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ReadOnSophicData.ipynb
{
"worksheets": [
{
"cells": [
{
"metadata": {},
"cell_type": "code",
"input": "import pandas as pd, numpy as np, datetime, random, cPickle as pickle\nfrom __future__ import division\npd.set_option('max_colwidth', 200)",
"prompt_number": 1,
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Read 2011 data"
},
{
"metadata": {},
"cell_type": "code",
"input": "base_path = '../data/'\nfile_2011 = 'stark_2011_events.csv'\ngrades_2011 = 'anonymized11.csv'",
"prompt_number": 2,
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "events = pd.read_csv('%s%s' % (base_path,file_2011),\n skiprows=1,\n names=['userId',\n 'updatedAt',\n 'eventType',\n 'activityType',\n 'activityTitle',\n 'topicTitle',\n 'timeMinutes',\n 'scorePercent',\n 'anchorValue',\n 'anchorSelection',\n 'topicId',\n 'activityId',\n 'activityEventId',\n 'updateCount'],\n parse_dates=[\"updatedAt\"],\n na_values=[\"\\N\"],\n delimiter=\"\\t\"\n )\n\ngrades = pd.read_csv('%s%s' % (base_path,grades_2011),\n skiprows=1,\n names=[\"dropcol\",\n \"userId\",\n \"Set0\",\n \"Set1\",\n \"Set2\",\n \"Set3\",\n \"Set4\",\n \"Set5\",\n \"Set6\",\n \"Set7\",\n \"Set8\",\n \"Set9\",\n \"Set10\",\n \"Set11\",\n \"Set12\",\n \"Set13\",\n \"Set14\",\n \"Set15\",\n \"Set16\",\n \"Set17\",\n \"Set18\",\n \"Set19\",\n \"Set20\",\n \"Set21\",\n \"Set22\",\n \"Set23\",\n \"Set24\",\n \"Set25\",\n \"Set26\",\n \"Set27\",\n \"Set28\",\n \"demerit\",\n \"s0\",\n \"s1\",\n \"s2\",\n \"s3\",\n \"s4\",\n \"s5\",\n \"s6\",\n \"s7\",\n \"s8\",\n \"s9\",\n \"s10\",\n \"s11\",\n \"s12\",\n \"s13\",\n \"s14\",\n \"s15\",\n \"s16\",\n \"s17\",\n \"s18\",\n \"s19\",\n \"s20\",\n \"s21\",\n \"s22\",\n \"s23\",\n \"s24\",\n \"s25\",\n \"s26\",\n \"s27\",\n \"s28\",\n \"set2Adj\",\n \"set3Adj\",\n \"set4Adj\",\n \"set5Adj\",\n \"set9Adj\",\n \"set13Adj\",\n \"set23Adj\",\n \"Cred.Code\",\n \"hw\",\n \"final\",\n \"course\",\n \"letter\",\n \"Comment\"])\n\ngrades = grades[grades.course.apply(lambda x: pd.notnull(x))]\ndel grades['dropcol']",
"prompt_number": 3,
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "events[:10]",
"prompt_number": 4,
"outputs": [
{
"text": " userId updatedAt eventType \\\n0 b678938e-c784-4a46-8c32-9babd9dd8b05 2011-07-20 00:26:38 CLOSED \n1 ec43374b-90d3-4b95-9590-c1f5a731bee8 2011-07-16 00:25:54 OPENED \n2 8feddd5e-08fb-440e-947f-6026bad628ad 2011-07-19 03:22:14 CLOSED \n3 cba5cb38-f633-4b41-a0f2-751b75f34940 2011-07-20 01:35:23 CLOSED \n4 0fc9a23f-a41e-4a07-ba18-8f63cf37cee4 2011-07-19 14:16:58 CLOSED \n5 b678938e-c784-4a46-8c32-9babd9dd8b05 2011-07-20 01:15:59 CLOSED \n6 2cb98103-b91d-49ea-8f71-bbb73edf161e 2011-07-19 11:12:21 CLOSED \n7 4219080d-daa0-4608-9858-0a860794c494 2011-07-19 01:17:54 CLOSED \n8 bd4f39a4-6cf5-471b-8023-92ff59f2048f 2011-07-20 03:01:55 CLOSED \n9 8a4e74bf-6400-4f93-945e-ba807a8bc4a2 2011-07-20 01:16:00 CLOSED \n\n activityType activityTitle \\\n0 LISTEN A Box Model for the Let's Make a Deal Problem \n1 LISTEN A Box Model for the Let's Make a Deal Problem \n2 LISTEN A Box Model for the Let's Make a Deal Problem \n3 LISTEN A Box Model for the Let's Make a Deal Problem \n4 LISTEN A Box Model for the Let's Make a Deal Problem \n5 LISTEN A Box Model for the Let's Make a Deal Problem \n6 LISTEN A Box Model for the Let's Make a Deal Problem \n7 LISTEN A Box Model for the Let's Make a Deal Problem \n8 LISTEN A Box Model for the Let's Make a Deal Problem \n9 LISTEN A Box Model for the Let's Make a Deal Problem \n\n topicTitle timeMinutes scorePercent \\\n0 A Box Model for the Let's Make a Deal Problem 0 NaN \n1 A Box Model for the Let's Make a Deal Problem NaN NaN \n2 A Box Model for the Let's Make a Deal Problem 0 NaN \n3 A Box Model for the Let's Make a Deal Problem 0 NaN \n4 A Box Model for the Let's Make a Deal Problem 0 NaN \n5 A Box Model for the Let's Make a Deal Problem 0 NaN \n6 A Box Model for the Let's Make a Deal Problem 0 NaN \n7 A Box Model for the Let's Make a Deal Problem 0 NaN \n8 A Box Model for the Let's Make a Deal Problem 0 NaN \n9 A Box Model for the Let's Make a Deal Problem 0 NaN \n\n anchorValue anchorSelection topicId \\\n0 NaN NaN 0OL-NSOMP_DA8YG95U85S1CUL3 \n1 NaN NaN 0OL-NSOMP_DA8YG95U85S1CUL3 \n2 NaN NaN 0OL-NSOMP_DA8YG95U85S1CUL3 \n3 NaN NaN 0OL-NSOMP_DA8YG95U85S1CUL3 \n4 NaN NaN 0OL-NSOMP_DA8YG95U85S1CUL3 \n5 playerObject 0 0OL-NSOMP_DA8YG95U85S1CUL3 \n6 playerObject NaN 0OL-NSOMP_DA8YG95U85S1CUL3 \n7 NaN NaN 0OL-NSOMP_DA8YG95U85S1CUL3 \n8 NaN NaN 0OL-NSOMP_DA8YG95U85S1CUL3 \n9 NaN NaN 0OL-NSOMP_DA8YG95U85S1CUL3 \n\n activityId activityEventId updateCount \n0 0NL-TX9HXSEAYIDJBU85S1CUL3 -6A-LS9UAFGA_7ER2IRQZNBUL3 1 \n1 0NL-TX9HXSEAYIDJBU85S1CUL3 -SKJ3R2X7GA_7ER2IRQZNBUL3 0 \n2 0NL-TX9HXSEAYIDJBU85S1CUL3 -TJAKFV3CGA_7ER2IRQZNBUL3 1 \n3 0NL-TX9HXSEAYIDJBU85S1CUL3 229-LS9UAFGA_7ER2IRQZNBUL3 1 \n4 0NL-TX9HXSEAYIDJBU85S1CUL3 29E-LS9UAFGA_7ER2IRQZNBUL3 1 \n5 0NL-TX9HXSEAYIDJBU85S1CUL3 3F9-LS9UAFGA_7ER2IRQZNBUL3 0 \n6 0NL-TX9HXSEAYIDJBU85S1CUL3 3FE-LS9UAFGA_7ER2IRQZNBUL3 1 \n7 0NL-TX9HXSEAYIDJBU85S1CUL3 3MGAKFV3CGA_7ER2IRQZNBUL3 1 \n8 0NL-TX9HXSEAYIDJBU85S1CUL3 5G7-LS9UAFGA_7ER2IRQZNBUL3 1 \n9 0NL-TX9HXSEAYIDJBU85S1CUL3 6F9-LS9UAFGA_7ER2IRQZNBUL3 1 ",
"html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>userId</th>\n <th>updatedAt</th>\n <th>eventType</th>\n <th>activityType</th>\n <th>activityTitle</th>\n <th>topicTitle</th>\n <th>timeMinutes</th>\n <th>scorePercent</th>\n <th>anchorValue</th>\n <th>anchorSelection</th>\n <th>topicId</th>\n <th>activityId</th>\n <th>activityEventId</th>\n <th>updateCount</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td> b678938e-c784-4a46-8c32-9babd9dd8b05</td>\n <td>2011-07-20 00:26:38</td>\n <td> CLOSED</td>\n <td> LISTEN</td>\n <td> A Box Model for the Let's Make a Deal Problem</td>\n <td> A Box Model for the Let's Make a Deal Problem</td>\n <td> 0</td>\n <td>NaN</td>\n <td> NaN</td>\n <td>NaN</td>\n <td> 0OL-NSOMP_DA8YG95U85S1CUL3</td>\n <td> 0NL-TX9HXSEAYIDJBU85S1CUL3</td>\n <td> -6A-LS9UAFGA_7ER2IRQZNBUL3</td>\n <td> 1</td>\n </tr>\n <tr>\n <th>1</th>\n <td> ec43374b-90d3-4b95-9590-c1f5a731bee8</td>\n <td>2011-07-16 00:25:54</td>\n <td> OPENED</td>\n <td> LISTEN</td>\n <td> A Box Model for the Let's Make a Deal Problem</td>\n <td> A Box Model for the Let's Make a Deal Problem</td>\n <td>NaN</td>\n <td>NaN</td>\n <td> NaN</td>\n <td>NaN</td>\n <td> 0OL-NSOMP_DA8YG95U85S1CUL3</td>\n <td> 0NL-TX9HXSEAYIDJBU85S1CUL3</td>\n <td> -SKJ3R2X7GA_7ER2IRQZNBUL3</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>2</th>\n <td> 8feddd5e-08fb-440e-947f-6026bad628ad</td>\n <td>2011-07-19 03:22:14</td>\n <td> CLOSED</td>\n <td> LISTEN</td>\n <td> A Box Model for the Let's Make a Deal Problem</td>\n <td> A Box Model for the Let's Make a Deal Problem</td>\n <td> 0</td>\n <td>NaN</td>\n <td> NaN</td>\n <td>NaN</td>\n <td> 0OL-NSOMP_DA8YG95U85S1CUL3</td>\n <td> 0NL-TX9HXSEAYIDJBU85S1CUL3</td>\n <td> -TJAKFV3CGA_7ER2IRQZNBUL3</td>\n <td> 1</td>\n </tr>\n <tr>\n <th>3</th>\n <td> cba5cb38-f633-4b41-a0f2-751b75f34940</td>\n <td>2011-07-20 01:35:23</td>\n <td> CLOSED</td>\n <td> LISTEN</td>\n <td> A Box Model for the Let's Make a Deal Problem</td>\n <td> A Box Model for the Let's Make a Deal Problem</td>\n <td> 0</td>\n <td>NaN</td>\n <td> NaN</td>\n <td>NaN</td>\n <td> 0OL-NSOMP_DA8YG95U85S1CUL3</td>\n <td> 0NL-TX9HXSEAYIDJBU85S1CUL3</td>\n <td> 229-LS9UAFGA_7ER2IRQZNBUL3</td>\n <td> 1</td>\n </tr>\n <tr>\n <th>4</th>\n <td> 0fc9a23f-a41e-4a07-ba18-8f63cf37cee4</td>\n <td>2011-07-19 14:16:58</td>\n <td> CLOSED</td>\n <td> LISTEN</td>\n <td> A Box Model for the Let's Make a Deal Problem</td>\n <td> A Box Model for the Let's Make a Deal Problem</td>\n <td> 0</td>\n <td>NaN</td>\n <td> NaN</td>\n <td>NaN</td>\n <td> 0OL-NSOMP_DA8YG95U85S1CUL3</td>\n <td> 0NL-TX9HXSEAYIDJBU85S1CUL3</td>\n <td> 29E-LS9UAFGA_7ER2IRQZNBUL3</td>\n <td> 1</td>\n </tr>\n <tr>\n <th>5</th>\n <td> b678938e-c784-4a46-8c32-9babd9dd8b05</td>\n <td>2011-07-20 01:15:59</td>\n <td> CLOSED</td>\n <td> LISTEN</td>\n <td> A Box Model for the Let's Make a Deal Problem</td>\n <td> A Box Model for the Let's Make a Deal Problem</td>\n <td> 0</td>\n <td>NaN</td>\n <td> playerObject</td>\n <td> 0</td>\n <td> 0OL-NSOMP_DA8YG95U85S1CUL3</td>\n <td> 0NL-TX9HXSEAYIDJBU85S1CUL3</td>\n <td> 3F9-LS9UAFGA_7ER2IRQZNBUL3</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>6</th>\n <td> 2cb98103-b91d-49ea-8f71-bbb73edf161e</td>\n <td>2011-07-19 11:12:21</td>\n <td> CLOSED</td>\n <td> LISTEN</td>\n <td> A Box Model for the Let's Make a Deal Problem</td>\n <td> A Box Model for the Let's Make a Deal Problem</td>\n <td> 0</td>\n <td>NaN</td>\n <td> playerObject</td>\n <td>NaN</td>\n <td> 0OL-NSOMP_DA8YG95U85S1CUL3</td>\n <td> 0NL-TX9HXSEAYIDJBU85S1CUL3</td>\n <td> 3FE-LS9UAFGA_7ER2IRQZNBUL3</td>\n <td> 1</td>\n </tr>\n <tr>\n <th>7</th>\n <td> 4219080d-daa0-4608-9858-0a860794c494</td>\n <td>2011-07-19 01:17:54</td>\n <td> CLOSED</td>\n <td> LISTEN</td>\n <td> A Box Model for the Let's Make a Deal Problem</td>\n <td> A Box Model for the Let's Make a Deal Problem</td>\n <td> 0</td>\n <td>NaN</td>\n <td> NaN</td>\n <td>NaN</td>\n <td> 0OL-NSOMP_DA8YG95U85S1CUL3</td>\n <td> 0NL-TX9HXSEAYIDJBU85S1CUL3</td>\n <td> 3MGAKFV3CGA_7ER2IRQZNBUL3</td>\n <td> 1</td>\n </tr>\n <tr>\n <th>8</th>\n <td> bd4f39a4-6cf5-471b-8023-92ff59f2048f</td>\n <td>2011-07-20 03:01:55</td>\n <td> CLOSED</td>\n <td> LISTEN</td>\n <td> A Box Model for the Let's Make a Deal Problem</td>\n <td> A Box Model for the Let's Make a Deal Problem</td>\n <td> 0</td>\n <td>NaN</td>\n <td> NaN</td>\n <td>NaN</td>\n <td> 0OL-NSOMP_DA8YG95U85S1CUL3</td>\n <td> 0NL-TX9HXSEAYIDJBU85S1CUL3</td>\n <td> 5G7-LS9UAFGA_7ER2IRQZNBUL3</td>\n <td> 1</td>\n </tr>\n <tr>\n <th>9</th>\n <td> 8a4e74bf-6400-4f93-945e-ba807a8bc4a2</td>\n <td>2011-07-20 01:16:00</td>\n <td> CLOSED</td>\n <td> LISTEN</td>\n <td> A Box Model for the Let's Make a Deal Problem</td>\n <td> A Box Model for the Let's Make a Deal Problem</td>\n <td> 0</td>\n <td>NaN</td>\n <td> NaN</td>\n <td>NaN</td>\n <td> 0OL-NSOMP_DA8YG95U85S1CUL3</td>\n <td> 0NL-TX9HXSEAYIDJBU85S1CUL3</td>\n <td> 6F9-LS9UAFGA_7ER2IRQZNBUL3</td>\n <td> 1</td>\n </tr>\n </tbody>\n</table>\n</div>",
"output_type": "pyout",
"metadata": {},
"prompt_number": 4
}
],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "grades[:10]",
"prompt_number": 5,
"outputs": [
{
"text": " userId Set0 Set1 Set2 Set3 Set4 \\\n23 2ff7392e-d3de-48d2-b5bb-642a8e741ef1 95.0 100.0 100.0 91.7 87.5 \n24 9eb1fc4f-28a3-44a5-9f29-ffd608dbc990 91.7 100.0 93.8 95.8 91.7 \n26 cd8d6796-3a88-417a-bfbf-9a51dd62df79 95.0 100.0 75.0 79.2 87.5 \n27 a82083e2-1c85-4ca9-b13a-c861f2e13952 86.7 100.0 87.5 87.5 95.8 \n29 5b7711a0-285e-4b58-9bc1-019e4f5adaad 98.3 100.0 100.0 100.0 95.8 \n31 04c86c56-5b4a-435c-936f-b6b05c550e91 91.7 100.0 100.0 100.0 100.0 \n32 1285f99d-d7a7-4188-ba10-90d993a19e4c 100.0 100.0 100.0 100.0 95.8 \n33 e3bb61b3-bcca-435c-90a4-ba404fa38b3b 95.0 93.9 100.0 87.5 100.0 \n34 d756abe5-3e74-4ec1-9bd7-ae503d9783a3 100.0 100.0 100.0 100.0 87.5 \n36 66bbc0c6-fbb2-48bc-b341-3388ae28984c 95.0 100.0 81.3 91.7 83.3 \n\n Set5 Set6 Set7 Set8 ... set5Adj set9Adj set13Adj set23Adj \\\n23 90 92 82.4 94.1 ... 0 0 0 0 \n24 90 100 94.1 88.2 ... 0 0 0 0 \n26 100 88 100.0 88.2 ... 0 0 0 0 \n27 100 92 82.4 76.5 ... 0 0 0 0 \n29 95 96 100.0 94.1 ... 0 0 0 0 \n31 100 100 100.0 94.1 ... 0 0 0 0 \n32 100 92 100.0 94.1 ... 0 0 0 0 \n33 90 96 94.1 82.4 ... 0 0 0 0 \n34 95 100 100.0 88.2 ... 0 0 0 0 \n36 90 96 70.6 76.5 ... 0 0 0 0 \n\n Cred.Code hw final course letter Comment \n23 85.876 65.714286 75.795143 C NaN \n24 96.440 65.714286 81.077143 B- NaN \n26 54.536 42.857143 0.000000 F NaN \n27 70.076 62.857143 66.466571 D NaN \n29 100.995 88.571429 94.783214 A NaN \n31 99.496 91.428571 95.462286 A NaN \n32 98.000 85.714286 91.857143 A- NaN \n33 89.712 74.285714 81.998857 B- NaN \n34 92.160 48.571429 0.000000 F NaN \n36 96.725 45.714286 0.000000 F NaN \n\n[10 rows x 73 columns]",
"html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>userId</th>\n <th>Set0</th>\n <th>Set1</th>\n <th>Set2</th>\n <th>Set3</th>\n <th>Set4</th>\n <th>Set5</th>\n <th>Set6</th>\n <th>Set7</th>\n <th>Set8</th>\n <th>...</th>\n <th>set5Adj</th>\n <th>set9Adj</th>\n <th>set13Adj</th>\n <th>set23Adj</th>\n <th>Cred.Code</th>\n <th>hw</th>\n <th>final</th>\n <th>course</th>\n <th>letter</th>\n <th>Comment</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>23</th>\n <td> 2ff7392e-d3de-48d2-b5bb-642a8e741ef1</td>\n <td> 95.0</td>\n <td> 100.0</td>\n <td> 100.0</td>\n <td> 91.7</td>\n <td> 87.5</td>\n <td> 90</td>\n <td> 92</td>\n <td> 82.4</td>\n <td> 94.1</td>\n <td>...</td>\n <td> 0</td>\n <td> 0</td>\n <td> 0</td>\n <td> 0</td>\n <td> </td>\n <td> 85.876</td>\n <td> 65.714286</td>\n <td> 75.795143</td>\n <td> C</td>\n <td> NaN</td>\n </tr>\n <tr>\n <th>24</th>\n <td> 9eb1fc4f-28a3-44a5-9f29-ffd608dbc990</td>\n <td> 91.7</td>\n <td> 100.0</td>\n <td> 93.8</td>\n <td> 95.8</td>\n <td> 91.7</td>\n <td> 90</td>\n <td> 100</td>\n <td> 94.1</td>\n <td> 88.2</td>\n <td>...</td>\n <td> 0</td>\n <td> 0</td>\n <td> 0</td>\n <td> 0</td>\n <td> </td>\n <td> 96.440</td>\n <td> 65.714286</td>\n <td> 81.077143</td>\n <td> B-</td>\n <td> NaN</td>\n </tr>\n <tr>\n <th>26</th>\n <td> cd8d6796-3a88-417a-bfbf-9a51dd62df79</td>\n <td> 95.0</td>\n <td> 100.0</td>\n <td> 75.0</td>\n <td> 79.2</td>\n <td> 87.5</td>\n <td> 100</td>\n <td> 88</td>\n <td> 100.0</td>\n <td> 88.2</td>\n <td>...</td>\n <td> 0</td>\n <td> 0</td>\n <td> 0</td>\n <td> 0</td>\n <td> </td>\n <td> 54.536</td>\n <td> 42.857143</td>\n <td> 0.000000</td>\n <td> F</td>\n <td> NaN</td>\n </tr>\n <tr>\n <th>27</th>\n <td> a82083e2-1c85-4ca9-b13a-c861f2e13952</td>\n <td> 86.7</td>\n <td> 100.0</td>\n <td> 87.5</td>\n <td> 87.5</td>\n <td> 95.8</td>\n <td> 100</td>\n <td> 92</td>\n <td> 82.4</td>\n <td> 76.5</td>\n <td>...</td>\n <td> 0</td>\n <td> 0</td>\n <td> 0</td>\n <td> 0</td>\n <td> </td>\n <td> 70.076</td>\n <td> 62.857143</td>\n <td> 66.466571</td>\n <td> D</td>\n <td> NaN</td>\n </tr>\n <tr>\n <th>29</th>\n <td> 5b7711a0-285e-4b58-9bc1-019e4f5adaad</td>\n <td> 98.3</td>\n <td> 100.0</td>\n <td> 100.0</td>\n <td> 100.0</td>\n <td> 95.8</td>\n <td> 95</td>\n <td> 96</td>\n <td> 100.0</td>\n <td> 94.1</td>\n <td>...</td>\n <td> 0</td>\n <td> 0</td>\n <td> 0</td>\n <td> 0</td>\n <td> </td>\n <td> 100.995</td>\n <td> 88.571429</td>\n <td> 94.783214</td>\n <td> A</td>\n <td> NaN</td>\n </tr>\n <tr>\n <th>31</th>\n <td> 04c86c56-5b4a-435c-936f-b6b05c550e91</td>\n <td> 91.7</td>\n <td> 100.0</td>\n <td> 100.0</td>\n <td> 100.0</td>\n <td> 100.0</td>\n <td> 100</td>\n <td> 100</td>\n <td> 100.0</td>\n <td> 94.1</td>\n <td>...</td>\n <td> 0</td>\n <td> 0</td>\n <td> 0</td>\n <td> 0</td>\n <td> </td>\n <td> 99.496</td>\n <td> 91.428571</td>\n <td> 95.462286</td>\n <td> A</td>\n <td> NaN</td>\n </tr>\n <tr>\n <th>32</th>\n <td> 1285f99d-d7a7-4188-ba10-90d993a19e4c</td>\n <td> 100.0</td>\n <td> 100.0</td>\n <td> 100.0</td>\n <td> 100.0</td>\n <td> 95.8</td>\n <td> 100</td>\n <td> 92</td>\n <td> 100.0</td>\n <td> 94.1</td>\n <td>...</td>\n <td> 0</td>\n <td> 0</td>\n <td> 0</td>\n <td> 0</td>\n <td> </td>\n <td> 98.000</td>\n <td> 85.714286</td>\n <td> 91.857143</td>\n <td> A-</td>\n <td> NaN</td>\n </tr>\n <tr>\n <th>33</th>\n <td> e3bb61b3-bcca-435c-90a4-ba404fa38b3b</td>\n <td> 95.0</td>\n <td> 93.9</td>\n <td> 100.0</td>\n <td> 87.5</td>\n <td> 100.0</td>\n <td> 90</td>\n <td> 96</td>\n <td> 94.1</td>\n <td> 82.4</td>\n <td>...</td>\n <td> 0</td>\n <td> 0</td>\n <td> 0</td>\n <td> 0</td>\n <td> </td>\n <td> 89.712</td>\n <td> 74.285714</td>\n <td> 81.998857</td>\n <td> B-</td>\n <td> NaN</td>\n </tr>\n <tr>\n <th>34</th>\n <td> d756abe5-3e74-4ec1-9bd7-ae503d9783a3</td>\n <td> 100.0</td>\n <td> 100.0</td>\n <td> 100.0</td>\n <td> 100.0</td>\n <td> 87.5</td>\n <td> 95</td>\n <td> 100</td>\n <td> 100.0</td>\n <td> 88.2</td>\n <td>...</td>\n <td> 0</td>\n <td> 0</td>\n <td> 0</td>\n <td> 0</td>\n <td> </td>\n <td> 92.160</td>\n <td> 48.571429</td>\n <td> 0.000000</td>\n <td> F</td>\n <td> NaN</td>\n </tr>\n <tr>\n <th>36</th>\n <td> 66bbc0c6-fbb2-48bc-b341-3388ae28984c</td>\n <td> 95.0</td>\n <td> 100.0</td>\n <td> 81.3</td>\n <td> 91.7</td>\n <td> 83.3</td>\n <td> 90</td>\n <td> 96</td>\n <td> 70.6</td>\n <td> 76.5</td>\n <td>...</td>\n <td> 0</td>\n <td> 0</td>\n <td> 0</td>\n <td> 0</td>\n <td> </td>\n <td> 96.725</td>\n <td> 45.714286</td>\n <td> 0.000000</td>\n <td> F</td>\n <td> NaN</td>\n </tr>\n </tbody>\n</table>\n<p>10 rows × 73 columns</p>\n</div>",
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{
"metadata": {},
"cell_type": "code",
"input": "events_coldict = events.to_dict()\nevents_rowdict = events.T.to_dict()",
"prompt_number": 6,
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "events_rowdict[10]",
"prompt_number": 7,
"outputs": [
{
"text": "{'activityEventId': '78E-LS9UAFGA_7ER2IRQZNBUL3',\n 'activityId': '0NL-TX9HXSEAYIDJBU85S1CUL3',\n 'activityTitle': \"A Box Model for the Let's Make a Deal Problem\",\n 'activityType': 'LISTEN',\n 'anchorSelection': nan,\n 'anchorValue': nan,\n 'eventType': 'CLOSED',\n 'scorePercent': nan,\n 'timeMinutes': 0.0,\n 'topicId': '0OL-NSOMP_DA8YG95U85S1CUL3',\n 'topicTitle': \"A Box Model for the Let's Make a Deal Problem\",\n 'updateCount': 1,\n 'updatedAt': Timestamp('2011-07-19 14:26:39'),\n 'userId': '4c25b0be-a806-40e7-aef7-ded93dc082ce'}",
"output_type": "pyout",
"metadata": {},
"prompt_number": 7
}
],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "",
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
}
],
"metadata": {}
}
],
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