Presentation/presentation.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "cff7b65b",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "# Cheddar News Senior Software Developer\n",
    "### Data Analysis and Insight\n",
    "### Greg Salmon\n",
    "\n",
    "![image](cheddarnews.jpeg)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f93c13d5",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# $500,000"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3151ca6b",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## What does Cheddar do?\n",
    "- News services\n",
    "- Acquired RateMyProfessors in 2018"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "819e7c2c",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## What would I do for Cheddar?\n",
    "- Senior Software Developer\n",
    "- Build and grow RateMyProfessor’s professor recommendation service\n",
    "- Improve architecture, process and workflows\n",
    "\n",
    "- Keywords: MySQL, AWS, Data query and manipulation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e52b4ee2",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Data Collection"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a46fa84",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## What data should I look at?\n",
    "- **People Data**\n",
    "\n",
    "## What people data do I have access to?\n",
    "- **Rate My Professor**\n",
    "- **LMU PROWL**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53b11d10",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Installing Selenium"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "38e632b1",
   "metadata": {
    "scrolled": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: selenium in /Users/gsalmon/opt/anaconda3/lib/python3.9/site-packages (4.8.2)\n",
      "Requirement already satisfied: trio~=0.17 in /Users/gsalmon/opt/anaconda3/lib/python3.9/site-packages (from selenium) (0.22.0)\n",
      "Requirement already satisfied: urllib3[socks]~=1.26 in /Users/gsalmon/opt/anaconda3/lib/python3.9/site-packages (from selenium) (1.26.7)\n",
      "Requirement already satisfied: trio-websocket~=0.9 in /Users/gsalmon/opt/anaconda3/lib/python3.9/site-packages (from selenium) (0.10.0)\n",
      "Requirement already satisfied: certifi>=2021.10.8 in /Users/gsalmon/opt/anaconda3/lib/python3.9/site-packages (from selenium) (2021.10.8)\n",
      "Requirement already satisfied: idna in /Users/gsalmon/opt/anaconda3/lib/python3.9/site-packages (from trio~=0.17->selenium) (3.2)\n",
      "Requirement already satisfied: async-generator>=1.9 in /Users/gsalmon/opt/anaconda3/lib/python3.9/site-packages (from trio~=0.17->selenium) (1.10)\n",
      "Requirement already satisfied: exceptiongroup>=1.0.0rc9 in /Users/gsalmon/opt/anaconda3/lib/python3.9/site-packages (from trio~=0.17->selenium) (1.1.1)\n",
      "Requirement already satisfied: sniffio in /Users/gsalmon/opt/anaconda3/lib/python3.9/site-packages (from trio~=0.17->selenium) (1.2.0)\n",
      "Requirement already satisfied: sortedcontainers in /Users/gsalmon/opt/anaconda3/lib/python3.9/site-packages (from trio~=0.17->selenium) (2.4.0)\n",
      "Requirement already satisfied: outcome in /Users/gsalmon/opt/anaconda3/lib/python3.9/site-packages (from trio~=0.17->selenium) (1.2.0)\n",
      "Requirement already satisfied: attrs>=19.2.0 in /Users/gsalmon/opt/anaconda3/lib/python3.9/site-packages (from trio~=0.17->selenium) (21.2.0)\n",
      "Requirement already satisfied: wsproto>=0.14 in /Users/gsalmon/opt/anaconda3/lib/python3.9/site-packages (from trio-websocket~=0.9->selenium) (1.2.0)\n",
      "Requirement already satisfied: PySocks!=1.5.7,<2.0,>=1.5.6 in /Users/gsalmon/opt/anaconda3/lib/python3.9/site-packages (from urllib3[socks]~=1.26->selenium) (1.7.1)\n",
      "Requirement already satisfied: h11<1,>=0.9.0 in /Users/gsalmon/opt/anaconda3/lib/python3.9/site-packages (from wsproto>=0.14->trio-websocket~=0.9->selenium) (0.14.0)\n"
     ]
    }
   ],
   "source": [
    "!pip install selenium"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19ac0612",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Importing Elements to use"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6b6f2f4e",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "from selenium import webdriver\n",
    "from selenium.webdriver.chrome.service import Service\n",
    "from selenium.webdriver.common.by import By\n",
    "from selenium.webdriver import ActionChains\n",
    "from bs4 import BeautifulSoup\n",
    "import re\n",
    "import time\n",
    "import pandas as pd\n",
    "from sqlalchemy import create_engine\n",
    "import random\n",
    "import requests"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e70ba1a",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Setting the Driver"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "90b8fd83",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "# Specify the path to the chromedriver executable\n",
    "chromedriver_path = '/Users/gsalmon/Documents/chromedriver_mac64/chromedriver'\n",
    "\n",
    "# Create a Service object for the chromedriver\n",
    "service = Service(executable_path=chromedriver_path)\n",
    "\n",
    "# Create a new instance of the Chrome browser\n",
    "driver = webdriver.Chrome(service=service)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf612675",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Rate My Professor Scrape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a813dfd4",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "# Navigate to the web page\n",
    "url = 'https://www.ratemyprofessors.com/search/teachers?query=*&sid=538'\n",
    "driver.get(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3b7f49fd",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "# Creating Soup Element\n",
    "soup = BeautifulSoup(html, 'html.parser')\n",
    "print(soup.prettify())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a30413ee",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [],
   "source": [
    "# Creating Empty Dictionary containing teacher details\n",
    "teacher_details = {\n",
    "    'name':[],\n",
    "    'department':[],\n",
    "    'rating':[],\n",
    "    'count_ratings':[],\n",
    "    'difficulty':[],\n",
    "    'would_retake':[]\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bcbf9ffa",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "# Generating all of the HTML for the webpage\n",
    "button = driver.find_element(By.XPATH, '//*[@id=\"root\"]/div/div/div[4]/div[1]/div[1]/div[4]/button')\n",
    "for i in range(273):\n",
    "    ActionChains(driver)\\\n",
    "        .click(button)\\\n",
    "        .perform()\n",
    "    time.sleep(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "931f3228",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# Setting the HTML and soup variable to scrape\n",
    "html = driver.page_source\n",
    "soup = BeautifulSoup(html, 'html.parser')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3ca277ad",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "# Scraping each attribute for each teacher\n",
    "teachers = soup.findAll('a', {'class':'TeacherCard__StyledTeacherCard-syjs0d-0 dLJIlx'})\n",
    "x = 1;\n",
    "for teacher in teachers:\n",
    "    print(x)\n",
    "    name = teacher.find('div', {'class':'CardName__StyledCardName-sc-1gyrgim-0 cJdVEK'})\n",
    "    teacher_details['name'].append(name.text)\n",
    "    print('Name:', name.text)\n",
    "\n",
    "    department = teacher.find('div', {'class':'CardSchool__Department-sc-19lmz2k-0 haUIRO'})\n",
    "    teacher_details['department'].append(department.text)\n",
    "    print('Department:', department.text)\n",
    "\n",
    "    rating = teacher.find('div', {'class':re.compile('^CardNumRating__CardNumRatingNumber-sc-17t4b9u-2')})\n",
    "    teacher_details['rating'].append(rating.text)\n",
    "    print('Rating:', rating.text)\n",
    "    \n",
    "    count_ratings = teacher.find('div', {'class':re.compile('^CardNumRating__CardNumRatingCount-sc-17t4b9u-3')})\n",
    "    teacher_details['count_ratings'].append(count_ratings.text[:-8])\n",
    "    print('Rating Count:', count_ratings.text[:-8])\n",
    "\n",
    "    difficulty_elements = teacher.find_all('div', {'class':re.compile('^CardFeedback__CardFeedbackNumber-lq6nix-2')})\n",
    "    difficulty = difficulty_elements[1]\n",
    "    teacher_details['difficulty'].append(difficulty.text)\n",
    "    print('Difficulty:', difficulty.text)\n",
    "\n",
    "    would_retake = difficulty_elements[0]\n",
    "    teacher_details['would_retake'].append(would_retake.text)\n",
    "    print('Would Retake:', would_retake.text)\n",
    "    \n",
    "    x = x + 1\n",
    "\n",
    "    print('-' * 50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "59519539",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [],
   "source": [
    "# Assigning teacher_details to a dataframe\n",
    "teacher_df = pd.DataFrame(teacher_details)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c85769c1",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# Checking the data for completeness\n",
    "teacher_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "713de3e4",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# Checking the data for completeness\n",
    "teacher_df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ff4789ed",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [],
   "source": [
    "Turning the dataframe into a csv file\n",
    "teacher_df.to_csv('teacher_details.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b2ba0fe4",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Prowl Scrape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "32ba913b",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# Resetting url and driver\n",
    "url = 'https://bannerxe.lmu.edu/StudentRegistrationSsb/ssb/classSearch/classSearch'\n",
    "driver.get(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "07fc6c89",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# Setting soup variable\n",
    "soup = BeautifulSoup(html, 'html.parser')\n",
    "print(soup.prettify())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b9700fe2",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "# Finding the table in the html\n",
    "table = soup.find('table', id='table1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dcd7a71b",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "# Creating field titles by scraping each of the headers\n",
    "headers = []\n",
    "for i in table.find_all('th'):\n",
    "    title = i.text\n",
    "    print(title)\n",
    "    headers.append(title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3f1ed89c",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "# Create a dataframe\n",
    "mydata = pd.DataFrame(columns = headers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6f470c88",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "# Create a for loop to fill mydata and paginate\n",
    "# Filling with all data in table\n",
    "for page in range(1,60):\n",
    "    time.sleep(10)\n",
    "    html = driver.page_source\n",
    "    soup = BeautifulSoup(html, 'html.parser')\n",
    "    table = soup.find('table', id='table1')\n",
    "    for j in table.find_all('tr')[1:]:\n",
    "        row_data = j.find_all('td')\n",
    "        row = [i.text for i in row_data]\n",
    "        length = len(mydata)\n",
    "        mydata.loc[length] = row\n",
    "    button = driver.find_element(By.CSS_SELECTOR, '#searchResultsTable > div.bottom.ui-widget-header > div > button.paging-control.next.ltr.enabled')\n",
    "    button.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ef818994",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# Checking length of data scraped\n",
    "len(mydata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "04d04dc5",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# Viewing data for completeness\n",
    "mydata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "38cc9b13",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# Converting data to CSV\n",
    "mydata.to_csv('prowl_data.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ebd9eb9b",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# Quitting driver\n",
    "driver.quit()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43c03f7e",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# SQL Analysis\n",
    "Greg Salmon"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dbbeeba1",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Importing pandas and create_engine for SQL Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f371e036",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from sqlalchemy import create_engine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "387adb06",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The sql extension is already loaded. To reload it, use:\n",
      "  %reload_ext sql\n"
     ]
    }
   ],
   "source": [
    "%load_ext sql"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba1b50f0",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "### mySQL Login"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "b21d301b",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%sql mysql://USERNAME:PASSWORD@HOST/DATABASE"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21115427",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Queries"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bbe12a29",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Descriptive Analytics"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d504c59",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "The first thing I want to look into is seeing how many instructers there are on Rate My Professors, as well as their average rating, difficulty, count of ratings, and would retake probability"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "665c6ade",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Count of Instructors on RMP with Averages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "33036134",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * mysql://admin:***@isba-dev-01.cj5u8akyr9fw.us-east-1.rds.amazonaws.com/RMPproject\n",
      "1 rows affected.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>CountInstructors</th>\n",
       "        <th>AvgRating</th>\n",
       "        <th>AvgDifficulty</th>\n",
       "        <th>AvgCountRatings</th>\n",
       "        <th>AvgWouldRetake</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1396</td>\n",
       "        <td>3.33</td>\n",
       "        <td>2.52</td>\n",
       "        <td>12.79</td>\n",
       "        <td>0.74</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[(1396, 3.33, 2.52, Decimal('12.79'), 0.74)]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "SELECT \n",
    "    COUNT(Instructor) AS CountInstructors,\n",
    "    ROUND(AVG(Rating), 2) AS AvgRating,\n",
    "    ROUND(AVG(Difficulty), 2) AS AvgDifficulty,\n",
    "    ROUND(AVG(CountRatings), 2) AS AvgCountRatings,\n",
    "    ROUND(AVG(WouldRetake), 2) AS AvgWouldRetake\n",
    "FROM rmp_ratings rr;"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d2414ad",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "Something I am interested is the amount of instructors shown. I wonder if Prowl will have a similar amount. I am worried that there may be issues with the correct amount of data passing over."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "497e5a79",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Unique Instructors and Subjects on Prowl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8ab5a825",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * mysql://admin:***@isba-dev-01.cj5u8akyr9fw.us-east-1.rds.amazonaws.com/RMPproject\n",
      "1 rows affected.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>CountInstructors</th>\n",
       "        <th>CountSubjects</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>765</td>\n",
       "        <td>97</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[(765, 97)]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "SELECT \n",
    "    COUNT(DISTINCT(InstructorID)) AS CountInstructors,\n",
    "    COUNT(DISTINCT(Subject)) AS CountSubjects\n",
    "FROM classes c;"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d22fa32",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "Interesting. Comparing the amount of instructors who are actually teaching a class in prowl to the professors in RMP shows there are significantly more professors in RMP. Two things come to mind: \n",
    "1) RMP does not remove teachers who no longer teach at the school\n",
    "\n",
    "2) Teachers may have different names or name changes.\n",
    "It may be useful to look into this aspect of the data."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24b25b64",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "I think it could be interesting to see if there are any specific meeting days that have a significant higher amount of classes. SQL features used: Aggregate functions, Case Statement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "01ecfb7b",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * mysql://admin:***@isba-dev-01.cj5u8akyr9fw.us-east-1.rds.amazonaws.com/RMPproject\n",
      "1 rows affected.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>CountMWF</th>\n",
       "        <th>CountMW</th>\n",
       "        <th>CountTT</th>\n",
       "        <th>CountM</th>\n",
       "        <th>CountT</th>\n",
       "        <th>CountW</th>\n",
       "        <th>CountTh</th>\n",
       "        <th>CountF</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>243</td>\n",
       "        <td>418</td>\n",
       "        <td>614</td>\n",
       "        <td>238</td>\n",
       "        <td>280</td>\n",
       "        <td>234</td>\n",
       "        <td>196</td>\n",
       "        <td>48</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[(Decimal('243'), Decimal('418'), Decimal('614'), Decimal('238'), Decimal('280'), Decimal('234'), Decimal('196'), Decimal('48'))]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "SELECT\n",
    "    SUM(CASE WHEN MeetingDays = \"MWF\" THEN 1 ELSE 0 END) AS CountMWF,\n",
    "    SUM(CASE WHEN MeetingDays = \"MW\" THEN 1 ELSE 0 END) AS CountMW,\n",
    "    SUM(CASE WHEN MeetingDays = \"TT\" THEN 1 ELSE 0 END) AS CountTT,\n",
    "    SUM(CASE WHEN MeetingDays = \"M\" THEN 1 ELSE 0 END) AS CountM,\n",
    "    SUM(CASE WHEN MeetingDays = \"T\" THEN 1 ELSE 0 END) AS CountT,\n",
    "    SUM(CASE WHEN MeetingDays = \"W\" THEN 1 ELSE 0 END) AS CountW,\n",
    "    SUM(CASE WHEN MeetingDays = \"Th\" THEN 1 ELSE 0 END) AS CountTh,\n",
    "    SUM(CASE WHEN MeetingDays = \"F\" THEN 1 ELSE 0 END) AS CountF\n",
    "FROM classes c;"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64ad4158",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "There is a significant amount of classes meeting on Tuesday and Thursday. This may have an effect on a multitude of things on campus. While this project focuses on specifically rate my professor, it could be interesting to see if moving some of the Tuesday/Thursday classes to other days could alleviate parking. I digress. It is interesting to me to see that there are very few friday classes. I wonder if classes that are required to meet on just one day would have worse reviews due to the long class periods."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3984be7b",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "I want to also look at what professors have the most amount of ratings. There may be trends in what college or department gets the most reviews."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ebc63f9f",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * mysql://admin:***@isba-dev-01.cj5u8akyr9fw.us-east-1.rds.amazonaws.com/RMPproject\n",
      "1396 rows affected.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>Instructor</th>\n",
       "        <th>Department</th>\n",
       "        <th>CountRatings</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Megan Granich</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jodi Finkel</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michel van Biezen</td>\n",
       "        <td>Physics</td>\n",
       "        <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Amir Hussain</td>\n",
       "        <td>Theology</td>\n",
       "        <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Karen Ellis</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michael Foy</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Evan Gerstmann</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ralph Quinones</td>\n",
       "        <td>Business</td>\n",
       "        <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cara Anzilotti</td>\n",
       "        <td>History</td>\n",
       "        <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Laurie Pintar</td>\n",
       "        <td>History</td>\n",
       "        <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nigel Raab</td>\n",
       "        <td>History</td>\n",
       "        <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Wilfredo Flores</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Daniel Smith-Christopher</td>\n",
       "        <td>Theology</td>\n",
       "        <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Najwa Al-Qattan</td>\n",
       "        <td>History</td>\n",
       "        <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>James Devine</td>\n",
       "        <td>Economics</td>\n",
       "        <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Renate Thimester</td>\n",
       "        <td>Economics</td>\n",
       "        <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Darrin Murray</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ronald Barrett</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>David Zinn</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dennis Zill</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Tracey Colvin</td>\n",
       "        <td>English</td>\n",
       "        <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Allen Gray</td>\n",
       "        <td>Business</td>\n",
       "        <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lambert Doezema</td>\n",
       "        <td>Chemistry</td>\n",
       "        <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arthur Gross-Schafer</td>\n",
       "        <td>Business</td>\n",
       "        <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kala Seal</td>\n",
       "        <td>Business</td>\n",
       "        <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Constance Chen</td>\n",
       "        <td>History</td>\n",
       "        <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Li Dai</td>\n",
       "        <td>International Business</td>\n",
       "        <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Scott Cameron</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kenneth Rudnick</td>\n",
       "        <td>Law</td>\n",
       "        <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Brian Foster</td>\n",
       "        <td>American Studies</td>\n",
       "        <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>William Shaules</td>\n",
       "        <td>Theology</td>\n",
       "        <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Thomas Zachariah</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michael Tang</td>\n",
       "        <td>Fine Arts</td>\n",
       "        <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Megan Barnes</td>\n",
       "        <td>English</td>\n",
       "        <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lev Abolnikov</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Brian Treanor</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>David Offenberg</td>\n",
       "        <td>Finance</td>\n",
       "        <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nancy Coster</td>\n",
       "        <td>Accounting</td>\n",
       "        <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Brad Stone</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Adam Fingerhut</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dorothea Herreiner</td>\n",
       "        <td>Economics</td>\n",
       "        <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Christopher Kaczor</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Fereidoun Jahani</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Amy Woodson-Boulton</td>\n",
       "        <td>History</td>\n",
       "        <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sheilah Jones</td>\n",
       "        <td>Theology</td>\n",
       "        <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Linda Leon</td>\n",
       "        <td>Business</td>\n",
       "        <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>David Sanchez</td>\n",
       "        <td>Theology</td>\n",
       "        <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Meric Keskinel</td>\n",
       "        <td>Economics</td>\n",
       "        <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stacy Burns</td>\n",
       "        <td>Social Science</td>\n",
       "        <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Richard Rolfs</td>\n",
       "        <td>History</td>\n",
       "        <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mahmoud Nourayi</td>\n",
       "        <td>Accounting</td>\n",
       "        <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Peter Hoffman</td>\n",
       "        <td>Geography</td>\n",
       "        <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Monica Cabrera</td>\n",
       "        <td>Modern Languages &amp; Literatures</td>\n",
       "        <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Joseph Tiedemann</td>\n",
       "        <td>History</td>\n",
       "        <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Darnise Martin</td>\n",
       "        <td>Theology</td>\n",
       "        <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jasper Blystone</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jennifer Pate</td>\n",
       "        <td>Economics</td>\n",
       "        <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Wendy Binder</td>\n",
       "        <td>Biology</td>\n",
       "        <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ying Sai</td>\n",
       "        <td>Computer Information Systems</td>\n",
       "        <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Annie Liu</td>\n",
       "        <td>Marketing</td>\n",
       "        <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Anthony Smulders</td>\n",
       "        <td>Science</td>\n",
       "        <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nicolas Rosenthal</td>\n",
       "        <td>History</td>\n",
       "        <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Carl Urbinati</td>\n",
       "        <td>Biology</td>\n",
       "        <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lawrence Jelinek</td>\n",
       "        <td>History</td>\n",
       "        <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jon Saxon</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>David Marple</td>\n",
       "        <td>Sociology</td>\n",
       "        <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dionne Bennett</td>\n",
       "        <td>Women&#x27;s Studies</td>\n",
       "        <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cliff Rochlin</td>\n",
       "        <td>Economics</td>\n",
       "        <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ricardo MacHon</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jok Madut Jok</td>\n",
       "        <td>History</td>\n",
       "        <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Robert Winsor</td>\n",
       "        <td>Business</td>\n",
       "        <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>K.J. Peters</td>\n",
       "        <td>English</td>\n",
       "        <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Timothy Shanahan</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>John Reilly</td>\n",
       "        <td>English</td>\n",
       "        <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Therese Edwards</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Caroline LaMonda</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Martin Nemoianu</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michael Brodsky</td>\n",
       "        <td>Fine Arts</td>\n",
       "        <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Fred Kiesner</td>\n",
       "        <td>Business</td>\n",
       "        <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dorian Llywelyn</td>\n",
       "        <td>Religion</td>\n",
       "        <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michael Berg</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Patricia Martinez</td>\n",
       "        <td>Management</td>\n",
       "        <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>William Kinsella</td>\n",
       "        <td>Accounting</td>\n",
       "        <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Chun Lee</td>\n",
       "        <td>Finance</td>\n",
       "        <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Matt Stefl</td>\n",
       "        <td>Marketing</td>\n",
       "        <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Steve Crissanthos</td>\n",
       "        <td>History</td>\n",
       "        <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Susan Scheibler</td>\n",
       "        <td>Film</td>\n",
       "        <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Juan Mah Y Busch</td>\n",
       "        <td>English</td>\n",
       "        <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>David Hardy</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Saba Soomekh</td>\n",
       "        <td>Theology</td>\n",
       "        <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Tania Maync</td>\n",
       "        <td>History</td>\n",
       "        <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Blake Mellor</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nicholas Toghia</td>\n",
       "        <td>Business Law</td>\n",
       "        <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Anthony Perron</td>\n",
       "        <td>History</td>\n",
       "        <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jay Kumar</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Richard Gilbert</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yongsun Paik</td>\n",
       "        <td>Business Administration</td>\n",
       "        <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Judy Park</td>\n",
       "        <td>English</td>\n",
       "        <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Zaki Eusufzai</td>\n",
       "        <td>Economics</td>\n",
       "        <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Tom Dowd</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Seid Zekavat</td>\n",
       "        <td>Economics</td>\n",
       "        <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Connie Weeks</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Alan Cherry</td>\n",
       "        <td>Accounting</td>\n",
       "        <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Danielle Borgia</td>\n",
       "        <td>American Studies</td>\n",
       "        <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Pat Connolly</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lori Bergstrom</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Judith Foy</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lawrence Tritle</td>\n",
       "        <td>History</td>\n",
       "        <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lowell Herr</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Daniel Speak</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Todd Shoepe</td>\n",
       "        <td>Natural Sciences</td>\n",
       "        <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eric Perl</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nicole Bouvier-Brown</td>\n",
       "        <td>Chemistry</td>\n",
       "        <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ellen Ensher</td>\n",
       "        <td>Management</td>\n",
       "        <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eric Young</td>\n",
       "        <td>Economics</td>\n",
       "        <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Edward Park</td>\n",
       "        <td>Ethnic Studies</td>\n",
       "        <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arik Greenberg</td>\n",
       "        <td>Theology</td>\n",
       "        <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kyra Pearson</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Natalie Ortiz</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jeremy McCallum</td>\n",
       "        <td>Chemistry</td>\n",
       "        <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Tina Choe</td>\n",
       "        <td>Chemistry</td>\n",
       "        <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>John Page</td>\n",
       "        <td>Engineering</td>\n",
       "        <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eduardo Morales</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Rene Topalian</td>\n",
       "        <td>Biology</td>\n",
       "        <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Teah Goldberg</td>\n",
       "        <td>English</td>\n",
       "        <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Martina Ramirez</td>\n",
       "        <td>Biology</td>\n",
       "        <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kathleen Norris</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>John Kochian</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michael Grady</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Melissa Nivala</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jason Baehr</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stella Oh</td>\n",
       "        <td>Ethnic Studies</td>\n",
       "        <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>James Faught</td>\n",
       "        <td>Sociology</td>\n",
       "        <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Anna Harrison</td>\n",
       "        <td>Theology</td>\n",
       "        <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mark Morelli</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>George Dasaro</td>\n",
       "        <td>Accounting</td>\n",
       "        <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Paul Lin</td>\n",
       "        <td>Ethnic Studies</td>\n",
       "        <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dexter Blackman</td>\n",
       "        <td>History</td>\n",
       "        <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stuart Ching</td>\n",
       "        <td>English</td>\n",
       "        <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kirstin Noreen</td>\n",
       "        <td>Art History</td>\n",
       "        <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yanping Ma</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Charles Vance</td>\n",
       "        <td>Management</td>\n",
       "        <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cathleen McGrath</td>\n",
       "        <td>Business</td>\n",
       "        <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Andrew Forney</td>\n",
       "        <td>Computer Science</td>\n",
       "        <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Larry Bernard</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ernesto Sweeney</td>\n",
       "        <td>History</td>\n",
       "        <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>David Choi</td>\n",
       "        <td>Entrepreneurship</td>\n",
       "        <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Andrew Healy</td>\n",
       "        <td>Economics</td>\n",
       "        <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jeffrey Wilson</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mark Chilingar</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michael Mills</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Erika Camacho</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kristo Gobin</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Edward Mosteig</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lucy Wilson</td>\n",
       "        <td>English</td>\n",
       "        <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Karenmary Davalos</td>\n",
       "        <td>Ethnic Studies</td>\n",
       "        <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>M. Cathy McElwain</td>\n",
       "        <td>Biology</td>\n",
       "        <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Janie Steckenrider</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Elizabeth Drummond</td>\n",
       "        <td>History</td>\n",
       "        <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ying Ying Wang</td>\n",
       "        <td>Accounting</td>\n",
       "        <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Scott Delanty</td>\n",
       "        <td>Accounting</td>\n",
       "        <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Damon Hines</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Robert Singleton</td>\n",
       "        <td>Economics</td>\n",
       "        <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Rodger Pardee</td>\n",
       "        <td>Film</td>\n",
       "        <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Patrick Shanahan</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Gary Sibeck</td>\n",
       "        <td>Business</td>\n",
       "        <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kennedy Wheatly</td>\n",
       "        <td>Film</td>\n",
       "        <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sean Fenton</td>\n",
       "        <td>Theater</td>\n",
       "        <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nyema Guannu</td>\n",
       "        <td>Economics</td>\n",
       "        <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Anna Terzyan</td>\n",
       "        <td>Economics</td>\n",
       "        <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Matthew Petrusek</td>\n",
       "        <td>Theology</td>\n",
       "        <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Robert Simmons</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cheryl Hertz</td>\n",
       "        <td>Biology</td>\n",
       "        <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Alan Falcon</td>\n",
       "        <td>Accounting</td>\n",
       "        <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>James Fredericks</td>\n",
       "        <td>Theology</td>\n",
       "        <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Barbara Rico</td>\n",
       "        <td>English</td>\n",
       "        <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Susan Elkinawy</td>\n",
       "        <td>Finance</td>\n",
       "        <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Pippa Drennan</td>\n",
       "        <td>Biology</td>\n",
       "        <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sina Kramer</td>\n",
       "        <td>Women</td>\n",
       "        <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nancy Jabbra</td>\n",
       "        <td>Women&#x27;s Studies</td>\n",
       "        <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Curtis Bennett</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Al Hayashi</td>\n",
       "        <td>Business</td>\n",
       "        <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sara Lederer</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Margarita Ochoa</td>\n",
       "        <td>History</td>\n",
       "        <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Thomas Reilly</td>\n",
       "        <td>Chemistry</td>\n",
       "        <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Robin Wang</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mary Breden</td>\n",
       "        <td>Music</td>\n",
       "        <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jeff Sanny</td>\n",
       "        <td>Physics</td>\n",
       "        <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Leah Pate</td>\n",
       "        <td>English</td>\n",
       "        <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Amy K. Ross</td>\n",
       "        <td>English</td>\n",
       "        <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ron Sorace</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nora Murphy</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michael Patzia</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>James Hanink</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>John Connolly</td>\n",
       "        <td>Theology</td>\n",
       "        <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Robbie Nakatsu</td>\n",
       "        <td>Information Science</td>\n",
       "        <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Chien Tseng</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Amy Alward</td>\n",
       "        <td>Accounting</td>\n",
       "        <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Matthew Pereira</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kristi Lobitz</td>\n",
       "        <td>Music</td>\n",
       "        <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jonathan Rothchild</td>\n",
       "        <td>Theology</td>\n",
       "        <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Roberto Cancio</td>\n",
       "        <td>Sociology</td>\n",
       "        <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Trevor Zink</td>\n",
       "        <td>Business</td>\n",
       "        <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Rafiql Noorani</td>\n",
       "        <td>Engineering</td>\n",
       "        <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Anthony Kmetty</td>\n",
       "        <td>Business</td>\n",
       "        <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Pat Oliver</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Chuck Rosenthal</td>\n",
       "        <td>English</td>\n",
       "        <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jose Badenes</td>\n",
       "        <td>Languages</td>\n",
       "        <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dave Smith</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Richard Rohrer</td>\n",
       "        <td>Film</td>\n",
       "        <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Aimee Koeplin</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>K. Dahlquist</td>\n",
       "        <td>Biology</td>\n",
       "        <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sun Hee Yoon</td>\n",
       "        <td>History</td>\n",
       "        <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Joshua Hallam</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Julian Saint Clair</td>\n",
       "        <td>Marketing</td>\n",
       "        <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Wesley Kading</td>\n",
       "        <td>Business</td>\n",
       "        <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Katerina Zacharia</td>\n",
       "        <td>Classics</td>\n",
       "        <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Brian Moss</td>\n",
       "        <td>Fine Arts</td>\n",
       "        <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>William Pupa</td>\n",
       "        <td>Fine Arts</td>\n",
       "        <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michele Mega</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>George Hess</td>\n",
       "        <td>Business</td>\n",
       "        <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>John Huddle</td>\n",
       "        <td>English</td>\n",
       "        <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Derek Von Barandy</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jane Yamashiro</td>\n",
       "        <td>American Studies</td>\n",
       "        <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Brandon Seto</td>\n",
       "        <td>History</td>\n",
       "        <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Thomas Ramsey</td>\n",
       "        <td>Accounting</td>\n",
       "        <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arin Brahma</td>\n",
       "        <td>Computer Information Systems</td>\n",
       "        <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Robin Miskolcze</td>\n",
       "        <td>English</td>\n",
       "        <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stephanie August</td>\n",
       "        <td>Computer Science</td>\n",
       "        <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Thomas White</td>\n",
       "        <td>Business</td>\n",
       "        <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Seth Thompson</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kathy Yang</td>\n",
       "        <td>Languages</td>\n",
       "        <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Thomas Rausch</td>\n",
       "        <td>Theology</td>\n",
       "        <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Fr. Joe La Brie</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Herbert Medina</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ethan Adams</td>\n",
       "        <td>Classics</td>\n",
       "        <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Josette Banks</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>B.J. Johnson</td>\n",
       "        <td>Computer Science</td>\n",
       "        <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Alessandro Varotto</td>\n",
       "        <td>Chemistry</td>\n",
       "        <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Tracy Tiemeier</td>\n",
       "        <td>Theology</td>\n",
       "        <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Gregori Viens</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Marina Moevs</td>\n",
       "        <td>Fine Arts</td>\n",
       "        <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Marc Lony</td>\n",
       "        <td>Languages</td>\n",
       "        <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>David Mathison</td>\n",
       "        <td>Management</td>\n",
       "        <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Frank Daroca</td>\n",
       "        <td>Accounting</td>\n",
       "        <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Matt Dillon</td>\n",
       "        <td>Classics</td>\n",
       "        <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michelle Hammers</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Rebecca Cantor</td>\n",
       "        <td>English</td>\n",
       "        <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shannon Nason</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Rob Burchfield</td>\n",
       "        <td>Graphic Arts</td>\n",
       "        <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Velitchka Kaltcheva</td>\n",
       "        <td>Marketing</td>\n",
       "        <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kevin Wetmore</td>\n",
       "        <td>Theater</td>\n",
       "        <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Vivian Lezak</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>David Kovacs</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Laura Poladian</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>John P. Waggoner</td>\n",
       "        <td>Biology</td>\n",
       "        <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Benjamin Bobo</td>\n",
       "        <td>Finance</td>\n",
       "        <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Labina Ula</td>\n",
       "        <td>English</td>\n",
       "        <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michael Datcher</td>\n",
       "        <td>English</td>\n",
       "        <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kelley Falconer</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Maria Valenzuela</td>\n",
       "        <td>American Studies</td>\n",
       "        <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jason Jenkins</td>\n",
       "        <td>English</td>\n",
       "        <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cassandra Veney</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jose Tapia</td>\n",
       "        <td>Physics</td>\n",
       "        <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Judy Siker</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Paul Harris</td>\n",
       "        <td>English</td>\n",
       "        <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Andrew Dilts</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Christopher  Murphy</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eric Balmer</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michael O&#x27;Sullivan</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Christina Gold</td>\n",
       "        <td>History</td>\n",
       "        <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Suzanne Larson</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Katherine Harper</td>\n",
       "        <td>Art History</td>\n",
       "        <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jonas Mureika</td>\n",
       "        <td>Physics</td>\n",
       "        <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>John Beckwith</td>\n",
       "        <td>Business</td>\n",
       "        <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Paige Edley</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yevette Saavedra</td>\n",
       "        <td>Urban Studies</td>\n",
       "        <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Margaret Trenchard-Smith</td>\n",
       "        <td>History</td>\n",
       "        <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Guillo Della Rocca</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Richard Fox</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Chela Willey</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Anthony Hui</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eddie Becton</td>\n",
       "        <td>American Studies</td>\n",
       "        <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Saori Shiraki</td>\n",
       "        <td>Chemistry</td>\n",
       "        <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kevin McDonald</td>\n",
       "        <td>History</td>\n",
       "        <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Claudia Sandoval</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ed Gray</td>\n",
       "        <td>Business</td>\n",
       "        <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mary Ingham</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kate Lewis</td>\n",
       "        <td>Music</td>\n",
       "        <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cal Caswell</td>\n",
       "        <td>Business</td>\n",
       "        <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jose Saez</td>\n",
       "        <td>Engineering</td>\n",
       "        <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jane Brucker</td>\n",
       "        <td>Fine Arts</td>\n",
       "        <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Matt Nelson</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Charlotte Radler</td>\n",
       "        <td>Religion</td>\n",
       "        <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Matt Kursar</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Richard Perle</td>\n",
       "        <td>Computer Information Systems</td>\n",
       "        <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Susan Schaffer</td>\n",
       "        <td>Spanish</td>\n",
       "        <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jonghwa Lee</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Matthew Peterson</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>David Berube</td>\n",
       "        <td>Physics</td>\n",
       "        <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stephanie Limoncelli</td>\n",
       "        <td>Sociology</td>\n",
       "        <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sona Gala</td>\n",
       "        <td>Business Law</td>\n",
       "        <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Katharine Noon</td>\n",
       "        <td>Fine Arts</td>\n",
       "        <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Chuck Erven</td>\n",
       "        <td>Theater</td>\n",
       "        <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Elizabeth Murray</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jay Busse</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>John Menaghan</td>\n",
       "        <td>English</td>\n",
       "        <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Thomas Cappelli</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Tim Burns</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>David Byrne</td>\n",
       "        <td>History</td>\n",
       "        <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Barbara Lang</td>\n",
       "        <td>Ethnic Studies</td>\n",
       "        <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Zbigniew Przasnyski</td>\n",
       "        <td>Business</td>\n",
       "        <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dominique Isner-Ball</td>\n",
       "        <td>French</td>\n",
       "        <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>James Bunker</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Paul Humphreys</td>\n",
       "        <td>Music</td>\n",
       "        <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Joshua Kulmac Butler</td>\n",
       "        <td>English</td>\n",
       "        <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Margarete Feinstein</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Richard Abrams</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Amanda Apgar</td>\n",
       "        <td>Women&#x27;s Studies</td>\n",
       "        <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>William Fulco</td>\n",
       "        <td>Anthropology</td>\n",
       "        <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Alicia Partnoy</td>\n",
       "        <td>Languages</td>\n",
       "        <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eric Ladizinsky</td>\n",
       "        <td>Physics</td>\n",
       "        <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michael Genovese</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mel Mendelson</td>\n",
       "        <td>Engineering</td>\n",
       "        <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shanna Kennedy-Quigley</td>\n",
       "        <td>Art History</td>\n",
       "        <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Deanna Drew</td>\n",
       "        <td>English</td>\n",
       "        <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michael Petitti</td>\n",
       "        <td>English</td>\n",
       "        <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michelle Anderson</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sean D&#x27;&#x27;Evelyn</td>\n",
       "        <td>Economics</td>\n",
       "        <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sherine El Hag</td>\n",
       "        <td>Economics</td>\n",
       "        <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Amanda Whidden</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Madhu Viswanathan</td>\n",
       "        <td>Marketing</td>\n",
       "        <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Petra Liedke - Konow</td>\n",
       "        <td>German</td>\n",
       "        <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michael Vanbiezen</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Peter Ring</td>\n",
       "        <td>Management</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Rebecca Crawford</td>\n",
       "        <td>Chemistry</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Larry Pate</td>\n",
       "        <td>Management</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Victoria Newsom</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jeremy Pal</td>\n",
       "        <td>Civil Engineering</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Patrick Scott</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Victor Carmona</td>\n",
       "        <td>Biology</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Erica Steakley</td>\n",
       "        <td>English</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Vicente Cassano</td>\n",
       "        <td>Biology</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Amanda Herring</td>\n",
       "        <td>Art &amp; Art History</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Rachel Petrocelli</td>\n",
       "        <td>History</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>William Britt</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Philip Reed-Butler</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Molly Youngkin</td>\n",
       "        <td>English</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michelle Miller</td>\n",
       "        <td>Economics</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jeff Phillips</td>\n",
       "        <td>Physics</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Aimee Ross</td>\n",
       "        <td>English</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Juan Ortiz</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jason Jarvis</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Barbara Marino</td>\n",
       "        <td>Engineering</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Karl Snider</td>\n",
       "        <td>Music</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>John Dorsey</td>\n",
       "        <td>Science</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>David Killoran</td>\n",
       "        <td>English</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Deena Gonzalez</td>\n",
       "        <td>Ethnic Studies</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>John Grever</td>\n",
       "        <td>History</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>John Stewart</td>\n",
       "        <td>Film</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nina Reich</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jeff Gale</td>\n",
       "        <td>Business</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ron Marasco</td>\n",
       "        <td>Theater</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Hiromi Kinjo</td>\n",
       "        <td>Languages</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eli Daughdrill</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Christopher Chapple</td>\n",
       "        <td>Theology</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Julia Lee</td>\n",
       "        <td>English</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sovathana Sokhom</td>\n",
       "        <td>Economics</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Andrew Lac</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>James Bany</td>\n",
       "        <td>Not Specified</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Susie McDaniel</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kerstin Fisk</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Maria Elena De Las Carreras</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Chaya Crowder</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nnogo Obiamiwe</td>\n",
       "        <td>Business Law</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Gloria Shin</td>\n",
       "        <td>Film  Television</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Karen Enriquez</td>\n",
       "        <td>Theology</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dean Scheibel</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Roy Houston</td>\n",
       "        <td>Science</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Gary Kuleck</td>\n",
       "        <td>Science</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ross Bengel</td>\n",
       "        <td>Accounting</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Carolyn Almos</td>\n",
       "        <td>Theater</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Barbara Dyer</td>\n",
       "        <td>Music</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yvette Lapayese</td>\n",
       "        <td>Education</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Marie Claire Costello</td>\n",
       "        <td>Theater</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jeffrey Siker</td>\n",
       "        <td>Religion</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>John Leaver</td>\n",
       "        <td>Art History</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Steve Chrissanthos</td>\n",
       "        <td>History</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Anton Smith</td>\n",
       "        <td>American Studies</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Iliana Delarkin</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jason D&#x27;Mello</td>\n",
       "        <td>Entrepreneurship</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Bryan Pham</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Vanessa Diaz</td>\n",
       "        <td>Chicano Studies</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lawrence Wenner</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Gerald Adler</td>\n",
       "        <td>Business</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cecilia Gonzalez-Andrieu</td>\n",
       "        <td>Theology</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Christina Eubanks-Turner</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Monique Mansour</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Marne Campbell</td>\n",
       "        <td>African-American Studies</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Robert Senter</td>\n",
       "        <td>Chemistry</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stephen Heller</td>\n",
       "        <td>Chemistry</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sean Dempsey</td>\n",
       "        <td>History</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Oscar Tovar</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Charmaine Kaimikaua</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Negin Ghavami</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Vincent Coletta</td>\n",
       "        <td>Physics</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mark Saya</td>\n",
       "        <td>Music</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Allison Noyes</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Rebecca Avalos</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Pamela Sklar</td>\n",
       "        <td>Management</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Janie Streckenrider</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mladen Milicevic</td>\n",
       "        <td>Film</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Wilkie Au</td>\n",
       "        <td>Theology</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Fatima Wu</td>\n",
       "        <td>Ethnic Studies</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jeffrey Davis</td>\n",
       "        <td>Film</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Anja Leigh Russell</td>\n",
       "        <td>English</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Tomo Hattori</td>\n",
       "        <td>English</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>John Parrish</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cassie Cain</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michon Matthieson</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mona Seymour</td>\n",
       "        <td>Urban Studies</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Christiano Manfre</td>\n",
       "        <td>Economics</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Christopher Finlay</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ege Islekel</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mariano Bertucci</td>\n",
       "        <td>History</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Natasha Miric</td>\n",
       "        <td>Sociology</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Gene Park</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sabine Huemer</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Tim Fitzgerald</td>\n",
       "        <td>Theater</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Maria Vasquez</td>\n",
       "        <td>Biology</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Thomas Laurent</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Diane Meyer</td>\n",
       "        <td>Fine Arts</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lauren Cole</td>\n",
       "        <td>History</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Derek D&#x27;Sa</td>\n",
       "        <td>Finance</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mobashera Hallam</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dustin Reece</td>\n",
       "        <td>Business</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eugene Brancolini</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Swarup Joshi</td>\n",
       "        <td>Economics</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kayoko Okada</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sheila Forman</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shirin Birjandi</td>\n",
       "        <td>Biology</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yasaman Ghasemi</td>\n",
       "        <td>Business</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jennifer Abe</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Reyna Valenzuela-Cummings</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Linda Bannister</td>\n",
       "        <td>English</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jackie Dewar</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mark Schwartz</td>\n",
       "        <td>Film</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Hassan Hussain</td>\n",
       "        <td>History</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ayanna Yonemura</td>\n",
       "        <td>Urban Studies</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Don Zirpola</td>\n",
       "        <td>Film</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Gordon Firemark</td>\n",
       "        <td>Business Law</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Joshua Blander</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dung Tran</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kim Harris</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Xiaolong Wang</td>\n",
       "        <td>Economics</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Joshua Spizman</td>\n",
       "        <td>Finance</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Derrick Noyce</td>\n",
       "        <td>Music</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Han Dai-Yu</td>\n",
       "        <td>Art &amp; Art History</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Joseph Hattendorf</td>\n",
       "        <td>Accounting</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Leena Pendharker</td>\n",
       "        <td>Film</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Maxellende Ezin</td>\n",
       "        <td>Biology</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Tony Kmetty</td>\n",
       "        <td>Business</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Catie Mihalopoulos</td>\n",
       "        <td>Classics</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Philip Dorin</td>\n",
       "        <td>Computer Science</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Bruno Rota</td>\n",
       "        <td>Languages</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>William Trott</td>\n",
       "        <td>Engineering</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sandy Kirkner</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Garland Kirkpatrick</td>\n",
       "        <td>Graphic Arts</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Renee Florsheim</td>\n",
       "        <td>Marketing</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Martha Masters</td>\n",
       "        <td>Music</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Roberto Dell&#x27;Oro</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nenad (Neno) Pervan</td>\n",
       "        <td>Theater</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Marc Reeves</td>\n",
       "        <td>Theology</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cythina Bond</td>\n",
       "        <td>Theology</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Timothy Helton</td>\n",
       "        <td>Theology</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Angela Gallegos</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Courtney Pina</td>\n",
       "        <td>English</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Tyler Ferreira</td>\n",
       "        <td>Art &amp; Art History</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Rachel Fox</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sohvi Heaton</td>\n",
       "        <td>Business</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mark Bernier</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dermott Walsh</td>\n",
       "        <td>Theology</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Terry Lenihan</td>\n",
       "        <td>Fine Arts</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mitchell Hamilton</td>\n",
       "        <td>Marketing</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arthur Gross-Schaefer</td>\n",
       "        <td>Business Law</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Diana Santacrose</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Matthew Siniawski</td>\n",
       "        <td>Mechanical Engineering</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eliza Rodriguez Y Gibson</td>\n",
       "        <td>Chicano Studies</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Richard Cook</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michael Barclay</td>\n",
       "        <td>Theology</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>James Holmes</td>\n",
       "        <td>Theater</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Rachelle Katz</td>\n",
       "        <td>Business Administration</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>William Semos</td>\n",
       "        <td>Business Administration</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Maria Nazarian</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lawrence Kalbers</td>\n",
       "        <td>Accounting</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Deborah Harris</td>\n",
       "        <td>English</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Seth Kim</td>\n",
       "        <td>Economics</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Craig Rich</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Julie McGene</td>\n",
       "        <td>Sociology</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Adilifu Nama</td>\n",
       "        <td>African-American Studies</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Andrew Devereux</td>\n",
       "        <td>History</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Annemarie Perez</td>\n",
       "        <td>English</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Amina  Humphrey</td>\n",
       "        <td>American Studies</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Alma Flores</td>\n",
       "        <td>Chicano Studies</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mugdha Yeolekar</td>\n",
       "        <td>Theology</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dave Harvilicz</td>\n",
       "        <td>Management</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shan Wang</td>\n",
       "        <td>Accounting</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michael Manoogian</td>\n",
       "        <td>Engineering</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Myla Bui-Nguyen</td>\n",
       "        <td>Marketing</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>John Bakas</td>\n",
       "        <td>Theology</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kristen Smiarowski</td>\n",
       "        <td>Fine Arts</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Virginia Saya</td>\n",
       "        <td>Music</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Carolyn Viviano</td>\n",
       "        <td>Biology</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sean Winkler</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Alexander Zambrano</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>William McClain</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Philip Chmielewski</td>\n",
       "        <td>Engineering</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lisa Harris</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Luis Proenca</td>\n",
       "        <td>Film</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>John Emerling</td>\n",
       "        <td>Art History</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michael Mulvihill</td>\n",
       "        <td>Engineering</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Leland Swenson</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Wojciech Kocyan</td>\n",
       "        <td>Music</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mario Congreve</td>\n",
       "        <td>Film</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Bob Robinson</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jeff Thies</td>\n",
       "        <td>Business</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Chris Haddy</td>\n",
       "        <td>Education</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Paul Desena</td>\n",
       "        <td>Education</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Joseph Puterbaugh</td>\n",
       "        <td>English</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Francisco Ramos</td>\n",
       "        <td>Education</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nicole Woods</td>\n",
       "        <td>Art History</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Linda Hasunuma</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Susan Feldman</td>\n",
       "        <td>English</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Daniel Bonilla</td>\n",
       "        <td>Natural Sciences</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cecilia Martinez-Gil</td>\n",
       "        <td>English</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>John Dionisio</td>\n",
       "        <td>Computer Science</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ulli Ryder</td>\n",
       "        <td>American Studies</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Prachi Jain</td>\n",
       "        <td>Economics</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Erin Kaplan</td>\n",
       "        <td>Economics</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ashleigh Campi</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eugenio Volpe</td>\n",
       "        <td>English</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Catherine Peters</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Emma Davis</td>\n",
       "        <td>Economics</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Roy Fisher</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Doris Namala</td>\n",
       "        <td>History</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Laurel Ollstein</td>\n",
       "        <td>Theater</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Pamela Goldblum</td>\n",
       "        <td>Fine Arts</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dan Weingarten</td>\n",
       "        <td>Theater</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dana Reemes</td>\n",
       "        <td>Archaeology</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mark Gordon</td>\n",
       "        <td>Sociology</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Deke Simon</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shawki El-Zatmah</td>\n",
       "        <td>History</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Thuy Vo Dang</td>\n",
       "        <td>American Studies</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>David Lerner</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Chris Zepeda-Millian</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Alissa Zito</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nari Choi</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jennifer Moorman</td>\n",
       "        <td>Women&#x27;s Studies</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kathryn Mouzakis</td>\n",
       "        <td>Chemistry</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Gil Klein</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ann LE</td>\n",
       "        <td>Studio Art</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Bernadette Musetti</td>\n",
       "        <td>Education</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Brandon Shamim</td>\n",
       "        <td>Business</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Edgar Rothermich</td>\n",
       "        <td>Audio Production</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Frederick Ayeroff</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dana Resnick</td>\n",
       "        <td>Theater</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Brian Reedy</td>\n",
       "        <td>Theology</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Zahra Alavi</td>\n",
       "        <td>Physics</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yanjie Wang</td>\n",
       "        <td>Asian Pacific American Studies</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ernesto Colin</td>\n",
       "        <td>Education</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Caprice Walker</td>\n",
       "        <td>Theater</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eric Hall</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>John Hartmann</td>\n",
       "        <td>Media &amp; Performing Arts</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Darryl Graver</td>\n",
       "        <td>Business Law</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>David Ramirez</td>\n",
       "        <td>Health Sciences</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Rachel Adams</td>\n",
       "        <td>Environmental Science</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sharon Madden</td>\n",
       "        <td>Theater</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Laurence Dumortier</td>\n",
       "        <td>English</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Thomas D&#x27;Amico</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Vernita Burrell</td>\n",
       "        <td>English</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>George Saraf</td>\n",
       "        <td>Economics</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Katherine Rhodes</td>\n",
       "        <td>English</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Courtney Spikes</td>\n",
       "        <td>History</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Rosalie Siemon</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>David Sheridan</td>\n",
       "        <td>History</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Margaret Gower</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nicholas Centino</td>\n",
       "        <td>Chicano Studies</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Adriana Sanford</td>\n",
       "        <td>Business Law</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Juan Garcia Torres</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Zining Li</td>\n",
       "        <td>Accounting</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jennifer Jones</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Angelique Young</td>\n",
       "        <td>English</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dennis Kwong</td>\n",
       "        <td>Film</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lei Huang</td>\n",
       "        <td>Engineering</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Oskar Toruno</td>\n",
       "        <td>Film</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Alexandra Sturm</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mary Kuryla</td>\n",
       "        <td>Film</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mark Diamond</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kristen Covino</td>\n",
       "        <td>Biology</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Gabriele Varieschi</td>\n",
       "        <td>Physics</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Gregory Lontok</td>\n",
       "        <td>Computer Information Systems</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Alexander Glosenberg</td>\n",
       "        <td>Entrepreneurship</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Fulya Ersoy</td>\n",
       "        <td>Economics</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nirinjan Khalsa</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Tyler Harlan</td>\n",
       "        <td>Urban Studies</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Maureen Fitzsimmons</td>\n",
       "        <td>Liberal Studies</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Scott Roniger</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Soumya Mukherjee</td>\n",
       "        <td>Business</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Si Jun Wang</td>\n",
       "        <td>Marketing</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Bob Ackley</td>\n",
       "        <td>Fine Arts</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Erica Byrne</td>\n",
       "        <td>Film</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sylvia Morales</td>\n",
       "        <td>Film</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Phyllis Green</td>\n",
       "        <td>Fine Arts</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Raymond Greene</td>\n",
       "        <td>Film</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kambiz Moghaddam</td>\n",
       "        <td>Dance</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lee Cenquizca</td>\n",
       "        <td>Natural Sciences</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Judith Royer</td>\n",
       "        <td>Theater</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Richard Freiman</td>\n",
       "        <td>Film</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>L Boland</td>\n",
       "        <td>Engineering</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Thomas Muller</td>\n",
       "        <td>Fine Arts</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Gabe Griffith</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Tekla Kostek</td>\n",
       "        <td>Dance</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Andrea O. Fuller</td>\n",
       "        <td>Theater</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shawki El Zatmah</td>\n",
       "        <td>History</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Joanna Burgarino</td>\n",
       "        <td>English</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Maura Captain</td>\n",
       "        <td>Education</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nara Chea</td>\n",
       "        <td>Economics</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arif Karim</td>\n",
       "        <td>Chemistry</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jon Mochizuki</td>\n",
       "        <td>American Studies</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Alexandra Neel</td>\n",
       "        <td>English</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Robert Cross</td>\n",
       "        <td>History</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Terri Anderson</td>\n",
       "        <td>Sociology</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yvette Mylett</td>\n",
       "        <td>English</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Hillary Hintzen</td>\n",
       "        <td>English</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Matthew Werber</td>\n",
       "        <td>Physics</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Evelyn McDonnell</td>\n",
       "        <td>English</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nora Zepeda</td>\n",
       "        <td>Spanish</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Norma Bowles</td>\n",
       "        <td>Theater</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Susan Abraham</td>\n",
       "        <td>Theology</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Rosalie  Lochner </td>\n",
       "        <td>Women&#x27;s Studies</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eric Meyer</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kristina Markman</td>\n",
       "        <td>History</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shaun Anderson</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Serhiy Hovorun</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kuo-Sheng Ma</td>\n",
       "        <td>Electrical Engineering</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Daisy Cheng</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Danielle Gibson</td>\n",
       "        <td>English</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Emily Jarvis</td>\n",
       "        <td>Chemistry</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dmitry Kmelnitsky</td>\n",
       "        <td>Art</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kenneth Provencher</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sariolghalam Mahmood</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Paul Rude</td>\n",
       "        <td>Engineering</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jennie Spencer Green</td>\n",
       "        <td>Education</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Brant Kline</td>\n",
       "        <td>Business Administration</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Elaine Walker</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Forouzan Faridian</td>\n",
       "        <td>Physics</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Saeri Cho</td>\n",
       "        <td>Art</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dalia Muller</td>\n",
       "        <td>History</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Pepper Glass</td>\n",
       "        <td>Sociology</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>John Glavan</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>James Kintz</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Julie Suh</td>\n",
       "        <td>Accounting</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Angela James</td>\n",
       "        <td>African-American Studies</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Luke Woodruff</td>\n",
       "        <td>Theater</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Monica Marquez</td>\n",
       "        <td>Spanish</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Paul Chitlik</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Scott Heinzerling</td>\n",
       "        <td>Dance</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Feryal Cherif</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Laura Massa</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Timothy Hogue</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sunai Kim</td>\n",
       "        <td>Civil Engineering</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michael Daley</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Daniel Jacobs</td>\n",
       "        <td>Business</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Robert Kritzler</td>\n",
       "        <td>Accounting</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>David Garber</td>\n",
       "        <td>Film amp Television</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Joshua Mason</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Daniel Freedland</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Zhen Tang</td>\n",
       "        <td>Marketing</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sharon Mooney</td>\n",
       "        <td>Film  Television</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Douglas Burton-Christie</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mark Anderson</td>\n",
       "        <td>History</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Tyler De Groot</td>\n",
       "        <td>Accounting</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Micah Officer</td>\n",
       "        <td>Finance</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lisa Daggett</td>\n",
       "        <td>Business</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cory Evans</td>\n",
       "        <td>Biology</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Gabriele Magni</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lauren Guerra</td>\n",
       "        <td>Theology</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Megan Gallipeau</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Francisco Valle</td>\n",
       "        <td>Business</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Luciano Manfredi Console</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Bryan Wisch</td>\n",
       "        <td>English</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lucy Cook</td>\n",
       "        <td>Computer Information Systems</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Debra Rosser</td>\n",
       "        <td>Science</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nazmul Ula</td>\n",
       "        <td>Engineering</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mike Daniels</td>\n",
       "        <td>Journalism</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Katharine Clemmer</td>\n",
       "        <td>Education</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Natalie Rivetti-Oritiz</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Reyna V. Cummings</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Thomas McDermott</td>\n",
       "        <td>Music</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jay Douglas</td>\n",
       "        <td>Film</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eugenia Sileoni</td>\n",
       "        <td>Spanish</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Barbara Christie</td>\n",
       "        <td>Natural Sciences</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Grant Garinger</td>\n",
       "        <td>Theater</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Amy Willard</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jongmae Park</td>\n",
       "        <td>Theology</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lizy Moromisato</td>\n",
       "        <td>Languages</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Emek Kose Can</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Linda Yellin</td>\n",
       "        <td>Sociology</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mia McIver</td>\n",
       "        <td>English</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Heather Hoffman</td>\n",
       "        <td>English</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Donald Dilliplane</td>\n",
       "        <td>English</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Zenadia Ramos</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Justin Campbell</td>\n",
       "        <td>English</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Hafedh Herichi</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Teresa  Munoz</td>\n",
       "        <td>Art  Art History</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Paul Monson</td>\n",
       "        <td>Theology</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sarah Strand</td>\n",
       "        <td>Health Sciences</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stanley Lewis</td>\n",
       "        <td>Business</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kevin Del Principe</td>\n",
       "        <td>Film  Television</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Le Gui</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Benham Ziaei</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lisa Herzog</td>\n",
       "        <td>Business Law</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Karen Papazian</td>\n",
       "        <td>Business</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ignacio Higareda</td>\n",
       "        <td>Education</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mehrdad Sharbaf</td>\n",
       "        <td>Computer Information Systems</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Rich Martini</td>\n",
       "        <td>Film amp Television</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Charles Peterson</td>\n",
       "        <td>Art &amp; Art History</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eddie Malone</td>\n",
       "        <td>English</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Alex Jacoby</td>\n",
       "        <td>History</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Vanessa Newell</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jenny Ferguson</td>\n",
       "        <td>English</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shanna Hughes</td>\n",
       "        <td>Dance</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Glenn Gebhart</td>\n",
       "        <td>Film</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Joshua Beckett</td>\n",
       "        <td>Theology</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Marcela Garcia-Romero</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lawrence Lacey</td>\n",
       "        <td>Theater</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Hossein Asghari</td>\n",
       "        <td>Computer Science</td>\n",
       "        <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Steve Duncan</td>\n",
       "        <td>Film</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Judy Scalin</td>\n",
       "        <td>Dance</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Wenshu Lee</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Christine Cain</td>\n",
       "        <td>Education</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Karen Huchting</td>\n",
       "        <td>Education</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jeffrey Lindstrom</td>\n",
       "        <td>Economics</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nadine McGuinness</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ruth Lane</td>\n",
       "        <td>English</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ross Mann</td>\n",
       "        <td>English</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jennifer Hsieh</td>\n",
       "        <td>Biology</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Misha Tadd</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Erika Perez</td>\n",
       "        <td>American Studies</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Elaine Goodfriend</td>\n",
       "        <td>Theology</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ivy Cargile</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Paul Reinsch</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Laura Rectenwald</td>\n",
       "        <td>English</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Steve Sherwood</td>\n",
       "        <td>Sociology</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jesse Mills</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yan Yan Yang</td>\n",
       "        <td>Economics</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lucy Kilp</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>James Kilcup</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Marick Sinay</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Katie King</td>\n",
       "        <td>English</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nicholas Thaler</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Leah Smith</td>\n",
       "        <td>Film  Television</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Elizabeth Rahilly</td>\n",
       "        <td>Sociology</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>David Garden</td>\n",
       "        <td>Film</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>David Sapp</td>\n",
       "        <td>Education</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jennifer Williams</td>\n",
       "        <td>African-American Studies</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Alissa Volosin</td>\n",
       "        <td>Computer Science</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nigel Billings</td>\n",
       "        <td>Engineering</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Laura Bloomfield</td>\n",
       "        <td>Engineering</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lan Ngo</td>\n",
       "        <td>Asian Pacific American Studies</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jacqueline McSweeney</td>\n",
       "        <td>Environmental Science</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kalliopi Kefalas</td>\n",
       "        <td>Greek</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nicholas Virginio</td>\n",
       "        <td>Marketing</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Luis Sanchez Lopez</td>\n",
       "        <td>Chicano Studies</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Steven Nygaard</td>\n",
       "        <td>Education</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Patricia Oliver</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sarah Emanuel</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Joseph Weber</td>\n",
       "        <td>Civil Engineering</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Townsend Scholz</td>\n",
       "        <td>English</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Grace Kao</td>\n",
       "        <td>Theology</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nathan Sessoms</td>\n",
       "        <td>Sociology</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Daphne Sicre</td>\n",
       "        <td>Theater</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shirin Mollah</td>\n",
       "        <td>Economics</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Devon Golaszewski</td>\n",
       "        <td>History</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jill Nunes-Jensen</td>\n",
       "        <td>Dance</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kimberly Icreverzi</td>\n",
       "        <td>Film</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Demetrios Liappas</td>\n",
       "        <td>Languages</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michelle Lum</td>\n",
       "        <td>Biology</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kwaku Person-Lynn</td>\n",
       "        <td>Urban Studies</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Graham Beckel</td>\n",
       "        <td>Theater</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Tammy Pao</td>\n",
       "        <td>Computer Science</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michael Stock</td>\n",
       "        <td>English</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Anna Sarrano</td>\n",
       "        <td>Education</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Robert Stephan</td>\n",
       "        <td>History</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Thomas Whaling</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lee Feldman</td>\n",
       "        <td>Business Law</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Elizabeth Dively-Lauro</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Suzie Abajian</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>John Strickland</td>\n",
       "        <td>History</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Henry Nguyen</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kevin Griffin</td>\n",
       "        <td>Biology</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nicholas Denysenko</td>\n",
       "        <td>Theology</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Andrew Rohm</td>\n",
       "        <td>Business</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Casey Shoop</td>\n",
       "        <td>English</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Elizabeth Barr</td>\n",
       "        <td>English</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Thomas Ward</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Hannah Dow</td>\n",
       "        <td>English</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Thomas Buckley</td>\n",
       "        <td>History</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Selene Zander</td>\n",
       "        <td>Spanish</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Isaac Speer</td>\n",
       "        <td>Sociology</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mikael Kreuzriegler</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stacy Sinclair</td>\n",
       "        <td>Education</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Veronika Harder</td>\n",
       "        <td>Economics</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Christopher Chien</td>\n",
       "        <td>English</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ali Dehghan</td>\n",
       "        <td>Marketing</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Marilyn McLaughlin</td>\n",
       "        <td>Dance</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Alexa Bolton</td>\n",
       "        <td>English</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sergio Gaudio</td>\n",
       "        <td>Physics</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Bryan Miller</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Benjamin Finck</td>\n",
       "        <td>Chemistry</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Liza Taylor</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mark Lucas</td>\n",
       "        <td>Finance</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mahmoud Salari</td>\n",
       "        <td>Economics</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shane Andrews</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stefan Bradley</td>\n",
       "        <td>African-American Studies</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dallas King</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Margaret Oberman</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michael Moore</td>\n",
       "        <td>Accounting</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Clark Zhu</td>\n",
       "        <td>Film</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cody Brown</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Taryn Vanderhoop</td>\n",
       "        <td>Dance</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Konstantin Platanov</td>\n",
       "        <td>Economics</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Marc Pitre</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dan Watanabe</td>\n",
       "        <td>Film amp Television</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Anthony Menendez</td>\n",
       "        <td>Accounting</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mary McCusker</td>\n",
       "        <td>Theater</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Catharine Christof</td>\n",
       "        <td>Theater</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Matthew Dewey</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lauren Wilson</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Pauline Ebert</td>\n",
       "        <td>German</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Brendan Smith</td>\n",
       "        <td>Mechanical Engineering</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Christopher SooHoo</td>\n",
       "        <td>Art &amp; Art History</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Elizabeth Dewey</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>James Sadler</td>\n",
       "        <td>History</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mitch Rufca</td>\n",
       "        <td>Business</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Thomas Ford</td>\n",
       "        <td>Environmental Science</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Frank Sheppard</td>\n",
       "        <td>Theater</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Laura Smyth</td>\n",
       "        <td>Dance</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Elizabeth Quinn</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kimberly Moekle</td>\n",
       "        <td>English</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sara Simpson</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dee Filecia</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jessica Martinez-Tebbel</td>\n",
       "        <td>Women&#x27;s Studies</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Tyler Edmiston</td>\n",
       "        <td>Computer Science</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Simon Aihiokhai</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Robert Caro</td>\n",
       "        <td>English</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Laurie Beyer</td>\n",
       "        <td>Education</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Peter Soto</td>\n",
       "        <td>Film</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kathy Baur</td>\n",
       "        <td>Animation</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Maureen Schaukowitch</td>\n",
       "        <td>Education</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ken Simmonds</td>\n",
       "        <td>Accounting</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Bill Sanders</td>\n",
       "        <td>Marketing</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Carolyn Brooks</td>\n",
       "        <td>Education</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Thomas Mueller</td>\n",
       "        <td>Art &amp; Art History</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Christine Nangle</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Alecia Molezion</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Joshua Hayes</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Gregory Canillas</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sonja Kemp</td>\n",
       "        <td>Business</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Victor Polanco</td>\n",
       "        <td>American Studies</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jane Yamashiro</td>\n",
       "        <td>Sociology</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Laura Diaz</td>\n",
       "        <td>English</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nicole Morris</td>\n",
       "        <td>English</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Susie Woo</td>\n",
       "        <td>American Studies</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Don Schroeder</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Joseph Pak</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Rozy Vig</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Candice Nicolas</td>\n",
       "        <td>French</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lucia Singer</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Janna Goebel</td>\n",
       "        <td>English</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Julie Cohen</td>\n",
       "        <td>History</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Gabrielle Shulman</td>\n",
       "        <td>English</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Paul Keller</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eric Saulnier</td>\n",
       "        <td>History</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nicole Valenzuela</td>\n",
       "        <td>Biology</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Chiara Sulprizio</td>\n",
       "        <td>Archaeology</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cody Packard</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Arthur Kiureghian</td>\n",
       "        <td>Business Law</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Benjamin Yeo</td>\n",
       "        <td>Computer Information Systems</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Judith Williams</td>\n",
       "        <td>Biology</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Elizabeth Quiros-Loe</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kofi Yankey</td>\n",
       "        <td>Economics</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michael Levi</td>\n",
       "        <td>Health Sciences</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Robert Burgos</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Tim Huffman</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Amy Nielsen</td>\n",
       "        <td>Chemistry</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eric Taylor</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Julia Gosart</td>\n",
       "        <td>American Studies</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Rosalio Cedillo</td>\n",
       "        <td>Sociology</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shane Acker</td>\n",
       "        <td>Film</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Deborah Novak</td>\n",
       "        <td>Health Sciences</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Taylor Holbrook</td>\n",
       "        <td>Liberal Studies</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Amanda Beer</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ian McDonald</td>\n",
       "        <td>English</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Alice Taylor</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Helen Kim</td>\n",
       "        <td>Education</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>David Pinzur</td>\n",
       "        <td>Sociology</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Daniel Manchala</td>\n",
       "        <td>Computer Science</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>John Becker</td>\n",
       "        <td>Theology</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ai Li</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Alex Wong</td>\n",
       "        <td>Computer Science</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>David Idol</td>\n",
       "        <td>Greek</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Matthew Dillon</td>\n",
       "        <td>Classics</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Samuel Beckelhymer</td>\n",
       "        <td>Greek</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ronnie Clark</td>\n",
       "        <td>Theater</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Aaron Smith</td>\n",
       "        <td>Music</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>June Duarte</td>\n",
       "        <td>Dance</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sami Siegelbaum</td>\n",
       "        <td>Art  Art History</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stacey Cabaj</td>\n",
       "        <td>Theater</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sarah Mitchell</td>\n",
       "        <td>Chemistry</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mavis Rode</td>\n",
       "        <td>Dance</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Joseph Hellige</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yves Vendes</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Brenda Nicolas</td>\n",
       "        <td>Chicano Studies</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Corinna Laughlin</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Andres Matlock</td>\n",
       "        <td>Classics</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Walpa D&#x27;Mark</td>\n",
       "        <td>Studio Art</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Gursel Aliyev</td>\n",
       "        <td>Economics</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Miranda Banks</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Leena Hingnikar</td>\n",
       "        <td>Business Law</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mandy Korpusik</td>\n",
       "        <td>Computer Science</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Amber Bratcher-Covino</td>\n",
       "        <td>Biology</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Abran Padilla</td>\n",
       "        <td>Business</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ian Moore</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ingrid Greene</td>\n",
       "        <td>Management</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Rosanna Lu</td>\n",
       "        <td>Theology</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Charles Erven</td>\n",
       "        <td>Theater</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Au Vo</td>\n",
       "        <td>Computer Information Systems</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Gregory Ruzzin</td>\n",
       "        <td>Film amp Television</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Klaus Shipman</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>T.J. Harper</td>\n",
       "        <td>Music</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Peter Ferguson</td>\n",
       "        <td>Electrical Engineering</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sandibel Borges</td>\n",
       "        <td>Women&#x27;s Studies</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Rochelle Webb</td>\n",
       "        <td>Entrepreneurship</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Barbara Busse</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Debbie Davis</td>\n",
       "        <td>Education</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Slobodan Sijan</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michael Domaguing</td>\n",
       "        <td>Marketing</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Keith Ellison</td>\n",
       "        <td>Natural Sciences</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Teresa Romero</td>\n",
       "        <td>History</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Susan Abelein</td>\n",
       "        <td>Education</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dan Kennedy</td>\n",
       "        <td>Classics</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Phil Pannell</td>\n",
       "        <td>Education</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Karen Hawkins</td>\n",
       "        <td>Education</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Phil Wander</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Simon Karmarker</td>\n",
       "        <td>Management</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Helen Alatorre</td>\n",
       "        <td>Education</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Diane Fiello</td>\n",
       "        <td>Education</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Warren Wright</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Maral Reyes</td>\n",
       "        <td>Education</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Tania Fleischer</td>\n",
       "        <td>Music</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Steve Michaud</td>\n",
       "        <td>Business</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Emily Scherberth</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>James Carroll</td>\n",
       "        <td>Management</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>David Matheson</td>\n",
       "        <td>Business</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lynell George</td>\n",
       "        <td>English</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ramona Wright</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kathleen Foy</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Patrick Doyle</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lorne Platt</td>\n",
       "        <td>Urban Studies</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>James Roe</td>\n",
       "        <td>Chemistry</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Thomas Leach</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dorian Llwelyn</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Tom Sharp</td>\n",
       "        <td>Education</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Monica Osborne</td>\n",
       "        <td>English</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Catherine Skibo</td>\n",
       "        <td>Chemistry</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Corinna Silva Da Veiga Jardim</td>\n",
       "        <td>German</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kaci Cooper</td>\n",
       "        <td>English</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Milka Broukhim</td>\n",
       "        <td>Studio Art</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Junyi Liu</td>\n",
       "        <td>Asian Pacific American Studies</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Albertus Laksana</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Charles Tang</td>\n",
       "        <td>Engineering</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Xandra Kayden</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Katelyn Quinley</td>\n",
       "        <td>English</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dudley Gray</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Janice Littlejohn</td>\n",
       "        <td>English</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sheron Mark</td>\n",
       "        <td>Environmental Science</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sean Hooks</td>\n",
       "        <td>English</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Wesley Dowd</td>\n",
       "        <td>Biology</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Corey Eccles</td>\n",
       "        <td>Audio Production</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Christopher Cobb</td>\n",
       "        <td>Engineering</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Morgan Land</td>\n",
       "        <td>Film  Television</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Timothy Shea</td>\n",
       "        <td>Art  Art History</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Amy Shevitz</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Robin Johnson</td>\n",
       "        <td>Art  Art History</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Haley Young</td>\n",
       "        <td>Computer Science</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yvette Saavedra</td>\n",
       "        <td>Chicano Studies</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Raynee Gutting</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Donald Kendall</td>\n",
       "        <td>Civil Engineering</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lisa Upshaw</td>\n",
       "        <td>Health Sciences</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eric Davidian</td>\n",
       "        <td>Women&#x27;s Studies</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Thomas Hoklotubbe</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sylvia Zamora</td>\n",
       "        <td>Sociology</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Hsinyu Lin</td>\n",
       "        <td>Art  Art History</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Marc Newman</td>\n",
       "        <td>Film amp Television</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nicholas Thacker</td>\n",
       "        <td>Film amp Television</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michelle Nava</td>\n",
       "        <td>English</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Deanna Cooke</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ronald Rozar</td>\n",
       "        <td>Biology</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Priscilla Leiva</td>\n",
       "        <td>Chicano Studies</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yan Julian Zhang</td>\n",
       "        <td>Finance</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nader Saniei</td>\n",
       "        <td>Engineering</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Karen Holland</td>\n",
       "        <td>Theater</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Catherine Osborne</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Patricia Meyer</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>William McCormack</td>\n",
       "        <td>Health Sciences</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Youyou Tao</td>\n",
       "        <td>Business</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Laurel Butler</td>\n",
       "        <td>Art &amp; Art History</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dominick Beaudine</td>\n",
       "        <td>English</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mark Macedo</td>\n",
       "        <td>Finance</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Laura Huffman</td>\n",
       "        <td>French</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Leah Buturain</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Leena Pendharkar</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kurt Daugherty</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Peter Egan</td>\n",
       "        <td>Film</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Xiaojing Sun</td>\n",
       "        <td>Chinese</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Richard Hadley</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Elizabeth Henley</td>\n",
       "        <td>Theater</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Debra Watson</td>\n",
       "        <td>Art &amp; Art History</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jay Potter</td>\n",
       "        <td>Theology</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jonathan Medici</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jordan Freitas</td>\n",
       "        <td>Computer Science</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Karen Smalley</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Roxanne Banuelos</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Victoria Graf</td>\n",
       "        <td>Education</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Skinner Myers</td>\n",
       "        <td>Film amp Television</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jenevieve Roper</td>\n",
       "        <td>Health Sciences</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Laura Harrington</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Oscar Barragan</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shana Habel</td>\n",
       "        <td>Dance</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Min Yoo</td>\n",
       "        <td>Sociology</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Albaro Ibarra</td>\n",
       "        <td>Marketing</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Andrea Odinov</td>\n",
       "        <td>Theater</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Andrea Schlaerth</td>\n",
       "        <td>Business</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nancy Fujishige</td>\n",
       "        <td>Biology</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Matthew O&#x27;Neill</td>\n",
       "        <td>Biology</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jayant Rao</td>\n",
       "        <td>Economics</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kimberly Rohm</td>\n",
       "        <td>Marketing</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stephanie Beaudion</td>\n",
       "        <td>Health Sciences</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ela Freeman</td>\n",
       "        <td>Spanish</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Matthew Schlissel</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sonia Desai</td>\n",
       "        <td>Theater</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mark Gaynor</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yu Li</td>\n",
       "        <td>Modern Languages &amp; Literatures</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Marisa De Silva</td>\n",
       "        <td>Music</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Delaram Yazdansepas</td>\n",
       "        <td>Computer Science</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Briana Maturi</td>\n",
       "        <td>Education</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Emma Cones</td>\n",
       "        <td>African-American Studies</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Denise Leitner</td>\n",
       "        <td>Dance</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>James Kearney</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Grant Zamudio</td>\n",
       "        <td>Women&#x27;s Studies</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stephane Muller</td>\n",
       "        <td>French</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>John Compton</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Anna Serrano</td>\n",
       "        <td>Education</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sarpphaitoon Suppaleuk</td>\n",
       "        <td>Economics</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jean Murachanian</td>\n",
       "        <td>Art &amp; Art History</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kristin Devitt</td>\n",
       "        <td>English</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Brett Grisham</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shelley Luce</td>\n",
       "        <td>Environmental Science</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Karol Hoeffner</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Leiger Biederman</td>\n",
       "        <td>Art &amp; Art History</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Megan Azzi</td>\n",
       "        <td>Education</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Karla Colorado</td>\n",
       "        <td>Education</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Candace Pointdexter</td>\n",
       "        <td>Education</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Rebecca Pazdral</td>\n",
       "        <td>Not Specified</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>William &quot;bill&quot; Welcher</td>\n",
       "        <td>Education</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Todd Otanicar</td>\n",
       "        <td>Mechanical Engineering</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Karen Beavers</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Benjamin Christensen</td>\n",
       "        <td>American Studies</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lana Spraker</td>\n",
       "        <td>Theater</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Rosalind Lewis</td>\n",
       "        <td>Engineering</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Steven Brunter</td>\n",
       "        <td>African-American Studies</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Joanne Hall</td>\n",
       "        <td>American Studies</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lori Brummel</td>\n",
       "        <td>Education</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kristen Fuhs</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Anne Hong-Hermesdorf</td>\n",
       "        <td>Biology</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jeffrey Kaisershot</td>\n",
       "        <td>Art &amp; Art History</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Leah Mancuso</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Marta Sanchez</td>\n",
       "        <td>Education</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Robert Cook</td>\n",
       "        <td>Dance</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nefertiti Takla</td>\n",
       "        <td>History</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Benjamin Lappenga</td>\n",
       "        <td>Theology</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>John Swain</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Moshe Naor</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Monika Remedios</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Theresa  Todd</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Gordon Bennett</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Tom  Nelson</td>\n",
       "        <td>English</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Chris Becker</td>\n",
       "        <td>Art  Art History</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kimberli Samuel</td>\n",
       "        <td>Marketing</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Brooke Nelson</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Diane Meyer</td>\n",
       "        <td>Art  Art History</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Wednesday Hobson</td>\n",
       "        <td>English</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kristin Lui-Martinez</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Steven Lipshie</td>\n",
       "        <td>Environmental Science</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Andrew Subica</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kristine Vardanyan</td>\n",
       "        <td>Education</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Rose Bomentre</td>\n",
       "        <td>Education</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Erica Watson</td>\n",
       "        <td>Film  Television</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Paul Joffe</td>\n",
       "        <td>Film  Television</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Bryan  Ricci</td>\n",
       "        <td>Art  Art History</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Steve Domier</td>\n",
       "        <td>Film  Television</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Timothy Haehn</td>\n",
       "        <td>English</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Allison Rohrer</td>\n",
       "        <td>English</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mary Talusan</td>\n",
       "        <td>Music</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cynthia De Nu?±o</td>\n",
       "        <td>Marketing</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cassandra Bailey</td>\n",
       "        <td>Business</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Karen Carmichael</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Allison Edgren</td>\n",
       "        <td>History</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Chris Engman</td>\n",
       "        <td>Studio Art</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jon Haghayeghi</td>\n",
       "        <td>Economics</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mirella Diaz-Santos</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Gina Chavez</td>\n",
       "        <td>Education</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Matthew Normand</td>\n",
       "        <td>Art  Art History</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Katharine Free</td>\n",
       "        <td>Theater</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Angelique Allain</td>\n",
       "        <td>French</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Oyku Lyigun</td>\n",
       "        <td>International Business</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Melodie Grubbs</td>\n",
       "        <td>Studio Art</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Trevor Wiseman</td>\n",
       "        <td>Education</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Oscar King IV</td>\n",
       "        <td>Asian Pacific American Studies</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Tara Pixley</td>\n",
       "        <td>English</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>James Gregg</td>\n",
       "        <td>Dance</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Deborah Sneed</td>\n",
       "        <td>Art &amp; Art History</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Paul Colin</td>\n",
       "        <td>Liberal Studies</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sr. Le</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sergio Juarez</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mike Accavitti</td>\n",
       "        <td>Business</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Natasha Neuman</td>\n",
       "        <td>Education</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Alexandra Raleigh</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Danielle Heitmuller</td>\n",
       "        <td>Animation</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Paul Vu</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Melissa Chadburn</td>\n",
       "        <td>English</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Steven Pieragastini</td>\n",
       "        <td>Asian Pacific American Studies</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nicole Charky</td>\n",
       "        <td>Marketing</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Scott Leonard</td>\n",
       "        <td>Marketing</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sarah Beckmann</td>\n",
       "        <td>Archaeology</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Angela Torres Camarena</td>\n",
       "        <td>Film amp Television</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Frank Caponi</td>\n",
       "        <td>Civil Engineering</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ariel Brice</td>\n",
       "        <td>Studio Art</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Indre McGraw</td>\n",
       "        <td>Art &amp; Art History</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Simon Kim</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>John Todd</td>\n",
       "        <td>Dance</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mariya Vizireanu</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Torrey Lindsay</td>\n",
       "        <td>Theater</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kim Rohm</td>\n",
       "        <td>Marketing</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Albert Minette</td>\n",
       "        <td>Music</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Whitney Mannies</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Joshua Cohen</td>\n",
       "        <td>Biology</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Brian Kotowski</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Bruce Kalish</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Matthew Jung</td>\n",
       "        <td>Education</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nancy Pineda-Madrid</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Oriel Siu</td>\n",
       "        <td>Chicano Studies</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Samir Naimi</td>\n",
       "        <td>Studio Art</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ricardo Rocha</td>\n",
       "        <td>Theater</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Alicia Portnoy</td>\n",
       "        <td>Spanish</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Gary Hershberger</td>\n",
       "        <td>Film</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Margaret Murphy</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Christopher Cappelli</td>\n",
       "        <td>Health Sciences</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Pilar Chavez</td>\n",
       "        <td>Liberal Studies</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Christopher Blakley</td>\n",
       "        <td>History</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Becky Chola</td>\n",
       "        <td>Chicano Studies</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eric Strauss</td>\n",
       "        <td>Environmental Science</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shira Shafir</td>\n",
       "        <td>Biology</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Bryan Wuest</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sarah Bittick</td>\n",
       "        <td>Biology</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Brian Sisselman</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ben Radcliffe</td>\n",
       "        <td>Classics</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Josh Caffrey</td>\n",
       "        <td>Art &amp; Art History</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Alejandra Castellanos</td>\n",
       "        <td>Spanish</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Tyler Degroot</td>\n",
       "        <td>Accounting</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ani Shabazian</td>\n",
       "        <td>Education</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Emma Benayoun</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Fatima Rahman</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Melissa Weitenberner</td>\n",
       "        <td>Music</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Anupama Kapse</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jay Williams</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Elizabeth Burke</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>William Parham</td>\n",
       "        <td>Education</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Donald Jenkins</td>\n",
       "        <td>Health Sciences</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Timothy Fitzgerald</td>\n",
       "        <td>Theater</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Andrea Plate</td>\n",
       "        <td>Sociology</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Darlene Zarazu</td>\n",
       "        <td>Sociology</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kennedy Wheatley</td>\n",
       "        <td>Women&#x27;s Studies</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Brian Rountree</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Darin Earley</td>\n",
       "        <td>Education</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sunil Murthy</td>\n",
       "        <td>Business</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ashley Ireland</td>\n",
       "        <td>Education</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Heidi Fessler</td>\n",
       "        <td>Archaeology</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dominique Braxton</td>\n",
       "        <td>Marketing</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michael Courey</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Linh Hua</td>\n",
       "        <td>English</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Chris Hong</td>\n",
       "        <td>Mechanical Engineering</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Junyuan Lin</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Bradley Mankoff</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stacee Comage</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mark Aloysius</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Erika Yagi</td>\n",
       "        <td>Modern Languages &amp; Literatures</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jade Chen</td>\n",
       "        <td>Accounting</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eric Martin</td>\n",
       "        <td>Theology</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Charles Jurgensmeier</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Vincente Reja</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Carla Moreno</td>\n",
       "        <td>Economics</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Evan Cheney</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ayser  Salman</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Pelin Giwa</td>\n",
       "        <td>Physics</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sonya Kemp</td>\n",
       "        <td>Management</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Daniela  Barrero</td>\n",
       "        <td>English</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Anupama Prabhala</td>\n",
       "        <td>Pacific &amp; Asian Studies</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Wayne Hung</td>\n",
       "        <td>Chemistry</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sandy Ko</td>\n",
       "        <td>Chinese</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Vincent DeLuca</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Christopher Cormier</td>\n",
       "        <td>Education</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Malcolm Frierson</td>\n",
       "        <td>African-American Studies</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Adam Thal</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nathalie Saededdin</td>\n",
       "        <td>Business</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Alexander Diones</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Noel Korten</td>\n",
       "        <td>Art History</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jose Hernandez</td>\n",
       "        <td>Dance</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Rory Natividad</td>\n",
       "        <td>Natural Sciences</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Norman Knoerlein</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Orie Prince</td>\n",
       "        <td>Women&#x27;s Studies</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cynthia Prescott</td>\n",
       "        <td>American Studies</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Timothy Braun</td>\n",
       "        <td>Education</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Maryam Maryami</td>\n",
       "        <td>Women&#x27;s Studies</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Henry Garcia</td>\n",
       "        <td>Studio Art</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dina Parker</td>\n",
       "        <td>Education</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Evan Woods</td>\n",
       "        <td>Economics</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Chin Tin Senz</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Raul Ramirez</td>\n",
       "        <td>Management</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Boris Fritz</td>\n",
       "        <td>Mechanical Engineering</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kevin Trosian</td>\n",
       "        <td>Finance</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>David Aikenhead</td>\n",
       "        <td>Finance</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Clifford Reed</td>\n",
       "        <td>Theater</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Molly Corey</td>\n",
       "        <td>Art &amp; Art History</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Snack Break Sarah</td>\n",
       "        <td>Biology</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lori Klein</td>\n",
       "        <td>Education</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ernesto Colin</td>\n",
       "        <td>Liberal Studies</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Maggie Catalfamo</td>\n",
       "        <td>English</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>JW Huddle</td>\n",
       "        <td>English</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Donna Laws</td>\n",
       "        <td>Natural Sciences</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sang-Hyun Lee</td>\n",
       "        <td>Economics</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Erika Thomas</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Heather Graham</td>\n",
       "        <td>Art &amp; Art History</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Evan Somers</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lauren Redwine</td>\n",
       "        <td>English</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mathes Mennell</td>\n",
       "        <td>Education</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Robert Buerkle</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yael Lipschutz</td>\n",
       "        <td>Art &amp; Art History</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kenneth Ellsworth</td>\n",
       "        <td>English</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Siel JU</td>\n",
       "        <td>English</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Marlene Rodrigues</td>\n",
       "        <td>French</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jael Reboh</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Diana Reichenbach</td>\n",
       "        <td>Art &amp; Art History</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Bryce Mason</td>\n",
       "        <td>Finance</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jay Oliva</td>\n",
       "        <td>Animation</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Laurence Boland</td>\n",
       "        <td>Natural Sciences</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Richard Dent</td>\n",
       "        <td>English</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michael Dulay</td>\n",
       "        <td>Health Sciences</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lauren Wozniak-Pearce</td>\n",
       "        <td>Physics</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lillian Barbeito</td>\n",
       "        <td>Dance</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Timothy Huffman</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Hamish Cameron</td>\n",
       "        <td>Classics</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ann Le</td>\n",
       "        <td>Art  Art History</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michele Romolini</td>\n",
       "        <td>Biology</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ilene Straus</td>\n",
       "        <td>Education</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Erika Rothberg</td>\n",
       "        <td>English</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ilan Freeman</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shamin Rostami</td>\n",
       "        <td>Entrepreneurship</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>James Bogdonski</td>\n",
       "        <td>Film</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ken Provencher</td>\n",
       "        <td>Film</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jessie Hewitt</td>\n",
       "        <td>History</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jim Clarke</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Barbra Lang</td>\n",
       "        <td>African-American Studies</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stephen Hess</td>\n",
       "        <td>Education</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Matthew Sand</td>\n",
       "        <td>Entrepreneurship</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dan Wantanabe</td>\n",
       "        <td>Film  Television</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jaron Neufeld</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dianne Hackett</td>\n",
       "        <td>Education</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nery Lemus</td>\n",
       "        <td>Art  Art History</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Corinne Sitbon-Slosburg</td>\n",
       "        <td>Modern Languages &amp; Literatures</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Juliet Anyanwu</td>\n",
       "        <td>Education</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Charolette Radler</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ben Afshar</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Van Partible</td>\n",
       "        <td>Animation</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Yu Fang</td>\n",
       "        <td>Biology</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Timothy Zink</td>\n",
       "        <td>Business</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ron Perry</td>\n",
       "        <td>Chemistry</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Edward Park</td>\n",
       "        <td>Sociology</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Peter Hoffman</td>\n",
       "        <td>Sociology</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Terry Dobson</td>\n",
       "        <td>Studio Art</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Julia Pelikhova</td>\n",
       "        <td>Education</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>kevin peters</td>\n",
       "        <td>English</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Allyson Parks</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Giovan Alonzi</td>\n",
       "        <td>English</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Christina Vasquez</td>\n",
       "        <td>Biology</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mary-Jo Apigo</td>\n",
       "        <td>Education</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Wind Woods</td>\n",
       "        <td>Theater</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Deland Use</td>\n",
       "        <td>Film</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Anthony Markovich</td>\n",
       "        <td>Marketing</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Amy Lauer</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Aristotle Mosier</td>\n",
       "        <td>Education</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Elmira Melgoza</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>kim sunai</td>\n",
       "        <td>Civil Engineering</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Phoebe Mengxiao Tang</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michael Tang</td>\n",
       "        <td>Art &amp; Art History</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Christina Bodie</td>\n",
       "        <td>Dance</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kapse Anupama</td>\n",
       "        <td>Liberal Studies</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kelly Watson</td>\n",
       "        <td>Business</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Claire Leon</td>\n",
       "        <td>Aerospace Studies</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Marlon Graf</td>\n",
       "        <td>Business</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Tatiana Krokar</td>\n",
       "        <td>Animation</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lisa Gillespie</td>\n",
       "        <td>Dance</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Lehr Beidelschies</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Robert Clark</td>\n",
       "        <td>Business</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Plamena Karadanova</td>\n",
       "        <td>Dance</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Robyn Anderson</td>\n",
       "        <td>Computer Science</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Glenn Grishkoff</td>\n",
       "        <td>Art &amp; Art History</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Carole Neal</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>William Washington</td>\n",
       "        <td>African-American Studies</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Michael Kang</td>\n",
       "        <td>Film</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Joanne Lin</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nina Lozano</td>\n",
       "        <td>English</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>James Taylor</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Alex Martinian</td>\n",
       "        <td>Business</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Cristian Searchar</td>\n",
       "        <td>Latin</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Joseph Perry</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Tom McNulty</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Marc Calera</td>\n",
       "        <td>Theater</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Anna Winget</td>\n",
       "        <td>Theater</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Robert Musci</td>\n",
       "        <td>Chemistry</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ayser Sulman</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Stephen Ujlaki</td>\n",
       "        <td>Film</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sydney Bright</td>\n",
       "        <td>Animation</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kaelyn Sabal-Wilson</td>\n",
       "        <td>African-American Studies</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>David Parrish</td>\n",
       "        <td>Film</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Christopher Gipson</td>\n",
       "        <td>Classics</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sarah Babbitt</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Germano Saracco</td>\n",
       "        <td>Film amp Television</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mark Chillingar</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Daniela Chavez</td>\n",
       "        <td>English</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Janik Abishek</td>\n",
       "        <td>Theology</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Bassam Farah</td>\n",
       "        <td>Business</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sina Zare</td>\n",
       "        <td>Business</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Carlos Villegas</td>\n",
       "        <td>Economics</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Tory Smith</td>\n",
       "        <td>Theater</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Luke Blong</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Melissa Fitzpatrick</td>\n",
       "        <td>Business</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Elham Ghashghai</td>\n",
       "        <td>Engineering</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Tyler Horvath</td>\n",
       "        <td>Physics</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Anna Papazian</td>\n",
       "        <td>Finance</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jain Abhishek</td>\n",
       "        <td>Theology</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Victor Lin</td>\n",
       "        <td>Engineering</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sijun Wang</td>\n",
       "        <td>Business</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Miguel Reyna</td>\n",
       "        <td>Education</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Christina Beck</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Douglas Eboch</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Adam Morgenstern</td>\n",
       "        <td>History</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Gloria Shin</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Martin Ngo</td>\n",
       "        <td>Film</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Eduardo Carmona</td>\n",
       "        <td>Film</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Panteleimon Vassilakis</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Nathan Chan</td>\n",
       "        <td>Political Science</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Neelanjana Banerjee</td>\n",
       "        <td>Pacific &amp; Asian Studies</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Katherine Jackson</td>\n",
       "        <td>Art &amp; Art History</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Marc Valera</td>\n",
       "        <td>Theater</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Andy Langdon</td>\n",
       "        <td>Film</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Tom Bielek</td>\n",
       "        <td>Business</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Robin Wilson</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Amanda Malone</td>\n",
       "        <td>English</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Pablo Robles</td>\n",
       "        <td>History</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Jonathan Shoemaker</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Layla Karst</td>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Albert Gasser</td>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Timothy Freire</td>\n",
       "        <td>Philosophy</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Elliott Piros</td>\n",
       "        <td>History</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Kenneth  Garett </td>\n",
       "        <td>Education</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Le Wang</td>\n",
       "        <td>Mathematics</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Rebecca Wall</td>\n",
       "        <td>History</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Boniface Mbouzao</td>\n",
       "        <td>Computer Science</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mariko Rooks</td>\n",
       "        <td>African-American Studies</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Monique Turner</td>\n",
       "        <td>Psychology</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Aliaa El Sandouby</td>\n",
       "        <td>Art &amp; Art History</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Emi Harry</td>\n",
       "        <td>Computer Science</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Doris  Baizley</td>\n",
       "        <td>Theater</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Shelby Giles</td>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[('Megan Granich', 'Mathematics', 124),\n",
       " ('Jodi Finkel', 'Political Science', 119),\n",
       " ('Michel van Biezen', 'Physics', 104),\n",
       " ('Amir Hussain', 'Theology', 99),\n",
       " ('Karen Ellis', 'Mathematics', 93),\n",
       " ('Michael Foy', 'Psychology', 90),\n",
       " ('Evan Gerstmann', 'Political Science', 87),\n",
       " ('Ralph Quinones', 'Business', 86),\n",
       " ('Cara Anzilotti', 'History', 82),\n",
       " ('Laurie Pintar', 'History', 80),\n",
       " ('Nigel Raab', 'History', 80),\n",
       " ('Wilfredo Flores', 'Mathematics', 78),\n",
       " ('Daniel Smith-Christopher', 'Theology', 76),\n",
       " ('Najwa Al-Qattan', 'History', 73),\n",
       " ('James Devine', 'Economics', 73),\n",
       " ('Renate Thimester', 'Economics', 71),\n",
       " ('Darrin Murray', 'Communication Studies', 71),\n",
       " ('Ronald Barrett', 'Psychology', 69),\n",
       " ('David Zinn', 'Philosophy', 68),\n",
       " ('Dennis Zill', 'Mathematics', 66),\n",
       " ('Tracey Colvin', 'English', 66),\n",
       " ('Allen Gray', 'Business', 65),\n",
       " ('Lambert Doezema', 'Chemistry', 63),\n",
       " ('Arthur Gross-Schafer', 'Business', 62),\n",
       " ('Kala Seal', 'Business', 62),\n",
       " ('Constance Chen', 'History', 62),\n",
       " ('Li Dai', 'International Business', 62),\n",
       " ('Scott Cameron', 'Philosophy', 61),\n",
       " ('Kenneth Rudnick', 'Law', 60),\n",
       " ('Brian Foster', 'American Studies', 58),\n",
       " ('William Shaules', 'Theology', 58),\n",
       " ('Thomas Zachariah', 'Mathematics', 57),\n",
       " ('Michael Tang', 'Fine Arts', 57),\n",
       " ('Megan Barnes', 'English', 56),\n",
       " ('Lev Abolnikov', 'Mathematics', 55),\n",
       " ('Brian Treanor', 'Philosophy', 55),\n",
       " ('David Offenberg', 'Finance', 55),\n",
       " ('Nancy Coster', 'Accounting', 55),\n",
       " ('Brad Stone', 'Philosophy', 54),\n",
       " ('Adam Fingerhut', 'Psychology', 53),\n",
       " ('Dorothea Herreiner', 'Economics', 53),\n",
       " ('Christopher Kaczor', 'Philosophy', 53),\n",
       " ('Fereidoun Jahani', 'Mathematics', 53),\n",
       " ('Amy Woodson-Boulton', 'History', 52),\n",
       " ('Sheilah Jones', 'Theology', 52),\n",
       " ('Linda Leon', 'Business', 52),\n",
       " ('David Sanchez', 'Theology', 51),\n",
       " ('Meric Keskinel', 'Economics', 51),\n",
       " ('Stacy Burns', 'Social Science', 50),\n",
       " ('Richard Rolfs', 'History', 50),\n",
       " ('Mahmoud Nourayi', 'Accounting', 50),\n",
       " ('Peter Hoffman', 'Geography', 50),\n",
       " ('Monica Cabrera', 'Modern Languages & Literatures', 50),\n",
       " ('Joseph Tiedemann', 'History', 49),\n",
       " ('Darnise Martin', 'Theology', 49),\n",
       " ('Jasper Blystone', 'Philosophy', 48),\n",
       " ('Jennifer Pate', 'Economics', 48),\n",
       " ('Wendy Binder', 'Biology', 48),\n",
       " ('Ying Sai', 'Computer Information Systems', 48),\n",
       " ('Annie Liu', 'Marketing', 47),\n",
       " ('Anthony Smulders', 'Science', 47),\n",
       " ('Nicolas Rosenthal', 'History', 47),\n",
       " ('Carl Urbinati', 'Biology', 47),\n",
       " ('Lawrence Jelinek', 'History', 46),\n",
       " ('Jon Saxon', 'Mathematics', 46),\n",
       " ('David Marple', 'Sociology', 46),\n",
       " ('Dionne Bennett', \"Women's Studies\", 46),\n",
       " ('Cliff Rochlin', 'Economics', 46),\n",
       " ('Ricardo MacHon', 'Psychology', 46),\n",
       " ('Jok Madut Jok', 'History', 46),\n",
       " ('Robert Winsor', 'Business', 46),\n",
       " ('K.J. Peters', 'English', 46),\n",
       " ('Timothy Shanahan', 'Philosophy', 46),\n",
       " ('John Reilly', 'English', 46),\n",
       " ('Therese Edwards', 'Communication Studies', 46),\n",
       " ('Caroline LaMonda', 'Communication Studies', 45),\n",
       " ('Martin Nemoianu', 'Philosophy', 45),\n",
       " ('Michael Brodsky', 'Fine Arts', 45),\n",
       " ('Fred Kiesner', 'Business', 44),\n",
       " ('Dorian Llywelyn', 'Religion', 44),\n",
       " ('Michael Berg', 'Mathematics', 44),\n",
       " ('Patricia Martinez', 'Management', 44),\n",
       " ('William Kinsella', 'Accounting', 44),\n",
       " ('Chun Lee', 'Finance', 44),\n",
       " ('Matt Stefl', 'Marketing', 44),\n",
       " ('Steve Crissanthos', 'History', 43),\n",
       " ('Susan Scheibler', 'Film', 43),\n",
       " ('Juan Mah Y Busch', 'English', 43),\n",
       " ('David Hardy', 'Psychology', 43),\n",
       " ('Saba Soomekh', 'Theology', 43),\n",
       " ('Tania Maync', 'History', 43),\n",
       " ('Blake Mellor', 'Mathematics', 43),\n",
       " ('Nicholas Toghia', 'Business Law', 43),\n",
       " ('Anthony Perron', 'History', 43),\n",
       " ('Jay Kumar', 'Theological Studies', 43),\n",
       " ('Richard Gilbert', 'Psychology', 42),\n",
       " ('Yongsun Paik', 'Business Administration', 42),\n",
       " ('Judy Park', 'English', 42),\n",
       " ('Zaki Eusufzai', 'Economics', 42),\n",
       " ('Tom Dowd', 'Communication Studies', 41),\n",
       " ('Seid Zekavat', 'Economics', 41),\n",
       " ('Connie Weeks', 'Mathematics', 41),\n",
       " ('Alan Cherry', 'Accounting', 41),\n",
       " ('Danielle Borgia', 'American Studies', 41),\n",
       " ('Pat Connolly', 'Communication Studies', 40),\n",
       " ('Lori Bergstrom', 'Communication Studies', 40),\n",
       " ('Judith Foy', 'Psychology', 40),\n",
       " ('Lawrence Tritle', 'History', 40),\n",
       " ('Lowell Herr', 'Philosophy', 40),\n",
       " ('Daniel Speak', 'Philosophy', 40),\n",
       " ('Todd Shoepe', 'Natural Sciences', 40),\n",
       " ('Eric Perl', 'Philosophy', 40),\n",
       " ('Nicole Bouvier-Brown', 'Chemistry', 40),\n",
       " ('Ellen Ensher', 'Management', 40),\n",
       " ('Eric Young', 'Economics', 40),\n",
       " ('Edward Park', 'Ethnic Studies', 39),\n",
       " ('Arik Greenberg', 'Theology', 39),\n",
       " ('Kyra Pearson', 'Communication Studies', 39),\n",
       " ('Natalie Ortiz', 'Mathematics', 39),\n",
       " ('Jeremy McCallum', 'Chemistry', 39),\n",
       " ('Tina Choe', 'Chemistry', 38),\n",
       " ('John Page', 'Engineering', 38),\n",
       " ('Eduardo Morales', 'Mathematics', 38),\n",
       " ('Rene Topalian', 'Biology', 38),\n",
       " ('Teah Goldberg', 'English', 38),\n",
       " ('Martina Ramirez', 'Biology', 38),\n",
       " ('Kathleen Norris', 'Communication Studies', 37),\n",
       " ('John Kochian', 'Communication Studies', 37),\n",
       " ('Michael Grady', 'Mathematics', 37),\n",
       " ('Melissa Nivala', 'Mathematics', 37),\n",
       " ('Jason Baehr', 'Philosophy', 37),\n",
       " ('Stella Oh', 'Ethnic Studies', 37),\n",
       " ('James Faught', 'Sociology', 37),\n",
       " ('Anna Harrison', 'Theology', 37),\n",
       " ('Mark Morelli', 'Philosophy', 36),\n",
       " ('George Dasaro', 'Accounting', 36),\n",
       " ('Paul Lin', 'Ethnic Studies', 36),\n",
       " ('Dexter Blackman', 'History', 36),\n",
       " ('Stuart Ching', 'English', 36),\n",
       " ('Kirstin Noreen', 'Art History', 36),\n",
       " ('Yanping Ma', 'Mathematics', 36),\n",
       " ('Charles Vance', 'Management', 36),\n",
       " ('Cathleen McGrath', 'Business', 36),\n",
       " ('Andrew Forney', 'Computer Science', 36),\n",
       " ('Larry Bernard', 'Psychology', 35),\n",
       " ('Ernesto Sweeney', 'History', 35),\n",
       " ('David Choi', 'Entrepreneurship', 35),\n",
       " ('Andrew Healy', 'Economics', 35),\n",
       " ('Jeffrey Wilson', 'Philosophy', 35),\n",
       " ('Mark Chilingar', 'Psychology', 35),\n",
       " ('Michael Mills', 'Psychology', 35),\n",
       " ('Erika Camacho', 'Mathematics', 34),\n",
       " ('Kristo Gobin', 'Communication Studies', 34),\n",
       " ('Edward Mosteig', 'Mathematics', 34),\n",
       " ('Lucy Wilson', 'English', 33),\n",
       " ('Karenmary Davalos', 'Ethnic Studies', 33),\n",
       " ('M. Cathy McElwain', 'Biology', 33),\n",
       " ('Janie Steckenrider', 'Political Science', 33),\n",
       " ('Elizabeth Drummond', 'History', 33),\n",
       " ('Ying Ying Wang', 'Accounting', 33),\n",
       " ('Scott Delanty', 'Accounting', 33),\n",
       " ('Damon Hines', 'Communication Studies', 33),\n",
       " ('Robert Singleton', 'Economics', 32),\n",
       " ('Rodger Pardee', 'Film', 32),\n",
       " ('Patrick Shanahan', 'Mathematics', 32),\n",
       " ('Gary Sibeck', 'Business', 32),\n",
       " ('Kennedy Wheatly', 'Film', 32),\n",
       " ('Sean Fenton', 'Theater', 32),\n",
       " ('Nyema Guannu', 'Economics', 32),\n",
       " ('Anna Terzyan', 'Economics', 32),\n",
       " ('Matthew Petrusek', 'Theology', 32),\n",
       " ('Robert Simmons', 'Film & Television', 32),\n",
       " ('Cheryl Hertz', 'Biology', 32),\n",
       " ('Alan Falcon', 'Accounting', 31),\n",
       " ('James Fredericks', 'Theology', 31),\n",
       " ('Barbara Rico', 'English', 31),\n",
       " ('Susan Elkinawy', 'Finance', 31),\n",
       " ('Pippa Drennan', 'Biology', 31),\n",
       " ('Sina Kramer', 'Women', 31),\n",
       " ('Nancy Jabbra', \"Women's Studies\", 30),\n",
       " ('Curtis Bennett', 'Mathematics', 30),\n",
       " ('Al Hayashi', 'Business', 30),\n",
       " ('Sara Lederer', 'Psychology', 30),\n",
       " ('Margarita Ochoa', 'History', 30),\n",
       " ('Thomas Reilly', 'Chemistry', 30),\n",
       " ('Robin Wang', 'Philosophy', 30),\n",
       " ('Mary Breden', 'Music', 29),\n",
       " ('Jeff Sanny', 'Physics', 29),\n",
       " ('Leah Pate', 'English', 29),\n",
       " ('Amy K. Ross', 'English', 29),\n",
       " ('Ron Sorace', 'Mathematics', 29),\n",
       " ('Nora Murphy', 'Psychology', 29),\n",
       " ('Michael Patzia', 'Philosophy', 29),\n",
       " ('James Hanink', 'Philosophy', 28),\n",
       " ('John Connolly', 'Theology', 28),\n",
       " ('Robbie Nakatsu', 'Information Science', 28),\n",
       " ('Chien Tseng', 'Mathematics', 28),\n",
       " ('Amy Alward', 'Accounting', 28),\n",
       " ('Matthew Pereira', 'Theological Studies', 28),\n",
       " ('Kristi Lobitz', 'Music', 28),\n",
       " ('Jonathan Rothchild', 'Theology', 28),\n",
       " ('Roberto Cancio', 'Sociology', 28),\n",
       " ('Trevor Zink', 'Business', 28),\n",
       " ('Rafiql Noorani', 'Engineering', 28),\n",
       " ('Anthony Kmetty', 'Business', 28),\n",
       " ('Pat Oliver', 'Communication Studies', 27),\n",
       " ('Chuck Rosenthal', 'English', 27),\n",
       " ('Jose Badenes', 'Languages', 27),\n",
       " ('Dave Smith', 'Mathematics', 27),\n",
       " ('Richard Rohrer', 'Film', 27),\n",
       " ('Aimee Koeplin', 'Philosophy', 27),\n",
       " ('K. Dahlquist', 'Biology', 27),\n",
       " ('Sun Hee Yoon', 'History', 27),\n",
       " ('Joshua Hallam', 'Mathematics', 27),\n",
       " ('Julian Saint Clair', 'Marketing', 27),\n",
       " ('Wesley Kading', 'Business', 27),\n",
       " ('Katerina Zacharia', 'Classics', 27),\n",
       " ('Brian Moss', 'Fine Arts', 26),\n",
       " ('William Pupa', 'Fine Arts', 26),\n",
       " ('Michele Mega', 'Communication Studies', 26),\n",
       " ('George Hess', 'Business', 26),\n",
       " ('John Huddle', 'English', 26),\n",
       " ('Derek Von Barandy', 'Philosophy', 26),\n",
       " ('Jane Yamashiro', 'American Studies', 26),\n",
       " ('Brandon Seto', 'History', 26),\n",
       " ('Thomas Ramsey', 'Accounting', 26),\n",
       " ('Arin Brahma', 'Computer Information Systems', 26),\n",
       " ('Robin Miskolcze', 'English', 25),\n",
       " ('Stephanie August', 'Computer Science', 25),\n",
       " ('Thomas White', 'Business', 25),\n",
       " ('Seth Thompson', 'Political Science', 25),\n",
       " ('Kathy Yang', 'Languages', 25),\n",
       " ('Thomas Rausch', 'Theology', 25),\n",
       " ('Fr. Joe La Brie', 'Psychology', 25),\n",
       " ('Herbert Medina', 'Mathematics', 25),\n",
       " ('Ethan Adams', 'Classics', 25),\n",
       " ('Josette Banks', 'Psychology', 25),\n",
       " ('B.J. Johnson', 'Computer Science', 25),\n",
       " ('Alessandro Varotto', 'Chemistry', 25),\n",
       " ('Tracy Tiemeier', 'Theology', 25),\n",
       " ('Gregori Viens', 'Film & Television', 24),\n",
       " ('Marina Moevs', 'Fine Arts', 24),\n",
       " ('Marc Lony', 'Languages', 24),\n",
       " ('David Mathison', 'Management', 24),\n",
       " ('Frank Daroca', 'Accounting', 24),\n",
       " ('Matt Dillon', 'Classics', 24),\n",
       " ('Michelle Hammers', 'Communication Studies', 24),\n",
       " ('Rebecca Cantor', 'English', 24),\n",
       " ('Shannon Nason', 'Philosophy', 24),\n",
       " ('Rob Burchfield', 'Graphic Arts', 24),\n",
       " ('Velitchka Kaltcheva', 'Marketing', 24),\n",
       " ('Kevin Wetmore', 'Theater', 24),\n",
       " ('Vivian Lezak', 'Mathematics', 24),\n",
       " ('David Kovacs', 'Philosophy', 24),\n",
       " ('Laura Poladian', 'Communication Studies', 24),\n",
       " ('John P. Waggoner', 'Biology', 23),\n",
       " ('Benjamin Bobo', 'Finance', 23),\n",
       " ('Labina Ula', 'English', 23),\n",
       " ('Michael Datcher', 'English', 23),\n",
       " ('Kelley Falconer', 'Philosophy', 23),\n",
       " ('Maria Valenzuela', 'American Studies', 23),\n",
       " ('Jason Jenkins', 'English', 23),\n",
       " ('Cassandra Veney', 'Political Science', 23),\n",
       " ('Jose Tapia', 'Physics', 23),\n",
       " ('Judy Siker', 'Theological Studies', 23),\n",
       " ('Paul Harris', 'English', 23),\n",
       " ('Andrew Dilts', 'Political Science', 23),\n",
       " ('Christopher  Murphy', 'Philosophy', 23),\n",
       " ('Eric Balmer', 'Philosophy', 23),\n",
       " (\"Michael O'Sullivan\", 'Psychology', 22),\n",
       " ('Christina Gold', 'History', 22),\n",
       " ('Suzanne Larson', 'Mathematics', 22),\n",
       " ('Katherine Harper', 'Art History', 22),\n",
       " ('Jonas Mureika', 'Physics', 22),\n",
       " ('John Beckwith', 'Business', 22),\n",
       " ('Paige Edley', 'Communication Studies', 22),\n",
       " ('Yevette Saavedra', 'Urban Studies', 22),\n",
       " ('Margaret Trenchard-Smith', 'History', 22),\n",
       " ('Guillo Della Rocca', 'Mathematics', 22),\n",
       " ('Richard Fox', 'Political Science', 22),\n",
       " ('Chela Willey', 'Psychology', 22),\n",
       " ('Anthony Hui', 'Mathematics', 22),\n",
       " ('Eddie Becton', 'American Studies', 22),\n",
       " ('Saori Shiraki', 'Chemistry', 22),\n",
       " ('Kevin McDonald', 'History', 22),\n",
       " ('Claudia Sandoval', 'Political Science', 22),\n",
       " ('Ed Gray', 'Business', 21),\n",
       " ('Mary Ingham', 'Philosophy', 21),\n",
       " ('Kate Lewis', 'Music', 21),\n",
       " ('Cal Caswell', 'Business', 21),\n",
       " ('Jose Saez', 'Engineering', 21),\n",
       " ('Jane Brucker', 'Fine Arts', 21),\n",
       " ('Matt Nelson', 'Communication Studies', 21),\n",
       " ('Charlotte Radler', 'Religion', 21),\n",
       " ('Matt Kursar', 'Mathematics', 21),\n",
       " ('Richard Perle', 'Computer Information Systems', 21),\n",
       " ('Susan Schaffer', 'Spanish', 21),\n",
       " ('Jonghwa Lee', 'Communication Studies', 21),\n",
       " ('Matthew Peterson', 'Political Science', 21),\n",
       " ('David Berube', 'Physics', 21),\n",
       " ('Stephanie Limoncelli', 'Sociology', 21),\n",
       " ('Sona Gala', 'Business Law', 21),\n",
       " ('Katharine Noon', 'Fine Arts', 20),\n",
       " ('Chuck Erven', 'Theater', 20),\n",
       " ('Elizabeth Murray', 'Philosophy', 20),\n",
       " ('Jay Busse', 'Communication Studies', 20),\n",
       " ('John Menaghan', 'English', 20),\n",
       " ('Thomas Cappelli', 'Philosophy', 20),\n",
       " ('Tim Burns', 'Philosophy', 20),\n",
       " ('David Byrne', 'History', 20),\n",
       " ('Barbara Lang', 'Ethnic Studies', 20),\n",
       " ('Zbigniew Przasnyski', 'Business', 20),\n",
       " ('Dominique Isner-Ball', 'French', 20),\n",
       " ('James Bunker', 'Communication Studies', 20),\n",
       " ('Paul Humphreys', 'Music', 20),\n",
       " ('Joshua Kulmac Butler', 'English', 20),\n",
       " ('Margarete Feinstein', 'Theological Studies', 20),\n",
       " ('Richard Abrams', 'Psychology', 20),\n",
       " ('Amanda Apgar', \"Women's Studies\", 20),\n",
       " ('William Fulco', 'Anthropology', 19),\n",
       " ('Alicia Partnoy', 'Languages', 19),\n",
       " ('Eric Ladizinsky', 'Physics', 19),\n",
       " ('Michael Genovese', 'Political Science', 19),\n",
       " ('Mel Mendelson', 'Engineering', 19),\n",
       " ('Shanna Kennedy-Quigley', 'Art History', 19),\n",
       " ('Deanna Drew', 'English', 19),\n",
       " ('Michael Petitti', 'English', 19),\n",
       " ('Michelle Anderson', 'Psychology', 19),\n",
       " (\"Sean D''Evelyn\", 'Economics', 19),\n",
       " ('Sherine El Hag', 'Economics', 19),\n",
       " ('Amanda Whidden', 'Communication Studies', 19),\n",
       " ('Madhu Viswanathan', 'Marketing', 19),\n",
       " ('Petra Liedke - Konow', 'German', 19),\n",
       " ('Michael Vanbiezen', 'Mathematics', 18),\n",
       " ('Peter Ring', 'Management', 18),\n",
       " ('Rebecca Crawford', 'Chemistry', 18),\n",
       " ('Larry Pate', 'Management', 18),\n",
       " ('Victoria Newsom', 'Communication Studies', 18),\n",
       " ('Jeremy Pal', 'Civil Engineering', 18),\n",
       " ('Patrick Scott', 'Film & Television', 18),\n",
       " ('Victor Carmona', 'Biology', 18),\n",
       " ('Erica Steakley', 'English', 18),\n",
       " ('Vicente Cassano', 'Biology', 18),\n",
       " ('Amanda Herring', 'Art & Art History', 18),\n",
       " ('Rachel Petrocelli', 'History', 18),\n",
       " ('William Britt', 'Philosophy', 18),\n",
       " ('Philip Reed-Butler', 'Theological Studies', 18),\n",
       " ('Molly Youngkin', 'English', 18),\n",
       " ('Michelle Miller', 'Economics', 18),\n",
       " ('Jeff Phillips', 'Physics', 18),\n",
       " ('Aimee Ross', 'English', 18),\n",
       " ('Juan Ortiz', 'Mathematics', 18),\n",
       " ('Jason Jarvis', 'Communication Studies', 18),\n",
       " ('Barbara Marino', 'Engineering', 18),\n",
       " ('Karl Snider', 'Music', 17),\n",
       " ('John Dorsey', 'Science', 17),\n",
       " ('David Killoran', 'English', 17),\n",
       " ('Deena Gonzalez', 'Ethnic Studies', 17),\n",
       " ('John Grever', 'History', 17),\n",
       " ('John Stewart', 'Film', 17),\n",
       " ('Nina Reich', 'Communication Studies', 17),\n",
       " ('Jeff Gale', 'Business', 17),\n",
       " ('Ron Marasco', 'Theater', 17),\n",
       " ('Hiromi Kinjo', 'Languages', 17),\n",
       " ('Eli Daughdrill', 'Film & Television', 17),\n",
       " ('Christopher Chapple', 'Theology', 17),\n",
       " ('Julia Lee', 'English', 17),\n",
       " ('Sovathana Sokhom', 'Economics', 17),\n",
       " ('Andrew Lac', 'Psychology', 17),\n",
       " ('James Bany', 'Not Specified', 17),\n",
       " ('Susie McDaniel', 'Communication Studies', 17),\n",
       " ('Kerstin Fisk', 'Political Science', 17),\n",
       " ('Maria Elena De Las Carreras', 'Film & Television', 17),\n",
       " ('Chaya Crowder', 'Political Science', 17),\n",
       " ('Nnogo Obiamiwe', 'Business Law', 17),\n",
       " ('Gloria Shin', 'Film  Television', 17),\n",
       " ('Karen Enriquez', 'Theology', 17),\n",
       " ('Dean Scheibel', 'Communication Studies', 17),\n",
       " ('Roy Houston', 'Science', 16),\n",
       " ('Gary Kuleck', 'Science', 16),\n",
       " ('Ross Bengel', 'Accounting', 16),\n",
       " ('Carolyn Almos', 'Theater', 16),\n",
       " ('Barbara Dyer', 'Music', 16),\n",
       " ('Yvette Lapayese', 'Education', 16),\n",
       " ('Marie Claire Costello', 'Theater', 16),\n",
       " ('Jeffrey Siker', 'Religion', 16),\n",
       " ('John Leaver', 'Art History', 16),\n",
       " ('Steve Chrissanthos', 'History', 16),\n",
       " ('Anton Smith', 'American Studies', 16),\n",
       " ('Iliana Delarkin', 'Communication Studies', 16),\n",
       " (\"Jason D'Mello\", 'Entrepreneurship', 16),\n",
       " ('Bryan Pham', 'Theological Studies', 16),\n",
       " ('Vanessa Diaz', 'Chicano Studies', 16),\n",
       " ('Lawrence Wenner', 'Philosophy', 16),\n",
       " ('Gerald Adler', 'Business', 16),\n",
       " ('Cecilia Gonzalez-Andrieu', 'Theology', 16),\n",
       " ('Christina Eubanks-Turner', 'Mathematics', 16),\n",
       " ('Monique Mansour', 'Communication Studies', 16),\n",
       " ('Marne Campbell', 'African-American Studies', 16),\n",
       " ('Robert Senter', 'Chemistry', 16),\n",
       " ('Stephen Heller', 'Chemistry', 16),\n",
       " ('Sean Dempsey', 'History', 16),\n",
       " ('Oscar Tovar', 'Philosophy', 16),\n",
       " ('Charmaine Kaimikaua', 'Communication Studies', 16),\n",
       " ('Negin Ghavami', 'Psychology', 16),\n",
       " ('Vincent Coletta', 'Physics', 16),\n",
       " ('Mark Saya', 'Music', 16),\n",
       " ('Allison Noyes', 'Communication Studies', 16),\n",
       " ('Rebecca Avalos', 'Communication Studies', 16),\n",
       " ('Pamela Sklar', 'Management', 16),\n",
       " ('Janie Streckenrider', 'Political Science', 15),\n",
       " ('Mladen Milicevic', 'Film', 15),\n",
       " ('Wilkie Au', 'Theology', 15),\n",
       " ('Fatima Wu', 'Ethnic Studies', 15),\n",
       " ('Jeffrey Davis', 'Film', 15),\n",
       " ('Anja Leigh Russell', 'English', 15),\n",
       " ('Tomo Hattori', 'English', 15),\n",
       " ('John Parrish', 'Political Science', 15),\n",
       " ('Cassie Cain', 'Mathematics', 15),\n",
       " ('Michon Matthieson', 'Theological Studies', 15),\n",
       " ('Mona Seymour', 'Urban Studies', 15),\n",
       " ('Christiano Manfre', 'Economics', 15),\n",
       " ('Christopher Finlay', 'Communication Studies', 15),\n",
       " ('Ege Islekel', 'Philosophy', 15),\n",
       " ('Mariano Bertucci', 'History', 15),\n",
       " ('Natasha Miric', 'Sociology', 15),\n",
       " ('Gene Park', 'Political Science', 15),\n",
       " ('Sabine Huemer', 'Psychology', 15),\n",
       " ('Tim Fitzgerald', 'Theater', 15),\n",
       " ('Maria Vasquez', 'Biology', 15),\n",
       " ('Thomas Laurent', 'Mathematics', 15),\n",
       " ('Diane Meyer', 'Fine Arts', 15),\n",
       " ('Lauren Cole', 'History', 15),\n",
       " (\"Derek D'Sa\", 'Finance', 15),\n",
       " ('Mobashera Hallam', 'Mathematics', 15),\n",
       " ('Dustin Reece', 'Business', 15),\n",
       " ('Eugene Brancolini', 'Communication Studies', 15),\n",
       " ('Swarup Joshi', 'Economics', 15),\n",
       " ('Kayoko Okada', 'Psychology', 15),\n",
       " ('Sheila Forman', 'Psychology', 15),\n",
       " ('Shirin Birjandi', 'Biology', 15),\n",
       " ('Yasaman Ghasemi', 'Business', 15),\n",
       " ('Jennifer Abe', 'Psychology', 14),\n",
       " ('Reyna Valenzuela-Cummings', 'Communication Studies', 14),\n",
       " ('Linda Bannister', 'English', 14),\n",
       " ('Jackie Dewar', 'Mathematics', 14),\n",
       " ('Mark Schwartz', 'Film', 14),\n",
       " ('Hassan Hussain', 'History', 14),\n",
       " ('Ayanna Yonemura', 'Urban Studies', 14),\n",
       " ('Don Zirpola', 'Film', 14),\n",
       " ('Gordon Firemark', 'Business Law', 14),\n",
       " ('Joshua Blander', 'Philosophy', 14),\n",
       " ('Dung Tran', 'Communication Studies', 14),\n",
       " ('Kim Harris', 'Theological Studies', 14),\n",
       " ('Xiaolong Wang', 'Economics', 14),\n",
       " ('Joshua Spizman', 'Finance', 14),\n",
       " ('Derrick Noyce', 'Music', 14),\n",
       " ('Han Dai-Yu', 'Art & Art History', 14),\n",
       " ('Joseph Hattendorf', 'Accounting', 14),\n",
       " ('Leena Pendharker', 'Film', 14),\n",
       " ('Maxellende Ezin', 'Biology', 14),\n",
       " ('Tony Kmetty', 'Business', 14),\n",
       " ('Catie Mihalopoulos', 'Classics', 13),\n",
       " ('Philip Dorin', 'Computer Science', 13),\n",
       " ('Bruno Rota', 'Languages', 13),\n",
       " ('William Trott', 'Engineering', 13),\n",
       " ('Sandy Kirkner', 'Psychology', 13),\n",
       " ('Garland Kirkpatrick', 'Graphic Arts', 13),\n",
       " ('Renee Florsheim', 'Marketing', 13),\n",
       " ('Martha Masters', 'Music', 13),\n",
       " (\"Roberto Dell'Oro\", 'Theological Studies', 13),\n",
       " ('Nenad (Neno) Pervan', 'Theater', 13),\n",
       " ('Marc Reeves', 'Theology', 13),\n",
       " ('Cythina Bond', 'Theology', 13),\n",
       " ('Timothy Helton', 'Theology', 13),\n",
       " ('Angela Gallegos', 'Mathematics', 13),\n",
       " ('Courtney Pina', 'English', 13),\n",
       " ('Tyler Ferreira', 'Art & Art History', 13),\n",
       " ('Rachel Fox', 'Theological Studies', 13),\n",
       " ('Sohvi Heaton', 'Business', 13),\n",
       " ('Mark Bernier', 'Philosophy', 13),\n",
       " ('Dermott Walsh', 'Theology', 13),\n",
       " ('Terry Lenihan', 'Fine Arts', 13),\n",
       " ('Mitchell Hamilton', 'Marketing', 13),\n",
       " ('Arthur Gross-Schaefer', 'Business Law', 13),\n",
       " ('Diana Santacrose', 'Psychology', 13),\n",
       " ('Matthew Siniawski', 'Mechanical Engineering', 13),\n",
       " ('Eliza Rodriguez Y Gibson', 'Chicano Studies', 13),\n",
       " ('Richard Cook', 'Mathematics', 12),\n",
       " ('Michael Barclay', 'Theology', 12),\n",
       " ('James Holmes', 'Theater', 12),\n",
       " ('Rachelle Katz', 'Business Administration', 12),\n",
       " ('William Semos', 'Business Administration', 12),\n",
       " ('Maria Nazarian', 'Psychology', 12),\n",
       " ('Lawrence Kalbers', 'Accounting', 12),\n",
       " ('Deborah Harris', 'English', 12),\n",
       " ('Seth Kim', 'Economics', 12),\n",
       " ('Craig Rich', 'Communication Studies', 12),\n",
       " ('Julie McGene', 'Sociology', 12),\n",
       " ('Adilifu Nama', 'African-American Studies', 12),\n",
       " ('Andrew Devereux', 'History', 12),\n",
       " ('Annemarie Perez', 'English', 12),\n",
       " ('Amina  Humphrey', 'American Studies', 12),\n",
       " ('Alma Flores', 'Chicano Studies', 12),\n",
       " ('Mugdha Yeolekar', 'Theology', 12),\n",
       " ('Dave Harvilicz', 'Management', 12),\n",
       " ('Shan Wang', 'Accounting', 12),\n",
       " ('Michael Manoogian', 'Engineering', 12),\n",
       " ('Myla Bui-Nguyen', 'Marketing', 12),\n",
       " ('John Bakas', 'Theology', 12),\n",
       " ('Kristen Smiarowski', 'Fine Arts', 12),\n",
       " ('Virginia Saya', 'Music', 12),\n",
       " ('Carolyn Viviano', 'Biology', 12),\n",
       " ('Sean Winkler', 'Philosophy', 12),\n",
       " ('Alexander Zambrano', 'Philosophy', 12),\n",
       " ('William McClain', 'Communication Studies', 12),\n",
       " ('Philip Chmielewski', 'Engineering', 12),\n",
       " ('Lisa Harris', 'Psychology', 11),\n",
       " ('Luis Proenca', 'Film', 11),\n",
       " ('John Emerling', 'Art History', 11),\n",
       " ('Michael Mulvihill', 'Engineering', 11),\n",
       " ('Leland Swenson', 'Psychology', 11),\n",
       " ('Wojciech Kocyan', 'Music', 11),\n",
       " ('Mario Congreve', 'Film', 11),\n",
       " ('Bob Robinson', 'Philosophy', 11),\n",
       " ('Jeff Thies', 'Business', 11),\n",
       " ('Chris Haddy', 'Education', 11),\n",
       " ('Paul Desena', 'Education', 11),\n",
       " ('Joseph Puterbaugh', 'English', 11),\n",
       " ('Francisco Ramos', 'Education', 11),\n",
       " ('Nicole Woods', 'Art History', 11),\n",
       " ('Linda Hasunuma', 'Political Science', 11),\n",
       " ('Susan Feldman', 'English', 11),\n",
       " ('Daniel Bonilla', 'Natural Sciences', 11),\n",
       " ('Cecilia Martinez-Gil', 'English', 11),\n",
       " ('John Dionisio', 'Computer Science', 11),\n",
       " ('Ulli Ryder', 'American Studies', 11),\n",
       " ('Prachi Jain', 'Economics', 11),\n",
       " ('Erin Kaplan', 'Economics', 11),\n",
       " ('Ashleigh Campi', 'Political Science', 11),\n",
       " ('Eugenio Volpe', 'English', 11),\n",
       " ('Catherine Peters', 'Philosophy', 11),\n",
       " ('Emma Davis', 'Economics', 11),\n",
       " ('Roy Fisher', 'Theological Studies', 11),\n",
       " ('Doris Namala', 'History', 10),\n",
       " ('Laurel Ollstein', 'Theater', 10),\n",
       " ('Pamela Goldblum', 'Fine Arts', 10),\n",
       " ('Dan Weingarten', 'Theater', 10),\n",
       " ('Dana Reemes', 'Archaeology', 10),\n",
       " ('Mark Gordon', 'Sociology', 10),\n",
       " ('Deke Simon', 'Film & Television', 10),\n",
       " ('Shawki El-Zatmah', 'History', 10),\n",
       " ('Thuy Vo Dang', 'American Studies', 10),\n",
       " ('David Lerner', 'Film & Television', 10),\n",
       " ('Chris Zepeda-Millian', 'Political Science', 10),\n",
       " ('Alissa Zito', 'Communication Studies', 10),\n",
       " ('Nari Choi', 'Mathematics', 10),\n",
       " ('Jennifer Moorman', \"Women's Studies\", 10),\n",
       " ('Kathryn Mouzakis', 'Chemistry', 10),\n",
       " ('Gil Klein', 'Theological Studies', 10),\n",
       " ('Ann LE', 'Studio Art', 10),\n",
       " ('Bernadette Musetti', 'Education', 10),\n",
       " ('Brandon Shamim', 'Business', 10),\n",
       " ('Edgar Rothermich', 'Audio Production', 10),\n",
       " ('Frederick Ayeroff', 'Film & Television', 10),\n",
       " ('Dana Resnick', 'Theater', 10),\n",
       " ('Brian Reedy', 'Theology', 10),\n",
       " ('Zahra Alavi', 'Physics', 10),\n",
       " ('Yanjie Wang', 'Asian Pacific American Studies', 10),\n",
       " ('Ernesto Colin', 'Education', 9),\n",
       " ('Caprice Walker', 'Theater', 9),\n",
       " ('Eric Hall', 'Philosophy', 9),\n",
       " ('John Hartmann', 'Media & Performing Arts', 9),\n",
       " ('Darryl Graver', 'Business Law', 9),\n",
       " ('David Ramirez', 'Health Sciences', 9),\n",
       " ('Rachel Adams', 'Environmental Science', 9),\n",
       " ('Sharon Madden', 'Theater', 9),\n",
       " ('Laurence Dumortier', 'English', 9),\n",
       " (\"Thomas D'Amico\", 'Philosophy', 9),\n",
       " ('Vernita Burrell', 'English', 9),\n",
       " ('George Saraf', 'Economics', 9),\n",
       " ('Katherine Rhodes', 'English', 9),\n",
       " ('Courtney Spikes', 'History', 9),\n",
       " ('Rosalie Siemon', 'Philosophy', 9),\n",
       " ('David Sheridan', 'History', 9),\n",
       " ('Margaret Gower', 'Theological Studies', 9),\n",
       " ('Nicholas Centino', 'Chicano Studies', 9),\n",
       " ('Adriana Sanford', 'Business Law', 9),\n",
       " ('Juan Garcia Torres', 'Philosophy', 9),\n",
       " ('Zining Li', 'Accounting', 9),\n",
       " ('Jennifer Jones', 'Political Science', 9),\n",
       " ('Angelique Young', 'English', 9),\n",
       " ('Dennis Kwong', 'Film', 9),\n",
       " ('Lei Huang', 'Engineering', 9),\n",
       " ('Oskar Toruno', 'Film', 9),\n",
       " ('Alexandra Sturm', 'Psychology', 9),\n",
       " ('Mary Kuryla', 'Film', 9),\n",
       " ('Mark Diamond', 'Theological Studies', 9),\n",
       " ('Kristen Covino', 'Biology', 9),\n",
       " ('Gabriele Varieschi', 'Physics', 9),\n",
       " ('Gregory Lontok', 'Computer Information Systems', 9),\n",
       " ('Alexander Glosenberg', 'Entrepreneurship', 9),\n",
       " ('Fulya Ersoy', 'Economics', 9),\n",
       " ('Nirinjan Khalsa', 'Theological Studies', 9),\n",
       " ('Tyler Harlan', 'Urban Studies', 9),\n",
       " ('Maureen Fitzsimmons', 'Liberal Studies', 9),\n",
       " ('Scott Roniger', 'Philosophy', 9),\n",
       " ('Soumya Mukherjee', 'Business', 9),\n",
       " ('Si Jun Wang', 'Marketing', 9),\n",
       " ('Bob Ackley', 'Fine Arts', 8),\n",
       " ('Erica Byrne', 'Film', 8),\n",
       " ('Sylvia Morales', 'Film', 8),\n",
       " ('Phyllis Green', 'Fine Arts', 8),\n",
       " ('Raymond Greene', 'Film', 8),\n",
       " ('Kambiz Moghaddam', 'Dance', 8),\n",
       " ('Lee Cenquizca', 'Natural Sciences', 8),\n",
       " ('Judith Royer', 'Theater', 8),\n",
       " ('Richard Freiman', 'Film', 8),\n",
       " ('L Boland', 'Engineering', 8),\n",
       " ('Thomas Muller', 'Fine Arts', 8),\n",
       " ('Gabe Griffith', 'Philosophy', 8),\n",
       " ('Tekla Kostek', 'Dance', 8),\n",
       " ('Andrea O. Fuller', 'Theater', 8),\n",
       " ('Shawki El Zatmah', 'History', 8),\n",
       " ('Joanna Burgarino', 'English', 8),\n",
       " ('Maura Captain', 'Education', 8),\n",
       " ('Nara Chea', 'Economics', 8),\n",
       " ('Arif Karim', 'Chemistry', 8),\n",
       " ('Jon Mochizuki', 'American Studies', 8),\n",
       " ('Alexandra Neel', 'English', 8),\n",
       " ('Robert Cross', 'History', 8),\n",
       " ('Terri Anderson', 'Sociology', 8),\n",
       " ('Yvette Mylett', 'English', 8),\n",
       " ('Hillary Hintzen', 'English', 8),\n",
       " ('Matthew Werber', 'Physics', 8),\n",
       " ('Evelyn McDonnell', 'English', 8),\n",
       " ('Nora Zepeda', 'Spanish', 8),\n",
       " ('Norma Bowles', 'Theater', 8),\n",
       " ('Susan Abraham', 'Theology', 8),\n",
       " ('Rosalie  Lochner ', \"Women's Studies\", 8),\n",
       " ('Eric Meyer', 'Theological Studies', 8),\n",
       " ('Kristina Markman', 'History', 8),\n",
       " ('Shaun Anderson', 'Communication Studies', 8),\n",
       " ('Serhiy Hovorun', 'Theological Studies', 8),\n",
       " ('Kuo-Sheng Ma', 'Electrical Engineering', 8),\n",
       " ('Daisy Cheng', 'Mathematics', 8),\n",
       " ('Danielle Gibson', 'English', 8),\n",
       " ('Emily Jarvis', 'Chemistry', 8),\n",
       " ('Dmitry Kmelnitsky', 'Art', 8),\n",
       " ('Kenneth Provencher', 'Film & Television', 8),\n",
       " ('Sariolghalam Mahmood', 'Political Science', 8),\n",
       " ('Paul Rude', 'Engineering', 7),\n",
       " ('Jennie Spencer Green', 'Education', 7),\n",
       " ('Brant Kline', 'Business Administration', 7),\n",
       " ('Elaine Walker', 'Communication Studies', 7),\n",
       " ('Forouzan Faridian', 'Physics', 7),\n",
       " ('Saeri Cho', 'Art', 7),\n",
       " ('Dalia Muller', 'History', 7),\n",
       " ('Pepper Glass', 'Sociology', 7),\n",
       " ('John Glavan', 'Communication Studies', 7),\n",
       " ('James Kintz', 'Philosophy', 7),\n",
       " ('Julie Suh', 'Accounting', 7),\n",
       " ('Angela James', 'African-American Studies', 7),\n",
       " ('Luke Woodruff', 'Theater', 7),\n",
       " ('Monica Marquez', 'Spanish', 7),\n",
       " ('Paul Chitlik', 'Film & Television', 7),\n",
       " ('Scott Heinzerling', 'Dance', 7),\n",
       " ('Feryal Cherif', 'Political Science', 7),\n",
       " ('Laura Massa', 'Psychology', 7),\n",
       " ('Timothy Hogue', 'Theological Studies', 7),\n",
       " ('Sunai Kim', 'Civil Engineering', 7),\n",
       " ('Michael Daley', 'Film & Television', 7),\n",
       " ('Daniel Jacobs', 'Business', 7),\n",
       " ('Robert Kritzler', 'Accounting', 7),\n",
       " ('David Garber', 'Film amp Television', 7),\n",
       " ('Joshua Mason', 'Philosophy', 7),\n",
       " ('Daniel Freedland', 'Communication Studies', 7),\n",
       " ('Zhen Tang', 'Marketing', 7),\n",
       " ('Sharon Mooney', 'Film  Television', 7),\n",
       " ('Douglas Burton-Christie', 'Theological Studies', 7),\n",
       " ('Mark Anderson', 'History', 7),\n",
       " ('Tyler De Groot', 'Accounting', 7),\n",
       " ('Micah Officer', 'Finance', 7),\n",
       " ('Lisa Daggett', 'Business', 7),\n",
       " ('Cory Evans', 'Biology', 7),\n",
       " ('Gabriele Magni', 'Political Science', 7),\n",
       " ('Lauren Guerra', 'Theology', 7),\n",
       " ('Megan Gallipeau', 'Mathematics', 7),\n",
       " ('Francisco Valle', 'Business', 7),\n",
       " ('Luciano Manfredi Console', 'Mathematics', 7),\n",
       " ('Bryan Wisch', 'English', 7),\n",
       " ('Lucy Cook', 'Computer Information Systems', 7),\n",
       " ('Debra Rosser', 'Science', 6),\n",
       " ('Nazmul Ula', 'Engineering', 6),\n",
       " ('Mike Daniels', 'Journalism', 6),\n",
       " ('Katharine Clemmer', 'Education', 6),\n",
       " ('Natalie Rivetti-Oritiz', 'Mathematics', 6),\n",
       " ('Reyna V. Cummings', 'Communication Studies', 6),\n",
       " ('Thomas McDermott', 'Music', 6),\n",
       " ('Jay Douglas', 'Film', 6),\n",
       " ('Eugenia Sileoni', 'Spanish', 6),\n",
       " ('Barbara Christie', 'Natural Sciences', 6),\n",
       " ('Grant Garinger', 'Theater', 6),\n",
       " ('Amy Willard', 'Communication Studies', 6),\n",
       " ('Jongmae Park', 'Theology', 6),\n",
       " ('Lizy Moromisato', 'Languages', 6),\n",
       " ('Emek Kose Can', 'Mathematics', 6),\n",
       " ('Linda Yellin', 'Sociology', 6),\n",
       " ('Mia McIver', 'English', 6),\n",
       " ('Heather Hoffman', 'English', 6),\n",
       " ('Donald Dilliplane', 'English', 6),\n",
       " ('Zenadia Ramos', 'Mathematics', 6),\n",
       " ('Justin Campbell', 'English', 6),\n",
       " ('Hafedh Herichi', 'Mathematics', 6),\n",
       " ('Teresa  Munoz', 'Art  Art History', 6),\n",
       " ('Paul Monson', 'Theology', 6),\n",
       " ('Sarah Strand', 'Health Sciences', 6),\n",
       " ('Stanley Lewis', 'Business', 6),\n",
       " ('Kevin Del Principe', 'Film  Television', 6),\n",
       " ('Le Gui', 'Mathematics', 6),\n",
       " ('Benham Ziaei', 'Mathematics', 6),\n",
       " ('Lisa Herzog', 'Business Law', 6),\n",
       " ('Karen Papazian', 'Business', 6),\n",
       " ('Ignacio Higareda', 'Education', 6),\n",
       " ('Mehrdad Sharbaf', 'Computer Information Systems', 6),\n",
       " ('Rich Martini', 'Film amp Television', 6),\n",
       " ('Charles Peterson', 'Art & Art History', 6),\n",
       " ('Eddie Malone', 'English', 6),\n",
       " ('Alex Jacoby', 'History', 6),\n",
       " ('Vanessa Newell', 'Film & Television', 6),\n",
       " ('Jenny Ferguson', 'English', 6),\n",
       " ('Shanna Hughes', 'Dance', 6),\n",
       " ('Glenn Gebhart', 'Film', 6),\n",
       " ('Joshua Beckett', 'Theology', 6),\n",
       " ('Marcela Garcia-Romero', 'Philosophy', 6),\n",
       " ('Lawrence Lacey', 'Theater', 6),\n",
       " ('Hossein Asghari', 'Computer Science', 6),\n",
       " ('Steve Duncan', 'Film', 5),\n",
       " ('Judy Scalin', 'Dance', 5),\n",
       " ('Wenshu Lee', 'Communication Studies', 5),\n",
       " ('Christine Cain', 'Education', 5),\n",
       " ('Karen Huchting', 'Education', 5),\n",
       " ('Jeffrey Lindstrom', 'Economics', 5),\n",
       " ('Nadine McGuinness', 'Theological Studies', 5),\n",
       " ('Ruth Lane', 'English', 5),\n",
       " ('Ross Mann', 'English', 5),\n",
       " ('Jennifer Hsieh', 'Biology', 5),\n",
       " ('Misha Tadd', 'Theological Studies', 5),\n",
       " ('Erika Perez', 'American Studies', 5),\n",
       " ('Elaine Goodfriend', 'Theology', 5),\n",
       " ('Ivy Cargile', 'Political Science', 5),\n",
       " ('Paul Reinsch', 'Film & Television', 5),\n",
       " ('Laura Rectenwald', 'English', 5),\n",
       " ('Steve Sherwood', 'Sociology', 5),\n",
       " ('Jesse Mills', 'Political Science', 5),\n",
       " ('Yan Yan Yang', 'Economics', 5),\n",
       " ('Lucy Kilp', 'Psychology', 5),\n",
       " ('James Kilcup', 'Communication Studies', 5),\n",
       " ('Marick Sinay', 'Mathematics', 5),\n",
       " ('Katie King', 'English', 5),\n",
       " ('Nicholas Thaler', 'Psychology', 5),\n",
       " ('Leah Smith', 'Film  Television', 5),\n",
       " ('Elizabeth Rahilly', 'Sociology', 5),\n",
       " ('David Garden', 'Film', 5),\n",
       " ('David Sapp', 'Education', 5),\n",
       " ('Jennifer Williams', 'African-American Studies', 5),\n",
       " ('Alissa Volosin', 'Computer Science', 5),\n",
       " ('Nigel Billings', 'Engineering', 5),\n",
       " ('Laura Bloomfield', 'Engineering', 5),\n",
       " ('Lan Ngo', 'Asian Pacific American Studies', 5),\n",
       " ('Jacqueline McSweeney', 'Environmental Science', 5),\n",
       " ('Kalliopi Kefalas', 'Greek', 5),\n",
       " ('Nicholas Virginio', 'Marketing', 5),\n",
       " ('Luis Sanchez Lopez', 'Chicano Studies', 5),\n",
       " ('Steven Nygaard', 'Education', 5),\n",
       " ('Patricia Oliver', 'Communication Studies', 5),\n",
       " ('Sarah Emanuel', 'Theological Studies', 5),\n",
       " ('Joseph Weber', 'Civil Engineering', 5),\n",
       " ('Townsend Scholz', 'English', 5),\n",
       " ('Grace Kao', 'Theology', 5),\n",
       " ('Nathan Sessoms', 'Sociology', 5),\n",
       " ('Daphne Sicre', 'Theater', 5),\n",
       " ('Shirin Mollah', 'Economics', 5),\n",
       " ('Devon Golaszewski', 'History', 5),\n",
       " ('Jill Nunes-Jensen', 'Dance', 5),\n",
       " ('Kimberly Icreverzi', 'Film', 5),\n",
       " ('Demetrios Liappas', 'Languages', 4),\n",
       " ('Michelle Lum', 'Biology', 4),\n",
       " ('Kwaku Person-Lynn', 'Urban Studies', 4),\n",
       " ('Graham Beckel', 'Theater', 4),\n",
       " ('Tammy Pao', 'Computer Science', 4),\n",
       " ('Michael Stock', 'English', 4),\n",
       " ('Anna Sarrano', 'Education', 4),\n",
       " ('Robert Stephan', 'History', 4),\n",
       " ('Thomas Whaling', 'Philosophy', 4),\n",
       " ('Lee Feldman', 'Business Law', 4),\n",
       " ('Elizabeth Dively-Lauro', 'Theological Studies', 4),\n",
       " ('Suzie Abajian', 'Mathematics', 4),\n",
       " ('John Strickland', 'History', 4),\n",
       " ('Henry Nguyen', 'Theological Studies', 4),\n",
       " ('Kevin Griffin', 'Biology', 4),\n",
       " ('Nicholas Denysenko', 'Theology', 4),\n",
       " ('Andrew Rohm', 'Business', 4),\n",
       " ('Casey Shoop', 'English', 4),\n",
       " ('Elizabeth Barr', 'English', 4),\n",
       " ('Thomas Ward', 'Philosophy', 4),\n",
       " ('Hannah Dow', 'English', 4),\n",
       " ('Thomas Buckley', 'History', 4),\n",
       " ('Selene Zander', 'Spanish', 4),\n",
       " ('Isaac Speer', 'Sociology', 4),\n",
       " ('Mikael Kreuzriegler', 'Film & Television', 4),\n",
       " ('Stacy Sinclair', 'Education', 4),\n",
       " ('Veronika Harder', 'Economics', 4),\n",
       " ('Christopher Chien', 'English', 4),\n",
       " ('Ali Dehghan', 'Marketing', 4),\n",
       " ('Marilyn McLaughlin', 'Dance', 4),\n",
       " ('Alexa Bolton', 'English', 4),\n",
       " ('Sergio Gaudio', 'Physics', 4),\n",
       " ('Bryan Miller', 'Communication Studies', 4),\n",
       " ('Benjamin Finck', 'Chemistry', 4),\n",
       " ('Liza Taylor', 'Political Science', 4),\n",
       " ('Mark Lucas', 'Finance', 4),\n",
       " ('Mahmoud Salari', 'Economics', 4),\n",
       " ('Shane Andrews', 'Communication Studies', 4),\n",
       " ('Stefan Bradley', 'African-American Studies', 4),\n",
       " ('Dallas King', 'Film & Television', 4),\n",
       " ('Margaret Oberman', 'Film & Television', 4),\n",
       " ('Michael Moore', 'Accounting', 4),\n",
       " ('Clark Zhu', 'Film', 4),\n",
       " ('Cody Brown', 'Political Science', 4),\n",
       " ('Taryn Vanderhoop', 'Dance', 4),\n",
       " ('Konstantin Platanov', 'Economics', 4),\n",
       " ('Marc Pitre', 'Film & Television', 4),\n",
       " ('Dan Watanabe', 'Film amp Television', 4),\n",
       " ('Anthony Menendez', 'Accounting', 4),\n",
       " ('Mary McCusker', 'Theater', 4),\n",
       " ('Catharine Christof', 'Theater', 4),\n",
       " ('Matthew Dewey', 'Communication Studies', 4),\n",
       " ('Lauren Wilson', 'Film & Television', 4),\n",
       " ('Pauline Ebert', 'German', 4),\n",
       " ('Brendan Smith', 'Mechanical Engineering', 4),\n",
       " ('Christopher SooHoo', 'Art & Art History', 4),\n",
       " ('Elizabeth Dewey', 'Film & Television', 4),\n",
       " ('James Sadler', 'History', 4),\n",
       " ('Mitch Rufca', 'Business', 4),\n",
       " ('Thomas Ford', 'Environmental Science', 4),\n",
       " ('Frank Sheppard', 'Theater', 4),\n",
       " ('Laura Smyth', 'Dance', 4),\n",
       " ('Elizabeth Quinn', 'Film & Television', 4),\n",
       " ('Kimberly Moekle', 'English', 4),\n",
       " ('Sara Simpson', 'Psychology', 4),\n",
       " ('Dee Filecia', 'Political Science', 4),\n",
       " ('Jessica Martinez-Tebbel', \"Women's Studies\", 4),\n",
       " ('Tyler Edmiston', 'Computer Science', 4),\n",
       " ('Simon Aihiokhai', 'Theological Studies', 4),\n",
       " ('Robert Caro', 'English', 3),\n",
       " ('Laurie Beyer', 'Education', 3),\n",
       " ('Peter Soto', 'Film', 3),\n",
       " ('Kathy Baur', 'Animation', 3),\n",
       " ('Maureen Schaukowitch', 'Education', 3),\n",
       " ('Ken Simmonds', 'Accounting', 3),\n",
       " ('Bill Sanders', 'Marketing', 3),\n",
       " ('Carolyn Brooks', 'Education', 3),\n",
       " ('Thomas Mueller', 'Art & Art History', 3),\n",
       " ('Christine Nangle', 'Communication Studies', 3),\n",
       " ('Alecia Molezion', 'Communication Studies', 3),\n",
       " ('Joshua Hayes', 'Philosophy', 3),\n",
       " ('Gregory Canillas', 'Psychology', 3),\n",
       " ('Sonja Kemp', 'Business', 3),\n",
       " ('Victor Polanco', 'American Studies', 3),\n",
       " ('Jane Yamashiro', 'Sociology', 3),\n",
       " ('Laura Diaz', 'English', 3),\n",
       " ('Nicole Morris', 'English', 3),\n",
       " ('Susie Woo', 'American Studies', 3),\n",
       " ('Don Schroeder', 'Film & Television', 3),\n",
       " ('Joseph Pak', 'Philosophy', 3),\n",
       " ('Rozy Vig', 'Mathematics', 3),\n",
       " ('Candice Nicolas', 'French', 3),\n",
       " ('Lucia Singer', 'Communication Studies', 3),\n",
       " ('Janna Goebel', 'English', 3),\n",
       " ('Julie Cohen', 'History', 3),\n",
       " ('Gabrielle Shulman', 'English', 3),\n",
       " ('Paul Keller', 'Theological Studies', 3),\n",
       " ('Eric Saulnier', 'History', 3),\n",
       " ('Nicole Valenzuela', 'Biology', 3),\n",
       " ('Chiara Sulprizio', 'Archaeology', 3),\n",
       " ('Cody Packard', 'Psychology', 3),\n",
       " ('Arthur Kiureghian', 'Business Law', 3),\n",
       " ('Benjamin Yeo', 'Computer Information Systems', 3),\n",
       " ('Judith Williams', 'Biology', 3),\n",
       " ('Elizabeth Quiros-Loe', 'Theological Studies', 3),\n",
       " ('Kofi Yankey', 'Economics', 3),\n",
       " ('Michael Levi', 'Health Sciences', 3),\n",
       " ('Robert Burgos', 'Film & Television', 3),\n",
       " ('Tim Huffman', 'Communication Studies', 3),\n",
       " ('Amy Nielsen', 'Chemistry', 3),\n",
       " ('Eric Taylor', 'Communication Studies', 3),\n",
       " ('Julia Gosart', 'American Studies', 3),\n",
       " ('Rosalio Cedillo', 'Sociology', 3),\n",
       " ('Shane Acker', 'Film', 3),\n",
       " ('Deborah Novak', 'Health Sciences', 3),\n",
       " ('Taylor Holbrook', 'Liberal Studies', 3),\n",
       " ('Amanda Beer', 'Psychology', 3),\n",
       " ('Ian McDonald', 'English', 3),\n",
       " ('Alice Taylor', 'Political Science', 3),\n",
       " ('Helen Kim', 'Education', 3),\n",
       " ('David Pinzur', 'Sociology', 3),\n",
       " ('Daniel Manchala', 'Computer Science', 3),\n",
       " ('John Becker', 'Theology', 3),\n",
       " ('Ai Li', 'Philosophy', 3),\n",
       " ('Alex Wong', 'Computer Science', 3),\n",
       " ('David Idol', 'Greek', 3),\n",
       " ('Matthew Dillon', 'Classics', 3),\n",
       " ('Samuel Beckelhymer', 'Greek', 3),\n",
       " ('Ronnie Clark', 'Theater', 3),\n",
       " ('Aaron Smith', 'Music', 3),\n",
       " ('June Duarte', 'Dance', 3),\n",
       " ('Sami Siegelbaum', 'Art  Art History', 3),\n",
       " ('Stacey Cabaj', 'Theater', 3),\n",
       " ('Sarah Mitchell', 'Chemistry', 3),\n",
       " ('Mavis Rode', 'Dance', 3),\n",
       " ('Joseph Hellige', 'Psychology', 3),\n",
       " ('Yves Vendes', 'Philosophy', 3),\n",
       " ('Brenda Nicolas', 'Chicano Studies', 3),\n",
       " ('Corinna Laughlin', 'Communication Studies', 3),\n",
       " ('Andres Matlock', 'Classics', 3),\n",
       " (\"Walpa D'Mark\", 'Studio Art', 3),\n",
       " ('Gursel Aliyev', 'Economics', 3),\n",
       " ('Miranda Banks', 'Film & Television', 3),\n",
       " ('Leena Hingnikar', 'Business Law', 3),\n",
       " ('Mandy Korpusik', 'Computer Science', 3),\n",
       " ('Amber Bratcher-Covino', 'Biology', 3),\n",
       " ('Abran Padilla', 'Business', 3),\n",
       " ('Ian Moore', 'Philosophy', 3),\n",
       " ('Ingrid Greene', 'Management', 3),\n",
       " ('Rosanna Lu', 'Theology', 3),\n",
       " ('Charles Erven', 'Theater', 3),\n",
       " ('Au Vo', 'Computer Information Systems', 3),\n",
       " ('Gregory Ruzzin', 'Film amp Television', 3),\n",
       " ('Klaus Shipman', 'Film & Television', 3),\n",
       " ('T.J. Harper', 'Music', 3),\n",
       " ('Peter Ferguson', 'Electrical Engineering', 3),\n",
       " ('Sandibel Borges', \"Women's Studies\", 3),\n",
       " ('Rochelle Webb', 'Entrepreneurship', 3),\n",
       " ('Barbara Busse', 'Communication Studies', 2),\n",
       " ('Debbie Davis', 'Education', 2),\n",
       " ('Slobodan Sijan', 'Film & Television', 2),\n",
       " ('Michael Domaguing', 'Marketing', 2),\n",
       " ('Keith Ellison', 'Natural Sciences', 2),\n",
       " ('Teresa Romero', 'History', 2),\n",
       " ('Susan Abelein', 'Education', 2),\n",
       " ('Dan Kennedy', 'Classics', 2),\n",
       " ('Phil Pannell', 'Education', 2),\n",
       " ('Karen Hawkins', 'Education', 2),\n",
       " ('Phil Wander', 'Communication Studies', 2),\n",
       " ('Simon Karmarker', 'Management', 2),\n",
       " ('Helen Alatorre', 'Education', 2),\n",
       " ('Diane Fiello', 'Education', 2),\n",
       " ('Warren Wright', 'Mathematics', 2),\n",
       " ('Maral Reyes', 'Education', 2),\n",
       " ('Tania Fleischer', 'Music', 2),\n",
       " ('Steve Michaud', 'Business', 2),\n",
       " ('Emily Scherberth', 'Communication Studies', 2),\n",
       " ('James Carroll', 'Management', 2),\n",
       " ('David Matheson', 'Business', 2),\n",
       " ('Lynell George', 'English', 2),\n",
       " ('Ramona Wright', 'Communication Studies', 2),\n",
       " ('Kathleen Foy', 'Philosophy', 2),\n",
       " ('Patrick Doyle', 'Psychology', 2),\n",
       " ('Lorne Platt', 'Urban Studies', 2),\n",
       " ('James Roe', 'Chemistry', 2),\n",
       " ('Thomas Leach', 'Film & Television', 2),\n",
       " ('Dorian Llwelyn', 'Theological Studies', 2),\n",
       " ('Tom Sharp', 'Education', 2),\n",
       " ('Monica Osborne', 'English', 2),\n",
       " ('Catherine Skibo', 'Chemistry', 2),\n",
       " ('Corinna Silva Da Veiga Jardim', 'German', 2),\n",
       " ('Kaci Cooper', 'English', 2),\n",
       " ('Milka Broukhim', 'Studio Art', 2),\n",
       " ('Junyi Liu', 'Asian Pacific American Studies', 2),\n",
       " ('Albertus Laksana', 'Theological Studies', 2),\n",
       " ('Charles Tang', 'Engineering', 2),\n",
       " ('Xandra Kayden', 'Political Science', 2),\n",
       " ('Katelyn Quinley', 'English', 2),\n",
       " ('Dudley Gray', 'Communication Studies', 2),\n",
       " ('Janice Littlejohn', 'English', 2),\n",
       " ('Sheron Mark', 'Environmental Science', 2),\n",
       " ('Sean Hooks', 'English', 2),\n",
       " ('Wesley Dowd', 'Biology', 2),\n",
       " ('Corey Eccles', 'Audio Production', 2),\n",
       " ('Christopher Cobb', 'Engineering', 2),\n",
       " ('Morgan Land', 'Film  Television', 2),\n",
       " ('Timothy Shea', 'Art  Art History', 2),\n",
       " ('Amy Shevitz', 'Theological Studies', 2),\n",
       " ('Robin Johnson', 'Art  Art History', 2),\n",
       " ('Haley Young', 'Computer Science', 2),\n",
       " ('Yvette Saavedra', 'Chicano Studies', 2),\n",
       " ('Raynee Gutting', 'Political Science', 2),\n",
       " ('Donald Kendall', 'Civil Engineering', 2),\n",
       " ('Lisa Upshaw', 'Health Sciences', 2),\n",
       " ...]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "SELECT\n",
    "    Instructor,\n",
    "    Department,\n",
    "    CountRatings\n",
    "FROM rmp_ratings rr\n",
    "ORDER BY CountRatings DESC;"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7ed432a",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "It looks like the Megan Granich has the most reviews in Mathematics. I am guessing she most likely teaches a large lower division class. I am also noticing that there are a lot of BCLA and Seaver teachers in the top 10 highest ratings. This may be due to how many students are attending those colleges. Another reason may be due to how they teach. I would think a controversial teacher would garner more reviews than a teacher who did not stand out."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "79af8179",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Teachers with No Reviews on Rate My Professors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a3fbffbe",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * mysql://admin:***@isba-dev-01.cj5u8akyr9fw.us-east-1.rds.amazonaws.com/RMPproject\n",
      "1 rows affected.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>CountInstructors</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>169</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[(169,)]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "SELECT \n",
    "    COUNT(Instructor) AS CountInstructors\n",
    "FROM rmp_ratings rr\n",
    "WHERE CountRatings = 0;"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2579690",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "### 169 Teachers with no reviews\n",
    "\n",
    "**Why?**\n",
    "\n",
    "- Teachers uploaded by students\n",
    "    - Student deleting review"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "007a9374",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Primary Question"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "280cb40f",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Are there professors on Prowl, but not on Rate My Professor?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b0d0efcb",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * mysql://admin:***@isba-dev-01.cj5u8akyr9fw.us-east-1.rds.amazonaws.com/RMPproject\n",
      "0 rows affected.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "CREATE OR REPLACE VIEW prowl_rmp AS \n",
    "(\n",
    "    SELECT \n",
    "        t.Instructor AS ProwlInstructor,\n",
    "        rr.Instructor AS RMPInstructor,\n",
    "        rr.Rating,\n",
    "        rr.Difficulty\n",
    "    FROM teachers t\n",
    "    LEFT JOIN rmp_ratings rr \n",
    "        ON t.InstructorID = rr.InstructorID\n",
    "    UNION\n",
    "    SELECT \n",
    "        t.Instructor AS ProwlInstructor,\n",
    "        rr.Instructor AS RMPInstructor,\n",
    "        rr.Rating,\n",
    "        rr.Difficulty\n",
    "    FROM teachers t\n",
    "    RIGHT JOIN rmp_ratings rr \n",
    "        ON t.InstructorID = rr.InstructorID\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50207601",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "Using this view, my first query I am interested in looking into is to see how many professors are in RMP, how many are in Prowl, and how many are in Prowl that have a rating. I would also like to include the average rating and difficulty. \n",
    "\n",
    "SQL Features used: Subquery"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "75325736",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * mysql://admin:***@isba-dev-01.cj5u8akyr9fw.us-east-1.rds.amazonaws.com/RMPproject\n",
      "1 rows affected.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>CountRMPInstructors</th>\n",
       "        <th>CountProwlInstructors</th>\n",
       "        <th>CountProwlInRMP</th>\n",
       "        <th>AvgRating</th>\n",
       "        <th>AvgDifficulty</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1396</td>\n",
       "        <td>771</td>\n",
       "        <td>368</td>\n",
       "        <td>3.33</td>\n",
       "        <td>2.52</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[(1396, 771, Decimal('368'), 3.33, 2.52)]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "SELECT\n",
    "    COUNT(RMPInstructor) AS CountRMPInstructors,\n",
    "    COUNT(ProwlInstructor) AS CountProwlInstructors,\n",
    "    (\n",
    "        SELECT\n",
    "            SUM(CASE WHEN ProwlInstructor = RMPInstructor THEN 1 ELSE 0 END) AS ProwlInRMP\n",
    "        FROM prowl_rmp\n",
    "    ) AS CountProwlInRMP,\n",
    "    ROUND(AVG(Rating), 2) AS AvgRating,\n",
    "    ROUND(AVG(Difficulty), 2) AS AvgDifficulty\n",
    "FROM prowl_rmp;"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5cdc1b3a",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "### Insight\n",
    "- Out of 771 professors, only 368 are in RMP\n",
    "- RMP still has 1396 professors...\n",
    "**Rate My Professor needs effective teacher data*\n",
    "- What departments are recieving the most ratings?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94d64d06",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Secondary Questions"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90908af0",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Do Departments with more classes recieve more ratings?\n",
    "- Is there a correlation between certain departments and better ratings?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "6931def2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * mysql://admin:***@isba-dev-01.cj5u8akyr9fw.us-east-1.rds.amazonaws.com/RMPproject\n",
      "63 rows affected.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>Department</th>\n",
       "        <th>Difficulty</th>\n",
       "        <th>Rating</th>\n",
       "        <th>SumOfClasses</th>\n",
       "        <th>SumOfRatings</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>3.4</td>\n",
       "        <td>3.8</td>\n",
       "        <td>55</td>\n",
       "        <td>476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Philosophy</td>\n",
       "        <td>3.5</td>\n",
       "        <td>3.8</td>\n",
       "        <td>33</td>\n",
       "        <td>424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mathematics</td>\n",
       "        <td>2.5</td>\n",
       "        <td>4.1</td>\n",
       "        <td>36</td>\n",
       "        <td>397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Psychology</td>\n",
       "        <td>3.5</td>\n",
       "        <td>3.6</td>\n",
       "        <td>30</td>\n",
       "        <td>387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>History</td>\n",
       "        <td>3.3</td>\n",
       "        <td>3.6</td>\n",
       "        <td>32</td>\n",
       "        <td>345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Economics</td>\n",
       "        <td>4.4</td>\n",
       "        <td>3.3</td>\n",
       "        <td>36</td>\n",
       "        <td>311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Chemistry</td>\n",
       "        <td>3.5</td>\n",
       "        <td>4.6</td>\n",
       "        <td>67</td>\n",
       "        <td>284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Political Science</td>\n",
       "        <td>4.3</td>\n",
       "        <td>3.6</td>\n",
       "        <td>32</td>\n",
       "        <td>283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Business</td>\n",
       "        <td>4.2</td>\n",
       "        <td>3.1</td>\n",
       "        <td>48</td>\n",
       "        <td>273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Theology</td>\n",
       "        <td>2.3</td>\n",
       "        <td>4.9</td>\n",
       "        <td>19</td>\n",
       "        <td>257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>English</td>\n",
       "        <td>2.4</td>\n",
       "        <td>4.9</td>\n",
       "        <td>29</td>\n",
       "        <td>241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Biology</td>\n",
       "        <td>3.4</td>\n",
       "        <td>3.5</td>\n",
       "        <td>103</td>\n",
       "        <td>191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Finance</td>\n",
       "        <td>3.8</td>\n",
       "        <td>3.9</td>\n",
       "        <td>13</td>\n",
       "        <td>139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Accounting</td>\n",
       "        <td>3.5</td>\n",
       "        <td>4.5</td>\n",
       "        <td>21</td>\n",
       "        <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Film</td>\n",
       "        <td>2.3</td>\n",
       "        <td>4.1</td>\n",
       "        <td>26</td>\n",
       "        <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Fine Arts</td>\n",
       "        <td>2.3</td>\n",
       "        <td>4.5</td>\n",
       "        <td>13</td>\n",
       "        <td>105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Theater</td>\n",
       "        <td>1.1</td>\n",
       "        <td>5.0</td>\n",
       "        <td>32</td>\n",
       "        <td>102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>3.7</td>\n",
       "        <td>3.6</td>\n",
       "        <td>44</td>\n",
       "        <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Music</td>\n",
       "        <td>3.3</td>\n",
       "        <td>3.1</td>\n",
       "        <td>85</td>\n",
       "        <td>92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Marketing</td>\n",
       "        <td>3.3</td>\n",
       "        <td>4.8</td>\n",
       "        <td>13</td>\n",
       "        <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>3.5</td>\n",
       "        <td>4.5</td>\n",
       "        <td>65</td>\n",
       "        <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Computer Information Systems</td>\n",
       "        <td>2.5</td>\n",
       "        <td>3.0</td>\n",
       "        <td>10</td>\n",
       "        <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Computer Science</td>\n",
       "        <td>3.9</td>\n",
       "        <td>3.9</td>\n",
       "        <td>15</td>\n",
       "        <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physics</td>\n",
       "        <td>2.9</td>\n",
       "        <td>4.4</td>\n",
       "        <td>14</td>\n",
       "        <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sociology</td>\n",
       "        <td>3.4</td>\n",
       "        <td>3.4</td>\n",
       "        <td>26</td>\n",
       "        <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>American Studies</td>\n",
       "        <td>3.8</td>\n",
       "        <td>3.1</td>\n",
       "        <td>4</td>\n",
       "        <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>International Business</td>\n",
       "        <td>2.8</td>\n",
       "        <td>4.6</td>\n",
       "        <td>2</td>\n",
       "        <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Law</td>\n",
       "        <td>3.6</td>\n",
       "        <td>3.6</td>\n",
       "        <td>1</td>\n",
       "        <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Management</td>\n",
       "        <td>2.3</td>\n",
       "        <td>4.0</td>\n",
       "        <td>8</td>\n",
       "        <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Modern Languages &amp; Literatures</td>\n",
       "        <td>3.5</td>\n",
       "        <td>4.3</td>\n",
       "        <td>7</td>\n",
       "        <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Social Science</td>\n",
       "        <td>2.8</td>\n",
       "        <td>4.0</td>\n",
       "        <td>2</td>\n",
       "        <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Education</td>\n",
       "        <td>3.3</td>\n",
       "        <td>4.9</td>\n",
       "        <td>15</td>\n",
       "        <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Engineering</td>\n",
       "        <td>3.1</td>\n",
       "        <td>4.3</td>\n",
       "        <td>14</td>\n",
       "        <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Business Administration</td>\n",
       "        <td>4.0</td>\n",
       "        <td>2.7</td>\n",
       "        <td>2</td>\n",
       "        <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Languages</td>\n",
       "        <td>3.0</td>\n",
       "        <td>3.7</td>\n",
       "        <td>4</td>\n",
       "        <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Natural Sciences</td>\n",
       "        <td>3.7</td>\n",
       "        <td>4.8</td>\n",
       "        <td>3</td>\n",
       "        <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ethnic Studies</td>\n",
       "        <td>2.4</td>\n",
       "        <td>4.3</td>\n",
       "        <td>2</td>\n",
       "        <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Art History</td>\n",
       "        <td>3.8</td>\n",
       "        <td>3.8</td>\n",
       "        <td>4</td>\n",
       "        <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>African-American Studies</td>\n",
       "        <td>2.3</td>\n",
       "        <td>4.1</td>\n",
       "        <td>17</td>\n",
       "        <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Women</td>\n",
       "        <td>3.7</td>\n",
       "        <td>4.5</td>\n",
       "        <td>2</td>\n",
       "        <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Classics</td>\n",
       "        <td>3.9</td>\n",
       "        <td>3.2</td>\n",
       "        <td>11</td>\n",
       "        <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Entrepreneurship</td>\n",
       "        <td>3.3</td>\n",
       "        <td>4.5</td>\n",
       "        <td>9</td>\n",
       "        <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Information Science</td>\n",
       "        <td>2.5</td>\n",
       "        <td>4.3</td>\n",
       "        <td>2</td>\n",
       "        <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Women&#x27;s Studies</td>\n",
       "        <td>3.9</td>\n",
       "        <td>3.8</td>\n",
       "        <td>11</td>\n",
       "        <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Film  Television</td>\n",
       "        <td>3.2</td>\n",
       "        <td>2.8</td>\n",
       "        <td>11</td>\n",
       "        <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Art &amp; Art History</td>\n",
       "        <td>2.8</td>\n",
       "        <td>4.4</td>\n",
       "        <td>13</td>\n",
       "        <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Religion</td>\n",
       "        <td>3.1</td>\n",
       "        <td>4.5</td>\n",
       "        <td>3</td>\n",
       "        <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Business Law</td>\n",
       "        <td>2.7</td>\n",
       "        <td>4.7</td>\n",
       "        <td>4</td>\n",
       "        <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Chicano Studies</td>\n",
       "        <td>3.6</td>\n",
       "        <td>4.1</td>\n",
       "        <td>7</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Asian Pacific American Studies</td>\n",
       "        <td>3.7</td>\n",
       "        <td>3.9</td>\n",
       "        <td>4</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Environmental Science</td>\n",
       "        <td>3.9</td>\n",
       "        <td>3.2</td>\n",
       "        <td>12</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Film amp Television</td>\n",
       "        <td>2.7</td>\n",
       "        <td>2.7</td>\n",
       "        <td>4</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dance</td>\n",
       "        <td>1.0</td>\n",
       "        <td>3.5</td>\n",
       "        <td>10</td>\n",
       "        <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Audio Production</td>\n",
       "        <td>3.6</td>\n",
       "        <td>4.7</td>\n",
       "        <td>1</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Health Sciences</td>\n",
       "        <td>3.5</td>\n",
       "        <td>4.2</td>\n",
       "        <td>12</td>\n",
       "        <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Civil Engineering</td>\n",
       "        <td>4.4</td>\n",
       "        <td>4.0</td>\n",
       "        <td>2</td>\n",
       "        <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mechanical Engineering</td>\n",
       "        <td>3.5</td>\n",
       "        <td>3.0</td>\n",
       "        <td>3</td>\n",
       "        <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Chinese</td>\n",
       "        <td>3.0</td>\n",
       "        <td>5.0</td>\n",
       "        <td>5</td>\n",
       "        <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>French</td>\n",
       "        <td>3.5</td>\n",
       "        <td>4.5</td>\n",
       "        <td>3</td>\n",
       "        <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Archaeology</td>\n",
       "        <td>3.0</td>\n",
       "        <td>5.0</td>\n",
       "        <td>7</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Art  Art History</td>\n",
       "        <td>2.0</td>\n",
       "        <td>4.0</td>\n",
       "        <td>8</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Animation</td>\n",
       "        <td>0.0</td>\n",
       "        <td>0.0</td>\n",
       "        <td>1</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Pacific &amp; Asian Studies</td>\n",
       "        <td>0.0</td>\n",
       "        <td>0.0</td>\n",
       "        <td>2</td>\n",
       "        <td>0</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[('Communication Studies', 3.4, 3.8, Decimal('55'), Decimal('476')),\n",
       " ('Philosophy', 3.5, 3.8, Decimal('33'), Decimal('424')),\n",
       " ('Mathematics', 2.5, 4.1, Decimal('36'), Decimal('397')),\n",
       " ('Psychology', 3.5, 3.6, Decimal('30'), Decimal('387')),\n",
       " ('History', 3.3, 3.6, Decimal('32'), Decimal('345')),\n",
       " ('Economics', 4.4, 3.3, Decimal('36'), Decimal('311')),\n",
       " ('Chemistry', 3.5, 4.6, Decimal('67'), Decimal('284')),\n",
       " ('Political Science', 4.3, 3.6, Decimal('32'), Decimal('283')),\n",
       " ('Business', 4.2, 3.1, Decimal('48'), Decimal('273')),\n",
       " ('Theology', 2.3, 4.9, Decimal('19'), Decimal('257')),\n",
       " ('English', 2.4, 4.9, Decimal('29'), Decimal('241')),\n",
       " ('Biology', 3.4, 3.5, Decimal('103'), Decimal('191')),\n",
       " ('Finance', 3.8, 3.9, Decimal('13'), Decimal('139')),\n",
       " ('Accounting', 3.5, 4.5, Decimal('21'), Decimal('132')),\n",
       " ('Film', 2.3, 4.1, Decimal('26'), Decimal('129')),\n",
       " ('Fine Arts', 2.3, 4.5, Decimal('13'), Decimal('105')),\n",
       " ('Theater', 1.1, 5.0, Decimal('32'), Decimal('102')),\n",
       " ('Theological Studies', 3.7, 3.6, Decimal('44'), Decimal('98')),\n",
       " ('Music', 3.3, 3.1, Decimal('85'), Decimal('92')),\n",
       " ('Marketing', 3.3, 4.8, Decimal('13'), Decimal('91')),\n",
       " ('Film & Television', 3.5, 4.5, Decimal('65'), Decimal('88')),\n",
       " ('Computer Information Systems', 2.5, 3.0, Decimal('10'), Decimal('83')),\n",
       " ('Computer Science', 3.9, 3.9, Decimal('15'), Decimal('76')),\n",
       " ('Physics', 2.9, 4.4, Decimal('14'), Decimal('70')),\n",
       " ('Sociology', 3.4, 3.4, Decimal('26'), Decimal('68')),\n",
       " ('American Studies', 3.8, 3.1, Decimal('4'), Decimal('63')),\n",
       " ('International Business', 2.8, 4.6, Decimal('2'), Decimal('62')),\n",
       " ('Law', 3.6, 3.6, Decimal('1'), Decimal('60')),\n",
       " ('Management', 2.3, 4.0, Decimal('8'), Decimal('59')),\n",
       " ('Modern Languages & Literatures', 3.5, 4.3, Decimal('7'), Decimal('52')),\n",
       " ('Social Science', 2.8, 4.0, Decimal('2'), Decimal('50')),\n",
       " ('Education', 3.3, 4.9, Decimal('15'), Decimal('45')),\n",
       " ('Engineering', 3.1, 4.3, Decimal('14'), Decimal('43')),\n",
       " ('Business Administration', 4.0, 2.7, Decimal('2'), Decimal('42')),\n",
       " ('Languages', 3.0, 3.7, Decimal('4'), Decimal('41')),\n",
       " ('Natural Sciences', 3.7, 4.8, Decimal('3'), Decimal('40')),\n",
       " ('Ethnic Studies', 2.4, 4.3, Decimal('2'), Decimal('37')),\n",
       " ('Art History', 3.8, 3.8, Decimal('4'), Decimal('36')),\n",
       " ('African-American Studies', 2.3, 4.1, Decimal('17'), Decimal('34')),\n",
       " ('Women', 3.7, 4.5, Decimal('2'), Decimal('31')),\n",
       " ('Classics', 3.9, 3.2, Decimal('11'), Decimal('28')),\n",
       " ('Entrepreneurship', 3.3, 4.5, Decimal('9'), Decimal('28')),\n",
       " ('Information Science', 2.5, 4.3, Decimal('2'), Decimal('28')),\n",
       " (\"Women's Studies\", 3.9, 3.8, Decimal('11'), Decimal('28')),\n",
       " ('Film  Television', 3.2, 2.8, Decimal('11'), Decimal('24')),\n",
       " ('Art & Art History', 2.8, 4.4, Decimal('13'), Decimal('23')),\n",
       " ('Religion', 3.1, 4.5, Decimal('3'), Decimal('21')),\n",
       " ('Business Law', 2.7, 4.7, Decimal('4'), Decimal('21')),\n",
       " ('Chicano Studies', 3.6, 4.1, Decimal('7'), Decimal('18')),\n",
       " ('Asian Pacific American Studies', 3.7, 3.9, Decimal('4'), Decimal('15')),\n",
       " ('Environmental Science', 3.9, 3.2, Decimal('12'), Decimal('14')),\n",
       " ('Film amp Television', 2.7, 2.7, Decimal('4'), Decimal('14')),\n",
       " ('Dance', 1.0, 3.5, Decimal('10'), Decimal('11')),\n",
       " ('Audio Production', 3.6, 4.7, Decimal('1'), Decimal('10')),\n",
       " ('Health Sciences', 3.5, 4.2, Decimal('12'), Decimal('9')),\n",
       " ('Civil Engineering', 4.4, 4.0, Decimal('2'), Decimal('5')),\n",
       " ('Mechanical Engineering', 3.5, 3.0, Decimal('3'), Decimal('4')),\n",
       " ('Chinese', 3.0, 5.0, Decimal('5'), Decimal('3')),\n",
       " ('French', 3.5, 4.5, Decimal('3'), Decimal('2')),\n",
       " ('Archaeology', 3.0, 5.0, Decimal('7'), Decimal('1')),\n",
       " ('Art  Art History', 2.0, 4.0, Decimal('8'), Decimal('1')),\n",
       " ('Animation', 0.0, 0.0, Decimal('1'), Decimal('0')),\n",
       " ('Pacific & Asian Studies', 0.0, 0.0, Decimal('2'), Decimal('0'))]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "WITH InstructorClasses AS (\n",
    "    SELECT\n",
    "        t.InstructorID,\n",
    "        t.Instructor,\n",
    "        rr.Department,\n",
    "        rr.Difficulty,\n",
    "        rr.Rating,\n",
    "        COUNT(c.Title) AS CountClasses,\n",
    "        rr.CountRatings\n",
    "    FROM rmp_ratings rr\n",
    "    RIGHT JOIN teachers t \n",
    "        ON rr.InstructorID = t.InstructorID\n",
    "    RIGHT JOIN classes c\n",
    "        ON t.InstructorID = c.InstructorID\n",
    "    GROUP BY Instructor\n",
    "    ORDER BY rr.CountRatings DESC, rr.Rating DESC, Difficulty ASC\n",
    ")\n",
    "SELECT\n",
    "    Department,\n",
    "    Difficulty,\n",
    "    Rating,\n",
    "    SUM(CountClasses) AS SumOfClasses,\n",
    "    SUM(CountRatings) AS SumOfRatings\n",
    "FROM InstructorClasses\n",
    "WHERE Department != 'None'\n",
    "GROUP BY Department\n",
    "ORDER BY SumOfRatings DESC;"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "476d47b2",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "- Less classes relate to less ratings\n",
    "- Market to majors with many students to increase views and clicks"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a604cdf",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### What percentage of WouldRetake is available for each department?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "e782885d",
   "metadata": {
    "scrolled": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * mysql://admin:***@isba-dev-01.cj5u8akyr9fw.us-east-1.rds.amazonaws.com/RMPproject\n",
      "80 rows affected.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>Department</th>\n",
       "        <th>TotalNotNull</th>\n",
       "        <th>TotalNull</th>\n",
       "        <th>PercentNotNull</th>\n",
       "        <th>RankNotNull</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Communication Studies</td>\n",
       "        <td>43</td>\n",
       "        <td>27</td>\n",
       "        <td>61.43</td>\n",
       "        <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>English</td>\n",
       "        <td>41</td>\n",
       "        <td>62</td>\n",
       "        <td>39.81</td>\n",
       "        <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Business</td>\n",
       "        <td>40</td>\n",
       "        <td>15</td>\n",
       "        <td>72.73</td>\n",
       "        <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Film &amp; Television</td>\n",
       "        <td>40</td>\n",
       "        <td>21</td>\n",
       "        <td>65.57</td>\n",
       "        <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Philosophy</td>\n",
       "        <td>40</td>\n",
       "        <td>28</td>\n",
       "        <td>58.82</td>\n",
       "        <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>History</td>\n",
       "        <td>32</td>\n",
       "        <td>27</td>\n",
       "        <td>54.24</td>\n",
       "        <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Psychology</td>\n",
       "        <td>30</td>\n",
       "        <td>18</td>\n",
       "        <td>62.50</td>\n",
       "        <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Theater</td>\n",
       "        <td>30</td>\n",
       "        <td>14</td>\n",
       "        <td>68.18</td>\n",
       "        <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Economics</td>\n",
       "        <td>30</td>\n",
       "        <td>12</td>\n",
       "        <td>71.43</td>\n",
       "        <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Theology</td>\n",
       "        <td>30</td>\n",
       "        <td>12</td>\n",
       "        <td>71.43</td>\n",
       "        <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mathematics</td>\n",
       "        <td>30</td>\n",
       "        <td>32</td>\n",
       "        <td>48.39</td>\n",
       "        <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Political Science</td>\n",
       "        <td>29</td>\n",
       "        <td>14</td>\n",
       "        <td>67.44</td>\n",
       "        <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Theological Studies</td>\n",
       "        <td>28</td>\n",
       "        <td>16</td>\n",
       "        <td>63.64</td>\n",
       "        <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Biology</td>\n",
       "        <td>25</td>\n",
       "        <td>10</td>\n",
       "        <td>71.43</td>\n",
       "        <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Education</td>\n",
       "        <td>22</td>\n",
       "        <td>39</td>\n",
       "        <td>36.07</td>\n",
       "        <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Film</td>\n",
       "        <td>21</td>\n",
       "        <td>17</td>\n",
       "        <td>55.26</td>\n",
       "        <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Marketing</td>\n",
       "        <td>19</td>\n",
       "        <td>4</td>\n",
       "        <td>82.61</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Accounting</td>\n",
       "        <td>15</td>\n",
       "        <td>9</td>\n",
       "        <td>62.50</td>\n",
       "        <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Chemistry</td>\n",
       "        <td>15</td>\n",
       "        <td>6</td>\n",
       "        <td>71.43</td>\n",
       "        <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Sociology</td>\n",
       "        <td>14</td>\n",
       "        <td>9</td>\n",
       "        <td>60.87</td>\n",
       "        <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Computer Science</td>\n",
       "        <td>13</td>\n",
       "        <td>5</td>\n",
       "        <td>72.22</td>\n",
       "        <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Music</td>\n",
       "        <td>13</td>\n",
       "        <td>6</td>\n",
       "        <td>68.42</td>\n",
       "        <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Dance</td>\n",
       "        <td>12</td>\n",
       "        <td>9</td>\n",
       "        <td>57.14</td>\n",
       "        <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Physics</td>\n",
       "        <td>12</td>\n",
       "        <td>4</td>\n",
       "        <td>75.00</td>\n",
       "        <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Engineering</td>\n",
       "        <td>12</td>\n",
       "        <td>9</td>\n",
       "        <td>57.14</td>\n",
       "        <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Fine Arts</td>\n",
       "        <td>12</td>\n",
       "        <td>2</td>\n",
       "        <td>85.71</td>\n",
       "        <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Finance</td>\n",
       "        <td>11</td>\n",
       "        <td>3</td>\n",
       "        <td>78.57</td>\n",
       "        <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Art &amp; Art History</td>\n",
       "        <td>11</td>\n",
       "        <td>11</td>\n",
       "        <td>50.00</td>\n",
       "        <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Chicano Studies</td>\n",
       "        <td>9</td>\n",
       "        <td>1</td>\n",
       "        <td>90.00</td>\n",
       "        <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Film amp Television</td>\n",
       "        <td>8</td>\n",
       "        <td>1</td>\n",
       "        <td>88.89</td>\n",
       "        <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Business Law</td>\n",
       "        <td>8</td>\n",
       "        <td>3</td>\n",
       "        <td>72.73</td>\n",
       "        <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Computer Information Systems</td>\n",
       "        <td>7</td>\n",
       "        <td>1</td>\n",
       "        <td>87.50</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Women&#x27;s Studies</td>\n",
       "        <td>7</td>\n",
       "        <td>5</td>\n",
       "        <td>58.33</td>\n",
       "        <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>African-American Studies</td>\n",
       "        <td>7</td>\n",
       "        <td>5</td>\n",
       "        <td>58.33</td>\n",
       "        <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Management</td>\n",
       "        <td>7</td>\n",
       "        <td>6</td>\n",
       "        <td>53.85</td>\n",
       "        <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Health Sciences</td>\n",
       "        <td>7</td>\n",
       "        <td>4</td>\n",
       "        <td>63.64</td>\n",
       "        <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Film  Television</td>\n",
       "        <td>6</td>\n",
       "        <td>3</td>\n",
       "        <td>66.67</td>\n",
       "        <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Studio Art</td>\n",
       "        <td>6</td>\n",
       "        <td>3</td>\n",
       "        <td>66.67</td>\n",
       "        <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Art  Art History</td>\n",
       "        <td>6</td>\n",
       "        <td>5</td>\n",
       "        <td>54.55</td>\n",
       "        <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Classics</td>\n",
       "        <td>6</td>\n",
       "        <td>4</td>\n",
       "        <td>60.00</td>\n",
       "        <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Civil Engineering</td>\n",
       "        <td>5</td>\n",
       "        <td>1</td>\n",
       "        <td>83.33</td>\n",
       "        <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Spanish</td>\n",
       "        <td>5</td>\n",
       "        <td>3</td>\n",
       "        <td>62.50</td>\n",
       "        <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>American Studies</td>\n",
       "        <td>5</td>\n",
       "        <td>12</td>\n",
       "        <td>29.41</td>\n",
       "        <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Environmental Science</td>\n",
       "        <td>4</td>\n",
       "        <td>3</td>\n",
       "        <td>57.14</td>\n",
       "        <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Ethnic Studies</td>\n",
       "        <td>4</td>\n",
       "        <td>3</td>\n",
       "        <td>57.14</td>\n",
       "        <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Liberal Studies</td>\n",
       "        <td>4</td>\n",
       "        <td>2</td>\n",
       "        <td>66.67</td>\n",
       "        <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Entrepreneurship</td>\n",
       "        <td>4</td>\n",
       "        <td>2</td>\n",
       "        <td>66.67</td>\n",
       "        <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Asian Pacific American Studies</td>\n",
       "        <td>4</td>\n",
       "        <td>1</td>\n",
       "        <td>80.00</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>French</td>\n",
       "        <td>3</td>\n",
       "        <td>3</td>\n",
       "        <td>50.00</td>\n",
       "        <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Urban Studies</td>\n",
       "        <td>3</td>\n",
       "        <td>3</td>\n",
       "        <td>50.00</td>\n",
       "        <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Languages</td>\n",
       "        <td>3</td>\n",
       "        <td>5</td>\n",
       "        <td>37.50</td>\n",
       "        <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Mechanical Engineering</td>\n",
       "        <td>3</td>\n",
       "        <td>2</td>\n",
       "        <td>60.00</td>\n",
       "        <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Modern Languages &amp; Literatures</td>\n",
       "        <td>3</td>\n",
       "        <td>1</td>\n",
       "        <td>75.00</td>\n",
       "        <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Archaeology</td>\n",
       "        <td>3</td>\n",
       "        <td>1</td>\n",
       "        <td>75.00</td>\n",
       "        <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Greek</td>\n",
       "        <td>3</td>\n",
       "        <td>0</td>\n",
       "        <td>100.00</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>German</td>\n",
       "        <td>2</td>\n",
       "        <td>1</td>\n",
       "        <td>66.67</td>\n",
       "        <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Electrical Engineering</td>\n",
       "        <td>2</td>\n",
       "        <td>0</td>\n",
       "        <td>100.00</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Art</td>\n",
       "        <td>2</td>\n",
       "        <td>0</td>\n",
       "        <td>100.00</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Animation</td>\n",
       "        <td>2</td>\n",
       "        <td>4</td>\n",
       "        <td>33.33</td>\n",
       "        <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Art History</td>\n",
       "        <td>2</td>\n",
       "        <td>5</td>\n",
       "        <td>28.57</td>\n",
       "        <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Natural Sciences</td>\n",
       "        <td>2</td>\n",
       "        <td>6</td>\n",
       "        <td>25.00</td>\n",
       "        <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Chinese</td>\n",
       "        <td>2</td>\n",
       "        <td>0</td>\n",
       "        <td>100.00</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Business Administration</td>\n",
       "        <td>2</td>\n",
       "        <td>2</td>\n",
       "        <td>50.00</td>\n",
       "        <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>International Business</td>\n",
       "        <td>2</td>\n",
       "        <td>0</td>\n",
       "        <td>100.00</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Religion</td>\n",
       "        <td>1</td>\n",
       "        <td>2</td>\n",
       "        <td>33.33</td>\n",
       "        <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Science</td>\n",
       "        <td>1</td>\n",
       "        <td>4</td>\n",
       "        <td>20.00</td>\n",
       "        <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Anthropology</td>\n",
       "        <td>1</td>\n",
       "        <td>0</td>\n",
       "        <td>100.00</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Graphic Arts</td>\n",
       "        <td>1</td>\n",
       "        <td>1</td>\n",
       "        <td>50.00</td>\n",
       "        <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Audio Production</td>\n",
       "        <td>1</td>\n",
       "        <td>1</td>\n",
       "        <td>50.00</td>\n",
       "        <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Social Science</td>\n",
       "        <td>1</td>\n",
       "        <td>0</td>\n",
       "        <td>100.00</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Law</td>\n",
       "        <td>1</td>\n",
       "        <td>0</td>\n",
       "        <td>100.00</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Women</td>\n",
       "        <td>1</td>\n",
       "        <td>0</td>\n",
       "        <td>100.00</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Information Science</td>\n",
       "        <td>1</td>\n",
       "        <td>0</td>\n",
       "        <td>100.00</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Geography</td>\n",
       "        <td>1</td>\n",
       "        <td>0</td>\n",
       "        <td>100.00</td>\n",
       "        <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Not Specified</td>\n",
       "        <td>0</td>\n",
       "        <td>2</td>\n",
       "        <td>0.00</td>\n",
       "        <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Media &amp; Performing Arts</td>\n",
       "        <td>0</td>\n",
       "        <td>1</td>\n",
       "        <td>0.00</td>\n",
       "        <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Aerospace Studies</td>\n",
       "        <td>0</td>\n",
       "        <td>1</td>\n",
       "        <td>0.00</td>\n",
       "        <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Journalism</td>\n",
       "        <td>0</td>\n",
       "        <td>1</td>\n",
       "        <td>0.00</td>\n",
       "        <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Latin</td>\n",
       "        <td>0</td>\n",
       "        <td>1</td>\n",
       "        <td>0.00</td>\n",
       "        <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>Pacific &amp; Asian Studies</td>\n",
       "        <td>0</td>\n",
       "        <td>2</td>\n",
       "        <td>0.00</td>\n",
       "        <td>75</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[('Communication Studies', Decimal('43'), Decimal('27'), Decimal('61.43'), 44),\n",
       " ('English', Decimal('41'), Decimal('62'), Decimal('39.81'), 66),\n",
       " ('Business', Decimal('40'), Decimal('15'), Decimal('72.73'), 23),\n",
       " ('Film & Television', Decimal('40'), Decimal('21'), Decimal('65.57'), 38),\n",
       " ('Philosophy', Decimal('40'), Decimal('28'), Decimal('58.82'), 48),\n",
       " ('History', Decimal('32'), Decimal('27'), Decimal('54.24'), 57),\n",
       " ('Psychology', Decimal('30'), Decimal('18'), Decimal('62.50'), 41),\n",
       " ('Theater', Decimal('30'), Decimal('14'), Decimal('68.18'), 31),\n",
       " ('Economics', Decimal('30'), Decimal('12'), Decimal('71.43'), 26),\n",
       " ('Theology', Decimal('30'), Decimal('12'), Decimal('71.43'), 26),\n",
       " ('Mathematics', Decimal('30'), Decimal('32'), Decimal('48.39'), 65),\n",
       " ('Political Science', Decimal('29'), Decimal('14'), Decimal('67.44'), 32),\n",
       " ('Theological Studies', Decimal('28'), Decimal('16'), Decimal('63.64'), 39),\n",
       " ('Biology', Decimal('25'), Decimal('10'), Decimal('71.43'), 26),\n",
       " ('Education', Decimal('22'), Decimal('39'), Decimal('36.07'), 68),\n",
       " ('Film', Decimal('21'), Decimal('17'), Decimal('55.26'), 55),\n",
       " ('Marketing', Decimal('19'), Decimal('4'), Decimal('82.61'), 17),\n",
       " ('Accounting', Decimal('15'), Decimal('9'), Decimal('62.50'), 41),\n",
       " ('Chemistry', Decimal('15'), Decimal('6'), Decimal('71.43'), 26),\n",
       " ('Sociology', Decimal('14'), Decimal('9'), Decimal('60.87'), 45),\n",
       " ('Computer Science', Decimal('13'), Decimal('5'), Decimal('72.22'), 25),\n",
       " ('Music', Decimal('13'), Decimal('6'), Decimal('68.42'), 30),\n",
       " ('Dance', Decimal('12'), Decimal('9'), Decimal('57.14'), 51),\n",
       " ('Physics', Decimal('12'), Decimal('4'), Decimal('75.00'), 20),\n",
       " ('Engineering', Decimal('12'), Decimal('9'), Decimal('57.14'), 51),\n",
       " ('Fine Arts', Decimal('12'), Decimal('2'), Decimal('85.71'), 15),\n",
       " ('Finance', Decimal('11'), Decimal('3'), Decimal('78.57'), 19),\n",
       " ('Art & Art History', Decimal('11'), Decimal('11'), Decimal('50.00'), 59),\n",
       " ('Chicano Studies', Decimal('9'), Decimal('1'), Decimal('90.00'), 12),\n",
       " ('Film amp Television', Decimal('8'), Decimal('1'), Decimal('88.89'), 13),\n",
       " ('Business Law', Decimal('8'), Decimal('3'), Decimal('72.73'), 23),\n",
       " ('Computer Information Systems', Decimal('7'), Decimal('1'), Decimal('87.50'), 14),\n",
       " (\"Women's Studies\", Decimal('7'), Decimal('5'), Decimal('58.33'), 49),\n",
       " ('African-American Studies', Decimal('7'), Decimal('5'), Decimal('58.33'), 49),\n",
       " ('Management', Decimal('7'), Decimal('6'), Decimal('53.85'), 58),\n",
       " ('Health Sciences', Decimal('7'), Decimal('4'), Decimal('63.64'), 39),\n",
       " ('Film  Television', Decimal('6'), Decimal('3'), Decimal('66.67'), 33),\n",
       " ('Studio Art', Decimal('6'), Decimal('3'), Decimal('66.67'), 33),\n",
       " ('Art  Art History', Decimal('6'), Decimal('5'), Decimal('54.55'), 56),\n",
       " ('Classics', Decimal('6'), Decimal('4'), Decimal('60.00'), 46),\n",
       " ('Civil Engineering', Decimal('5'), Decimal('1'), Decimal('83.33'), 16),\n",
       " ('Spanish', Decimal('5'), Decimal('3'), Decimal('62.50'), 41),\n",
       " ('American Studies', Decimal('5'), Decimal('12'), Decimal('29.41'), 71),\n",
       " ('Environmental Science', Decimal('4'), Decimal('3'), Decimal('57.14'), 51),\n",
       " ('Ethnic Studies', Decimal('4'), Decimal('3'), Decimal('57.14'), 51),\n",
       " ('Liberal Studies', Decimal('4'), Decimal('2'), Decimal('66.67'), 33),\n",
       " ('Entrepreneurship', Decimal('4'), Decimal('2'), Decimal('66.67'), 33),\n",
       " ('Asian Pacific American Studies', Decimal('4'), Decimal('1'), Decimal('80.00'), 18),\n",
       " ('French', Decimal('3'), Decimal('3'), Decimal('50.00'), 59),\n",
       " ('Urban Studies', Decimal('3'), Decimal('3'), Decimal('50.00'), 59),\n",
       " ('Languages', Decimal('3'), Decimal('5'), Decimal('37.50'), 67),\n",
       " ('Mechanical Engineering', Decimal('3'), Decimal('2'), Decimal('60.00'), 46),\n",
       " ('Modern Languages & Literatures', Decimal('3'), Decimal('1'), Decimal('75.00'), 20),\n",
       " ('Archaeology', Decimal('3'), Decimal('1'), Decimal('75.00'), 20),\n",
       " ('Greek', Decimal('3'), Decimal('0'), Decimal('100.00'), 1),\n",
       " ('German', Decimal('2'), Decimal('1'), Decimal('66.67'), 33),\n",
       " ('Electrical Engineering', Decimal('2'), Decimal('0'), Decimal('100.00'), 1),\n",
       " ('Art', Decimal('2'), Decimal('0'), Decimal('100.00'), 1),\n",
       " ('Animation', Decimal('2'), Decimal('4'), Decimal('33.33'), 69),\n",
       " ('Art History', Decimal('2'), Decimal('5'), Decimal('28.57'), 72),\n",
       " ('Natural Sciences', Decimal('2'), Decimal('6'), Decimal('25.00'), 73),\n",
       " ('Chinese', Decimal('2'), Decimal('0'), Decimal('100.00'), 1),\n",
       " ('Business Administration', Decimal('2'), Decimal('2'), Decimal('50.00'), 59),\n",
       " ('International Business', Decimal('2'), Decimal('0'), Decimal('100.00'), 1),\n",
       " ('Religion', Decimal('1'), Decimal('2'), Decimal('33.33'), 69),\n",
       " ('Science', Decimal('1'), Decimal('4'), Decimal('20.00'), 74),\n",
       " ('Anthropology', Decimal('1'), Decimal('0'), Decimal('100.00'), 1),\n",
       " ('Graphic Arts', Decimal('1'), Decimal('1'), Decimal('50.00'), 59),\n",
       " ('Audio Production', Decimal('1'), Decimal('1'), Decimal('50.00'), 59),\n",
       " ('Social Science', Decimal('1'), Decimal('0'), Decimal('100.00'), 1),\n",
       " ('Law', Decimal('1'), Decimal('0'), Decimal('100.00'), 1),\n",
       " ('Women', Decimal('1'), Decimal('0'), Decimal('100.00'), 1),\n",
       " ('Information Science', Decimal('1'), Decimal('0'), Decimal('100.00'), 1),\n",
       " ('Geography', Decimal('1'), Decimal('0'), Decimal('100.00'), 1),\n",
       " ('Not Specified', Decimal('0'), Decimal('2'), Decimal('0.00'), 75),\n",
       " ('Media & Performing Arts', Decimal('0'), Decimal('1'), Decimal('0.00'), 75),\n",
       " ('Aerospace Studies', Decimal('0'), Decimal('1'), Decimal('0.00'), 75),\n",
       " ('Journalism', Decimal('0'), Decimal('1'), Decimal('0.00'), 75),\n",
       " ('Latin', Decimal('0'), Decimal('1'), Decimal('0.00'), 75),\n",
       " ('Pacific & Asian Studies', Decimal('0'), Decimal('2'), Decimal('0.00'), 75)]"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "SELECT\n",
    "    Department,\n",
    "    SUM(CASE WHEN WouldRetake IS NULL THEN 0 ELSE 1 END) AS TotalNotNull,\n",
    "    SUM(CASE WHEN WouldRetake IS NOT NULL THEN 0 ELSE 1 END) AS TotalNull,\n",
    "    ROUND((SUM(CASE WHEN WouldRetake IS NULL THEN 0 ELSE 1 END) / \n",
    "         (SUM(CASE WHEN WouldRetake IS NULL THEN 0 ELSE 1 END) + \n",
    "          SUM(CASE WHEN WouldRetake IS NOT NULL THEN 0 ELSE 1 END)) * 100\n",
    "    ), 2) AS PercentNotNull,\n",
    "    RANK() OVER (\n",
    "        ORDER BY ROUND((SUM(CASE WHEN WouldRetake IS NULL THEN 0 ELSE 1 END) / \n",
    "         (SUM(CASE WHEN WouldRetake IS NULL THEN 0 ELSE 1 END) + \n",
    "          SUM(CASE WHEN WouldRetake IS NOT NULL THEN 0 ELSE 1 END)) * 100\n",
    "    ), 2) DESC) AS RankNotNull\n",
    "FROM\n",
    "    rmp_ratings rr\n",
    "GROUP BY Department\n",
    "ORDER BY SUM(CASE WHEN WouldRetake IS NULL THEN 0 ELSE 1 END) DESC;"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a0463642",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "- There is a large percentage of students who do not fill in the WouldRetake attribute\n",
    "- Rating scale may be difficult to decide on for students\n",
    "- RMP should create teacher pages using data from PROWL"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "892c7c0a",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Okay, so whats the point?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87912cbb",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# 403 Missing Teachers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3147029f",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "Cheddar News' Rate My Professors software is in an interesting position:\n",
    "- Large user base\n",
    "- Significant lack of teachers\n",
    "- Outdated teacher ratings\n",
    "- Competition with Coursicle\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "681a8952",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Recommendation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "85fce874",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "## Student Ambassadors\n",
    "- Legally acquire data from schools\n",
    "- Add all current teachers to Rate My Professors\n",
    "    - Allows students to easily add ratings"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Slideshow",
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}