review_attempts_per_student.ipynb

{
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  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d763e4d3-1aa1-4695-ae58-01c98f3972a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import libraries\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "dd81d97f-3b12-453c-b481-7477751e442f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_5642/3482068214.py:2: DtypeWarning: Columns (33,34,35,36,37,38,39) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  responses = pd.DataFrame(pd.read_csv(\"data/Random Sample of Data files/responses.csv\"))\n"
     ]
    }
   ],
   "source": [
    "# import data\n",
    "responses = pd.DataFrame(pd.read_csv(\"data/Random Sample of Data files/responses.csv\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "628d5a47-98ad-422c-b227-7d15f6d541cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "# SEPARATING DATASETS \n",
    "\n",
    "# filter out code questions\n",
    "code_responses = responses[responses[\"item_type\"].str.contains(\"code\")]\n",
    "\n",
    "# # separate the responses into their respective textbooks and latest versions??\n",
    "# code_responses_ABCD = code_responses[code_responses[\"book\"].str.contains(\"ABCD\")]\n",
    "# code_responses_ABC = code_responses[~code_responses[\"book\"].str.contains(\"ABCD\")]\n",
    "\n",
    "# code_responses_ABC_College = code_responses_ABC[code_responses_ABC[\"book\"].str.contains(\"College\")]\n",
    "# code_responses_ABC_HighSchool = code_responses_ABC[code_responses[\"book\"].str.contains(\"High School\")]\n",
    "\n",
    "# filter out learnosity questions\n",
    "learnosity_responses = responses[responses[\"item_type\"].str.contains(\"learnosity\")]\n",
    "\n",
    "# # separate the responses into their respective textbooks and latest versions??\n",
    "# learnosity_responses_ABCD = learnosity_responses[learnosity_responses[\"book\"].str.contains(\"ABCD\")]\n",
    "# learnosity_responses_ABC = learnosity_responses[~learnosity_responses[\"book\"].str.contains(\"ABCD\")]\n",
    "\n",
    "# learnosity_responses_ABC_College = learnosity_responses_ABC[learnosity_responses_ABC[\"book\"].str.contains(\"College\")]\n",
    "# learnosity_responses_ABC_HighSchool = learnosity_responses_ABC[learnosity_responses[\"book\"].str.contains(\"High School\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d4ec14db-5802-4865-a1af-c56812d73498",
   "metadata": {},
   "outputs": [
    {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>item_id</th>\n",
       "      <th>student_id</th>\n",
       "      <th>A1_Review1_01</th>\n",
       "      <th>A1_Review1_02</th>\n",
       "      <th>A1_Review1_04</th>\n",
       "      <th>A1_Review1_05</th>\n",
       "      <th>A1_Review1_06</th>\n",
       "      <th>A1_Review1_07</th>\n",
       "      <th>A1_Review1_08</th>\n",
       "      <th>A1_Review1_09</th>\n",
       "      <th>A1_Review1_10</th>\n",
       "      <th>...</th>\n",
       "      <th>ch4-23</th>\n",
       "      <th>ch4-3</th>\n",
       "      <th>ch4-4</th>\n",
       "      <th>ch4-5</th>\n",
       "      <th>ch4-6</th>\n",
       "      <th>ch4-7</th>\n",
       "      <th>ch4-8</th>\n",
       "      <th>ch4-9</th>\n",
       "      <th>need-to-rename</th>\n",
       "      <th>total_review_attempts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
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       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>8.0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>16.0</td>\n",
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       "    <tr>\n",
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       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>246 rows × 921 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "item_id                            student_id  A1_Review1_01  A1_Review1_02  \\\n",
       "0        03fefe56-a52f-49fe-9cd8-b183e9badc58            0.0            NaN   \n",
       "1        046c4be5-49ef-4fe6-baa4-4062d249253a            NaN            NaN   \n",
       "2        0556b794-cd80-4af6-8cfa-8055462c215a            0.0            NaN   \n",
       "3        062f021e-8297-41e6-a8fe-54a382ab7404            0.0            NaN   \n",
       "4        073c1155-c6f1-451a-b22d-3508d041dce3            0.0            NaN   \n",
       "..                                        ...            ...            ...   \n",
       "241      fb209eba-f92e-4669-aa27-e0fecd43df1d            0.0            NaN   \n",
       "242      fb493070-4d6c-4598-801a-693658af487b            0.0            NaN   \n",
       "243      fef083e8-7167-4f42-82d5-d2e893aa408a            NaN            NaN   \n",
       "244      ff55bab4-812b-405b-9856-8bedf9fb11f9            0.0            NaN   \n",
       "245      ff6ec9fe-de1d-4b45-8136-59465d9c85ab            0.0            NaN   \n",
       "\n",
       "item_id  A1_Review1_04  A1_Review1_05  A1_Review1_06  A1_Review1_07  \\\n",
       "0                  0.0            0.0            NaN            0.0   \n",
       "1                  NaN            NaN            NaN            NaN   \n",
       "2                  0.0            0.0            0.0            0.0   \n",
       "3                  0.0            0.0            0.0            0.0   \n",
       "4                  0.0            0.0            NaN            NaN   \n",
       "..                 ...            ...            ...            ...   \n",
       "241                0.0            0.0            0.0            0.0   \n",
       "242                0.0            0.0            0.0            0.0   \n",
       "243                NaN            NaN            NaN            NaN   \n",
       "244                0.0            0.0            0.0            0.0   \n",
       "245                0.0            0.0            0.0            NaN   \n",
       "\n",
       "item_id  A1_Review1_08  A1_Review1_09  A1_Review1_10  ...  ch4-23  ch4-3  \\\n",
       "0                  0.0            0.0            0.0  ...     0.0    0.0   \n",
       "1                  NaN            NaN            NaN  ...     NaN    NaN   \n",
       "2                  0.0            0.0            0.0  ...     NaN    0.0   \n",
       "3                  0.0            0.0            0.0  ...     NaN    0.0   \n",
       "4                  0.0            0.0            0.0  ...     NaN    0.0   \n",
       "..                 ...            ...            ...  ...     ...    ...   \n",
       "241                0.0            0.0            0.0  ...     NaN    0.0   \n",
       "242                NaN            0.0            0.0  ...     0.0    0.0   \n",
       "243                NaN            NaN            NaN  ...     NaN    NaN   \n",
       "244                0.0            0.0            0.0  ...     0.0    0.0   \n",
       "245                0.0            0.0            0.0  ...     0.0    0.0   \n",
       "\n",
       "item_id  ch4-4  ch4-5  ch4-6  ch4-7  ch4-8  ch4-9  need-to-rename  \\\n",
       "0          1.0    0.0    NaN    1.0    0.0    0.0             0.0   \n",
       "1          NaN    NaN    NaN    NaN    NaN    NaN             NaN   \n",
       "2          NaN    1.0    0.0    0.0    1.0    0.0             0.0   \n",
       "3          1.0    0.0    3.0    0.0    0.0    0.0             1.0   \n",
       "4          0.0    0.0    NaN    0.0    0.0    NaN             0.0   \n",
       "..         ...    ...    ...    ...    ...    ...             ...   \n",
       "241        0.0    0.0    NaN    1.0    0.0    0.0             NaN   \n",
       "242        0.0    0.0    0.0    3.0    0.0    0.0             NaN   \n",
       "243        NaN    NaN    NaN    NaN    NaN    NaN             NaN   \n",
       "244        0.0    1.0    0.0    0.0    0.0    0.0             0.0   \n",
       "245        0.0    0.0    0.0    0.0    0.0    0.0             0.0   \n",
       "\n",
       "item_id  total_review_attempts  \n",
       "0                         14.0  \n",
       "1                          6.0  \n",
       "2                          8.0  \n",
       "3                         16.0  \n",
       "4                          1.0  \n",
       "..                         ...  \n",
       "241                        7.0  \n",
       "242                       22.0  \n",
       "243                       11.0  \n",
       "244                        6.0  \n",
       "245                       14.0  \n",
       "\n",
       "[246 rows x 921 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "# Filter out attempts where the student got the question wrong\n",
    "correct_attempts = responses[responses['points_earned'] == responses['points_possible']]\n",
    "\n",
    "# Find the largest and smallest attempt numbers where the student got the question right\n",
    "min_max_attempts = correct_attempts.groupby(['student_id', 'item_id'])['attempt'].agg(['min', 'max']).reset_index()\n",
    "\n",
    "# Calculate the number of review attempts\n",
    "min_max_attempts['review_attempts'] = min_max_attempts['max'] - min_max_attempts['min']\n",
    "\n",
    "# Pivot the data to have columns for each question with the number of review attempts\n",
    "pivoted_data = min_max_attempts.pivot(index='student_id', columns='item_id', values='review_attempts').reset_index()\n",
    "\n",
    "pivoted_data[\"total_review_attempts\"] = pivoted_data.iloc[:, 1:].sum(axis=1)\n",
    "\n",
    "# Display the transformed dataset\n",
    "display(pivoted_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c125dbbb-c030-4b24-9e9e-41d714c487f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "code_review_attempts_per_chapter = {}\n",
    "\n",
    "# Loop through unique chapters and create pivoted_data for each chapter\n",
    "for chapter in code_responses['chapter'].unique():\n",
    "    # Filter responses for the current chapter\n",
    "    chapter_responses = code_responses[code_responses[\"chapter\"] == chapter]\n",
    "    \n",
    "    # Filter out attempts where the student got the question wrong\n",
    "    correct_attempts = chapter_responses[chapter_responses['points_earned'] == chapter_responses['points_possible']]\n",
    "    \n",
    "    # Find the largest and smallest attempt numbers where the student got the question right\n",
    "    min_max_attempts = correct_attempts.groupby(['student_id', 'item_id'])['attempt'].agg(['min', 'max']).reset_index()\n",
    "    \n",
    "    # Calculate the number of review attempts\n",
    "    min_max_attempts['review_attempts'] = min_max_attempts['max'] - min_max_attempts['min']\n",
    "    \n",
    "    # Pivot the data to have columns for each question with the number of review attempts\n",
    "    pivoted_data = min_max_attempts.pivot(index='student_id', columns='item_id', values='review_attempts').reset_index()\n",
    "    \n",
    "    # Add a new column \"total_review_attempts\"\n",
    "    pivoted_data[\"total_review_attempts\"] = pivoted_data.iloc[:, 1:].sum(axis=1)\n",
    "    \n",
    "    # Store the result in the dictionary\n",
    "    review_attempts_per_chapter[chapter] = pivoted_data\n",
    "\n",
    "# # Display the pivoted_data for each chapter\n",
    "# for chapter, df in review_attempts_per_chapter.items():\n",
    "#     print(f\"Chapter: {chapter}\")\n",
    "#     display(df)\n"
   ]
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      "Chapter: Chapter 1 - Welcome to Statistics: A Modeling Approach\n"
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      "Chapter: Chapter 10 - The Logic of Inference\n"
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       "      <th>...</th>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>fb209eba-f92e-4669-aa27-e0fecd43df1d</td>\n",
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       "      <td>0.0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>fb493070-4d6c-4598-801a-693658af487b</td>\n",
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       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>fef083e8-7167-4f42-82d5-d2e893aa408a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>ff55bab4-812b-405b-9856-8bedf9fb11f9</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>ff6ec9fe-de1d-4b45-8136-59465d9c85ab</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>178 rows × 29 columns</p>\n",
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       "item_id                            student_id  Ch9_AffectP_1  Ch9_AffectP_2  \\\n",
       "0        03fefe56-a52f-49fe-9cd8-b183e9badc58            0.0            0.0   \n",
       "1        0556b794-cd80-4af6-8cfa-8055462c215a            0.0            0.0   \n",
       "2        062f021e-8297-41e6-a8fe-54a382ab7404            0.0            0.0   \n",
       "3        0790387e-e285-442d-b660-a004d0a5a16f            0.0            0.0   \n",
       "4        0b20a3fe-7868-4115-ad82-eabccdd805c5            0.0            0.0   \n",
       "..                                        ...            ...            ...   \n",
       "173      fb209eba-f92e-4669-aa27-e0fecd43df1d            NaN            0.0   \n",
       "174      fb493070-4d6c-4598-801a-693658af487b            0.0            0.0   \n",
       "175      fef083e8-7167-4f42-82d5-d2e893aa408a            NaN            NaN   \n",
       "176      ff55bab4-812b-405b-9856-8bedf9fb11f9            0.0            0.0   \n",
       "177      ff6ec9fe-de1d-4b45-8136-59465d9c85ab            0.0            NaN   \n",
       "\n",
       "item_id  Ch9_AffectP_3  Ch9_AffectP_4  Ch9_Constructing_1  Ch9_Constructing_2  \\\n",
       "0                  0.0            0.0                 0.0                 NaN   \n",
       "1                  0.0            0.0                 0.0                 0.0   \n",
       "2                  0.0            0.0                 0.0                 0.0   \n",
       "3                  0.0            0.0                 0.0                 0.0   \n",
       "4                  0.0            0.0                 0.0                 0.0   \n",
       "..                 ...            ...                 ...                 ...   \n",
       "173                NaN            0.0                 0.0                 0.0   \n",
       "174                0.0            0.0                 0.0                 0.0   \n",
       "175                NaN            NaN                 0.0                 0.0   \n",
       "176                0.0            0.0                 0.0                 0.0   \n",
       "177                0.0            0.0                 NaN                 NaN   \n",
       "\n",
       "item_id  Ch9_Constructing_3  Ch9_Exploring_12  Ch9_Exploring_13  ...  \\\n",
       "0                       0.0               0.0               0.0  ...   \n",
       "1                       0.0               0.0               0.0  ...   \n",
       "2                       0.0               0.0               0.0  ...   \n",
       "3                       0.0               0.0               0.0  ...   \n",
       "4                       0.0               0.0               NaN  ...   \n",
       "..                      ...               ...               ...  ...   \n",
       "173                     0.0               0.0               0.0  ...   \n",
       "174                     0.0               0.0               0.0  ...   \n",
       "175                     0.0               0.0               0.0  ...   \n",
       "176                     0.0               0.0               0.0  ...   \n",
       "177                     NaN               0.0               0.0  ...   \n",
       "\n",
       "item_id  Ch9_Inference_2  Ch9_Inference_3  Ch9_Mathematical_1  Ch9_PValue_1  \\\n",
       "0                    0.0              0.0                 NaN           0.0   \n",
       "1                    0.0              0.0                 NaN           NaN   \n",
       "2                    0.0              0.0                 NaN           NaN   \n",
       "3                    0.0              0.0                 0.0           0.0   \n",
       "4                    0.0              0.0                 NaN           NaN   \n",
       "..                   ...              ...                 ...           ...   \n",
       "173                  0.0              NaN                 NaN           NaN   \n",
       "174                  NaN              0.0                 0.0           0.0   \n",
       "175                  0.0              0.0                 NaN           NaN   \n",
       "176                  0.0              0.0                 NaN           NaN   \n",
       "177                  0.0              NaN                 NaN           NaN   \n",
       "\n",
       "item_id  Ch9_PValue_2  Ch9_PValue_3  Ch9_PValue_4  Ch9_PValue_5  Ch9_PValue_6  \\\n",
       "0                 0.0           0.0           0.0           0.0           0.0   \n",
       "1                 NaN           0.0           0.0           0.0           0.0   \n",
       "2                 0.0           0.0           0.0           0.0           0.0   \n",
       "3                 0.0           0.0           0.0           0.0           0.0   \n",
       "4                 0.0           0.0           NaN           0.0           0.0   \n",
       "..                ...           ...           ...           ...           ...   \n",
       "173               NaN           0.0           0.0           NaN           0.0   \n",
       "174               0.0           0.0           0.0           0.0           0.0   \n",
       "175               NaN           NaN           NaN           NaN           NaN   \n",
       "176               0.0           0.0           0.0           0.0           0.0   \n",
       "177               0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "item_id  total_review_attempts  \n",
       "0                          0.0  \n",
       "1                          0.0  \n",
       "2                          0.0  \n",
       "3                          0.0  \n",
       "4                          0.0  \n",
       "..                         ...  \n",
       "173                        0.0  \n",
       "174                        0.0  \n",
       "175                        0.0  \n",
       "176                        0.0  \n",
       "177                        0.0  \n",
       "\n",
       "[178 rows x 29 columns]"
      ]
     },
     "metadata": {},
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Chapter: Chapter 11 - Model Comparison with F\n"
     ]
    },
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       "    <tr>\n",
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       "    <tr>\n",
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       "item_id                            student_id  Ch10_Error_1  Ch10_Error_2  \\\n",
       "0        03fefe56-a52f-49fe-9cd8-b183e9badc58           NaN           0.0   \n",
       "1        0556b794-cd80-4af6-8cfa-8055462c215a           0.0           0.0   \n",
       "2        062f021e-8297-41e6-a8fe-54a382ab7404           0.0           0.0   \n",
       "3        0790387e-e285-442d-b660-a004d0a5a16f           NaN           0.0   \n",
       "4        0b20a3fe-7868-4115-ad82-eabccdd805c5           NaN           0.0   \n",
       "..                                        ...           ...           ...   \n",
       "144      fb209eba-f92e-4669-aa27-e0fecd43df1d           0.0           0.0   \n",
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       "146      fef083e8-7167-4f42-82d5-d2e893aa408a           0.0           NaN   \n",
       "147      ff55bab4-812b-405b-9856-8bedf9fb11f9           NaN           0.0   \n",
       "148      ff6ec9fe-de1d-4b45-8136-59465d9c85ab           0.0           0.0   \n",
       "\n",
       "item_id  Ch10_Error_3  Ch10_Error_4  Ch10_Error_5  Ch10_Error_6  Ch10_FDist_1  \\\n",
       "0                 0.0           NaN           0.0           NaN           0.0   \n",
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       "..                ...           ...           ...           ...           ...   \n",
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       "148               0.0           0.0           0.0           NaN           0.0   \n",
       "\n",
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       "1                        NaN                  0.0  ...               0.0   \n",
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       "3                        0.0                  NaN  ...               0.0   \n",
       "4                        0.0                  NaN  ...               0.0   \n",
       "..                       ...                  ...  ...               ...   \n",
       "144                      0.0                  0.0  ...               0.0   \n",
       "145                      0.0                  0.0  ...               0.0   \n",
       "146                      NaN                  0.0  ...               NaN   \n",
       "147                      0.0                  NaN  ...               0.0   \n",
       "148                      0.0                  0.0  ...               0.0   \n",
       "\n",
       "item_id  Ch10_UsingF_1  Ch10_UsingF_2  Ch10_UsingF_3  Ch10_UsingF_4  \\\n",
       "0                  0.0            0.0            0.0            0.0   \n",
       "1                  0.0            0.0            0.0            0.0   \n",
       "2                  0.0            0.0            0.0            0.0   \n",
       "3                  0.0            NaN            0.0            0.0   \n",
       "4                  NaN            0.0            0.0            0.0   \n",
       "..                 ...            ...            ...            ...   \n",
       "144                NaN            0.0            NaN            0.0   \n",
       "145                0.0            0.0            0.0            NaN   \n",
       "146                NaN            NaN            0.0            0.0   \n",
       "147                0.0            NaN            0.0            0.0   \n",
       "148                0.0            NaN            0.0            NaN   \n",
       "\n",
       "item_id  Ch10_UsingF_5  Ch10_UsingF_6  Ch10_UsingF_7  Ch11_Interpreting_2  \\\n",
       "0                  0.0            0.0            0.0                  0.0   \n",
       "1                  NaN            0.0            0.0                  0.0   \n",
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       "3                  NaN            0.0            0.0                  0.0   \n",
       "4                  0.0            0.0            0.0                  0.0   \n",
       "..                 ...            ...            ...                  ...   \n",
       "144                NaN            0.0            0.0                  0.0   \n",
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       "146                0.0            0.0            0.0                  NaN   \n",
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       "148                NaN            0.0            0.0                  0.0   \n",
       "\n",
       "item_id  total_review_attempts  \n",
       "0                          0.0  \n",
       "1                          0.0  \n",
       "2                          0.0  \n",
       "3                          0.0  \n",
       "4                          0.0  \n",
       "..                         ...  \n",
       "144                        0.0  \n",
       "145                        0.0  \n",
       "146                        0.0  \n",
       "147                        0.0  \n",
       "148                        0.0  \n",
       "\n",
       "[149 rows x 35 columns]"
      ]
     },
     "metadata": {},
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Chapter: Chapter 12 - Parameter Estimation and Confidence Intervals\n"
     ]
    },
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      "text/plain": [
       "item_id                            student_id  Ch11_Bootstrap_1  \\\n",
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       "..                                        ...               ...   \n",
       "146      f77e9e18-7090-4e4a-af77-114505b29e97               NaN   \n",
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       "\n",
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       "..                    ...               ...               ...   \n",
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       "..                    ...                ...                ...   \n",
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       "\n",
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       "..                     ...                ...  ...             ...   \n",
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       "\n",
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       "4                   NaN             NaN             NaN           NaN   \n",
       "..                  ...             ...             ...           ...   \n",
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       "\n",
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       "..                ...           ...           ...           ...   \n",
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       "\n",
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       "..                         ...  \n",
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       "\n",
       "[151 rows x 45 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Chapter: Chapter 13 - Introduction to Multivariate Models\n"
     ]
    },
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       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>882f55fd-273b-4df7-bd91-4eb3a246d0ab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>c57b5e43-11ba-4ec7-b911-2085b009e948</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>c5fd17e0-be5e-411a-ae90-6da111c0686b</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>cce1092c-18e7-4698-8494-7e7a6ae5c695</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>d607faa5-11b5-4ea6-bd6b-03715d8bd6cc</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>dd3499c0-5a33-4faf-b245-637a87138661</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>defb1dd0-c736-4a77-b0ac-0d9add9f372b</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>df3d5806-6ccb-4711-96e0-eb91f30b6c2a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>ff55bab4-812b-405b-9856-8bedf9fb11f9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>ff6ec9fe-de1d-4b45-8136-59465d9c85ab</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "item_id                            student_id  D1_ANOVA_01  D1_ANOVA_02  \\\n",
       "0        0790387e-e285-442d-b660-a004d0a5a16f          0.0          0.0   \n",
       "1        0b20a3fe-7868-4115-ad82-eabccdd805c5          0.0          0.0   \n",
       "2        1742e351-d617-48ed-a58f-817488831bc0          0.0          0.0   \n",
       "3        19b2917a-72dc-4b25-ade1-eae2c2c7c036          NaN          0.0   \n",
       "4        1d239009-b497-413e-b2fe-c1f3df618ab6          0.0          0.0   \n",
       "5        28e4c75f-3132-41ea-8cf4-4aa10444b189          0.0          0.0   \n",
       "6        2f429149-4815-40af-9308-3e26f0320822          NaN          NaN   \n",
       "7        3f203eb7-5501-4e06-aea8-052cefee71e6          NaN          0.0   \n",
       "8        3fbc4545-089e-4958-8da0-187100e3126e          NaN          0.0   \n",
       "9        42b9ea17-f4b7-4170-a6b8-61cbcab6effd          0.0          0.0   \n",
       "10       4d6f482c-40e1-43f1-a1df-955b2b65f10b          NaN          0.0   \n",
       "11       52e06937-6b52-45f4-8ad9-974a9efc0df0          NaN          0.0   \n",
       "12       646acd2f-5a8b-4629-b753-faff3ff49b8c          NaN          0.0   \n",
       "13       691ba2d2-b3f9-4ded-b51c-231bdc0790da          0.0          0.0   \n",
       "14       6d74553f-f6d1-4599-9e5d-a57b79ec695a          NaN          NaN   \n",
       "15       7a3ce6b2-e90c-4b86-8b3c-5f3a3d321d27          NaN          0.0   \n",
       "16       882f55fd-273b-4df7-bd91-4eb3a246d0ab          NaN          0.0   \n",
       "17       c57b5e43-11ba-4ec7-b911-2085b009e948          NaN          0.0   \n",
       "18       c5fd17e0-be5e-411a-ae90-6da111c0686b          NaN          0.0   \n",
       "19       cce1092c-18e7-4698-8494-7e7a6ae5c695          0.0          0.0   \n",
       "20       d607faa5-11b5-4ea6-bd6b-03715d8bd6cc          0.0          0.0   \n",
       "21       dd3499c0-5a33-4faf-b245-637a87138661          0.0          NaN   \n",
       "22       defb1dd0-c736-4a77-b0ac-0d9add9f372b          0.0          0.0   \n",
       "23       df3d5806-6ccb-4711-96e0-eb91f30b6c2a          NaN          NaN   \n",
       "24       ff55bab4-812b-405b-9856-8bedf9fb11f9          NaN          NaN   \n",
       "25       ff6ec9fe-de1d-4b45-8136-59465d9c85ab          0.0          0.0   \n",
       "\n",
       "item_id  D1_ANOVA_03  D1_DistF_01  D1_DistF_02  D1_DistF_03  D1_DistF_04  \\\n",
       "0                NaN          0.0          0.0          0.0          0.0   \n",
       "1                NaN          NaN          NaN          0.0          NaN   \n",
       "2                0.0          0.0          0.0          0.0          0.0   \n",
       "3                NaN          0.0          NaN          0.0          NaN   \n",
       "4                0.0          0.0          0.0          0.0          NaN   \n",
       "5                0.0          0.0          0.0          0.0          NaN   \n",
       "6                0.0          0.0          0.0          0.0          NaN   \n",
       "7                NaN          0.0          NaN          0.0          NaN   \n",
       "8                NaN          0.0          0.0          0.0          0.0   \n",
       "9                NaN          0.0          0.0          0.0          NaN   \n",
       "10               NaN          NaN          NaN          0.0          NaN   \n",
       "11               0.0          NaN          0.0          NaN          0.0   \n",
       "12               0.0          NaN          0.0          0.0          NaN   \n",
       "13               NaN          NaN          0.0          NaN          NaN   \n",
       "14               NaN          0.0          0.0          0.0          0.0   \n",
       "15               0.0          0.0          0.0          0.0          NaN   \n",
       "16               0.0          0.0          0.0          NaN          NaN   \n",
       "17               0.0          NaN          0.0          0.0          NaN   \n",
       "18               NaN          0.0          NaN          0.0          0.0   \n",
       "19               NaN          NaN          NaN          0.0          NaN   \n",
       "20               0.0          0.0          0.0          0.0          0.0   \n",
       "21               NaN          NaN          0.0          0.0          NaN   \n",
       "22               0.0          0.0          0.0          0.0          NaN   \n",
       "23               NaN          NaN          0.0          0.0          0.0   \n",
       "24               NaN          0.0          0.0          0.0          NaN   \n",
       "25               0.0          0.0          0.0          NaN          NaN   \n",
       "\n",
       "item_id  D1_DistF_05  D1_Interpreting_01  ...  D1_Specifying_05  D1_Venn_01  \\\n",
       "0                0.0                 0.0  ...               NaN         0.0   \n",
       "1                NaN                 0.0  ...               0.0         0.0   \n",
       "2                0.0                 0.0  ...               0.0         0.0   \n",
       "3                NaN                 0.0  ...               0.0         0.0   \n",
       "4                NaN                 0.0  ...               0.0         0.0   \n",
       "5                NaN                 0.0  ...               0.0         0.0   \n",
       "6                0.0                 0.0  ...               0.0         0.0   \n",
       "7                0.0                 0.0  ...               0.0         0.0   \n",
       "8                0.0                 0.0  ...               0.0         0.0   \n",
       "9                NaN                 0.0  ...               0.0         NaN   \n",
       "10               0.0                 0.0  ...               0.0         0.0   \n",
       "11               NaN                 0.0  ...               NaN         0.0   \n",
       "12               NaN                 0.0  ...               0.0         0.0   \n",
       "13               NaN                 0.0  ...               NaN         0.0   \n",
       "14               NaN                 0.0  ...               NaN         0.0   \n",
       "15               0.0                 0.0  ...               0.0         0.0   \n",
       "16               NaN                 0.0  ...               0.0         0.0   \n",
       "17               NaN                 NaN  ...               NaN         NaN   \n",
       "18               NaN                 0.0  ...               0.0         0.0   \n",
       "19               NaN                 NaN  ...               NaN         0.0   \n",
       "20               NaN                 0.0  ...               0.0         0.0   \n",
       "21               NaN                 NaN  ...               NaN         0.0   \n",
       "22               NaN                 0.0  ...               NaN         0.0   \n",
       "23               NaN                 0.0  ...               0.0         0.0   \n",
       "24               NaN                 0.0  ...               0.0         0.0   \n",
       "25               NaN                 0.0  ...               0.0         0.0   \n",
       "\n",
       "item_id  D1_Venn_02  D1_Venn_03  D1_Venn_04  D1_Venn_05  D1_Venn_06  \\\n",
       "0               0.0         0.0         0.0         0.0         0.0   \n",
       "1               NaN         NaN         0.0         0.0         NaN   \n",
       "2               0.0         0.0         0.0         0.0         0.0   \n",
       "3               0.0         0.0         0.0         0.0         0.0   \n",
       "4               0.0         0.0         NaN         0.0         0.0   \n",
       "5               0.0         0.0         0.0         0.0         0.0   \n",
       "6               0.0         NaN         0.0         0.0         0.0   \n",
       "7               0.0         0.0         0.0         0.0         0.0   \n",
       "8               0.0         0.0         0.0         0.0         0.0   \n",
       "9               0.0         0.0         0.0         0.0         0.0   \n",
       "10              0.0         0.0         0.0         0.0         0.0   \n",
       "11              0.0         NaN         0.0         NaN         0.0   \n",
       "12              0.0         0.0         0.0         0.0         0.0   \n",
       "13              0.0         NaN         0.0         0.0         NaN   \n",
       "14              0.0         0.0         0.0         0.0         0.0   \n",
       "15              0.0         0.0         0.0         NaN         0.0   \n",
       "16              0.0         0.0         0.0         0.0         0.0   \n",
       "17              0.0         NaN         0.0         0.0         0.0   \n",
       "18              0.0         0.0         0.0         0.0         0.0   \n",
       "19              0.0         NaN         0.0         NaN         0.0   \n",
       "20              0.0         0.0         0.0         0.0         0.0   \n",
       "21              0.0         0.0         0.0         0.0         0.0   \n",
       "22              0.0         0.0         0.0         0.0         0.0   \n",
       "23              0.0         0.0         0.0         NaN         0.0   \n",
       "24              0.0         0.0         0.0         0.0         0.0   \n",
       "25              0.0         NaN         0.0         0.0         0.0   \n",
       "\n",
       "item_id  D1_Venn_07  D1_Visualizing_01  total_review_attempts  \n",
       "0               0.0                0.0                    0.0  \n",
       "1               NaN                NaN                    0.0  \n",
       "2               0.0                0.0                    0.0  \n",
       "3               0.0                0.0                    0.0  \n",
       "4               0.0                0.0                    0.0  \n",
       "5               0.0                0.0                    0.0  \n",
       "6               NaN                0.0                    0.0  \n",
       "7               0.0                0.0                    0.0  \n",
       "8               0.0                0.0                    0.0  \n",
       "9               0.0                0.0                    0.0  \n",
       "10              0.0                0.0                    0.0  \n",
       "11              NaN                0.0                    0.0  \n",
       "12              0.0                0.0                    0.0  \n",
       "13              NaN                NaN                    0.0  \n",
       "14              0.0                NaN                    0.0  \n",
       "15              0.0                0.0                    0.0  \n",
       "16              0.0                0.0                    0.0  \n",
       "17              NaN                NaN                    0.0  \n",
       "18              0.0                0.0                    0.0  \n",
       "19              NaN                NaN                    0.0  \n",
       "20              0.0                0.0                    0.0  \n",
       "21              0.0                0.0                    0.0  \n",
       "22              0.0                0.0                    0.0  \n",
       "23              0.0                0.0                    0.0  \n",
       "24              0.0                0.0                    0.0  \n",
       "25              0.0                NaN                    0.0  \n",
       "\n",
       "[26 rows x 33 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Chapter: Chapter 14 - Multivariate Model Comparisons\n"
     ]
    },
    {
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>item_id</th>\n",
       "      <th>student_id</th>\n",
       "      <th>D2_Categorical_03</th>\n",
       "      <th>D2_Categorical_04</th>\n",
       "      <th>D2_Categorical_05</th>\n",
       "      <th>D2_Categorical_07</th>\n",
       "      <th>D2_Comparisons_01</th>\n",
       "      <th>D2_Comparisons_02</th>\n",
       "      <th>D2_Comparisons_03</th>\n",
       "      <th>D2_Deciding_01</th>\n",
       "      <th>D2_Deciding_03</th>\n",
       "      <th>...</th>\n",
       "      <th>D2_PREF_02</th>\n",
       "      <th>D2_PREF_03</th>\n",
       "      <th>D2_Shuffle2_01</th>\n",
       "      <th>D2_Shuffle2_02</th>\n",
       "      <th>D2_SumsSqu_01</th>\n",
       "      <th>D2_SumsSqu_02</th>\n",
       "      <th>D2_SumsSqu_04</th>\n",
       "      <th>D2_Unpacking_01</th>\n",
       "      <th>D2_Unpacking_02</th>\n",
       "      <th>total_review_attempts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0790387e-e285-442d-b660-a004d0a5a16f</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0b20a3fe-7868-4115-ad82-eabccdd805c5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1742e351-d617-48ed-a58f-817488831bc0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>19b2917a-72dc-4b25-ade1-eae2c2c7c036</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1d239009-b497-413e-b2fe-c1f3df618ab6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>28e4c75f-3132-41ea-8cf4-4aa10444b189</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2f429149-4815-40af-9308-3e26f0320822</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>3f203eb7-5501-4e06-aea8-052cefee71e6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>3fbc4545-089e-4958-8da0-187100e3126e</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>42b9ea17-f4b7-4170-a6b8-61cbcab6effd</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>52e06937-6b52-45f4-8ad9-974a9efc0df0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>646acd2f-5a8b-4629-b753-faff3ff49b8c</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>691ba2d2-b3f9-4ded-b51c-231bdc0790da</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>6d74553f-f6d1-4599-9e5d-a57b79ec695a</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>72055b9c-8b49-4f17-87f8-ffd5fea5f33d</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>7a3ce6b2-e90c-4b86-8b3c-5f3a3d321d27</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>882f55fd-273b-4df7-bd91-4eb3a246d0ab</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>a7f5d963-4717-4a28-aa09-6feaebf84bf1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>c57b5e43-11ba-4ec7-b911-2085b009e948</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>c5fd17e0-be5e-411a-ae90-6da111c0686b</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>cce1092c-18e7-4698-8494-7e7a6ae5c695</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>d607faa5-11b5-4ea6-bd6b-03715d8bd6cc</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>dd3499c0-5a33-4faf-b245-637a87138661</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>defb1dd0-c736-4a77-b0ac-0d9add9f372b</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>df3d5806-6ccb-4711-96e0-eb91f30b6c2a</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>ff55bab4-812b-405b-9856-8bedf9fb11f9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>ff6ec9fe-de1d-4b45-8136-59465d9c85ab</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>27 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "item_id                            student_id  D2_Categorical_03  \\\n",
       "0        0790387e-e285-442d-b660-a004d0a5a16f                0.0   \n",
       "1        0b20a3fe-7868-4115-ad82-eabccdd805c5                0.0   \n",
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       "4        1d239009-b497-413e-b2fe-c1f3df618ab6                0.0   \n",
       "5        28e4c75f-3132-41ea-8cf4-4aa10444b189                0.0   \n",
       "6        2f429149-4815-40af-9308-3e26f0320822                0.0   \n",
       "7        3f203eb7-5501-4e06-aea8-052cefee71e6                0.0   \n",
       "8        3fbc4545-089e-4958-8da0-187100e3126e                0.0   \n",
       "9        42b9ea17-f4b7-4170-a6b8-61cbcab6effd                0.0   \n",
       "10       52e06937-6b52-45f4-8ad9-974a9efc0df0                0.0   \n",
       "11       646acd2f-5a8b-4629-b753-faff3ff49b8c                0.0   \n",
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       "13       6d74553f-f6d1-4599-9e5d-a57b79ec695a                0.0   \n",
       "14       72055b9c-8b49-4f17-87f8-ffd5fea5f33d                0.0   \n",
       "15       7a3ce6b2-e90c-4b86-8b3c-5f3a3d321d27                0.0   \n",
       "16       882f55fd-273b-4df7-bd91-4eb3a246d0ab                0.0   \n",
       "17       a7f5d963-4717-4a28-aa09-6feaebf84bf1                NaN   \n",
       "18       c57b5e43-11ba-4ec7-b911-2085b009e948                0.0   \n",
       "19       c5fd17e0-be5e-411a-ae90-6da111c0686b                0.0   \n",
       "20       cce1092c-18e7-4698-8494-7e7a6ae5c695                NaN   \n",
       "21       d607faa5-11b5-4ea6-bd6b-03715d8bd6cc                0.0   \n",
       "22       dd3499c0-5a33-4faf-b245-637a87138661                0.0   \n",
       "23       defb1dd0-c736-4a77-b0ac-0d9add9f372b                0.0   \n",
       "24       df3d5806-6ccb-4711-96e0-eb91f30b6c2a                0.0   \n",
       "25       ff55bab4-812b-405b-9856-8bedf9fb11f9                0.0   \n",
       "26       ff6ec9fe-de1d-4b45-8136-59465d9c85ab                0.0   \n",
       "\n",
       "item_id  D2_Categorical_04  D2_Categorical_05  D2_Categorical_07  \\\n",
       "0                      0.0                NaN                0.0   \n",
       "1                      NaN                NaN                NaN   \n",
       "2                      0.0                0.0                0.0   \n",
       "3                      0.0                NaN                0.0   \n",
       "4                      0.0                0.0                0.0   \n",
       "5                      0.0                0.0                0.0   \n",
       "6                      0.0                NaN                0.0   \n",
       "7                      0.0                NaN                0.0   \n",
       "8                      0.0                0.0                0.0   \n",
       "9                      0.0                NaN                0.0   \n",
       "10                     NaN                NaN                0.0   \n",
       "11                     NaN                0.0                0.0   \n",
       "12                     0.0                NaN                NaN   \n",
       "13                     NaN                NaN                0.0   \n",
       "14                     NaN                NaN                NaN   \n",
       "15                     0.0                0.0                0.0   \n",
       "16                     0.0                NaN                0.0   \n",
       "17                     NaN                NaN                NaN   \n",
       "18                     NaN                NaN                NaN   \n",
       "19                     0.0                NaN                0.0   \n",
       "20                     NaN                NaN                0.0   \n",
       "21                     0.0                0.0                0.0   \n",
       "22                     0.0                NaN                0.0   \n",
       "23                     0.0                0.0                0.0   \n",
       "24                     0.0                NaN                0.0   \n",
       "25                     0.0                NaN                0.0   \n",
       "26                     NaN                NaN                0.0   \n",
       "\n",
       "item_id  D2_Comparisons_01  D2_Comparisons_02  D2_Comparisons_03  \\\n",
       "0                      NaN                0.0                0.0   \n",
       "1                      NaN                0.0                NaN   \n",
       "2                      NaN                0.0                0.0   \n",
       "3                      0.0                0.0                0.0   \n",
       "4                      0.0                0.0                0.0   \n",
       "5                      0.0                0.0                0.0   \n",
       "6                      NaN                0.0                0.0   \n",
       "7                      0.0                0.0                0.0   \n",
       "8                      0.0                0.0                0.0   \n",
       "9                      NaN                0.0                0.0   \n",
       "10                     0.0                0.0                0.0   \n",
       "11                     0.0                0.0                0.0   \n",
       "12                     NaN                0.0                NaN   \n",
       "13                     0.0                0.0                NaN   \n",
       "14                     NaN                0.0                NaN   \n",
       "15                     NaN                0.0                0.0   \n",
       "16                     NaN                0.0                0.0   \n",
       "17                     NaN                0.0                0.0   \n",
       "18                     NaN                NaN                NaN   \n",
       "19                     NaN                0.0                0.0   \n",
       "20                     NaN                0.0                NaN   \n",
       "21                     0.0                0.0                0.0   \n",
       "22                     0.0                NaN                NaN   \n",
       "23                     0.0                0.0                0.0   \n",
       "24                     0.0                0.0                0.0   \n",
       "25                     NaN                0.0                0.0   \n",
       "26                     0.0                0.0                NaN   \n",
       "\n",
       "item_id  D2_Deciding_01  D2_Deciding_03  ...  D2_PREF_02  D2_PREF_03  \\\n",
       "0                   0.0             NaN  ...         0.0         0.0   \n",
       "1                   NaN             NaN  ...         0.0         0.0   \n",
       "2                   0.0             NaN  ...         0.0         0.0   \n",
       "3                   0.0             NaN  ...         0.0         0.0   \n",
       "4                   0.0             NaN  ...         0.0         0.0   \n",
       "5                   0.0             NaN  ...         0.0         0.0   \n",
       "6                   0.0             NaN  ...         0.0         NaN   \n",
       "7                   0.0             0.0  ...         0.0         0.0   \n",
       "8                   0.0             0.0  ...         0.0         0.0   \n",
       "9                   0.0             NaN  ...         0.0         0.0   \n",
       "10                  NaN             0.0  ...         0.0         NaN   \n",
       "11                  NaN             NaN  ...         0.0         0.0   \n",
       "12                  NaN             0.0  ...         NaN         0.0   \n",
       "13                  NaN             NaN  ...         0.0         0.0   \n",
       "14                  NaN             0.0  ...         0.0         NaN   \n",
       "15                  0.0             NaN  ...         0.0         0.0   \n",
       "16                  NaN             NaN  ...         0.0         0.0   \n",
       "17                  NaN             NaN  ...         0.0         NaN   \n",
       "18                  NaN             0.0  ...         0.0         NaN   \n",
       "19                  NaN             NaN  ...         0.0         0.0   \n",
       "20                  NaN             NaN  ...         NaN         0.0   \n",
       "21                  0.0             0.0  ...         0.0         0.0   \n",
       "22                  NaN             NaN  ...         0.0         0.0   \n",
       "23                  0.0             NaN  ...         0.0         NaN   \n",
       "24                  0.0             0.0  ...         0.0         0.0   \n",
       "25                  0.0             0.0  ...         0.0         0.0   \n",
       "26                  0.0             NaN  ...         0.0         0.0   \n",
       "\n",
       "item_id  D2_Shuffle2_01  D2_Shuffle2_02  D2_SumsSqu_01  D2_SumsSqu_02  \\\n",
       "0                   0.0             0.0            0.0            NaN   \n",
       "1                   0.0             0.0            NaN            0.0   \n",
       "2                   0.0             0.0            0.0            0.0   \n",
       "3                   0.0             0.0            0.0            0.0   \n",
       "4                   0.0             0.0            0.0            0.0   \n",
       "5                   0.0             NaN            0.0            NaN   \n",
       "6                   0.0             NaN            0.0            NaN   \n",
       "7                   0.0             0.0            0.0            NaN   \n",
       "8                   0.0             0.0            0.0            NaN   \n",
       "9                   0.0             0.0            0.0            0.0   \n",
       "10                  NaN             NaN            0.0            NaN   \n",
       "11                  NaN             NaN            NaN            0.0   \n",
       "12                  NaN             0.0            NaN            NaN   \n",
       "13                  0.0             NaN            0.0            0.0   \n",
       "14                  NaN             0.0            0.0            NaN   \n",
       "15                  0.0             0.0            0.0            0.0   \n",
       "16                  NaN             0.0            0.0            0.0   \n",
       "17                  NaN             NaN            0.0            NaN   \n",
       "18                  0.0             NaN            NaN            NaN   \n",
       "19                  0.0             NaN            0.0            0.0   \n",
       "20                  0.0             0.0            NaN            0.0   \n",
       "21                  0.0             0.0            0.0            NaN   \n",
       "22                  NaN             NaN            NaN            NaN   \n",
       "23                  0.0             0.0            0.0            NaN   \n",
       "24                  0.0             0.0            NaN            0.0   \n",
       "25                  0.0             NaN            0.0            0.0   \n",
       "26                  0.0             0.0            0.0            NaN   \n",
       "\n",
       "item_id  D2_SumsSqu_04  D2_Unpacking_01  D2_Unpacking_02  \\\n",
       "0                  NaN              NaN              0.0   \n",
       "1                  0.0              NaN              NaN   \n",
       "2                  0.0              NaN              0.0   \n",
       "3                  0.0              NaN              0.0   \n",
       "4                  0.0              NaN              0.0   \n",
       "5                  0.0              NaN              0.0   \n",
       "6                  0.0              NaN              0.0   \n",
       "7                  0.0              0.0              NaN   \n",
       "8                  0.0              0.0              NaN   \n",
       "9                  0.0              NaN              0.0   \n",
       "10                 NaN              NaN              0.0   \n",
       "11                 0.0              NaN              NaN   \n",
       "12                 NaN              NaN              NaN   \n",
       "13                 0.0              NaN              NaN   \n",
       "14                 NaN              NaN              NaN   \n",
       "15                 NaN              NaN              0.0   \n",
       "16                 0.0              NaN              0.0   \n",
       "17                 NaN              NaN              NaN   \n",
       "18                 NaN              NaN              NaN   \n",
       "19                 0.0              NaN              0.0   \n",
       "20                 NaN              NaN              NaN   \n",
       "21                 0.0              NaN              0.0   \n",
       "22                 0.0              NaN              NaN   \n",
       "23                 0.0              NaN              0.0   \n",
       "24                 NaN              NaN              0.0   \n",
       "25                 0.0              NaN              0.0   \n",
       "26                 NaN              NaN              0.0   \n",
       "\n",
       "item_id  total_review_attempts  \n",
       "0                          0.0  \n",
       "1                          0.0  \n",
       "2                          0.0  \n",
       "3                          0.0  \n",
       "4                          0.0  \n",
       "5                          0.0  \n",
       "6                          0.0  \n",
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       "10                         0.0  \n",
       "11                         0.0  \n",
       "12                         0.0  \n",
       "13                         0.0  \n",
       "14                         0.0  \n",
       "15                         0.0  \n",
       "16                         0.0  \n",
       "17                         0.0  \n",
       "18                         0.0  \n",
       "19                         0.0  \n",
       "20                         0.0  \n",
       "21                         0.0  \n",
       "22                         0.0  \n",
       "23                         0.0  \n",
       "24                         0.0  \n",
       "25                         0.0  \n",
       "26                         0.0  \n",
       "\n",
       "[27 rows x 26 columns]"
      ]
     },
     "metadata": {},
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Chapter: Chapter 2 - Understanding Data\n"
     ]
    },
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       "    <tr>\n",
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       "      <td>...</td>\n",
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     "text": [
      "Chapter: Chapter 3 - Examining Distributions\n"
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       "    <tr>\n",
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       "item_id                            student_id  A3_Review1_01  A3_Review1_02  \\\n",
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       "..                                        ...            ...            ...   \n",
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       "\n",
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       "\n",
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       "\n",
       "[210 rows x 62 columns]"
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     },
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    {
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     "text": [
      "Chapter: Chapter 4 - Explaining Variation\n"
     ]
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       "      <th>203</th>\n",
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       "item_id                            student_id  A4_Review1_02  A4_Review1_03  \\\n",
       "0        03fefe56-a52f-49fe-9cd8-b183e9badc58            NaN            NaN   \n",
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       "..                                        ...            ...            ...   \n",
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       "..                 ...            ...            ...            ...   \n",
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       "..                 ...            ...            ...  ...                ...   \n",
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       "\n",
       "item_id  Ch4_Randomness_10  Ch4_Randomness_11  Ch4_Randomness_13  \\\n",
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       "..                     ...                ...                ...   \n",
       "199                    NaN                NaN                NaN   \n",
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       "\n",
       "item_id  Ch4_Randomness_5  Ch4_Randomness_6  Ch4_Representing_1  \\\n",
       "0                     NaN               NaN                 0.0   \n",
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       "..                    ...               ...                 ...   \n",
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       "\n",
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       "..                  ...            ...                    ...  \n",
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       "\n",
       "[204 rows x 71 columns]"
      ]
     },
     "metadata": {},
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    {
     "name": "stdout",
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     "text": [
      "Chapter: Chapter 5 - A Simple Model\n"
     ]
    },
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       "item_id                            student_id  B1_Review1_01  B1_Review1_02  \\\n",
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       "..                                        ...            ...            ...   \n",
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      "Chapter: Chapter 6 - Quantifying Error\n"
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       "item_id                            student_id  B3_Review2_01  B3_Review2_02  \\\n",
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       "1        0556b794-cd80-4af6-8cfa-8055462c215a            NaN            0.0   \n",
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       "..                                        ...            ...            ...   \n",
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       "..                 ...            ...            ...            ...   \n",
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       "..                 ...            ...            ...  ...                ...   \n",
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       "\n",
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       "\n",
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       "\n",
       "[206 rows x 41 columns]"
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     },
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    {
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     "text": [
      "Chapter: Chapter 8 - Digging Deeper into Group Models\n"
     ]
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       "    <tr>\n",
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       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
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       "    <tr>\n",
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       "    <tr>\n",
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       "    <tr>\n",
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       "<p>196 rows × 43 columns</p>\n",
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       "item_id                            student_id  B3_Review1_01  B3_Review1_02  \\\n",
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       "..                                        ...            ...            ...   \n",
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       "..                 ...            ...            ...  ...         ...   \n",
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       "\n",
       "item_id  Ch7_TheF_6  b4_DGP_01  b4_DGP_02  b4_Effect_01  b4_Effect_02  \\\n",
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       "..              ...        ...        ...           ...           ...   \n",
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       "\n",
       "[196 rows x 43 columns]"
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     },
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     "text": [
      "Chapter: Chapter 9 - Models with a Quantitative Explanatory Variable\n"
     ]
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       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>fb493070-4d6c-4598-801a-693658af487b</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>fef083e8-7167-4f42-82d5-d2e893aa408a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>ff55bab4-812b-405b-9856-8bedf9fb11f9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>ff6ec9fe-de1d-4b45-8136-59465d9c85ab</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "  </tbody>\n",
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       "<p>190 rows × 70 columns</p>\n",
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       "..                                        ...            ...            ...   \n",
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       "\n",
       "item_id  B4_Review1_03  B4_Review1_05  B4_Review1_06  B4_Review1_07  \\\n",
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       "3                  NaN            0.0            0.0            0.0   \n",
       "4                  NaN            NaN            NaN            NaN   \n",
       "..                 ...            ...            ...            ...   \n",
       "185                0.0            NaN            NaN            NaN   \n",
       "186                0.0            NaN            0.0            0.0   \n",
       "187                0.0            0.0            0.0            0.0   \n",
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       "189                NaN            0.0            0.0            NaN   \n",
       "\n",
       "item_id  B4_Review1_08  B4_Review1_09  B4_Review1_10  ...  b5_Pearsonsr_02  \\\n",
       "0                  NaN            NaN            NaN  ...              NaN   \n",
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       "2                  0.0            0.0            0.0  ...              0.0   \n",
       "3                  0.0            0.0            0.0  ...              0.0   \n",
       "4                  0.0            0.0            NaN  ...              NaN   \n",
       "..                 ...            ...            ...  ...              ...   \n",
       "185                0.0            NaN            0.0  ...              0.0   \n",
       "186                0.0            0.0            0.0  ...              0.0   \n",
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       "189                0.0            NaN            0.0  ...              0.0   \n",
       "\n",
       "item_id  b5_Quantitative_01  b5_Quantitative_02  b5_Quantitative_03  \\\n",
       "0                       0.0                 0.0                 0.0   \n",
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       "2                       0.0                 0.0                 0.0   \n",
       "3                       NaN                 0.0                 0.0   \n",
       "4                       NaN                 NaN                 0.0   \n",
       "..                      ...                 ...                 ...   \n",
       "185                     NaN                 0.0                 0.0   \n",
       "186                     0.0                 0.0                 0.0   \n",
       "187                     NaN                 NaN                 0.0   \n",
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       "189                     NaN                 0.0                 0.0   \n",
       "\n",
       "item_id  b5_Regression_01  b5_Regression_02  b5_Regression_03  \\\n",
       "0                     0.0               NaN               NaN   \n",
       "1                     0.0               NaN               NaN   \n",
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       "3                     0.0               0.0               0.0   \n",
       "4                     NaN               NaN               NaN   \n",
       "..                    ...               ...               ...   \n",
       "185                   NaN               NaN               NaN   \n",
       "186                   0.0               NaN               NaN   \n",
       "187                   NaN               NaN               0.0   \n",
       "188                   0.0               NaN               0.0   \n",
       "189                   NaN               NaN               NaN   \n",
       "\n",
       "item_id  b5_Regression_04  b5_Regression_05  total_review_attempts  \n",
       "0                     0.0               0.0                    0.0  \n",
       "1                     0.0               0.0                    0.0  \n",
       "2                     0.0               0.0                    0.0  \n",
       "3                     0.0               0.0                    0.0  \n",
       "4                     0.0               0.0                    0.0  \n",
       "..                    ...               ...                    ...  \n",
       "185                   0.0               0.0                    0.0  \n",
       "186                   0.0               0.0                    0.0  \n",
       "187                   0.0               0.0                    0.0  \n",
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       "189                   0.0               0.0                    0.0  \n",
       "\n",
       "[190 rows x 70 columns]"
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      "Chapter: Finishing Up (Don't Skip This Part!)\n"
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       "item_id                            student_id  First_Things_First_Quiz  \\\n",
       "0        03fefe56-a52f-49fe-9cd8-b183e9badc58                        0   \n",
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       "..                                        ...                      ...   \n",
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       "..                         ...  \n",
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      "Chapter: Chapter 15 - Models with Interactions\n"
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>19b2917a-72dc-4b25-ade1-eae2c2c7c036</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1d239009-b497-413e-b2fe-c1f3df618ab6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>28e4c75f-3132-41ea-8cf4-4aa10444b189</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2f429149-4815-40af-9308-3e26f0320822</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>3f203eb7-5501-4e06-aea8-052cefee71e6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>3fbc4545-089e-4958-8da0-187100e3126e</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>42b9ea17-f4b7-4170-a6b8-61cbcab6effd</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>4d6f482c-40e1-43f1-a1df-955b2b65f10b</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>52e06937-6b52-45f4-8ad9-974a9efc0df0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>691ba2d2-b3f9-4ded-b51c-231bdc0790da</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>6d74553f-f6d1-4599-9e5d-a57b79ec695a</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>7a3ce6b2-e90c-4b86-8b3c-5f3a3d321d27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>c57b5e43-11ba-4ec7-b911-2085b009e948</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>c5fd17e0-be5e-411a-ae90-6da111c0686b</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>cce1092c-18e7-4698-8494-7e7a6ae5c695</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>d607faa5-11b5-4ea6-bd6b-03715d8bd6cc</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>dd3499c0-5a33-4faf-b245-637a87138661</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>defb1dd0-c736-4a77-b0ac-0d9add9f372b</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>ff55bab4-812b-405b-9856-8bedf9fb11f9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>ff6ec9fe-de1d-4b45-8136-59465d9c85ab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>23 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "item_id                            student_id  D3_Additive_01  D3_Additive_02  \\\n",
       "0        0790387e-e285-442d-b660-a004d0a5a16f             0.0             NaN   \n",
       "1        0b20a3fe-7868-4115-ad82-eabccdd805c5             NaN             NaN   \n",
       "2        1742e351-d617-48ed-a58f-817488831bc0             0.0             0.0   \n",
       "3        19b2917a-72dc-4b25-ade1-eae2c2c7c036             0.0             NaN   \n",
       "4        1d239009-b497-413e-b2fe-c1f3df618ab6             0.0             0.0   \n",
       "5        28e4c75f-3132-41ea-8cf4-4aa10444b189             NaN             NaN   \n",
       "6        2f429149-4815-40af-9308-3e26f0320822             0.0             0.0   \n",
       "7        3f203eb7-5501-4e06-aea8-052cefee71e6             0.0             NaN   \n",
       "8        3fbc4545-089e-4958-8da0-187100e3126e             0.0             NaN   \n",
       "9        42b9ea17-f4b7-4170-a6b8-61cbcab6effd             NaN             0.0   \n",
       "10       4d6f482c-40e1-43f1-a1df-955b2b65f10b             NaN             NaN   \n",
       "11       52e06937-6b52-45f4-8ad9-974a9efc0df0             NaN             NaN   \n",
       "12       691ba2d2-b3f9-4ded-b51c-231bdc0790da             NaN             NaN   \n",
       "13       6d74553f-f6d1-4599-9e5d-a57b79ec695a             0.0             NaN   \n",
       "14       7a3ce6b2-e90c-4b86-8b3c-5f3a3d321d27             NaN             0.0   \n",
       "15       c57b5e43-11ba-4ec7-b911-2085b009e948             NaN             NaN   \n",
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       "22       ff6ec9fe-de1d-4b45-8136-59465d9c85ab             NaN             NaN   \n",
       "\n",
       "item_id  D3_Additive_03  D3_Additive_04  D3_Additive_05  D3_Centering_01  \\\n",
       "0                   NaN             0.0             0.0              0.0   \n",
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       "6                   NaN             NaN             NaN              NaN   \n",
       "7                   0.0             0.0             NaN              0.0   \n",
       "8                   0.0             0.0             NaN              NaN   \n",
       "9                   0.0             0.0             0.0              0.0   \n",
       "10                  0.0             0.0             0.0              0.0   \n",
       "11                  0.0             NaN             NaN              NaN   \n",
       "12                  0.0             0.0             NaN              NaN   \n",
       "13                  NaN             NaN             NaN              NaN   \n",
       "14                  0.0             0.0             NaN              NaN   \n",
       "15                  0.0             0.0             NaN              NaN   \n",
       "16                  0.0             NaN             NaN              0.0   \n",
       "17                  NaN             0.0             NaN              NaN   \n",
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       "19                  0.0             NaN             NaN              NaN   \n",
       "20                  0.0             0.0             0.0              NaN   \n",
       "21                  0.0             0.0             NaN              NaN   \n",
       "22                  0.0             NaN             NaN              NaN   \n",
       "\n",
       "item_id  D3_Centering_03  D3_Centering_04  D3_Centering_05  ...  D3_GLM_03  \\\n",
       "0                    0.0              NaN              0.0  ...        0.0   \n",
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       "2                    NaN              NaN              0.0  ...        0.0   \n",
       "3                    NaN              NaN              NaN  ...        NaN   \n",
       "4                    0.0              NaN              NaN  ...        0.0   \n",
       "5                    NaN              NaN              0.0  ...        0.0   \n",
       "6                    0.0              NaN              NaN  ...        0.0   \n",
       "7                    NaN              NaN              0.0  ...        0.0   \n",
       "8                    NaN              NaN              NaN  ...        0.0   \n",
       "9                    0.0              NaN              0.0  ...        0.0   \n",
       "10                   0.0              0.0              NaN  ...        0.0   \n",
       "11                   0.0              NaN              0.0  ...        NaN   \n",
       "12                   NaN              0.0              NaN  ...        NaN   \n",
       "13                   NaN              NaN              NaN  ...        0.0   \n",
       "14                   0.0              NaN              0.0  ...        0.0   \n",
       "15                   NaN              NaN              0.0  ...        0.0   \n",
       "16                   NaN              NaN              0.0  ...        0.0   \n",
       "17                   NaN              0.0              NaN  ...        0.0   \n",
       "18                   NaN              NaN              0.0  ...        0.0   \n",
       "19                   NaN              0.0              NaN  ...        0.0   \n",
       "20                   0.0              NaN              0.0  ...        0.0   \n",
       "21                   0.0              NaN              0.0  ...        0.0   \n",
       "22                   NaN              NaN              NaN  ...        NaN   \n",
       "\n",
       "item_id  D3_GLM_04  D3_Interaction_01  D3_Interaction_03  D3_Interaction_05  \\\n",
       "0              0.0                0.0                0.0                0.0   \n",
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       "10             NaN                0.0                0.0                0.0   \n",
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       "21             0.0                NaN                0.0                0.0   \n",
       "22             NaN                NaN                NaN                NaN   \n",
       "\n",
       "item_id  D3_Interaction_07  D3_Meaningful_01  D3_Meaningful_02  \\\n",
       "0                      0.0               0.0               0.0   \n",
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       "6                      0.0               NaN               NaN   \n",
       "7                      0.0               0.0               0.0   \n",
       "8                      0.0               0.0               NaN   \n",
       "9                      0.0               0.0               NaN   \n",
       "10                     0.0               0.0               NaN   \n",
       "11                     0.0               NaN               0.0   \n",
       "12                     0.0               NaN               0.0   \n",
       "13                     0.0               0.0               0.0   \n",
       "14                     0.0               NaN               NaN   \n",
       "15                     0.0               0.0               0.0   \n",
       "16                     0.0               NaN               0.0   \n",
       "17                     0.0               0.0               0.0   \n",
       "18                     0.0               0.0               0.0   \n",
       "19                     0.0               NaN               NaN   \n",
       "20                     0.0               NaN               0.0   \n",
       "21                     0.0               0.0               0.0   \n",
       "22                     0.0               0.0               0.0   \n",
       "\n",
       "item_id  D3_Meaningful_03  total_review_attempts  \n",
       "0                     NaN                    0.0  \n",
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       "2                     0.0                    0.0  \n",
       "3                     NaN                    0.0  \n",
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       "5                     NaN                    0.0  \n",
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       "10                    0.0                    0.0  \n",
       "11                    NaN                    0.0  \n",
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       "15                    NaN                    0.0  \n",
       "16                    NaN                    0.0  \n",
       "17                    NaN                    0.0  \n",
       "18                    0.0                    0.0  \n",
       "19                    NaN                    0.0  \n",
       "20                    0.0                    0.0  \n",
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       "22                    NaN                    0.0  \n",
       "\n",
       "[23 rows x 32 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Chapter: Chapter 16 - More Models with Interactions\n"
     ]
    },
    {
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
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       "      <td>0.0</td>\n",
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       "    <tr>\n",
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       "      <th>13</th>\n",
       "      <td>c5fd17e0-be5e-411a-ae90-6da111c0686b</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>cce1092c-18e7-4698-8494-7e7a6ae5c695</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>d607faa5-11b5-4ea6-bd6b-03715d8bd6cc</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>dd3499c0-5a33-4faf-b245-637a87138661</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>defb1dd0-c736-4a77-b0ac-0d9add9f372b</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>ff55bab4-812b-405b-9856-8bedf9fb11f9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>ff6ec9fe-de1d-4b45-8136-59465d9c85ab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "item_id                            student_id  D4_Comparing_01  \\\n",
       "0        0790387e-e285-442d-b660-a004d0a5a16f              NaN   \n",
       "1        0b20a3fe-7868-4115-ad82-eabccdd805c5              NaN   \n",
       "2        1742e351-d617-48ed-a58f-817488831bc0              0.0   \n",
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       "6        2f429149-4815-40af-9308-3e26f0320822              0.0   \n",
       "7        3f203eb7-5501-4e06-aea8-052cefee71e6              NaN   \n",
       "8        3fbc4545-089e-4958-8da0-187100e3126e              0.0   \n",
       "9        52e06937-6b52-45f4-8ad9-974a9efc0df0              NaN   \n",
       "10       691ba2d2-b3f9-4ded-b51c-231bdc0790da              0.0   \n",
       "11       6d74553f-f6d1-4599-9e5d-a57b79ec695a              0.0   \n",
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       "13       c5fd17e0-be5e-411a-ae90-6da111c0686b              0.0   \n",
       "14       cce1092c-18e7-4698-8494-7e7a6ae5c695              NaN   \n",
       "15       d607faa5-11b5-4ea6-bd6b-03715d8bd6cc              0.0   \n",
       "16       dd3499c0-5a33-4faf-b245-637a87138661              0.0   \n",
       "17       defb1dd0-c736-4a77-b0ac-0d9add9f372b              0.0   \n",
       "18       ff55bab4-812b-405b-9856-8bedf9fb11f9              NaN   \n",
       "19       ff6ec9fe-de1d-4b45-8136-59465d9c85ab              NaN   \n",
       "\n",
       "item_id  D4_Comparing_02  D4_Comparing_03  D4_Factorial_01  D4_Fitting_01  \\\n",
       "0                    NaN              NaN              NaN            0.0   \n",
       "1                    NaN              NaN              NaN            NaN   \n",
       "2                    0.0              NaN              0.0            0.0   \n",
       "3                    0.0              NaN              NaN            0.0   \n",
       "4                    0.0              0.0              0.0            0.0   \n",
       "5                    0.0              NaN              NaN            0.0   \n",
       "6                    NaN              NaN              NaN            NaN   \n",
       "7                    NaN              NaN              NaN            0.0   \n",
       "8                    NaN              0.0              NaN            NaN   \n",
       "9                    0.0              NaN              NaN            NaN   \n",
       "10                   NaN              NaN              NaN            NaN   \n",
       "11                   NaN              NaN              0.0            0.0   \n",
       "12                   NaN              NaN              NaN            NaN   \n",
       "13                   NaN              NaN              0.0            0.0   \n",
       "14                   NaN              NaN              NaN            NaN   \n",
       "15                   0.0              0.0              0.0            NaN   \n",
       "16                   0.0              NaN              NaN            NaN   \n",
       "17                   NaN              0.0              0.0            0.0   \n",
       "18                   NaN              NaN              NaN            NaN   \n",
       "19                   NaN              0.0              NaN            NaN   \n",
       "\n",
       "item_id  D4_Fitting_02  D4_Interactions_01  D4_Interactions_02  \\\n",
       "0                  0.0                 0.0                 NaN   \n",
       "1                  NaN                 0.0                 NaN   \n",
       "2                  0.0                 0.0                 0.0   \n",
       "3                  0.0                 0.0                 0.0   \n",
       "4                  0.0                 0.0                 0.0   \n",
       "5                  0.0                 0.0                 NaN   \n",
       "6                  0.0                 0.0                 NaN   \n",
       "7                  0.0                 NaN                 NaN   \n",
       "8                  0.0                 0.0                 0.0   \n",
       "9                  0.0                 0.0                 NaN   \n",
       "10                 NaN                 NaN                 NaN   \n",
       "11                 0.0                 0.0                 0.0   \n",
       "12                 NaN                 0.0                 0.0   \n",
       "13                 0.0                 0.0                 0.0   \n",
       "14                 0.0                 NaN                 NaN   \n",
       "15                 0.0                 0.0                 0.0   \n",
       "16                 0.0                 0.0                 0.0   \n",
       "17                 0.0                 0.0                 0.0   \n",
       "18                 NaN                 NaN                 NaN   \n",
       "19                 0.0                 NaN                 NaN   \n",
       "\n",
       "item_id  D4_Interactions_03  D4_Interactions_04  D4_Interpreting_01  \\\n",
       "0                       0.0                 0.0                 0.0   \n",
       "1                       NaN                 NaN                 NaN   \n",
       "2                       0.0                 0.0                 0.0   \n",
       "3                       0.0                 0.0                 0.0   \n",
       "4                       NaN                 0.0                 0.0   \n",
       "5                       0.0                 0.0                 0.0   \n",
       "6                       NaN                 NaN                 NaN   \n",
       "7                       NaN                 NaN                 NaN   \n",
       "8                       0.0                 NaN                 NaN   \n",
       "9                       0.0                 NaN                 NaN   \n",
       "10                      NaN                 NaN                 0.0   \n",
       "11                      NaN                 0.0                 0.0   \n",
       "12                      NaN                 NaN                 NaN   \n",
       "13                      0.0                 0.0                 0.0   \n",
       "14                      NaN                 NaN                 NaN   \n",
       "15                      0.0                 0.0                 0.0   \n",
       "16                      NaN                 0.0                 0.0   \n",
       "17                      0.0                 0.0                 0.0   \n",
       "18                      NaN                 NaN                 NaN   \n",
       "19                      NaN                 NaN                 NaN   \n",
       "\n",
       "item_id  D4_Predictions_01  D4_Predictions_02  D4_Predictions_03  \\\n",
       "0                      0.0                NaN                0.0   \n",
       "1                      0.0                0.0                0.0   \n",
       "2                      0.0                0.0                0.0   \n",
       "3                      0.0                0.0                0.0   \n",
       "4                      0.0                0.0                NaN   \n",
       "5                      0.0                0.0                0.0   \n",
       "6                      0.0                0.0                0.0   \n",
       "7                      NaN                NaN                NaN   \n",
       "8                      0.0                NaN                NaN   \n",
       "9                      NaN                0.0                NaN   \n",
       "10                     0.0                0.0                0.0   \n",
       "11                     0.0                NaN                0.0   \n",
       "12                     0.0                0.0                NaN   \n",
       "13                     0.0                NaN                NaN   \n",
       "14                     0.0                0.0                0.0   \n",
       "15                     0.0                0.0                0.0   \n",
       "16                     0.0                0.0                0.0   \n",
       "17                     0.0                NaN                0.0   \n",
       "18                     NaN                NaN                NaN   \n",
       "19                     0.0                0.0                0.0   \n",
       "\n",
       "item_id  D4_Predictions_04  D4_TwoPred_02  D4_Visually_02  \\\n",
       "0                      0.0            0.0             0.0   \n",
       "1                      NaN            NaN             NaN   \n",
       "2                      0.0            0.0             0.0   \n",
       "3                      0.0            0.0             0.0   \n",
       "4                      0.0            NaN             0.0   \n",
       "5                      0.0            0.0             NaN   \n",
       "6                      0.0            0.0             NaN   \n",
       "7                      NaN            0.0             NaN   \n",
       "8                      0.0            NaN             NaN   \n",
       "9                      NaN            0.0             NaN   \n",
       "10                     NaN            NaN             NaN   \n",
       "11                     NaN            0.0             0.0   \n",
       "12                     0.0            NaN             NaN   \n",
       "13                     0.0            0.0             0.0   \n",
       "14                     NaN            NaN             NaN   \n",
       "15                     0.0            0.0             NaN   \n",
       "16                     0.0            NaN             0.0   \n",
       "17                     0.0            NaN             0.0   \n",
       "18                     NaN            0.0             NaN   \n",
       "19                     NaN            NaN             NaN   \n",
       "\n",
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       "19                         0.0  "
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      "Chapter: Midterm 1\n"
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      "Chapter: Practice Exam\n"
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>667f325c-12ee-4b85-807c-fe69fa3d92bb</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>78ccab12-8733-4772-a2e0-17c7e68a69d6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>7a2cff82-cc76-44d0-bba7-0c8952982990</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>7d467286-5c8a-40db-ace7-9f15e7f97d4d</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>7d7a5092-b244-44a2-a776-3bb2c8d5a80f</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>82a3e3eb-3f80-48b6-a55c-986cc1d0a709</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>85d5058c-53e9-49b1-8475-d3df2336b0ff</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>a3ac1e2d-7dc6-4ff1-a8df-bb6ff0f52e67</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>c7bb202e-6a69-4a84-9814-e55e6bd6d54b</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>e0341b71-28a9-448e-b0a7-0e8efbbdad65</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>f1733a31-055f-4c38-92c1-3f294ba94c35</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>f52bcfe1-c230-4093-ae99-c46781171178</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "item_id                            student_id  Jim_Practice_1  Jim_Practice_2  \\\n",
       "0        0556b794-cd80-4af6-8cfa-8055462c215a             0.0             0.0   \n",
       "1        062f021e-8297-41e6-a8fe-54a382ab7404             0.0             0.0   \n",
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       "3        0f122889-830d-40c1-a6f8-f432cb327190             0.0             NaN   \n",
       "4        32683ad9-2845-4977-9912-2c59bf0f6aa6             0.0             NaN   \n",
       "5        3cc14c3e-8586-4017-80c1-152954ebbe2a             0.0             0.0   \n",
       "6        41422302-20a7-417e-88ea-3b29631a418d             0.0             0.0   \n",
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       "9        5f61c579-eaf0-4acd-ab54-b4143887a30e             0.0             0.0   \n",
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       "11       78ccab12-8733-4772-a2e0-17c7e68a69d6             0.0             0.0   \n",
       "12       7a2cff82-cc76-44d0-bba7-0c8952982990             0.0             0.0   \n",
       "13       7d467286-5c8a-40db-ace7-9f15e7f97d4d             0.0             NaN   \n",
       "14       7d7a5092-b244-44a2-a776-3bb2c8d5a80f             0.0             0.0   \n",
       "15       82a3e3eb-3f80-48b6-a55c-986cc1d0a709             0.0             0.0   \n",
       "16       85d5058c-53e9-49b1-8475-d3df2336b0ff             0.0             0.0   \n",
       "17       a3ac1e2d-7dc6-4ff1-a8df-bb6ff0f52e67             0.0             0.0   \n",
       "18       c7bb202e-6a69-4a84-9814-e55e6bd6d54b             0.0             NaN   \n",
       "19       e0341b71-28a9-448e-b0a7-0e8efbbdad65             0.0             0.0   \n",
       "20       f1733a31-055f-4c38-92c1-3f294ba94c35             0.0             0.0   \n",
       "21       f52bcfe1-c230-4093-ae99-c46781171178             0.0             NaN   \n",
       "\n",
       "item_id  Jim_Practice_3  Jim_Practice_4  Jim_Practice_5  total_review_attempts  \n",
       "0                   0.0             0.0             0.0                    0.0  \n",
       "1                   0.0             0.0             0.0                    0.0  \n",
       "2                   0.0             0.0             0.0                    0.0  \n",
       "3                   0.0             0.0             0.0                    0.0  \n",
       "4                   0.0             0.0             NaN                    0.0  \n",
       "5                   0.0             0.0             0.0                    0.0  \n",
       "6                   0.0             0.0             0.0                    0.0  \n",
       "7                   0.0             0.0             0.0                    0.0  \n",
       "8                   0.0             0.0             0.0                    0.0  \n",
       "9                   0.0             0.0             0.0                    0.0  \n",
       "10                  0.0             0.0             NaN                    0.0  \n",
       "11                  0.0             0.0             0.0                    0.0  \n",
       "12                  0.0             0.0             0.0                    0.0  \n",
       "13                  NaN             0.0             NaN                    0.0  \n",
       "14                  0.0             0.0             0.0                    0.0  \n",
       "15                  0.0             0.0             0.0                    0.0  \n",
       "16                  0.0             0.0             0.0                    0.0  \n",
       "17                  0.0             0.0             0.0                    0.0  \n",
       "18                  0.0             0.0             0.0                    0.0  \n",
       "19                  0.0             0.0             0.0                    0.0  \n",
       "20                  0.0             0.0             0.0                    0.0  \n",
       "21                  0.0             0.0             0.0                    0.0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Chapter: Chapter 13 - What You Have Learned\n"
     ]
    },
    {
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>45a6b32e-d1d3-415b-8c8b-1fa5edb165f0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4bba8ed7-c2ef-4c14-bf3e-002ecb658f38</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5098bdf5-4c55-4c17-be39-21bd88ad1a2b</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>51bc423f-c83c-4a50-a7e7-49fa74b14e35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>5809f204-48e7-4dff-bc92-d22986d01459</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5e037301-b06b-4b91-896b-fa411d055f7e</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>7586f20a-8b0e-4467-8280-f68cbd64d1b0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>7f5ea72c-8cd1-4596-8d57-967fe6f343d0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>84b602c6-252b-44e7-964d-1cbe06e5ea85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>8ed7a469-5018-4597-afc8-df9e21d0985b</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>91f060a9-d6cc-48e2-8ad9-362ab1b25fe2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>97a884d8-9c0b-446d-922a-812553ccb4fd</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>9dd7096f-7041-4a6d-89d8-622012859d20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>a25014c3-2a12-45ea-965e-4f52fb568c49</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>a51af53e-6e4c-4651-832d-e7349e808a6d</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>a52c1e17-97fa-4339-a21e-721945894c90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>ab915c05-cd34-40bf-b4fd-321ac00304ec</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>af94a4c0-39b3-45ab-89cf-c7f246155b3a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>ba499004-ccbf-42ce-92e9-3c8c38f088d8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>c0cb2f98-4801-4f44-ae5a-437023b36c9b</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>cc79d3fc-ccc0-48a2-8621-76b70b37ca0f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>d4384d3a-b8d8-4ae5-a8ec-fb28841a86bd</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>d76083a0-6c0d-446c-82e3-723a6d27c098</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>dbff0a68-c044-4054-b5bb-8f84e10f57e8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>f1df3150-ad4c-480e-b3ef-e3494116401d</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>f77e9e18-7090-4e4a-af77-114505b29e97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "item_id                            student_id  Ch11_What_1  Ch11_What_2  \\\n",
       "0        0d6a321b-90fe-4ff3-9a3d-95b56745e231          NaN          0.0   \n",
       "1        11eabd81-c391-4201-9c16-166286778096          0.0          0.0   \n",
       "2        33106cf9-22dc-45d0-847d-8465c6303a57          NaN          0.0   \n",
       "3        45a6b32e-d1d3-415b-8c8b-1fa5edb165f0          NaN          NaN   \n",
       "4        4bba8ed7-c2ef-4c14-bf3e-002ecb658f38          NaN          0.0   \n",
       "5        5098bdf5-4c55-4c17-be39-21bd88ad1a2b          0.0          0.0   \n",
       "6        51bc423f-c83c-4a50-a7e7-49fa74b14e35          NaN          0.0   \n",
       "7        5809f204-48e7-4dff-bc92-d22986d01459          NaN          0.0   \n",
       "8        5e037301-b06b-4b91-896b-fa411d055f7e          NaN          NaN   \n",
       "9        7586f20a-8b0e-4467-8280-f68cbd64d1b0          NaN          0.0   \n",
       "10       7f5ea72c-8cd1-4596-8d57-967fe6f343d0          0.0          0.0   \n",
       "11       8300403a-4e77-4300-9a20-ced3926b687c          NaN          0.0   \n",
       "12       84b602c6-252b-44e7-964d-1cbe06e5ea85          NaN          NaN   \n",
       "13       8ed7a469-5018-4597-afc8-df9e21d0985b          NaN          0.0   \n",
       "14       91f060a9-d6cc-48e2-8ad9-362ab1b25fe2          NaN          0.0   \n",
       "15       97a884d8-9c0b-446d-922a-812553ccb4fd          0.0          0.0   \n",
       "16       9dd7096f-7041-4a6d-89d8-622012859d20          NaN          NaN   \n",
       "17       a25014c3-2a12-45ea-965e-4f52fb568c49          0.0          0.0   \n",
       "18       a51af53e-6e4c-4651-832d-e7349e808a6d          0.0          0.0   \n",
       "19       a52c1e17-97fa-4339-a21e-721945894c90          0.0          0.0   \n",
       "20       ab915c05-cd34-40bf-b4fd-321ac00304ec          0.0          0.0   \n",
       "21       af94a4c0-39b3-45ab-89cf-c7f246155b3a          NaN          NaN   \n",
       "22       ba499004-ccbf-42ce-92e9-3c8c38f088d8          0.0          0.0   \n",
       "23       c0cb2f98-4801-4f44-ae5a-437023b36c9b          NaN          NaN   \n",
       "24       cc79d3fc-ccc0-48a2-8621-76b70b37ca0f          NaN          0.0   \n",
       "25       d4384d3a-b8d8-4ae5-a8ec-fb28841a86bd          NaN          0.0   \n",
       "26       d76083a0-6c0d-446c-82e3-723a6d27c098          NaN          0.0   \n",
       "27       dbff0a68-c044-4054-b5bb-8f84e10f57e8          NaN          0.0   \n",
       "28       f1df3150-ad4c-480e-b3ef-e3494116401d          NaN          0.0   \n",
       "29       f77e9e18-7090-4e4a-af77-114505b29e97          0.0          0.0   \n",
       "\n",
       "item_id  Ch11_What_4  Ch11_What_5  Ch11_What_6  Ch11_What_7  Ch11_What_8  \\\n",
       "0                0.0          0.0          0.0          0.0          0.0   \n",
       "1                0.0          0.0          0.0          0.0          0.0   \n",
       "2                0.0          0.0          0.0          0.0          0.0   \n",
       "3                NaN          0.0          NaN          0.0          NaN   \n",
       "4                0.0          0.0          0.0          0.0          0.0   \n",
       "5                0.0          0.0          0.0          0.0          0.0   \n",
       "6                0.0          0.0          0.0          0.0          NaN   \n",
       "7                0.0          0.0          0.0          0.0          NaN   \n",
       "8                0.0          0.0          NaN          0.0          NaN   \n",
       "9                NaN          NaN          0.0          NaN          NaN   \n",
       "10               0.0          0.0          0.0          0.0          0.0   \n",
       "11               0.0          0.0          0.0          0.0          0.0   \n",
       "12               0.0          NaN          NaN          0.0          NaN   \n",
       "13               0.0          0.0          0.0          0.0          NaN   \n",
       "14               NaN          0.0          0.0          0.0          NaN   \n",
       "15               0.0          0.0          0.0          0.0          NaN   \n",
       "16               NaN          0.0          0.0          0.0          NaN   \n",
       "17               0.0          0.0          0.0          0.0          0.0   \n",
       "18               0.0          0.0          0.0          0.0          NaN   \n",
       "19               NaN          NaN          0.0          0.0          0.0   \n",
       "20               0.0          0.0          0.0          0.0          0.0   \n",
       "21               0.0          NaN          0.0          0.0          NaN   \n",
       "22               0.0          0.0          0.0          0.0          0.0   \n",
       "23               0.0          0.0          0.0          NaN          NaN   \n",
       "24               NaN          0.0          0.0          0.0          NaN   \n",
       "25               0.0          0.0          0.0          0.0          0.0   \n",
       "26               0.0          0.0          0.0          0.0          0.0   \n",
       "27               0.0          0.0          0.0          0.0          0.0   \n",
       "28               0.0          0.0          0.0          0.0          NaN   \n",
       "29               0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "item_id  Ch11_What_9  total_review_attempts  \n",
       "0                0.0                    0.0  \n",
       "1                0.0                    0.0  \n",
       "2                0.0                    0.0  \n",
       "3                0.0                    0.0  \n",
       "4                0.0                    0.0  \n",
       "5                0.0                    0.0  \n",
       "6                0.0                    0.0  \n",
       "7                0.0                    0.0  \n",
       "8                0.0                    0.0  \n",
       "9                0.0                    0.0  \n",
       "10               0.0                    0.0  \n",
       "11               0.0                    0.0  \n",
       "12               0.0                    0.0  \n",
       "13               NaN                    0.0  \n",
       "14               NaN                    0.0  \n",
       "15               0.0                    0.0  \n",
       "16               0.0                    0.0  \n",
       "17               0.0                    0.0  \n",
       "18               NaN                    0.0  \n",
       "19               0.0                    0.0  \n",
       "20               0.0                    0.0  \n",
       "21               0.0                    0.0  \n",
       "22               0.0                    0.0  \n",
       "23               0.0                    0.0  \n",
       "24               0.0                    0.0  \n",
       "25               NaN                    0.0  \n",
       "26               0.0                    0.0  \n",
       "27               0.0                    0.0  \n",
       "28               0.0                    0.0  \n",
       "29               0.0                    0.0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learnosity_review_attempts_per_chapter = {}\n",
    "\n",
    "# Loop through unique chapters and create pivoted_data for each chapter\n",
    "for chapter in learnosity_responses['chapter'].unique():\n",
    "    # Filter responses for the current chapter\n",
    "    chapter_responses = learnosity_responses[learnosity_responses[\"chapter\"] == chapter]\n",
    "    \n",
    "    # Filter out attempts where the student got the question wrong\n",
    "    correct_attempts = chapter_responses[chapter_responses['points_earned'] == chapter_responses['points_possible']]\n",
    "    \n",
    "    # Find the largest and smallest attempt numbers where the student got the question right\n",
    "    min_max_attempts = correct_attempts.groupby(['student_id', 'item_id'])['attempt'].agg(['min', 'max']).reset_index()\n",
    "    \n",
    "    # Calculate the number of review attempts\n",
    "    min_max_attempts['review_attempts'] = min_max_attempts['max'] - min_max_attempts['min']\n",
    "    \n",
    "    # Pivot the data to have columns for each question with the number of review attempts\n",
    "    pivoted_data = min_max_attempts.pivot(index='student_id', columns='item_id', values='review_attempts').reset_index()\n",
    "    \n",
    "    # Add a new column \"total_review_attempts\"\n",
    "    pivoted_data[\"total_review_attempts\"] = pivoted_data.iloc[:, 1:].sum(axis=1)\n",
    "    \n",
    "    # Store the result in the dictionary\n",
    "    review_attempts_per_chapter[chapter] = pivoted_data\n",
    "\n",
    "# Display the pivoted_data for each chapter\n",
    "for chapter, df in review_attempts_per_chapter.items():\n",
    "    print(f\"Chapter: {chapter}\")\n",
    "    display(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a4f57760-63bd-47e2-b56b-37afc49d759a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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