diff --git a/argument.ipynb b/argument.ipynb
index 4ed27b4..6e9489a 100644
--- a/argument.ipynb
+++ b/argument.ipynb
@@ -13,7 +13,7 @@
    "id": "understanding-numbers",
    "metadata": {},
    "source": [
-    "*✏️ Write 2-3 sentences describing your research.*"
+    "This research examines the relationship between instructors' reported frequencies on focus on developing mathmatical and conceptual models and their reported frequency of using computer-interfacing measurement devices, using course information survey responses that accompany the E-CLASS student data. Understanding this relationship may be able to inform what purposes instructors believe are best suited for using these technologies. Since these are general ratings for the course for the entirety of the semester, it is likely that the granularity is not fine enough to adequately answer this question based on this data alone, but we'll take a look anyways."
    ]
   },
   {
@@ -21,15 +21,17 @@
    "id": "greater-circular",
    "metadata": {},
    "source": [
-    "## Overarching Question: [✏️ PUT YOUR QUESTION HERE ✏️]"
+    "## Overarching Question: How do the reported uses of real-time data visualization devices in physics labs relate to the development of models?"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "appreciated-testimony",
+   "id": "43640d34-8f4b-41c3-bdbd-38dbcf51b5d5",
    "metadata": {},
    "source": [
-    "*✏️ Write 2-3 sentences explaining why this question.*"
+    "The central question is to examine the ways the computer-interfacing measurement devices are used in introductory college physics laboratories, and how they are connected to changes in students' epistemological beliefs and attitudes towards experimentation / laboratory. Computer-interfacing measurement devices are commonly used for collection and visualization of real-time physical data. Most physics instructors accept that these experiences can facilitate the development of both mathematical and conceptual models. However, there have not been many studies which explore the learning processes underlying these assumptions, and learning experiences from the use of these devices in laboratory settings are not well-understood. \n",
+    "\n",
+    "Additionally, a growing body of research has shown that the roles that learners adopt in physics laboratory learning settings are inequitably distributed by gender, with women undertaking more secretarial and management roles and men undertaking more tinkering and experimenting roles. Although how gender may be connected to learners' experiences using computer-interfacing measurment devices is not well documented, it is possible that similar dynamics plague the use of these technologies, and consequently impact how much learners benefit."
    ]
   },
   {
@@ -42,41 +44,772 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "id": "technical-evans",
    "metadata": {},
    "outputs": [],
    "source": [
-    "#Include any import statements you will need\n",
+    "#Import libraries\n",
     "import pandas as pd\n",
-    "import matplotlib.pyplot as plt"
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "id": "overhead-sigma",
    "metadata": {},
    "outputs": [],
    "source": [
     "### 💻 FILL IN YOUR DATASET FILE NAME BELOW 💻 ###\n",
     "\n",
-    "file_name = \"YOUR_DATASET_FILE_NAME.csv\"\n",
-    "dataset_path = \"data/\" + file_name\n",
+    "file_name = \"ECLASS_anon_cis.csv\"\n",
+    "dataset_path = data/ECLASS_anon_cis.csv\n",
+    "#dataset_path = \"data/\" + file_name\n",
     "\n",
-    "df = pd.read_csv(dataset_path)"
+    "df = pd.read_csv(data/ECLASS_anon_cis.csv)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "heated-blade",
+   "execution_count": 8,
+   "id": "f1affbce-2a6e-429b-8a58-c337c6fdcd13",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Q5</th>\n",
+       "      <th>Q52</th>\n",
+       "      <th>Q53</th>\n",
+       "      <th>Q18</th>\n",
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+       "      <th>...</th>\n",
+       "      <th>Q38_4</th>\n",
+       "      <th>Q41</th>\n",
+       "      <th>Q42</th>\n",
+       "      <th>Q43</th>\n",
+       "      <th>StartDate</th>\n",
+       "      <th>anon_instructor_id</th>\n",
+       "      <th>anon_university_id</th>\n",
+       "      <th>ResponseId</th>\n",
+       "      <th>pre_survey_id</th>\n",
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+       "  <tbody>\n",
+       "    <tr>\n",
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+       "      <td>semester</td>\n",
+       "      <td>Fall</td>\n",
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+       "      <td>3</td>\n",
+       "      <td>4 year college</td>\n",
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+       "      <td>Fall</td>\n",
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+       "      <td>First year (introductory) lab</td>\n",
+       "      <td>Calculus-based</td>\n",
+       "      <td>9/3/2016</td>\n",
+       "      <td>Credit for completion (like an assignment)</td>\n",
+       "      <td>600</td>\n",
+       "      <td>37</td>\n",
+       "      <td>PhD granting institution</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>30/07/2016 15:16</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>R_WcbonOUwNhq1aTv</td>\n",
+       "      <td>enXrvYRTHSwaJiR</td>\n",
+       "      <td>3I6hLxNFWEUu5Ex</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>semester</td>\n",
+       "      <td>Fall</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Beyond the first year lab</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>8/22/2016</td>\n",
+       "      <td>Credit for completion (like an assignment)</td>\n",
+       "      <td>23</td>\n",
+       "      <td>1</td>\n",
+       "      <td>PhD granting institution</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Always</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>14/08/2016 20:45</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>R_6QckmxZUXlkQ5z3</td>\n",
+       "      <td>bK2V8FlTDsDGtJX</td>\n",
+       "      <td>bpVIjAwWGMGtekJ</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>semester</td>\n",
+       "      <td>Fall</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>First year (introductory) lab</td>\n",
+       "      <td>Calculus-based</td>\n",
+       "      <td>9/14/2016</td>\n",
+       "      <td>Credit for completion (like an assignment)</td>\n",
+       "      <td>25</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4 year college</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Sometimes</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>15/08/2016 08:32</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>R_31hCg7myirwz5YQ</td>\n",
+       "      <td>bJlVpGxcYoFnxWd</td>\n",
+       "      <td>3vDaZhGQglbcdiR</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>semester</td>\n",
+       "      <td>Fall</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>First year (introductory) lab</td>\n",
+       "      <td>Calculus-based</td>\n",
+       "      <td>9/9/2016</td>\n",
+       "      <td>No incentive</td>\n",
+       "      <td>40</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4 year college</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>16/08/2016 10:39</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>R_2uUuv0cqKVTrZPd</td>\n",
+       "      <td>8elF9Rxw2rrXOvP</td>\n",
+       "      <td>7Vetb0Z6aGRzirH</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 49 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         Q5   Q52  Q53                            Q18             Q27  \\\n",
+       "0  semester  Fall  NaN  First year (introductory) lab  Calculus-based   \n",
+       "1  semester  Fall  NaN  First year (introductory) lab  Calculus-based   \n",
+       "2  semester  Fall  NaN      Beyond the first year lab             NaN   \n",
+       "3  semester  Fall  NaN  First year (introductory) lab  Calculus-based   \n",
+       "4  semester  Fall  NaN  First year (introductory) lab  Calculus-based   \n",
+       "\n",
+       "          Q6                                         Q11  Q19  Q20  \\\n",
+       "0   9/9/2016                                No incentive   55    3   \n",
+       "1   9/3/2016  Credit for completion (like an assignment)  600   37   \n",
+       "2  8/22/2016  Credit for completion (like an assignment)   23    1   \n",
+       "3  9/14/2016  Credit for completion (like an assignment)   25    2   \n",
+       "4   9/9/2016                                No incentive   40    3   \n",
+       "\n",
+       "                        Q15  ...      Q38_4   Q41   Q42   Q43  \\\n",
+       "0            4 year college  ...      Never  11.0  11.0   0.0   \n",
+       "1  PhD granting institution  ...      Never   6.0  12.0   0.0   \n",
+       "2  PhD granting institution  ...     Always   1.0   3.0   3.0   \n",
+       "3            4 year college  ...  Sometimes   7.0   3.0  10.0   \n",
+       "4            4 year college  ...      Never  11.0  11.0   0.0   \n",
+       "\n",
+       "          StartDate anon_instructor_id anon_university_id         ResponseId  \\\n",
+       "0  29/07/2016 09:35                  0                  0  R_9TQGuSY5m31uCgp   \n",
+       "1  30/07/2016 15:16                  1                  1  R_WcbonOUwNhq1aTv   \n",
+       "2  14/08/2016 20:45                  2                  2  R_6QckmxZUXlkQ5z3   \n",
+       "3  15/08/2016 08:32                  3                  3  R_31hCg7myirwz5YQ   \n",
+       "4  16/08/2016 10:39                  0                  0  R_2uUuv0cqKVTrZPd   \n",
+       "\n",
+       "     pre_survey_id   post_survey_id  \n",
+       "0  eb70O8rWoi7TeEl  bdrBNZhS5ctkrtj  \n",
+       "1  enXrvYRTHSwaJiR  3I6hLxNFWEUu5Ex  \n",
+       "2  bK2V8FlTDsDGtJX  bpVIjAwWGMGtekJ  \n",
+       "3  bJlVpGxcYoFnxWd  3vDaZhGQglbcdiR  \n",
+       "4  8elF9Rxw2rrXOvP  7Vetb0Z6aGRzirH  \n",
+       "\n",
+       "[5 rows x 49 columns]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "df.head()"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "1875294d-24d1-4efa-9042-7d9aa75fe41b",
+   "metadata": {},
+   "source": [
+    "## Data Cleaning"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "44855b13-cfb3-429e-8ddb-d356fd63f3d8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Q18</th>\n",
+       "      <th>Q36_1</th>\n",
+       "      <th>Q36_2</th>\n",
+       "      <th>Q37_4</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>First year (introductory) lab</td>\n",
+       "      <td>Rarely</td>\n",
+       "      <td>Rarely</td>\n",
+       "      <td>Always</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>First year (introductory) lab</td>\n",
+       "      <td>Rarely</td>\n",
+       "      <td>Rarely</td>\n",
+       "      <td>Never</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Beyond the first year lab</td>\n",
+       "      <td>Often</td>\n",
+       "      <td>Often</td>\n",
+       "      <td>Often</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>First year (introductory) lab</td>\n",
+       "      <td>Sometimes</td>\n",
+       "      <td>Often</td>\n",
+       "      <td>Sometimes</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>First year (introductory) lab</td>\n",
+       "      <td>Sometimes</td>\n",
+       "      <td>Rarely</td>\n",
+       "      <td>Often</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                             Q18      Q36_1   Q36_2      Q37_4\n",
+       "0  First year (introductory) lab     Rarely  Rarely     Always\n",
+       "1  First year (introductory) lab     Rarely  Rarely      Never\n",
+       "2      Beyond the first year lab      Often   Often      Often\n",
+       "3  First year (introductory) lab  Sometimes   Often  Sometimes\n",
+       "4  First year (introductory) lab  Sometimes  Rarely      Often"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#new dataframe with columns of interest\n",
+    "df_reg_ana = df[['Q18', 'Q36_1', 'Q36_2', 'Q37_4']]\n",
+    "df_reg_ana.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "258dd944-c520-4599-b7a7-a5fff19dc728",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\stacy\\AppData\\Local\\Temp\\ipykernel_33472\\2660362453.py:2: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n",
+      "  df_reg_ana['Q36_1'] = df_reg_ana['Q36_1'].replace({'Never': 1, 'Rarely': 2, 'Sometimes': 3, 'Often': 4, 'Always': 5})\n",
+      "C:\\Users\\stacy\\AppData\\Local\\Temp\\ipykernel_33472\\2660362453.py:2: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df_reg_ana['Q36_1'] = df_reg_ana['Q36_1'].replace({'Never': 1, 'Rarely': 2, 'Sometimes': 3, 'Often': 4, 'Always': 5})\n",
+      "C:\\Users\\stacy\\AppData\\Local\\Temp\\ipykernel_33472\\2660362453.py:3: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n",
+      "  df_reg_ana['Q36_2'] = df_reg_ana['Q36_2'].replace({'Never': 1, 'Rarely': 2, 'Sometimes': 3, 'Often': 4, 'Always': 5})\n",
+      "C:\\Users\\stacy\\AppData\\Local\\Temp\\ipykernel_33472\\2660362453.py:3: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df_reg_ana['Q36_2'] = df_reg_ana['Q36_2'].replace({'Never': 1, 'Rarely': 2, 'Sometimes': 3, 'Often': 4, 'Always': 5})\n",
+      "C:\\Users\\stacy\\AppData\\Local\\Temp\\ipykernel_33472\\2660362453.py:4: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n",
+      "  df_reg_ana['Q37_4'] = df_reg_ana['Q37_4'].replace({'Never': 1, 'Rarely': 2, 'Sometimes': 3, 'Often': 4, 'Always': 5})\n",
+      "C:\\Users\\stacy\\AppData\\Local\\Temp\\ipykernel_33472\\2660362453.py:4: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df_reg_ana['Q37_4'] = df_reg_ana['Q37_4'].replace({'Never': 1, 'Rarely': 2, 'Sometimes': 3, 'Often': 4, 'Always': 5})\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Q18</th>\n",
+       "      <th>Q36_1</th>\n",
+       "      <th>Q36_2</th>\n",
+       "      <th>Q37_4</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>First year (introductory) lab</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>5.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>First year (introductory) lab</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Beyond the first year lab</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>First year (introductory) lab</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>First year (introductory) lab</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                             Q18  Q36_1  Q36_2  Q37_4\n",
+       "0  First year (introductory) lab    2.0    2.0    5.0\n",
+       "1  First year (introductory) lab    2.0    2.0    1.0\n",
+       "2      Beyond the first year lab    4.0    4.0    4.0\n",
+       "3  First year (introductory) lab    3.0    4.0    3.0\n",
+       "4  First year (introductory) lab    3.0    2.0    4.0"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#recode to numerical\n",
+    "df_reg_ana['Q36_1'] = df_reg_ana['Q36_1'].replace({'Never': 1, 'Rarely': 2, 'Sometimes': 3, 'Often': 4, 'Always': 5})\n",
+    "df_reg_ana['Q36_2'] = df_reg_ana['Q36_2'].replace({'Never': 1, 'Rarely': 2, 'Sometimes': 3, 'Often': 4, 'Always': 5})\n",
+    "df_reg_ana['Q37_4'] = df_reg_ana['Q37_4'].replace({'Never': 1, 'Rarely': 2, 'Sometimes': 3, 'Often': 4, 'Always': 5})\n",
+    "df_reg_ana.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "f4c7de1f-dea4-435d-b86a-7a99283919eb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>level</th>\n",
+       "      <th>math_models_freq</th>\n",
+       "      <th>conc_models_freq</th>\n",
+       "      <th>comp_int_freq</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>First year (introductory) lab</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>5.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>First year (introductory) lab</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Beyond the first year lab</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>First year (introductory) lab</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>First year (introductory) lab</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                           level  math_models_freq  conc_models_freq  \\\n",
+       "0  First year (introductory) lab               2.0               2.0   \n",
+       "1  First year (introductory) lab               2.0               2.0   \n",
+       "2      Beyond the first year lab               4.0               4.0   \n",
+       "3  First year (introductory) lab               3.0               4.0   \n",
+       "4  First year (introductory) lab               3.0               2.0   \n",
+       "\n",
+       "   comp_int_freq  \n",
+       "0            5.0  \n",
+       "1            1.0  \n",
+       "2            4.0  \n",
+       "3            3.0  \n",
+       "4            4.0  "
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#rename columns\n",
+    "df_reg_ana = df_reg_ana.rename(columns={'Q18': 'level', 'Q36_1': 'math_models_freq', 'Q36_2': 'conc_models_freq', 'Q37_4': 'comp_int_freq'})\n",
+    "df_reg_ana.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "3855ee16-deff-4572-aafe-4bcd8cc32cde",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\stacy\\AppData\\Local\\Temp\\ipykernel_33472\\4007376843.py:2: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n",
+      "  df_reg_ana['level'] = df_reg_ana['level'].replace({'First year (introductory) lab': 1, 'Beyond the first year lab': 0})\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>level</th>\n",
+       "      <th>math_models_freq</th>\n",
+       "      <th>conc_models_freq</th>\n",
+       "      <th>comp_int_freq</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>5.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   level  math_models_freq  conc_models_freq  comp_int_freq\n",
+       "0      1               2.0               2.0            5.0\n",
+       "1      1               2.0               2.0            1.0\n",
+       "2      0               4.0               4.0            4.0\n",
+       "3      1               3.0               4.0            3.0\n",
+       "4      1               3.0               2.0            4.0"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#recode level (1 = first year, 0 = beyond first year), calc_or_alg (1 = alg, 0 = calc), inst_type (1 = 2y, 2 = 4y, 3 = PhD granting)\n",
+    "df_reg_ana['level'] = df_reg_ana['level'].replace({'First year (introductory) lab': 1, 'Beyond the first year lab': 0})\n",
+    "df_reg_ana.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "89122494-60c3-4230-b292-abec915e0f6c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 494 entries, 0 to 493\n",
+      "Data columns (total 4 columns):\n",
+      " #   Column            Non-Null Count  Dtype  \n",
+      "---  ------            --------------  -----  \n",
+      " 0   level             494 non-null    int64  \n",
+      " 1   math_models_freq  220 non-null    float64\n",
+      " 2   conc_models_freq  220 non-null    float64\n",
+      " 3   comp_int_freq     220 non-null    float64\n",
+      "dtypes: float64(3), int64(1)\n",
+      "memory usage: 15.6 KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df_reg_ana.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "475f73b7-f2a7-45b8-9b1d-6389d8291e96",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Index: 220 entries, 0 to 493\n",
+      "Data columns (total 4 columns):\n",
+      " #   Column            Non-Null Count  Dtype  \n",
+      "---  ------            --------------  -----  \n",
+      " 0   level             220 non-null    int64  \n",
+      " 1   math_models_freq  220 non-null    float64\n",
+      " 2   conc_models_freq  220 non-null    float64\n",
+      " 3   comp_int_freq     220 non-null    float64\n",
+      "dtypes: float64(3), int64(1)\n",
+      "memory usage: 8.6 KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "#drop missing values\n",
+    "df_reg_ana.dropna(inplace=True)\n",
+    "df_reg_ana.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "d16c8ce1-a114-46c3-af02-588dca3a7717",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Index: 93 entries, 2 to 483\n",
+      "Data columns (total 4 columns):\n",
+      " #   Column            Non-Null Count  Dtype  \n",
+      "---  ------            --------------  -----  \n",
+      " 0   level             93 non-null     int64  \n",
+      " 1   math_models_freq  93 non-null     float64\n",
+      " 2   conc_models_freq  93 non-null     float64\n",
+      " 3   comp_int_freq     93 non-null     float64\n",
+      "dtypes: float64(3), int64(1)\n",
+      "memory usage: 3.6 KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "#drop non-introductory lab courses\n",
+    "df_reg_ana = df_reg_ana[df_reg_ana['level'] != 1]\n",
+    "df_reg_ana.info()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "continental-franklin",
@@ -84,7 +817,156 @@
    "source": [
     "**Data Overview**\n",
     "\n",
-    "*✏️ Write 2-3 sentences describing this dataset. Be sure to include where the data comes from and what it contains.*"
+    "The Lewandoski Lab at the University of Colorado Boulder developed and validated the Colorado Learning Attitudes about Science Survey for Experimental Physics (E-CLASS) data collection instrument, and made the dataset publicly accessible and available for additional research use (https://github.com/Lewandowski-Labs-PER/eclass-public/tree/master). This is a well-established Physics Education Research (and Experimental Cold Molecular Physics) lab at an R1 university that has published many studies concerning this and other datasets (https://jila.colorado.edu/lewandowski/publications/scientific/year).\n",
+    "\n",
+    "The course information survey of the E-CLASS contains 494 responses (rows) from instructors (pre-cleaning), for each class they administered the E-CLASS survey to. Columns which will be important to me are Q18 (level of the course), Q36_1 (Modeling - Develop mathematical models for the system being studied), Q36_2 (Modeling - Develop conceptual models for the system being studied), and Q37_4 (Data analysis and visualization - Use computers to interface with measurement devices)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e1561989-c267-413a-9510-c003609f4ca5",
+   "metadata": {},
+   "source": [
+    "## Data Distributions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "7289c0e1-8b9d-4625-aae1-f6abeec4c91d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "level               0.000000\n",
+      "math_models_freq   -0.025612\n",
+      "conc_models_freq    0.019958\n",
+      "comp_int_freq       0.416858\n",
+      "dtype: float64\n"
+     ]
+    }
+   ],
+   "source": [
+    "fischer_kurtosis = df_reg_ana.kurtosis()\n",
+    "print(fischer_kurtosis)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "dc1776a6-c39e-41d4-81a1-8e587ce2842d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "level               0.000000\n",
+      "math_models_freq   -0.202256\n",
+      "conc_models_freq   -0.407829\n",
+      "comp_int_freq      -0.648785\n",
+      "dtype: float64\n"
+     ]
+    }
+   ],
+   "source": [
+    "skewness = df_reg_ana.skew()\n",
+    "print(skewness)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "c6c88247-f676-4101-a24a-96b94b21d644",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: >"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_reg_ana['math_models_freq'].hist(bins=5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "6bf316b7-2d94-445e-9b25-1317cf64fd31",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: >"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_reg_ana['conc_models_freq'].hist(bins=5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "1889f08e-e0cc-4702-9f50-c0ae9dcdf0be",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: >"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_reg_ana['comp_int_freq'].hist(bins=5)"
    ]
   },
   {
@@ -97,12 +979,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 25,
    "id": "basic-canadian",
    "metadata": {},
    "outputs": [],
    "source": [
-    "#Import any helper files you need here"
+    "#Import any helper files you need here\n",
+    "import scipy as sp\n",
+    "import statsmodels.miscmodels.ordinal_model as om\n",
+    "import seaborn as sns"
    ]
   },
   {
@@ -110,7 +995,7 @@
    "id": "recognized-positive",
    "metadata": {},
    "source": [
-    "## First Research Question: [✏️ PUT YOUR QUESTION HERE ✏️]\n"
+    "## First Research Question: Is there a significant relationship between the instructor's rating of mathematical focus frequency in introductory physics labs and the reported frequency of use of computer to interface with measurement devices?"
    ]
   },
   {
@@ -122,17 +1007,17 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "endless-variation",
    "metadata": {},
    "source": [
-    "*Explain how you will approach this research question below. Consider the following:* \n",
-    "  - *Which aspects of the dataset will you use?* \n",
-    "  - *How will you reorganize/store the data?* \n",
-    "  - *What data science tools/functions will you use and why?* \n",
-    "  \n",
-    "✏️ *Write your answer below:*\n",
-    "\n"
+    "I will perform an ordinal regression to model this data (using the Statsmodels library), since the numerical values are derived from a Likert scale, and each point on the scale is ordered but the differences between each of the points are not necessarily equal. The distribution of math_models_freq was approximately normal for (based on -1.0 < kurtosis < 1.0 and -0.5 < skewness < 0.5). The distribution of comp_int_freq is slightly left-skewed, so logit transformation will be used. I will present the answer in a scatterplot (using the Seaborn library) and with ordinal regression statistics.\n",
+    "\n",
+    "I will use math_models_freq and comp_int_freq, which are the instructor-reported frequencies of how often students develop mathematical models for the system being studied and use computers to interface with measurement devices.\r\n",
+    ")\n",
+    "\n",
+    "I cleaned the data by first creating a new dataframe, df_reg_ana, containing just the variables of interest, renaming the columns with more descriptive names, recoding the Likert-scale for the reported frequencies (Never, Rarely, Sometimes, Often, Always) to a 5-point numerical scale (1, 2, 3, 4, 5). Then I dropped missing values and kept only the rows for introductory lab coursive"
    ]
   },
   {
@@ -145,26 +1030,167 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
-   "id": "negative-highlight",
+   "execution_count": 30,
+   "id": "3ccedb81-36bf-4c80-a0f5-5a883662ac8f",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "#######################################################################\n",
-    "### 💻 YOUR WORK GOES HERE TO ANSWER THE FIRST RESEARCH QUESTION 💻 \n",
-    "### \n",
-    "### Your data analysis may include a statistic and/or a data visualization\n",
-    "#######################################################################"
+    "x = df_reg_ana['math_models_freq']\n",
+    "y = df_reg_ana['comp_int_freq']\n",
+    "sns.scatterplot(x=x, y=y, alpha=0.1)\n",
+    "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
-   "id": "victorian-burning",
+   "execution_count": 31,
+   "id": "5f430c68-7a38-4c75-ba09-4ce2e21c27c7",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Optimization terminated successfully.\n",
+      "         Current function value: 1.278472\n",
+      "         Iterations: 199\n",
+      "         Function evaluations: 323\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<table class=\"simpletable\">\n",
+       "<caption>OrderedModel Results</caption>\n",
+       "<tr>\n",
+       "  <th>Dep. Variable:</th>       <td>comp_int_freq</td>   <th>  Log-Likelihood:    </th> <td> -118.90</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Model:</th>               <td>OrderedModel</td>    <th>  AIC:               </th> <td>   247.8</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Method:</th>           <td>Maximum Likelihood</td> <th>  BIC:               </th> <td>   260.5</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Date:</th>              <td>Sat, 07 Dec 2024</td>  <th>                     </th>     <td> </td>   \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Time:</th>                  <td>16:34:52</td>      <th>                     </th>     <td> </td>   \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>No. Observations:</th>       <td>    93</td>       <th>                     </th>     <td> </td>   \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Df Residuals:</th>           <td>    88</td>       <th>                     </th>     <td> </td>   \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Df Model:</th>               <td>     1</td>       <th>                     </th>     <td> </td>   \n",
+       "</tr>\n",
+       "</table>\n",
+       "<table class=\"simpletable\">\n",
+       "<tr>\n",
+       "          <td></td>            <th>coef</th>     <th>std err</th>      <th>z</th>      <th>P>|z|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>math_models_freq</th> <td>    0.1932</td> <td>    0.120</td> <td>    1.608</td> <td> 0.108</td> <td>   -0.042</td> <td>    0.429</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>1.0/2.0</th>          <td>   -1.4304</td> <td>    0.472</td> <td>   -3.034</td> <td> 0.002</td> <td>   -2.355</td> <td>   -0.506</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>2.0/3.0</th>          <td>   -0.3945</td> <td>    0.393</td> <td>   -1.005</td> <td> 0.315</td> <td>   -1.164</td> <td>    0.375</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>3.0/4.0</th>          <td>   -0.0038</td> <td>    0.183</td> <td>   -0.021</td> <td> 0.984</td> <td>   -0.363</td> <td>    0.356</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>4.0/5.0</th>          <td>    0.2176</td> <td>    0.129</td> <td>    1.685</td> <td> 0.092</td> <td>   -0.036</td> <td>    0.471</td>\n",
+       "</tr>\n",
+       "</table>"
+      ],
+      "text/latex": [
+       "\\begin{center}\n",
+       "\\begin{tabular}{lclc}\n",
+       "\\toprule\n",
+       "\\textbf{Dep. Variable:}     &  comp\\_int\\_freq   & \\textbf{  Log-Likelihood:    } &   -118.90   \\\\\n",
+       "\\textbf{Model:}             &    OrderedModel    & \\textbf{  AIC:               } &     247.8   \\\\\n",
+       "\\textbf{Method:}            & Maximum Likelihood & \\textbf{  BIC:               } &     260.5   \\\\\n",
+       "\\textbf{Date:}              &  Sat, 07 Dec 2024  & \\textbf{                     } &             \\\\\n",
+       "\\textbf{Time:}              &      16:34:52      & \\textbf{                     } &             \\\\\n",
+       "\\textbf{No. Observations:}  &           93       & \\textbf{                     } &             \\\\\n",
+       "\\textbf{Df Residuals:}      &           88       & \\textbf{                     } &             \\\\\n",
+       "\\textbf{Df Model:}          &            1       & \\textbf{                     } &             \\\\\n",
+       "\\bottomrule\n",
+       "\\end{tabular}\n",
+       "\\begin{tabular}{lcccccc}\n",
+       "                            & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]}  \\\\\n",
+       "\\midrule\n",
+       "\\textbf{math\\_models\\_freq} &       0.1932  &        0.120     &     1.608  &         0.108        &       -0.042    &        0.429     \\\\\n",
+       "\\textbf{1.0/2.0}            &      -1.4304  &        0.472     &    -3.034  &         0.002        &       -2.355    &       -0.506     \\\\\n",
+       "\\textbf{2.0/3.0}            &      -0.3945  &        0.393     &    -1.005  &         0.315        &       -1.164    &        0.375     \\\\\n",
+       "\\textbf{3.0/4.0}            &      -0.0038  &        0.183     &    -0.021  &         0.984        &       -0.363    &        0.356     \\\\\n",
+       "\\textbf{4.0/5.0}            &       0.2176  &        0.129     &     1.685  &         0.092        &       -0.036    &        0.471     \\\\\n",
+       "\\bottomrule\n",
+       "\\end{tabular}\n",
+       "%\\caption{OrderedModel Results}\n",
+       "\\end{center}"
+      ],
+      "text/plain": [
+       "<class 'statsmodels.iolib.summary.Summary'>\n",
+       "\"\"\"\n",
+       "                             OrderedModel Results                             \n",
+       "==============================================================================\n",
+       "Dep. Variable:          comp_int_freq   Log-Likelihood:                -118.90\n",
+       "Model:                   OrderedModel   AIC:                             247.8\n",
+       "Method:            Maximum Likelihood   BIC:                             260.5\n",
+       "Date:                Sat, 07 Dec 2024                                         \n",
+       "Time:                        16:34:52                                         \n",
+       "No. Observations:                  93                                         \n",
+       "Df Residuals:                      88                                         \n",
+       "Df Model:                           1                                         \n",
+       "====================================================================================\n",
+       "                       coef    std err          z      P>|z|      [0.025      0.975]\n",
+       "------------------------------------------------------------------------------------\n",
+       "math_models_freq     0.1932      0.120      1.608      0.108      -0.042       0.429\n",
+       "1.0/2.0             -1.4304      0.472     -3.034      0.002      -2.355      -0.506\n",
+       "2.0/3.0             -0.3945      0.393     -1.005      0.315      -1.164       0.375\n",
+       "3.0/4.0             -0.0038      0.183     -0.021      0.984      -0.363       0.356\n",
+       "4.0/5.0              0.2176      0.129      1.685      0.092      -0.036       0.471\n",
+       "====================================================================================\n",
+       "\"\"\""
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# 💻 YOU CAN ADD NEW CELLS WITH THE \"+\" BUTTON "
+    "#ordinal regression analysis for math_models_freq and comp_int_freq\n",
+    "X = df_reg_ana[\"math_models_freq\"]\n",
+    "y = df_reg_ana[\"comp_int_freq\"]\n",
+    "model = om.OrderedModel(y, X, dist=\"logit\")\n",
+    "result = model.fit()\n",
+    "result.summary()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3e554d38-cf35-417b-aee3-5228e3bb048f",
+   "metadata": {},
+   "source": [
+    "The coefficient indicates a 0.1932 unit increase in comp_int_freq for a one unit increase in math_models_freq. The P>|z| values indicate the probability of observing a coefficient as extreme as the calculated coefficient, with the threshhold for significance at alpha. Based on alpha of 0.05, the observed relationship is not statistically significant (P>|z| = 0.108)."
    ]
   },
   {
@@ -172,7 +1198,7 @@
    "id": "collectible-puppy",
    "metadata": {},
    "source": [
-    "## Second Research Question: [✏️ PUT YOUR QUESTION HERE ✏️]\n"
+    "## Second Research Question: Is there a significant relationship between the instructor's rating of conceptual focus frequency in introductory physics labs and the reported frequency of use of computer to interface with measurement devices?"
    ]
   },
   {
@@ -188,12 +1214,11 @@
    "id": "incorporate-roller",
    "metadata": {},
    "source": [
-    "*Explain how you will approach this research question below. Consider the following:* \n",
-    "  - *Which aspects of the dataset will you use?* \n",
-    "  - *How will you reorganize/store the data?* \n",
-    "  - *What data science tools/functions will you use and why?* \n",
+    "I will perform an ordinal regression to model this data (using the Statsmodels library), since the numerical values are derived from a Likert scale, and each point on the scale is ordered but the differences between each of the points are not necessarily equal. The distribution of conc_models_freq was approximately normal for (based on -1.0 < kurtosis < 1.0 and -0.5 < skewness < 0.5). The distribution of comp_int_freq is slightly left-skewed, so logit transformation will be used. I will present the answer in a scatterplot (using the Seaborn library) and with ordinal regression statistics.\n",
     "\n",
-    "✏️ *Write your answer below:*\n"
+    "I will use conc_models_freq and comp_int_freq, which are the instructor-reported frequencies of how often students develop conceptual models for the system being studied and use computers to interface with measurement devices.\n",
+    "\n",
+    "I cleaned the data by first creating a new dataframe, df_reg_ana, containing just the variables of interest, renaming the columns with more descriptive names, recoding the Likert-scale for the reported frequencies (Never, Rarely, Sometimes, Often, Always) to a 5-point numerical scale (1, 2, 3, 4, 5). Then I dropped missing values and kept only the rows for introductory lab courses."
    ]
   },
   {
@@ -206,26 +1231,167 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
-   "id": "pursuant-surrey",
+   "execution_count": 37,
+   "id": "e4496366-5aec-4ab1-8425-a19099a808df",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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wFMINAACwFMINAACwlCBPVtq/f7/bfZOTk1ttW7p0qZYuXaqjR49KkpKSkvTMM89o8uTJLfbPycnRbbfd1mx5QUGBhg4d6nZNAADAujwKN9ddd51sNlubfYwxstlsqq+vb7VP37599eKLL2rQoEGSpDVr1uiuu+5Sfn6+kpKSWl2vsLBQERERrue9e/fu4AgAAIBVeRRuXn/9dc2bN08/+tGPlJKSIknatWuXfvnLX+rnP/+5Ro8e7dbrTJ06tcnzF154QUuXLtXu3bvbDDcxMTHq2bOnJ6UDAACL8yjc/PSnP9WSJUs0ZcoU17Lk5GQlJCTo6aef1gcffNDh16yvr9cf//hHVVVVuQJTa0aPHq3z589r+PDh+n//7/+1uKsKAAB8OXkUbg4cOKDExMRmyxMTE/Xxxx93+LVSUlJ0/vx5de/eXRs2bNDw4cNb7BsXF6fly5drzJgxcjqdWrdunVJTU5WTk6MJEya0+h5Op1NOp9P13OFwdKhGAADgP2zGGNPRla6//noNGzZMK1euVGhoqKQLAeLhhx9WQUGB9u7d6/Zr1dTU6Pjx4zpz5oyys7P1u9/9Trm5ua0GnEtNnTpVNptNGzdubLXPc889p4ULFzZbXlFR0eTYHQAA4LscDociIyPb/f32KNz84x//0NSpU9XQ0KBRo0ZJkj788EPZbDb95S9/0Q033OBx4XfccYeuueYavfLKK271f+GFF5SVlaWCgoJW+7S05SYhIYFwAwCAH3E33Hi0W+qGG25QUVGRsrKydOjQIRljdO+99+o73/mOwsPDPS5aunCW1cVBpD35+fmKi4trs4/dbpfdbr+sugAAgH/wKNxIUrdu3fToo49e1ps/9dRTmjx5shISEnT27FmtX79eOTk5evPNNyVJGRkZKikp0dq1ayVJixcv1oABA5SUlKSamhplZWUpOztb2dnZl1UHAACwDo/Dzbp16/TKK6/o008/1a5du9S/f3+99NJLGjhwoO666y63XuPzzz/XAw88oNLSUkVGRio5OVlvvvmmvva1r0mSSktLdfz4cVf/mpoazZs3TyUlJQoLC1NSUpI2b97c5KwtAADw5ebRMTdLly7VM888o8cff1zPP/+8Dh48qIEDB2r16tVas2aNtm/f3hW1dhp399kBAADf4e7vt0f3lvrNb36jFStW6Cc/+YmCgv6z8Wfs2LE6cOCAJy8JAADQKTwKN0VFRS1ehdhut6uqquqyiwIAAPCUR+EmMTFR+/bta7b8r3/9q9vXpwEAAOgKHh1Q/KMf/UizZ8/W+fPnZYzRP/7xD/3hD39QZmamfve733V2jQAAAG7zKNw89NBDqqur0/z581VdXa3vfOc7uvrqq/XrX/9a9913X2fXCAAA4LYOh5u6ujq99tprmjp1qmbOnKkTJ06ooaFBMTExXVEfAABAh3T4mJugoCD94Ac/cF1F+KqrriLYAAAAn+HRAcVf+cpXlJ+f39m1AAAAXDaPjrmZNWuWnnzySf3rX//SmDFjmt1PKjk5uVOKAwAA6CiPrlAcENB8g4/NZpMxRjabTfX19Z1SXFfhCsUAAPifLr0reFFRkceFAQAAdCW3w83111+vd955R1FRUVqzZo3mzZunbt26dWVtAAAAHeb2AcUFBQWuWyssXLhQlZWVXVYUAACAp9zecnPdddfpoYce0s033yxjjBYtWqTu3bu32PeZZ57ptAIBAAA6wu0DigsLC/Xss8/qyJEj2rt3r4YPH97kjuCuF7TZtHfv3k4vtDNxQDEAAP7H3d9vj8+WKisr89uL9xFuAADwP+7+fnt0ET93b7dw5513qrS01JO3AAAA8IhH4cZdO3bs0Llz57ryLQAAAJro0nADAABwpRFuAACApRBuAACApRBuAACApRBuAACApXgUbnbs2KG6urpmy+vq6rRjxw7X86eeekq9evXyvDoAAIAO8ugifoGBgSotLW12rZuTJ08qJiZG9fX1nVZgV+AifgAA+J8uvYifMUY2m63Z8pMnTyo8PNyTlwQAAOgUbt84U5LuueceSRfuHzVjxgzZ7XZXW319vfbv368bb7yxcysEAADogA6Fm8jISEkXttz06NFDYWFhrraQkBCNHz9eM2fO7NwKAQAAOqBD4ebVV1+VJA0YMEDz5s1jFxQAAPA5Hh1Q7O84oBgAAP/TpQcUf/7553rggQcUHx+voKAgBQYGNnkAAAB4S4d2SzWaMWOGjh8/rqefflpxcXEtnjnljqVLl2rp0qU6evSoJCkpKUnPPPOMJk+e3Oo6ubm5Sk9P18GDBxUfH6/58+crLS3No/cHAADW41G4ee+99/Tuu+/quuuuu6w379u3r1588UUNGjRIkrRmzRrdddddys/PV1JSUrP+RUVFmjJlimbOnKmsrCzt3LlTs2bNUu/evTVt2rTLqgWoqK7Vp184dL62QaHBARrYO0KR3YK9XRY64FRljQ5/fkbVtQ3qFhygwbE91at7iLfLgpvKTp3T/pJTqqqpU3hIkJKv7qU+vcLaXxE+o/J8nYpPVup8XYNCgwKUEN1d3UM9ihqXxaNjboYPH67XXntNo0eP7vSCevXqpV/84hd65JFHmrUtWLBAGzduVEFBgWtZWlqaPvzwQ+3atcvt9+CYG1zqcJlDe46eVG3Df5YFB0jjBkRrcB/+H/EHH5ec0XuHv5Cz4T9fafYAm24e3FvDr+7pvcLgln98Uq7NB8p0tuY/F4HtERKoO0f20Q2DYtpYE77i2IlKHSg5o7qLvkeDAqSRV/dU/6u6d8p7dOkxN4sXL9aPf/xj1+6kzlBfX6/169erqqpKKSkpLfbZtWuXJk6c2GTZpEmTlJeXp9ra2k6rBV8uFdW1zYKNJNU2SHuOnlRFNf9v+bpTlTXNgo0kORuM3jv8hU5V1nipMrij7NS5ZsFGks7W1GvzgTKVnTrnpcrgrsrzdc2CjSTVNUgHSs6o8nzzWzZ1JY+2Fd17772qrq7WNddco27duik4uOmm+1OnTrn9WgcOHFBKSorOnz+v7t27a8OGDRo+fHiLfcvKyhQbG9tkWWxsrOrq6nTixAnFxcW1uJ7T6ZTT6XQ9dzgcbtcH6/v0C0ezYNOotuFC++j+0Ve2KHTI4c/PNAs2jZwNRoc/P6OvdOevf1+1v+RUs2DT6GxNvfaXnFKfXldf4arQEcUnK5sFm0Z1DRfah13BLagehZvFixd3WgFDhgzRvn37dObMGWVnZ2v69OnKzc1tNeBcevBy4161tg5qzszM1MKFCzutZljL+daSjZvt8L7qduaovXZ4V1VN23/Vt9cO7zvfWrJxs72zeRRupk+f3mkFhISEuA4oHjt2rPbs2aNf//rXeuWVV5r17dOnj8rKyposKy8vV1BQkKKjW//LOiMjQ+np6a7nDodDCQkJnTQC+LvQ4Lb3zrbXDu/r1s4ctdcO7woPafunqL12eF9oUDvfo+20dza33+3iXTkOh6PNx+UwxjTZhXSxlJQUbdu2rcmyrVu3auzYsc12jV3MbrcrIiKiyQNoNLB3hFr77QsOuNAO3zY4tqfsAS1vvbUH2DQ4tueVLQgdknx1L/UIafkaaT1CApV8da8rXBE6KiG6u1rLL0EBF9qvJLfDTVRUlMrLyyVJPXv2VFRUVLNH43J3PfXUU3r33Xd19OhRHThwQD/5yU+Uk5Oj+++/X9KFLS4PPvigq39aWpqOHTum9PR0FRQUaNWqVVq5cqXmzZvn9nsCl4rsFqxxA6KbBZzGs6U4Hdz39eoeopsH924WcBrPluJ0cN/Wp1eY7hzZp1nAaTxbitPBfV/30CCNvLpns4DTeLbUlT4d3O13+9vf/qZevS6k5+3bt3fKmzde6bi0tFSRkZFKTk7Wm2++qa997WuSpNLSUh0/ftzVPzExUVu2bNETTzyhl19+WfHx8VqyZAnXuMFlG9wnQjERYVznxo8Nv7qn+kR24zo3fuqGQTHq16sH17nxY/2v6q7o7qH+e50bd82aNUv/+7//q6uuuqqr3sIjXOcGAAD/06XXuXFXVlYWp10DAIArqkvDzZfwhuMAAMDLOD8SAABYCuEGAABYCuEGAABYCuEGAABYSpeGm+9+97ucag0AAK4oj6+sc/r0aa1cuVIFBQWy2WwaOnSoHn74YdeF/iRp6dKlnVIkAACAuzzacpObm6vExEQtWbJEp0+f1qlTp/Sb3/xGiYmJys3N7ewaAQAA3ObRFYpHjBihG2+8UUuXLlVg4IV7gdTX12vWrFnauXOnPvroo04vtDNxhWIAAPxPl16h+MiRI3ryySddwUaSAgMDlZ6eriNHjnjykgAAAJ3Co3Bz/fXXq6CgoNnygoICXXfddZdbEwAAgMc8OqB4zpw5mjt3rj755BONHz9ekrR79269/PLLevHFF7V//35X3+Tk5M6pFAAAwA0eHXMTEND2Bh+bzSZjjGw2m+rr6z0urqtwzA0AAP7H3d9vj7bcFBUVeVwYAABAV/Io3PTv37+z6wAAAOgUHl/Er6SkRDt37lR5ebkaGhqatM2ZM+eyCwMAAPCER+Hm1VdfVVpamkJCQhQdHS2bzeZqs9lshBsAAOA1Hh1QnJCQoLS0NGVkZLR7cLEv4oBiAAD8T5dexK+6ulr33XefXwYbAABgbR6lk0ceeUR//OMfO7sWAACAy+bRbqn6+np9/etf17lz5zRy5EgFBwc3af/Vr37VaQV2BXZLAQDgf7r0Ojc//elP9dZbb2nIkCGS1OyAYgAAAG/xKNz86le/0qpVqzRjxoxOLgcAAODyeHTMjd1u10033dTZtQAAAFw2j8LN3Llz9Zvf/KazawEAALhsHu2W+sc//qG//e1v+stf/qKkpKRmBxS//vrrnVIcAABAR3kUbnr27Kl77rmns2sBAAC4bB7ffgEAAMAXeXzjTEn64osvVFhYKJvNpmuvvVa9e/furLoAAAA84tEBxVVVVXr44YcVFxenCRMm6JZbblF8fLweeeQRVVdXd3aNAAAAbvMo3KSnpys3N1ebNm3SmTNndObMGf35z39Wbm6unnzySbdfJzMzU+PGjVOPHj0UExOju+++W4WFhW2uk5OTI5vN1uxx6NAhT4YCAAAsxqPdUtnZ2frTn/6kr371q65lU6ZMUVhYmL71rW9p6dKlbr1Obm6uZs+erXHjxqmurk4/+clPNHHiRH388ccKDw9vc93CwsIml15mlxgAAJA8DDfV1dWKjY1ttjwmJqZDu6XefPPNJs9fffVVxcTE6IMPPtCECRPaXDcmJkY9e/Z0+70AAMCXg0e7pVJSUvTss8/q/PnzrmXnzp3TwoULlZKS4nExFRUVkqRevXq123f06NGKi4tTamqqtm/f7vF7AgAAa/Foy83ixYs1efJk9e3bV6NGjZLNZtO+fftkt9u1detWjwoxxig9PV0333yzRowY0Wq/uLg4LV++XGPGjJHT6dS6deuUmpqqnJycVrf2OJ1OOZ1O13OHw+FRjQAAwPfZjDHGkxXPnTunrKwsHTp0SMYYDR8+XPfff7/CwsI8KmT27NnavHmz3nvvPfXt27dD606dOlU2m00bN25ssf25557TwoULmy1v75bpAADAdzgcDkVGRrb7++1RuMnMzFRsbKwefvjhJstXrVqlL774QgsWLOjQ6z322GN64403tGPHDiUmJna0HL3wwgvKyspSQUFBi+0tbblJSEgg3AAA4EfcDTceHXPzyiuvaOjQoc2WJyUladmyZW6/jjFGP/zhD/X666/rb3/7m0fBRpLy8/MVFxfXarvdbldERESTBwAAsCaPjrkpKytrMUz07t1bpaWlbr/O7Nmz9fvf/15//vOf1aNHD5WVlUmSIiMjXbu3MjIyVFJSorVr10q6cLzPgAEDlJSUpJqaGmVlZSk7O1vZ2dmeDAUAAFiMR+EmISFBO3fubLalZefOnYqPj3f7dRqvh3Px9XKkC6eEz5gxQ5JUWlqq48ePu9pqamo0b948lZSUKCwsTElJSdq8ebOmTJniyVAAAIDFeBRuvve97+nxxx9XbW2tbr/9dknSO++8o/nz53foCsXuHO6zevXqJs/nz5+v+fPnd6heAADw5eFRuJk/f75OnTqlWbNmqaamRpIUGhqqBQsWKCMjo1MLBAAA6AiPTwWXpMrKShUUFCgsLEyDBw+W3W7vzNq6jLtHWwMAAN/h7u+3R1tuGnXv3l3jxo27nJcAAADoVB6dCg4AAOCrCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSvBpuMjMzNW7cOPXo0UMxMTG6++67VVhY2O56ubm5GjNmjEJDQzVw4EAtW7bsClQLAAD8gVfDTW5urmbPnq3du3dr27Ztqqur08SJE1VVVdXqOkVFRZoyZYpuueUW5efn66mnntKcOXOUnZ19BSuHFdXUNais4pxKTlWrrOKcauoavF0SOqi+wejs+Vo5qmt19nyt6huMt0tCB/AZ9H++8hm0GWN85tP/xRdfKCYmRrm5uZowYUKLfRYsWKCNGzeqoKDAtSwtLU0ffvihdu3a5db7OBwORUZGqqKiQhEREZ1SO/zb6coafVZxThd/GGyS4iPDFNU9xFtloQPO1dTLcb622fKI0GCFhQR6oSJ0BJ9B/3clPoPu/n771DE3FRUVkqRevXq12mfXrl2aOHFik2WTJk1SXl6eamub/6MC7ampa2j2pSpJRtJn/PXoF+obTItfqpLkYAuOz+Mz6P987TPoM+HGGKP09HTdfPPNGjFiRKv9ysrKFBsb22RZbGys6urqdOLEiRbXcTqdcjgcTR5Ao1NVzmZfqo3Mv9vh26pr6i6rHd7FZ9D/+dpn0GfCzQ9/+EPt379ff/jDH9rta7PZmjxv3LN26fJGmZmZioyMdD0SEhIuv2BYRn19239RtNcO7zPt/GHfXju8i8+g//O1z6BPhJvHHntMGzdu1Pbt29W3b982+/bp00dlZWVNlpWXlysoKEjR0dEtrpORkaGKigrXo7i4uNNqh/8LDGw5FLvbDu+ztfNN1l47vIvPoP/ztc9g0JV9u6aMMXrssce0YcMG5eTkKDExsd11UlJStGnTpibLtm7dqrFjxyo4OLjFdex2u+x2e6fUDOvpFW7XycqaFjeL2/7dDt/WLSRI1TX1bbbDd/EZ9H++9hn06t8zs2fPVlZWln7/+9+rR48eKisrU1lZmc6dO+fqk5GRoQcffND1PC0tTceOHVN6eroKCgq0atUqrVy5UvPmzfPGEGABIUEBio8M06V/GzaeqRESxJ/9vi4wwKaI0Jb/uIkIDVZgAH/5+zI+g/7P1z6DXj0VvLVjZF599VXNmDFDkjRjxgwdPXpUOTk5rvbc3Fw98cQTOnjwoOLj47VgwQKlpaW5/b6cCo6W1NQ16FSVU/X1RoGBNvUKt/Ol6mfqG4yqa+pkGi5sBu8WEkSw8SN8Bv1fV38G3f399qnr3FwphBsAAPyPX17nBgAA4HIRbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKV4Ndzs2LFDU6dOVXx8vGw2m9544402++fk5MhmszV7HDp06MoUDAAAfF6QN9+8qqpKo0aN0kMPPaRp06a5vV5hYaEiIiJcz3v37t0V5QEAAD/k1XAzefJkTZ48ucPrxcTEqGfPnp1fEAAA8Ht+eczN6NGjFRcXp9TUVG3fvt3b5QAAAB/i1S03HRUXF6fly5drzJgxcjqdWrdunVJTU5WTk6MJEya0up7T6ZTT6XQ9dzgcV6JcAADgBX4VboYMGaIhQ4a4nqekpKi4uFiLFi1qM9xkZmZq4cKFV6JEAADgZX65W+pi48eP1+HDh9vsk5GRoYqKCtejuLj4ClUHAACuNL/actOS/Px8xcXFtdnHbrfLbrdfoYoAAIA3eTXcVFZW6pNPPnE9Lyoq0r59+9SrVy/169dPGRkZKikp0dq1ayVJixcv1oABA5SUlKSamhplZWUpOztb2dnZ3hoCAADwMV4NN3l5ebrttttcz9PT0yVJ06dP1+rVq1VaWqrjx4+72mtqajRv3jyVlJQoLCxMSUlJ2rx5s6ZMmXLFawcAAL7JZowx3i7iSnM4HIqMjFRFRUWTiwECAADf5e7vt98fUAwAAHAxwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUr4abHTt2aOrUqYqPj5fNZtMbb7zR7jq5ubkaM2aMQkNDNXDgQC1btqzrCwUAAH7Dq+GmqqpKo0aN0m9/+1u3+hcVFWnKlCm65ZZblJ+fr6eeekpz5sxRdnZ2F1cKAOhqNXUNKqs4p5JT1SqrOKeaugZvlwQ/FeTNN588ebImT57sdv9ly5apX79+Wrx4sSRp2LBhysvL06JFizRt2rQuqhIA0NVOV9bos4pzMhctO1lZo/jIMEV1D/FaXfBPfnXMza5duzRx4sQmyyZNmqS8vDzV1tZ6qSoAwOWoqWtoFmwkyUj6jC048IBfhZuysjLFxsY2WRYbG6u6ujqdOHGi1fWcTqccDkeTBwDAN5yqcjYLNo3Mv9uBjvCrcCNJNputyXNjTIvLL5aZmanIyEjXIyEhoUtrBAC4r76+tWjjXjtwKb8KN3369FFZWVmTZeXl5QoKClJ0dHSr62VkZKiiosL1KC4u7upSAQBuCgxs/Y9Td9qBS3n1gOKOSklJ0aZNm5os27p1q8aOHavg4OBW17Pb7bLb7V1dHgDAA73C7TpZWdPirinbv9uBjvDqlpvKykrt27dP+/btk3ThVO99+/bp+PHjki5scXnwwQdd/dPS0nTs2DGlp6eroKBAq1at0sqVKzVv3jxvlA8A6AQhQQGKjwzTpdtnbJLiI8MUEuRXOxngA7y65SYvL0+33Xab63l6erokafr06Vq9erVKS0tdQUeSEhMTtWXLFj3xxBN6+eWXFR8fryVLlnAaOAD4uajuIQoPDdKpKqfq640CA23qFW4n2MAjNtN4RO6XiMPhUGRkpCoqKhQREeHtcgAAgBvc/f0mEgMAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEvxq7uCd5bGO044HA4vVwIAANzV+Lvd3p2jvpTh5uzZs5KkhIQEL1cCAAA66uzZs4qMjGy1/Ut548yGhgZ99tln6tGjh2w2W6e9rsPhUEJCgoqLiy15Q06rj0+y/hitPj7J+mNkfP7P6mPsyvEZY3T27FnFx8crIKD1I2u+lFtuAgIC1Ldv3y57/YiICEv+D9vI6uOTrD9Gq49Psv4YGZ//s/oYu2p8bW2xacQBxQAAwFIINwAAwFIIN53Ibrfr2Wefld1u93YpXcLq45OsP0arj0+y/hgZn/+z+hh9YXxfygOKAQCAdbHlBgAAWArhBgAAWArhBgAAWArhpgN27NihqVOnKj4+XjabTW+88Ua76+Tm5mrMmDEKDQ3VwIEDtWzZsq4v1EMdHV9OTo5sNluzx6FDh65MwR2UmZmpcePGqUePHoqJidHdd9+twsLCdtfzlzn0ZHz+NodLly5VcnKy6/oZKSkp+utf/9rmOv4yf1LHx+dv83epzMxM2Ww2Pf74423286c5vJg74/O3OXzuueea1dqnT5821/HG/BFuOqCqqkqjRo3Sb3/7W7f6FxUVacqUKbrllluUn5+vp556SnPmzFF2dnYXV+qZjo6vUWFhoUpLS12PwYMHd1GFlyc3N1ezZ8/W7t27tW3bNtXV1WnixImqqqpqdR1/mkNPxtfIX+awb9++evHFF5WXl6e8vDzdfvvtuuuuu3Tw4MEW+/vT/EkdH18jf5m/i+3Zs0fLly9XcnJym/38bQ4buTu+Rv40h0lJSU1qPXDgQKt9vTZ/Bh6RZDZs2NBmn/nz55uhQ4c2Wfb973/fjB8/vgsr6xzujG/79u1Gkjl9+vQVqamzlZeXG0kmNze31T7+PIfujM/f59AYY6Kioszvfve7Ftv8ef4atTU+f52/s2fPmsGDB5tt27aZW2+91cydO7fVvv44hx0Zn7/N4bPPPmtGjRrldn9vzR9bbrrQrl27NHHixCbLJk2apLy8PNXW1nqpqs43evRoxcXFKTU1Vdu3b/d2OW6rqKiQJPXq1avVPv48h+6Mr5E/zmF9fb3Wr1+vqqoqpaSktNjHn+fPnfE18rf5mz17tu68807dcccd7fb1xznsyPga+dMcHj58WPHx8UpMTNR9992nTz/9tNW+3pq/L+W9pa6UsrIyxcbGNlkWGxururo6nThxQnFxcV6qrHPExcVp+fLlGjNmjJxOp9atW6fU1FTl5ORowoQJ3i6vTcYYpaen6+abb9aIESNa7eevc+ju+PxxDg8cOKCUlBSdP39e3bt314YNGzR8+PAW+/rj/HVkfP44f+vXr9fevXu1Z88et/r72xx2dHz+Nodf+cpXtHbtWl177bX6/PPP9fzzz+vGG2/UwYMHFR0d3ay/t+aPcNPFLr3ruPn3NRM7827k3jJkyBANGTLE9TwlJUXFxcVatGiRT34oL/bDH/5Q+/fv13vvvdduX3+cQ3fH549zOGTIEO3bt09nzpxRdna2pk+frtzc3FYDgL/NX0fG52/zV1xcrLlz52rr1q0KDQ11ez1/mUNPxudvczh58mTXf48cOVIpKSm65pprtGbNGqWnp7e4jjfmj91SXahPnz4qKytrsqy8vFxBQUEtJlwrGD9+vA4fPuztMtr02GOPaePGjdq+fXu7d4f3xznsyPha4utzGBISokGDBmns2LHKzMzUqFGj9Otf/7rFvv44fx0ZX0t8ef4++OADlZeXa8yYMQoKClJQUJByc3O1ZMkSBQUFqb6+vtk6/jSHnoyvJb48h5cKDw/XyJEjW63XW/PHlpsulJKSok2bNjVZtnXrVo0dO1bBwcFeqqpr5efn+9xm4kbGGD322GPasGGDcnJylJiY2O46/jSHnoyvJb48hy0xxsjpdLbY5k/z15q2xtcSX56/1NTUZmfWPPTQQxo6dKgWLFigwMDAZuv40xx6Mr6W+PIcXsrpdKqgoEC33HJLi+1em78uPVzZYs6ePWvy8/NNfn6+kWR+9atfmfz8fHPs2DFjjDE//vGPzQMPPODq/+mnn5pu3bqZJ554wnz88cdm5cqVJjg42PzpT3/y1hDa1NHxvfTSS2bDhg3mn//8p/noo4/Mj3/8YyPJZGdne2sIbfrBD35gIiMjTU5OjiktLXU9qqurXX38eQ49GZ+/zWFGRobZsWOHKSoqMvv37zdPPfWUCQgIMFu3bjXG+Pf8GdPx8fnb/LXk0rOJ/H0OL9Xe+PxtDp988kmTk5NjPv30U7N7927z9a9/3fTo0cMcPXrUGOM780e46YDGU/YufUyfPt0YY8z06dPNrbfe2mSdnJwcM3r0aBMSEmIGDBhgli5deuULd1NHx/ezn/3MXHPNNSY0NNRERUWZm2++2WzevNk7xbuhpbFJMq+++qqrjz/PoSfj87c5fPjhh03//v1NSEiI6d27t0lNTXX98Bvj3/NnTMfH52/z15JLf/z9fQ4v1d74/G0O7733XhMXF2eCg4NNfHy8ueeee8zBgwdd7b4yf9wVHAAAWAoHFAMAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3ACwvJycHNlsNp05c8btdQYMGKDFixdf9ntXV1dr2rRpioiI6HANADzDjTMBoAutWbNG7777rt5//31dddVVioyM9HZJgOURbgCgCx05ckTDhg3TiBEjWu1TU1OjkJCQK1gVYG3slgIsrqGhQT/72c80aNAg2e129evXTy+88IIk6cCBA7r99tsVFham6OhoPfroo6qsrHStO2PGDN19991atGiR4uLiFB0drdmzZ6u2ttbVx+l0av78+UpISJDdbtfgwYO1cuXKdutq3FX01ltvafTo0QoLC9Ptt9+u8vJy/fWvf9WwYcMUERGhb3/726qurm7yfnPmzFFMTIxCQ0N18803a8+ePU1ee8uWLbr22msVFham2267TUePHm32/u+//74mTJigsLAwJSQkaM6cOaqqqmq13ueee079+vWT3W5XfHy85syZ0+4Yv/rVr+qXv/ylduzYIZvNpq9+9auSLuzyev755zVjxgxFRkZq5syZbtVUXl6uqVOnKiwsTImJiXrttdc6bfcZYCldfmtOAF41f/58ExUVZVavXm0++eQT8+6775oVK1aYqqoq1119Dxw4YN555x2TmJjougu8MRfu8BsREWHS0tJMQUGB2bRpk+nWrZtZvny5q8+3vvUtk5CQYF5//XVz5MgR8/bbb5v169e3W1fjXejHjx9v3nvvPbN3714zaNAgc+utt5qJEyeavXv3mh07dpjo6Gjz4osvutabM2eOiY+PN1u2bDEHDx4006dPN1FRUebkyZPGGGOOHz9u7Ha7mTt3rjl06JDJysoysbGxRpI5ffq0McaY/fv3m+7du5uXXnrJ/POf/zQ7d+40o0ePNjNmzHC9T//+/c1LL71kjDHmj3/8o4mIiDBbtmwxx44dM3//+9+b/Bu05uTJk2bmzJkmJSXFlJaWumrs37+/iYiIML/4xS/M4cOHzeHDh92qafLkyWbEiBHm/fffN3l5eebGG280YWFhrjoBXEC4ASzM4XAYu91uVqxY0axt+fLlJioqylRWVrqWbd682QQEBJiysjJjzIVw079/f1NXV+fq881vftPce++9xhhjCgsLjSSzbdu2DtfWGG7efvtt17LMzEwjyRw5csS17Pvf/76ZNGmSMcaYyspKExwcbF577TVXe01NjYmPjzc///nPjTHGZGRkmGHDhpmGhgZXnwULFjQJNw888IB59NFHm9Tz7rvvmoCAAHPu3DljTNNw88tf/tJce+21pqampsPjnDt3rrn11lubLOvfv7+5++67myxrr6bGf+vdu3e72gsKCowkwg1wCXZLARZWUFAgp9Op1NTUFttGjRql8PBw17KbbrpJDQ0NKiwsdC1LSkpSYGCg63lcXJzKy8slSfv27VNgYKBuvfVWj2tMTk52/XdsbKy6deumgQMHNlnW+H5HjhxRbW2tbrrpJld7cHCwbrjhBhUUFLjGNX78eNlsNleflJSUJu/5wQcfaPXq1erevbvrMWnSJDU0NKioqKhZjd/85jd17tw5DRw4UDNnztSGDRtUV1fn8ZglaezYsR2qqaCgQEFBQU3WGzp0qHr27HlZdQBWxAHFgIWFhYW12maMaRIALnbx8uDg4GZtDQ0N7b6+uy5+fZvN1ub7GWOa1de4vHFZY5+2NDQ06Pvf/36Lx83069ev2bKEhAQVFhZq27ZtevvttzVr1iz94he/UG5ubrN63XVxqHSnpsbA2dqcAfgPttwAFjZ48GCFhYXpnXfeadY2fPhw7du3r8kBqzt37lRAQICuvfZat15/5MiRamhoUG5ubqfV3JZBgwYpJCRE7733nmtZbW2t8vLyNGzYMEkXxrV79+4m6136/Prrr9fBgwc1aNCgZo/WzloKCwvTf//3f2vJkiXKycnRrl27dODAgU4bW3s1DRs2THV1dcrLy3OtU1hYyHVzgBYQbgALCw0N1YIFCzR//nytXbtWR44c0e7du7Vy5Urdf//9Cg0N1fTp0/XRRx9p+/bteuyxx/TAAw8oNjbWrdcfMGCApk+frocfflhvvPGGioqKlJOTo//7v//rkvGEh4frBz/4gX70ox/pzTff1Mcff6yZM2equrpajzzyiCQpLS1NR44cUXp6ugoLC/X73/9eq1evbvI6CxYs0K5duzR79mzt27dPhw8f1saNG/XYY4+1+L6rV6/WypUr9dFHH+nTTz/VunXrFBYWpv79+3fa2NqraciQIfqv//ovzZw5U3//+9/1wQcf6Hvf+16nbD0DrIZwA1jc008/rSeffFLPPPOMhg0bpnvvvVfl5eXq1q2b3nrrLZ06dUrjxo3TN77xDaWmpuq3v/1th15/6dKl+sY3vqFZs2Zp6NChmjlzZpunVF+uF198UdOmTdMDDzyg66+/Xp988oneeustRUVFSbqwCyc7O1ubNm3SqFGjtGzZMv30pz9t8hrJycnKzc3V4cOHdcstt2j06NF6+umnFRcX1+J79uzZUytWrNBNN92k5ORkvfPOO9q0aZOio6M7bVzu1PTqq68qISFBt956q+655x49+uijiomJ6bQaAKuwGXd2UAMAfNKAAQP0+OOP6/HHH/d2KYDPYMsNAACwFMINgC6RlpbW5LTmix9paWneLq9TvPvuu62OsXv37t4uD/jSYrcUgC5RXl4uh8PRYltERIQljhU5d+6cSkpKWm0fNGjQFawGQCPCDQAAsBR2SwEAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEv5/02vyjFlc+hiAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "#######################################################################\n",
-    "### 💻 YOUR WORK GOES HERE TO ANSWER THE SECOND RESEARCH QUESTION 💻 \n",
-    "###\n",
-    "### Your data analysis may include a statistic and/or a data visualization\n",
-    "#######################################################################"
+    "x = df_reg_ana['conc_models_freq']\n",
+    "y = df_reg_ana['comp_int_freq']\n",
+    "sns.scatterplot(x=x, y=y, alpha=0.1)\n",
+    "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
-   "id": "located-night",
+   "execution_count": 38,
+   "id": "fc1b7a33-ae18-47e6-8cd2-b67b6169e6d1",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Optimization terminated successfully.\n",
+      "         Current function value: 1.292302\n",
+      "         Iterations: 147\n",
+      "         Function evaluations: 243\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<table class=\"simpletable\">\n",
+       "<caption>OrderedModel Results</caption>\n",
+       "<tr>\n",
+       "  <th>Dep. Variable:</th>       <td>comp_int_freq</td>   <th>  Log-Likelihood:    </th> <td> -120.18</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Model:</th>               <td>OrderedModel</td>    <th>  AIC:               </th> <td>   250.4</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Method:</th>           <td>Maximum Likelihood</td> <th>  BIC:               </th> <td>   263.0</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Date:</th>              <td>Sat, 07 Dec 2024</td>  <th>                     </th>     <td> </td>   \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Time:</th>                  <td>16:34:53</td>      <th>                     </th>     <td> </td>   \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>No. Observations:</th>       <td>    93</td>       <th>                     </th>     <td> </td>   \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Df Residuals:</th>           <td>    88</td>       <th>                     </th>     <td> </td>   \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Df Model:</th>               <td>     1</td>       <th>                     </th>     <td> </td>   \n",
+       "</tr>\n",
+       "</table>\n",
+       "<table class=\"simpletable\">\n",
+       "<tr>\n",
+       "          <td></td>            <th>coef</th>     <th>std err</th>      <th>z</th>      <th>P>|z|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>conc_models_freq</th> <td>    0.0195</td> <td>    0.131</td> <td>    0.149</td> <td> 0.882</td> <td>   -0.237</td> <td>    0.276</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>1.0/2.0</th>          <td>   -1.9548</td> <td>    0.547</td> <td>   -3.577</td> <td> 0.000</td> <td>   -3.026</td> <td>   -0.884</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>2.0/3.0</th>          <td>   -0.4198</td> <td>    0.395</td> <td>   -1.064</td> <td> 0.287</td> <td>   -1.193</td> <td>    0.353</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>3.0/4.0</th>          <td>   -0.0362</td> <td>    0.183</td> <td>   -0.198</td> <td> 0.843</td> <td>   -0.395</td> <td>    0.323</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>4.0/5.0</th>          <td>    0.2055</td> <td>    0.129</td> <td>    1.590</td> <td> 0.112</td> <td>   -0.048</td> <td>    0.459</td>\n",
+       "</tr>\n",
+       "</table>"
+      ],
+      "text/latex": [
+       "\\begin{center}\n",
+       "\\begin{tabular}{lclc}\n",
+       "\\toprule\n",
+       "\\textbf{Dep. Variable:}     &  comp\\_int\\_freq   & \\textbf{  Log-Likelihood:    } &   -120.18   \\\\\n",
+       "\\textbf{Model:}             &    OrderedModel    & \\textbf{  AIC:               } &     250.4   \\\\\n",
+       "\\textbf{Method:}            & Maximum Likelihood & \\textbf{  BIC:               } &     263.0   \\\\\n",
+       "\\textbf{Date:}              &  Sat, 07 Dec 2024  & \\textbf{                     } &             \\\\\n",
+       "\\textbf{Time:}              &      16:34:53      & \\textbf{                     } &             \\\\\n",
+       "\\textbf{No. Observations:}  &           93       & \\textbf{                     } &             \\\\\n",
+       "\\textbf{Df Residuals:}      &           88       & \\textbf{                     } &             \\\\\n",
+       "\\textbf{Df Model:}          &            1       & \\textbf{                     } &             \\\\\n",
+       "\\bottomrule\n",
+       "\\end{tabular}\n",
+       "\\begin{tabular}{lcccccc}\n",
+       "                            & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]}  \\\\\n",
+       "\\midrule\n",
+       "\\textbf{conc\\_models\\_freq} &       0.0195  &        0.131     &     0.149  &         0.882        &       -0.237    &        0.276     \\\\\n",
+       "\\textbf{1.0/2.0}            &      -1.9548  &        0.547     &    -3.577  &         0.000        &       -3.026    &       -0.884     \\\\\n",
+       "\\textbf{2.0/3.0}            &      -0.4198  &        0.395     &    -1.064  &         0.287        &       -1.193    &        0.353     \\\\\n",
+       "\\textbf{3.0/4.0}            &      -0.0362  &        0.183     &    -0.198  &         0.843        &       -0.395    &        0.323     \\\\\n",
+       "\\textbf{4.0/5.0}            &       0.2055  &        0.129     &     1.590  &         0.112        &       -0.048    &        0.459     \\\\\n",
+       "\\bottomrule\n",
+       "\\end{tabular}\n",
+       "%\\caption{OrderedModel Results}\n",
+       "\\end{center}"
+      ],
+      "text/plain": [
+       "<class 'statsmodels.iolib.summary.Summary'>\n",
+       "\"\"\"\n",
+       "                             OrderedModel Results                             \n",
+       "==============================================================================\n",
+       "Dep. Variable:          comp_int_freq   Log-Likelihood:                -120.18\n",
+       "Model:                   OrderedModel   AIC:                             250.4\n",
+       "Method:            Maximum Likelihood   BIC:                             263.0\n",
+       "Date:                Sat, 07 Dec 2024                                         \n",
+       "Time:                        16:34:53                                         \n",
+       "No. Observations:                  93                                         \n",
+       "Df Residuals:                      88                                         \n",
+       "Df Model:                           1                                         \n",
+       "====================================================================================\n",
+       "                       coef    std err          z      P>|z|      [0.025      0.975]\n",
+       "------------------------------------------------------------------------------------\n",
+       "conc_models_freq     0.0195      0.131      0.149      0.882      -0.237       0.276\n",
+       "1.0/2.0             -1.9548      0.547     -3.577      0.000      -3.026      -0.884\n",
+       "2.0/3.0             -0.4198      0.395     -1.064      0.287      -1.193       0.353\n",
+       "3.0/4.0             -0.0362      0.183     -0.198      0.843      -0.395       0.323\n",
+       "4.0/5.0              0.2055      0.129      1.590      0.112      -0.048       0.459\n",
+       "====================================================================================\n",
+       "\"\"\""
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# 💻 YOU CAN ADD NEW CELLS WITH THE \"+\" BUTTON "
+    "#ordinal regression analysis for conc_models_freq and comp_int_freq\n",
+    "X = df_reg_ana[\"conc_models_freq\"]\n",
+    "y = df_reg_ana[\"comp_int_freq\"]\n",
+    "model = om.OrderedModel(y, X, dist=\"logit\")\n",
+    "result = model.fit()\n",
+    "result.summary()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3fc177af-cd92-494a-b3e0-3bf5d7e7f91b",
+   "metadata": {},
+   "source": [
+    "The coefficient indicates a 0.0195 unit increase in comp_int_freq for a one unit increase in conc_models_freq. The P>|z| values indicate the probability of observing a coefficient as extreme as the calculated coefficient, with the threshhold for significance at alpha. Based on alpha of 0.05, the observed relationship is not statistically significant (P>|z| = 0.882)."
    ]
   },
   {
@@ -251,14 +1417,11 @@
    "id": "bearing-stadium",
    "metadata": {},
    "source": [
-    "*It's important to recognize the limitations of our research.\n",
-    "Consider the following:*\n",
+    "These results indicate that instructor rated frequency of developing neither mathematical nor conceptual models in lab are strong or significant predictors of their use of computers to interface with data collection devices. The research question is probably better answered through interviews (qualitative) or observation or document analysis of laboratory manuals (qualitative or quantitative).\n",
     "\n",
-    "- *Do the results give an accurate depiction of your research question? Why or why not?*\n",
-    "- *What were limitations of your datset?*\n",
-    "- *Are there any known biases in the data?*\n",
+    "The dataset has some limitations, including the construction and validation of the course information survey, which was not validated as part of the student survey for E-CLASS. While some of the items are objective, such as the level and math-basis of the course, the Likert scale used to assess frequency of laboratory instructional choices should have been validated. After cleaning the dataset and omitting rows with missing values, there were only 93 entries included in the analysis.\n",
     "\n",
-    "✏️ *Write your answer below:*"
+    "Self-selection bias is a flaw of this data, as the survey was administered to classes based on the instructor choosing to do so."
    ]
   },
   {
@@ -274,14 +1437,9 @@
    "id": "about-raise",
    "metadata": {},
    "source": [
-    "*Summarize what you discovered through the research. Consider the following:*\n",
+    "I think the results made sense, based on the way the data was collected. I hadn't used this statistical model before (so my execution could also be flawed), and previously I've mainly used linear regression for analysis of interval or continuous data. However, although sometimes linear regression is used for Likert scale data (as many commercial statistical softwares do not have ordinal regression capabilities), it seemed like a better choice to use the ordinal regression model. \n",
     "\n",
-    "- *What did you learn about your media consumption/digital habits?*\n",
-    "- *Did the results make sense?*\n",
-    "- *What was most surprising?*\n",
-    "- *How will this project impact you going forward?*\n",
-    "\n",
-    "✏️ *Write your answer below:*"
+    "Generally, I'm not a huge fan of Likert scale surveys. I would probably not use one in my own research. However, I think it was a good experience to look at this dataset more deeply and do some analysis with it. I'm looking the other side of the data (the student responses to the epistemological items) in another class, and that has been validated so maybe there will be something there."
    ]
   }
  ],
@@ -310,7 +1468,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.7"
+   "version": "3.12.4"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/data/ECLASS_anon_cis.csv b/data/ECLASS_anon_cis.csv
new file mode 100644
index 0000000..3a58f7d
--- /dev/null
+++ b/data/ECLASS_anon_cis.csv
@@ -0,0 +1,495 @@
+Q5,Q52,Q53,Q18,Q27,Q6,Q11,Q19,Q20,Q15,Q21,Q22_1,Q22_2,Q23,Q29,Q33,Q34_1,Q34_2,Q34_3,Q35_1,Q35_2,Q35_3,Q35_4,Q35_5,Q35_6,Q36_1,Q36_2,Q36_3,Q36_4,Q36_5,Q36_6,Q36_7,Q37_1,Q37_2,Q37_3,Q37_4,Q38_1,Q38_2,Q38_3,Q38_4,Q41,Q42,Q43,StartDate,anon_instructor_id,anon_university_id,ResponseId,pre_survey_id,post_survey_id
+semester,Fall,,First year (introductory) lab,Calculus-based,9/9/2016,No incentive,55,3,4 year college,1,3,3,1,Traditional guided labs,Reinforce physics concepts.,Often,Often,Sometimes,Never,Rarely,Never,Sometimes,Sometimes,Always,Rarely,Rarely,Never,Never,Rarely,Sometimes,Rarely,Always,Always,Always,Always,Never,Always,Often,Never,11,11,0,29/07/2016 09:35,0,0,R_9TQGuSY5m31uCgp,eb70O8rWoi7TeEl,bdrBNZhS5ctkrtj
+semester,Fall,,First year (introductory) lab,Calculus-based,9/3/2016,Credit for completion (like an assignment),600,37,PhD granting institution,1,2,0.5,0,Traditional guided labs,Both about equally.,Often,Never,Never,Never,Never,Never,Never,Sometimes,Often,Rarely,Rarely,Never,Never,Often,Never,Sometimes,Often,Often,Always,Never,Never,Always,Never,Never,6,12,0,30/07/2016 15:16,1,1,R_WcbonOUwNhq1aTv,enXrvYRTHSwaJiR,3I6hLxNFWEUu5Ex
+semester,Fall,,Beyond the first year lab,,8/22/2016,Credit for completion (like an assignment),23,1,PhD granting institution,Three,1,3,0,,Both about equally.,Always,Often,Often,Often,Often,Often,Sometimes,Sometimes,Often,Often,Often,Often,Often,Often,Always,Always,Always,Always,Often,Often,Often,Always,Always,Always,1,3,3,14/08/2016 20:45,2,2,R_6QckmxZUXlkQ5z3,bK2V8FlTDsDGtJX,bpVIjAwWGMGtekJ
+semester,Fall,,First year (introductory) lab,Calculus-based,9/14/2016,Credit for completion (like an assignment),25,2,4 year college,1,2,3,0,I.S.L.E. Physics,Develop lab skills.,Sometimes,Often,Often,Sometimes,Often,Often,Always,Often,Always,Sometimes,Often,Sometimes,Often,Often,Often,Sometimes,Sometimes,Rarely,Often,Sometimes,Often,Rarely,Always,Sometimes,7,3,10,15/08/2016 08:32,3,3,R_31hCg7myirwz5YQ,bJlVpGxcYoFnxWd,3vDaZhGQglbcdiR
+semester,Fall,,First year (introductory) lab,Calculus-based,9/9/2016,No incentive,40,3,4 year college,1,3,3,1,Traditional guided labs,Both about equally.,Often,Always,Sometimes,Sometimes,Sometimes,Rarely,Sometimes,Often,Always,Sometimes,Rarely,Never,Never,Sometimes,Often,Sometimes,Always,Always,Always,Often,Sometimes,Always,Always,Never,11,11,0,16/08/2016 10:39,0,0,R_2uUuv0cqKVTrZPd,8elF9Rxw2rrXOvP,7Vetb0Z6aGRzirH
+semester,Fall,,Beyond the first year lab,,9/2/2016,Credit for completion (like an assignment),13,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,16/08/2016 13:27,4,4,R_37xOh7OqTfFbCbr,abLEQgY5UxDcCLb,bKJz0eFCEdQHzQ9
+semester,Fall,,First year (introductory) lab,Algebra-based,9/2/2016,Credit for completion (like an assignment),58,1,4 year college,2,2.5,3,0,Traditional guided labs,Reinforce physics concepts.,Often,Sometimes,Sometimes,Always,Always,Rarely,Sometimes,Sometimes,Always,Often,Often,Rarely,Sometimes,Often,Sometimes,Sometimes,Always,Sometimes,Often,Often,Never,Always,Often,Never,12,15,12,16/08/2016 13:44,4,4,R_2WGvWpvPNZKiHd1,bCTf7MOZLsN37Yp,54ryWqax6ggzUQl
+semester,Fall,,First year (introductory) lab,Calculus-based,8/30/2016,Credit for completion (like an assignment),800,24,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,16/08/2016 14:45,5,5,R_1LvBDKw9TUbIbar,1HrdYb53ROmIv65,51J9XGlyew6gKm9
+semester,Fall,,First year (introductory) lab,Calculus-based,8/30/2016,Credit for completion (like an assignment),160,5,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,16/08/2016 14:50,5,5,R_Qh4p7sR2SywbbSF,d5LgSYW0TkiR1A1,2gbYev8nQ22aVHn
+semester,Fall,,Beyond the first year lab,,9/7/2016,Credit for completion (like an assignment),28,4,Masters granting institution,1-Feb,4,1,1,,Develop lab skills.,Often,Rarely,Sometimes,Never,Sometimes,Never,Sometimes,Often,Often,Rarely,Rarely,Rarely,Rarely,Never,Often,Sometimes,Always,Always,Always,Rarely,Never,Rarely,Always,Rarely,7,8,8,16/08/2016 14:47,6,6,R_3ISN9YavoDpdUc5,1UeOOjz7PhYeThb,bQrSMgxIQUOtpEF
+semester,Fall,,Beyond the first year lab,,8/30/2016,Credit for completion (like an assignment),11,1,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,16/08/2016 16:38,7,1,R_3kHH9i39v2P1ITD,8hOCt4OwUYeNfdX,3xfZ7O0BCuWJ2AZ
+semester,Fall,,Beyond the first year lab,,8/31/2016,Credit for completion (like an assignment),8,1,4 year college,1,3,0,0,,Both about equally.,Never,Often,Always,Sometimes,Sometimes,Sometimes,Often,Often,Always,Often,Often,Sometimes,Sometimes,Always,Sometimes,Rarely,Often,Often,Always,Often,Sometimes,Sometimes,Often,Rarely,11,10,3,17/08/2016 06:04,8,7,R_DiqlsjowAJzmetP,4PhW32LtdsR0X89,2l562sdQJJ9x7Kd
+semester,Fall,,First year (introductory) lab,Calculus-based,8/29/2016,Credit for completion (like an assignment),83,5,4 year college,1,2,0,0,"Modeling Instruction,I.S.L.E. Physics",Both about equally.,Rarely,Often,Rarely,Rarely,Often,Rarely,Often,Often,Always,Often,Often,Rarely,Rarely,Often,Sometimes,Rarely,Always,Sometimes,Always,Often,Never,Rarely,Always,Never,13,13,0,17/08/2016 06:35,8,7,R_OxlKSKsOWWvHMUF,809GUMDPzQPOwLP,8bQLHxHCPfIkGnX
+semester,Fall,,First year (introductory) lab,Calculus-based,9/14/2016,Credit for completion (like an assignment),14,2,4 year college,1,4,0,0,Traditional guided labs,Reinforce physics concepts.,Always,Often,Sometimes,Rarely,Rarely,Rarely,Sometimes,Sometimes,Always,Sometimes,Often,Sometimes,Sometimes,Sometimes,Rarely,Rarely,Rarely,Never,Always,Always,Never,Never,Sometimes,Never,11,11,0,17/08/2016 07:58,9,8,R_10oNmPnIkdlFMp5,eyDsHrNrxemTQ8d,8GlvNSxMaClAp4F
+semester,Fall,,Beyond the first year lab,,8/22/2016,Credit for completion (like an assignment),23,1,PhD granting institution,3,1,3,0,,Both about equally.,Often,Often,Often,Often,Often,Sometimes,Sometimes,Sometimes,Always,Always,Often,Often,Often,Often,Often,Often,Often,Often,Often,Often,Always,Always,Always,Always,3,3,3,17/08/2016 08:49,2,2,R_1CEdcRJxPGuLa31,3KjhPcqHQ4VBkA5,9tMURkYA3om1qRv
+semester,Fall,,Beyond the first year lab,,8/22/2016,Credit for completion (like an assignment),7,1,PhD granting institution,3,1,3,3,,Both about equally.,Often,Often,Often,Often,Often,Sometimes,Sometimes,Sometimes,Always,Often,Often,Often,Often,Often,Often,Always,Often,Often,Often,Often,Always,Always,Always,Always,1,1,1,17/08/2016 09:13,2,2,R_1jVU3hrYw2vWz9B,ey8eNNo5gw2r7HD,6zhAJN0TcTyJQyh
+semester,Fall,,Beyond the first year lab,,8/31/2016,Credit for completion (like an assignment),7,1,4 year college,1,3,2,4,,Develop lab skills.,Rarely,Sometimes,Often,Sometimes,Often,Sometimes,Often,Always,Always,Sometimes,Often,Sometimes,Sometimes,Sometimes,Often,Sometimes,Often,Often,Always,Always,Often,Always,Always,Often,6,3,12,17/08/2016 10:46,10,9,R_116CinDQzxYYUT4,9MO9pjiWJmNqyBT,2nUBqSsdLC2fnRr
+semester,Fall,,First year (introductory) lab,Calculus-based,8/31/2016,Credit for completion (like an assignment),48,2,4 year college,1,3,3,0,Traditional guided labs,Reinforce physics concepts.,Often,Often,Sometimes,Rarely,Sometimes,Rarely,Sometimes,Rarely,Always,Rarely,Sometimes,Never,Rarely,Sometimes,Rarely,Often,Often,Often,Often,Always,Rarely,Often,Rarely,Never,15,14,1,17/08/2016 10:53,10,9,R_3HvFDbHKWy640el,9vtSewJxE0BNSq9,8Cdrj1PBtKQu9Nz
+semester,Fall,,First year (introductory) lab,Algebra-based,9/18/2016,Extra credit for completion,960,48,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,17/08/2016 09:47,11,10,R_4Uc7jCy1IhNfyZL,a3nPQGzfyHXmy5n,bDSIzgfhcOX1I3z
+semester,Fall,,Beyond the first year lab,,9/18/2016,Extra credit for completion,240,12,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,17/08/2016 13:42,11,10,R_3G0w6zVwslF7qy8,1G1LdYWF1ZE7R9b,5mvciMP5AATWjDn
+semester,Fall,,Beyond the first year lab,,9/11/2016,Extra credit for completion,180,9,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,17/08/2016 13:44,11,10,R_27khulnAwJHOJkm,e99hAJZ52EYLBQ1,bEm488gDGnOeMVn
+semester,Fall,,First year (introductory) lab,Calculus-based,9/2/2016,Credit for completion (like an assignment),83,4,PhD granting institution,1,1,3,0,Traditional guided labs,Reinforce physics concepts.,Often,Rarely,Rarely,Sometimes,Sometimes,Rarely,Sometimes,Sometimes,Often,Often,Rarely,Sometimes,Sometimes,Often,Rarely,Sometimes,Rarely,Rarely,Sometimes,Sometimes,Rarely,Never,Sometimes,Never,5,5,0,18/08/2016 14:04,12,11,R_6PWEJSfRQjwCkgN,3gDhAr1sv6VQObj,dmPKKdQccErlOHX
+semester,Fall,,Beyond the first year lab,,9/2/2016,Extra credit for completion,18,2,4 year college,2,6,3,5,,Both about equally.,Sometimes,Sometimes,Sometimes,Rarely,Sometimes,Never,Sometimes,Often,Always,Always,Always,Rarely,Sometimes,Always,Sometimes,Rarely,Often,Often,Always,Often,Never,Always,Always,Rarely,5,11,0,18/08/2016 14:37,13,12,R_30kOudZYBomT1o3,6V6WlL7CPGRwBNP,5vfjNyuAfKIi0Ch
+quarter,,Fall,First year (introductory) lab,Algebra-based,8/29/2016,Credit for completion (like an assignment),113,3,4 year college,2,2,3.75,0,Traditional guided labs,Both about equally.,Often,Often,Sometimes,Never,Sometimes,Never,Sometimes,Sometimes,Always,Often,Often,Sometimes,Sometimes,Always,Sometimes,Sometimes,Often,Never,Often,Often,Never,Never,Never,Never,9,9,0,22/08/2016 09:36,14,13,R_24IpQcGyFepPH5a,eyZ7HQwHJEU6xEN,cuOAc7H1WTDBsYl
+quarter,,Fall,First year (introductory) lab,Calculus-based,9/5/2016,Credit for completion (like an assignment),40,1,4 year college,1,2,4.75,0,Traditional guided labs,Both about equally.,Always,Always,Often,Rarely,Sometimes,Sometimes,Sometimes,Sometimes,Always,Always,Always,Sometimes,Sometimes,Always,Sometimes,Sometimes,Always,Always,Often,Often,Never,Never,Sometimes,Never,9,9,0,22/08/2016 10:40,14,13,R_velDaFcM5BY4OlP,cOAHGhAoidbcTyJ,8v0OP1fIQydJSXH
+semester,Fall,,Beyond the first year lab,,8/29/2016,Credit for completion (like an assignment),124,6,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,22/08/2016 11:03,15,1,R_2dyzdqtNTaHtOWP,bvDFpkwqYCgd8ah,6zlnZrGABDwOtdb
+semester,Fall,,Beyond the first year lab,,8/29/2016,Credit for completion (like an assignment),58,3,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,22/08/2016 14:44,16,1,R_1OxJaJ9ay8CdkUB,4IWlYrpR57EqJKd,eb8AQTJNYFu3apn
+semester,Fall,,First year (introductory) lab,Algebra-based,9/2/2016,Credit for completion (like an assignment),175,7,PhD granting institution,1,2,3,0,Other,Reinforce physics concepts.,Often,Often,Often,Rarely,Never,Never,Rarely,Sometimes,Always,Often,Often,Often,Often,Often,Never,Never,Never,Never,Always,Always,Never,Never,Never,Never,12,12,0,21/08/2016 21:57,17,14,R_1H5k5LBiyjb9k2F,2sLTaeMe2jGR2q9,9srtlpQmxfITEuF
+semester,Fall,,First year (introductory) lab,Calculus-based,9/2/2016,Credit for completion (like an assignment),200,8,PhD granting institution,1,2,4,0,Other,Reinforce physics concepts.,Often,Always,Often,Never,Never,Never,Never,Rarely,Always,Often,Often,Often,Often,Often,Never,Never,Never,Never,Always,Always,Never,Never,Never,Never,12,12,0,22/08/2016 18:47,17,14,R_3peW7K2uKjh9gLb,cBVqPh7qJ2xStrn,1BJqqRgREg0wHKB
+semester,Fall,,First year (introductory) lab,Calculus-based,9/12/2016,Extra credit for completion,175,14,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23/08/2016 09:16,18,15,R_2PAx0O9T2PLihge,esVd2KJTFCkXQKp,8JrgJgy9c29u6ep
+quarter,,Fall,Beyond the first year lab,,9/1/2016,Credit for completion (like an assignment),13,2,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23/08/2016 09:43,19,13,R_2n6tTu5k49o9e49,7P46Dx03GFD1B2t,1BNVHGwpZqQyVg1
+semester,Fall,,Beyond the first year lab,,9/6/2016,Credit for completion (like an assignment),16,1,PhD granting institution,2,2,2,0,,Both about equally.,Often,Sometimes,Sometimes,Rarely,Rarely,Sometimes,Never,Sometimes,Always,Often,Always,Rarely,Rarely,Often,Never,Rarely,Sometimes,Sometimes,Rarely,Rarely,Never,Often,Always,Never,13,11,2,23/08/2016 13:43,20,16,R_1Qh0pQnqhGTHF8Y,9vncZXVb3wv1y7j,0Iee40jJ6sqSGyx
+semester,Fall,,First year (introductory) lab,Calculus-based,9/13/2016,Credit for completion (like an assignment),500,23,PhD granting institution,2,3,2.5,0,"Traditional guided labs,Modeling Instruction",Both about equally.,Often,Rarely,Rarely,Never,Sometimes,Never,Sometimes,Often,Always,Rarely,Sometimes,Never,Rarely,Sometimes,Rarely,Rarely,Always,Often,Always,Often,Rarely,Always,Rarely,Never,11,10,0,18/08/2016 15:02,21,17,R_3DbhZWhhzisHzxn,3eoLXU7pURpiYUl,5tq1wTtL5PK0rQN
+semester,Fall,,First year (introductory) lab,Calculus-based,9/13/2016,Credit for completion (like an assignment),130,6,PhD granting institution,2,3,2.5,0,"Traditional guided labs,Modeling Instruction",Both about equally.,Often,Often,Sometimes,Never,Often,Sometimes,Often,Often,Always,Sometimes,Sometimes,Rarely,Sometimes,Sometimes,Rarely,Rarely,Always,Often,Always,Often,Rarely,Always,Rarely,Never,11,11,0,24/08/2016 13:28,21,17,R_2Ys1dgtxSIpG5hn,6u0qna9Zt0vLXq5,07Eik2NNeac0sv3
+semester,Fall,,First year (introductory) lab,Calculus-based,9/9/2016,Credit for completion (like an assignment),232,8,4 year college,2,3,3,0,Other,Develop lab skills.,Never,Rarely,Always,Sometimes,Always,Always,Often,Always,Always,Sometimes,Rarely,Often,Rarely,Sometimes,Always,Sometimes,Always,Sometimes,Sometimes,Sometimes,Never,Rarely,Always,Never,10,9,2,25/08/2016 12:17,22,18,R_2ZP6eYNsEaJsykP,eeYSvnfkUTSyqrj,et7ORvAQEH4x5TT
+semester,Fall,,Beyond the first year lab,,8/31/2016,Extra credit for completion,72,7,Masters granting institution,1,2,1.5,0,,Both about equally.,Often,Rarely,Often,Sometimes,Sometimes,Rarely,Rarely,Sometimes,Always,Rarely,Often,Rarely,Rarely,Often,Often,Sometimes,Often,Rarely,Sometimes,Sometimes,Never,Always,Always,Never,9,9,2,25/08/2016 13:34,23,19,R_3PWW8HKlUXGAaZw,2ubLTy9iEamuDrv,di3UzwaJDWjYCLH
+semester,Fall,,First year (introductory) lab,Calculus-based,9/9/2016,Credit for completion (like an assignment),47,2,4 year college,2,3,3,0.25,Traditional guided labs,Reinforce physics concepts.,Often,Often,Sometimes,Often,Often,Often,Sometimes,Often,Always,Rarely,Rarely,Rarely,Sometimes,Often,Rarely,Sometimes,Rarely,Rarely,Often,Often,Never,Never,Always,Never,12,12,0,25/08/2016 20:26,22,18,R_6KbHPg1HM9Lo3zX,78kJrdWfkTjTrc9,5gREU7d354iPoON
+semester,Fall,,Beyond the first year lab,,9/7/2016,Credit for completion (like an assignment),17,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,26/08/2016 14:53,4,4,R_3qrGUCemhvrfpqb,efwJUdiLIuIE0Kh,cXPnXZatRdq8ScR
+semester,Fall,,First year (introductory) lab,Calculus-based,9/5/2016,Credit for completion (like an assignment),21,1,4 year college,1,3,3,0,Traditional guided labs,Both about equally.,Sometimes,Sometimes,Often,Rarely,Sometimes,Never,Rarely,Rarely,Always,Sometimes,Sometimes,Sometimes,Sometimes,Often,Sometimes,Rarely,Always,Always,Often,Often,Rarely,Sometimes,Always,Rarely,13,14,0,29/08/2016 07:15,24,20,R_27sanU47heq1IXZ,3R8ocOPmKq9fAr3,5tfMhgRYWNN7UP3
+semester,Fall,,First year (introductory) lab,Calculus-based,9/5/2016,Extra credit for completion,17,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,29/08/2016 15:29,25,21,R_1BR5hJTWrtbMrde,5o6V88XtTSDEvpX,d1dGKMEW5B9P4QR
+semester,Fall,,First year (introductory) lab,Calculus-based,9/30/2016,Credit for completion (like an assignment),11,1,4 year college,2,2,2,0,"Traditional guided labs,Modeling Instruction",Both about equally.,Often,Often,Often,Sometimes,Often,Sometimes,Rarely,Sometimes,Always,Sometimes,Sometimes,Sometimes,Sometimes,Often,Often,Often,Sometimes,Sometimes,Often,Often,Sometimes,Always,Often,Sometimes,10,11,5,28/08/2016 18:20,26,22,R_3gTuxFZjQnycOWn,6ETJfYgaYmt1Mfb,8pNfdeqyaReBOp7
+semester,Fall,,First year (introductory) lab,Calculus-based,9/7/2016,Credit for completion (like an assignment),80,5,4 year college,1,3,3,0,Other,Both about equally.,Often,Often,Often,Never,Sometimes,Often,Often,Always,Always,Sometimes,Often,Never,Never,Often,Sometimes,Never,Never,Never,Sometimes,Sometimes,Rarely,Always,Never,Never,5,3,10,30/08/2016 00:41,27,23,R_3G2PpSQ9EfbBD9n,23Mb6IT7MiMkw1n,03rUxI2Zb1sTN6l
+semester,Fall,,Beyond the first year lab,,9/9/2016,Credit for completion (like an assignment),8,1,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,30/08/2016 06:41,28,2,R_ba0ZU6t2VNSApPP,7WDVEIaQTabLJ09,9Lz37E2Z2BjABmt
+semester,Fall,,Beyond the first year lab,,9/9/2016,Credit for completion (like an assignment),8,1,4 year college,1,3,1,2,,Develop lab skills.,Often,Often,Rarely,Never,Rarely,Sometimes,Sometimes,Sometimes,Always,Sometimes,Rarely,Rarely,Rarely,Rarely,Sometimes,Rarely,Often,Often,Sometimes,Sometimes,Never,Rarely,Always,Often,10,13,2,30/08/2016 12:01,29,22,R_tGTqJzJol4hMXkZ,brXwIZ5akbOzZwp,3K6aGXrK0PG2CUt
+semester,Fall,,Beyond the first year lab,,9/12/2016,Credit for completion (like an assignment),44,4,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,30/08/2016 14:49,30,24,R_yQFSt0RQ7yceLnP,bOsPMZN5bEczvxj,5hf4PMsPyesRi7z
+semester,Fall,,Beyond the first year lab,,9/7/2016,Credit for completion (like an assignment),11,1,4 year college,1,6,0,4,,Develop lab skills.,Often,Sometimes,Rarely,Rarely,Rarely,Never,Often,Often,Always,Often,Often,Sometimes,Sometimes,Rarely,Rarely,Rarely,Often,Often,Often,Often,Sometimes,Often,Often,Never,5,12,2,30/08/2016 14:59,31,25,R_2tFmM0S0UyPWeIX,8rj158zV76dlxGt,ePWlxMBRj5mRP5r
+semester,Fall,,Beyond the first year lab,,9/16/2016,Credit for completion (like an assignment),664,25,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,30/08/2016 15:23,32,26,R_bvhPcT8GH7JjO5X,3mhCwduTYlsrh9X,e9COTSRqYuRrY3j
+semester,Fall,,Beyond the first year lab,,9/8/2016,Credit for completion (like an assignment),12,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,30/08/2016 19:41,33,27,R_31LwX0qrCrkoc7w,bsaAYA2Fl8ytPQp,3ReMvo9o0qPHMcR
+semester,Fall,,Beyond the first year lab,,9/20/2016,Credit for completion (like an assignment),30,1,PhD granting institution,3,3,0,0,,Both about equally.,Often,Often,Often,Sometimes,Sometimes,Rarely,Rarely,Rarely,Always,Rarely,Rarely,Rarely,Rarely,Rarely,Rarely,Sometimes,Always,Always,Often,Sometimes,Sometimes,Sometimes,Always,Sometimes,5,5,3,30/08/2016 19:06,34,28,R_3jVEIgzdioRCLI9,00nsd5Su5cYlbil,2f1Z3FwUavomE1D
+semester,Fall,,Beyond the first year lab,,9/3/2016,No incentive,35,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2/9/2016 10:45,32,26,R_31Snl7MZxlE4n18,dgsfb65MLllLwkB,4ODwEirmEe0lL0x
+semester,Fall,,First year (introductory) lab,Algebra-based,9/12/2016,Credit for completion (like an assignment),105,7,4 year college,2,2,3,0.5,Traditional guided labs,Both about equally.,Often,Sometimes,Rarely,Rarely,Sometimes,Sometimes,Sometimes,Sometimes,Always,Sometimes,Rarely,Sometimes,Rarely,Always,Sometimes,Sometimes,Always,Always,Often,Often,Never,Never,Always,Never,10,11,0,4/9/2016 16:15,36,30,R_3dL292FY0fyjRYC,9BK6fNPGpR87T6Z,8CZvwfCETDn6rJ3
+semester,Fall,,First year (introductory) lab,Calculus-based,9/17/2016,Credit for completion (like an assignment),49,6,4 year college,2,3,3,0,Traditional guided labs,Both about equally.,Sometimes,Often,Sometimes,Rarely,Often,Often,Often,Always,Always,Often,Often,Sometimes,Sometimes,Sometimes,Rarely,Often,Always,Always,Always,Often,Sometimes,Always,Sometimes,Never,7,7,0,6/9/2016 8:57,37,31,R_2bPjbOZimPMW8zH,1RH5H39WHZdUZyl,1X36cPJ5hoj1fCt
+semester,Fall,,First year (introductory) lab,Algebra-based,9/16/2016,Credit for completion (like an assignment),46,1,4 year college,2,2,3,0,I.S.L.E. Physics,Both about equally.,Sometimes,Sometimes,Often,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Always,Sometimes,Often,Rarely,Rarely,Often,Sometimes,Rarely,Often,Sometimes,Often,Often,Never,Never,Always,Never,10,10,2,6/9/2016 14:21,33,27,R_1f17AbEutcZr76g,enBO2wxr3bxwuFv,eCDOfysBtrqYa4R
+semester,Fall,,Beyond the first year lab,,9/18/2016,Credit for completion (like an assignment),30,4,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9/9/2016 14:51,38,32,R_Z7rSAgGySpqUZgZ,6eWRacyGG6YITqJ,8GGFKNKniIFc7rv
+semester,Fall,,First year (introductory) lab,Calculus-based,9/23/2016,Credit for completion (like an assignment),56,3,4 year college,2,4,3,0,"Traditional guided labs,Other",Both about equally.,Sometimes,Sometimes,Sometimes,Rarely,Often,Sometimes,Sometimes,Always,Always,Sometimes,Sometimes,Sometimes,Sometimes,Often,Sometimes,Sometimes,Always,Always,Always,Often,Never,Always,Never,Never,6,12,12,13/09/2016 11:22,39,31,R_28P2gYA28tPXpIE,9LZ4K8ewqVKPkTH,2c0yEOTqOMQMP5P
+semester,Fall,,Beyond the first year lab,,9/22/2016,Credit for completion (like an assignment),7,1,Masters granting institution,1,3,0,0,,Both about equally.,Always,Often,Often,Rarely,Sometimes,Rarely,Sometimes,Always,Always,Sometimes,Always,Never,Rarely,Always,Sometimes,Sometimes,Always,Always,Always,Sometimes,Always,Always,Always,Rarely,6,13,0,14/09/2016 14:06,40,33,R_cUydn1AIwWowEmt,e9BCHrnQDDWF1SB,8DoKlmNEkCJ8KJ7
+quarter,,Fall,Beyond the first year lab,,9/29/2016,Credit for completion (like an assignment),35,2,4 year college,2,3,0,5,,Both about equally.,Never,Sometimes,Often,Sometimes,Often,Often,Often,Always,Always,Often,Often,Often,Often,Often,Often,Often,Always,Often,Often,Often,Sometimes,Often,Sometimes,Sometimes,5,6,4,26/09/2016 12:45,41,34,R_3negx1KAAdM30To,6mWRiCBSg0qIHat,bIVWg5ULQPVj6u1
+quarter,,Fall,First year (introductory) lab,Algebra-based,10/10/2016,Credit for completion (like an assignment),100,5,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,28/09/2016 14:59,42,35,R_2QuPuUVGqY59Y39,emn9qpGezlfA269,bJVptI2ez2a8CNv
+semester,Spring,,First year (introductory) lab,Calculus-based,2/4/2017,Credit for completion (like an assignment),680,40,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4/12/2016 15:12,1,1,R_STuUUXSkizgNfah,6rl2BBrqTe5OgLz,0OjW51WSO3iaohn
+semester,Spring,,Beyond the first year lab,,1/24/2017,Credit for completion (like an assignment),36,2,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,21/12/2016 13:31,43,1,R_qLyKSRJOG0SV7tn,38Gi9LHTVfPjrYp,0UmBuILCkuZcKpf
+quarter,,Winter,Beyond the first year lab,,1/12/2017,Credit for completion (like an assignment),8,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,27/12/2016 17:38,44,36,R_pn7f0MH345qOSat,bEPrF3qXGp6x0q1,6m1YLAfL1eMbw1v
+semester,Spring,,Beyond the first year lab,,1/13/2017,Credit for completion (like an assignment),24,1,PhD granting institution,2,4,0,0,,Both about equally.,Always,Often,Often,Rarely,Often,Rarely,Often,Always,Always,Always,Always,Always,Always,Always,Always,Rarely,Always,Always,Always,Always,Never,Always,Always,Always,5,13,1,28/12/2016 19:34,45,37,R_22EpFBtfrw0nUZG,79xy0tqSVM8Fi3b,b88gqWrSyXTV2bb
+quarter,,Winter,First year (introductory) lab,Calculus-based,1/10/2017,Credit for completion (like an assignment),108,5,2 year college,1,3.5,3.5,0.5,"Traditional guided labs,Modeling Instruction,I.S.L.E. Physics,SCALE-UP,Studio Physics",Both about equally.,Rarely,Often,Sometimes,Rarely,Sometimes,Rarely,Sometimes,Often,Always,Often,Sometimes,Rarely,Rarely,Sometimes,Rarely,Rarely,Often,Sometimes,Always,Often,Sometimes,Often,Never,Never,13,11,0,30/12/2016 11:19,46,38,R_6F4Q1jOhMgfdr0h,6y70IZF3gwdRFKl,6Go7tjxSTMt1X0h
+quarter,,Winter,First year (introductory) lab,Calculus-based,1/10/2017,Credit for completion (like an assignment),41,2,2 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,30/12/2016 22:28,46,38,R_eGaiGNseRskBBtj,4PCD24zBu17J0j3,0IXGqitBdrIHfz7
+quarter,,Winter,First year (introductory) lab,Algebra-based,1/12/2017,Credit for completion (like an assignment),30,1,2 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1/1/2017 21:24,47,38,R_8wYrpwO0R6MhFsx,1O0FfIzrINfVBXv,9pFWnE7Ew711adf
+quarter,,Winter,First year (introductory) lab,Algebra-based,1/11/2017,Credit for completion (like an assignment),24,2,2 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1/1/2017 21:28,47,38,R_5tHK0jyNDTsBxkN,25fVw5wgGVNKOrP,cZ8a3r5ij5Jpdhb
+semester,Spring,,Beyond the first year lab,,1/24/2017,Credit for completion (like an assignment),30,3,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3/1/2017 10:50,48,39,R_3haQstvdjsFIUy9,8JrmcW9xKnugT8V,cOWVyLy2z3dqesB
+semester,Spring,,Beyond the first year lab,,1/25/2017,Credit for completion (like an assignment),16,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3/1/2017 11:23,49,40,R_1LuMBbkuO0gSmI3,ahOm6FAoJZCCfPv,2bGlzhEQOLQ54nH
+semester,Spring,,Beyond the first year lab,,1/20/2017,No incentive,72,2,PhD granting institution,6,6,0,0,,Both about equally.,Often,Often,Often,Rarely,Sometimes,Sometimes,Often,Often,Always,Often,Often,Often,Often,Often,Often,Often,Often,Often,Often,Often,Often,Often,Always,Sometimes,4,10,0,3/1/2017 11:24,34,28,R_1CKpszMyin6SBlI,cSGG3w0QayqRh09,9LHCSWMyd6oAKEZ
+semester,Spring,,Beyond the first year lab,,1/20/2017,No incentive,40,1,PhD granting institution,3,3,0,3,,Both about equally.,Often,Often,Often,Rarely,Rarely,Rarely,Sometimes,Often,Always,Often,Often,Often,Often,Often,Sometimes,Rarely,Often,Sometimes,Often,Often,Rarely,Often,Always,Rarely,7,10,0,3/1/2017 11:45,34,28,R_XOeGlm4R3kj275v,cAY3AiCsqGeieA5,8eHjoWoxeIFdS4d
+semester,Spring,,Beyond the first year lab,,1/16/2017,Credit for completion (like an assignment),12,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3/1/2017 20:46,50,41,R_2nOzQUbImG8yrC1,e8yWJzKRgyASIoR,4OOpgleVhZekImx
+semester,Spring,,Beyond the first year lab,,1/24/2017,Credit for completion (like an assignment),30,3,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4/1/2017 9:51,51,39,R_3efzP4gCveHHb3y,23HyXuZGm1WSw2V,2bZ59OYqxbprbUN
+semester,Spring,,First year (introductory) lab,Algebra-based,1/29/2017,Extra credit for completion,60,3,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4/1/2017 17:26,11,10,R_2dmaXTYSXqbwoqg,blmYBLhjVZne2Tb,9vG2g8g9aIJxAjj
+semester,Spring,,First year (introductory) lab,Algebra-based,1/29/2017,Extra credit for completion,360,18,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4/1/2017 17:31,11,10,R_Y0vmxiOUkvHxeud,6h5Fj0xHabzINSZ,cTohM8jdtnL3Q45
+semester,Spring,,Beyond the first year lab,,1/16/2017,Credit for completion (like an assignment),6,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5/1/2017 14:01,52,42,R_3NUNnVeRlKl6iWl,1ZVizA1bllcWxgh,cYJo3j9NH68Jp2d
+semester,Spring,,Beyond the first year lab,,1/17/2017,Credit for completion (like an assignment),12,1,4 year college,1,2,3,1,,Develop lab skills.,Sometimes,Often,Often,Often,Often,Rarely,Often,Often,Often,Sometimes,Rarely,Sometimes,Rarely,Sometimes,Sometimes,Sometimes,Often,Sometimes,Often,Sometimes,Rarely,Often,Often,Sometimes,8,2,7,8/1/2017 9:49,53,43,R_1jeoSmU84n4Kc4e,ex4tJSM8WPAEGvX,8wueChgKXy0oP41
+semester,Spring,,First year (introductory) lab,Calculus-based,1/25/2017,Credit for completion (like an assignment),82,4,2 year college,1,3,4,0,"Traditional guided labs,Modeling Instruction",Both about equally.,Sometimes,Sometimes,Sometimes,Rarely,Sometimes,Rarely,Sometimes,Always,Always,Sometimes,Sometimes,Sometimes,Sometimes,Often,Often,Often,Often,Sometimes,Always,Sometimes,Rarely,Always,Sometimes,Sometimes,10,7,3,8/1/2017 13:07,54,44,R_6zZjrl6Cz0eE3S5,0kQAaKVeRivIvyZ,6QNy6Xng3hU3LnL
+semester,Spring,,First year (introductory) lab,Algebra-based,1/24/2017,Credit for completion (like an assignment),150,8,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8/1/2017 14:31,17,14,R_1KrnSCOqelzd4KV,8piy1kikBNCDPyR,1Oph6UcMkftW9tX
+semester,Spring,,First year (introductory) lab,Calculus-based,1/24/2017,Credit for completion (like an assignment),150,10,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8/1/2017 14:37,17,14,R_z6TfhdAtQUGJnGh,ei0YnpAyiPsY8i9,6DprZi1Ra88LgKp
+semester,Spring,,Beyond the first year lab,,1/30/2017,Credit for completion (like an assignment),15,15,4 year college,1,3,2,3,,Develop lab skills.,Sometimes,Sometimes,Often,Sometimes,Often,Often,Often,Always,Always,Sometimes,Often,Sometimes,Often,Sometimes,Often,Often,Sometimes,Rarely,Often,Often,Sometimes,Always,Always,Sometimes,22,12,3,8/1/2017 21:11,10,9,R_OMYJppWONX3pXl7,5mYN8X2YIymgydT,4YKB4U2QIzHfXw1
+semester,Spring,,Beyond the first year lab,,1/18/2017,Credit for completion (like an assignment),7,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9/1/2017 7:07,55,45,R_2CO05Tyx5UplwUI,4GfqPkTHcO49pJ3,9tAVy9Zh6xE250x
+semester,Spring,,First year (introductory) lab,Algebra-based,1/30/2017,Credit for completion (like an assignment),382,18,PhD granting institution,1,2,3,0,Traditional guided labs,Both about equally.,Often,Sometimes,Sometimes,Never,Never,Never,Never,Sometimes,Always,Rarely,Rarely,Never,Never,Sometimes,Rarely,Rarely,Rarely,Rarely,Often,Often,Never,Always,Never,Never,10,10,0,9/1/2017 7:35,56,46,R_2wGkbPb8ZMlBM3Y,b1qvgiZcBg0uWlT,3shlsPGD5UUUD5P
+semester,Spring,,First year (introductory) lab,Algebra-based,1/30/2017,Credit for completion (like an assignment),282,14,PhD granting institution,1,2,3,0,Traditional guided labs,Both about equally.,Often,Sometimes,Sometimes,Never,Never,Never,Never,Sometimes,Always,Rarely,Rarely,Never,Never,Sometimes,Never,Rarely,Never,Never,Often,Often,Never,Always,Never,Never,10,10,0,9/1/2017 7:49,56,46,R_1mWYBdsrdRvxeq5,6yhw1gnwbDspgqx,0uLZgFbp6dHa6Ql
+semester,Spring,,Beyond the first year lab,,1/27/2017,Credit for completion (like an assignment),19,2,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9/1/2017 13:12,36,47,R_3Pj0J4FN0zcPAs2,3EHxI5iPpr79381,esRDrAbGTNJbP2B
+semester,Fall,,Beyond the first year lab,,1/16/2017,Extra credit for completion,14,1,PhD granting institution,2,4,0,2,,Both about equally.,Always,Never,Often,Rarely,Rarely,Never,Often,Always,Often,Sometimes,Often,Often,Sometimes,Always,Often,Always,Always,Often,Always,Sometimes,Always,Always,Always,Sometimes,9,12,0,9/1/2017 15:59,57,48,R_ZKtdL89ACOH2yg9,9F5Xj6R5F9cqmvr,72R85CyXFZuu5Xn
+semester,Spring,,Beyond the first year lab,,1/20/2017,Credit for completion (like an assignment),23,1,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10/1/2017 6:22,28,2,R_2PceSjBMeUUCl7T,09vU9TX1zJ0ovtz,bqrufFIqc2cutqR
+semester,Spring,,Beyond the first year lab,,2/1/2017,Credit for completion (like an assignment),8,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10/1/2017 9:24,58,49,R_1KqeeXQ4FQnl3A3,6R0NN1Q1NVzSCMJ,4IvAD2ONBaG13dX
+semester,Spring,,First year (introductory) lab,Calculus-based,1/30/2017,Credit for completion (like an assignment),33,1,PhD granting institution,3,4,0,0,Other,Develop lab skills.,Rarely,Rarely,Often,Rarely,Often,Rarely,Rarely,Often,Always,Rarely,Rarely,Rarely,Rarely,Sometimes,Often,Often,Often,Sometimes,Often,Often,Never,Never,Always,Never,8,4.5,4.5,10/1/2017 10:01,59,37,R_26neHOuY6oR4UDA,3rgw5rbnaOZWcDz,3KI97YC2tvVSiRD
+semester,Spring,,Beyond the first year lab,,1/18/2017,Extra credit for completion,148,19,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,11/1/2017 13:02,23,19,R_1I774pIkgG5QtiM,42BIk1AqtzPrTXD,5uVGrc4YWs3mW8J
+semester,Spring,,Beyond the first year lab,,1/30/2017,Credit for completion (like an assignment),9,1,4 year college,1,6,0,2,,Both about equally.,Often,Sometimes,Often,Never,Never,Never,Rarely,Rarely,Always,Sometimes,Sometimes,Sometimes,Sometimes,Rarely,Rarely,Sometimes,Always,Always,Always,Often,Rarely,Always,Always,Rarely,6,12,0,11/1/2017 14:26,60,50,R_1OGDZRIX0ZplD58,8BVD2mx2mJEc99P,6FLmP48wDAKoJyR
+semester,Spring,,First year (introductory) lab,Algebra-based,1/30/2017,Credit for completion (like an assignment),88,4,2 year college,1,3,3,0,Traditional guided labs,Reinforce physics concepts.,Often,Sometimes,Rarely,Never,Rarely,Sometimes,Rarely,Sometimes,Always,Sometimes,Sometimes,Never,Never,Often,Sometimes,Rarely,Often,Rarely,Rarely,Rarely,Never,Often,Never,Never,11,11,0,13/01/2017 07:26,61,51,R_3OqsaiqnFYJNNF5,3mIOrQUjVKR6SPP,agEp43CLSIPPB3v
+semester,Spring,,First year (introductory) lab,Calculus-based,1/20/2017,Credit for completion (like an assignment),57,2,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13/01/2017 08:18,22,18,R_1r2PqI23cfECLL7,0wyNVjVHlbgEZa5,0wWm23HwWbmOYrr
+semester,Spring,,First year (introductory) lab,Calculus-based,1/20/2017,Credit for completion (like an assignment),173,7,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13/01/2017 08:24,22,18,R_2OZx6stMPL87PED,d6HUoB7qcnwk1ZX,cZyAWgKPdtKdmeN
+semester,Spring,,Beyond the first year lab,,1/27/2017,Credit for completion (like an assignment),17,1,Masters granting institution,2 faculty,4,0,20,,Both about equally.,Often,Often,Always,Rarely,Sometimes,Rarely,Always,Often,Always,Always,Always,Always,Always,Always,Sometimes,Always,Always,Always,Often,Sometimes,Always,Always,Always,Often,2,17,0,14/01/2017 09:50,62,39,R_1i3ZqHgcnz4KKtn,aVFjkGQI41bW0MB,29vmWeNI32x7vvL
+semester,Spring,,Beyond the first year lab,,1/25/2017,Extra credit for completion,11,1,PhD granting institution,2,0,3,0,,Both about equally.,Sometimes,Rarely,Often,Rarely,Never,Never,Often,Sometimes,Always,Often,Often,Often,Often,Sometimes,Sometimes,Often,Sometimes,Rarely,Always,Always,Never,Sometimes,Never,Never,1,2,0,16/01/2017 10:17,63,2,R_3PtTApUx28Uw6zA,0HhQi2IIpwXMIPb,0DJDTNfE2bmyp6Z
+semester,Spring,,Beyond the first year lab,,1/25/2017,No incentive,7,1,PhD granting institution,3,0,3,0,,Both about equally.,Sometimes,Often,Sometimes,Rarely,Never,Never,Often,Often,Always,Sometimes,Often,Rarely,Rarely,Sometimes,Rarely,Often,Rarely,Rarely,Often,Always,Never,Sometimes,Never,Never,1,2,0,16/01/2017 10:36,63,2,R_2Qg3DROjnQknVcy,07dba9hQbFTtuRf,0CXkOqIh8J9UPcx
+semester,Spring,,Beyond the first year lab,,1/25/2017,Credit for completion (like an assignment),17,1,PhD granting institution,3,0,3,0,,Both about equally.,Often,Often,Always,Sometimes,Sometimes,Rarely,Often,Sometimes,Always,Sometimes,Often,Rarely,Rarely,Sometimes,Rarely,Sometimes,Rarely,Rarely,Often,Always,Never,Sometimes,Never,Never,1,2,0,16/01/2017 10:43,63,2,R_30ohCR7G2gMkg7a,6FQgPIcTNGjmkSx,b48qtxCi3S7Uwuh
+semester,Spring,,Beyond the first year lab,,1/25/2017,Extra credit for completion,31,1,PhD granting institution,3,0,3,0,,Both about equally.,Often,Often,Often,Rarely,Never,Never,Often,Sometimes,Always,Sometimes,Often,Often,Sometimes,Sometimes,Rarely,Often,Sometimes,Rarely,Often,Always,Never,Sometimes,Never,Never,2,4,0,16/01/2017 10:55,63,2,R_1mluupkI5ezahRE,1yVmEu3xf20uC7H,0OMYC0vj9eayC5D
+semester,Spring,,Beyond the first year lab,,1/25/2017,Credit for completion (like an assignment),2,1,PhD granting institution,3,0,3,0,,Both about equally.,Sometimes,Often,Often,Sometimes,Never,Never,Often,Sometimes,Always,Rarely,Sometimes,Rarely,Sometimes,Rarely,Sometimes,Often,Sometimes,Rarely,Often,Always,Never,Sometimes,Never,Never,2,4,0,16/01/2017 10:59,63,2,R_ZDgv12HF1SpX7uV,eCZKWj0k6nTWiZT,bJYvbgUaq3Y6OFv
+semester,Spring,,Beyond the first year lab,,1/25/2017,Credit for completion (like an assignment),2,1,PhD granting institution,3,4,3,2,,Both about equally.,Often,Often,Often,Sometimes,Rarely,Rarely,Often,Often,Always,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Often,Sometimes,Rarely,Often,Always,Sometimes,Sometimes,Sometimes,Sometimes,1,3,0,17/01/2017 09:03,63,2,R_1msaVlQKJpsiSU3,3yemcR9GO67cdHn,0CXnBQv4Y4jzDSZ
+semester,Spring,,Beyond the first year lab,,1/24/2017,Credit for completion (like an assignment),8,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,17/01/2017 11:55,64,52,R_74Bbg9PMO7sstyx,bk1P5cjVFgfc0xT,9pnt3aAeC7yLBQh
+semester,Spring,,First year (introductory) lab,Calculus-based,2/3/2017,Credit for completion (like an assignment),20,1,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,17/01/2017 18:28,65,11,R_A0XvtvBfP9t5DNf,4MW1FI01NcJXRel,eR2ZcHbbqxSm5EN
+semester,Spring,,Beyond the first year lab,,2/1/2017,Credit for completion (like an assignment),10,1,4 year college,2,6,0,2,,Develop lab skills.,Often,Often,Sometimes,Sometimes,Sometimes,Often,Often,Always,Sometimes,Sometimes,Often,Sometimes,Often,Often,Sometimes,Sometimes,Often,Rarely,Always,Often,Sometimes,Often,Often,Sometimes,8,11,2,17/01/2017 19:02,66,53,R_5mXbzVvsHehQ07L,0pIiffBWfFjpVeR,b1ObqGldGR7UxsF
+semester,Spring,,Beyond the first year lab,,1/31/2017,Credit for completion (like an assignment),17,1,4 year college,1,3,1,0,,Both about equally.,Sometimes,Often,Sometimes,Never,Never,Never,Sometimes,Sometimes,Sometimes,Sometimes,Often,Rarely,Rarely,Often,Sometimes,Sometimes,Always,Always,Always,Rarely,Sometimes,Rarely,Always,Sometimes,12,13,0,18/01/2017 14:29,67,54,R_VVfXRzBOl6MSelP,87BximzQjpRcCKV,9of35uQbFV09hwF
+semester,Spring,,Beyond the first year lab,,2/1/2017,Credit for completion (like an assignment),7,1,4 year college,1,3,1,0,,Develop lab skills.,Sometimes,Rarely,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Often,Sometimes,Often,Often,Sometimes,Sometimes,Sometimes,Often,Always,Often,Often,Often,Sometimes,Sometimes,Often,Always,Often,6,11,3,18/01/2017 14:54,67,54,R_22DE2VJ2ogqD7ZT,cSjWYU49SDl3Sq9,5nFtn1xXGWNOPD7
+semester,Spring,,Beyond the first year lab,,1/28/2017,Credit for completion (like an assignment),18,1,4 year college,2,6,0,0,,Develop lab skills.,Rarely,Sometimes,Often,Sometimes,Often,Sometimes,Sometimes,Sometimes,Always,Always,Often,Sometimes,Sometimes,Often,Sometimes,Rarely,Often,Often,Often,Often,Sometimes,Sometimes,Always,Sometimes,4,6,3,18/01/2017 16:00,68,55,R_3fmtN4pFnQAYvMl,b7VcArlj0OB5yzr,3mDx4Jyf5BCPc1L
+semester,Spring,,First year (introductory) lab,Algebra-based,1/27/2017,Extra credit for completion,500,23,PhD granting institution,1,2,2.6,0,"Traditional guided labs,Modeling Instruction,Studio Physics",Reinforce physics concepts.,Sometimes,Often,Often,Sometimes,Sometimes,Sometimes,Sometimes,Always,Always,Sometimes,Sometimes,Rarely,Rarely,Often,Rarely,Often,Rarely,Never,Sometimes,Always,Sometimes,Rarely,Rarely,Never,12,12,2,19/01/2017 11:49,69,56,R_3sAlF4SOKloFWkR,6xmbFPCxj7AafNr,6kY0zt6Q63D8IqV
+semester,Spring,,Beyond the first year lab,,2/8/2017,Credit for completion (like an assignment),11,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,20/01/2017 16:09,33,27,R_10Jc17hB5xurbtH,6X7uwcSC1Vq30od,3E5bPtrZVwD9QnX
+semester,Spring,,Beyond the first year lab,,2/5/2017,Credit for completion (like an assignment),40,1,PhD granting institution,5,6,1,3,,Develop lab skills.,Often,Often,Sometimes,Rarely,Sometimes,Sometimes,Often,Often,Rarely,Often,Sometimes,Often,Often,Sometimes,Often,Sometimes,Always,Always,Often,Often,Always,Always,Often,Often,3,10,3,22/01/2017 20:09,12,11,R_1mLEH22vdD8r9G4,5vVffxV97Trh0ZT,4HGkvq9j2zVCEg5
+semester,Spring,,Beyond the first year lab,,1/31/2017,Credit for completion (like an assignment),29,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,22/01/2017 22:48,27,23,R_2UhzUDRS1r8s10u,1NvLGPRavpeYCyh,3skifZbIGOkE593
+semester,Spring,,Beyond the first year lab,,1/31/2017,Credit for completion (like an assignment),18,2,PhD granting institution,2,3,1,0,,Both about equally.,Always,Always,Rarely,Sometimes,Rarely,Sometimes,Often,Always,Always,Sometimes,Rarely,Sometimes,Sometimes,Often,Sometimes,Sometimes,Always,Always,Often,Sometimes,Sometimes,Always,Always,Rarely,9,10,15,20/01/2017 04:11,70,57,R_AncAIqYnP2Dn2LL,4SkyUEGtaRRYUsd,0pTNstgBVMxcdg1
+semester,Spring,,Beyond the first year lab,,2/10/2017,Extra credit for completion,12,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23/01/2017 15:52,71,58,R_2P55ho9V4gLFye1,eJUim797Ikuvmy9,ehTicZPV33gJ5VH
+semester,Spring,,First year (introductory) lab,Calculus-based,2/6/2017,Credit for completion (like an assignment),27,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,27/01/2017 09:29,24,20,R_1o1NdMIVIxUnZTQ,82GWZuvensAqVZH,86TjlJoUjsrV5KB
+semester,Spring,,Beyond the first year lab,,2/3/2017,Credit for completion (like an assignment),13,1,4 year college,2,3,3,0,,Both about equally.,Sometimes,Sometimes,Often,Sometimes,Rarely,Never,Rarely,Always,Always,Often,Often,Sometimes,Often,Sometimes,Sometimes,Sometimes,Always,Always,Sometimes,Sometimes,Sometimes,Sometimes,Always,Never,11,7,6,23/01/2017 08:53,72,59,R_1EYXjdHEIsT6zZA,1ROjtkxNuLF4xyR,514eo0Sm1v77bbn
+semester,Spring,,Beyond the first year lab,,2/13/2017,Credit for completion (like an assignment),25,2,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,27/01/2017 14:49,30,24,R_3HMQd65e4eDWM9e,e54kHcZ7NC844cJ,3jRNr6xmcYcQe6V
+semester,Spring,,Beyond the first year lab,,2/11/2017,Credit for completion (like an assignment),11,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,30/01/2017 09:09,73,60,R_1FmrIzZ43lxD3S6,bdfJxxGv8eCZfcF,1ZcoJSyZWxiz6Lz
+semester,Spring,,First year (introductory) lab,Calculus-based,2/11/2017,Credit for completion (like an assignment),17,1,4 year college,1,2,3,2,Traditional guided labs,Both about equally.,Sometimes,Sometimes,Sometimes,Rarely,Sometimes,Rarely,Sometimes,Rarely,Always,Often,Often,Rarely,Sometimes,Sometimes,Sometimes,Rarely,Always,Often,Always,Often,Sometimes,Often,Always,Never,7,13,0,30/01/2017 14:33,33,27,R_2CvUwhlOLDfHzps,cNJfse3LLDDKZtH,3ecHQxEA4FqpVAN
+semester,Spring,,Beyond the first year lab,,2/11/2017,Credit for completion (like an assignment),31,4,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,31/01/2017 13:13,38,32,R_regYWm4GQpNpAYh,0BB5fRTWR2WFEHz,0VXKwjcCNDYPKlL
+semester,Spring,,Beyond the first year lab,,2/11/2017,Credit for completion (like an assignment),31,4,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,31/01/2017 13:22,38,32,R_2CdA9WB2EMS9L7I,bBlIqTaUlnyVthX,6incmLzwljEMhTf
+quarter,,Spring,Beyond the first year lab,,3/11/2017,Credit for completion (like an assignment),11,2,4 year college,1,2,0,6,,Develop lab skills.,Always,Always,Sometimes,Sometimes,Often,Sometimes,Often,Always,Always,Sometimes,Sometimes,Sometimes,Sometimes,Always,Often,Always,Always,Always,Always,Always,Always,Always,Always,Often,3,5,6,27/02/2017 08:03,74,13,R_3h56NuefQgv056O,9tYhEg8vnS4SCAB,1S2k360geGrTpAN
+quarter,,Spring,Beyond the first year lab,,3/31/2017,Extra credit for completion,18,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1/3/2017 10:21,75,61,R_A66S5aGCPyniyml,8ueqtsAvgoIdXIp,24E2k9apSK2zfsV
+quarter,,Spring,Beyond the first year lab,,4/6/2017,Credit for completion (like an assignment),6,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,19/03/2017 09:36,44,63,R_2SiwPzIYioxInIE,bfp5yKmECHb5MWh,bxUR1Rxg0jRXau1
+quarter,,Spring,First year (introductory) lab,Calculus-based,4/10/2017,Credit for completion (like an assignment),71,4,2 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2/4/2017 21:51,46,38,R_cIbhnVnmtb5OPgV,87ibBHrjkvzgqEt,23qjvyky0wikbVb
+quarter,,Spring,First year (introductory) lab,Algebra-based,4/14/2017,Credit for completion (like an assignment),70,5,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,6/4/2017 11:52,42,35,R_3HCtKc0nHokBkTr,9QO9nwYx8B0xcuV,5dN7fYuFWvNYFU1
+semester,Fall,,Beyond the first year lab,,5/1/2017,Credit for completion (like an assignment),6,1,4 year college,1,45,0,5,,Both about equally.,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Rarely,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Rarely,Often,Always,Often,6,15,0,1/5/2017 14:21,77,64,R_1NqMM8ImqhesFFQ,38bxll6HGqM3Cyp,8wVMzjmYdSNg1iB
+semester,Summer,,First year (introductory) lab,Algebra-based,5/19/2017,Extra credit for completion,120,6,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5/5/2017 6:53,11,10,R_Bx0myhQzEhMv3IR,cO1EnGHUDRRqvyZ,d5SST942V6C7EX3
+semester,Summer,,First year (introductory) lab,Algebra-based,7/7/2017,Extra credit for completion,120,6,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5/5/2017 6:56,11,10,R_1gMAHckGXMCLYUD,5BI8qrmp3JEtYyN,4310hc2pbydQBEx
+quarter,,Summer,Beyond the first year lab,,6/26/2017,Credit for completion (like an assignment),3,1,4 year college,1,5,1,0.5,,Develop lab skills.,Often,Often,Sometimes,Sometimes,Sometimes,Rarely,Often,Always,Always,Sometimes,Often,Sometimes,Sometimes,Sometimes,Often,Always,Always,Often,Often,Often,Always,Always,Often,Sometimes,9,9,0,7/5/2017 11:40,79,66,R_e5t1jPZ7KPCpSKt,a9nUgHRcpKVWBMx,bgd1jqWqmcJgAzX
+semester,Summer,,Beyond the first year lab,,5/24/2017,Credit for completion (like an assignment),10,1,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8/5/2017 20:28,80,37,R_yWRN3BQI4BE0IMx,d6CYqmtfeezILw9,71Zcoo4lNaVrzMN
+semester,Summer,,Beyond the first year lab,,6/6/2017,Credit for completion (like an assignment),11,1,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,24/05/2017 08:13,62,39,R_1GUgljA3U60U3Ff,e3yEzqSG04brEzz,0q7n8aZEcFtcH2t
+semester,Fall,,First year (introductory) lab,Calculus-based,8/28/2017,Credit for completion (like an assignment),130,5,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,27/07/2017 12:03,65,11,R_2Y3sqmCv6vHoNbZ,ezo65e90NlkpwRD,e9iS05zkYUGdsc5
+semester,Fall,,First year (introductory) lab,Calculus-based,8/28/2017,Credit for completion (like an assignment),40,2,PhD granting institution,1,2,3,0,Traditional guided labs,Reinforce physics concepts.,Often,Rarely,Rarely,Never,Rarely,Never,Rarely,Sometimes,Always,Rarely,Sometimes,Never,Never,Often,Never,Sometimes,Rarely,Rarely,Often,Often,Never,Never,Never,Never,5,5,0,27/07/2017 12:51,65,11,R_3LXbRcPYhP61fGz,1ZCOw6uPVntmS7b,6SBVr7ddgt7D2Pr
+semester,Fall,,First year (introductory) lab,Calculus-based,8/28/2017,Credit for completion (like an assignment),40,2,PhD granting institution,1,2,3,0,Traditional guided labs,Reinforce physics concepts.,Often,Rarely,Rarely,Rarely,Rarely,Never,Rarely,Sometimes,Always,Rarely,Rarely,Never,Never,Often,Rarely,Rarely,Rarely,Rarely,Often,Often,Never,Never,Never,Never,5,5,0,27/07/2017 12:55,65,11,R_2sXOnPM8BoBmoOt,0cwmwYnSpRKeTDT,9uIb86xtOdbM0ct
+semester,Fall,,First year (introductory) lab,Calculus-based,8/31/2017,Credit for completion (like an assignment),24,1,2 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,6/8/2017 21:12,54,44,R_1k05LMg6v5ATxHZ,e3YZi9YLBbTdDr7,0JqXN54OUknnhcN
+semester,Fall,,First year (introductory) lab,Calculus-based,9/11/2017,Credit for completion (like an assignment),36,2,2 year college,1,3,3,0,Traditional guided labs,Both about equally.,Often,Sometimes,Rarely,Rarely,Rarely,Rarely,Rarely,Sometimes,Always,Rarely,Rarely,Rarely,Rarely,Rarely,Rarely,Rarely,Sometimes,Sometimes,Often,Often,Rarely,Always,Often,Rarely,8,10,2,6/8/2017 14:04,81,67,R_1HdAn7iF11wTKAx,9ujl8BIzNPaUuk5,3NKY2oh8RS2IkoR
+quarter,,Fall,Beyond the first year lab,,10/2/2017,Credit for completion (like an assignment),6,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7/8/2017 15:06,79,66,R_30bCmJFMXXzNNH0,8vOO9pMFVEiseKV,7NyFoMzBqnMiNy5
+semester,Fall,,First year (introductory) lab,Calculus-based,9/5/2017,Credit for completion (like an assignment),14,1,4 year college,2,3,4,0,"Traditional guided labs,I.S.L.E. Physics",Both about equally.,Often,Sometimes,Sometimes,Rarely,Sometimes,Never,Sometimes,Rarely,Always,Often,Often,Rarely,Often,Often,Rarely,Sometimes,Often,Sometimes,Often,Often,Never,Often,Always,Rarely,12,12,0,9/8/2017 12:57,82,68,R_OppAHEKNbWolhC1,5088xl5MTdhTOq9,8A4JpUP3ayWwYSN
+semester,Fall,,First year (introductory) lab,Calculus-based,9/21/2017,Credit for completion (like an assignment),20,2,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10/8/2017 11:52,3,3,R_ZCW1tLrWanoA70R,d6C67kkEAR5ylnf,0uJX5CDbkMy7g3P
+semester,Fall,,First year (introductory) lab,Calculus-based,9/15/2017,Credit for completion (like an assignment),70,3,PhD granting institution,4,3,3,0,Traditional guided labs,Both about equally.,Often,Sometimes,Sometimes,Rarely,Sometimes,Never,Rarely,Rarely,Always,Sometimes,Always,Rarely,Often,Rarely,Sometimes,Sometimes,Always,Often,Often,Often,Never,Always,Always,Sometimes,11,11,0,10/8/2017 11:56,83,69,R_32YltFt2GBEJH4e,dipQcR6L4pnsGZT,6QmXjkEKbGfUPBz
+semester,Fall,,Beyond the first year lab,,9/5/2017,Credit for completion (like an assignment),20,1,4 year college,1,5.6,1.6,4,,Develop lab skills.,Sometimes,Sometimes,Sometimes,Rarely,Often,Always,Sometimes,Always,Always,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Rarely,Rarely,Often,Often,Often,Sometimes,Never,Often,Always,Never,10,11,4,10/8/2017 12:15,60,50,R_1daIJ1R63op2ozJ,54J313Hg9HhANcp,a02xzGAyWY7bnO5
+semester,Fall,,Beyond the first year lab,,9/1/2017,Credit for completion (like an assignment),13,1,Masters granting institution,1,3,1,1,,Both about equally.,Often,Rarely,Sometimes,Rarely,Rarely,Rarely,Sometimes,Rarely,Often,Sometimes,Often,Rarely,Often,Sometimes,Sometimes,Sometimes,Always,Always,Often,Sometimes,Always,Rarely,Always,Sometimes,13,13,1,11/8/2017 14:46,67,54,R_3Gv2lUWlPkRWWHo,eFL28auKwkMor1H,8D407t405S5FJGJ
+semester,Fall,,First year (introductory) lab,Algebra-based,9/4/2017,Credit for completion (like an assignment),117,6,4 year college,1,3,0,0,I.S.L.E. Physics,Develop lab skills.,Sometimes,Often,Often,Sometimes,Often,Rarely,Often,Often,Always,Sometimes,Often,Rarely,Rarely,Sometimes,Sometimes,Sometimes,Often,Rarely,Sometimes,Sometimes,Rarely,Often,Rarely,Rarely,6,6,7,14/08/2017 12:49,84,70,R_27eeRENQUnRPzac,77BqL1UJtFtPiyV,bvLrRTZr3Bevnnv
+semester,Fall,,First year (introductory) lab,Algebra-based,9/5/2017,Credit for completion (like an assignment),117,6,4 year college,1,3,0,0,I.S.L.E. Physics,Develop lab skills.,Sometimes,Often,Often,Sometimes,Often,Rarely,Often,Often,Always,Sometimes,Often,Rarely,Rarely,Sometimes,Sometimes,Sometimes,Often,Rarely,Sometimes,Sometimes,Rarely,Often,Rarely,Rarely,6,6,7,14/08/2017 12:59,84,70,R_3HnpN1Zqxocab1R,2iCKyb4JeM0h2NT,8kK914tUHoJdD7v
+semester,Fall,,First year (introductory) lab,Calculus-based,9/8/2017,Credit for completion (like an assignment),24,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,15/08/2017 11:02,85,27,R_a5YO2g1EujvdMop,2l6rKXruGnr489n,8dny7c7aVKT9ZB3
+semester,Fall,,First year (introductory) lab,Calculus-based,9/16/2017,Credit for completion (like an assignment),600,40,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,18/08/2017 12:10,1,1,R_3kNASz8MtYVx5vD,8Giwo230V0suAkt,5szEIEartjXc43r
+semester,Fall,,Beyond the first year lab,,8/29/2017,Extra credit for completion,6,1,PhD granting institution,1,4,4,4,,Both about equally.,Often,Often,Sometimes,Rarely,Sometimes,Often,Sometimes,Often,Often,Sometimes,Often,Often,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Often,Sometimes,Often,Often,Often,Sometimes,10,15,6,19/08/2017 11:43,86,71,R_2E9TuNysRLRaKiK,3aCcHozLOzVJ2YZ,4NhABw0hsKQdgIl
+semester,Fall,,Beyond the first year lab,,9/8/2017,No incentive,40,1,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,22/08/2017 06:24,65,11,R_308ElY1a6I5ewL5,3yJRp5pYLfO0WQl,8Aq3n44IZfJxE3j
+semester,Fall,,First year (introductory) lab,Algebra-based,9/6/2017,Credit for completion (like an assignment),117,6,4 year college,1,3,0,0,Traditional guided labs,Develop lab skills.,Often,Often,Rarely,Never,Never,Never,Never,Rarely,Always,Rarely,Rarely,Rarely,Rarely,Sometimes,Rarely,Rarely,Sometimes,Never,Sometimes,Never,Never,Never,Never,Never,10,10,0,22/08/2017 11:42,84,70,R_2XomeqteVUV3Cpe,51KA8nj5dyDKB6d,0AielHqVD2CJqWF
+semester,Fall,,First year (introductory) lab,Calculus-based,9/7/2017,Credit for completion (like an assignment),50,2,4 year college,1,3,3,3,I.S.L.E. Physics,Both about equally.,Sometimes,Often,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Often,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Often,Often,Often,Often,Never,Always,Sometimes,Rarely,8,6,2,22/08/2017 13:40,87,72,R_30ucrKXrCXmQyh3,5cO4lHlsmla1RWZ,5o7ov5TbpWKVWNT
+semester,Fall,,First year (introductory) lab,Algebra-based,9/1/2017,Extra credit for completion,50,6,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,22/08/2017 20:30,23,19,R_25DJgEd6NdDHhhT,a4Vytb1v3dZOuhv,8J1yiEpNHQSIJcV
+semester,Fall,,First year (introductory) lab,Calculus-based,8/31/2017,Credit for completion (like an assignment),217,9,Masters granting institution,3,3,4,0,Other,Develop lab skills.,Often,Often,Often,Sometimes,Sometimes,Sometimes,Sometimes,Often,Always,Rarely,Rarely,Often,Often,Often,Rarely,Rarely,Always,Never,Always,Always,Never,Never,Never,Never,12,12,12,23/08/2017 11:18,62,39,R_22Rmm9zKNdK205F,08wrdpgAAVAnpUV,8jj68YVcOPWeWyx
+semester,Fall,,First year (introductory) lab,Calculus-based,8/31/2017,Extra credit for completion,215,9,Masters granting institution,1,3,4,0,Traditional guided labs,Both about equally.,Sometimes,Sometimes,Often,Rarely,Sometimes,Rarely,Sometimes,Often,Always,Often,Sometimes,Rarely,Rarely,Always,Rarely,Rarely,Always,Never,Often,Often,Never,Never,Always,Rarely,11,11,0,23/08/2017 18:57,88,39,R_2Xj7jQzwHkiCXKb,9XnY3GZOnJEeVmJ,9ZuvjvxmkAFNnvL
+semester,Fall,,Beyond the first year lab,,9/1/2017,Extra credit for completion,29,1,PhD granting institution,2,0,3,0,,Both about equally.,Often,Always,Often,Rarely,Never,Never,Often,Sometimes,Always,Rarely,Often,Rarely,Sometimes,Often,Rarely,Sometimes,Often,Sometimes,Often,Always,Never,Always,Rarely,Rarely,1,2,3,23/08/2017 10:30,63,2,R_3lDK3ZRFh99yTzf,cUdIuYsX9dwJKO9,6s2WMMa6sFNEkYd
+semester,Fall,,First year (introductory) lab,Algebra-based,9/8/2017,Credit for completion (like an assignment),60,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,24/08/2017 13:19,33,27,R_3putj7p803dh4cx,9yiiR7rIUXIefXv,1FkLQMAdX2ArakJ
+semester,Fall,,Beyond the first year lab,,9/8/2017,Credit for completion (like an assignment),7,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,24/08/2017 13:27,33,27,R_1FDjDpv3fTvpLPN,8rjdDszvADHy753,bj6yuKu4OaZo8cZ
+semester,Fall,,First year (introductory) lab,Algebra-based,9/5/2017,Credit for completion (like an assignment),117,6,4 year college,1,3,0,0,Traditional guided labs,Develop lab skills.,Often,Often,Rarely,Never,Never,Never,Never,Rarely,Always,Rarely,Rarely,Rarely,Rarely,Sometimes,Rarely,Rarely,Sometimes,Never,Sometimes,Never,Never,Never,Never,Never,10,10,0,25/08/2017 13:08,84,70,R_bBDx4XP1Kj3Zp05,0vmEKRkHeA7GT0p,eEZZGTSBy88Im0t
+semester,Fall,,First year (introductory) lab,Algebra-based,9/8/2017,Credit for completion (like an assignment),117,6,4 year college,1,3,0,0,Traditional guided labs,Develop lab skills.,Often,Often,Rarely,Never,Never,Never,Never,Rarely,Always,Rarely,Rarely,Rarely,Rarely,Sometimes,Rarely,Rarely,Sometimes,Never,Sometimes,Never,Never,Never,Never,Never,10,10,0,25/08/2017 13:16,84,70,R_20Tibhw19xHZ0pf,0MJmB0Mhsvf8Fvv,dcixGpUIh3kAKMZ
+semester,Fall,,First year (introductory) lab,Algebra-based,9/7/2017,Credit for completion (like an assignment),117,6,4 year college,1,3,0,0,Traditional guided labs,Develop lab skills.,Often,Often,Rarely,Never,Never,Never,Never,Rarely,Always,Rarely,Rarely,Rarely,Rarely,Sometimes,Rarely,Rarely,Sometimes,Never,Sometimes,Never,Never,Never,Never,Never,10,10,0,25/08/2017 13:25,84,70,R_u21P4oDLoEp1NDj,1IaJZHmkkORJ4k5,6Gd69Pqr10jNNml
+semester,Fall,,Beyond the first year lab,,9/6/2017,Credit for completion (like an assignment),6,2,PhD granting institution,3,2,2,0,,Both about equally.,Sometimes,Sometimes,Never,Never,Sometimes,Sometimes,Sometimes,Always,Always,Sometimes,Often,Rarely,Sometimes,Often,Rarely,Sometimes,Often,Often,Often,Sometimes,Never,Often,Always,Never,13,11,2,25/08/2017 15:19,89,16,R_1WU2oJdOUIdObCN,eRwk22Pl09SG2S9,b4yRkPtV2sdaWUt
+semester,Spring,,First year (introductory) lab,Algebra-based,9/9/2017,Credit for completion (like an assignment),200,7,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,26/08/2017 19:00,17,14,R_bC71WKTZTmFVxLz,6tA5WFzadnXfD1z,8If5ddSfj2Hm06x
+semester,Spring,,First year (introductory) lab,Calculus-based,9/9/2017,Extra credit for completion,250,9,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,26/08/2017 19:09,17,14,R_1kXKaRbwdqmjVRQ,dpp1pzjQkszbz6Z,8ijnZC31JG1q7Mp
+semester,Fall,,Beyond the first year lab,,9/1/2017,No incentive,6,1,PhD granting institution,1,0,3,0,,Both about equally.,Often,Sometimes,Sometimes,Rarely,Rarely,Never,Often,Often,Always,Always,Often,Rarely,Sometimes,Rarely,Often,Sometimes,Sometimes,Rarely,Always,Always,Rarely,Often,Rarely,Rarely,1,1,2,24/08/2017 16:28,63,2,R_PCJYQ7HG2WwoLFD,9WuU6EJvyS1A817,9RKG4jP0j5Rr5Zz
+semester,Fall,,First year (introductory) lab,Algebra-based,9/8/2017,No incentive,40,3,4 year college,1,3,4,1,Other,Both about equally.,Often,Sometimes,Often,Rarely,Often,Rarely,Always,Always,Always,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Often,Rarely,Always,Rarely,Always,Often,Rarely,Always,Never,Never,11,12,0,28/08/2017 13:56,92,73,R_XB8xm5gYzuHhyUh,9mXr0NVCfJsjVGZ,eyeurt1duUgFZZz
+semester,Fall,,Beyond the first year lab,,9/10/2017,Credit for completion (like an assignment),50,4,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,28/08/2017 19:44,30,24,R_xDU2yQGELG8Pg6R,6zzQh0mAROdw1QF,cuLljnfKC3H5meN
+semester,Fall,,Beyond the first year lab,,9/14/2017,Extra credit for completion,14,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,29/08/2017 12:59,71,58,R_3lRgN1UdEmkWpOE,5vyxEyCbQt6J1fn,3fsHVwnPnAo9IZD
+semester,Fall,,Beyond the first year lab,,9/18/2017,Extra credit for completion,180,9,PhD granting institution,2,2,0,0,,Develop lab skills.,Sometimes,Sometimes,Often,Always,Often,Rarely,Often,Often,Always,Sometimes,Sometimes,Sometimes,Sometimes,Often,Often,Often,Always,Sometimes,Always,Always,Often,Often,Always,Sometimes,5,3,9,30/08/2017 14:03,90,10,R_prDybslqKLmfK0h,6flUQu0xnH5oS1f,eg1FEugNyQ1sfzL
+semester,Fall,,Beyond the first year lab,,9/15/2017,Extra credit for completion,360,18,PhD granting institution,2,2,0,0,,Develop lab skills.,Often,Often,Always,Always,Often,Rarely,Often,Often,Always,Sometimes,Sometimes,Sometimes,Sometimes,Often,Often,Often,Always,Sometimes,Often,Often,Sometimes,Often,Always,Sometimes,5,1,11,30/08/2017 14:16,90,10,R_2YhMSK27Z9ackuG,0kvcuql0rfJV0Ql,9XM2e4VAWDA4x1j
+semester,Fall,,Beyond the first year lab,,9/18/2017,Credit for completion (like an assignment),547,20,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2/9/2017 21:48,32,26,R_Q6TIUBcMEIMV7Hj,eFlLzmSsdreXFt3,cYNcuNdSV59svfD
+semester,Fall,,Beyond the first year lab,,9/18/2017,No incentive,547,20,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3/9/2017 0:04,32,26,R_vvkwtbysVrtxslz,3W4jpHe29I8pFyZ,9zR7mis0h9nXzlX
+semester,Fall,,Beyond the first year lab,,9/12/2017,Credit for completion (like an assignment),6,1,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4/9/2017 9:22,62,39,R_WpyXV2mtYp0XTot,brUj87P1pjc1PQp,dn8vuq1lskN27D7
+semester,Fall,,Beyond the first year lab,,9/23/2017,No incentive,22,1,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7/9/2017 14:47,34,28,R_1d6yZp4RFfmkWXT,ahjfZQzcuBeHNe5,0SuJHq0EUFrXPNP
+semester,Fall,,Beyond the first year lab,,9/23/2017,No incentive,65,2,PhD granting institution,4,3,1,0,,Develop lab skills.,Sometimes,Often,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Often,Always,Often,Sometimes,Sometimes,Sometimes,Sometimes,Often,Often,Often,Often,Often,Often,Sometimes,Often,Sometimes,Sometimes,6,2,9,7/9/2017 14:53,34,28,R_3prGG43vXcI1wQ5,3IV1g5TxGsAFxiZ,4TMk5Py7GXWDSUB
+quarter,,Fall,Beyond the first year lab,,9/27/2017,Credit for completion (like an assignment),30,2,PhD granting institution,2,3,0,5,,Develop lab skills.,Rarely,Sometimes,Often,Sometimes,Sometimes,Often,Often,Always,Always,Often,Often,Often,Sometimes,Often,Often,Sometimes,Always,Often,Always,Often,Sometimes,Sometimes,Rarely,Sometimes,6,7,3,19/09/2017 15:56,41,34,R_x58qM9zfjhp1HNv,9ZuHHjv0sMNVuwl,00VXlWNOrQR3TWR
+quarter,,Fall,Beyond the first year lab,,10/4/2017,Credit for completion (like an assignment),60,4,PhD granting institution,5,4,0,0,,Both about equally.,Often,Sometimes,Sometimes,Never,Never,Never,Sometimes,Rarely,Always,Never,Never,Never,Never,Sometimes,Rarely,Often,Always,Always,Always,Often,Always,Always,Always,Rarely,3,6,0,25/09/2017 14:15,95,76,R_1j6QqlEMBvWE6kf,0B1Mj6SSormyIwR,3yOH4kOLaT2bF8p
+quarter,,Fall,First year (introductory) lab,Algebra-based,10/8/2017,Credit for completion (like an assignment),80,4,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,28/09/2017 16:29,42,35,R_6JxOzGJd3JhpQ2t,8qzA5SSGCZCAy7X,bgsGEttWgByUAWV
+semester,Fall,,Beyond the first year lab,,10/16/2017,Extra credit for completion,49,1,PhD granting institution,1,1,3,0,,Both about equally.,Always,Often,Often,Rarely,Rarely,Never,Always,Sometimes,Always,Often,Often,Rarely,Sometimes,Always,Often,Rarely,Sometimes,Sometimes,Always,Always,Never,Rarely,Sometimes,Rarely,10,10,10,9/10/2017 10:39,63,2,R_3JxW09f561MeBcF,bI9iaNVDDiuYvS5,eybaF13kyCLXm9T
+semester,Fall,,First year (introductory) lab,Algebra-based,10/25/2017,No incentive,240,10,4 year college,1,3,4,0,Traditional guided labs,Reinforce physics concepts.,Often,Sometimes,Rarely,Never,Rarely,Never,Sometimes,Rarely,Always,Sometimes,Sometimes,Rarely,Rarely,Sometimes,Sometimes,Often,Often,Often,Always,Always,Never,Often,Never,Never,11,11,11,17/10/2017 17:07,96,77,R_3iQfkiGlq9on5na,4G6CymO7Nx03Rdj,08l6reRKiQWExzT
+semester,Spring,,Beyond the first year lab,,1/16/2018,Credit for completion (like an assignment),20,1,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,22/11/2017 22:00,80,37,R_WioadsQkAQ0AnaF,0Pzs0oZT0sVFooJ,54qzdLlP35hmWbj
+semester,Fall,,Beyond the first year lab,,12/20/2017,Extra credit for completion,46,2,PhD granting institution,2,3,3,0,,Both about equally.,Always,Always,Sometimes,Rarely,Rarely,Sometimes,Rarely,Often,Always,Never,Sometimes,Never,Sometimes,Often,Sometimes,Often,Sometimes,Sometimes,Rarely,Rarely,Often,Always,Often,Rarely,6,12,8,11/12/2017 21:51,97,78,R_1NkSF05EHmse0B5,4IVipRpBf4gvmzb,1Mki6IFmthPR0gt
+semester,Spring,,First year (introductory) lab,Calculus-based,2/10/2018,Credit for completion (like an assignment),40,2,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,14/12/2017 06:50,65,11,R_2yefhPWfrIhC4Po,3P10x8a4zSQJd6B,db4nkuge13zi1h3
+semester,Spring,,First year (introductory) lab,Calculus-based,2/5/2018,Credit for completion (like an assignment),300,16,PhD granting institution,1,2,2,0,Traditional guided labs,Reinforce physics concepts.,Often,Sometimes,Rarely,Never,Rarely,Never,Sometimes,Sometimes,Always,Rarely,Sometimes,Never,Never,Often,Rarely,Rarely,Rarely,Rarely,Sometimes,Sometimes,Never,Never,Never,Never,9,9,0,14/12/2017 12:38,65,11,R_3nUE0e2eZDzcWTj,by1LVRZ5c9eioaF,1ROeenoJOmjnW8l
+semester,Spring,,First year (introductory) lab,Calculus-based,2/5/2018,Credit for completion (like an assignment),250,12,PhD granting institution,1,2,2,0,Traditional guided labs,Reinforce physics concepts.,Often,Rarely,Rarely,Never,Rarely,Never,Rarely,Rarely,Always,Rarely,Rarely,Never,Never,Sometimes,Never,Rarely,Rarely,Rarely,Sometimes,Sometimes,Never,Never,Never,Never,9,9,0,14/12/2017 12:43,65,11,R_3lJIQ3G8Algt5Pz,0CfPcJzWOcbUb2d,9zguCh7JrrToKyx
+semester,Spring,,First year (introductory) lab,Algebra-based,1/20/2018,Credit for completion (like an assignment),24,2,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,21/12/2017 09:47,84,70,R_3L7ndWlZZZ2UmBi,1BNKR8aoAaXXfo1,8iRjnJuSiKLhltz
+semester,Spring,,First year (introductory) lab,Algebra-based,1/20/2018,Credit for completion (like an assignment),48,2,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,21/12/2017 13:22,84,70,R_3O6RCKJIzrsMtfG,cCN7cxb0fS36v8V,82nN8uHAPbQREW1
+semester,Spring,,Beyond the first year lab,,1/16/2018,Credit for completion (like an assignment),12,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,27/12/2017 13:48,50,41,R_3dT81doGB6YwLFU,4OrwOwXXTsR5o9L,eVEpEchkRdrQOK9
+quarter,,Winter,First year (introductory) lab,Calculus-based,1/8/2018,Credit for completion (like an assignment),26,2,2 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,30/12/2017 09:15,46,38,R_spN2jVbvWrStPPz,0IN43EEznDpHhQN,8vLZ9qndCqD5t4N
+quarter,,Winter,First year (introductory) lab,Calculus-based,1/8/2018,Credit for completion (like an assignment),26,2,2 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,30/12/2017 09:38,46,38,R_1LUMfopX8nhP28a,eLj5l6pjvNE6yQl,aiadWxStCobKPDD
+quarter,,Winter,First year (introductory) lab,Algebra-based,1/19/2018,Credit for completion (like an assignment),38,1,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3/1/2018 11:29,95,76,R_0OqBHbsKsibd6tX,beVxwtkzlAqBMd7,cItQo9WssAWK1Rr
+semester,Spring,,Beyond the first year lab,,1/20/2018,No incentive,62,2,PhD granting institution,3,3,0,0,,Both about equally.,Always,Sometimes,Never,Never,Never,Never,Sometimes,Sometimes,Always,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Rarely,Rarely,Often,Often,Always,Always,Sometimes,Often,Always,Rarely,8,12,0,4/1/2018 9:46,34,28,R_1KfNWRfdTQbyKH3,ehu1QIIg8n44V6d,6WFubXm5clle2od
+semester,Spring,,Beyond the first year lab,,1/17/2018,No incentive,44,1,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4/1/2018 13:22,34,28,R_2xCRWu97MQNTidP,e3rnfN65FkkHehD,0TlcNpWh2eAdXM1
+semester,Spring,,Beyond the first year lab,,1/20/2018,No incentive,52,1,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4/1/2018 13:29,34,28,R_xsixS5cfozZ8DJL,4UCDMjshqZ0hASF,a9JxtSprTdeM86h
+semester,Spring,,First year (introductory) lab,Calculus-based,1/27/2018,Credit for completion (like an assignment),750,44,PhD granting institution,2,2,1,0,Traditional guided labs,Develop lab skills.,Rarely,Rarely,Always,Rarely,Sometimes,Rarely,Rarely,Sometimes,Always,Sometimes,Sometimes,Rarely,Rarely,Often,Often,Often,Always,Rarely,Always,Sometimes,Never,Never,Always,Never,12,12,0,4/1/2018 14:21,1,1,R_2ahFLTLkxfxoTYD,9nPZD7YBphJSFGl,3KoZTndpGtLDs0t
+quarter,,Winter,Beyond the first year lab,,1/15/2018,Credit for completion (like an assignment),12,1,4 year college,2,6.75,1,15,,Develop lab skills.,Always,Always,Always,Always,Always,Sometimes,Sometimes,Always,Always,Rarely,Sometimes,Rarely,Sometimes,Sometimes,Always,Always,Always,Always,Often,Often,Always,Always,Always,Sometimes,6,7,3,5/1/2018 11:11,98,79,R_1Ka0KJ69tOO7JAk,1GgATRLe0rMLqS1,ezBijaKNbDhDQeV
+quarter,,Winter,Beyond the first year lab,,1/18/2018,Credit for completion (like an assignment),18,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7/1/2018 12:03,99,36,R_QcucVD4KZoTI2kN,5mssnWqrbkxsK45,5vfrgDmBorKkMHr
+semester,Spring,,First year (introductory) lab,Calculus-based,1/19/2018,Credit for completion (like an assignment),35,2,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7/1/2018 12:47,62,39,R_2DLz2GKQKVmaPqm,6gmgRJDjWz5Infn,erJKkizzPLxXFid
+semester,Spring,,Beyond the first year lab,,1/26/2018,Credit for completion (like an assignment),6,1,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7/1/2018 12:50,62,39,R_bsxRvv7Owmhsv61,3zbW5ySg1MisZlr,3gY3P1anu31jFEV
+semester,Spring,,Beyond the first year lab,,1/17/2018,Credit for completion (like an assignment),9,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7/1/2018 13:56,53,43,R_12Kf6Teb74GZI5L,6upqd1cRz0XNtAh,a03LnK00tsLCFqR
+semester,Spring,,First year (introductory) lab,Algebra-based,1/20/2018,Extra credit for completion,180,7,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7/1/2018 17:24,17,14,R_3HNda2gwCcUvphN,0oisOJhQ1depSxn,a5XvwaQ6woA9UnX
+semester,Spring,,First year (introductory) lab,Calculus-based,1/20/2018,Extra credit for completion,200,9,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7/1/2018 17:31,17,14,R_XLGdB7xcsjEZ4cN,8p09NI9v0EdPwPj,bK5KhnF8RR85INv
+semester,Spring,,First year (introductory) lab,Algebra-based,1/27/2018,Credit for completion (like an assignment),462,21,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8/1/2018 9:35,56,46,R_1l4ddOxLSL25XnF,2c784khNzSCe5h3,5dJexzc502F0rqt
+semester,Spring,,First year (introductory) lab,Algebra-based,1/29/2018,Credit for completion (like an assignment),288,14,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8/1/2018 9:43,56,46,R_1lrWNBe8ZHtnS6w,dgvaUJ1FMjCp7wh,1FIPVzPuXoDL3Rb
+semester,Spring,,Beyond the first year lab,,1/23/2018,Credit for completion (like an assignment),39,3,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8/1/2018 11:15,48,39,R_23VMLrnzkt0ucXY,ezWArSvyMDBrYl7,51nL25ck0BQ7VXf
+semester,Spring,,Beyond the first year lab,,1/24/2018,Credit for completion (like an assignment),30,3,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8/1/2018 12:40,51,39,R_1pXyHPDPOakQpFK,1Ti46dG1j45dIq1,2lbWcDu7HttEngV
+semester,Spring,,Beyond the first year lab,,1/17/2018,Credit for completion (like an assignment),4,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9/1/2018 8:55,52,42,R_1DCg2tkEAHe0EKg,bpUn4hnC16pO3Bz,e8KnB2cIiS4TZGZ
+semester,Spring,,Beyond the first year lab,,1/24/2018,Credit for completion (like an assignment),16,1,4 year college,2,6,0,5,,Both about equally.,Sometimes,Often,Sometimes,Rarely,Often,Sometimes,Often,Sometimes,Always,Often,Sometimes,Sometimes,Often,Rarely,Sometimes,Rarely,Sometimes,Rarely,Always,Often,Always,Sometimes,Always,Often,5,1,14,3/1/2018 10:43,49,40,R_1Nk5hGmV5T0PIah,07fQSb46z01TKMR,73eMdkopByDjEnr
+quarter,,Spring,First year (introductory) lab,Calculus-based,1/22/2018,Credit for completion (like an assignment),238,12,PhD granting institution,2,5,2,1,Traditional guided labs,Reinforce physics concepts.,Sometimes,Often,Always,Rarely,Rarely,Rarely,Rarely,Often,Always,Rarely,Rarely,Rarely,Rarely,Often,Rarely,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Never,Never,Never,Never,9,7,0,9/1/2018 11:18,100,80,R_3nu6XUP5nAi4lZe,cuKazCRBVzvtEj3,6hcmvqK41K1vrnf
+quarter,,Spring,First year (introductory) lab,Calculus-based,1/21/2018,Credit for completion (like an assignment),21,2,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9/1/2018 11:38,100,80,R_qITeC301YGuhQNr,3XaZF5ces3JHKZf,8tSzNoS9i8p8f8F
+semester,Spring,,Beyond the first year lab,,1/30/2018,Credit for completion (like an assignment),19,1,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,12/1/2018 9:12,67,54,R_2Spn6nSxISmi1dK,3n5AatRyXpFzv0h,eP87uUjuYovzFOd
+semester,Spring,,Beyond the first year lab,,1/30/2018,Credit for completion (like an assignment),9,1,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,12/1/2018 9:17,67,54,R_3j0wGPlWWEryQNa,ebcS0ZBzOs89MtD,1Ic3mblAPw7n7Fz
+semester,Spring,,Beyond the first year lab,,1/23/2018,Credit for completion (like an assignment),20,2,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,12/1/2018 10:29,7,1,R_2rpbBOW6PVvorFx,6DNKX1gvVuVIQUl,bOvJ8Hp8D4SvCL3
+semester,Spring,,Beyond the first year lab,,1/26/2018,Credit for completion (like an assignment),11,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,12/1/2018 13:51,36,81,R_2YLGq4g8s5iB1mw,dcdYlElvlfvK3SB,bvFCg2ZV8P2aL89
+semester,Spring,,First year (introductory) lab,Algebra-based,1/27/2018,Credit for completion (like an assignment),54,5,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,12/1/2018 13:54,36,30,R_Tu9XjrktJZ4mEJH,7VAyjW0UZe1PVQN,9ozHftom27iQMrX
+semester,Spring,,Beyond the first year lab,,1/31/2018,Credit for completion (like an assignment),14,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13/01/2018 09:48,66,53,R_1g28mGAPrOOZ4Mh,d4sMsTmyW77xxJP,81ErW9khJHbdjUx
+semester,Spring,,First year (introductory) lab,Algebra-based,1/21/2018,Extra credit for completion,300,15,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,14/01/2018 11:56,90,10,R_6JeToLlaLmhBCg1,0oo7xGxTNMYINMx,86QrkhjucB9tRZ3
+semester,Spring,,Beyond the first year lab,,1/21/2018,Extra credit for completion,700,35,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,14/01/2018 11:59,90,10,R_30r5VzAtbUnn7H7,26pIlJsc3gTky6p,a2EFDAPu6iiWyax
+semester,Spring,,First year (introductory) lab,Calculus-based,1/24/2018,Credit for completion (like an assignment),70,3,2 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,14/01/2018 22:15,54,44,R_07Da2Gq3VTM9SwN,8evRhJqJIHmH9qd,e8RY8BIOvTkGkmN
+semester,Spring,,First year (introductory) lab,Calculus-based,1/25/2018,Extra credit for completion,120,6,Masters granting institution,1,3,4,0,Traditional guided labs,Both about equally.,Often,Rarely,Sometimes,Rarely,Rarely,Never,Rarely,Often,Always,Often,Often,Never,Never,Always,Rarely,Often,Always,Never,Often,Often,Never,Always,Never,Rarely,11,11,0,15/01/2018 19:40,88,39,R_3I0RPHBFdQHpZ1a,0TgZOM0LOZTtiip,aggRdCDGh69xrxP
+semester,Spring,,First year (introductory) lab,Calculus-based,1/24/2018,Extra credit for completion,120,6,Masters granting institution,6,3,4,0,Traditional guided labs,Both about equally.,Often,Often,Sometimes,Sometimes,Sometimes,Rarely,Rarely,Often,Often,Often,Often,Sometimes,Sometimes,Sometimes,Sometimes,Often,Sometimes,Often,Always,Often,Rarely,Always,Sometimes,Rarely,12,12,15,16/01/2018 07:59,101,39,R_SNSk6lEf5Kb18HL,6RqvYhrt5zAdrNz,1ZwStCuD2m4L1aJ
+semester,Spring,,First year (introductory) lab,Calculus-based,1/24/2018,Extra credit for completion,112,4,Masters granting institution,1,3,4,0,Traditional guided labs,Both about equally.,Often,Rarely,Sometimes,Rarely,Rarely,Never,Rarely,Often,Always,Often,Often,Never,Never,Always,Rarely,Often,Always,Never,Often,Often,Never,Always,Never,Rarely,11,11,0,16/01/2018 07:52,102,39,R_1nTlGYk34L2K1on,0ApIqNTkpcXFxB3,aarwMUWAceh8v8F
+semester,Spring,,Beyond the first year lab,,1/22/2018,Credit for completion (like an assignment),7,1,4 year college,1,3,0,6,,Develop lab skills.,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Rarely,Rarely,Often,Sometimes,Rarely,Often,Often,Often,Often,Always,Always,Always,Always,5,10,5,17/01/2018 11:33,77,64,R_31YJnlflKSVcveN,cO6r12U7646bNul,2tRASR0JMjycpKZ
+semester,Spring,,Beyond the first year lab,,1/23/2018,Credit for completion (like an assignment),60,4,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,18/01/2018 09:48,103,1,R_r8PYd0a7bX7P6mZ,ePCKRlCCPQYBjiB,cABrSV3WlU9nMs5
+semester,Spring,,Beyond the first year lab,,2/4/2018,Credit for completion (like an assignment),21,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,18/01/2018 19:18,68,55,R_1hThgY0CTDxSkBc,83bEcStc6yq5pY1,9Fw2Tp0ptJd5eDP
+semester,Spring,,Beyond the first year lab,,1/30/2018,Credit for completion (like an assignment),20,1,PhD granting institution,3,2,2,0.5,,Both about equally.,Sometimes,Sometimes,Rarely,Rarely,Sometimes,Often,Sometimes,Always,Always,Sometimes,Often,Rarely,Sometimes,Always,Sometimes,Sometimes,Often,Sometimes,Sometimes,Never,Rarely,Sometimes,Always,Never,13,8,6,22/01/2018 05:42,89,16,R_8IB38T8B3MAf7iB,0CXhJiMEEbQ5D9z,6RI4xQZD02ZdX4p
+semester,Spring,,First year (introductory) lab,Calculus-based,1/30/2018,Credit for completion (like an assignment),8,1,4 year college,1,6,1,2,Other,Develop lab skills.,Sometimes,Often,Always,Often,Often,Often,Often,Often,Always,Rarely,Sometimes,Rarely,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Often,Often,Often,Never,Always,Often,4,2,13,22/01/2018 11:04,105,83,R_2B8z73My4NNywmw,6QkhQ49gvS7qKhL,9TWDvZpmH2NEjRP
+semester,Spring,,First year (introductory) lab,Algebra-based,1/30/2018,Credit for completion (like an assignment),96,1,4 year college,4,3,2.5,0,"Traditional guided labs,I.S.L.E. Physics",Both about equally.,Often,Often,Sometimes,Sometimes,Often,Rarely,Often,Sometimes,Always,Rarely,Sometimes,Rarely,Often,Often,Often,Sometimes,Sometimes,Always,Often,Often,Sometimes,Often,Rarely,Sometimes,15,8,7,23/01/2018 00:51,106,9,R_Tu5KuQkIjcZhAlP,eCANpAbZ8kAC2mV,cO4MVqOBuP8Lonb
+semester,Spring,,Beyond the first year lab,,2/9/2018,Extra credit for completion,8,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,24/01/2018 19:15,71,58,R_3fO6PYwang1ViUB,bsFfcnMMxfGy0Id,etwyBPzzPrGvWOp
+semester,Spring,,Beyond the first year lab,,2/14/2018,Credit for completion (like an assignment),18,2,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,26/01/2018 08:14,30,24,R_6MbGJqcMTocABLb,86a4fzw5MPw93w1,8xqj5vTYdS5kPDT
+semester,Spring,,Beyond the first year lab,,2/9/2018,Credit for completion (like an assignment),22,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,27/01/2018 19:03,73,60,R_3lAhrqdeLoFo0bC,0Nk2ftnOQ18a2Dr,e2iMpb2PDqVmkyV
+semester,Spring,,First year (introductory) lab,Algebra-based,2/16/2018,Credit for completion (like an assignment),67,1,PhD granting institution,10,3,0,0,Traditional guided labs,Develop lab skills.,Often,Rarely,Never,Rarely,Rarely,Rarely,Sometimes,Sometimes,Always,Sometimes,Rarely,Sometimes,Rarely,Sometimes,Sometimes,Sometimes,Sometimes,Often,Sometimes,Never,Rarely,Always,Always,Rarely,4,10,2,1/2/2018 21:29,107,84,R_OJu8Jex8EX3bZ3X,6GvmNtkOZsO7Vtj,6AsoLbOAnDL7c3z
+quarter,,Spring,Beyond the first year lab,,3/30/2018,Credit for completion (like an assignment),24,3,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,12/2/2018 9:55,75,61,R_Ap2XKxdpexg3mKt,0D0c4KQYkflvuvP,eCWOBgnvSja4rgV
+quarter,,Spring,First year (introductory) lab,Algebra-based,4/1/2018,Credit for completion (like an assignment),193,9,PhD granting institution,1,2,0,0,Traditional guided labs,Both about equally.,Often,Always,Sometimes,Never,Never,Never,Never,Never,Always,Sometimes,Often,Rarely,Often,Often,Never,Sometimes,Never,Never,Always,Always,Never,Never,Rarely,Never,8,8,0,19/03/2018 17:13,108,85,R_31QP1Iu292SbHrC,8ekfeM0ZGt1XjIp,9mZofSYAuMdLzWR
+quarter,,Spring,First year (introductory) lab,Algebra-based,4/1/2018,Credit for completion (like an assignment),167,8,PhD granting institution,1,2,0,0,Traditional guided labs,Both about equally.,Often,Always,Sometimes,Never,Never,Never,Never,Rarely,Always,Sometimes,Often,Rarely,Often,Often,Never,Sometimes,Rarely,Rarely,Always,Always,Never,Never,Rarely,Never,8,8,0,19/03/2018 17:33,108,85,R_RRIab26EziVbGsV,81vWQSdFVOLYL1r,e9yfgpSeViOZ61n
+quarter,,Spring,First year (introductory) lab,Algebra-based,4/1/2018,Credit for completion (like an assignment),264,12,PhD granting institution,1,2,0,0,Traditional guided labs,Both about equally.,Often,Always,Sometimes,Never,Never,Sometimes,Never,Rarely,Always,Sometimes,Often,Rarely,Often,Often,Never,Never,Rarely,Rarely,Never,Never,Never,Never,Rarely,Never,8,8,0,20/03/2018 17:23,108,85,R_73dc7PA46gGh7Ql,cMeI7rAAyPvVsVv,abfR9X23uUw81N3
+quarter,,Spring,First year (introductory) lab,Calculus-based,4/1/2018,Credit for completion (like an assignment),164,7,PhD granting institution,1,2,4,0,Traditional guided labs,Both about equally.,Often,Always,Sometimes,Never,Never,Never,Never,Rarely,Always,Sometimes,Often,Rarely,Often,Often,Never,Sometimes,Never,Never,Always,Always,Never,Never,Rarely,Never,8,8,0,20/03/2018 18:05,108,85,R_3foY6i2cw0H4MNS,1LgIK9W1GH2jygl,9QqaBjX3A2cwNg1
+quarter,,Spring,First year (introductory) lab,Calculus-based,4/1/2018,Credit for completion (like an assignment),188,8,PhD granting institution,1,2,4,0,Traditional guided labs,Both about equally.,Often,Always,Sometimes,Never,Never,Never,Never,Rarely,Always,Sometimes,Often,Rarely,Often,Often,Never,Sometimes,Rarely,Rarely,Sometimes,Sometimes,Never,Never,Rarely,Never,8,8,0,20/03/2018 18:13,108,85,R_2cC0UoTZ7121lOE,20hvHdTWLsySGq1,aW2LKkGSeuYJFNb
+quarter,,Spring,First year (introductory) lab,Calculus-based,4/1/2018,Credit for completion (like an assignment),217,9,PhD granting institution,1,2,4,0,Traditional guided labs,Both about equally.,Often,Always,Sometimes,Never,Never,Never,Never,Rarely,Always,Sometimes,Often,Rarely,Often,Often,Never,Sometimes,Never,Never,Sometimes,Sometimes,Never,Never,Rarely,Never,8,8,0,20/03/2018 18:16,108,85,R_2Ez1mxE7OKbp0Ts,1Fb27YyvIGNlsDr,78lZLdEIaWS6gsJ
+quarter,,Spring,First year (introductory) lab,Calculus-based,4/1/2018,Credit for completion (like an assignment),53,3,PhD granting institution,1,2,4,0,Traditional guided labs,Both about equally.,Often,Always,Sometimes,Never,Never,Sometimes,Never,Rarely,Always,Sometimes,Often,Rarely,Often,Often,Never,Never,Rarely,Rarely,Never,Never,Never,Never,Rarely,Never,8,8,0,20/03/2018 18:20,108,85,R_1jHPGi49QOf8wIz,57QRHdRL4altDdX,3ZW8Kdv4yqipvr7
+quarter,,Spring,First year (introductory) lab,Calculus-based,4/1/2018,Credit for completion (like an assignment),205,9,PhD granting institution,1,2,4,0,Traditional guided labs,Both about equally.,Often,Always,Sometimes,Never,Never,Sometimes,Never,Rarely,Always,Sometimes,Often,Rarely,Often,Often,Never,Never,Rarely,Rarely,Never,Never,Never,Never,Rarely,Never,8,8,0,20/03/2018 18:23,108,85,R_Bu3lRit2VpiUsed,3reVE4b625VoneR,0vrOPgnU4JG4KgJ
+quarter,,Spring,First year (introductory) lab,Calculus-based,4/1/2018,Credit for completion (like an assignment),189,9,PhD granting institution,1,2,4,0,Traditional guided labs,Both about equally.,Often,Always,Sometimes,Never,Never,Sometimes,Never,Rarely,Always,Sometimes,Often,Rarely,Often,Often,Never,Never,Rarely,Rarely,Never,Never,Never,Never,Rarely,Never,8,8,0,20/03/2018 18:25,108,85,R_qCPqRDnLf5jkzf3,0NHnl9mqTeONN1b,bCm2WaJ34OCn6zH
+quarter,,Spring,Beyond the first year lab,,4/2/2018,Credit for completion (like an assignment),12,1,4 year college,1,6,2,1,,Develop lab skills.,Rarely,Often,Often,Sometimes,Sometimes,Sometimes,Sometimes,Often,Always,Sometimes,Often,Sometimes,Often,Sometimes,Often,Often,Often,Sometimes,Often,Often,Always,Always,Always,Rarely,4,2,8,20/03/2018 23:36,109,86,R_2XpToEo3270DUgU,4Zno6uUqjWvmJ0N,5pUo1cyt9ayljmd
+quarter,,Spring,First year (introductory) lab,Calculus-based,4/1/2018,Credit for completion (like an assignment),170,7,PhD granting institution,1,2,4,0,Traditional guided labs,Both about equally.,Often,Always,Sometimes,Never,Never,Never,Never,Rarely,Always,Sometimes,Often,Rarely,Often,Often,Never,Sometimes,Never,Never,Always,Always,Never,Never,Rarely,Never,8,8,0,21/03/2018 11:45,108,85,R_3RjSylwkiKZnu97,cAvlcnctbnyjl9X,5143uezWAhwtIFf
+quarter,,Spring,First year (introductory) lab,Calculus-based,4/1/2018,Credit for completion (like an assignment),206,9,PhD granting institution,1,2,4,0,Traditional guided labs,Both about equally.,Often,Always,Sometimes,Never,Never,Never,Never,Rarely,Always,Sometimes,Often,Rarely,Often,Often,Never,Sometimes,Never,Never,Always,Always,Never,Never,Rarely,Never,8,8,0,21/03/2018 11:48,108,85,R_3eBver07osgq64x,2mkbMEzp4jX0KgZ,a3OjQv3kCmTatSZ
+quarter,,Spring,Beyond the first year lab,,4/12/2018,Credit for completion (like an assignment),10,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,28/03/2018 14:10,110,36,R_1LjaH8N8YDrRrs5,9ZxD9RaVAWgxSiV,06xVDMFxY3Bs4Jv
+quarter,,Spring,First year (introductory) lab,Algebra-based,4/9/2018,Credit for completion (like an assignment),33,2,2 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1/4/2018 22:16,46,38,R_3lBiFQ2ymGvIGhf,6Kyt9Sl05mX7x4N,71z0XO79a7jmco5
+semester,Spring,,First year (introductory) lab,Calculus-based,4/13/2018,Credit for completion (like an assignment),20,2,PhD granting institution,3,3,0,1,"Traditional guided labs,I.S.L.E. Physics,Other",Develop lab skills.,Often,Often,Rarely,Rarely,Sometimes,Rarely,Rarely,Sometimes,Always,Sometimes,Often,Rarely,Rarely,Often,Often,Sometimes,Often,Often,Always,Often,Never,Always,Always,Never,10,11,0,7/4/2018 11:46,111,87,R_115PZ1aYo9rIWAg,73eAR5jVensqJRb,00T1R8BOWChY3I1
+quarter,,Spring,First year (introductory) lab,Algebra-based,4/20/2018,Extra credit for completion,55,4,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,12/4/2018 17:25,42,35,R_1Nw9wJUWQLD8nZb,88NzDteMvoNdiwR,bdUwZ7OWLUVkSJT
+semester,Summer,,Beyond the first year lab,,5/19/2018,Credit for completion (like an assignment),11,1,PhD granting institution,1,6,4,0,,Develop lab skills.,Often,Sometimes,Sometimes,Never,Sometimes,Never,Often,Sometimes,Always,Often,Sometimes,Rarely,Sometimes,Often,Sometimes,Often,Always,Always,Always,Often,Sometimes,Always,Always,Rarely,8,4,1,14/05/2018 10:47,113,57,R_239u45mRwdhnlE3,5hl2hQ7ucTgrYTr,7V6HPXxVEpKfDCd
+semester,Summer,,First year (introductory) lab,Calculus-based,5/31/2018,Credit for completion (like an assignment),60,2,Masters granting institution,2,3,3,0,Other,Both about equally.,Rarely,Often,Sometimes,Sometimes,Often,Often,Often,Always,Sometimes,Rarely,Sometimes,Sometimes,Sometimes,Often,Rarely,Never,Rarely,Rarely,Always,Often,Never,Always,Always,Rarely,6,0,6,15/05/2018 15:48,114,89,R_3hiRLZJz7FGIUzX,ba1i69ZzMAl8BFj,08JFZEma5nUGCTH
+semester,Summer,,Beyond the first year lab,,5/14/2018,Credit for completion (like an assignment),10,1,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,28/05/2018 09:58,62,39,R_3jfByzNnebEwp7q,0GPB5pKKNOMQTHf,0UhZ7H0Ou2yVpE9
+quarter,,Summer,First year (introductory) lab,Algebra-based,6/25/2018,Credit for completion (like an assignment),32,3,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,11/6/2018 12:52,108,85,R_6ySGRHkqngwgesx,d76OOyLDqru9oWh,1FeURXEcJYy4nrf
+quarter,,Summer,First year (introductory) lab,Algebra-based,6/25/2018,Credit for completion (like an assignment),49,3,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,11/6/2018 13:02,108,85,R_3M4iBWIuP2LC62V,cNfOgn3kTw5iQ9T,9EpB9F2CM5ePAix
+quarter,,Summer,First year (introductory) lab,Algebra-based,6/25/2018,Credit for completion (like an assignment),37,3,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,11/6/2018 13:05,108,85,R_3edX2hhtHhVeXV3,afMcLV4Mhg2it1P,bk23feYJ5bYrNjf
+quarter,,Summer,First year (introductory) lab,Calculus-based,6/25/2018,Credit for completion (like an assignment),119,5,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,11/6/2018 13:07,108,85,R_3GdCH6Eojb6QbZc,bjfph8gUx8ctRw9,0Dvh1SplerI14lT
+quarter,,Summer,First year (introductory) lab,Calculus-based,6/25/2018,Credit for completion (like an assignment),89,4,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,11/6/2018 13:08,108,85,R_3EWQj7oTZ8ocQ42,3wnsaE0dZbW4Mp7,0wYWffqbsvrlOCh
+quarter,,Summer,First year (introductory) lab,Calculus-based,6/25/2018,Credit for completion (like an assignment),88,4,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,11/6/2018 13:09,108,85,R_2z71j4iMwJAX5dI,5ndorySm8rK4lFj,bPYw0z2mWGKK6EZ
+quarter,,Summer,Beyond the first year lab,,6/25/2018,Credit for completion (like an assignment),61,4,PhD granting institution,2,3,1,0,,Develop lab skills.,Often,Sometimes,Sometimes,Sometimes,Always,Never,Often,Sometimes,Always,Often,Often,Rarely,Sometimes,Often,Rarely,Rarely,Sometimes,Sometimes,Often,Rarely,Rarely,Always,Often,Rarely,3,0,6,13/06/2018 14:49,108,85,R_3qQLlPtNP9CLE2Q,cvhyz9R5dMZUoXX,1Y3LV51IeyMORKd
+semester,Summer,,First year (introductory) lab,Algebra-based,6/29/2018,Credit for completion (like an assignment),30,3,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,19/06/2018 15:00,56,46,R_2pY7NzLoY44O0Ts,6YwayXedzZM3tjv,51oUjGKdwJevYJn
+semester,Spring,,Beyond the first year lab,,9/13/2018,Extra credit for completion,4,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,28/07/2018 10:10,71,90,R_29nRFxF2orYgPgP,8x0lEXLGFWzdIC9,55uaC0JvxmhrIjP
+semester,Fall,,First year (introductory) lab,Calculus-based,8/31/2018,Credit for completion (like an assignment),60,3,2 year college,1,3,4,0,"Traditional guided labs,Modeling Instruction,I.S.L.E. Physics",Both about equally.,Sometimes,Sometimes,Often,Sometimes,Sometimes,Sometimes,Sometimes,Often,Always,Often,Often,Sometimes,Sometimes,Often,Often,Sometimes,Sometimes,Sometimes,Often,Sometimes,Sometimes,Always,Sometimes,Sometimes,12,8,7,2/8/2018 8:42,54,44,R_2tG6j5cly6LpiI4,etHgpNLlRYqoDwV,7WLq5j7q1VVtjaR
+semester,Fall,,Beyond the first year lab,,9/3/2018,Credit for completion (like an assignment),5,1,PhD granting institution,1,4,0,0,,Develop lab skills.,Sometimes,Sometimes,Often,Sometimes,Always,Sometimes,Often,Often,Often,Rarely,Sometimes,Never,Sometimes,Always,Sometimes,Never,Often,Rarely,Always,Always,Rarely,Always,Always,Often,3,15,15,7/8/2018 14:47,115,91,R_yz2VSeEMGOX6dih,3rsc9Yn8ZOW63hr,01h8gUeLZmyhZd3
+semester,Fall,,First year (introductory) lab,Algebra-based,8/30/2018,Credit for completion (like an assignment),75,4,4 year college,1,2,3,0,Traditional guided labs,Develop lab skills.,Sometimes,Sometimes,Often,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Always,Rarely,Sometimes,Rarely,Sometimes,Sometimes,Often,Rarely,Sometimes,Rarely,Often,Sometimes,Rarely,Sometimes,Always,Never,8,8,4,8/8/2018 15:28,116,92,R_2wmkqfqc7uMxDmK,4HFk8myV2fP9UfH,0OjAwwXDPsi1bQp
+semester,Fall,,Beyond the first year lab,,9/7/2018,Credit for completion (like an assignment),2,1,4 year college,1,3,3,0,,Develop lab skills.,Often,Often,Sometimes,Sometimes,Often,Sometimes,Sometimes,Often,Always,Sometimes,Sometimes,Sometimes,Sometimes,Often,Often,Often,Always,Always,Often,Often,Always,Always,Always,Often,6,10,4,10/8/2018 15:49,117,93,R_3gUiiVMgQTNVIYQ,1OkqPvblIQGvK9D,d4n1EflBsae9WF7
+semester,Fall,,Beyond the first year lab,,9/7/2018,No incentive,12,1,4 year college,3,3,4,0,,Develop lab skills.,Never,Sometimes,Sometimes,Often,Often,Often,Often,Sometimes,Always,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Always,Rarely,Often,Sometimes,Sometimes,Rarely,Always,Never,5,10,4,11/8/2018 14:10,118,53,R_1pL1oZ2Un6TQfkp,6SDgJ2yYLWeArkN,cHD5eso2FKIuosZ
+semester,Fall,,First year (introductory) lab,Calculus-based,9/7/2018,Credit for completion (like an assignment),100,5,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13/08/2018 08:04,65,11,R_7TCKN38WPw8qmLT,40K8e3vdsXRnyeh,5ArscxVeockVPJb
+semester,Fall,,First year (introductory) lab,Calculus-based,9/7/2018,Credit for completion (like an assignment),60,3,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,14/08/2018 11:25,65,11,R_2s75WxW2BKS74oP,bdxzeLAKb0fRaDj,0JwxnAY3DcjheJL
+semester,Fall,,First year (introductory) lab,Calculus-based,9/7/2018,Credit for completion (like an assignment),300,14,PhD granting institution,1,2,3,0,Traditional guided labs,Reinforce physics concepts.,Often,Rarely,Rarely,Never,Rarely,Never,Rarely,Rarely,Always,Rarely,Sometimes,Never,Never,Often,Rarely,Rarely,Rarely,Rarely,Sometimes,Often,Never,Never,Never,Never,10,10,0,14/08/2018 11:28,65,11,R_1ezyi0PYVdKBu0c,8k2QpdWGDMHCV6t,8942bcaRSDUniDj
+semester,Fall,,First year (introductory) lab,Calculus-based,9/7/2018,Credit for completion (like an assignment),500,25,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,14/08/2018 11:33,65,11,R_2P52k3oallPj56R,6MbN0GcabCxjXX7,bDgPF5Pbjf5Q0rr
+semester,Fall,,Beyond the first year lab,,8/27/2018,Credit for completion (like an assignment),15,1,4 year college,1,2,3,0,,Both about equally.,Often,Often,Often,Rarely,Rarely,Rarely,Rarely,Sometimes,Always,Sometimes,Sometimes,Sometimes,Sometimes,Often,Sometimes,Often,Often,Often,Always,Often,Often,Often,Always,Often,12,12,0,15/08/2018 10:11,119,94,R_3G25QF5CQbJ8mwN,ezV7V0qLzXX8q8d,41O8SIHeysF1Qi1
+semester,Fall,,Beyond the first year lab,,9/11/2018,No incentive,12,1,PhD granting institution,3,8,0,0,,Both about equally.,Always,Sometimes,Rarely,Rarely,Rarely,Rarely,Often,Often,Always,Often,Often,Sometimes,Sometimes,Often,Often,Sometimes,Always,Always,Always,Often,Always,Always,Sometimes,Often,3,13,0,15/08/2018 13:02,121,96,R_24Oj2hUzqnHhs3n,5sXbkOVefWdetut,b2VYZfPUfg12crX
+semester,Fall,,First year (introductory) lab,Calculus-based,9/21/2018,Credit for completion (like an assignment),15,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,15/08/2018 13:17,3,3,R_2coRm7GziIogPbU,5AvpOOPTxI3ESvH,0uikxXLSMEKSfGt
+semester,Fall,,First year (introductory) lab,Algebra-based,8/27/2018,Credit for completion (like an assignment),572,26,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,16/08/2018 11:48,56,46,R_3gL7nRZNIN7aorf,4OXPtdZUYqfJL2R,57m2Eptzn2f9gQR
+semester,Fall,,First year (introductory) lab,Algebra-based,8/31/2018,Credit for completion (like an assignment),264,12,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,16/08/2018 11:54,56,46,R_32PUAL3gtuVxEV3,3WtDXwsz5RaGatn,72JODIV2A2vADPL
+semester,Fall,,First year (introductory) lab,Algebra-based,8/31/2018,Credit for completion (like an assignment),264,12,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,16/08/2018 11:58,56,46,R_2TAWmT2zVkkeUtE,5aUJsGAl7V6NBWt,01bWbEMkgUZgsAZ
+quarter,,Fall,First year (introductory) lab,Calculus-based,9/4/2018,Credit for completion (like an assignment),240,2,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,17/08/2018 07:03,100,80,R_vqAjIXFp93ssqUF,6LNYb4kLBZjXacJ,aWUNOWRHxolIvDn
+quarter,,Fall,First year (introductory) lab,Calculus-based,9/4/2018,Credit for completion (like an assignment),140,2,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,17/08/2018 07:10,100,80,R_A72jufifWSmfboZ,00Xn5J4ndNdnUpf,eJNM7yWMwHlftnT
+quarter,,Fall,First year (introductory) lab,Calculus-based,9/4/2018,Credit for completion (like an assignment),400,14,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,17/08/2018 07:14,100,80,R_pmJkxQ1c5Gq6NtD,7269N5lIBVmwVyl,5uS6xzOXo7gAV1j
+semester,Fall,,First year (introductory) lab,Calculus-based,9/15/2018,Credit for completion (like an assignment),83,4,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,17/08/2018 12:36,83,97,R_29b0d90YunMTLBF,9NSR5IPW8cN6SmF,bwL70a79kXLwEkJ
+semester,Fall,,First year (introductory) lab,Algebra-based,9/1/2018,Extra credit for completion,300,8,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,19/08/2018 13:36,17,14,R_RJizSaIXvd7T0kN,cv8zTdJ5qYK1JI1,eDM4MEteX0LHhBz
+semester,Fall,,First year (introductory) lab,Calculus-based,9/1/2018,Extra credit for completion,300,9,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,19/08/2018 13:42,17,14,R_308nY3IcQisBgGV,d6hKxaXsj1k5yeh,56j69qP6F7hA0Xr
+semester,Fall,,Beyond the first year lab,,8/29/2018,Credit for completion (like an assignment),6,1,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,20/08/2018 08:07,48,39,R_Z2IWawPFRf5SWwV,a44oFr7lmorCkg5,e4f0ejMjeUehUqN
+semester,Fall,,Beyond the first year lab,,9/9/2018,Credit for completion (like an assignment),40,2,PhD granting institution,2,3,1,5,,Develop lab skills.,Rarely,Sometimes,Sometimes,Sometimes,Sometimes,Always,Sometimes,Always,Always,Always,Always,Always,Always,Often,Rarely,Often,Rarely,Rarely,Always,Sometimes,Sometimes,Never,Always,Rarely,10,10,5,20/08/2018 09:29,122,1,R_3MRnzYDK5U5AgVk,ai2UA8FiFJvaLnD,cvF4UjA1HxBO5nL
+semester,Fall,,Beyond the first year lab,,9/4/2018,Credit for completion (like an assignment),5,1,Masters granting institution,1,2,3,0,,Reinforce physics concepts.,Always,Always,Rarely,Never,Never,Rarely,Often,Often,Always,Always,Always,Sometimes,Sometimes,Always,Sometimes,Sometimes,Always,Always,Always,Often,Never,Always,Always,Rarely,8,15,0,20/08/2018 09:36,123,39,R_10NHBljDPe7TFUl,dbrVRfEbYvWsBUN,8Ap6zkHwXrCo1zT
+semester,Fall,,Beyond the first year lab,,9/7/2018,Credit for completion (like an assignment),12,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,20/08/2018 10:01,33,27,R_2XaEsHFVhwJI6h2,dh9SXlxrBAvbDCd,6lnkYngLqESWofz
+semester,Fall,,First year (introductory) lab,Algebra-based,9/7/2018,Credit for completion (like an assignment),54,3,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,20/08/2018 10:18,33,27,R_2rTROEVkJQOUbjD,3mXO3DPNmq47Cm1,bqGyERg0WH4ikHH
+semester,Fall,,First year (introductory) lab,Algebra-based,9/19/2018,Extra credit for completion,800,40,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,20/08/2018 12:06,124,10,R_24jW6tfym31WMkl,9NRhQBUQltRD2AZ,1LnEccC8vnP6JO5
+semester,Fall,,First year (introductory) lab,Algebra-based,9/19/2018,Extra credit for completion,350,18,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,20/08/2018 12:05,125,10,R_1lzbrJkolm1oCfs,bD674h9R9kdahUx,4Vqw8P1jzDlk6vb
+semester,Fall,,Beyond the first year lab,,9/6/2018,Credit for completion (like an assignment),42,4,PhD granting institution,1-Feb,2.5,0.5,0.5,,Develop lab skills.,Often,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Always,Sometimes,Sometimes,Rarely,Rarely,Sometimes,Rarely,Sometimes,Sometimes,Sometimes,Often,Often,Rarely,Often,Often,Never,6,10,2,20/08/2018 12:54,126,98,R_29s6QwrPZLxbX8K,4Z4cHYTzVWvBMrz,02ism7TmZxqVBOd
+semester,Fall,,First year (introductory) lab,Algebra-based,9/15/2018,Credit for completion (like an assignment),254,11,PhD granting institution,2,3,0,0,"Traditional guided labs,Modeling Instruction,I.S.L.E. Physics",Both about equally.,Sometimes,Sometimes,Sometimes,Never,Sometimes,Never,Rarely,Rarely,Always,Rarely,Sometimes,Never,Never,Sometimes,Rarely,Never,Rarely,Never,Sometimes,Sometimes,Never,Never,Always,Never,30,12,0,20/08/2018 13:11,126,98,R_2TTuzwdhefZFQIe,bBNDPlS1Hx7ifXL,bEj8EIUMeTuD19X
+semester,Fall,,First year (introductory) lab,Calculus-based,8/31/2018,Extra credit for completion,55,4,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,20/08/2018 19:13,102,39,R_3maZMHs6FDtak9a,2gTUKOqPxM4TNUp,26rsqCONL0FVlul
+semester,Fall,,First year (introductory) lab,Calculus-based,8/31/2018,Credit for completion (like an assignment),40,6,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,21/08/2018 06:57,62,39,R_1mt05kOEDd4XCLN,8Dq8intQ2EEVf9j,1KQvnTEVY5VWpjn
+semester,Fall,,Beyond the first year lab,,9/14/2018,Credit for completion (like an assignment),160,3,4 year college,4-May,6,0,3,,Develop lab skills.,Often,Often,Always,Sometimes,Often,Sometimes,Often,Often,Often,Often,Often,Often,Sometimes,Often,Always,Often,Always,Often,Always,Often,Often,Always,Always,Sometimes,5,5,6,21/08/2018 11:49,127,99,R_2aFyJwd0whHOdcY,6riJxroeYagWbzv,8oXcSQAKijkZY5n
+semester,Fall,,First year (introductory) lab,Calculus-based,8/31/2018,Credit for completion (like an assignment),220,15,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,21/08/2018 13:52,114,89,R_3Pdh3EBRKjZXAji,81yc4QxicIUpB3L,9S3nbdvdg5hjC7j
+semester,Fall,,First year (introductory) lab,Calculus-based,8/31/2018,Credit for completion (like an assignment),80,4,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,21/08/2018 14:04,114,89,R_21ciyoBuIhJSnas,07h0EDUf7TJ8Itf,cOOCDzS8AGqFXb7
+semester,Fall,,First year (introductory) lab,Algebra-based,9/9/2018,Credit for completion (like an assignment),240,10,PhD granting institution,2,3,3,0,Other,Develop lab skills.,Sometimes,Sometimes,Always,Always,Always,Always,Always,Always,Always,Often,Often,Often,Often,Always,Often,Always,Sometimes,Rarely,Always,Always,Always,Always,Sometimes,Rarely,5,0,11,21/08/2018 15:09,96,77,R_1NriTVDxbhQqxBZ,0DolWumNYqcOwQJ,8DotWMVYJZ1cclv
+semester,Fall,,First year (introductory) lab,Calculus-based,9/8/2018,Credit for completion (like an assignment),600,38,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,22/08/2018 08:26,1,1,R_xlqjUWCfUOQ83JL,1MTN7YJPVjH7BlP,es8NsQfLaSowVgN
+semester,Fall,,Beyond the first year lab,,8/31/2018,Credit for completion (like an assignment),12,1,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,22/08/2018 13:53,67,54,R_2qC08lNZ7VNwvGB,cXZyW38qUDqc15r,d07DQ6DgQO32Rgx
+semester,Fall,,First year (introductory) lab,Calculus-based,8/31/2018,Credit for completion (like an assignment),56,2,Masters granting institution,1,3,4,1,Traditional guided labs,Both about equally.,Often,Sometimes,Sometimes,Rarely,Never,Never,Never,Sometimes,Always,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Rarely,Rarely,Always,Sometimes,Always,Always,Never,Always,Never,Never,11,11,11,22/08/2018 14:36,128,39,R_3yjT1nUK7E2wpcR,2aeLphGUHTcY0Rv,cvHHWjnIhnS6MCN
+semester,Fall,,Beyond the first year lab,,8/31/2018,Credit for completion (like an assignment),20,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,22/08/2018 14:45,60,100,R_2rw0y8CmNBDd9y5,ewYkPJVzvdem4o5,0qWqoecb9HifPAF
+semester,Fall,,Beyond the first year lab,,9/3/2018,Credit for completion (like an assignment),24,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,26/08/2018 18:47,129,101,R_2dFsEs1dt7bJjto,0MlI4OMABxf9v1P,2fyUHNEjCpWg0bb
+semester,Fall,,First year (introductory) lab,Calculus-based,9/29/2018,Credit for completion (like an assignment),50,3,4 year college,2,3,3,0,Traditional guided labs,Both about equally.,Sometimes,Sometimes,Rarely,Rarely,Sometimes,Often,Often,Often,Always,Often,Often,Always,Often,Often,Sometimes,Always,Always,Always,Always,Often,Never,Always,Rarely,Never,6,6,0,27/08/2018 05:06,37,31,R_3m8lSFOHrlujXCL,8uiRYmMtlGBi4ux,e5M2klWJGFoAbhH
+semester,Fall,,First year (introductory) lab,Calculus-based,9/29/2018,Credit for completion (like an assignment),50,3,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,27/08/2018 05:12,37,31,R_3Ez1BcYBL1lpCKB,eKInEcwE5yCbvdb,4H0a8Xxg2xlgB3T
+semester,Fall,,Beyond the first year lab,,8/31/2018,Extra credit for completion,5,1,PhD granting institution,0,6,0,2,,Both about equally.,Sometimes,Sometimes,Sometimes,Rarely,Sometimes,Often,Sometimes,Often,Sometimes,Rarely,Sometimes,Rarely,Sometimes,Often,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Often,Sometimes,Rarely,8,15,4,24/08/2018 13:41,130,102,R_1I6tJtO2XifYzKN,3Ei5U2PEeS3LsAl,bqERv0FRYsETWVT
+semester,Fall,,First year (introductory) lab,Algebra-based,9/10/2018,Credit for completion (like an assignment),80,5,2 year college,1,2,3,0,I.S.L.E. Physics,Develop lab skills.,Sometimes,Sometimes,Sometimes,Rarely,Often,Sometimes,Often,Always,Always,Often,Often,Sometimes,Sometimes,Often,Sometimes,Sometimes,Always,Often,Always,Often,Never,Often,Never,Never,8,0,12,29/08/2018 12:14,131,103,R_2pX2KPgfWGfNGNK,cTtXK156BvbtIfX,3jxjQQUrDEk6RHD
+semester,Fall,,First year (introductory) lab,Algebra-based,9/11/2018,No incentive,50,4,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,29/08/2018 12:59,92,73,R_Z2h8GVl5HcUMTw5,8kdbsWfiSLlYou1,4ZpC0EHJJpsLZsh
+semester,Fall,,Beyond the first year lab,,9/3/2018,Credit for completion (like an assignment),50,4,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,31/08/2018 07:20,30,24,R_306S8NJ6XTCAzp1,0D8b3eq6W52zEtD,1XtJ5vPVrvAW8YZ
+semester,Fall,,Beyond the first year lab,,9/8/2018,Credit for completion (like an assignment),20,2,PhD granting institution,2-Mar,6,0,0.5,,Develop lab skills.,Rarely,Rarely,Often,Often,Often,Always,Often,Always,Always,Always,Always,Sometimes,Often,Always,Sometimes,Sometimes,Sometimes,Rarely,Often,Sometimes,Often,Rarely,Always,Sometimes,12,8,5.5,30/08/2018 08:56,133,98,R_RRJcHqWgYyk9tC1,00KRiRH91SoGB3T,3KMqKNaAs53eayN
+semester,Fall,,First year (introductory) lab,Calculus-based,9/10/2018,Credit for completion (like an assignment),203,2,PhD granting institution,1,2,3,0,Traditional guided labs,Reinforce physics concepts.,Often,Often,Never,Never,Rarely,Never,Never,Sometimes,Always,Often,Often,Never,Rarely,Always,Never,Never,Often,Often,Sometimes,Sometimes,Never,Never,Never,Never,13,12,1,3/9/2018 11:02,89,16,R_24vcTtAp087C2zm,09i74kv11DArbKt,cBeq0Y2fdJwQRP7
+semester,Fall,,First year (introductory) lab,Calculus-based,9/10/2018,Credit for completion (like an assignment),194,2,PhD granting institution,1,2,3,0,Traditional guided labs,Reinforce physics concepts.,Often,Often,Never,Never,Rarely,Never,Never,Sometimes,Always,Often,Often,Never,Rarely,Always,Never,Never,Often,Often,Sometimes,Sometimes,Never,Never,Never,Never,13,12,1,3/9/2018 11:02,134,16,R_1exXHNqZu3YnxjT,ez02l6LScGP21s9,bQ3Blx3deLuXfq5
+semester,Fall,,First year (introductory) lab,Calculus-based,9/11/2018,Extra credit for completion,600,6,4 year college,1,3,4,2,Traditional guided labs,Reinforce physics concepts.,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Always,Sometimes,Rarely,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,11,11,11,4/9/2018 13:15,140,39,R_sSZAm2wxbrqFPTb,eaNN09UUAQZp8oZ,d52Qv06pubGOIm1
+semester,Fall,,First year (introductory) lab,Calculus-based,9/6/2018,Extra credit for completion,58,10,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4/9/2018 14:02,101,39,R_1GynmWyTOKC7z1l,8uFaofjzFn2aJ1j,bjTceRWuOipTDsV
+semester,Fall,,Beyond the first year lab,,9/16/2018,Credit for completion (like an assignment),37,1,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4/9/2018 21:20,34,28,R_2qn5uhErlAMVfRF,3PN2LabhfuLY4W9,4TQGUPd7nOrfvsV
+semester,Fall,,Beyond the first year lab,,9/15/2018,Credit for completion (like an assignment),63,2,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5/9/2018 10:41,34,28,R_2CKBVFsH7pY82t5,3e05oMb7u3GMBGR,9pKbTmwmBqVUgQd
+semester,Fall,,First year (introductory) lab,Calculus-based,9/18/2018,Credit for completion (like an assignment),250,6,PhD granting institution,1,2,2.5,0,Traditional guided labs,Both about equally.,Often,Often,Sometimes,Never,Rarely,Never,Never,Sometimes,Always,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Rarely,Rarely,Often,Sometimes,Often,Often,Never,Never,Never,Never,5,5,0,10/9/2018 7:22,142,96,R_1GZw7UhW5RAZZvQ,d0ap9eCEhZ0roY5,8eMfXrQnjkzjooJ
+semester,Fall,,First year (introductory) lab,Algebra-based,9/16/2018,Credit for completion (like an assignment),40,2,PhD granting institution,3,3,0,0,Other,Develop lab skills.,Often,Often,Often,Rarely,Rarely,Never,Never,Sometimes,Often,Often,Often,Often,Often,Often,Rarely,Rarely,Often,Sometimes,Often,Rarely,Often,Always,Always,Sometimes,10,10,1,10/9/2018 8:46,143,107,R_1LqvM2RufZwsjXm,4IsWVRLMFtffgyx,eDltAoeLIqcjg8t
+semester,Fall,,First year (introductory) lab,Calculus-based,9/16/2018,Credit for completion (like an assignment),568,21,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10/9/2018 12:00,32,26,R_3NyOzpCQCTjen7Y,0D83uNRTndHPhA1,4Vd51WOoBibpIl7
+semester,Fall,,First year (introductory) lab,Calculus-based,9/10/2018,No incentive,20,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10/9/2018 12:51,32,26,R_1Nncl8SORTUmorS,77HGSX0jcIBsnRj,6LkNkJtDeXPzZcx
+semester,Fall,,First year (introductory) lab,Calculus-based,9/20/2018,Credit for completion (like an assignment),60,6,PhD granting institution,3,2,2.5,1,Other,Both about equally.,Often,Often,Often,Often,Often,Sometimes,Sometimes,Sometimes,Always,Often,Often,Often,Often,Often,Sometimes,Sometimes,Often,Often,Often,Often,Sometimes,Sometimes,Rarely,Sometimes,4,4,6,11/9/2018 8:41,142,96,R_qOfRAkqL7swb6wx,5u2Fzh7D7ZJclOR,0CUro4rQitmcrCR
+quarter,,Fall,Beyond the first year lab,,10/3/2018,Credit for completion (like an assignment),13,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,12/9/2018 8:17,79,66,R_3jVS5szNL8LROhb,agHMPICn0hg9tFX,6RsgN4YsISMLwih
+quarter,,Fall,Beyond the first year lab,,10/3/2018,Credit for completion (like an assignment),9,1,4 year college,1,4,2,0,,Develop lab skills.,Sometimes,Rarely,Often,Rarely,Rarely,Sometimes,Rarely,Always,Always,Rarely,Rarely,Rarely,Rarely,Rarely,Sometimes,Always,Sometimes,Sometimes,Rarely,Rarely,Never,Always,Always,Rarely,8,10,0,12/9/2018 8:30,79,66,R_1jy5bRnWN8lU22J,cMbkY3BoHggLaKx,bx7ZQCOVgNZX79j
+semester,Fall,,First year (introductory) lab,Algebra-based,9/22/2018,Credit for completion (like an assignment),150,6,2 year college,2,3,3,0,Traditional guided labs,Both about equally.,Sometimes,Sometimes,Sometimes,Never,Never,Never,Never,Rarely,Always,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Rarely,Rarely,Sometimes,Sometimes,Often,Often,Never,Never,Never,Never,6,6,0,13/09/2018 12:18,142,96,R_2UbUwV5gRzjrWNV,1U1ELvhzW6gi7sx,eERjRXrpnP5CRk9
+quarter,,Fall,Beyond the first year lab,,10/1/2018,Credit for completion (like an assignment),35,2,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,14/09/2018 13:48,41,34,R_2SDACe6cAQp6hvS,0VXtpdL3LGizNc1,ealhhCBRpjCsafb
+quarter,,Fall,First year (introductory) lab,Calculus-based,9/18/2018,Credit for completion (like an assignment),203,8,2 year college,1,3.5,3.5,0,"Traditional guided labs,Modeling Instruction,I.S.L.E. Physics,SCALE-UP,Other",Both about equally.,Sometimes,Often,Rarely,Rarely,Sometimes,Sometimes,Sometimes,Often,Always,Often,Sometimes,Rarely,Rarely,Often,Sometimes,Sometimes,Always,Often,Often,Often,Rarely,Often,Rarely,Never,14,11,1.5,15/09/2018 10:39,46,38,R_ugfas1erwZNeYAV,cCox0BIdTYPlddj,e4fkUJnUGSmMB6d
+quarter,,Fall,First year (introductory) lab,Algebra-based,10/4/2018,Credit for completion (like an assignment),70,3,4 year college,2,2,4,0,Traditional guided labs,Both about equally.,Often,Often,Often,Rarely,Sometimes,Never,Sometimes,Often,Often,Often,Sometimes,Rarely,Rarely,Often,Sometimes,Rarely,Sometimes,Sometimes,Often,Often,Never,Often,Rarely,Never,7,7,0,16/09/2018 10:02,99,36,R_22GoOpHX9CmDXCV,dasaTqung9GANJH,56K0bV7HF6wG5c9
+semester,Fall,,First year (introductory) lab,Algebra-based,10/15/2018,No incentive,180,1,PhD granting institution,5,3,1,0,Traditional guided labs,Develop lab skills.,Often,Often,Rarely,Never,Rarely,Rarely,Rarely,Sometimes,Always,Rarely,Never,Rarely,Never,Often,Sometimes,Often,Always,Always,Sometimes,Never,Never,Sometimes,Always,Rarely,14,20,1,19/09/2018 03:33,144,108,R_2qC3aPt6kbU7plU,6LhSc6mLXciUxgN,41nlfWAA4Rp6pvf
+quarter,,Fall,First year (introductory) lab,Algebra-based,10/1/2018,Credit for completion (like an assignment),300,13,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,19/09/2018 13:17,108,85,R_24JgBvSSh8Yvy3D,8hV5IfWt5kwjgMJ,036otO6rzCXu6up
+quarter,,Fall,First year (introductory) lab,Algebra-based,10/1/2018,Credit for completion (like an assignment),113,5,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,19/09/2018 13:21,108,85,R_3Oj2CM14Y4voaOG,8k9DgaFPYnkGHLn,3s0L5ztFqt8Pl8F
+quarter,,Fall,First year (introductory) lab,Algebra-based,10/1/2018,Credit for completion (like an assignment),83,4,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,19/09/2018 13:23,108,85,R_2bPNPShGL1Ez6nh,3aWD1DCM5IqBXU1,bQocNnvoYuGTPIp
+quarter,,Fall,First year (introductory) lab,Calculus-based,10/1/2018,Credit for completion (like an assignment),413,18,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,19/09/2018 13:24,108,85,R_3QDaRh0QYfU9TxK,3scq3Lugl5QdmER,01lNTCoyXO8Z1rf
+quarter,,Fall,First year (introductory) lab,Calculus-based,10/1/2018,Credit for completion (like an assignment),42,2,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,19/09/2018 13:28,108,85,R_2AL8Uf5svLDGtZu,0oZu9GuKHJSZ3kV,9tSzR1Xy3QpfEUJ
+quarter,,Fall,First year (introductory) lab,Calculus-based,10/1/2018,Credit for completion (like an assignment),196,8,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,19/09/2018 13:36,108,85,R_3MsXxV7Oeix2dh8,0iwqtbGR8HtApz7,1yOXWVroKol7yzr
+quarter,,Fall,First year (introductory) lab,Calculus-based,10/1/2018,Credit for completion (like an assignment),198,8,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,19/09/2018 13:38,108,85,R_3FIJKJl1fiDzzrY,4H3Fa4KgXkwE5Q9,eIJ73NQK8eQrljv
+quarter,,Fall,First year (introductory) lab,Calculus-based,10/1/2018,Credit for completion (like an assignment),144,6,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,19/09/2018 13:40,108,85,R_4JHo82cbd2CPSdr,5hdIOnYfTB4lrJH,e3XFwraM9uCYxOl
+quarter,,Fall,First year (introductory) lab,Calculus-based,10/1/2018,Credit for completion (like an assignment),144,6,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,19/09/2018 13:41,108,85,R_2RNT0ysAQAacOLj,cFMC8J2r9OEmtkp,3EIDT2pVinxLLCd
+quarter,,Fall,First year (introductory) lab,Calculus-based,10/1/2018,Credit for completion (like an assignment),148,6,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,19/09/2018 13:42,108,85,R_d5VISAg1S2UH6dX,4YqQrGyLCJejnUx,eQXVIxeALaJyQDP
+quarter,,Fall,First year (introductory) lab,Calculus-based,10/1/2018,Credit for completion (like an assignment),135,6,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,19/09/2018 13:44,108,85,R_12gJZ7HPjtPxAR0,eypZDRtsfjZ66Q5,bKhKGQfwNIdzrZb
+quarter,,Fall,Beyond the first year lab,,10/16/2018,Credit for completion (like an assignment),64,4,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,20/09/2018 11:30,95,76,R_cXUauVvcOBY4D5f,bmGKddn5lBLVjpj,020CHD3KQHVD5aZ
+quarter,,Fall,First year (introductory) lab,Calculus-based,10/8/2018,Extra credit for completion,115,8,Masters granting institution,1,2,4,0,Traditional guided labs,Develop lab skills.,Often,Rarely,Rarely,Sometimes,Sometimes,Never,Sometimes,Sometimes,Always,Rarely,Rarely,Never,Never,Sometimes,Never,Rarely,Often,Sometimes,Always,Sometimes,Never,Always,Always,Never,8,10,0,21/09/2018 07:02,145,109,R_33DRVlIn6lp0Wob,8HcouWhKCRMeZlX,bmgEH1gFwpkZpYh
+quarter,,Fall,Beyond the first year lab,,10/22/2018,Credit for completion (like an assignment),114,6,PhD granting institution,1,4,3,0,,Reinforce physics concepts.,Always,Rarely,Rarely,Never,Never,Never,Rarely,Rarely,Never,Never,Rarely,Never,Never,Never,Never,Sometimes,Often,Often,Often,Sometimes,Never,Always,Sometimes,Never,6,6,0,20/09/2018 14:01,95,76,R_WqXAY76A1N4nsyd,42Et56z1FEzHZlj,5dUIJW010Jjhjg1
+quarter,,Fall,First year (introductory) lab,Calculus-based,10/22/2018,Credit for completion (like an assignment),380,19,PhD granting institution,1,4,3,0,Traditional guided labs,Reinforce physics concepts.,Always,Rarely,Rarely,Never,Never,Never,Sometimes,Never,Always,Never,Never,Never,Never,Never,Rarely,Sometimes,Sometimes,Sometimes,Often,Often,Never,Always,Sometimes,Never,6,6,0,21/09/2018 12:11,95,76,R_3FKiiJpdlVVXQMZ,8xlGLS7mCtF5XmJ,79w5tJw3nfliNMN
+quarter,,Fall,First year (introductory) lab,Calculus-based,10/22/2018,Credit for completion (like an assignment),100,8,PhD granting institution,1,4,3,0,Traditional guided labs,Reinforce physics concepts.,Always,Rarely,Rarely,Never,Rarely,Rarely,Sometimes,Rarely,Always,Never,Never,Never,Never,Never,Sometimes,Sometimes,Often,Often,Often,Often,Never,Always,Never,Never,6,6,0,24/09/2018 12:58,95,76,R_788W3MVfjxJZSDf,6FjDrqJqUT9waEJ,71VH730wEyNxdYN
+quarter,,Fall,First year (introductory) lab,Algebra-based,10/1/2018,Credit for completion (like an assignment),75,4,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,24/09/2018 13:05,42,35,R_3EirIuGPYGGsVs2,6rQcfR2ExcXecHr,0r2s3ZCYDgiJqMR
+semester,Fall,,First year (introductory) lab,Algebra-based,10/15/2018,No incentive,150,1,PhD granting institution,4,3,1,0,Traditional guided labs,Develop lab skills.,Often,Often,Rarely,Never,Rarely,Rarely,Rarely,Sometimes,Always,Rarely,Never,Rarely,Never,Often,Often,Often,Always,Always,Sometimes,Never,Never,Sometimes,Always,Rarely,14,20,1,27/09/2018 02:18,144,108,R_1QhDQydRhhTHQl8,5doWMSl30K8BnCd,cBgggNQznaNv2zr
+quarter,,Fall,First year (introductory) lab,Algebra-based,11/5/2018,Credit for completion (like an assignment),35,3,PhD granting institution,1,2,3,0,I.S.L.E. Physics,Develop lab skills.,Sometimes,Often,Often,Often,Often,Often,Sometimes,Sometimes,Often,Rarely,Sometimes,Rarely,Rarely,Rarely,Often,Sometimes,Often,Rarely,Often,Sometimes,Often,Rarely,Always,Never,2,4,0,1/10/2018 14:45,95,76,R_11WK6SztPSc364Z,8A0jpp286iGDH1z,3Red9gqe6QzBp9r
+semester,Spring,,Beyond the first year lab,,1/14/2019,Credit for completion (like an assignment),20,1,4 year college,2,3,3,0,,Reinforce physics concepts.,Often,Rarely,Often,Never,Rarely,Rarely,Rarely,Often,Often,Often,Sometimes,Rarely,Rarely,Rarely,Rarely,Often,Often,Often,Sometimes,Often,Never,Often,Always,Never,9,10,0,2/10/2018 10:53,147,111,R_1llxZ6l4CAQzgTC,4SdhMnuNB4QFhtP,7WeIg73qnaTtBFH
+semester,Spring,,Beyond the first year lab,,1/14/2019,Credit for completion (like an assignment),10,1,4 year college,1,3,2,3,,Develop lab skills.,Sometimes,Always,Often,Often,Often,Often,Often,Often,Sometimes,Often,Sometimes,Often,Sometimes,Sometimes,Often,Often,Always,Always,Always,Always,Always,Always,Always,Always,3,6,7,2/10/2018 11:03,147,111,R_2711rSSymtnm3je,2rAN1vCSTUgtRBj,ewHftwUjIAAVQa1
+quarter,,Fall,First year (introductory) lab,Calculus-based,10/22/2018,Credit for completion (like an assignment),190,10,PhD granting institution,1,4,3,0,Traditional guided labs,Reinforce physics concepts.,Often,Rarely,Rarely,Never,Rarely,Never,Sometimes,Never,Always,Never,Sometimes,Never,Never,Rarely,Sometimes,Sometimes,Often,Often,Often,Often,Never,Always,Never,Never,6,6,0,8/10/2018 10:19,95,76,R_UnmBKSRVcppCHoB,bOrsInuszEMqSJ7,6YvPCvjxY9JLUpf
+semester,Spring,,First year (introductory) lab,Algebra-based,1/13/2019,Extra credit for completion,162,6,4 year college,2,2,0,0,"Traditional guided labs,I.S.L.E. Physics",Develop lab skills.,Often,Rarely,Often,Sometimes,Rarely,Never,Sometimes,Sometimes,Always,Rarely,Rarely,Rarely,Rarely,Rarely,Often,Sometimes,Often,Rarely,Always,Always,Sometimes,Often,Never,Sometimes,12,9,3,9/12/2018 13:17,90,10,R_3hyWROGcMq77Qjn,0AOvasYv4h0w9dr,emTk3MGs5fNbh9X
+quarter,,Winter,First year (introductory) lab,Calculus-based,1/9/2019,Credit for completion (like an assignment),33,2,2 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23/12/2018 09:06,46,38,R_2CeT4uA0AlJX0Jq,3sbmQgFsoC4xD6Z,6EGGV33VjiZ4bop
+quarter,,Winter,First year (introductory) lab,Calculus-based,1/9/2019,Credit for completion (like an assignment),116,5,2 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23/12/2018 09:18,46,38,R_OedO2C8tF0XKaSB,cZnDEZyvaQoOQap,daol8ZUAYnnDzIV
+semester,Spring,,First year (introductory) lab,Calculus-based,1/26/2019,Credit for completion (like an assignment),642,3,PhD granting institution,34,2,0.33,0,Other,Develop lab skills.,Rarely,Rarely,Always,Never,Rarely,Never,Sometimes,Often,Often,Rarely,Sometimes,Rarely,Rarely,Sometimes,Rarely,Sometimes,Sometimes,Rarely,Always,Always,Never,Never,Always,Never,12,12,0,23/12/2018 15:43,149,1,R_2wsPXr6wV7fuBsM,0x3OgMPBtlOu9q5,42EuShUnAyAJhPf
+quarter,,Winter,Beyond the first year lab,,1/13/2019,Credit for completion (like an assignment),12,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1/1/2019 17:26,98,79,R_27qyQJAnruZ7aOF,8FZGG7InihOhIvr,5veRLzANYeUV0u9
+quarter,,Winter,Beyond the first year lab,,1/17/2019,Credit for completion (like an assignment),10,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2/1/2019 11:57,99,36,R_snVHcPJIA82wrbH,9H8Rzjaden4g0kd,dcbpXgEayMXpNeR
+quarter,,Winter,First year (introductory) lab,Calculus-based,1/13/2019,Extra credit for completion,60,3,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3/1/2019 12:58,145,109,R_27rIhM35GwWuj0d,0NBvjWEubiZYgcJ,becDjZTnwKwrCpT
+semester,Spring,,Beyond the first year lab,,1/15/2019,Credit for completion (like an assignment),6,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3/1/2019 14:02,52,42,R_1H1YxchwvPfSyJZ,0MlIjwq2OYfAaZ7,0cGcAXtCIDtF1FH
+quarter,,Winter,First year (introductory) lab,Calculus-based,1/15/2019,Credit for completion (like an assignment),556,26,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3/1/2019 14:45,108,85,R_2ANHrIst0VboPMA,4TJ2MbkvXV2zntX,7U5VNsgCsvmZiVn
+quarter,,Winter,First year (introductory) lab,Calculus-based,1/15/2019,Credit for completion (like an assignment),529,27,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3/1/2019 14:50,108,85,R_3lJM7ShXjBb8mhg,56LgIcKYYypU3K5,8wXoxqLrS0be3it
+quarter,,Winter,First year (introductory) lab,Calculus-based,1/15/2019,Credit for completion (like an assignment),430,18,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3/1/2019 14:52,108,85,R_2X0DybsQ4H0XOa5,5tABhihmQrfGKs5,eeQt7ba10d5elMh
+quarter,,Winter,First year (introductory) lab,Calculus-based,1/15/2019,Credit for completion (like an assignment),43,3,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3/1/2019 14:53,108,85,R_0ULtSeLpwqYLs5P,4Yi3ADCDtoriZZH,eR4AqzKgEuVAUSx
+quarter,,Winter,First year (introductory) lab,Algebra-based,1/15/2019,Credit for completion (like an assignment),168,7,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3/1/2019 14:58,108,85,R_2E9MPd7dajLcR0C,00cxdeZbKOn8Vkp,3jw3dIyD4h6MsFD
+quarter,,Winter,First year (introductory) lab,Algebra-based,1/15/2019,Credit for completion (like an assignment),326,14,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3/1/2019 15:00,108,85,R_2TSFawqFO759cS0,9uZzchhceISxNYx,5aHrshD5uWWskRv
+quarter,,Winter,First year (introductory) lab,Algebra-based,1/15/2019,Credit for completion (like an assignment),87,4,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3/1/2019 15:01,108,85,R_28O3fSHAhz8J261,6lmG7cBp15BFTjD,bfMmboQtKO7eECN
+semester,Spring,,First year (introductory) lab,Algebra-based,1/18/2019,Extra credit for completion,320,16,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4/1/2019 8:33,150,10,R_2Y2R4pY0geP9kgt,ePCMttJYAFCSpwh,2rE91y3dDizJGyp
+semester,Spring,,First year (introductory) lab,Algebra-based,1/18/2019,Extra credit for completion,660,33,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4/1/2019 8:39,150,10,R_3pa9jyoznv9o1mu,8eUvVRcJN4zNhiZ,9GKv9rMzpOF5map
+semester,Spring,,Beyond the first year lab,,1/23/2019,Credit for completion (like an assignment),9,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4/1/2019 12:52,53,43,R_2tMwE4XWZGrrZSp,ahpS2ILh89nC44t,9HwNSRbZjbGlO4J
+quarter,,Winter,Beyond the first year lab,,1/8/2019,Credit for completion (like an assignment),12,1,4 year college,3,6,1,1,,Both about equally.,Always,Rarely,Sometimes,Never,Sometimes,Never,Rarely,Often,Always,Sometimes,Sometimes,Sometimes,Sometimes,Often,Sometimes,Sometimes,Often,Sometimes,Always,Sometimes,Never,Sometimes,Always,Rarely,5,10,0,4/1/2019 13:26,151,113,R_10OatPJO1akPvoS,6V9UGGHCfvpcTfT,71Z0oUt11w9gUBv
+semester,Spring,,First year (introductory) lab,Algebra-based,1/14/2019,Credit for completion (like an assignment),500,23,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4/1/2019 14:19,56,46,R_3ML2GE0OK6tKI1s,8AJ8GCX8DILe3Fb,b7tbOWA31UK6dcV
+semester,Spring,,First year (introductory) lab,Algebra-based,1/14/2019,Credit for completion (like an assignment),300,14,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4/1/2019 14:24,56,46,R_3G6UvhYasqUywG4,diJ2S19CWTBVotT,eA0Xk2wWi6BLT1j
+semester,Spring,,First year (introductory) lab,Algebra-based,1/18/2019,Credit for completion (like an assignment),304,15,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7/1/2019 8:30,126,98,R_3O6Qgj3yshS8PqH,eVxYboExoTaTZSR,6P4vSvsFTONSGA5
+semester,Spring,,Beyond the first year lab,,1/19/2019,No incentive,59,1,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9/1/2019 13:22,34,28,R_3EPRZJ8qkjgVB4h,50jposyZ3w5iRF3,cGxUWJRF19wOiTr
+semester,Spring,,Beyond the first year lab,,1/23/2019,No incentive,67,2,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9/1/2019 13:44,34,28,R_3I9KjZY2jdVyYsc,0JSuDiIFhZcFU1f,9phmMPx0kD1YJYV
+semester,Spring,,Beyond the first year lab,,1/26/2019,No incentive,54,1,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9/1/2019 13:51,34,28,R_10oozZwAKBXqr6n,2agFjf3mH4sCCXj,b8CQ66253wFM7CB
+semester,Spring,,Beyond the first year lab,,2/6/2019,No incentive,20,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10/1/2019 6:02,121,114,R_3JkhRGPr5DCJr5b,6KalSqiYjP9mcKN,8bT8nF56ZNgy2rz
+semester,Spring,,Beyond the first year lab,,1/17/2019,Credit for completion (like an assignment),24,1,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10/1/2019 22:48,80,37,R_3erGB46RIL4ZoLT,4G9uY9H4P9dGzFH,7WK4qAuaH3OOB5b
+semester,Spring,,Beyond the first year lab,,1/22/2019,Credit for completion (like an assignment),35,3,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,11/1/2019 8:11,48,39,R_aV4VlLWKHiTsF2N,0ol72ocmVpaGBIp,8GlGZiGCy1uuvgp
+semester,Spring,,Beyond the first year lab,,1/15/2019,Credit for completion (like an assignment),11,1,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,11/1/2019 8:19,48,39,R_u4XNpkOLxUbQt8J,dmXaPTecm1SUm1L,0vSNnzGyw936ump
+semester,Spring,,First year (introductory) lab,Calculus-based,1/21/2019,No incentive,140,3,Masters granting institution,1,3,4,0,Traditional guided labs,Both about equally.,Often,Sometimes,Often,Rarely,Rarely,Sometimes,Sometimes,Always,Always,Sometimes,Often,Sometimes,Sometimes,Always,Often,Often,Always,Often,Always,Always,Rarely,Always,Always,Rarely,11,11,11,11/1/2019 8:34,152,39,R_3R3XxQp0VAu0KZl,9nOmhbNbxYwhWWp,bHlRxUV74JOyU85
+semester,Spring,,First year (introductory) lab,Calculus-based,1/17/2019,Credit for completion (like an assignment),110,2,Masters granting institution,4,3,4,1,Traditional guided labs,Both about equally.,Often,Often,Sometimes,Rarely,Sometimes,Rarely,Sometimes,Rarely,Always,Often,Often,Sometimes,Sometimes,Often,Often,Sometimes,Always,Rarely,Often,Often,Never,Always,Never,Never,11,11,0,11/1/2019 8:42,153,39,R_1NajyELgil4TihH,1KPOpbOsXctvbDf,2c3U9vONgNuJ63r
+semester,Spring,,First year (introductory) lab,Calculus-based,2/2/2019,Credit for completion (like an assignment),20,1,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,11/1/2019 10:21,65,11,R_DI6qlXuFkBA449z,7OE2apIIotuL4wJ,9tqXaBJdoMP6AUB
+semester,Spring,,Beyond the first year lab,,1/25/2019,Credit for completion (like an assignment),14,1,4 year college,2,6,2,4,,Develop lab skills.,Always,Always,Often,Often,Always,Often,Often,Always,Always,Often,Often,Often,Often,Always,Often,Often,Often,Often,Always,Always,Always,Sometimes,Always,Often,5,12,3,11/1/2019 12:02,154,40,R_3HjF2aiCn9zv4hJ,bKSrBDJLVr4VsLr,7aKjXlMumMffTF3
+semester,Spring,,Beyond the first year lab,,1/28/2019,Credit for completion (like an assignment),12,1,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,11/1/2019 12:15,67,54,R_2fdg8Xhg97FhV3c,d0VlfsClKFd0E1T,3gWb7SI5o2DX77v
+semester,Spring,,Beyond the first year lab,,1/28/2019,Credit for completion (like an assignment),12,1,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,11/1/2019 12:21,67,54,R_2THsCdPjk6Y161X,1AfeAanmk6KBKNT,9NWSHfNWS9L9D8N
+semester,Spring,,Beyond the first year lab,,1/25/2019,Credit for completion (like an assignment),12,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,11/1/2019 14:10,36,115,R_32LtjOhgUuBiXCj,aVQYvAS56GdQwhT,5v9i7nga0WaOzuB
+semester,Spring,,First year (introductory) lab,Algebra-based,1/22/2019,Credit for completion (like an assignment),30,2,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,11/1/2019 14:13,36,115,R_bgyCu2ChwPv6sBr,8iUrde9gEVVJC0B,2lu9Yrc5oaRnrqR
+semester,Spring,,Beyond the first year lab,,1/19/2019,Credit for completion (like an assignment),6,1,4 year college,1,3,0.3,3,,Develop lab skills.,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Rarely,Sometimes,Sometimes,Always,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Always,Always,Sometimes,Sometimes,Rarely,Sometimes,Always,Rarely,5,15,4,12/1/2019 20:41,155,45,R_WeTT2bPE4sfWA0N,bHJe7ZqT8hrAHlj,3rxNduHqAVEjSFT
+semester,Spring,,First year (introductory) lab,Calculus-based,1/18/2019,Credit for completion (like an assignment),30,4,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13/01/2019 15:03,62,39,R_1zu69W434PM559D,dmtx11K8N3eIe8Z,71ldPjbDbAlmjxr
+semester,Spring,,Beyond the first year lab,,1/24/2019,Credit for completion (like an assignment),15,2,PhD granting institution,1,4,0,1,,Both about equally.,Often,Sometimes,Sometimes,Rarely,Rarely,Sometimes,Rarely,Always,Always,Often,Rarely,Often,Rarely,Sometimes,Often,Often,Often,Often,Always,Often,Always,Sometimes,Always,Rarely,6,10,4.5,14/01/2019 10:16,156,1,R_3htPAnzTZ5ZEyCG,8phSdgYtnZWmwId,cAZCzNOk7G0bVjv
+semester,Spring,,Beyond the first year lab,,1/21/2019,Credit for completion (like an assignment),4,1,4 year college,1,3,0,6,,Develop lab skills.,Always,Always,Always,Sometimes,Sometimes,Rarely,Always,Always,Always,Often,Often,Rarely,Sometimes,Often,Sometimes,Rarely,Always,Always,Sometimes,Often,Often,Always,Always,Sometimes,6,14,0,14/01/2019 10:02,157,116,R_1jx1q7kiBaqF3Ge,1BW2zDTtYSwTthH,bpcmrd0ipb3LADH
+semester,Spring,,Beyond the first year lab,,1/22/2019,Credit for completion (like an assignment),54,3,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,14/01/2019 14:58,43,1,R_3gY0p3V4eBGbNEH,3VDX8R4CyutW9IV,7VRT8fiHhk1n9xb
+semester,Spring,,First year (introductory) lab,Calculus-based,1/22/2019,Extra credit for completion,140,3,Masters granting institution,2,3,4,1,Traditional guided labs,Both about equally.,Often,Rarely,Often,Rarely,Rarely,Never,Rarely,Often,Always,Often,Sometimes,Rarely,Rarely,Often,Often,Often,Always,Never,Often,Often,Never,Always,Never,Never,11,11,0,14/01/2019 19:25,88,39,R_5yFoJKMqTvaj35T,3yZhSEu8zBCIcyV,55S1BTxSMsrMvU9
+semester,Spring,,Beyond the first year lab,,1/18/2019,Credit for completion (like an assignment),5,1,4 year college,1,5,1,3,,Both about equally.,Often,Often,Often,Often,Often,Often,Often,Often,Often,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Often,Often,Often,Often,Often,Often,Often,Often,7,16,3,15/01/2019 13:49,158,102,R_5bR0JZyzUAs44I9,8hLRyrkEul7viWp,7V85CXqbexUl9AN
+semester,Spring,,First year (introductory) lab,Algebra-based,2/1/2019,Credit for completion (like an assignment),91,4,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,16/01/2019 13:50,96,77,R_2X6Y8UwYipxTLYd,41SJyVC5UCREIGp,em77Jf8M4dJzz8N
+semester,Spring,,Beyond the first year lab,,1/23/2019,Credit for completion (like an assignment),16,1,2 year college,0,3,3,0,,Both about equally.,Sometimes,Sometimes,Sometimes,Rarely,Rarely,Sometimes,Sometimes,Often,Always,Sometimes,Often,Sometimes,Often,Sometimes,Rarely,Sometimes,Rarely,Rarely,Often,Often,Sometimes,Rarely,Always,Rarely,20,14,15,17/01/2019 06:01,159,117,R_9n9ayyOSoMeIo6d,2i6sRskbAya6Ea9,5oRuLxYjluNy233
+semester,Spring,,First year (introductory) lab,Calculus-based,1/28/2019,Extra credit for completion,175,8,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,19/01/2019 15:18,17,14,R_5vvkiNRDrvutGdX,5oRXVY5muphtJLD,erePYzzJ1HsOqbz
+semester,Spring,,First year (introductory) lab,Algebra-based,1/28/2019,Extra credit for completion,140,6,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,19/01/2019 15:27,17,14,R_2EmHjTysDmBawPU,0VulUWk5Y08KzDT,bIujWRcQETbm4vj
+semester,Spring,,Beyond the first year lab,,1/30/2019,Extra credit for completion,11,2,4 year college,1.5,5,2,0.5,,Develop lab skills.,Sometimes,Sometimes,Often,Sometimes,Sometimes,Sometimes,Sometimes,Always,Always,Often,Often,Sometimes,Sometimes,Sometimes,Often,Sometimes,Always,Always,Always,Always,Always,Always,Always,Sometimes,3,13,2,20/01/2019 12:05,160,118,R_1luTuJvj14xsJa6,e5ulQ8vgEmwJ7o1,6M8rDTdJfpHox93
+semester,Spring,,Beyond the first year lab,,1/30/2019,Credit for completion (like an assignment),21,1,PhD granting institution,2,2,2,0,,Both about equally.,Sometimes,Sometimes,Often,Rarely,Sometimes,Sometimes,Rarely,Always,Always,Sometimes,Often,Rarely,Sometimes,Often,Rarely,Rarely,Sometimes,Sometimes,Sometimes,Never,Never,Sometimes,Often,Never,12,8,5,21/01/2019 10:43,89,16,R_2bIVGempsyMEdc6,aghw4Ec9KFaFtl3,02hfFP9j69GTFT7
+semester,Spring,,First year (introductory) lab,Calculus-based,1/30/2019,Credit for completion (like an assignment),155,13,PhD granting institution,1,2,3,0,Traditional guided labs,Reinforce physics concepts.,Often,Sometimes,Sometimes,Never,Rarely,Never,Never,Sometimes,Always,Sometimes,Often,Never,Rarely,Often,Never,Never,Always,Often,Never,Never,Never,Never,Never,Never,13,13,0,21/01/2019 12:56,89,16,R_Z3IHPfRw4gfgNpv,eEztebi65s5tP7v,7Q98x3iDwJNB83z
+semester,Spring,,First year (introductory) lab,Calculus-based,1/30/2019,Credit for completion (like an assignment),155,13,PhD granting institution,1,2,3,0,Traditional guided labs,Reinforce physics concepts.,Often,Sometimes,Sometimes,Never,Rarely,Never,Never,Sometimes,Always,Sometimes,Often,Never,Rarely,Often,Never,Never,Always,Often,Never,Never,Never,Never,Never,Never,13,13,0,21/01/2019 12:56,134,16,R_3NVuXrPn9FUGon5,3n0ohwClIt37yXr,8eTGctvNbPOHIyN
+quarter,,Winter,First year (introductory) lab,Algebra-based,2/4/2019,Credit for completion (like an assignment),50,3,PhD granting institution,1,2,3,0,I.S.L.E. Physics,Develop lab skills.,Often,Often,Often,Sometimes,Often,Often,Sometimes,Sometimes,Always,Rarely,Often,Rarely,Sometimes,Rarely,Sometimes,Sometimes,Sometimes,Rarely,Sometimes,Rarely,Often,Never,Always,Rarely,5,5,5,23/01/2019 14:01,95,76,R_2anJXadj3e7DpQ3,b74ooqtYPecDSux,bBZxxzPJRWs95Qx
+semester,Spring,,First year (introductory) lab,Algebra-based,2/2/2019,Extra credit for completion,320,16,PhD granting institution,1,2,3,0,Modeling Instruction,Develop lab skills.,Rarely,Sometimes,Often,Never,Often,Sometimes,Sometimes,Often,Often,Often,Rarely,Rarely,Sometimes,Often,Sometimes,Sometimes,Often,Often,Often,Sometimes,Never,Rarely,Rarely,Never,4,16,0,23/01/2019 13:42,161,119,R_2fE69hnnmQeNR0b,3O76HOhlQOxacLP,0NbrNewoMfSHjGB
+semester,Spring,,First year (introductory) lab,Algebra-based,2/9/2019,Extra credit for completion,220,11,PhD granting institution,1,2,3,0,Modeling Instruction,Develop lab skills.,Rarely,Sometimes,Often,Rarely,Often,Sometimes,Sometimes,Sometimes,Often,Often,Sometimes,Sometimes,Sometimes,Often,Sometimes,Sometimes,Often,Often,Sometimes,Sometimes,Never,Rarely,Rarely,Never,4,16,0,23/01/2019 14:21,161,119,R_1jBrcXmq2EXFIOj,4PaNsFo8vTo0zZj,9mlv0o4NCAyfDgx
+semester,Spring,,First year (introductory) lab,Calculus-based,2/9/2019,Extra credit for completion,340,17,PhD granting institution,1,2,0,0,Modeling Instruction,Develop lab skills.,Rarely,Sometimes,Often,Rarely,Often,Sometimes,Often,Sometimes,Often,Often,Rarely,Rarely,Sometimes,Often,Sometimes,Sometimes,Often,Often,Sometimes,Sometimes,Never,Rarely,Rarely,Never,4,16,0,23/01/2019 14:24,161,119,R_21n5yuihlT3ckXa,8qXwL0JKmZ95QQl,6LHdIKqGnW2rhUF
+semester,Spring,,First year (introductory) lab,Calculus-based,2/9/2019,Extra credit for completion,180,9,PhD granting institution,1,2,0,0,Modeling Instruction,Develop lab skills.,Rarely,Sometimes,Often,Rarely,Often,Sometimes,Often,Sometimes,Often,Often,Rarely,Sometimes,Sometimes,Often,Sometimes,Sometimes,Often,Often,Sometimes,Sometimes,Never,Rarely,Rarely,Never,4,16,0,23/01/2019 14:27,161,119,R_2RVyqE7I53RaIiS,8csqpC7KDNqM2sR,01DL5jYuYXdc9HD
+semester,Spring,,Beyond the first year lab,,2/12/2019,Extra credit for completion,15,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23/01/2019 15:20,71,58,R_2UW17sJeGTGXfOE,0jo1JxiS4mQCadD,1CgrBlw5z7GkoJv
+semester,Spring,,First year (introductory) lab,Calculus-based,2/8/2019,Credit for completion (like an assignment),40,2,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,29/01/2019 12:53,142,96,R_2wHsDKMgWQqVQry,034qGKa4ac7sSGN,1HpDOP8zWjTHqM5
+semester,Spring,,First year (introductory) lab,Calculus-based,2/9/2019,Credit for completion (like an assignment),70,6,PhD granting institution,2,2.5,2.5,0,Other,Both about equally.,Sometimes,Sometimes,Often,Sometimes,Often,Sometimes,Sometimes,Often,Often,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Often,Often,Often,Sometimes,Never,Never,Sometimes,Never,12,12,0,30/01/2019 07:54,142,96,R_O8r4kACcJ37EHjb,8fgyAfoEph9Sz53,3C1LPSadnYSYhtX
+semester,Spring,,Beyond the first year lab,,2/11/2019,Credit for completion (like an assignment),20,2,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,31/01/2019 16:47,30,24,R_3q7JRTIAquIu0GI,9tRkClh37QWD1rf,cISEeotbvPFPdfn
+semester,Spring,,Beyond the first year lab,,2/13/2019,No incentive,6,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,6/2/2019 10:05,33,27,R_3CU8fIwSUTt7ApT,eaMfhvVROpUOjrv,1Y2bktvy50HUyBn
+quarter,,Winter,First year (introductory) lab,Algebra-based,2/24/2019,No incentive,24,6,Masters granting institution,5,5,6,0,Traditional guided labs,Both about equally.,Always,Sometimes,Often,Never,Rarely,Never,Rarely,Never,Always,Never,Never,Never,Never,Never,Never,Sometimes,Always,Always,Often,Never,Often,Always,Always,Sometimes,7,4,1,12/2/2019 6:54,162,120,R_0GPGaYXN7Pxw8SZ,2iDeu0O3EPqxT4V,d54xJUggRYuvorP
+quarter,,Winter,First year (introductory) lab,Algebra-based,2/24/2019,No incentive,29,6,Masters granting institution,5,8,5,0,Traditional guided labs,Both about equally.,Always,Often,Sometimes,Never,Rarely,Never,Rarely,Never,Always,Never,Never,Never,Never,Never,Never,Sometimes,Always,Always,Sometimes,Never,Often,Always,Always,Sometimes,8,3,0,12/2/2019 6:48,162,121,R_1rMmnRwMCE23JfY,cGFbUGowGNW5KSx,aWvV1nqAjPRASm9
+semester,Spring,,First year (introductory) lab,Calculus-based,2/25/2019,Credit for completion (like an assignment),240,10,PhD granting institution,2,3,4,0,I.S.L.E. Physics,Develop lab skills.,Sometimes,Sometimes,Sometimes,Never,Always,Often,Always,Always,Always,Always,Often,Rarely,Rarely,Often,Always,Never,Always,Often,Often,Often,Never,Never,Always,Never,7,9,0,18/02/2019 13:18,163,122,R_wWT32FHXaXLRIEp,9G2jONwvRPYdWh7,0dgDTuVJ7eA4VWR
+semester,Spring,,First year (introductory) lab,Algebra-based,3/5/2019,Credit for completion (like an assignment),240,10,2 year college,1,1.5,1.5,0,"Traditional guided labs,Other",Both about equally.,Often,Sometimes,Sometimes,Sometimes,Sometimes,Rarely,Sometimes,Sometimes,Always,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Often,Often,Rarely,Often,Often,Sometimes,Rarely,Rarely,Never,6,7,7,24/02/2019 14:00,164,123,R_0p899uvb7xDI3h7,8vUmU0qkHpWtyg5,0oLKSs1XlyEt7Dv
+quarter,,Spring,First year (introductory) lab,Calculus-based,4/8/2019,No incentive,61,3,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,26/03/2019 14:16,145,109,R_1OqSSizdcqpnxEk,8rkLtcsZ2uOURX7,ai8H4BKWfz7nxd3
+quarter,,Spring,Beyond the first year lab,,4/8/2019,Credit for completion (like an assignment),12,1,4 year college,2,4,3,2,,Develop lab skills.,Sometimes,Rarely,Sometimes,Sometimes,Often,Sometimes,Often,Often,Always,Rarely,Sometimes,Often,Often,Rarely,Often,Sometimes,Always,Often,Often,Often,Often,Often,Always,Often,4,6,4,21/03/2019 11:47,166,61,R_3PoWirbFAHGfGF6,2nlva4pY7T7n8JD,8q4PJ6Wiuu4N50V
+quarter,,Spring,Beyond the first year lab,,4/11/2019,Credit for completion (like an assignment),11,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,30/03/2019 12:27,99,63,R_QiYM3LkmMOZc8RX,9odBHxgoaw83ItD,71zKUcndZZKEJyl
+quarter,,Spring,First year (introductory) lab,Algebra-based,4/13/2019,Credit for completion (like an assignment),24,2,2 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1/4/2019 13:48,46,38,R_3EXzMzFjDDv5UVv,577zCoCItyK7p2Z,etwTrBKO86kZpjL
+quarter,,Spring,First year (introductory) lab,Algebra-based,4/10/2019,Credit for completion (like an assignment),189,8,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4/4/2019 11:59,108,85,R_3D1nlrBnA2Wg6VX,4UipC0j1FpAopOB,6gITpIeWUk2tPpP
+quarter,,Spring,First year (introductory) lab,Algebra-based,4/10/2019,Credit for completion (like an assignment),168,8,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4/4/2019 12:14,108,85,R_2b3DKfyVrDxvO7j,5BJB9tehltOcQFD,9mhlGaN2icRHYMZ
+quarter,,Spring,First year (introductory) lab,Algebra-based,4/10/2019,Credit for completion (like an assignment),271,11,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4/4/2019 12:15,108,85,R_1dcSW7bQN8AHspl,40lf2Gt5PmbaVgx,3QKQiMfSXzHEizP
+quarter,,Spring,First year (introductory) lab,Calculus-based,4/10/2019,Credit for completion (like an assignment),556,24,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4/4/2019 12:17,108,85,R_bxvYfm0BCOHGvw5,blQNXVUJcEIRLuJ,7QUeKmQvnKDVGwR
+quarter,,Spring,First year (introductory) lab,Calculus-based,4/10/2019,Credit for completion (like an assignment),427,17,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4/4/2019 12:20,108,85,R_RxxGwMAXXwjxszf,82DqX5U65acF8BT,3jUZKZimuigQNmd
+quarter,,Spring,First year (introductory) lab,Calculus-based,4/10/2019,Credit for completion (like an assignment),385,16,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4/4/2019 12:21,108,85,R_QbnZM49AbvbfCvL,4TuvFyMCVolV6Vn,43jQCLejQUDJmN7
+quarter,,Spring,First year (introductory) lab,Calculus-based,4/15/2019,Credit for completion (like an assignment),37,2,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4/4/2019 12:22,108,85,R_p0iEcFmlUxCaRpf,6nAQdq3wwAuiVkV,3ghoduhi3gMYI97
+quarter,,Spring,First year (introductory) lab,Algebra-based,4/12/2019,Credit for completion (like an assignment),60,4,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4/4/2019 12:53,42,35,R_3kNzASsEDL6hTPv,3t3Vd4YvzAhoFW5,b3l8H4Os5i90TCB
+semester,Summer,,First year (introductory) lab,Calculus-based,5/29/2019,Credit for completion (like an assignment),39,1,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23/05/2019 16:35,114,89,R_3FJR7XUNXpf4nUl,0jtI6CvbaCGeY9T,9RhfOccUy3wyZw1
+semester,Summer,,Beyond the first year lab,,6/13/2019,Credit for completion (like an assignment),10,1,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,26/05/2019 14:42,62,39,R_1CK4M5v6tj0rbry,0qY9OypXRon0wcJ,bjyl29SAnxcYaWh
+semester,Summer,,First year (introductory) lab,Algebra-based,6/8/2019,Extra credit for completion,40,2,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,30/05/2019 23:41,161,119,R_3P7yJ44TXgQXx4I,8oI7rXy3z08gxBb,0dGXK9pOLp6qZeZ
+semester,Summer,,First year (introductory) lab,Algebra-based,6/8/2019,Extra credit for completion,30,2,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,30/05/2019 23:45,161,119,R_3iUPFWmLxTnUpJ2,emq1HE5ARkpQ2NL,5bSIHcdafRIx47H
+semester,Summer,,First year (introductory) lab,Calculus-based,6/8/2019,Extra credit for completion,30,2,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,30/05/2019 23:47,161,119,R_3Je0oxAgQPWaACn,56WwRw0hNEndwPz,cLXkYFVpzsoW1dH
+semester,Summer,,First year (introductory) lab,Calculus-based,6/8/2019,Extra credit for completion,30,2,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,30/05/2019 23:50,161,119,R_3pHxyhEs4VpagVP,eh9O0EBMWenfmUB,doL3CdWlfjvetox
+semester,Spring,,Beyond the first year lab,,6/13/2019,No incentive,13,1,4 year college,1,32,0,0,,Develop lab skills.,Never,Sometimes,Sometimes,Always,Always,Always,Always,Always,Always,Often,Often,Sometimes,Sometimes,Often,Often,Often,Always,Always,Always,Sometimes,Always,Always,Always,Sometimes,2,4,1,7/6/2019 10:42,168,125,R_2ritbcOI1sEN5mn,6GsaeihgNt73iqV,2aeSraYGBv5c6CF
+quarter,,Summer,First year (introductory) lab,Calculus-based,6/28/2019,Credit for completion (like an assignment),24,2,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,25/06/2019 09:00,95,76,R_11ZN3cb4yqfgiXC,bxYR8dBh5SX588Z,9p4gBxPEulHLg69
+semester,Fall,,First year (introductory) lab,Calculus-based,9/17/2019,Credit for completion (like an assignment),15,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,29/07/2019 09:08,3,3,R_12ApbRGaXswTnQy,6nc3STlBctdwMe1,9TWA1YZS4AtwtRX
+semester,Fall,,First year (introductory) lab,Calculus-based,9/14/2019,Credit for completion (like an assignment),250,14,PhD granting institution,2,2,3,0,Other,Develop lab skills.,Never,Often,Often,Often,Often,Sometimes,Often,Sometimes,Always,Often,Sometimes,Rarely,Rarely,Sometimes,Always,Sometimes,Always,Rarely,Often,Often,Often,Never,Always,Never,4,4,4,30/07/2019 19:41,65,11,R_3NyU9KWXBcDTlpP,bsdTtFYtXxkCDcx,b3gxJ5K1Aw5renj
+semester,Fall,,First year (introductory) lab,Calculus-based,9/14/2019,Credit for completion (like an assignment),200,8,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,30/07/2019 19:46,65,11,R_3Em6EWMxFW9tF5w,8HvOkMJ6x3FZAIl,bOEs6G9QZ7tlLU1
+semester,Fall,,First year (introductory) lab,Algebra-based,9/8/2019,Credit for completion (like an assignment),240,10,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5/8/2019 11:03,96,77,R_BE7UyJHi25m1zrj,8H2pMO5LY11gsip,aVHGFVAjFUcOKSp
+quarter,,Fall,Beyond the first year lab,,9/29/2019,Credit for completion (like an assignment),21,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8/8/2019 16:19,79,66,R_2tEXL3ppQDwJyBG,2ueC5fLqKyj5OrX,e5t4uMTuHj7Ak3r
+quarter,,Fall,Beyond the first year lab,,9/29/2019,Credit for completion (like an assignment),10,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8/8/2019 16:26,79,66,R_3mJDDcyTNNMvExr,cvwsJtpxEi4dl1H,0wxArvmHhizwik5
+semester,Fall,,Beyond the first year lab,,9/2/2019,Extra credit for completion,32,2,4 year college,2,4,0,0,,Develop lab skills.,Rarely,Rarely,Often,Often,Often,Often,Often,Often,Always,Sometimes,Sometimes,Sometimes,Sometimes,Often,Often,Rarely,Often,Often,Often,Often,Sometimes,Sometimes,Often,Rarely,7,3,8,8/8/2019 22:11,171,128,R_2ya4pLj3Rx9KVwW,72OBGZ6oeyjCTE9,4MClv4b2xk3meTb
+semester,Fall,,First year (introductory) lab,Algebra-based,8/31/2019,Credit for completion (like an assignment),470,26,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9/8/2019 13:21,56,46,R_bjtGIOK7HRs4dRn,dd9BBbhvfCZaeHP,e2wLiWj9ZhKJqGF
+semester,Fall,,First year (introductory) lab,Algebra-based,8/30/2019,Credit for completion (like an assignment),210,12,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9/8/2019 13:28,56,46,R_1dGO2j6app6L2Ag,bro0YytvRMIyPYh,bqQCEpwVBVm1AON
+semester,Fall,,First year (introductory) lab,Algebra-based,9/7/2019,Extra credit for completion,500,22,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13/08/2019 09:33,161,119,R_3kA5CGIEHUeJKSu,byCy7im8C1CsbfD,7UkW2lyYzykErEV
+semester,Fall,,First year (introductory) lab,Algebra-based,9/6/2019,Credit for completion (like an assignment),66,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13/08/2019 09:56,116,92,R_2XmHCYpFUbGSUmw,1MvNwQ55N65DK4d,a91WffPRFoMYoHH
+semester,Fall,,First year (introductory) lab,Calculus-based,8/28/2019,Credit for completion (like an assignment),55,3,2 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13/08/2019 09:59,54,44,R_2UYiH5faHofbHYP,9T94wA8at71c8jb,0SRIkdLST1ZeFSt
+semester,Fall,,First year (introductory) lab,Calculus-based,9/7/2019,Extra credit for completion,450,22,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13/08/2019 10:11,161,119,R_2dJWJrHG6LezGZH,0OZVxGLsKWTNnGB,4MVP1oTCrze4LB3
+semester,Fall,,Beyond the first year lab,,9/12/2019,No incentive,12,1,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,14/08/2019 06:15,121,96,R_3s5n91Fvt8wJCZh,cH1nC5HVks0zLpz,085hxHSRYvhGmS9
+semester,Fall,,Beyond the first year lab,,8/30/2019,Credit for completion (like an assignment),13,1,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,15/08/2019 10:15,67,54,R_0IEyVvXrfPeDKxz,cZoZZa8WNzICD7n,6yzb1mcIEhYHUvH
+semester,Fall,,First year (introductory) lab,Calculus-based,8/22/2019,Credit for completion (like an assignment),200,5,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,15/08/2019 13:38,62,39,R_1IoCfdWYXdgtxIh,aiavBjnqITk0nJP,3dStzbZzmvDqNud
+semester,Fall,,First year (introductory) lab,Calculus-based,8/29/2019,Credit for completion (like an assignment),36,1,Masters granting institution,1,3,4,0,Traditional guided labs,Both about equally.,Always,Rarely,Rarely,Never,Never,Never,Never,Sometimes,Always,Never,Never,Never,Never,Always,Sometimes,Never,Always,Never,Always,Often,Never,Never,Never,Never,11,11,0,16/08/2019 13:42,48,39,R_3nV1lwIQouMtwRW,3z8P8gTnDfvPhVb,5paJHs3MVX7Rufj
+semester,Fall,,First year (introductory) lab,Calculus-based,9/6/2019,Credit for completion (like an assignment),500,36,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,19/08/2019 11:42,149,1,R_2WMbd9yOMKoDtVD,2sjkpkIAhpuvWol,6gsuyN8u3NofuvP
+semester,Fall,,First year (introductory) lab,Calculus-based,8/26/2019,Credit for completion (like an assignment),54,4,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,19/08/2019 18:14,153,39,R_2yfGH47d3ffdnYs,1GgdplCEfRucPTn,8FV6jGzn55flxJ3
+semester,Fall,,Beyond the first year lab,,8/28/2019,Credit for completion (like an assignment),8,1,4 year college,2,6,1,3,,Develop lab skills.,Rarely,Sometimes,Often,Often,Often,Rarely,Sometimes,Sometimes,Never,Often,Sometimes,Rarely,Rarely,Sometimes,Often,Sometimes,Always,Often,Always,Often,Often,Always,Always,Rarely,5,8,6,21/08/2019 11:18,129,12,R_3jcZqsRjSFxiqkD,4SpfTkKelh13tu5,1B7jqzccvKyjEzP
+semester,Fall,,Beyond the first year lab,,9/13/2019,Credit for completion (like an assignment),175,3,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,21/08/2019 15:08,127,99,R_2bp3xXxLx0ZIlIR,6flBGrbCND9BIm9,cNCO1vudQcHo2R7
+semester,Fall,,Beyond the first year lab,,9/3/2019,Credit for completion (like an assignment),14,1,4 year college,1,3,2,2,,Develop lab skills.,Rarely,Often,Always,Often,Often,Often,Often,Always,Always,Often,Often,Often,Often,Sometimes,Often,Sometimes,Always,Always,Always,Often,Often,Always,Always,Often,5,9,6,15/08/2019 11:23,173,9,R_3kBea4KWw2d42Pv,54HAe0BpmWXzfGl,819YJWcBDp47ndH
+semester,Fall,,First year (introductory) lab,Calculus-based,8/29/2019,No incentive,172,4,Masters granting institution,1,3,4,0,Traditional guided labs,Reinforce physics concepts.,Always,Always,Sometimes,Never,Never,Never,Never,Never,Always,Never,Never,Never,Never,Sometimes,Rarely,Sometimes,Always,Always,Always,Always,Never,Always,Never,Never,11,11,0,21/08/2019 15:47,174,39,R_pSgCW3lCQkfVORr,5yXXb61fV85VSId,2fVGB4PhOSZ2Qct
+semester,Fall,,First year (introductory) lab,Calculus-based,8/31/2019,No incentive,24,23,Masters granting institution,30,2.75,1.25,0,Traditional guided labs,Both about equally.,Often,Often,Never,Never,Never,Never,Never,Sometimes,Always,Often,Often,Never,Never,Sometimes,Sometimes,Rarely,Often,Sometimes,Always,Always,Never,Always,Never,Never,12,12,0,15/08/2019 21:50,175,89,R_1ogRlQUmXba0IqC,0e9frj21noK4mHj,6hY8fql9RCyigkJ
+semester,Fall,,First year (introductory) lab,Calculus-based,8/31/2019,No incentive,24,17,Masters granting institution,25,2.75,1.25,0,"I.S.L.E. Physics,Other",Develop lab skills.,Sometimes,Rarely,Often,Rarely,Sometimes,Sometimes,Rarely,Sometimes,Always,Sometimes,Sometimes,Sometimes,Never,Sometimes,Always,Sometimes,Always,Always,Rarely,Never,Often,Never,Always,Never,11,11,0,21/08/2019 17:08,175,89,R_2pWhVV5qoyl0Fo1,eP3Vo0kFgyWekS1,1ZmchzZb8sacolv
+semester,Fall,,Beyond the first year lab,,8/28/2019,No incentive,7,1,4 year college,2,3,3,0,,Both about equally.,Often,Rarely,Never,Never,Sometimes,Never,Often,Always,Always,Sometimes,Rarely,Rarely,Rarely,Sometimes,Never,Never,Always,Always,Always,Always,Rarely,Always,Always,Sometimes,5,10,0,21/08/2019 18:18,176,12,R_2tkS4HFs1WAMmQM,bgBFRLUSdttdnTv,9GqXStOiJhHwbIN
+semester,Fall,,First year (introductory) lab,Algebra-based,9/13/2019,Credit for completion (like an assignment),780,39,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23/08/2019 11:07,150,10,R_3EQpDiV32KAbI0F,6sTIaXpxOVH7UHP,b3eHHTlL8DIF5aZ
+semester,Fall,,First year (introductory) lab,Algebra-based,9/13/2019,Credit for completion (like an assignment),360,18,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23/08/2019 11:13,150,10,R_25FKn90firLw0uB,3vAqrUv3SOoZW2p,aVSdLkwDu3mAA9T
+semester,Fall,,Beyond the first year lab,,9/4/2019,Credit for completion (like an assignment),14,2,4 year college,2,3,3,6,,Both about equally.,Often,Sometimes,Rarely,Never,Sometimes,Never,Sometimes,Often,Always,Often,Often,Sometimes,Often,Always,Sometimes,Sometimes,Always,Always,Often,Often,Never,Always,Always,Never,5,11,11,23/08/2019 13:46,13,101,R_3qxL3Dl2yljxI8U,8jemfupPhNZp4cR,3WO90dBaWiWcrwF
+semester,Fall,,First year (introductory) lab,Algebra-based,9/13/2019,Credit for completion (like an assignment),55,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,26/08/2019 12:54,33,27,R_25yL6p84Xbok29f,3PB8AtBIqchoaqh,0ULCvkqzv8NotV3
+semester,Fall,,First year (introductory) lab,Calculus-based,9/4/2019,Extra credit for completion,811,6,PhD granting institution,1,2,4,0,Studio Physics,Develop lab skills.,Rarely,Often,Often,Sometimes,Always,Always,Always,Often,Always,Always,Always,Often,Sometimes,Always,Always,Sometimes,Often,Sometimes,Always,Often,Often,Often,Often,Rarely,16,16,16,27/08/2019 08:12,177,10,R_2vjfWEJYSu4UJFU,9RG0HPxDbxWWUx7,eEPF9YswjZjn80t
+semester,Fall,,First year (introductory) lab,Algebra-based,9/3/2019,Extra credit for completion,150,8,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,27/08/2019 20:12,17,14,R_25z2VqUpi7qaV0N,emIgsRokdTw3XDL,eqGZqwJYGE4GPvn
+semester,Fall,,First year (introductory) lab,Calculus-based,9/3/2019,Extra credit for completion,150,8,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,27/08/2019 20:18,17,14,R_2e4jFzzVEE8dnnE,2raemzco2dw48Nn,9YcnkNzgOncW4tL
+semester,Fall,,First year (introductory) lab,Algebra-based,9/11/2019,Credit for completion (like an assignment),65,5,2 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,28/08/2019 05:57,131,103,R_1I5iowCdb6VvSeo,00STAnSs9Sqb8sB,9QxMy3REEI6jUUt
+semester,Fall,,Beyond the first year lab,,9/4/2019,Credit for completion (like an assignment),6,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,16/08/2019 14:15,48,131,R_28ChMBRaHAQOKqC,eCL2kHowvx5AQSx,0iA3OfvicTVrm2F
+semester,Fall,,First year (introductory) lab,Calculus-based,9/13/2019,Credit for completion (like an assignment),350,15,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,30/08/2019 06:10,134,16,R_2Yg1gHA0aKwRYbd,42eIfouOG09p1Dn,enDXnZoJahwEIDj
+semester,Fall,,Beyond the first year lab,,8/12/2019,Credit for completion (like an assignment),51,4,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,31/08/2019 13:19,30,24,R_2tyB3Ih8h2yjICO,3TVmIkVSeLbDaiV,5dN6eSfYRa6pPTv
+semester,Fall,,Beyond the first year lab,,9/16/2019,No incentive,15,1,Masters granting institution,1,3,0,0,,Develop lab skills.,Often,Often,Often,Often,Sometimes,Rarely,Often,Often,Never,Sometimes,Sometimes,Rarely,Rarely,Rarely,Often,Sometimes,Always,Always,Always,Often,Always,Always,Always,Often,10,9,3,2/9/2019 14:39,180,133,R_2tkXUro9QPfU86l,ctHLNE31QBEFDpj,agBnWaVqjpLGsSh
+semester,Fall,,First year (introductory) lab,Calculus-based,9/11/2019,Credit for completion (like an assignment),20,1,PhD granting institution,3,2.5,3.5,0,"SCALE-UP,Studio Physics",Reinforce physics concepts.,Often,Sometimes,Rarely,Rarely,Sometimes,Sometimes,Rarely,Sometimes,Always,Often,Often,Sometimes,Sometimes,Always,Often,Sometimes,Often,Rarely,Always,Often,Rarely,Often,Rarely,Never,12,12,0,3/9/2019 8:20,181,134,R_1NslBOONR5kU3az,234v1Azn3Gp2wwl,6eYF7pO3eyTGWW1
+semester,Fall,,First year (introductory) lab,Calculus-based,9/13/2019,No incentive,50,4,4 year college,1,3,3,1,Traditional guided labs,Both about equally.,Often,Often,Often,Sometimes,Sometimes,Rarely,Sometimes,Often,Always,Often,Often,Rarely,Rarely,Sometimes,Sometimes,Sometimes,Often,Often,Always,Sometimes,Never,Always,Often,Never,9,12,0,3/9/2019 8:34,179,132,R_1dc1tQagakOWakB,ewZOZkjqC6G5JZz,3f8j3DmlKfOoQzb
+semester,Fall,,Beyond the first year lab,,9/14/2019,Credit for completion (like an assignment),4,1,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3/9/2019 14:42,33,27,R_1jIlRRAY2x88Auy,aaEXPYXBwURGE2V,6lKFUJEEdeLlyex
+semester,Fall,,First year (introductory) lab,Calculus-based,9/14/2019,Credit for completion (like an assignment),30,2,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4/9/2019 3:33,182,107,R_2X6Z7sTwK2LoYKP,0qPmG4v5hZj1byB,80UFTwUzgU64OhL
+semester,Fall,,First year (introductory) lab,Calculus-based,9/27/2019,Credit for completion (like an assignment),272,3,PhD granting institution,4,2,2.5,0,Traditional guided labs,Both about equally.,Often,Rarely,Rarely,Never,Never,Never,Never,Rarely,Always,Sometimes,Sometimes,Never,Never,Often,Never,Never,Never,Never,Never,Never,Rarely,Never,Never,Rarely,7,7,0,5/9/2019 11:05,183,135,R_1NzQ6TCXKXDLfeF,9M42bbIfrh3C3Yx,cVdhFVydvQhaQTP
+semester,Fall,,First year (introductory) lab,Algebra-based,9/15/2019,Extra credit for completion,167,6,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5/9/2019 11:45,90,10,R_2yfKXGEpaAQTuVH,9GkpNw1zVRYXsCF,3POpstaA5sJrbgh
+semester,Fall,,First year (introductory) lab,Calculus-based,9/27/2019,Credit for completion (like an assignment),272,3,PhD granting institution,4,2,2.5,0,Traditional guided labs,Both about equally.,Often,Rarely,Rarely,Never,Never,Never,Never,Rarely,Always,Sometimes,Sometimes,Never,Never,Often,Sometimes,Sometimes,Never,Never,Never,Never,Rarely,Never,Never,Rarely,7,7,0,5/9/2019 15:45,183,135,R_6nZhnSIuJI77c53,24D3qZDmUyT6PBj,427zOj4aVr3UKs5
+semester,Fall,,Beyond the first year lab,,9/14/2019,Credit for completion (like an assignment),135,3,PhD granting institution,4,3,1.5,0,,Develop lab skills.,Often,Rarely,Rarely,Rarely,Sometimes,Rarely,Always,Often,Always,Rarely,Rarely,Rarely,Rarely,Often,Sometimes,Often,Always,Always,Always,Often,Rarely,Often,Often,Sometimes,8,13,0,6/9/2019 15:00,184,136,R_2YfYxvYniUANrKN,bNGlwVEYwZnbo45,cIwqsFHFa4x0AId
+semester,Fall,,First year (introductory) lab,Calculus-based,9/27/2019,Credit for completion (like an assignment),272,3,PhD granting institution,4,2,2.5,0,Traditional guided labs,Both about equally.,Often,Rarely,Rarely,Never,Never,Never,Never,Rarely,Always,Sometimes,Sometimes,Never,Never,Often,Sometimes,Sometimes,Never,Never,Never,Never,Rarely,Never,Never,Rarely,7,7,0,6/9/2019 10:49,185,135,R_3eyKb0B4Fa9R6Wq,0eOBGOCtj7vJSFD,56Yn3lRmaGp0I1n
+quarter,,Fall,First year (introductory) lab,Calculus-based,9/23/2019,Credit for completion (like an assignment),72,3,2 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8/9/2019 20:27,46,38,R_ZBF61ODE2SUPMRz,7NZVLXu2R5CFljL,a5a21QU60uFG2SV
+semester,Fall,,First year (introductory) lab,Algebra-based,9/14/2019,Credit for completion (like an assignment),250,6,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9/9/2019 8:19,142,96,R_2ceKWJ5J60fgcdu,5iQTKS8ewnS5aCx,eqBv4ihK8dDEPqJ
+semester,Fall,,First year (introductory) lab,Calculus-based,10/1/2019,Credit for completion (like an assignment),119,3,PhD granting institution,5,2,2.5,0,Traditional guided labs,Reinforce physics concepts.,Often,Rarely,Rarely,Never,Never,Never,Never,Rarely,Always,Sometimes,Sometimes,Never,Never,Often,Never,Never,Never,Never,Never,Never,Rarely,Never,Never,Rarely,8,8,1,17/09/2019 13:43,188,135,R_b9qPYNuQ1X8UCSl,eDkw5WEIk7Ygd13,6u1SotJNf8CGLIx
+semester,Fall,,First year (introductory) lab,Calculus-based,10/1/2019,Credit for completion (like an assignment),112,3,PhD granting institution,5,2,2.5,0,Traditional guided labs,Both about equally.,Often,Rarely,Rarely,Never,Never,Never,Never,Rarely,Always,Sometimes,Sometimes,Never,Never,Often,Never,Never,Never,Never,Never,Never,Rarely,Never,Never,Rarely,8,8,1,17/09/2019 13:52,188,135,R_DTtbPdTm7yxOHUB,d6bm4GIKU1ZA257,1NaZPbjJYfctk8t
+semester,Fall,,Beyond the first year lab,,9/27/2019,Credit for completion (like an assignment),38,3,4 year college,4,3,3,1,,Both about equally.,Often,Often,Often,Often,Often,Often,Sometimes,Often,Always,Sometimes,Often,Rarely,Sometimes,Sometimes,Rarely,Sometimes,Rarely,Rarely,Sometimes,Sometimes,Sometimes,Never,Never,Sometimes,5,4,5,19/09/2019 12:34,142,96,R_3dPUWqumhtSuY0u,3XbCWnirmtjCLA1,bq2KDFi5qg57z0N
+quarter,,Fall,First year (introductory) lab,Algebra-based,9/30/2019,Credit for completion (like an assignment),65,4,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23/09/2019 09:35,42,35,R_1nNkvuLUtYWxmX3,b4bxPTZVSLRWzDT,3Pmz1JxWpwULqK1
+quarter,,Fall,First year (introductory) lab,Calculus-based,10/19/2019,Credit for completion (like an assignment),180,10,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23/09/2019 12:31,95,76,R_2D8Oh1rHGHGFiQt,d57zZFD0FyhCFyl,3axY1CXql46NKDj
+quarter,,Fall,First year (introductory) lab,Calculus-based,10/19/2019,Credit for completion (like an assignment),400,20,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23/09/2019 12:43,95,76,R_2V8f4b7IEAOlMTJ,9nOHlufHhPTBNPf,8CkCVJQZMKLvDHn
+quarter,,Fall,First year (introductory) lab,Calculus-based,10/19/2019,Credit for completion (like an assignment),140,10,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23/09/2019 12:46,95,76,R_2YrkqsgLKk7xIG7,0224u1803FksTRz,1Xrr4l4t5lDcoOF
+quarter,,Fall,First year (introductory) lab,Algebra-based,11/2/2019,Credit for completion (like an assignment),60,5,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23/09/2019 12:48,95,76,R_10rqd9IezVEmjhH,3l260I4vofnkRLL,eR06gOMRik7X46V
+quarter,,Fall,First year (introductory) lab,Algebra-based,10/5/2019,Credit for completion (like an assignment),56,4,4 year college,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23/09/2019 15:12,99,36,R_25TQ0FJMt2Rc6Sr,2uI4eX4EVbZWH1b,bObXV6xL7lUcQy9
+semester,Fall,,First year (introductory) lab,Algebra-based,9/30/2019,Credit for completion (like an assignment),122,5,PhD granting institution,2,3,4,1,I.S.L.E. Physics,Both about equally.,Rarely,Often,Sometimes,Rarely,Often,Often,Often,Often,Always,Always,Sometimes,Rarely,Rarely,Often,Often,Never,Sometimes,Never,Sometimes,Sometimes,Never,Never,Always,Never,8,8,0,23/09/2019 15:36,189,122,R_3j9BsFQRJRdpE8I,d7hStX2BIkUVzzn,e3C1XfIxSv9V3bT
+quarter,,Fall,Beyond the first year lab,,10/3/2019,Credit for completion (like an assignment),44,2,PhD granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,24/09/2019 10:44,41,34,R_3qOpbd9aTNYoUJj,4NSBdQUT3d0mRxj,3dzxGDR94EngdWB
+quarter,,Fall,First year (introductory) lab,Calculus-based,10/18/2019,Extra credit for completion,121,7,Masters granting institution,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3/10/2019 12:30,145,109,R_2q2iIdYbcsdvlfD,0icP6BiDhMYt44R,eXNF78Rsbfx6J9P
+quarter,,Fall,First year (introductory) lab,Algebra-based,10/19/2019,Extra credit for completion,26,1,4 year college,1,4.7,4.7,0,Other,Reinforce physics concepts.,Often,Often,Sometimes,Sometimes,Often,Never,Sometimes,Often,Always,Often,Often,Rarely,Sometimes,Sometimes,Often,Often,Often,Sometimes,Always,Always,Never,Always,Never,Never,10,9,9,14/10/2019 09:58,190,137,R_dbf7yLbBZ6jQhDr,9BmZNsJdAErR0lT,6XrGbReqMLKmjhr
diff --git a/proposal.md b/proposal.md
index 2586c0c..a09cb55 100644
--- a/proposal.md
+++ b/proposal.md
@@ -1,39 +1,47 @@
 # Project proposal
 
-This planning document will also form the introduction of your 
-argument.
-
 ## Overarching Question
 
 ### What central question are you interested in exploring? Why are you interested in exploring this question?
-
-*This should be the big picture question that you ask; use at least 5
-sentences to describe why you are interested in it.*
+The central question is to examine the ways the computer-interfacing measurement devices are used in introductory college physics laboratories, and how they are 
+connected to changes in students' epistemological beliefs and attitudes towards experimentation / laboratory. Computer-interfacing measurement devices are 
+commonly used for collection and visualization of real-time physical data. Most physics instructors accept that these experiences can facilitate the development 
+of both mathematical and conceptual models. However, there have not been many studies which explore the learning processes underlying these assumptions, and 
+learning experiences from the use of these devices in laboratory settings are not well-understood. Additionally, a growing body of research has shown that the 
+roles that learners adopt in physics laboratory learning settings are inequitably distributed by gender, with women undertaking more secretarial and management 
+roles and men undertaking more tinkering and experimenting roles. Although how gender may be connected to learners' experiences using computer-interfacing 
+measurment devices is not well documented, it is possible that similar dynamics plague the use of these technologies, and consequently impact how much learners 
+benefit.
 
 ### What specific research questions will you investigate?
-
-*List 2-4 specific research questions. Each should be answerable 
-using your data set.*
+Is there a significant relationship between the instructor's rating of mathematical focus frequency in introductory physics labs and the reported frequency of use 
+of computer to interface with measurement devices? Is there a significant relationship between the instructor's rating of conceptual focus frequency in introductory 
+physics labs and the reported frequency of use of computer to interface with measurement devices?
 
 ## Data source
 
 ### What data set will you use to answer your overarching question? 
-
-*Give the title of your data set and provide a link to your data.*
+Colorado Learning Attitudes about Science Survey for Experimental Physics (E-CLASS) - Course Information Survey
+https://github.com/Lewandowski-Labs-PER/eclass-public/tree/master
 
 ### Where is this data from?
-
-*Describe the source of the data set--not just where you downloaded it, but
-the person or organization who gathered the data. Explain why you trust them.*
+The Lewandoski Lab at the University of Colorado Boulder developed and validated the data collection instrument, and made the dataset publicly accessible and 
+available for additional research use. This is a well-established Physics Education Research (and Experimental Cold Molecular Physics) lab at an R1 university 
+that has published many studies concerning this dataset (and others). https://jila.colorado.edu/lewandowski/publications/scientific/year
 
 ### What is this data about?
 
-*Describe the nature of the data in the dataset, including the number of rows 
-and some of the columns which will be important to you.*
+The course information survey of the E-CLASS contains 494 responses (rows) from instructors (pre-cleaning), for each class they administered the E-CLASS survey to. 
+Columns which will be important to me are Q15 (Type of institution), Q36_1 (Modeling - Develop mathematical models for the system being studied), 
+Q36_2 (Modeling - Develop conceptual models for the system being studied), and Q37_4 (Data analysis and visualization - Use computers to interface with 
+measurement devices).
 
 ## Methods 
 
 ### How will you use your data set to answer your quantitative questions?
-
-*For each research question, explain what you will do with the data set 
-to answer the question, and how you will present your answer (e.g. a chart or a table).*
+1) Is there a significant relationship between the instructor's rating of mathematical focus frequency in introductory physics labs and the reported frequency of use 
+of computer to interface with measurement devices? 
+    I will perform a ordinal regression to model this data. I will present the answer in a scatterplot and with ordinal regression statistics.
+2) Is there a significant relationship between the instructor's rating of conceptual focus frequency in introductory 
+physics labs and the reported frequency of use of computer to interface with measurement devices?
+    I will perform a ordinal regression to model this data. I will present the answer in a scatter and with ordinal regression statistics.
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