example.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mouseBehavior import mouseBehaviorData as mbd\n",
    "from matplotlib import pyplot as plt\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**get data from lims for one mouse**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "m = mbd(mouse_id='390339', daysBeforeHandoff=100)\n",
    "m.getBehaviorSessionsForMouse()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>behavior_training_id</th>\n",
       "      <th>created_at</th>\n",
       "      <th>updated_at</th>\n",
       "      <th>storage_directory</th>\n",
       "      <th>temp_output_file_location</th>\n",
       "      <th>foraging_id</th>\n",
       "      <th>donor_id</th>\n",
       "      <th>ophys_session_id</th>\n",
       "      <th>equipment_id</th>\n",
       "      <th>user_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>739119010</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-08-18 01:30:56.547494</td>\n",
       "      <td>2018-08-18 01:30:56.888245</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>b60bd0e7-6c78-4031-b314-905a17c88354</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>737547971</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-08-16 01:50:55.698498</td>\n",
       "      <td>2018-08-16 01:50:56.798118</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>624521ab-0e8f-4f19-9a8d-6de7d285f008</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>739871053</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-08-21 01:40:55.280989</td>\n",
       "      <td>2018-08-21 01:40:55.688817</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>56209038-577d-4780-b41b-34c26f93659a</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>740417007</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-08-22 00:20:53.893888</td>\n",
       "      <td>2018-08-22 00:21:50.445574</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>821893a7-7be8-4b98-9372-a99351ed0c8f</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>742089251</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-08-25 01:37:17.345836</td>\n",
       "      <td>2018-08-25 01:37:17.908208</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>6b22c7c5-1fcc-4b62-a031-866f7eb12bec</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>743148521</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-08-29 01:50:52.030295</td>\n",
       "      <td>2018-08-29 01:50:52.524284</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>f1edc111-1dbb-49c0-8d98-19fb449d8c2d</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>742806688</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-08-28 01:50:58.734074</td>\n",
       "      <td>2018-08-28 01:50:59.109019</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>a6ea69c9-dd45-4c16-ae26-c9433f482621</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>740895635</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-08-23 01:37:02.547039</td>\n",
       "      <td>2018-08-23 01:37:03.098882</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>affb3464-6dd7-4d17-b5ae-5e7ec9081923</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>745392716</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-05 00:55:54.805065</td>\n",
       "      <td>2018-09-05 00:55:55.259228</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>d1c37e30-1804-4864-8267-a2ac98365c03</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>745823386</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-06 01:15:54.961091</td>\n",
       "      <td>2018-09-06 01:15:55.428840</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>6e3573c9-ecc4-4427-a1b3-838d01cd4309</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>750786953</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-11 21:56:28.054942</td>\n",
       "      <td>2018-09-11 21:56:28.418324</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>b0461f47-c537-4c9e-ae32-d1da802e4c57</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>752340227</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-13 00:20:55.841675</td>\n",
       "      <td>2018-09-13 00:20:56.399204</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>b9bd0e3f-43aa-4823-b8db-f2cfc3fb8cff</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>754970740</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-19 01:10:51.082135</td>\n",
       "      <td>2018-09-19 01:10:51.442377</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>ff01120c-7c4f-4008-bb51-e618e9949ca1</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>755601356</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-19 22:25:51.768119</td>\n",
       "      <td>2018-09-19 22:25:52.137276</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>854c887d-dfd3-47ce-a816-68ab65afb7d5</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>754014193</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-15 02:00:53.732158</td>\n",
       "      <td>2018-09-15 02:00:54.232572</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>1fb3b5ee-17c0-4840-9b00-dbe5c240f610</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>754531220</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-17 23:45:54.717988</td>\n",
       "      <td>2018-09-17 23:45:55.197088</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>06753a8c-5d6c-4418-a178-23912041c85c</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>756099337</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-20 21:50:53.446941</td>\n",
       "      <td>2018-09-20 21:50:53.885187</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>d0678a24-0484-4a2f-a71b-385ca3612aff</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>756664338</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-21 22:15:53.640169</td>\n",
       "      <td>2018-09-21 22:15:54.003110</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>24498acd-f36d-4461-8edb-e6c53ead0fbd</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>757593215</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-25 00:15:54.683731</td>\n",
       "      <td>2018-09-25 00:15:55.025997</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>3e238217-a8fe-4724-b1b3-ef2b955cbb31</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>759014581</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-27 00:40:53.123775</td>\n",
       "      <td>2018-09-27 00:40:53.546453</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>7363565f-3bdd-421d-b5aa-c2cfce89647e</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>759792172</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-02 01:05:51.100466</td>\n",
       "      <td>2018-10-02 01:05:51.582647</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>6a534245-4211-4370-b782-24c56beb6a49</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>759278160</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-28 01:30:56.074456</td>\n",
       "      <td>2018-09-28 01:30:56.691097</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>08451e7e-9dc0-4b54-8255-62dfa6b6b31a</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>759568199</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-29 00:25:52.303722</td>\n",
       "      <td>2018-09-29 00:25:52.703824</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>5f334d91-363e-473c-9dfd-bcccb25eb582</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>760010450</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-02 22:35:49.839070</td>\n",
       "      <td>2018-10-02 22:35:50.302425</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>303d7f45-17b6-47c0-8aca-ef66faecf542</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>760422055</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-03 22:15:49.833971</td>\n",
       "      <td>2018-10-03 22:15:50.394270</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>49337de0-2e0b-47ef-b9a0-4cebf2c513a7</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>760422059</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-03 22:15:49.981687</td>\n",
       "      <td>2018-10-03 22:15:50.635420</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>941260fd-037d-4d59-9000-686ed1b43369</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>761015690</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-06 01:00:50.467157</td>\n",
       "      <td>2018-10-06 01:00:50.796883</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>ed8be78c-ed7f-442f-9b3c-ab6987a9a79d</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>760437025</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-03 22:20:46.231759</td>\n",
       "      <td>2018-10-03 22:20:46.836679</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>f92fc979-a48b-4f25-bf14-2eaee641ee75</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>760450365</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-03 22:25:50.468122</td>\n",
       "      <td>2018-10-03 22:25:50.950185</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>1f99e07c-f67c-4157-986e-ecd2d359c9a8</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>760485595</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-03 22:50:47.871158</td>\n",
       "      <td>2018-10-03 22:50:48.175739</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>c3dfff4e-9e49-4a1c-b715-268bd79c0247</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>760725150</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-05 01:21:10.775964</td>\n",
       "      <td>2018-10-05 01:21:11.211190</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>3f68a862-6304-4d3d-a081-71d89312e52a</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>760567906</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-04 00:55:47.948060</td>\n",
       "      <td>2018-10-04 00:55:48.284488</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>791d9e21-3b36-46a0-97f9-f983eb0bd963</td>\n",
       "      <td>737268128</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>716596534</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           id behavior_training_id                 created_at  \\\n",
       "0   739119010                 None 2018-08-18 01:30:56.547494   \n",
       "1   737547971                 None 2018-08-16 01:50:55.698498   \n",
       "2   739871053                 None 2018-08-21 01:40:55.280989   \n",
       "3   740417007                 None 2018-08-22 00:20:53.893888   \n",
       "4   742089251                 None 2018-08-25 01:37:17.345836   \n",
       "5   743148521                 None 2018-08-29 01:50:52.030295   \n",
       "6   742806688                 None 2018-08-28 01:50:58.734074   \n",
       "7   740895635                 None 2018-08-23 01:37:02.547039   \n",
       "8   745392716                 None 2018-09-05 00:55:54.805065   \n",
       "9   745823386                 None 2018-09-06 01:15:54.961091   \n",
       "10  750786953                 None 2018-09-11 21:56:28.054942   \n",
       "11  752340227                 None 2018-09-13 00:20:55.841675   \n",
       "12  754970740                 None 2018-09-19 01:10:51.082135   \n",
       "13  755601356                 None 2018-09-19 22:25:51.768119   \n",
       "14  754014193                 None 2018-09-15 02:00:53.732158   \n",
       "15  754531220                 None 2018-09-17 23:45:54.717988   \n",
       "16  756099337                 None 2018-09-20 21:50:53.446941   \n",
       "17  756664338                 None 2018-09-21 22:15:53.640169   \n",
       "18  757593215                 None 2018-09-25 00:15:54.683731   \n",
       "19  759014581                 None 2018-09-27 00:40:53.123775   \n",
       "20  759792172                 None 2018-10-02 01:05:51.100466   \n",
       "21  759278160                 None 2018-09-28 01:30:56.074456   \n",
       "22  759568199                 None 2018-09-29 00:25:52.303722   \n",
       "23  760010450                 None 2018-10-02 22:35:49.839070   \n",
       "24  760422055                 None 2018-10-03 22:15:49.833971   \n",
       "25  760422059                 None 2018-10-03 22:15:49.981687   \n",
       "26  761015690                 None 2018-10-06 01:00:50.467157   \n",
       "27  760437025                 None 2018-10-03 22:20:46.231759   \n",
       "28  760450365                 None 2018-10-03 22:25:50.468122   \n",
       "29  760485595                 None 2018-10-03 22:50:47.871158   \n",
       "30  760725150                 None 2018-10-05 01:21:10.775964   \n",
       "31  760567906                 None 2018-10-04 00:55:47.948060   \n",
       "\n",
       "                   updated_at  \\\n",
       "0  2018-08-18 01:30:56.888245   \n",
       "1  2018-08-16 01:50:56.798118   \n",
       "2  2018-08-21 01:40:55.688817   \n",
       "3  2018-08-22 00:21:50.445574   \n",
       "4  2018-08-25 01:37:17.908208   \n",
       "5  2018-08-29 01:50:52.524284   \n",
       "6  2018-08-28 01:50:59.109019   \n",
       "7  2018-08-23 01:37:03.098882   \n",
       "8  2018-09-05 00:55:55.259228   \n",
       "9  2018-09-06 01:15:55.428840   \n",
       "10 2018-09-11 21:56:28.418324   \n",
       "11 2018-09-13 00:20:56.399204   \n",
       "12 2018-09-19 01:10:51.442377   \n",
       "13 2018-09-19 22:25:52.137276   \n",
       "14 2018-09-15 02:00:54.232572   \n",
       "15 2018-09-17 23:45:55.197088   \n",
       "16 2018-09-20 21:50:53.885187   \n",
       "17 2018-09-21 22:15:54.003110   \n",
       "18 2018-09-25 00:15:55.025997   \n",
       "19 2018-09-27 00:40:53.546453   \n",
       "20 2018-10-02 01:05:51.582647   \n",
       "21 2018-09-28 01:30:56.691097   \n",
       "22 2018-09-29 00:25:52.703824   \n",
       "23 2018-10-02 22:35:50.302425   \n",
       "24 2018-10-03 22:15:50.394270   \n",
       "25 2018-10-03 22:15:50.635420   \n",
       "26 2018-10-06 01:00:50.796883   \n",
       "27 2018-10-03 22:20:46.836679   \n",
       "28 2018-10-03 22:25:50.950185   \n",
       "29 2018-10-03 22:50:48.175739   \n",
       "30 2018-10-05 01:21:11.211190   \n",
       "31 2018-10-04 00:55:48.284488   \n",
       "\n",
       "                                    storage_directory  \\\n",
       "0   /allen/programs/braintv/production/visualbehav...   \n",
       "1   /allen/programs/braintv/production/visualbehav...   \n",
       "2   /allen/programs/braintv/production/visualbehav...   \n",
       "3   /allen/programs/braintv/production/visualbehav...   \n",
       "4   /allen/programs/braintv/production/visualbehav...   \n",
       "5   /allen/programs/braintv/production/visualbehav...   \n",
       "6   /allen/programs/braintv/production/visualbehav...   \n",
       "7   /allen/programs/braintv/production/visualbehav...   \n",
       "8   /allen/programs/braintv/production/visualbehav...   \n",
       "9   /allen/programs/braintv/production/visualbehav...   \n",
       "10  /allen/programs/braintv/production/visualbehav...   \n",
       "11  /allen/programs/braintv/production/visualbehav...   \n",
       "12  /allen/programs/braintv/production/visualbehav...   \n",
       "13  /allen/programs/braintv/production/visualbehav...   \n",
       "14  /allen/programs/braintv/production/visualbehav...   \n",
       "15  /allen/programs/braintv/production/visualbehav...   \n",
       "16  /allen/programs/braintv/production/visualbehav...   \n",
       "17  /allen/programs/braintv/production/visualbehav...   \n",
       "18  /allen/programs/braintv/production/visualbehav...   \n",
       "19  /allen/programs/braintv/production/visualbehav...   \n",
       "20  /allen/programs/braintv/production/visualbehav...   \n",
       "21  /allen/programs/braintv/production/visualbehav...   \n",
       "22  /allen/programs/braintv/production/visualbehav...   \n",
       "23  /allen/programs/braintv/production/visualbehav...   \n",
       "24  /allen/programs/braintv/production/visualbehav...   \n",
       "25  /allen/programs/braintv/production/visualbehav...   \n",
       "26  /allen/programs/braintv/production/visualbehav...   \n",
       "27  /allen/programs/braintv/production/visualbehav...   \n",
       "28  /allen/programs/braintv/production/visualbehav...   \n",
       "29  /allen/programs/braintv/production/visualbehav...   \n",
       "30  /allen/programs/braintv/production/visualbehav...   \n",
       "31  /allen/programs/braintv/production/visualbehav...   \n",
       "\n",
       "                            temp_output_file_location  \\\n",
       "0   /allen/programs/braintv/production/incoming/vi...   \n",
       "1   /allen/programs/braintv/production/incoming/vi...   \n",
       "2   /allen/programs/braintv/production/incoming/vi...   \n",
       "3   /allen/programs/braintv/production/incoming/vi...   \n",
       "4   /allen/programs/braintv/production/incoming/vi...   \n",
       "5   /allen/programs/braintv/production/incoming/vi...   \n",
       "6   /allen/programs/braintv/production/incoming/vi...   \n",
       "7   /allen/programs/braintv/production/incoming/vi...   \n",
       "8   /allen/programs/braintv/production/incoming/vi...   \n",
       "9   /allen/programs/braintv/production/incoming/vi...   \n",
       "10  /allen/programs/braintv/production/incoming/vi...   \n",
       "11  /allen/programs/braintv/production/incoming/vi...   \n",
       "12  /allen/programs/braintv/production/incoming/vi...   \n",
       "13  /allen/programs/braintv/production/incoming/vi...   \n",
       "14  /allen/programs/braintv/production/incoming/vi...   \n",
       "15  /allen/programs/braintv/production/incoming/vi...   \n",
       "16  /allen/programs/braintv/production/incoming/vi...   \n",
       "17  /allen/programs/braintv/production/incoming/vi...   \n",
       "18  /allen/programs/braintv/production/incoming/vi...   \n",
       "19  /allen/programs/braintv/production/incoming/vi...   \n",
       "20  /allen/programs/braintv/production/incoming/vi...   \n",
       "21  /allen/programs/braintv/production/incoming/vi...   \n",
       "22  /allen/programs/braintv/production/incoming/vi...   \n",
       "23  /allen/programs/braintv/production/incoming/vi...   \n",
       "24  /allen/programs/braintv/production/incoming/vi...   \n",
       "25  /allen/programs/braintv/production/incoming/vi...   \n",
       "26  /allen/programs/braintv/production/incoming/vi...   \n",
       "27  /allen/programs/braintv/production/incoming/vi...   \n",
       "28  /allen/programs/braintv/production/incoming/vi...   \n",
       "29  /allen/programs/braintv/production/incoming/vi...   \n",
       "30  /allen/programs/braintv/production/incoming/vi...   \n",
       "31  /allen/programs/braintv/production/incoming/vi...   \n",
       "\n",
       "                             foraging_id   donor_id ophys_session_id  \\\n",
       "0   b60bd0e7-6c78-4031-b314-905a17c88354  737268128             None   \n",
       "1   624521ab-0e8f-4f19-9a8d-6de7d285f008  737268128             None   \n",
       "2   56209038-577d-4780-b41b-34c26f93659a  737268128             None   \n",
       "3   821893a7-7be8-4b98-9372-a99351ed0c8f  737268128             None   \n",
       "4   6b22c7c5-1fcc-4b62-a031-866f7eb12bec  737268128             None   \n",
       "5   f1edc111-1dbb-49c0-8d98-19fb449d8c2d  737268128             None   \n",
       "6   a6ea69c9-dd45-4c16-ae26-c9433f482621  737268128             None   \n",
       "7   affb3464-6dd7-4d17-b5ae-5e7ec9081923  737268128             None   \n",
       "8   d1c37e30-1804-4864-8267-a2ac98365c03  737268128             None   \n",
       "9   6e3573c9-ecc4-4427-a1b3-838d01cd4309  737268128             None   \n",
       "10  b0461f47-c537-4c9e-ae32-d1da802e4c57  737268128             None   \n",
       "11  b9bd0e3f-43aa-4823-b8db-f2cfc3fb8cff  737268128             None   \n",
       "12  ff01120c-7c4f-4008-bb51-e618e9949ca1  737268128             None   \n",
       "13  854c887d-dfd3-47ce-a816-68ab65afb7d5  737268128             None   \n",
       "14  1fb3b5ee-17c0-4840-9b00-dbe5c240f610  737268128             None   \n",
       "15  06753a8c-5d6c-4418-a178-23912041c85c  737268128             None   \n",
       "16  d0678a24-0484-4a2f-a71b-385ca3612aff  737268128             None   \n",
       "17  24498acd-f36d-4461-8edb-e6c53ead0fbd  737268128             None   \n",
       "18  3e238217-a8fe-4724-b1b3-ef2b955cbb31  737268128             None   \n",
       "19  7363565f-3bdd-421d-b5aa-c2cfce89647e  737268128             None   \n",
       "20  6a534245-4211-4370-b782-24c56beb6a49  737268128             None   \n",
       "21  08451e7e-9dc0-4b54-8255-62dfa6b6b31a  737268128             None   \n",
       "22  5f334d91-363e-473c-9dfd-bcccb25eb582  737268128             None   \n",
       "23  303d7f45-17b6-47c0-8aca-ef66faecf542  737268128             None   \n",
       "24  49337de0-2e0b-47ef-b9a0-4cebf2c513a7  737268128             None   \n",
       "25  941260fd-037d-4d59-9000-686ed1b43369  737268128             None   \n",
       "26  ed8be78c-ed7f-442f-9b3c-ab6987a9a79d  737268128             None   \n",
       "27  f92fc979-a48b-4f25-bf14-2eaee641ee75  737268128             None   \n",
       "28  1f99e07c-f67c-4157-986e-ecd2d359c9a8  737268128             None   \n",
       "29  c3dfff4e-9e49-4a1c-b715-268bd79c0247  737268128             None   \n",
       "30  3f68a862-6304-4d3d-a081-71d89312e52a  737268128             None   \n",
       "31  791d9e21-3b36-46a0-97f9-f983eb0bd963  737268128             None   \n",
       "\n",
       "   equipment_id    user_id  \n",
       "0          None  716596534  \n",
       "1          None  716596534  \n",
       "2          None  716596534  \n",
       "3          None  716596534  \n",
       "4          None  716596534  \n",
       "5          None  716596534  \n",
       "6          None  716596534  \n",
       "7          None  716596534  \n",
       "8          None  716596534  \n",
       "9          None  716596534  \n",
       "10         None  716596534  \n",
       "11         None  716596534  \n",
       "12         None  716596534  \n",
       "13         None  716596534  \n",
       "14         None  716596534  \n",
       "15         None  716596534  \n",
       "16         None  716596534  \n",
       "17         None  716596534  \n",
       "18         None  716596534  \n",
       "19         None  716596534  \n",
       "20         None  716596534  \n",
       "21         None  716596534  \n",
       "22         None  716596534  \n",
       "23         None  716596534  \n",
       "24         None  716596534  \n",
       "25         None  716596534  \n",
       "26         None  716596534  \n",
       "27         None  716596534  \n",
       "28         None  716596534  \n",
       "29         None  716596534  \n",
       "30         None  716596534  \n",
       "31         None  716596534  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m.behavior_sessions #list of all behavior sessions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "('items', u'occurred at index 0')",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-5-7679c2640a1e>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mm\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbuildBehaviorDataframe\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mall_sessions\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mTrue\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m#This is the step that actually pulls the data. Default is to pull from self.daysBeforeHandoff to present, but you can also specify start and end dates\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mC:\\Users\\svc_ccg\\Documents\\GitHub\\mouseBehaviorData\\mouseBehavior.pyc\u001b[0m in \u001b[0;36mbuildBehaviorDataframe\u001b[1;34m(self, startDate, endDate, all_sessions, overwrite_behdf)\u001b[0m\n\u001b[0;32m    174\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'beh_df'\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0moverwrite_behdf\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    175\u001b[0m             \u001b[0mtoAnalyze\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbehavior_sessions\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbehavior_sessions\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'created_at'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m>=\u001b[0m\u001b[0mstartDate\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m&\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbehavior_sessions\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'created_at'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m<\u001b[0m\u001b[0mendDate\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 176\u001b[1;33m             \u001b[0mtoAnalyze\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'trials'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtoAnalyze\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mrow\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgetTrialsDF\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrow\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'pklfile'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m#this trials object has all the info you need about the session\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    177\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    178\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mc:\\anaconda2\\envs\\lims\\lib\\site-packages\\pandas\\core\\frame.pyc\u001b[0m in \u001b[0;36mapply\u001b[1;34m(self, func, axis, broadcast, raw, reduce, result_type, args, **kwds)\u001b[0m\n\u001b[0;32m   6485\u001b[0m                          \u001b[0margs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   6486\u001b[0m                          kwds=kwds)\n\u001b[1;32m-> 6487\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mop\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_result\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   6488\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   6489\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mapplymap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mc:\\anaconda2\\envs\\lims\\lib\\site-packages\\pandas\\core\\apply.pyc\u001b[0m in \u001b[0;36mget_result\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    149\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply_raw\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    150\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 151\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply_standard\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    152\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    153\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mapply_empty_result\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mc:\\anaconda2\\envs\\lims\\lib\\site-packages\\pandas\\core\\apply.pyc\u001b[0m in \u001b[0;36mapply_standard\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    255\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    256\u001b[0m         \u001b[1;31m# compute the result using the series generator\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 257\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply_series_generator\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    258\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    259\u001b[0m         \u001b[1;31m# wrap results\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mc:\\anaconda2\\envs\\lims\\lib\\site-packages\\pandas\\core\\apply.pyc\u001b[0m in \u001b[0;36mapply_series_generator\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    284\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    285\u001b[0m                 \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mv\u001b[0m \u001b[1;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mseries_gen\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 286\u001b[1;33m                     \u001b[0mresults\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mv\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    287\u001b[0m                     \u001b[0mkeys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mv\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    288\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\Users\\svc_ccg\\Documents\\GitHub\\mouseBehaviorData\\mouseBehavior.pyc\u001b[0m in \u001b[0;36m<lambda>\u001b[1;34m(row)\u001b[0m\n\u001b[0;32m    174\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'beh_df'\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0moverwrite_behdf\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    175\u001b[0m             \u001b[0mtoAnalyze\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbehavior_sessions\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbehavior_sessions\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'created_at'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m>=\u001b[0m\u001b[0mstartDate\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m&\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbehavior_sessions\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'created_at'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m<\u001b[0m\u001b[0mendDate\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 176\u001b[1;33m             \u001b[0mtoAnalyze\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'trials'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtoAnalyze\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mrow\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgetTrialsDF\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrow\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'pklfile'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m#this trials object has all the info you need about the session\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    177\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    178\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\Users\\svc_ccg\\Documents\\GitHub\\mouseBehaviorData\\mouseBehavior.pyc\u001b[0m in \u001b[0;36mgetTrialsDF\u001b[1;34m(self, pklpath)\u001b[0m\n\u001b[0;32m    105\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mgetTrialsDF\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpklpath\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    106\u001b[0m         \u001b[0mp\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread_pickle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpklpath\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 107\u001b[1;33m         \u001b[1;32mif\u001b[0m \u001b[1;34m'behavior'\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mp\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'items'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    108\u001b[0m             \u001b[0mcore_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdata_to_change_detection_core\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mp\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    109\u001b[0m             trials = create_extended_dataframe(\n",
      "\u001b[1;31mKeyError\u001b[0m: ('items', u'occurred at index 0')"
     ]
    }
   ],
   "source": [
    "m.buildBehaviorDataframe(all_sessions=True) #This is the step that actually pulls the data. Default is to pull from self.daysBeforeHandoff to present, but you can also specify start and end dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>behavior_training_id</th>\n",
       "      <th>created_at</th>\n",
       "      <th>updated_at</th>\n",
       "      <th>storage_directory</th>\n",
       "      <th>temp_output_file_location</th>\n",
       "      <th>foraging_id</th>\n",
       "      <th>donor_id</th>\n",
       "      <th>ophys_session_id</th>\n",
       "      <th>equipment_id</th>\n",
       "      <th>user_id</th>\n",
       "      <th>rig</th>\n",
       "      <th>pklfile</th>\n",
       "      <th>trials</th>\n",
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       "      <th>session_datetime</th>\n",
       "      <th>session_datetime_local</th>\n",
       "      <th>session_datetime_utc</th>\n",
       "      <th>cumulative_rewards</th>\n",
       "      <th>timeFromLastSession</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>1</th>\n",
       "      <td>991960159</td>\n",
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       "      <td>2019-12-03 19:06:00.668338</td>\n",
       "      <td>2019-12-03 19:06:01.241974</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
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       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_4_images_A_handoff_ready_low_volume</td>\n",
       "      <td>2019-12-03 09:59:00.813000-08:00</td>\n",
       "      <td>2019-12-03 09:59:00.813000-08:00</td>\n",
       "      <td>2019-12-03 17:59:00.813000+00:00</td>\n",
       "      <td>154</td>\n",
       "      <td>24.152500</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>991678908</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-12-02 18:50:57.094873</td>\n",
       "      <td>2019-12-02 18:50:57.679341</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>a010d253-ec43-46b2-ad42-f83e628e86ab</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_4_images_A_handoff_ready_low_volume</td>\n",
       "      <td>2019-12-02 09:49:51.684000-08:00</td>\n",
       "      <td>2019-12-02 09:49:51.684000-08:00</td>\n",
       "      <td>2019-12-02 17:49:51.684000+00:00</td>\n",
       "      <td>115</td>\n",
       "      <td>118.845833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>990849308</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-27 20:00:55.792005</td>\n",
       "      <td>2019-11-27 20:00:56.303184</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>d7a310c5-da49-4e8c-bed8-03c4ea42de12</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_4_images_A_handoff_ready_low_volume</td>\n",
       "      <td>2019-11-27 10:59:06.347000-08:00</td>\n",
       "      <td>2019-11-27 10:59:06.347000-08:00</td>\n",
       "      <td>2019-11-27 18:59:06.347000+00:00</td>\n",
       "      <td>165</td>\n",
       "      <td>25.166389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>990516898</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-26 18:51:00.752719</td>\n",
       "      <td>2019-11-26 18:51:02.577045</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>e217a661-fc92-4059-a0b0-304e69df595c</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_4_images_A_handoff_ready_low_volume</td>\n",
       "      <td>2019-11-26 09:49:06.722000-08:00</td>\n",
       "      <td>2019-11-26 09:49:06.722000-08:00</td>\n",
       "      <td>2019-11-26 17:49:06.722000+00:00</td>\n",
       "      <td>164</td>\n",
       "      <td>22.515000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>990263714</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-25 20:20:59.549290</td>\n",
       "      <td>2019-11-25 20:21:00.489774</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>53bddb2c-465c-4db0-83b1-71797ffd8023</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_4_images_A_handoff_ready_low_volume</td>\n",
       "      <td>2019-11-25 11:18:11.760000-08:00</td>\n",
       "      <td>2019-11-25 11:18:11.760000-08:00</td>\n",
       "      <td>2019-11-25 19:18:11.760000+00:00</td>\n",
       "      <td>106</td>\n",
       "      <td>72.231944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>989409146</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-22 20:05:58.495720</td>\n",
       "      <td>2019-11-22 20:05:59.261782</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>ccab8f21-5172-45c4-875b-c8a6374ae944</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_4_images_A_handoff_ready_low_volume</td>\n",
       "      <td>2019-11-22 11:04:16.021000-08:00</td>\n",
       "      <td>2019-11-22 11:04:16.021000-08:00</td>\n",
       "      <td>2019-11-22 19:04:16.021000+00:00</td>\n",
       "      <td>136</td>\n",
       "      <td>23.684444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>989040717</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-21 20:26:05.086158</td>\n",
       "      <td>2019-11-21 20:26:05.615889</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>fba73470-7495-4eb8-9191-4163b82f2033</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_4_images_A_handoff_ready_low_volume</td>\n",
       "      <td>2019-11-21 11:23:11.895000-08:00</td>\n",
       "      <td>2019-11-21 11:23:11.895000-08:00</td>\n",
       "      <td>2019-11-21 19:23:11.895000+00:00</td>\n",
       "      <td>130</td>\n",
       "      <td>49.192778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>986810550</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-19 19:16:02.680177</td>\n",
       "      <td>2019-11-19 19:16:04.994811</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>5441d823-9d8d-4d5e-a4e0-8c461cfa7671</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_4_images_A_handoff_ready_low_volume</td>\n",
       "      <td>2019-11-19 10:11:37.885000-08:00</td>\n",
       "      <td>2019-11-19 10:11:37.885000-08:00</td>\n",
       "      <td>2019-11-19 18:11:37.885000+00:00</td>\n",
       "      <td>109</td>\n",
       "      <td>24.303333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>985840683</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-18 18:55:57.554801</td>\n",
       "      <td>2019-11-18 18:55:58.287280</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>4f50a54d-b92f-4b12-a9e1-d1c324a46e34</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  cha...</td>\n",
       "      <td>TRAINING_4_images_A_handoff_ready_low_volume</td>\n",
       "      <td>2019-11-18 09:53:25.194000-08:00</td>\n",
       "      <td>2019-11-18 09:53:25.194000-08:00</td>\n",
       "      <td>2019-11-18 17:53:25.194000+00:00</td>\n",
       "      <td>127</td>\n",
       "      <td>70.798056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>983570154</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-15 20:10:56.559143</td>\n",
       "      <td>2019-11-15 20:10:57.164477</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>c3115a53-2ae8-4a63-8dd3-3503a3877bd2</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_4_images_A_handoff_ready_low_volume</td>\n",
       "      <td>2019-11-15 11:05:31.235000-08:00</td>\n",
       "      <td>2019-11-15 11:05:31.235000-08:00</td>\n",
       "      <td>2019-11-15 19:05:31.235000+00:00</td>\n",
       "      <td>137</td>\n",
       "      <td>25.606944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>982537745</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-14 18:31:00.205927</td>\n",
       "      <td>2019-11-14 18:31:02.899950</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>5f747396-1405-4567-9905-79865123ba77</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_4_images_A_handoff_ready_low_volume</td>\n",
       "      <td>2019-11-14 09:29:05.969000-08:00</td>\n",
       "      <td>2019-11-14 09:29:05.969000-08:00</td>\n",
       "      <td>2019-11-14 17:29:05.969000+00:00</td>\n",
       "      <td>157</td>\n",
       "      <td>23.888611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>981693185</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-13 18:41:05.272156</td>\n",
       "      <td>2019-11-13 18:41:06.381137</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>fa0e60cb-c3ea-4586-853e-f1ba9571b54f</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_4_images_A_handoff_ready_low_volume</td>\n",
       "      <td>2019-11-13 09:35:46.523000-08:00</td>\n",
       "      <td>2019-11-13 09:35:46.523000-08:00</td>\n",
       "      <td>2019-11-13 17:35:46.523000+00:00</td>\n",
       "      <td>133</td>\n",
       "      <td>47.398889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>979260021</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-11 19:15:54.848891</td>\n",
       "      <td>2019-11-11 19:15:55.500759</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>a761325a-0107-44ed-b28a-dcc9af4cc6fe</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_4_images_A_handoff_ready_low_volume</td>\n",
       "      <td>2019-11-11 10:11:50.404000-08:00</td>\n",
       "      <td>2019-11-11 10:11:50.404000-08:00</td>\n",
       "      <td>2019-11-11 18:11:50.404000+00:00</td>\n",
       "      <td>131</td>\n",
       "      <td>70.351944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>978708143</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-08 20:56:01.548036</td>\n",
       "      <td>2019-11-08 20:56:01.937760</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>c10092c1-a657-4d5f-92ec-ebf95ccb692c</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_4_images_A_handoff_ready_low_volume</td>\n",
       "      <td>2019-11-08 11:50:42.946000-08:00</td>\n",
       "      <td>2019-11-08 11:50:42.946000-08:00</td>\n",
       "      <td>2019-11-08 19:50:42.946000+00:00</td>\n",
       "      <td>103</td>\n",
       "      <td>25.803889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>978133697</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-07 19:06:03.415517</td>\n",
       "      <td>2019-11-07 19:06:04.373528</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>6b62c16b-c8c6-42d3-b425-c632a5baeb03</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_4_images_A_handoff_ready_low_volume</td>\n",
       "      <td>2019-11-07 10:02:28.717000-08:00</td>\n",
       "      <td>2019-11-07 10:02:28.717000-08:00</td>\n",
       "      <td>2019-11-07 18:02:28.717000+00:00</td>\n",
       "      <td>123</td>\n",
       "      <td>47.871667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>976705462</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-11-05 19:16:00.113543</td>\n",
       "      <td>2019-11-05 19:16:00.832882</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>f1baa34c-ed63-4352-9784-e3638ba72c43</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_4_images_A_handoff_ready_low_volume</td>\n",
       "      <td>2019-11-05 10:10:10.313000-08:00</td>\n",
       "      <td>2019-11-05 10:10:10.313000-08:00</td>\n",
       "      <td>2019-11-05 18:10:10.313000+00:00</td>\n",
       "      <td>87</td>\n",
       "      <td>143.418333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>974285019</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-30 20:00:58.138960</td>\n",
       "      <td>2019-10-30 20:00:58.709032</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>d2a21e8c-77c0-4bc8-ada6-16901de90620</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_5_images_A_handoff_lapsed</td>\n",
       "      <td>2019-10-30 11:45:03.986000-07:00</td>\n",
       "      <td>2019-10-30 11:45:03.986000-07:00</td>\n",
       "      <td>2019-10-30 18:45:03.986000+00:00</td>\n",
       "      <td>7</td>\n",
       "      <td>24.419167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>973743100</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-29 19:36:01.186076</td>\n",
       "      <td>2019-10-29 19:36:02.511104</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>bb1ec0fb-5a5a-4a71-8bdb-1667000317c5</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_5_images_A_handoff_lapsed</td>\n",
       "      <td>2019-10-29 11:19:54.629000-07:00</td>\n",
       "      <td>2019-10-29 11:19:54.629000-07:00</td>\n",
       "      <td>2019-10-29 18:19:54.629000+00:00</td>\n",
       "      <td>97</td>\n",
       "      <td>23.843056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>973418608</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-28 19:46:00.247828</td>\n",
       "      <td>2019-10-28 19:46:01.202972</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>53636155-87d1-44c6-8047-d434e51d0fe4</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_5_images_A_handoff_lapsed</td>\n",
       "      <td>2019-10-28 11:29:19.105000-07:00</td>\n",
       "      <td>2019-10-28 11:29:19.105000-07:00</td>\n",
       "      <td>2019-10-28 18:29:19.105000+00:00</td>\n",
       "      <td>110</td>\n",
       "      <td>69.490556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>972791981</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-25 22:16:00.638676</td>\n",
       "      <td>2019-10-25 22:16:01.049103</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>722305c2-9ae7-41ab-bed0-f59ddac3a9d2</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_5_images_A_handoff_lapsed</td>\n",
       "      <td>2019-10-25 13:59:52.225000-07:00</td>\n",
       "      <td>2019-10-25 13:59:52.225000-07:00</td>\n",
       "      <td>2019-10-25 20:59:52.225000+00:00</td>\n",
       "      <td>110</td>\n",
       "      <td>26.403056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>972526235</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-24 19:56:02.468567</td>\n",
       "      <td>2019-10-24 19:56:03.163210</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>789b5b1d-ae69-46cf-98b9-0bec80334f54</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_5_images_A_handoff_ready</td>\n",
       "      <td>2019-10-24 11:35:40.905000-07:00</td>\n",
       "      <td>2019-10-24 11:35:40.905000-07:00</td>\n",
       "      <td>2019-10-24 18:35:40.905000+00:00</td>\n",
       "      <td>7</td>\n",
       "      <td>24.111944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>971968286</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-23 19:46:04.763521</td>\n",
       "      <td>2019-10-23 19:46:05.451988</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>84448188-d7f1-4051-a7ef-e1d7c19acf7d</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_5_images_A_handoff_ready</td>\n",
       "      <td>2019-10-23 11:28:57.733000-07:00</td>\n",
       "      <td>2019-10-23 11:28:57.733000-07:00</td>\n",
       "      <td>2019-10-23 18:28:57.733000+00:00</td>\n",
       "      <td>74</td>\n",
       "      <td>23.091667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>971663401</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-22 20:40:59.942704</td>\n",
       "      <td>2019-10-22 20:41:01.128890</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>ad92da49-f4b6-4481-a772-30579642e302</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_5_images_A_handoff_ready</td>\n",
       "      <td>2019-10-22 12:23:26.839000-07:00</td>\n",
       "      <td>2019-10-22 12:23:26.839000-07:00</td>\n",
       "      <td>2019-10-22 19:23:26.839000+00:00</td>\n",
       "      <td>87</td>\n",
       "      <td>24.342222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>970862439</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-21 20:20:59.443363</td>\n",
       "      <td>2019-10-21 20:21:00.608971</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>43b782f2-c8d3-43c5-aec6-7763ac5498cd</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_5_images_A_handoff_ready</td>\n",
       "      <td>2019-10-21 12:02:54.607000-07:00</td>\n",
       "      <td>2019-10-21 12:02:54.607000-07:00</td>\n",
       "      <td>2019-10-21 19:02:54.607000+00:00</td>\n",
       "      <td>104</td>\n",
       "      <td>96.379444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>969379770</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-17 19:56:02.583446</td>\n",
       "      <td>2019-10-17 19:56:02.922861</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>4bc02a54-4ce0-489e-ba1d-ae426c57d4de</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_5_images_A_handoff_ready</td>\n",
       "      <td>2019-10-17 11:40:08.472000-07:00</td>\n",
       "      <td>2019-10-17 11:40:08.472000-07:00</td>\n",
       "      <td>2019-10-17 18:40:08.472000+00:00</td>\n",
       "      <td>139</td>\n",
       "      <td>22.698889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>968534294</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-16 21:16:01.056716</td>\n",
       "      <td>2019-10-16 21:16:01.447858</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>939c722b-6a20-4193-81be-968f0b519fd1</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_5_images_A_handoff_ready</td>\n",
       "      <td>2019-10-16 12:58:12.397000-07:00</td>\n",
       "      <td>2019-10-16 12:58:12.397000-07:00</td>\n",
       "      <td>2019-10-16 19:58:12.397000+00:00</td>\n",
       "      <td>160</td>\n",
       "      <td>22.429167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>967708645</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-15 22:50:55.023698</td>\n",
       "      <td>2019-10-15 22:50:55.854641</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>0a7954d7-acd9-4401-b255-219303c61cea</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_5_images_A_handoff_ready</td>\n",
       "      <td>2019-10-15 14:32:27.135000-07:00</td>\n",
       "      <td>2019-10-15 14:32:27.135000-07:00</td>\n",
       "      <td>2019-10-15 21:32:27.135000+00:00</td>\n",
       "      <td>110</td>\n",
       "      <td>25.710833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>966758106</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-14 21:05:59.065338</td>\n",
       "      <td>2019-10-14 21:05:59.779153</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>1dc485f3-5804-42fc-afc9-94779358df71</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_5_images_A_handoff_ready</td>\n",
       "      <td>2019-10-14 12:49:47.597000-07:00</td>\n",
       "      <td>2019-10-14 12:49:47.597000-07:00</td>\n",
       "      <td>2019-10-14 19:49:47.597000+00:00</td>\n",
       "      <td>153</td>\n",
       "      <td>71.903333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>965744229</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-11 21:15:57.506514</td>\n",
       "      <td>2019-10-11 21:15:58.677207</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>5f5d7a32-29cf-48ca-97bc-9cebcc7960df</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_5_images_A_handoff_ready</td>\n",
       "      <td>2019-10-11 12:55:35.518000-07:00</td>\n",
       "      <td>2019-10-11 12:55:35.518000-07:00</td>\n",
       "      <td>2019-10-11 19:55:35.518000+00:00</td>\n",
       "      <td>149</td>\n",
       "      <td>48.167778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>964085297</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-09 21:01:06.931751</td>\n",
       "      <td>2019-10-09 21:01:07.209440</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>0371cd77-ef3b-4100-9bd8-101ee96fedb6</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_5_images_A_handoff_ready</td>\n",
       "      <td>2019-10-09 12:45:30.539000-07:00</td>\n",
       "      <td>2019-10-09 12:45:30.539000-07:00</td>\n",
       "      <td>2019-10-09 19:45:30.539000+00:00</td>\n",
       "      <td>178</td>\n",
       "      <td>24.023056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>963199122</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-08 21:00:59.515625</td>\n",
       "      <td>2019-10-08 21:01:00.120754</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>c915913f-5c27-4267-889f-289dcbbea322</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_5_images_A_handoff_ready</td>\n",
       "      <td>2019-10-08 12:44:07.310000-07:00</td>\n",
       "      <td>2019-10-08 12:44:07.310000-07:00</td>\n",
       "      <td>2019-10-08 19:44:07.310000+00:00</td>\n",
       "      <td>166</td>\n",
       "      <td>23.792500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>962261309</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-07 21:26:02.875715</td>\n",
       "      <td>2019-10-07 21:26:04.970418</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>854c1ca8-ad9a-4cbd-8134-af1c5d8ab8bb</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_5_images_A_handoff_ready</td>\n",
       "      <td>2019-10-07 12:56:33.621000-07:00</td>\n",
       "      <td>2019-10-07 12:56:33.621000-07:00</td>\n",
       "      <td>2019-10-07 19:56:33.621000+00:00</td>\n",
       "      <td>155</td>\n",
       "      <td>71.294722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>961235247</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-04 21:56:10.718755</td>\n",
       "      <td>2019-10-04 21:56:11.245925</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>6faa50ab-3d91-4d40-a4ba-8bd21cf3a79d</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_5_images_A_handoff_ready</td>\n",
       "      <td>2019-10-04 13:38:52.102000-07:00</td>\n",
       "      <td>2019-10-04 13:38:52.102000-07:00</td>\n",
       "      <td>2019-10-04 20:38:52.102000+00:00</td>\n",
       "      <td>146</td>\n",
       "      <td>24.758889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>960783015</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-03 21:10:58.197938</td>\n",
       "      <td>2019-10-03 21:11:00.239823</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>a18f950c-0efb-4136-8f30-dbef52bcc6f8</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_5_images_A_handoff_ready</td>\n",
       "      <td>2019-10-03 12:53:20.035000-07:00</td>\n",
       "      <td>2019-10-03 12:53:20.035000-07:00</td>\n",
       "      <td>2019-10-03 19:53:20.035000+00:00</td>\n",
       "      <td>164</td>\n",
       "      <td>24.530833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>959909982</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-02 20:41:03.923965</td>\n",
       "      <td>2019-10-02 20:41:04.361845</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>989eaaeb-35b5-409b-a882-3ee1be1d5ffb</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_5_images_A_handoff_ready</td>\n",
       "      <td>2019-10-02 12:21:28.188000-07:00</td>\n",
       "      <td>2019-10-02 12:21:28.188000-07:00</td>\n",
       "      <td>2019-10-02 19:21:28.188000+00:00</td>\n",
       "      <td>152</td>\n",
       "      <td>23.908333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>959021997</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-10-01 20:45:59.424026</td>\n",
       "      <td>2019-10-01 20:45:59.926877</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>1bb9203e-2c8c-4150-b4bb-f6ec4d51f5aa</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_5_images_A_handoff_ready</td>\n",
       "      <td>2019-10-01 12:26:58.075000-07:00</td>\n",
       "      <td>2019-10-01 12:26:58.075000-07:00</td>\n",
       "      <td>2019-10-01 19:26:58.075000+00:00</td>\n",
       "      <td>146</td>\n",
       "      <td>23.508333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>958535606</td>\n",
       "      <td>None</td>\n",
       "      <td>2019-09-30 21:16:06.148227</td>\n",
       "      <td>2019-09-30 21:16:08.129085</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>10663409-c023-47f9-9b15-3581945b7042</td>\n",
       "      <td>901164178</td>\n",
       "      <td>None</td>\n",
       "      <td>677098841</td>\n",
       "      <td>716596529</td>\n",
       "      <td>NP.3</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_5_images_A_handoff_ready</td>\n",
       "      <td>2019-09-30 12:56:27.992000-07:00</td>\n",
       "      <td>2019-09-30 12:56:27.992000-07:00</td>\n",
       "      <td>2019-09-30 19:56:27.992000+00:00</td>\n",
       "      <td>114</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           id behavior_training_id                 created_at  \\\n",
       "1   991960159                 None 2019-12-03 19:06:00.668338   \n",
       "2   991678908                 None 2019-12-02 18:50:57.094873   \n",
       "3   990849308                 None 2019-11-27 20:00:55.792005   \n",
       "4   990516898                 None 2019-11-26 18:51:00.752719   \n",
       "5   990263714                 None 2019-11-25 20:20:59.549290   \n",
       "6   989409146                 None 2019-11-22 20:05:58.495720   \n",
       "7   989040717                 None 2019-11-21 20:26:05.086158   \n",
       "8   986810550                 None 2019-11-19 19:16:02.680177   \n",
       "9   985840683                 None 2019-11-18 18:55:57.554801   \n",
       "10  983570154                 None 2019-11-15 20:10:56.559143   \n",
       "11  982537745                 None 2019-11-14 18:31:00.205927   \n",
       "12  981693185                 None 2019-11-13 18:41:05.272156   \n",
       "13  979260021                 None 2019-11-11 19:15:54.848891   \n",
       "14  978708143                 None 2019-11-08 20:56:01.548036   \n",
       "15  978133697                 None 2019-11-07 19:06:03.415517   \n",
       "16  976705462                 None 2019-11-05 19:16:00.113543   \n",
       "17  974285019                 None 2019-10-30 20:00:58.138960   \n",
       "18  973743100                 None 2019-10-29 19:36:01.186076   \n",
       "19  973418608                 None 2019-10-28 19:46:00.247828   \n",
       "20  972791981                 None 2019-10-25 22:16:00.638676   \n",
       "21  972526235                 None 2019-10-24 19:56:02.468567   \n",
       "22  971968286                 None 2019-10-23 19:46:04.763521   \n",
       "23  971663401                 None 2019-10-22 20:40:59.942704   \n",
       "24  970862439                 None 2019-10-21 20:20:59.443363   \n",
       "25  969379770                 None 2019-10-17 19:56:02.583446   \n",
       "26  968534294                 None 2019-10-16 21:16:01.056716   \n",
       "27  967708645                 None 2019-10-15 22:50:55.023698   \n",
       "28  966758106                 None 2019-10-14 21:05:59.065338   \n",
       "29  965744229                 None 2019-10-11 21:15:57.506514   \n",
       "30  964085297                 None 2019-10-09 21:01:06.931751   \n",
       "31  963199122                 None 2019-10-08 21:00:59.515625   \n",
       "32  962261309                 None 2019-10-07 21:26:02.875715   \n",
       "33  961235247                 None 2019-10-04 21:56:10.718755   \n",
       "34  960783015                 None 2019-10-03 21:10:58.197938   \n",
       "35  959909982                 None 2019-10-02 20:41:03.923965   \n",
       "36  959021997                 None 2019-10-01 20:45:59.424026   \n",
       "37  958535606                 None 2019-09-30 21:16:06.148227   \n",
       "\n",
       "                   updated_at  \\\n",
       "1  2019-12-03 19:06:01.241974   \n",
       "2  2019-12-02 18:50:57.679341   \n",
       "3  2019-11-27 20:00:56.303184   \n",
       "4  2019-11-26 18:51:02.577045   \n",
       "5  2019-11-25 20:21:00.489774   \n",
       "6  2019-11-22 20:05:59.261782   \n",
       "7  2019-11-21 20:26:05.615889   \n",
       "8  2019-11-19 19:16:04.994811   \n",
       "9  2019-11-18 18:55:58.287280   \n",
       "10 2019-11-15 20:10:57.164477   \n",
       "11 2019-11-14 18:31:02.899950   \n",
       "12 2019-11-13 18:41:06.381137   \n",
       "13 2019-11-11 19:15:55.500759   \n",
       "14 2019-11-08 20:56:01.937760   \n",
       "15 2019-11-07 19:06:04.373528   \n",
       "16 2019-11-05 19:16:00.832882   \n",
       "17 2019-10-30 20:00:58.709032   \n",
       "18 2019-10-29 19:36:02.511104   \n",
       "19 2019-10-28 19:46:01.202972   \n",
       "20 2019-10-25 22:16:01.049103   \n",
       "21 2019-10-24 19:56:03.163210   \n",
       "22 2019-10-23 19:46:05.451988   \n",
       "23 2019-10-22 20:41:01.128890   \n",
       "24 2019-10-21 20:21:00.608971   \n",
       "25 2019-10-17 19:56:02.922861   \n",
       "26 2019-10-16 21:16:01.447858   \n",
       "27 2019-10-15 22:50:55.854641   \n",
       "28 2019-10-14 21:05:59.779153   \n",
       "29 2019-10-11 21:15:58.677207   \n",
       "30 2019-10-09 21:01:07.209440   \n",
       "31 2019-10-08 21:01:00.120754   \n",
       "32 2019-10-07 21:26:04.970418   \n",
       "33 2019-10-04 21:56:11.245925   \n",
       "34 2019-10-03 21:11:00.239823   \n",
       "35 2019-10-02 20:41:04.361845   \n",
       "36 2019-10-01 20:45:59.926877   \n",
       "37 2019-09-30 21:16:08.129085   \n",
       "\n",
       "                                    storage_directory  \\\n",
       "1   /allen/programs/braintv/production/visualbehav...   \n",
       "2   /allen/programs/braintv/production/visualbehav...   \n",
       "3   /allen/programs/braintv/production/visualbehav...   \n",
       "4   /allen/programs/braintv/production/visualbehav...   \n",
       "5   /allen/programs/braintv/production/visualbehav...   \n",
       "6   /allen/programs/braintv/production/visualbehav...   \n",
       "7   /allen/programs/braintv/production/visualbehav...   \n",
       "8   /allen/programs/braintv/production/visualbehav...   \n",
       "9   /allen/programs/braintv/production/visualbehav...   \n",
       "10  /allen/programs/braintv/production/visualbehav...   \n",
       "11  /allen/programs/braintv/production/visualbehav...   \n",
       "12  /allen/programs/braintv/production/visualbehav...   \n",
       "13  /allen/programs/braintv/production/visualbehav...   \n",
       "14  /allen/programs/braintv/production/visualbehav...   \n",
       "15  /allen/programs/braintv/production/visualbehav...   \n",
       "16  /allen/programs/braintv/production/visualbehav...   \n",
       "17  /allen/programs/braintv/production/visualbehav...   \n",
       "18  /allen/programs/braintv/production/visualbehav...   \n",
       "19  /allen/programs/braintv/production/visualbehav...   \n",
       "20  /allen/programs/braintv/production/visualbehav...   \n",
       "21  /allen/programs/braintv/production/visualbehav...   \n",
       "22  /allen/programs/braintv/production/visualbehav...   \n",
       "23  /allen/programs/braintv/production/visualbehav...   \n",
       "24  /allen/programs/braintv/production/visualbehav...   \n",
       "25  /allen/programs/braintv/production/visualbehav...   \n",
       "26  /allen/programs/braintv/production/visualbehav...   \n",
       "27  /allen/programs/braintv/production/visualbehav...   \n",
       "28  /allen/programs/braintv/production/visualbehav...   \n",
       "29  /allen/programs/braintv/production/visualbehav...   \n",
       "30  /allen/programs/braintv/production/visualbehav...   \n",
       "31  /allen/programs/braintv/production/visualbehav...   \n",
       "32  /allen/programs/braintv/production/visualbehav...   \n",
       "33  /allen/programs/braintv/production/visualbehav...   \n",
       "34  /allen/programs/braintv/production/visualbehav...   \n",
       "35  /allen/programs/braintv/production/visualbehav...   \n",
       "36  /allen/programs/braintv/production/visualbehav...   \n",
       "37  /allen/programs/braintv/production/visualbehav...   \n",
       "\n",
       "                            temp_output_file_location  \\\n",
       "1   /allen/programs/braintv/production/incoming/vi...   \n",
       "2   /allen/programs/braintv/production/incoming/vi...   \n",
       "3   /allen/programs/braintv/production/incoming/vi...   \n",
       "4   /allen/programs/braintv/production/incoming/vi...   \n",
       "5   /allen/programs/braintv/production/incoming/vi...   \n",
       "6   /allen/programs/braintv/production/incoming/vi...   \n",
       "7   /allen/programs/braintv/production/incoming/vi...   \n",
       "8   /allen/programs/braintv/production/incoming/vi...   \n",
       "9   /allen/programs/braintv/production/incoming/vi...   \n",
       "10  /allen/programs/braintv/production/incoming/vi...   \n",
       "11  /allen/programs/braintv/production/incoming/vi...   \n",
       "12  /allen/programs/braintv/production/incoming/vi...   \n",
       "13  /allen/programs/braintv/production/incoming/vi...   \n",
       "14  /allen/programs/braintv/production/incoming/vi...   \n",
       "15  /allen/programs/braintv/production/incoming/vi...   \n",
       "16  /allen/programs/braintv/production/incoming/vi...   \n",
       "17  /allen/programs/braintv/production/incoming/vi...   \n",
       "18  /allen/programs/braintv/production/incoming/vi...   \n",
       "19  /allen/programs/braintv/production/incoming/vi...   \n",
       "20  /allen/programs/braintv/production/incoming/vi...   \n",
       "21  /allen/programs/braintv/production/incoming/vi...   \n",
       "22  /allen/programs/braintv/production/incoming/vi...   \n",
       "23  /allen/programs/braintv/production/incoming/vi...   \n",
       "24  /allen/programs/braintv/production/incoming/vi...   \n",
       "25  /allen/programs/braintv/production/incoming/vi...   \n",
       "26  /allen/programs/braintv/production/incoming/vi...   \n",
       "27  /allen/programs/braintv/production/incoming/vi...   \n",
       "28  /allen/programs/braintv/production/incoming/vi...   \n",
       "29  /allen/programs/braintv/production/incoming/vi...   \n",
       "30  /allen/programs/braintv/production/incoming/vi...   \n",
       "31  /allen/programs/braintv/production/incoming/vi...   \n",
       "32  /allen/programs/braintv/production/incoming/vi...   \n",
       "33  /allen/programs/braintv/production/incoming/vi...   \n",
       "34  /allen/programs/braintv/production/incoming/vi...   \n",
       "35  /allen/programs/braintv/production/incoming/vi...   \n",
       "36  /allen/programs/braintv/production/incoming/vi...   \n",
       "37  /allen/programs/braintv/production/incoming/vi...   \n",
       "\n",
       "                             foraging_id   donor_id ophys_session_id  \\\n",
       "1   7e9948d6-a055-416b-b397-c23dfcb755b9  901164178             None   \n",
       "2   a010d253-ec43-46b2-ad42-f83e628e86ab  901164178             None   \n",
       "3   d7a310c5-da49-4e8c-bed8-03c4ea42de12  901164178             None   \n",
       "4   e217a661-fc92-4059-a0b0-304e69df595c  901164178             None   \n",
       "5   53bddb2c-465c-4db0-83b1-71797ffd8023  901164178             None   \n",
       "6   ccab8f21-5172-45c4-875b-c8a6374ae944  901164178             None   \n",
       "7   fba73470-7495-4eb8-9191-4163b82f2033  901164178             None   \n",
       "8   5441d823-9d8d-4d5e-a4e0-8c461cfa7671  901164178             None   \n",
       "9   4f50a54d-b92f-4b12-a9e1-d1c324a46e34  901164178             None   \n",
       "10  c3115a53-2ae8-4a63-8dd3-3503a3877bd2  901164178             None   \n",
       "11  5f747396-1405-4567-9905-79865123ba77  901164178             None   \n",
       "12  fa0e60cb-c3ea-4586-853e-f1ba9571b54f  901164178             None   \n",
       "13  a761325a-0107-44ed-b28a-dcc9af4cc6fe  901164178             None   \n",
       "14  c10092c1-a657-4d5f-92ec-ebf95ccb692c  901164178             None   \n",
       "15  6b62c16b-c8c6-42d3-b425-c632a5baeb03  901164178             None   \n",
       "16  f1baa34c-ed63-4352-9784-e3638ba72c43  901164178             None   \n",
       "17  d2a21e8c-77c0-4bc8-ada6-16901de90620  901164178             None   \n",
       "18  bb1ec0fb-5a5a-4a71-8bdb-1667000317c5  901164178             None   \n",
       "19  53636155-87d1-44c6-8047-d434e51d0fe4  901164178             None   \n",
       "20  722305c2-9ae7-41ab-bed0-f59ddac3a9d2  901164178             None   \n",
       "21  789b5b1d-ae69-46cf-98b9-0bec80334f54  901164178             None   \n",
       "22  84448188-d7f1-4051-a7ef-e1d7c19acf7d  901164178             None   \n",
       "23  ad92da49-f4b6-4481-a772-30579642e302  901164178             None   \n",
       "24  43b782f2-c8d3-43c5-aec6-7763ac5498cd  901164178             None   \n",
       "25  4bc02a54-4ce0-489e-ba1d-ae426c57d4de  901164178             None   \n",
       "26  939c722b-6a20-4193-81be-968f0b519fd1  901164178             None   \n",
       "27  0a7954d7-acd9-4401-b255-219303c61cea  901164178             None   \n",
       "28  1dc485f3-5804-42fc-afc9-94779358df71  901164178             None   \n",
       "29  5f5d7a32-29cf-48ca-97bc-9cebcc7960df  901164178             None   \n",
       "30  0371cd77-ef3b-4100-9bd8-101ee96fedb6  901164178             None   \n",
       "31  c915913f-5c27-4267-889f-289dcbbea322  901164178             None   \n",
       "32  854c1ca8-ad9a-4cbd-8134-af1c5d8ab8bb  901164178             None   \n",
       "33  6faa50ab-3d91-4d40-a4ba-8bd21cf3a79d  901164178             None   \n",
       "34  a18f950c-0efb-4136-8f30-dbef52bcc6f8  901164178             None   \n",
       "35  989eaaeb-35b5-409b-a882-3ee1be1d5ffb  901164178             None   \n",
       "36  1bb9203e-2c8c-4150-b4bb-f6ec4d51f5aa  901164178             None   \n",
       "37  10663409-c023-47f9-9b15-3581945b7042  901164178             None   \n",
       "\n",
       "    equipment_id    user_id   rig  \\\n",
       "1      677098841  716596529  NP.3   \n",
       "2      677098841  716596529  NP.3   \n",
       "3      677098841  716596529  NP.3   \n",
       "4      677098841  716596529  NP.3   \n",
       "5      677098841  716596529  NP.3   \n",
       "6      677098841  716596529  NP.3   \n",
       "7      677098841  716596529  NP.3   \n",
       "8      677098841  716596529  NP.3   \n",
       "9      677098841  716596529  NP.3   \n",
       "10     677098841  716596529  NP.3   \n",
       "11     677098841  716596529  NP.3   \n",
       "12     677098841  716596529  NP.3   \n",
       "13     677098841  716596529  NP.3   \n",
       "14     677098841  716596529  NP.3   \n",
       "15     677098841  716596529  NP.3   \n",
       "16     677098841  716596529  NP.3   \n",
       "17     677098841  716596529  NP.3   \n",
       "18     677098841  716596529  NP.3   \n",
       "19     677098841  716596529  NP.3   \n",
       "20     677098841  716596529  NP.3   \n",
       "21     677098841  716596529  NP.3   \n",
       "22     677098841  716596529  NP.3   \n",
       "23     677098841  716596529  NP.3   \n",
       "24     677098841  716596529  NP.3   \n",
       "25     677098841  716596529  NP.3   \n",
       "26     677098841  716596529  NP.3   \n",
       "27     677098841  716596529  NP.3   \n",
       "28     677098841  716596529  NP.3   \n",
       "29     677098841  716596529  NP.3   \n",
       "30     677098841  716596529  NP.3   \n",
       "31     677098841  716596529  NP.3   \n",
       "32     677098841  716596529  NP.3   \n",
       "33     677098841  716596529  NP.3   \n",
       "34     677098841  716596529  NP.3   \n",
       "35     677098841  716596529  NP.3   \n",
       "36     677098841  716596529  NP.3   \n",
       "37     677098841  716596529  NP.3   \n",
       "\n",
       "                                              pklfile  \\\n",
       "1   //allen/programs/braintv/production/visualbeha...   \n",
       "2   //allen/programs/braintv/production/visualbeha...   \n",
       "3   //allen/programs/braintv/production/visualbeha...   \n",
       "4   //allen/programs/braintv/production/visualbeha...   \n",
       "5   //allen/programs/braintv/production/visualbeha...   \n",
       "6   //allen/programs/braintv/production/visualbeha...   \n",
       "7   //allen/programs/braintv/production/visualbeha...   \n",
       "8   //allen/programs/braintv/production/visualbeha...   \n",
       "9   //allen/programs/braintv/production/visualbeha...   \n",
       "10  //allen/programs/braintv/production/visualbeha...   \n",
       "11  //allen/programs/braintv/production/visualbeha...   \n",
       "12  //allen/programs/braintv/production/visualbeha...   \n",
       "13  //allen/programs/braintv/production/visualbeha...   \n",
       "14  //allen/programs/braintv/production/visualbeha...   \n",
       "15  //allen/programs/braintv/production/visualbeha...   \n",
       "16  //allen/programs/braintv/production/visualbeha...   \n",
       "17  //allen/programs/braintv/production/visualbeha...   \n",
       "18  //allen/programs/braintv/production/visualbeha...   \n",
       "19  //allen/programs/braintv/production/visualbeha...   \n",
       "20  //allen/programs/braintv/production/visualbeha...   \n",
       "21  //allen/programs/braintv/production/visualbeha...   \n",
       "22  //allen/programs/braintv/production/visualbeha...   \n",
       "23  //allen/programs/braintv/production/visualbeha...   \n",
       "24  //allen/programs/braintv/production/visualbeha...   \n",
       "25  //allen/programs/braintv/production/visualbeha...   \n",
       "26  //allen/programs/braintv/production/visualbeha...   \n",
       "27  //allen/programs/braintv/production/visualbeha...   \n",
       "28  //allen/programs/braintv/production/visualbeha...   \n",
       "29  //allen/programs/braintv/production/visualbeha...   \n",
       "30  //allen/programs/braintv/production/visualbeha...   \n",
       "31  //allen/programs/braintv/production/visualbeha...   \n",
       "32  //allen/programs/braintv/production/visualbeha...   \n",
       "33  //allen/programs/braintv/production/visualbeha...   \n",
       "34  //allen/programs/braintv/production/visualbeha...   \n",
       "35  //allen/programs/braintv/production/visualbeha...   \n",
       "36  //allen/programs/braintv/production/visualbeha...   \n",
       "37  //allen/programs/braintv/production/visualbeha...   \n",
       "\n",
       "                                               trials  \\\n",
       "1        index auto_rewarded change_contrast  chan...   \n",
       "2        index auto_rewarded change_contrast  chan...   \n",
       "3        index auto_rewarded change_contrast  chan...   \n",
       "4        index auto_rewarded change_contrast  chan...   \n",
       "5        index auto_rewarded change_contrast  chan...   \n",
       "6        index auto_rewarded change_contrast  chan...   \n",
       "7        index auto_rewarded change_contrast  chan...   \n",
       "8        index auto_rewarded change_contrast  chan...   \n",
       "9         index auto_rewarded change_contrast  cha...   \n",
       "10       index auto_rewarded change_contrast  chan...   \n",
       "11       index auto_rewarded change_contrast  chan...   \n",
       "12       index auto_rewarded change_contrast  chan...   \n",
       "13       index auto_rewarded change_contrast  chan...   \n",
       "14       index auto_rewarded change_contrast  chan...   \n",
       "15       index auto_rewarded change_contrast  chan...   \n",
       "16       index auto_rewarded change_contrast  chan...   \n",
       "17       index auto_rewarded change_contrast  chan...   \n",
       "18       index auto_rewarded change_contrast  chan...   \n",
       "19       index auto_rewarded change_contrast  chan...   \n",
       "20       index auto_rewarded change_contrast  chan...   \n",
       "21       index auto_rewarded change_contrast  chan...   \n",
       "22       index auto_rewarded change_contrast  chan...   \n",
       "23       index auto_rewarded change_contrast  chan...   \n",
       "24       index auto_rewarded change_contrast  chan...   \n",
       "25       index auto_rewarded change_contrast  chan...   \n",
       "26       index auto_rewarded change_contrast  chan...   \n",
       "27       index auto_rewarded change_contrast  chan...   \n",
       "28       index auto_rewarded change_contrast  chan...   \n",
       "29       index auto_rewarded change_contrast  chan...   \n",
       "30       index auto_rewarded change_contrast  chan...   \n",
       "31       index auto_rewarded change_contrast  chan...   \n",
       "32       index auto_rewarded change_contrast  chan...   \n",
       "33       index auto_rewarded change_contrast  chan...   \n",
       "34       index auto_rewarded change_contrast  chan...   \n",
       "35       index auto_rewarded change_contrast  chan...   \n",
       "36       index auto_rewarded change_contrast  chan...   \n",
       "37       index auto_rewarded change_contrast  chan...   \n",
       "\n",
       "                                           stage  \\\n",
       "1   TRAINING_4_images_A_handoff_ready_low_volume   \n",
       "2   TRAINING_4_images_A_handoff_ready_low_volume   \n",
       "3   TRAINING_4_images_A_handoff_ready_low_volume   \n",
       "4   TRAINING_4_images_A_handoff_ready_low_volume   \n",
       "5   TRAINING_4_images_A_handoff_ready_low_volume   \n",
       "6   TRAINING_4_images_A_handoff_ready_low_volume   \n",
       "7   TRAINING_4_images_A_handoff_ready_low_volume   \n",
       "8   TRAINING_4_images_A_handoff_ready_low_volume   \n",
       "9   TRAINING_4_images_A_handoff_ready_low_volume   \n",
       "10  TRAINING_4_images_A_handoff_ready_low_volume   \n",
       "11  TRAINING_4_images_A_handoff_ready_low_volume   \n",
       "12  TRAINING_4_images_A_handoff_ready_low_volume   \n",
       "13  TRAINING_4_images_A_handoff_ready_low_volume   \n",
       "14  TRAINING_4_images_A_handoff_ready_low_volume   \n",
       "15  TRAINING_4_images_A_handoff_ready_low_volume   \n",
       "16  TRAINING_4_images_A_handoff_ready_low_volume   \n",
       "17            TRAINING_5_images_A_handoff_lapsed   \n",
       "18            TRAINING_5_images_A_handoff_lapsed   \n",
       "19            TRAINING_5_images_A_handoff_lapsed   \n",
       "20            TRAINING_5_images_A_handoff_lapsed   \n",
       "21             TRAINING_5_images_A_handoff_ready   \n",
       "22             TRAINING_5_images_A_handoff_ready   \n",
       "23             TRAINING_5_images_A_handoff_ready   \n",
       "24             TRAINING_5_images_A_handoff_ready   \n",
       "25             TRAINING_5_images_A_handoff_ready   \n",
       "26             TRAINING_5_images_A_handoff_ready   \n",
       "27             TRAINING_5_images_A_handoff_ready   \n",
       "28             TRAINING_5_images_A_handoff_ready   \n",
       "29             TRAINING_5_images_A_handoff_ready   \n",
       "30             TRAINING_5_images_A_handoff_ready   \n",
       "31             TRAINING_5_images_A_handoff_ready   \n",
       "32             TRAINING_5_images_A_handoff_ready   \n",
       "33             TRAINING_5_images_A_handoff_ready   \n",
       "34             TRAINING_5_images_A_handoff_ready   \n",
       "35             TRAINING_5_images_A_handoff_ready   \n",
       "36             TRAINING_5_images_A_handoff_ready   \n",
       "37             TRAINING_5_images_A_handoff_ready   \n",
       "\n",
       "                    session_datetime            session_datetime_local  \\\n",
       "1   2019-12-03 09:59:00.813000-08:00  2019-12-03 09:59:00.813000-08:00   \n",
       "2   2019-12-02 09:49:51.684000-08:00  2019-12-02 09:49:51.684000-08:00   \n",
       "3   2019-11-27 10:59:06.347000-08:00  2019-11-27 10:59:06.347000-08:00   \n",
       "4   2019-11-26 09:49:06.722000-08:00  2019-11-26 09:49:06.722000-08:00   \n",
       "5   2019-11-25 11:18:11.760000-08:00  2019-11-25 11:18:11.760000-08:00   \n",
       "6   2019-11-22 11:04:16.021000-08:00  2019-11-22 11:04:16.021000-08:00   \n",
       "7   2019-11-21 11:23:11.895000-08:00  2019-11-21 11:23:11.895000-08:00   \n",
       "8   2019-11-19 10:11:37.885000-08:00  2019-11-19 10:11:37.885000-08:00   \n",
       "9   2019-11-18 09:53:25.194000-08:00  2019-11-18 09:53:25.194000-08:00   \n",
       "10  2019-11-15 11:05:31.235000-08:00  2019-11-15 11:05:31.235000-08:00   \n",
       "11  2019-11-14 09:29:05.969000-08:00  2019-11-14 09:29:05.969000-08:00   \n",
       "12  2019-11-13 09:35:46.523000-08:00  2019-11-13 09:35:46.523000-08:00   \n",
       "13  2019-11-11 10:11:50.404000-08:00  2019-11-11 10:11:50.404000-08:00   \n",
       "14  2019-11-08 11:50:42.946000-08:00  2019-11-08 11:50:42.946000-08:00   \n",
       "15  2019-11-07 10:02:28.717000-08:00  2019-11-07 10:02:28.717000-08:00   \n",
       "16  2019-11-05 10:10:10.313000-08:00  2019-11-05 10:10:10.313000-08:00   \n",
       "17  2019-10-30 11:45:03.986000-07:00  2019-10-30 11:45:03.986000-07:00   \n",
       "18  2019-10-29 11:19:54.629000-07:00  2019-10-29 11:19:54.629000-07:00   \n",
       "19  2019-10-28 11:29:19.105000-07:00  2019-10-28 11:29:19.105000-07:00   \n",
       "20  2019-10-25 13:59:52.225000-07:00  2019-10-25 13:59:52.225000-07:00   \n",
       "21  2019-10-24 11:35:40.905000-07:00  2019-10-24 11:35:40.905000-07:00   \n",
       "22  2019-10-23 11:28:57.733000-07:00  2019-10-23 11:28:57.733000-07:00   \n",
       "23  2019-10-22 12:23:26.839000-07:00  2019-10-22 12:23:26.839000-07:00   \n",
       "24  2019-10-21 12:02:54.607000-07:00  2019-10-21 12:02:54.607000-07:00   \n",
       "25  2019-10-17 11:40:08.472000-07:00  2019-10-17 11:40:08.472000-07:00   \n",
       "26  2019-10-16 12:58:12.397000-07:00  2019-10-16 12:58:12.397000-07:00   \n",
       "27  2019-10-15 14:32:27.135000-07:00  2019-10-15 14:32:27.135000-07:00   \n",
       "28  2019-10-14 12:49:47.597000-07:00  2019-10-14 12:49:47.597000-07:00   \n",
       "29  2019-10-11 12:55:35.518000-07:00  2019-10-11 12:55:35.518000-07:00   \n",
       "30  2019-10-09 12:45:30.539000-07:00  2019-10-09 12:45:30.539000-07:00   \n",
       "31  2019-10-08 12:44:07.310000-07:00  2019-10-08 12:44:07.310000-07:00   \n",
       "32  2019-10-07 12:56:33.621000-07:00  2019-10-07 12:56:33.621000-07:00   \n",
       "33  2019-10-04 13:38:52.102000-07:00  2019-10-04 13:38:52.102000-07:00   \n",
       "34  2019-10-03 12:53:20.035000-07:00  2019-10-03 12:53:20.035000-07:00   \n",
       "35  2019-10-02 12:21:28.188000-07:00  2019-10-02 12:21:28.188000-07:00   \n",
       "36  2019-10-01 12:26:58.075000-07:00  2019-10-01 12:26:58.075000-07:00   \n",
       "37  2019-09-30 12:56:27.992000-07:00  2019-09-30 12:56:27.992000-07:00   \n",
       "\n",
       "               session_datetime_utc  cumulative_rewards  timeFromLastSession  \n",
       "1  2019-12-03 17:59:00.813000+00:00                 154            24.152500  \n",
       "2  2019-12-02 17:49:51.684000+00:00                 115           118.845833  \n",
       "3  2019-11-27 18:59:06.347000+00:00                 165            25.166389  \n",
       "4  2019-11-26 17:49:06.722000+00:00                 164            22.515000  \n",
       "5  2019-11-25 19:18:11.760000+00:00                 106            72.231944  \n",
       "6  2019-11-22 19:04:16.021000+00:00                 136            23.684444  \n",
       "7  2019-11-21 19:23:11.895000+00:00                 130            49.192778  \n",
       "8  2019-11-19 18:11:37.885000+00:00                 109            24.303333  \n",
       "9  2019-11-18 17:53:25.194000+00:00                 127            70.798056  \n",
       "10 2019-11-15 19:05:31.235000+00:00                 137            25.606944  \n",
       "11 2019-11-14 17:29:05.969000+00:00                 157            23.888611  \n",
       "12 2019-11-13 17:35:46.523000+00:00                 133            47.398889  \n",
       "13 2019-11-11 18:11:50.404000+00:00                 131            70.351944  \n",
       "14 2019-11-08 19:50:42.946000+00:00                 103            25.803889  \n",
       "15 2019-11-07 18:02:28.717000+00:00                 123            47.871667  \n",
       "16 2019-11-05 18:10:10.313000+00:00                  87           143.418333  \n",
       "17 2019-10-30 18:45:03.986000+00:00                   7            24.419167  \n",
       "18 2019-10-29 18:19:54.629000+00:00                  97            23.843056  \n",
       "19 2019-10-28 18:29:19.105000+00:00                 110            69.490556  \n",
       "20 2019-10-25 20:59:52.225000+00:00                 110            26.403056  \n",
       "21 2019-10-24 18:35:40.905000+00:00                   7            24.111944  \n",
       "22 2019-10-23 18:28:57.733000+00:00                  74            23.091667  \n",
       "23 2019-10-22 19:23:26.839000+00:00                  87            24.342222  \n",
       "24 2019-10-21 19:02:54.607000+00:00                 104            96.379444  \n",
       "25 2019-10-17 18:40:08.472000+00:00                 139            22.698889  \n",
       "26 2019-10-16 19:58:12.397000+00:00                 160            22.429167  \n",
       "27 2019-10-15 21:32:27.135000+00:00                 110            25.710833  \n",
       "28 2019-10-14 19:49:47.597000+00:00                 153            71.903333  \n",
       "29 2019-10-11 19:55:35.518000+00:00                 149            48.167778  \n",
       "30 2019-10-09 19:45:30.539000+00:00                 178            24.023056  \n",
       "31 2019-10-08 19:44:07.310000+00:00                 166            23.792500  \n",
       "32 2019-10-07 19:56:33.621000+00:00                 155            71.294722  \n",
       "33 2019-10-04 20:38:52.102000+00:00                 146            24.758889  \n",
       "34 2019-10-03 19:53:20.035000+00:00                 164            24.530833  \n",
       "35 2019-10-02 19:21:28.188000+00:00                 152            23.908333  \n",
       "36 2019-10-01 19:26:58.075000+00:00                 146            23.508333  \n",
       "37 2019-09-30 19:56:27.992000+00:00                 114                  NaN  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m.beh_df  #full dataframe on the selected dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "m.saveDirectory = r\"\\\\allen\\programs\\braintv\\workgroups\\nc-ophys\\corbettb\\NP_behavior_pipeline\\behavior_sessions\"\n",
    "m.saveToPickle() #save object to network so we don't have to make it from the original pickles again"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "window.mpl = {};\n",
       "\n",
       "\n",
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       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
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       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
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       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
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       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
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       "        'text-align: center; padding: 3px;\"/>');\n",
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       "    this.canvas_div = canvas_div\n",
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       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
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       "    var backingStore = this.context.backingStorePixelRatio ||\n",
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       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
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       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
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       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib notebook\n",
    "m.plotSessionHistory()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "mouseBehavior.py:130: RuntimeWarning: invalid value encountered in divide\n",
      "  engagedTrialFARate = fas/float(fas+crs)\n",
      "c:\\anaconda2\\envs\\lims\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:1914: RuntimeWarning: invalid value encountered in greater\n",
      "  cond1 = (0 < q) & (q < 1)\n",
      "c:\\anaconda2\\envs\\lims\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:1914: RuntimeWarning: invalid value encountered in less\n",
      "  cond1 = (0 < q) & (q < 1)\n"
     ]
    }
   ],
   "source": [
    "mm = mbd() #make new object and load in the data we just saved\n",
    "mm.loadFromPickle(r\"\\\\allen\\programs\\braintv\\workgroups\\nc-ophys\\corbettb\\NP_behavior_pipeline\\behavior_sessions\\403472_behaviorHistory.pkl\")\n",
    "mm.buildBehaviorDataframe(all_sessions=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\anaconda2\\envs\\lims\\lib\\site-packages\\pandas\\plotting\\_converter.py:129: FutureWarning: Using an implicitly registered datetime converter for a matplotlib plotting method. The converter was registered by pandas on import. Future versions of pandas will require you to explicitly register matplotlib converters.\n",
      "\n",
      "To register the converters:\n",
      "\t>>> from pandas.plotting import register_matplotlib_converters\n",
      "\t>>> register_matplotlib_converters()\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a969648>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mm.plotSessionHistory()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib notebook\n",
    "mm.plotPerformanceByTimeFromLastSession()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>behavior_training_id</th>\n",
       "      <th>created_at</th>\n",
       "      <th>updated_at</th>\n",
       "      <th>storage_directory</th>\n",
       "      <th>temp_output_file_location</th>\n",
       "      <th>foraging_id</th>\n",
       "      <th>donor_id</th>\n",
       "      <th>ophys_session_id</th>\n",
       "      <th>equipment_id</th>\n",
       "      <th>...</th>\n",
       "      <th>rig</th>\n",
       "      <th>pklfile</th>\n",
       "      <th>trials</th>\n",
       "      <th>stage</th>\n",
       "      <th>session_datetime</th>\n",
       "      <th>session_datetime_local</th>\n",
       "      <th>session_datetime_utc</th>\n",
       "      <th>cumulative_rewards</th>\n",
       "      <th>timeFromLastSession</th>\n",
       "      <th>engaged_dprime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>772128766</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-11-02 02:45:49.566888</td>\n",
       "      <td>2018-11-02 02:45:51.529187</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>d07d59da-8d58-405a-b936-a956963fc760</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_4_images_A_handoff_ready</td>\n",
       "      <td>2018-11-01 16:35:30.265000-07:00</td>\n",
       "      <td>2018-11-01 16:35:30.265000-07:00</td>\n",
       "      <td>2018-11-01 23:35:30.265000+00:00</td>\n",
       "      <td>103</td>\n",
       "      <td>24.532500</td>\n",
       "      <td>1.297003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>771429774</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-11-01 00:05:55.590802</td>\n",
       "      <td>2018-11-01 00:05:56.141853</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>249f2ecc-8bcd-42b9-90d6-3f7fb45b22b8</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_4_images_A_handoff_ready</td>\n",
       "      <td>2018-10-31 16:03:32.377000-07:00</td>\n",
       "      <td>2018-10-31 16:03:32.377000-07:00</td>\n",
       "      <td>2018-10-31 23:03:32.377000+00:00</td>\n",
       "      <td>175</td>\n",
       "      <td>27.015833</td>\n",
       "      <td>1.762619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>770243700</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-30 21:05:49.173118</td>\n",
       "      <td>2018-10-30 21:05:51.816442</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>a7ac6c31-fae8-4d6b-b9c0-d7507b52c5a3</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_ready</td>\n",
       "      <td>2018-10-30 13:02:35.130000-07:00</td>\n",
       "      <td>2018-10-30 13:02:35.130000-07:00</td>\n",
       "      <td>2018-10-30 20:02:35.130000+00:00</td>\n",
       "      <td>124</td>\n",
       "      <td>21.302778</td>\n",
       "      <td>1.034113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>770036348</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-29 23:45:59.354045</td>\n",
       "      <td>2018-10-29 23:45:59.872938</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>3dbf1914-abb0-40e1-8c27-1ccc7af911f5</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_ready</td>\n",
       "      <td>2018-10-29 15:44:24.509000-07:00</td>\n",
       "      <td>2018-10-29 15:44:24.509000-07:00</td>\n",
       "      <td>2018-10-29 22:44:24.509000+00:00</td>\n",
       "      <td>62</td>\n",
       "      <td>71.477222</td>\n",
       "      <td>1.418864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>769510603</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-27 00:20:54.226692</td>\n",
       "      <td>2018-10-27 00:20:54.695045</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>2818ca6c-f11b-4f02-8fd5-5f46a480b1ab</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_ready</td>\n",
       "      <td>2018-10-26 16:15:46.086000-07:00</td>\n",
       "      <td>2018-10-26 16:15:46.086000-07:00</td>\n",
       "      <td>2018-10-26 23:15:46.086000+00:00</td>\n",
       "      <td>107</td>\n",
       "      <td>23.986667</td>\n",
       "      <td>0.926414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>768857275</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-26 00:20:49.644332</td>\n",
       "      <td>2018-10-26 00:20:55.551077</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>f2ddba37-6500-4512-8ac8-b60cc190332a</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_ready</td>\n",
       "      <td>2018-10-25 16:16:34.054000-07:00</td>\n",
       "      <td>2018-10-25 16:16:34.054000-07:00</td>\n",
       "      <td>2018-10-25 23:16:34.054000+00:00</td>\n",
       "      <td>112</td>\n",
       "      <td>24.309167</td>\n",
       "      <td>0.524744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>768192694</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-25 00:00:57.461074</td>\n",
       "      <td>2018-10-25 00:00:58.056066</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>b70e2599-df5c-43e4-9a1c-4489566efdfc</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_lapsed</td>\n",
       "      <td>2018-10-24 15:58:00.297000-07:00</td>\n",
       "      <td>2018-10-24 15:58:00.297000-07:00</td>\n",
       "      <td>2018-10-24 22:58:00.297000+00:00</td>\n",
       "      <td>130</td>\n",
       "      <td>24.163889</td>\n",
       "      <td>0.714362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>767357303</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-23 23:50:55.177697</td>\n",
       "      <td>2018-10-23 23:50:55.582004</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>b5803b35-d03c-4588-8b1d-af91691b665f</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_lapsed</td>\n",
       "      <td>2018-10-23 15:48:10.066000-07:00</td>\n",
       "      <td>2018-10-23 15:48:10.066000-07:00</td>\n",
       "      <td>2018-10-23 22:48:10.066000+00:00</td>\n",
       "      <td>143</td>\n",
       "      <td>24.672222</td>\n",
       "      <td>0.919504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>766760600</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-22 23:10:51.535990</td>\n",
       "      <td>2018-10-22 23:10:51.880540</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>86877f68-4ab8-46b2-927d-452db04c27b8</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_ready</td>\n",
       "      <td>2018-10-22 15:07:49.081000-07:00</td>\n",
       "      <td>2018-10-22 15:07:49.081000-07:00</td>\n",
       "      <td>2018-10-22 22:07:49.081000+00:00</td>\n",
       "      <td>137</td>\n",
       "      <td>0.115000</td>\n",
       "      <td>1.281013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>766752673</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-22 22:05:54.943342</td>\n",
       "      <td>2018-10-22 22:05:55.244941</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>cc1fab3c-c3fe-46b1-a03d-436023d9045b</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chang...</td>\n",
       "      <td>4_images_a_handoff_ready</td>\n",
       "      <td>2018-10-22 15:00:54.321000-07:00</td>\n",
       "      <td>2018-10-22 15:00:54.321000-07:00</td>\n",
       "      <td>2018-10-22 22:00:54.321000+00:00</td>\n",
       "      <td>-10</td>\n",
       "      <td>71.630000</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>766195162</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-19 23:26:02.661307</td>\n",
       "      <td>2018-10-19 23:26:03.176450</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>7c8ee906-c4f0-434c-b436-d8363e7549d2</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_ready</td>\n",
       "      <td>2018-10-19 15:23:05.331000-07:00</td>\n",
       "      <td>2018-10-19 15:23:05.331000-07:00</td>\n",
       "      <td>2018-10-19 22:23:05.331000+00:00</td>\n",
       "      <td>96</td>\n",
       "      <td>23.081111</td>\n",
       "      <td>0.856135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>765428696</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-19 03:10:49.634182</td>\n",
       "      <td>2018-10-19 03:10:56.520310</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>2c72be26-c269-41ba-9221-9872c4aba048</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_ready</td>\n",
       "      <td>2018-10-18 16:18:12.591000-07:00</td>\n",
       "      <td>2018-10-18 16:18:12.591000-07:00</td>\n",
       "      <td>2018-10-18 23:18:12.591000+00:00</td>\n",
       "      <td>116</td>\n",
       "      <td>24.696944</td>\n",
       "      <td>1.068878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>764925990</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-17 23:40:54.090711</td>\n",
       "      <td>2018-10-17 23:40:54.460456</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>592c82b5-d2df-4e4d-9b0a-ef5248b5a1a3</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_ready</td>\n",
       "      <td>2018-10-17 15:36:23.331000-07:00</td>\n",
       "      <td>2018-10-17 15:36:23.331000-07:00</td>\n",
       "      <td>2018-10-17 22:36:23.331000+00:00</td>\n",
       "      <td>108</td>\n",
       "      <td>23.443333</td>\n",
       "      <td>0.878034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>764508503</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-17 00:10:51.674920</td>\n",
       "      <td>2018-10-17 00:10:52.209055</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>0958cc67-d483-4ced-bb51-f3f14474dc34</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_ready</td>\n",
       "      <td>2018-10-16 16:09:47.295000-07:00</td>\n",
       "      <td>2018-10-16 16:09:47.295000-07:00</td>\n",
       "      <td>2018-10-16 23:09:47.295000+00:00</td>\n",
       "      <td>85</td>\n",
       "      <td>23.608611</td>\n",
       "      <td>0.602516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>764080949</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-16 00:35:49.780530</td>\n",
       "      <td>2018-10-16 00:35:50.184695</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>60c401ef-9fa6-472c-a323-20aad7a05211</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_lapsed</td>\n",
       "      <td>2018-10-15 16:33:15.548000-07:00</td>\n",
       "      <td>2018-10-15 16:33:15.548000-07:00</td>\n",
       "      <td>2018-10-15 23:33:15.548000+00:00</td>\n",
       "      <td>96</td>\n",
       "      <td>72.820278</td>\n",
       "      <td>1.418974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>763384612</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-12 23:45:53.195256</td>\n",
       "      <td>2018-10-12 23:45:53.642642</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>637dceeb-b6ac-40a6-9cbf-c6d9bce3745c</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_lapsed</td>\n",
       "      <td>2018-10-12 15:44:01.882000-07:00</td>\n",
       "      <td>2018-10-12 15:44:01.882000-07:00</td>\n",
       "      <td>2018-10-12 22:44:01.882000+00:00</td>\n",
       "      <td>37</td>\n",
       "      <td>23.513611</td>\n",
       "      <td>0.578774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>762771938</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-12 00:15:52.216979</td>\n",
       "      <td>2018-10-12 00:15:52.622089</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>5f4cebc5-342d-4fe6-bb98-93f595692525</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_lapsed</td>\n",
       "      <td>2018-10-11 16:13:12.780000-07:00</td>\n",
       "      <td>2018-10-11 16:13:12.780000-07:00</td>\n",
       "      <td>2018-10-11 23:13:12.780000+00:00</td>\n",
       "      <td>113</td>\n",
       "      <td>22.620556</td>\n",
       "      <td>1.170188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>762214293</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-11 01:41:43.790249</td>\n",
       "      <td>2018-10-11 01:41:44.094502</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>53984151-fbef-420d-98d5-26d269c6df99</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_lapsed</td>\n",
       "      <td>2018-10-10 17:35:57.834000-07:00</td>\n",
       "      <td>2018-10-10 17:35:57.834000-07:00</td>\n",
       "      <td>2018-10-11 00:35:57.834000+00:00</td>\n",
       "      <td>80</td>\n",
       "      <td>24.631111</td>\n",
       "      <td>0.460697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>761856606</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-10 01:00:57.337491</td>\n",
       "      <td>2018-10-10 01:00:57.727884</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>6c6f806e-7758-4f29-80a7-fcbff7eebf7e</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_lapsed</td>\n",
       "      <td>2018-10-09 16:58:05.460000-07:00</td>\n",
       "      <td>2018-10-09 16:58:05.460000-07:00</td>\n",
       "      <td>2018-10-09 23:58:05.460000+00:00</td>\n",
       "      <td>104</td>\n",
       "      <td>24.671667</td>\n",
       "      <td>1.286895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>761555547</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-09 00:21:45.328053</td>\n",
       "      <td>2018-10-09 00:21:45.668860</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>b5d77cd8-8125-4fde-86e8-3f3a1d08a8e3</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  cha...</td>\n",
       "      <td>4_images_a_handoff_lapsed</td>\n",
       "      <td>2018-10-08 16:17:47.277000-07:00</td>\n",
       "      <td>2018-10-08 16:17:47.277000-07:00</td>\n",
       "      <td>2018-10-08 23:17:47.277000+00:00</td>\n",
       "      <td>15</td>\n",
       "      <td>74.741667</td>\n",
       "      <td>0.926380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>760959674</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-05 21:35:48.271142</td>\n",
       "      <td>2018-10-05 21:35:48.714317</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>4671a9d0-a0ee-4f20-85c7-50d2bdb542ba</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_lapsed</td>\n",
       "      <td>2018-10-05 13:33:17.263000-07:00</td>\n",
       "      <td>2018-10-05 13:33:17.263000-07:00</td>\n",
       "      <td>2018-10-05 20:33:17.263000+00:00</td>\n",
       "      <td>15</td>\n",
       "      <td>22.514722</td>\n",
       "      <td>0.778007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>760706493</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-04 23:05:52.552706</td>\n",
       "      <td>2018-10-04 23:05:52.963890</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>3cfee081-6ca6-445f-8af6-2e722a225321</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  cha...</td>\n",
       "      <td>4_images_a_handoff_lapsed</td>\n",
       "      <td>2018-10-04 15:02:24.042000-07:00</td>\n",
       "      <td>2018-10-04 15:02:24.042000-07:00</td>\n",
       "      <td>2018-10-04 22:02:24.042000+00:00</td>\n",
       "      <td>-12</td>\n",
       "      <td>45.204722</td>\n",
       "      <td>-0.123329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>760066724</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-03 01:50:52.576315</td>\n",
       "      <td>2018-10-03 01:50:52.887738</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>bbfaf50a-539b-4038-adc1-04abf75262d9</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  cha...</td>\n",
       "      <td>4_images_a_handoff_lapsed</td>\n",
       "      <td>2018-10-02 17:50:06.183000-07:00</td>\n",
       "      <td>2018-10-02 17:50:06.183000-07:00</td>\n",
       "      <td>2018-10-03 00:50:06.183000+00:00</td>\n",
       "      <td>80</td>\n",
       "      <td>32.624722</td>\n",
       "      <td>1.461840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>759659987</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-01 17:15:49.486160</td>\n",
       "      <td>2018-10-01 17:15:51.125633</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>08ea6baf-07d3-4614-825c-4c28072599c3</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_ready</td>\n",
       "      <td>2018-10-01 09:12:36.587000-07:00</td>\n",
       "      <td>2018-10-01 09:12:36.587000-07:00</td>\n",
       "      <td>2018-10-01 16:12:36.587000+00:00</td>\n",
       "      <td>66</td>\n",
       "      <td>71.795556</td>\n",
       "      <td>0.558140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>759408280</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-28 17:25:51.834696</td>\n",
       "      <td>2018-09-28 17:25:52.665253</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>b078b119-9119-4fa3-82a8-2316715f17fb</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_training</td>\n",
       "      <td>2018-09-28 09:24:51.755000-07:00</td>\n",
       "      <td>2018-09-28 09:24:51.755000-07:00</td>\n",
       "      <td>2018-09-28 16:24:51.755000+00:00</td>\n",
       "      <td>81</td>\n",
       "      <td>24.766667</td>\n",
       "      <td>0.830286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>759144139</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-27 16:40:44.155671</td>\n",
       "      <td>2018-09-27 16:40:45.395419</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>f67fef75-3a1f-47ee-a2a0-bf39f57328d8</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>3_images_a_10uL_reward</td>\n",
       "      <td>2018-09-27 08:38:50.897000-07:00</td>\n",
       "      <td>2018-09-27 08:38:50.897000-07:00</td>\n",
       "      <td>2018-09-27 15:38:50.897000+00:00</td>\n",
       "      <td>63</td>\n",
       "      <td>23.639167</td>\n",
       "      <td>0.833805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>758519603</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-26 17:05:55.995985</td>\n",
       "      <td>2018-09-26 17:05:58.678886</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>48dbc11e-df8d-407a-a417-0d324e76059c</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>3_images_a_10uL_reward</td>\n",
       "      <td>2018-09-26 09:00:29.070000-07:00</td>\n",
       "      <td>2018-09-26 09:00:29.070000-07:00</td>\n",
       "      <td>2018-09-26 16:00:29.070000+00:00</td>\n",
       "      <td>64</td>\n",
       "      <td>23.860278</td>\n",
       "      <td>1.198278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>757844866</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-25 17:10:52.115211</td>\n",
       "      <td>2018-09-25 17:10:53.411533</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>c747c674-3854-4379-b348-57b2a92d6f9b</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>3_images_a_10uL_reward</td>\n",
       "      <td>2018-09-25 09:08:51.582000-07:00</td>\n",
       "      <td>2018-09-25 09:08:51.582000-07:00</td>\n",
       "      <td>2018-09-25 16:08:51.582000+00:00</td>\n",
       "      <td>54</td>\n",
       "      <td>22.843889</td>\n",
       "      <td>1.293778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>757185556</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-24 18:20:52.239946</td>\n",
       "      <td>2018-09-24 18:20:52.994197</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>c459b767-1c91-4a34-85d6-ffd1c93f83b5</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>2_gratings_flashed</td>\n",
       "      <td>2018-09-24 10:18:12.781000-07:00</td>\n",
       "      <td>2018-09-24 10:18:12.781000-07:00</td>\n",
       "      <td>2018-09-24 17:18:12.781000+00:00</td>\n",
       "      <td>55</td>\n",
       "      <td>73.243056</td>\n",
       "      <td>1.007853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>756301385</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-21 17:05:56.943512</td>\n",
       "      <td>2018-09-21 17:05:59.135645</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>32d42c6e-d457-438c-abd5-aa043068be4c</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>1_gratings</td>\n",
       "      <td>2018-09-21 09:03:36.784000-07:00</td>\n",
       "      <td>2018-09-21 09:03:36.784000-07:00</td>\n",
       "      <td>2018-09-21 16:03:36.784000+00:00</td>\n",
       "      <td>52</td>\n",
       "      <td>48.031111</td>\n",
       "      <td>2.471074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>755219547</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-19 17:05:50.583635</td>\n",
       "      <td>2018-09-19 17:05:52.775549</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>60c00f49-9918-4581-ad1b-563ac8f7937e</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  cha...</td>\n",
       "      <td>1_gratings</td>\n",
       "      <td>2018-09-19 09:01:43.957000-07:00</td>\n",
       "      <td>2018-09-19 09:01:43.957000-07:00</td>\n",
       "      <td>2018-09-19 16:01:43.957000+00:00</td>\n",
       "      <td>-66</td>\n",
       "      <td>24.090278</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>754684147</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-18 17:00:52.641222</td>\n",
       "      <td>2018-09-18 17:00:55.336688</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>54d654c6-19c3-4947-92dd-a746f81eb843</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>1_gratings</td>\n",
       "      <td>2018-09-18 08:56:18.337000-07:00</td>\n",
       "      <td>2018-09-18 08:56:18.337000-07:00</td>\n",
       "      <td>2018-09-18 15:56:18.337000+00:00</td>\n",
       "      <td>-6</td>\n",
       "      <td>23.871389</td>\n",
       "      <td>0.415623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>754300660</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-17 17:05:49.395266</td>\n",
       "      <td>2018-09-17 17:05:50.299297</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>15f52ba2-4407-47be-962d-3e9cc3ac6f69</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  cha...</td>\n",
       "      <td>1_gratings</td>\n",
       "      <td>2018-09-17 09:04:01.091000-07:00</td>\n",
       "      <td>2018-09-17 09:04:01.091000-07:00</td>\n",
       "      <td>2018-09-17 16:04:01.091000+00:00</td>\n",
       "      <td>-11</td>\n",
       "      <td>70.895000</td>\n",
       "      <td>0.508598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>753626958</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-14 17:25:47.867571</td>\n",
       "      <td>2018-09-14 17:25:48.275517</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>2afe098f-06df-44fc-b64f-4079e1221664</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index  auto_rewarded change_contrast  cha...</td>\n",
       "      <td>0_gratings_autorewards_15min</td>\n",
       "      <td>2018-09-14 10:10:18.481000-07:00</td>\n",
       "      <td>2018-09-14 10:10:18.481000-07:00</td>\n",
       "      <td>2018-09-14 17:10:18.481000+00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>34 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           id behavior_training_id                 created_at  \\\n",
       "33  772128766                 None 2018-11-02 02:45:49.566888   \n",
       "32  771429774                 None 2018-11-01 00:05:55.590802   \n",
       "31  770243700                 None 2018-10-30 21:05:49.173118   \n",
       "30  770036348                 None 2018-10-29 23:45:59.354045   \n",
       "29  769510603                 None 2018-10-27 00:20:54.226692   \n",
       "27  768857275                 None 2018-10-26 00:20:49.644332   \n",
       "26  768192694                 None 2018-10-25 00:00:57.461074   \n",
       "24  767357303                 None 2018-10-23 23:50:55.177697   \n",
       "28  766760600                 None 2018-10-22 23:10:51.535990   \n",
       "25  766752673                 None 2018-10-22 22:05:54.943342   \n",
       "23  766195162                 None 2018-10-19 23:26:02.661307   \n",
       "22  765428696                 None 2018-10-19 03:10:49.634182   \n",
       "21  764925990                 None 2018-10-17 23:40:54.090711   \n",
       "20  764508503                 None 2018-10-17 00:10:51.674920   \n",
       "16  764080949                 None 2018-10-16 00:35:49.780530   \n",
       "19  763384612                 None 2018-10-12 23:45:53.195256   \n",
       "18  762771938                 None 2018-10-12 00:15:52.216979   \n",
       "17  762214293                 None 2018-10-11 01:41:43.790249   \n",
       "13  761856606                 None 2018-10-10 01:00:57.337491   \n",
       "15  761555547                 None 2018-10-09 00:21:45.328053   \n",
       "11  760959674                 None 2018-10-05 21:35:48.271142   \n",
       "14  760706493                 None 2018-10-04 23:05:52.552706   \n",
       "12  760066724                 None 2018-10-03 01:50:52.576315   \n",
       "9   759659987                 None 2018-10-01 17:15:49.486160   \n",
       "10  759408280                 None 2018-09-28 17:25:51.834696   \n",
       "8   759144139                 None 2018-09-27 16:40:44.155671   \n",
       "6   758519603                 None 2018-09-26 17:05:55.995985   \n",
       "7   757844866                 None 2018-09-25 17:10:52.115211   \n",
       "5   757185556                 None 2018-09-24 18:20:52.239946   \n",
       "4   756301385                 None 2018-09-21 17:05:56.943512   \n",
       "2   755219547                 None 2018-09-19 17:05:50.583635   \n",
       "1   754684147                 None 2018-09-18 17:00:52.641222   \n",
       "0   754300660                 None 2018-09-17 17:05:49.395266   \n",
       "3   753626958                 None 2018-09-14 17:25:47.867571   \n",
       "\n",
       "                   updated_at  \\\n",
       "33 2018-11-02 02:45:51.529187   \n",
       "32 2018-11-01 00:05:56.141853   \n",
       "31 2018-10-30 21:05:51.816442   \n",
       "30 2018-10-29 23:45:59.872938   \n",
       "29 2018-10-27 00:20:54.695045   \n",
       "27 2018-10-26 00:20:55.551077   \n",
       "26 2018-10-25 00:00:58.056066   \n",
       "24 2018-10-23 23:50:55.582004   \n",
       "28 2018-10-22 23:10:51.880540   \n",
       "25 2018-10-22 22:05:55.244941   \n",
       "23 2018-10-19 23:26:03.176450   \n",
       "22 2018-10-19 03:10:56.520310   \n",
       "21 2018-10-17 23:40:54.460456   \n",
       "20 2018-10-17 00:10:52.209055   \n",
       "16 2018-10-16 00:35:50.184695   \n",
       "19 2018-10-12 23:45:53.642642   \n",
       "18 2018-10-12 00:15:52.622089   \n",
       "17 2018-10-11 01:41:44.094502   \n",
       "13 2018-10-10 01:00:57.727884   \n",
       "15 2018-10-09 00:21:45.668860   \n",
       "11 2018-10-05 21:35:48.714317   \n",
       "14 2018-10-04 23:05:52.963890   \n",
       "12 2018-10-03 01:50:52.887738   \n",
       "9  2018-10-01 17:15:51.125633   \n",
       "10 2018-09-28 17:25:52.665253   \n",
       "8  2018-09-27 16:40:45.395419   \n",
       "6  2018-09-26 17:05:58.678886   \n",
       "7  2018-09-25 17:10:53.411533   \n",
       "5  2018-09-24 18:20:52.994197   \n",
       "4  2018-09-21 17:05:59.135645   \n",
       "2  2018-09-19 17:05:52.775549   \n",
       "1  2018-09-18 17:00:55.336688   \n",
       "0  2018-09-17 17:05:50.299297   \n",
       "3  2018-09-14 17:25:48.275517   \n",
       "\n",
       "                                    storage_directory  \\\n",
       "33  /allen/programs/braintv/production/visualbehav...   \n",
       "32  /allen/programs/braintv/production/visualbehav...   \n",
       "31  /allen/programs/braintv/production/visualbehav...   \n",
       "30  /allen/programs/braintv/production/visualbehav...   \n",
       "29  /allen/programs/braintv/production/visualbehav...   \n",
       "27  /allen/programs/braintv/production/visualbehav...   \n",
       "26  /allen/programs/braintv/production/visualbehav...   \n",
       "24  /allen/programs/braintv/production/visualbehav...   \n",
       "28  /allen/programs/braintv/production/visualbehav...   \n",
       "25  /allen/programs/braintv/production/visualbehav...   \n",
       "23  /allen/programs/braintv/production/visualbehav...   \n",
       "22  /allen/programs/braintv/production/visualbehav...   \n",
       "21  /allen/programs/braintv/production/visualbehav...   \n",
       "20  /allen/programs/braintv/production/visualbehav...   \n",
       "16  /allen/programs/braintv/production/visualbehav...   \n",
       "19  /allen/programs/braintv/production/visualbehav...   \n",
       "18  /allen/programs/braintv/production/visualbehav...   \n",
       "17  /allen/programs/braintv/production/visualbehav...   \n",
       "13  /allen/programs/braintv/production/visualbehav...   \n",
       "15  /allen/programs/braintv/production/visualbehav...   \n",
       "11  /allen/programs/braintv/production/visualbehav...   \n",
       "14  /allen/programs/braintv/production/visualbehav...   \n",
       "12  /allen/programs/braintv/production/visualbehav...   \n",
       "9   /allen/programs/braintv/production/visualbehav...   \n",
       "10  /allen/programs/braintv/production/visualbehav...   \n",
       "8   /allen/programs/braintv/production/visualbehav...   \n",
       "6   /allen/programs/braintv/production/visualbehav...   \n",
       "7   /allen/programs/braintv/production/visualbehav...   \n",
       "5   /allen/programs/braintv/production/visualbehav...   \n",
       "4   /allen/programs/braintv/production/visualbehav...   \n",
       "2   /allen/programs/braintv/production/visualbehav...   \n",
       "1   /allen/programs/braintv/production/visualbehav...   \n",
       "0   /allen/programs/braintv/production/visualbehav...   \n",
       "3   /allen/programs/braintv/production/visualbehav...   \n",
       "\n",
       "                            temp_output_file_location  \\\n",
       "33  /allen/programs/braintv/production/incoming/vi...   \n",
       "32  /allen/programs/braintv/production/incoming/vi...   \n",
       "31  /allen/programs/braintv/production/incoming/vi...   \n",
       "30  /allen/programs/braintv/production/incoming/vi...   \n",
       "29  /allen/programs/braintv/production/incoming/vi...   \n",
       "27  /allen/programs/braintv/production/incoming/vi...   \n",
       "26  /allen/programs/braintv/production/incoming/vi...   \n",
       "24  /allen/programs/braintv/production/incoming/vi...   \n",
       "28  /allen/programs/braintv/production/incoming/vi...   \n",
       "25  /allen/programs/braintv/production/incoming/vi...   \n",
       "23  /allen/programs/braintv/production/incoming/vi...   \n",
       "22  /allen/programs/braintv/production/incoming/vi...   \n",
       "21  /allen/programs/braintv/production/incoming/vi...   \n",
       "20  /allen/programs/braintv/production/incoming/vi...   \n",
       "16  /allen/programs/braintv/production/incoming/vi...   \n",
       "19  /allen/programs/braintv/production/incoming/vi...   \n",
       "18  /allen/programs/braintv/production/incoming/vi...   \n",
       "17  /allen/programs/braintv/production/incoming/vi...   \n",
       "13  /allen/programs/braintv/production/incoming/vi...   \n",
       "15  /allen/programs/braintv/production/incoming/vi...   \n",
       "11  /allen/programs/braintv/production/incoming/vi...   \n",
       "14  /allen/programs/braintv/production/incoming/vi...   \n",
       "12  /allen/programs/braintv/production/incoming/vi...   \n",
       "9   /allen/programs/braintv/production/incoming/vi...   \n",
       "10  /allen/programs/braintv/production/incoming/vi...   \n",
       "8   /allen/programs/braintv/production/incoming/vi...   \n",
       "6   /allen/programs/braintv/production/incoming/vi...   \n",
       "7   /allen/programs/braintv/production/incoming/vi...   \n",
       "5   /allen/programs/braintv/production/incoming/vi...   \n",
       "4   /allen/programs/braintv/production/incoming/vi...   \n",
       "2   /allen/programs/braintv/production/incoming/vi...   \n",
       "1   /allen/programs/braintv/production/incoming/vi...   \n",
       "0   /allen/programs/braintv/production/incoming/vi...   \n",
       "3   /allen/programs/braintv/production/incoming/vi...   \n",
       "\n",
       "                             foraging_id   donor_id ophys_session_id  \\\n",
       "33  d07d59da-8d58-405a-b936-a956963fc760  735096472             None   \n",
       "32  249f2ecc-8bcd-42b9-90d6-3f7fb45b22b8  735096472             None   \n",
       "31  a7ac6c31-fae8-4d6b-b9c0-d7507b52c5a3  735096472             None   \n",
       "30  3dbf1914-abb0-40e1-8c27-1ccc7af911f5  735096472             None   \n",
       "29  2818ca6c-f11b-4f02-8fd5-5f46a480b1ab  735096472             None   \n",
       "27  f2ddba37-6500-4512-8ac8-b60cc190332a  735096472             None   \n",
       "26  b70e2599-df5c-43e4-9a1c-4489566efdfc  735096472             None   \n",
       "24  b5803b35-d03c-4588-8b1d-af91691b665f  735096472             None   \n",
       "28  86877f68-4ab8-46b2-927d-452db04c27b8  735096472             None   \n",
       "25  cc1fab3c-c3fe-46b1-a03d-436023d9045b  735096472             None   \n",
       "23  7c8ee906-c4f0-434c-b436-d8363e7549d2  735096472             None   \n",
       "22  2c72be26-c269-41ba-9221-9872c4aba048  735096472             None   \n",
       "21  592c82b5-d2df-4e4d-9b0a-ef5248b5a1a3  735096472             None   \n",
       "20  0958cc67-d483-4ced-bb51-f3f14474dc34  735096472             None   \n",
       "16  60c401ef-9fa6-472c-a323-20aad7a05211  735096472             None   \n",
       "19  637dceeb-b6ac-40a6-9cbf-c6d9bce3745c  735096472             None   \n",
       "18  5f4cebc5-342d-4fe6-bb98-93f595692525  735096472             None   \n",
       "17  53984151-fbef-420d-98d5-26d269c6df99  735096472             None   \n",
       "13  6c6f806e-7758-4f29-80a7-fcbff7eebf7e  735096472             None   \n",
       "15  b5d77cd8-8125-4fde-86e8-3f3a1d08a8e3  735096472             None   \n",
       "11  4671a9d0-a0ee-4f20-85c7-50d2bdb542ba  735096472             None   \n",
       "14  3cfee081-6ca6-445f-8af6-2e722a225321  735096472             None   \n",
       "12  bbfaf50a-539b-4038-adc1-04abf75262d9  735096472             None   \n",
       "9   08ea6baf-07d3-4614-825c-4c28072599c3  735096472             None   \n",
       "10  b078b119-9119-4fa3-82a8-2316715f17fb  735096472             None   \n",
       "8   f67fef75-3a1f-47ee-a2a0-bf39f57328d8  735096472             None   \n",
       "6   48dbc11e-df8d-407a-a417-0d324e76059c  735096472             None   \n",
       "7   c747c674-3854-4379-b348-57b2a92d6f9b  735096472             None   \n",
       "5   c459b767-1c91-4a34-85d6-ffd1c93f83b5  735096472             None   \n",
       "4   32d42c6e-d457-438c-abd5-aa043068be4c  735096472             None   \n",
       "2   60c00f49-9918-4581-ad1b-563ac8f7937e  735096472             None   \n",
       "1   54d654c6-19c3-4947-92dd-a746f81eb843  735096472             None   \n",
       "0   15f52ba2-4407-47be-962d-3e9cc3ac6f69  735096472             None   \n",
       "3   2afe098f-06df-44fc-b64f-4079e1221664  735096472             None   \n",
       "\n",
       "   equipment_id  ...      rig  \\\n",
       "33         None  ...  unknown   \n",
       "32         None  ...  unknown   \n",
       "31         None  ...  unknown   \n",
       "30         None  ...  unknown   \n",
       "29         None  ...  unknown   \n",
       "27         None  ...  unknown   \n",
       "26         None  ...  unknown   \n",
       "24         None  ...  unknown   \n",
       "28         None  ...  unknown   \n",
       "25         None  ...  unknown   \n",
       "23         None  ...  unknown   \n",
       "22         None  ...  unknown   \n",
       "21         None  ...  unknown   \n",
       "20         None  ...  unknown   \n",
       "16         None  ...  unknown   \n",
       "19         None  ...  unknown   \n",
       "18         None  ...  unknown   \n",
       "17         None  ...  unknown   \n",
       "13         None  ...  unknown   \n",
       "15         None  ...  unknown   \n",
       "11         None  ...  unknown   \n",
       "14         None  ...  unknown   \n",
       "12         None  ...  unknown   \n",
       "9          None  ...  unknown   \n",
       "10         None  ...  unknown   \n",
       "8          None  ...  unknown   \n",
       "6          None  ...  unknown   \n",
       "7          None  ...  unknown   \n",
       "5          None  ...  unknown   \n",
       "4          None  ...  unknown   \n",
       "2          None  ...  unknown   \n",
       "1          None  ...  unknown   \n",
       "0          None  ...  unknown   \n",
       "3          None  ...  unknown   \n",
       "\n",
       "                                              pklfile  \\\n",
       "33  //allen/programs/braintv/production/visualbeha...   \n",
       "32  //allen/programs/braintv/production/visualbeha...   \n",
       "31  //allen/programs/braintv/production/visualbeha...   \n",
       "30  //allen/programs/braintv/production/visualbeha...   \n",
       "29  //allen/programs/braintv/production/visualbeha...   \n",
       "27  //allen/programs/braintv/production/visualbeha...   \n",
       "26  //allen/programs/braintv/production/visualbeha...   \n",
       "24  //allen/programs/braintv/production/visualbeha...   \n",
       "28  //allen/programs/braintv/production/visualbeha...   \n",
       "25  //allen/programs/braintv/production/visualbeha...   \n",
       "23  //allen/programs/braintv/production/visualbeha...   \n",
       "22  //allen/programs/braintv/production/visualbeha...   \n",
       "21  //allen/programs/braintv/production/visualbeha...   \n",
       "20  //allen/programs/braintv/production/visualbeha...   \n",
       "16  //allen/programs/braintv/production/visualbeha...   \n",
       "19  //allen/programs/braintv/production/visualbeha...   \n",
       "18  //allen/programs/braintv/production/visualbeha...   \n",
       "17  //allen/programs/braintv/production/visualbeha...   \n",
       "13  //allen/programs/braintv/production/visualbeha...   \n",
       "15  //allen/programs/braintv/production/visualbeha...   \n",
       "11  //allen/programs/braintv/production/visualbeha...   \n",
       "14  //allen/programs/braintv/production/visualbeha...   \n",
       "12  //allen/programs/braintv/production/visualbeha...   \n",
       "9   //allen/programs/braintv/production/visualbeha...   \n",
       "10  //allen/programs/braintv/production/visualbeha...   \n",
       "8   //allen/programs/braintv/production/visualbeha...   \n",
       "6   //allen/programs/braintv/production/visualbeha...   \n",
       "7   //allen/programs/braintv/production/visualbeha...   \n",
       "5   //allen/programs/braintv/production/visualbeha...   \n",
       "4   //allen/programs/braintv/production/visualbeha...   \n",
       "2   //allen/programs/braintv/production/visualbeha...   \n",
       "1   //allen/programs/braintv/production/visualbeha...   \n",
       "0   //allen/programs/braintv/production/visualbeha...   \n",
       "3   //allen/programs/braintv/production/visualbeha...   \n",
       "\n",
       "                                               trials  \\\n",
       "33       index auto_rewarded change_contrast  chan...   \n",
       "32       index auto_rewarded change_contrast  chan...   \n",
       "31       index auto_rewarded change_contrast  chan...   \n",
       "30       index auto_rewarded change_contrast  chan...   \n",
       "29       index auto_rewarded change_contrast  chan...   \n",
       "27       index auto_rewarded change_contrast  chan...   \n",
       "26       index auto_rewarded change_contrast  chan...   \n",
       "24       index auto_rewarded change_contrast  chan...   \n",
       "28       index auto_rewarded change_contrast  chan...   \n",
       "25      index auto_rewarded change_contrast  chang...   \n",
       "23       index auto_rewarded change_contrast  chan...   \n",
       "22       index auto_rewarded change_contrast  chan...   \n",
       "21       index auto_rewarded change_contrast  chan...   \n",
       "20       index auto_rewarded change_contrast  chan...   \n",
       "16       index auto_rewarded change_contrast  chan...   \n",
       "19       index auto_rewarded change_contrast  chan...   \n",
       "18       index auto_rewarded change_contrast  chan...   \n",
       "17       index auto_rewarded change_contrast  chan...   \n",
       "13       index auto_rewarded change_contrast  chan...   \n",
       "15        index auto_rewarded change_contrast  cha...   \n",
       "11       index auto_rewarded change_contrast  chan...   \n",
       "14        index auto_rewarded change_contrast  cha...   \n",
       "12        index auto_rewarded change_contrast  cha...   \n",
       "9        index auto_rewarded change_contrast  chan...   \n",
       "10       index auto_rewarded change_contrast  chan...   \n",
       "8        index auto_rewarded change_contrast  chan...   \n",
       "6        index auto_rewarded change_contrast  chan...   \n",
       "7        index auto_rewarded change_contrast  chan...   \n",
       "5        index auto_rewarded change_contrast  chan...   \n",
       "4        index auto_rewarded change_contrast  chan...   \n",
       "2         index auto_rewarded change_contrast  cha...   \n",
       "1        index auto_rewarded change_contrast  chan...   \n",
       "0         index auto_rewarded change_contrast  cha...   \n",
       "3        index  auto_rewarded change_contrast  cha...   \n",
       "\n",
       "                                stage                 session_datetime  \\\n",
       "33  TRAINING_4_images_A_handoff_ready 2018-11-01 16:35:30.265000-07:00   \n",
       "32  TRAINING_4_images_A_handoff_ready 2018-10-31 16:03:32.377000-07:00   \n",
       "31           4_images_a_handoff_ready 2018-10-30 13:02:35.130000-07:00   \n",
       "30           4_images_a_handoff_ready 2018-10-29 15:44:24.509000-07:00   \n",
       "29           4_images_a_handoff_ready 2018-10-26 16:15:46.086000-07:00   \n",
       "27           4_images_a_handoff_ready 2018-10-25 16:16:34.054000-07:00   \n",
       "26          4_images_a_handoff_lapsed 2018-10-24 15:58:00.297000-07:00   \n",
       "24          4_images_a_handoff_lapsed 2018-10-23 15:48:10.066000-07:00   \n",
       "28           4_images_a_handoff_ready 2018-10-22 15:07:49.081000-07:00   \n",
       "25           4_images_a_handoff_ready 2018-10-22 15:00:54.321000-07:00   \n",
       "23           4_images_a_handoff_ready 2018-10-19 15:23:05.331000-07:00   \n",
       "22           4_images_a_handoff_ready 2018-10-18 16:18:12.591000-07:00   \n",
       "21           4_images_a_handoff_ready 2018-10-17 15:36:23.331000-07:00   \n",
       "20           4_images_a_handoff_ready 2018-10-16 16:09:47.295000-07:00   \n",
       "16          4_images_a_handoff_lapsed 2018-10-15 16:33:15.548000-07:00   \n",
       "19          4_images_a_handoff_lapsed 2018-10-12 15:44:01.882000-07:00   \n",
       "18          4_images_a_handoff_lapsed 2018-10-11 16:13:12.780000-07:00   \n",
       "17          4_images_a_handoff_lapsed 2018-10-10 17:35:57.834000-07:00   \n",
       "13          4_images_a_handoff_lapsed 2018-10-09 16:58:05.460000-07:00   \n",
       "15          4_images_a_handoff_lapsed 2018-10-08 16:17:47.277000-07:00   \n",
       "11          4_images_a_handoff_lapsed 2018-10-05 13:33:17.263000-07:00   \n",
       "14          4_images_a_handoff_lapsed 2018-10-04 15:02:24.042000-07:00   \n",
       "12          4_images_a_handoff_lapsed 2018-10-02 17:50:06.183000-07:00   \n",
       "9            4_images_a_handoff_ready 2018-10-01 09:12:36.587000-07:00   \n",
       "10                4_images_a_training 2018-09-28 09:24:51.755000-07:00   \n",
       "8              3_images_a_10uL_reward 2018-09-27 08:38:50.897000-07:00   \n",
       "6              3_images_a_10uL_reward 2018-09-26 09:00:29.070000-07:00   \n",
       "7              3_images_a_10uL_reward 2018-09-25 09:08:51.582000-07:00   \n",
       "5                  2_gratings_flashed 2018-09-24 10:18:12.781000-07:00   \n",
       "4                          1_gratings 2018-09-21 09:03:36.784000-07:00   \n",
       "2                          1_gratings 2018-09-19 09:01:43.957000-07:00   \n",
       "1                          1_gratings 2018-09-18 08:56:18.337000-07:00   \n",
       "0                          1_gratings 2018-09-17 09:04:01.091000-07:00   \n",
       "3        0_gratings_autorewards_15min 2018-09-14 10:10:18.481000-07:00   \n",
       "\n",
       "             session_datetime_local             session_datetime_utc  \\\n",
       "33 2018-11-01 16:35:30.265000-07:00 2018-11-01 23:35:30.265000+00:00   \n",
       "32 2018-10-31 16:03:32.377000-07:00 2018-10-31 23:03:32.377000+00:00   \n",
       "31 2018-10-30 13:02:35.130000-07:00 2018-10-30 20:02:35.130000+00:00   \n",
       "30 2018-10-29 15:44:24.509000-07:00 2018-10-29 22:44:24.509000+00:00   \n",
       "29 2018-10-26 16:15:46.086000-07:00 2018-10-26 23:15:46.086000+00:00   \n",
       "27 2018-10-25 16:16:34.054000-07:00 2018-10-25 23:16:34.054000+00:00   \n",
       "26 2018-10-24 15:58:00.297000-07:00 2018-10-24 22:58:00.297000+00:00   \n",
       "24 2018-10-23 15:48:10.066000-07:00 2018-10-23 22:48:10.066000+00:00   \n",
       "28 2018-10-22 15:07:49.081000-07:00 2018-10-22 22:07:49.081000+00:00   \n",
       "25 2018-10-22 15:00:54.321000-07:00 2018-10-22 22:00:54.321000+00:00   \n",
       "23 2018-10-19 15:23:05.331000-07:00 2018-10-19 22:23:05.331000+00:00   \n",
       "22 2018-10-18 16:18:12.591000-07:00 2018-10-18 23:18:12.591000+00:00   \n",
       "21 2018-10-17 15:36:23.331000-07:00 2018-10-17 22:36:23.331000+00:00   \n",
       "20 2018-10-16 16:09:47.295000-07:00 2018-10-16 23:09:47.295000+00:00   \n",
       "16 2018-10-15 16:33:15.548000-07:00 2018-10-15 23:33:15.548000+00:00   \n",
       "19 2018-10-12 15:44:01.882000-07:00 2018-10-12 22:44:01.882000+00:00   \n",
       "18 2018-10-11 16:13:12.780000-07:00 2018-10-11 23:13:12.780000+00:00   \n",
       "17 2018-10-10 17:35:57.834000-07:00 2018-10-11 00:35:57.834000+00:00   \n",
       "13 2018-10-09 16:58:05.460000-07:00 2018-10-09 23:58:05.460000+00:00   \n",
       "15 2018-10-08 16:17:47.277000-07:00 2018-10-08 23:17:47.277000+00:00   \n",
       "11 2018-10-05 13:33:17.263000-07:00 2018-10-05 20:33:17.263000+00:00   \n",
       "14 2018-10-04 15:02:24.042000-07:00 2018-10-04 22:02:24.042000+00:00   \n",
       "12 2018-10-02 17:50:06.183000-07:00 2018-10-03 00:50:06.183000+00:00   \n",
       "9  2018-10-01 09:12:36.587000-07:00 2018-10-01 16:12:36.587000+00:00   \n",
       "10 2018-09-28 09:24:51.755000-07:00 2018-09-28 16:24:51.755000+00:00   \n",
       "8  2018-09-27 08:38:50.897000-07:00 2018-09-27 15:38:50.897000+00:00   \n",
       "6  2018-09-26 09:00:29.070000-07:00 2018-09-26 16:00:29.070000+00:00   \n",
       "7  2018-09-25 09:08:51.582000-07:00 2018-09-25 16:08:51.582000+00:00   \n",
       "5  2018-09-24 10:18:12.781000-07:00 2018-09-24 17:18:12.781000+00:00   \n",
       "4  2018-09-21 09:03:36.784000-07:00 2018-09-21 16:03:36.784000+00:00   \n",
       "2  2018-09-19 09:01:43.957000-07:00 2018-09-19 16:01:43.957000+00:00   \n",
       "1  2018-09-18 08:56:18.337000-07:00 2018-09-18 15:56:18.337000+00:00   \n",
       "0  2018-09-17 09:04:01.091000-07:00 2018-09-17 16:04:01.091000+00:00   \n",
       "3  2018-09-14 10:10:18.481000-07:00 2018-09-14 17:10:18.481000+00:00   \n",
       "\n",
       "   cumulative_rewards  timeFromLastSession  engaged_dprime  \n",
       "33                103            24.532500        1.297003  \n",
       "32                175            27.015833        1.762619  \n",
       "31                124            21.302778        1.034113  \n",
       "30                 62            71.477222        1.418864  \n",
       "29                107            23.986667        0.926414  \n",
       "27                112            24.309167        0.524744  \n",
       "26                130            24.163889        0.714362  \n",
       "24                143            24.672222        0.919504  \n",
       "28                137             0.115000        1.281013  \n",
       "25                -10            71.630000             inf  \n",
       "23                 96            23.081111        0.856135  \n",
       "22                116            24.696944        1.068878  \n",
       "21                108            23.443333        0.878034  \n",
       "20                 85            23.608611        0.602516  \n",
       "16                 96            72.820278        1.418974  \n",
       "19                 37            23.513611        0.578774  \n",
       "18                113            22.620556        1.170188  \n",
       "17                 80            24.631111        0.460697  \n",
       "13                104            24.671667        1.286895  \n",
       "15                 15            74.741667        0.926380  \n",
       "11                 15            22.514722        0.778007  \n",
       "14                -12            45.204722       -0.123329  \n",
       "12                 80            32.624722        1.461840  \n",
       "9                  66            71.795556        0.558140  \n",
       "10                 81            24.766667        0.830286  \n",
       "8                  63            23.639167        0.833805  \n",
       "6                  64            23.860278        1.198278  \n",
       "7                  54            22.843889        1.293778  \n",
       "5                  55            73.243056        1.007853  \n",
       "4                  52            48.031111        2.471074  \n",
       "2                 -66            24.090278             NaN  \n",
       "1                  -6            23.871389        0.415623  \n",
       "0                 -11            70.895000        0.508598  \n",
       "3                   0                  NaN             NaN  \n",
       "\n",
       "[34 rows x 21 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mm.beh_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>behavior_training_id</th>\n",
       "      <th>created_at</th>\n",
       "      <th>updated_at</th>\n",
       "      <th>storage_directory</th>\n",
       "      <th>temp_output_file_location</th>\n",
       "      <th>foraging_id</th>\n",
       "      <th>donor_id</th>\n",
       "      <th>ophys_session_id</th>\n",
       "      <th>equipment_id</th>\n",
       "      <th>...</th>\n",
       "      <th>rig</th>\n",
       "      <th>pklfile</th>\n",
       "      <th>trials</th>\n",
       "      <th>stage</th>\n",
       "      <th>session_datetime</th>\n",
       "      <th>session_datetime_local</th>\n",
       "      <th>session_datetime_utc</th>\n",
       "      <th>cumulative_rewards</th>\n",
       "      <th>timeFromLastSession</th>\n",
       "      <th>engaged_dprime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>772128766</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-11-02 02:45:49.566888</td>\n",
       "      <td>2018-11-02 02:45:51.529187</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>d07d59da-8d58-405a-b936-a956963fc760</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_4_images_A_handoff_ready</td>\n",
       "      <td>2018-11-01 16:35:30.265000-07:00</td>\n",
       "      <td>2018-11-01 16:35:30.265000-07:00</td>\n",
       "      <td>2018-11-01 23:35:30.265000+00:00</td>\n",
       "      <td>103</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.297003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>771429774</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-11-01 00:05:55.590802</td>\n",
       "      <td>2018-11-01 00:05:56.141853</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>249f2ecc-8bcd-42b9-90d6-3f7fb45b22b8</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>TRAINING_4_images_A_handoff_ready</td>\n",
       "      <td>2018-10-31 16:03:32.377000-07:00</td>\n",
       "      <td>2018-10-31 16:03:32.377000-07:00</td>\n",
       "      <td>2018-10-31 23:03:32.377000+00:00</td>\n",
       "      <td>175</td>\n",
       "      <td>-24.532778</td>\n",
       "      <td>1.762619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>770243700</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-30 21:05:49.173118</td>\n",
       "      <td>2018-10-30 21:05:51.816442</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>a7ac6c31-fae8-4d6b-b9c0-d7507b52c5a3</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_ready</td>\n",
       "      <td>2018-10-30 13:02:35.130000-07:00</td>\n",
       "      <td>2018-10-30 13:02:35.130000-07:00</td>\n",
       "      <td>2018-10-30 20:02:35.130000+00:00</td>\n",
       "      <td>131</td>\n",
       "      <td>-27.016111</td>\n",
       "      <td>1.034113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>770036348</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-29 23:45:59.354045</td>\n",
       "      <td>2018-10-29 23:45:59.872938</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>3dbf1914-abb0-40e1-8c27-1ccc7af911f5</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_ready</td>\n",
       "      <td>2018-10-29 15:44:24.509000-07:00</td>\n",
       "      <td>2018-10-29 15:44:24.509000-07:00</td>\n",
       "      <td>2018-10-29 22:44:24.509000+00:00</td>\n",
       "      <td>76</td>\n",
       "      <td>-21.303056</td>\n",
       "      <td>1.418864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>769510603</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-27 00:20:54.226692</td>\n",
       "      <td>2018-10-27 00:20:54.695045</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>2818ca6c-f11b-4f02-8fd5-5f46a480b1ab</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_ready</td>\n",
       "      <td>2018-10-26 16:15:46.086000-07:00</td>\n",
       "      <td>2018-10-26 16:15:46.086000-07:00</td>\n",
       "      <td>2018-10-26 23:15:46.086000+00:00</td>\n",
       "      <td>119</td>\n",
       "      <td>-71.477500</td>\n",
       "      <td>0.926414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>768857275</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-26 00:20:49.644332</td>\n",
       "      <td>2018-10-26 00:20:55.551077</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>f2ddba37-6500-4512-8ac8-b60cc190332a</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_ready</td>\n",
       "      <td>2018-10-25 16:16:34.054000-07:00</td>\n",
       "      <td>2018-10-25 16:16:34.054000-07:00</td>\n",
       "      <td>2018-10-25 23:16:34.054000+00:00</td>\n",
       "      <td>126</td>\n",
       "      <td>73.145556</td>\n",
       "      <td>0.524744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>768192694</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-25 00:00:57.461074</td>\n",
       "      <td>2018-10-25 00:00:58.056066</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>b70e2599-df5c-43e4-9a1c-4489566efdfc</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_lapsed</td>\n",
       "      <td>2018-10-24 15:58:00.297000-07:00</td>\n",
       "      <td>2018-10-24 15:58:00.297000-07:00</td>\n",
       "      <td>2018-10-24 22:58:00.297000+00:00</td>\n",
       "      <td>144</td>\n",
       "      <td>-24.309444</td>\n",
       "      <td>0.714362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>767357303</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-23 23:50:55.177697</td>\n",
       "      <td>2018-10-23 23:50:55.582004</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>b5803b35-d03c-4588-8b1d-af91691b665f</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_lapsed</td>\n",
       "      <td>2018-10-23 15:48:10.066000-07:00</td>\n",
       "      <td>2018-10-23 15:48:10.066000-07:00</td>\n",
       "      <td>2018-10-23 22:48:10.066000+00:00</td>\n",
       "      <td>154</td>\n",
       "      <td>24.787500</td>\n",
       "      <td>0.919504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>766760600</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-22 23:10:51.535990</td>\n",
       "      <td>2018-10-22 23:10:51.880540</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>86877f68-4ab8-46b2-927d-452db04c27b8</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_ready</td>\n",
       "      <td>2018-10-22 15:07:49.081000-07:00</td>\n",
       "      <td>2018-10-22 15:07:49.081000-07:00</td>\n",
       "      <td>2018-10-22 22:07:49.081000+00:00</td>\n",
       "      <td>142</td>\n",
       "      <td>-97.132778</td>\n",
       "      <td>1.281013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>766752673</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-22 22:05:54.943342</td>\n",
       "      <td>2018-10-22 22:05:55.244941</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>cc1fab3c-c3fe-46b1-a03d-436023d9045b</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chang...</td>\n",
       "      <td>4_images_a_handoff_ready</td>\n",
       "      <td>2018-10-22 15:00:54.321000-07:00</td>\n",
       "      <td>2018-10-22 15:00:54.321000-07:00</td>\n",
       "      <td>2018-10-22 22:00:54.321000+00:00</td>\n",
       "      <td>6</td>\n",
       "      <td>-48.951667</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>766195162</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-19 23:26:02.661307</td>\n",
       "      <td>2018-10-19 23:26:03.176450</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>7c8ee906-c4f0-434c-b436-d8363e7549d2</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_ready</td>\n",
       "      <td>2018-10-19 15:23:05.331000-07:00</td>\n",
       "      <td>2018-10-19 15:23:05.331000-07:00</td>\n",
       "      <td>2018-10-19 22:23:05.331000+00:00</td>\n",
       "      <td>110</td>\n",
       "      <td>-96.418056</td>\n",
       "      <td>0.856135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>765428696</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-19 03:10:49.634182</td>\n",
       "      <td>2018-10-19 03:10:56.520310</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>2c72be26-c269-41ba-9221-9872c4aba048</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_ready</td>\n",
       "      <td>2018-10-18 16:18:12.591000-07:00</td>\n",
       "      <td>2018-10-18 16:18:12.591000-07:00</td>\n",
       "      <td>2018-10-18 23:18:12.591000+00:00</td>\n",
       "      <td>138</td>\n",
       "      <td>-23.081389</td>\n",
       "      <td>1.068878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>764925990</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-17 23:40:54.090711</td>\n",
       "      <td>2018-10-17 23:40:54.460456</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>592c82b5-d2df-4e4d-9b0a-ef5248b5a1a3</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_ready</td>\n",
       "      <td>2018-10-17 15:36:23.331000-07:00</td>\n",
       "      <td>2018-10-17 15:36:23.331000-07:00</td>\n",
       "      <td>2018-10-17 22:36:23.331000+00:00</td>\n",
       "      <td>127</td>\n",
       "      <td>-24.697222</td>\n",
       "      <td>0.878034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>764508503</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-17 00:10:51.674920</td>\n",
       "      <td>2018-10-17 00:10:52.209055</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>0958cc67-d483-4ced-bb51-f3f14474dc34</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_ready</td>\n",
       "      <td>2018-10-16 16:09:47.295000-07:00</td>\n",
       "      <td>2018-10-16 16:09:47.295000-07:00</td>\n",
       "      <td>2018-10-16 23:09:47.295000+00:00</td>\n",
       "      <td>101</td>\n",
       "      <td>-23.443611</td>\n",
       "      <td>0.602516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>764080949</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-16 00:35:49.780530</td>\n",
       "      <td>2018-10-16 00:35:50.184695</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>60c401ef-9fa6-472c-a323-20aad7a05211</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_lapsed</td>\n",
       "      <td>2018-10-15 16:33:15.548000-07:00</td>\n",
       "      <td>2018-10-15 16:33:15.548000-07:00</td>\n",
       "      <td>2018-10-15 23:33:15.548000+00:00</td>\n",
       "      <td>107</td>\n",
       "      <td>118.954722</td>\n",
       "      <td>1.418974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>763384612</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-12 23:45:53.195256</td>\n",
       "      <td>2018-10-12 23:45:53.642642</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>637dceeb-b6ac-40a6-9cbf-c6d9bce3745c</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_lapsed</td>\n",
       "      <td>2018-10-12 15:44:01.882000-07:00</td>\n",
       "      <td>2018-10-12 15:44:01.882000-07:00</td>\n",
       "      <td>2018-10-12 22:44:01.882000+00:00</td>\n",
       "      <td>66</td>\n",
       "      <td>-96.429444</td>\n",
       "      <td>0.578774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>762771938</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-12 00:15:52.216979</td>\n",
       "      <td>2018-10-12 00:15:52.622089</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>5f4cebc5-342d-4fe6-bb98-93f595692525</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_lapsed</td>\n",
       "      <td>2018-10-11 16:13:12.780000-07:00</td>\n",
       "      <td>2018-10-11 16:13:12.780000-07:00</td>\n",
       "      <td>2018-10-11 23:13:12.780000+00:00</td>\n",
       "      <td>128</td>\n",
       "      <td>-23.513889</td>\n",
       "      <td>1.170188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>762214293</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-11 01:41:43.790249</td>\n",
       "      <td>2018-10-11 01:41:44.094502</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>53984151-fbef-420d-98d5-26d269c6df99</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_lapsed</td>\n",
       "      <td>2018-10-10 17:35:57.834000-07:00</td>\n",
       "      <td>2018-10-10 17:35:57.834000-07:00</td>\n",
       "      <td>2018-10-11 00:35:57.834000+00:00</td>\n",
       "      <td>91</td>\n",
       "      <td>-22.620833</td>\n",
       "      <td>0.460697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>761856606</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-10 01:00:57.337491</td>\n",
       "      <td>2018-10-10 01:00:57.727884</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>6c6f806e-7758-4f29-80a7-fcbff7eebf7e</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_lapsed</td>\n",
       "      <td>2018-10-09 16:58:05.460000-07:00</td>\n",
       "      <td>2018-10-09 16:58:05.460000-07:00</td>\n",
       "      <td>2018-10-09 23:58:05.460000+00:00</td>\n",
       "      <td>122</td>\n",
       "      <td>121.928056</td>\n",
       "      <td>1.286895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>761555547</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-09 00:21:45.328053</td>\n",
       "      <td>2018-10-09 00:21:45.668860</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>b5d77cd8-8125-4fde-86e8-3f3a1d08a8e3</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  cha...</td>\n",
       "      <td>4_images_a_handoff_lapsed</td>\n",
       "      <td>2018-10-08 16:17:47.277000-07:00</td>\n",
       "      <td>2018-10-08 16:17:47.277000-07:00</td>\n",
       "      <td>2018-10-08 23:17:47.277000+00:00</td>\n",
       "      <td>85</td>\n",
       "      <td>-168.258056</td>\n",
       "      <td>0.926380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>760959674</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-05 21:35:48.271142</td>\n",
       "      <td>2018-10-05 21:35:48.714317</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>4671a9d0-a0ee-4f20-85c7-50d2bdb542ba</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_lapsed</td>\n",
       "      <td>2018-10-05 13:33:17.263000-07:00</td>\n",
       "      <td>2018-10-05 13:33:17.263000-07:00</td>\n",
       "      <td>2018-10-05 20:33:17.263000+00:00</td>\n",
       "      <td>73</td>\n",
       "      <td>67.719722</td>\n",
       "      <td>0.778007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>760706493</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-04 23:05:52.552706</td>\n",
       "      <td>2018-10-04 23:05:52.963890</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>3cfee081-6ca6-445f-8af6-2e722a225321</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  cha...</td>\n",
       "      <td>4_images_a_handoff_lapsed</td>\n",
       "      <td>2018-10-04 15:02:24.042000-07:00</td>\n",
       "      <td>2018-10-04 15:02:24.042000-07:00</td>\n",
       "      <td>2018-10-04 22:02:24.042000+00:00</td>\n",
       "      <td>55</td>\n",
       "      <td>-97.256667</td>\n",
       "      <td>-0.123329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>760066724</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-03 01:50:52.576315</td>\n",
       "      <td>2018-10-03 01:50:52.887738</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>bbfaf50a-539b-4038-adc1-04abf75262d9</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  cha...</td>\n",
       "      <td>4_images_a_handoff_lapsed</td>\n",
       "      <td>2018-10-02 17:50:06.183000-07:00</td>\n",
       "      <td>2018-10-02 17:50:06.183000-07:00</td>\n",
       "      <td>2018-10-03 00:50:06.183000+00:00</td>\n",
       "      <td>89</td>\n",
       "      <td>-167.133333</td>\n",
       "      <td>1.461840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>759659987</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-10-01 17:15:49.486160</td>\n",
       "      <td>2018-10-01 17:15:51.125633</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>08ea6baf-07d3-4614-825c-4c28072599c3</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_handoff_ready</td>\n",
       "      <td>2018-10-01 09:12:36.587000-07:00</td>\n",
       "      <td>2018-10-01 09:12:36.587000-07:00</td>\n",
       "      <td>2018-10-01 16:12:36.587000+00:00</td>\n",
       "      <td>90</td>\n",
       "      <td>71.795556</td>\n",
       "      <td>0.558140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>759408280</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-28 17:25:51.834696</td>\n",
       "      <td>2018-09-28 17:25:52.665253</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>b078b119-9119-4fa3-82a8-2316715f17fb</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>4_images_a_training</td>\n",
       "      <td>2018-09-28 09:24:51.755000-07:00</td>\n",
       "      <td>2018-09-28 09:24:51.755000-07:00</td>\n",
       "      <td>2018-09-28 16:24:51.755000+00:00</td>\n",
       "      <td>95</td>\n",
       "      <td>-172.140556</td>\n",
       "      <td>0.830286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>759144139</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-27 16:40:44.155671</td>\n",
       "      <td>2018-09-27 16:40:45.395419</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>f67fef75-3a1f-47ee-a2a0-bf39f57328d8</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>3_images_a_10uL_reward</td>\n",
       "      <td>2018-09-27 08:38:50.897000-07:00</td>\n",
       "      <td>2018-09-27 08:38:50.897000-07:00</td>\n",
       "      <td>2018-09-27 15:38:50.897000+00:00</td>\n",
       "      <td>88</td>\n",
       "      <td>-96.562778</td>\n",
       "      <td>0.833805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>758519603</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-26 17:05:55.995985</td>\n",
       "      <td>2018-09-26 17:05:58.678886</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>48dbc11e-df8d-407a-a417-0d324e76059c</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>3_images_a_10uL_reward</td>\n",
       "      <td>2018-09-26 09:00:29.070000-07:00</td>\n",
       "      <td>2018-09-26 09:00:29.070000-07:00</td>\n",
       "      <td>2018-09-26 16:00:29.070000+00:00</td>\n",
       "      <td>96</td>\n",
       "      <td>23.860278</td>\n",
       "      <td>1.198278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>757844866</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-25 17:10:52.115211</td>\n",
       "      <td>2018-09-25 17:10:53.411533</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>c747c674-3854-4379-b348-57b2a92d6f9b</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>3_images_a_10uL_reward</td>\n",
       "      <td>2018-09-25 09:08:51.582000-07:00</td>\n",
       "      <td>2018-09-25 09:08:51.582000-07:00</td>\n",
       "      <td>2018-09-25 16:08:51.582000+00:00</td>\n",
       "      <td>85</td>\n",
       "      <td>-47.500000</td>\n",
       "      <td>1.293778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>757185556</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-24 18:20:52.239946</td>\n",
       "      <td>2018-09-24 18:20:52.994197</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>c459b767-1c91-4a34-85d6-ffd1c93f83b5</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>2_gratings_flashed</td>\n",
       "      <td>2018-09-24 10:18:12.781000-07:00</td>\n",
       "      <td>2018-09-24 10:18:12.781000-07:00</td>\n",
       "      <td>2018-09-24 17:18:12.781000+00:00</td>\n",
       "      <td>98</td>\n",
       "      <td>-46.704722</td>\n",
       "      <td>1.007853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>756301385</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-21 17:05:56.943512</td>\n",
       "      <td>2018-09-21 17:05:59.135645</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>32d42c6e-d457-438c-abd5-aa043068be4c</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>1_gratings</td>\n",
       "      <td>2018-09-21 09:03:36.784000-07:00</td>\n",
       "      <td>2018-09-21 09:03:36.784000-07:00</td>\n",
       "      <td>2018-09-21 16:03:36.784000+00:00</td>\n",
       "      <td>120</td>\n",
       "      <td>-73.243333</td>\n",
       "      <td>2.471074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>755219547</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-19 17:05:50.583635</td>\n",
       "      <td>2018-09-19 17:05:52.775549</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>60c00f49-9918-4581-ad1b-563ac8f7937e</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  cha...</td>\n",
       "      <td>1_gratings</td>\n",
       "      <td>2018-09-19 09:01:43.957000-07:00</td>\n",
       "      <td>2018-09-19 09:01:43.957000-07:00</td>\n",
       "      <td>2018-09-19 16:01:43.957000+00:00</td>\n",
       "      <td>65</td>\n",
       "      <td>118.856944</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>754684147</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-18 17:00:52.641222</td>\n",
       "      <td>2018-09-18 17:00:55.336688</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>54d654c6-19c3-4947-92dd-a746f81eb843</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  chan...</td>\n",
       "      <td>1_gratings</td>\n",
       "      <td>2018-09-18 08:56:18.337000-07:00</td>\n",
       "      <td>2018-09-18 08:56:18.337000-07:00</td>\n",
       "      <td>2018-09-18 15:56:18.337000+00:00</td>\n",
       "      <td>89</td>\n",
       "      <td>-24.090556</td>\n",
       "      <td>0.415623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>754300660</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-17 17:05:49.395266</td>\n",
       "      <td>2018-09-17 17:05:50.299297</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>15f52ba2-4407-47be-962d-3e9cc3ac6f69</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index auto_rewarded change_contrast  cha...</td>\n",
       "      <td>1_gratings</td>\n",
       "      <td>2018-09-17 09:04:01.091000-07:00</td>\n",
       "      <td>2018-09-17 09:04:01.091000-07:00</td>\n",
       "      <td>2018-09-17 16:04:01.091000+00:00</td>\n",
       "      <td>92</td>\n",
       "      <td>-23.871667</td>\n",
       "      <td>0.508598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>753626958</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-09-14 17:25:47.867571</td>\n",
       "      <td>2018-09-14 17:25:48.275517</td>\n",
       "      <td>/allen/programs/braintv/production/visualbehav...</td>\n",
       "      <td>/allen/programs/braintv/production/incoming/vi...</td>\n",
       "      <td>2afe098f-06df-44fc-b64f-4079e1221664</td>\n",
       "      <td>735096472</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>//allen/programs/braintv/production/visualbeha...</td>\n",
       "      <td>index  auto_rewarded change_contrast  cha...</td>\n",
       "      <td>0_gratings_autorewards_15min</td>\n",
       "      <td>2018-09-14 10:10:18.481000-07:00</td>\n",
       "      <td>2018-09-14 10:10:18.481000-07:00</td>\n",
       "      <td>2018-09-14 17:10:18.481000+00:00</td>\n",
       "      <td>109</td>\n",
       "      <td>-166.888611</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>34 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           id behavior_training_id                 created_at  \\\n",
       "33  772128766                 None 2018-11-02 02:45:49.566888   \n",
       "32  771429774                 None 2018-11-01 00:05:55.590802   \n",
       "31  770243700                 None 2018-10-30 21:05:49.173118   \n",
       "30  770036348                 None 2018-10-29 23:45:59.354045   \n",
       "29  769510603                 None 2018-10-27 00:20:54.226692   \n",
       "27  768857275                 None 2018-10-26 00:20:49.644332   \n",
       "26  768192694                 None 2018-10-25 00:00:57.461074   \n",
       "24  767357303                 None 2018-10-23 23:50:55.177697   \n",
       "28  766760600                 None 2018-10-22 23:10:51.535990   \n",
       "25  766752673                 None 2018-10-22 22:05:54.943342   \n",
       "23  766195162                 None 2018-10-19 23:26:02.661307   \n",
       "22  765428696                 None 2018-10-19 03:10:49.634182   \n",
       "21  764925990                 None 2018-10-17 23:40:54.090711   \n",
       "20  764508503                 None 2018-10-17 00:10:51.674920   \n",
       "16  764080949                 None 2018-10-16 00:35:49.780530   \n",
       "19  763384612                 None 2018-10-12 23:45:53.195256   \n",
       "18  762771938                 None 2018-10-12 00:15:52.216979   \n",
       "17  762214293                 None 2018-10-11 01:41:43.790249   \n",
       "13  761856606                 None 2018-10-10 01:00:57.337491   \n",
       "15  761555547                 None 2018-10-09 00:21:45.328053   \n",
       "11  760959674                 None 2018-10-05 21:35:48.271142   \n",
       "14  760706493                 None 2018-10-04 23:05:52.552706   \n",
       "12  760066724                 None 2018-10-03 01:50:52.576315   \n",
       "9   759659987                 None 2018-10-01 17:15:49.486160   \n",
       "10  759408280                 None 2018-09-28 17:25:51.834696   \n",
       "8   759144139                 None 2018-09-27 16:40:44.155671   \n",
       "6   758519603                 None 2018-09-26 17:05:55.995985   \n",
       "7   757844866                 None 2018-09-25 17:10:52.115211   \n",
       "5   757185556                 None 2018-09-24 18:20:52.239946   \n",
       "4   756301385                 None 2018-09-21 17:05:56.943512   \n",
       "2   755219547                 None 2018-09-19 17:05:50.583635   \n",
       "1   754684147                 None 2018-09-18 17:00:52.641222   \n",
       "0   754300660                 None 2018-09-17 17:05:49.395266   \n",
       "3   753626958                 None 2018-09-14 17:25:47.867571   \n",
       "\n",
       "                   updated_at  \\\n",
       "33 2018-11-02 02:45:51.529187   \n",
       "32 2018-11-01 00:05:56.141853   \n",
       "31 2018-10-30 21:05:51.816442   \n",
       "30 2018-10-29 23:45:59.872938   \n",
       "29 2018-10-27 00:20:54.695045   \n",
       "27 2018-10-26 00:20:55.551077   \n",
       "26 2018-10-25 00:00:58.056066   \n",
       "24 2018-10-23 23:50:55.582004   \n",
       "28 2018-10-22 23:10:51.880540   \n",
       "25 2018-10-22 22:05:55.244941   \n",
       "23 2018-10-19 23:26:03.176450   \n",
       "22 2018-10-19 03:10:56.520310   \n",
       "21 2018-10-17 23:40:54.460456   \n",
       "20 2018-10-17 00:10:52.209055   \n",
       "16 2018-10-16 00:35:50.184695   \n",
       "19 2018-10-12 23:45:53.642642   \n",
       "18 2018-10-12 00:15:52.622089   \n",
       "17 2018-10-11 01:41:44.094502   \n",
       "13 2018-10-10 01:00:57.727884   \n",
       "15 2018-10-09 00:21:45.668860   \n",
       "11 2018-10-05 21:35:48.714317   \n",
       "14 2018-10-04 23:05:52.963890   \n",
       "12 2018-10-03 01:50:52.887738   \n",
       "9  2018-10-01 17:15:51.125633   \n",
       "10 2018-09-28 17:25:52.665253   \n",
       "8  2018-09-27 16:40:45.395419   \n",
       "6  2018-09-26 17:05:58.678886   \n",
       "7  2018-09-25 17:10:53.411533   \n",
       "5  2018-09-24 18:20:52.994197   \n",
       "4  2018-09-21 17:05:59.135645   \n",
       "2  2018-09-19 17:05:52.775549   \n",
       "1  2018-09-18 17:00:55.336688   \n",
       "0  2018-09-17 17:05:50.299297   \n",
       "3  2018-09-14 17:25:48.275517   \n",
       "\n",
       "                                    storage_directory  \\\n",
       "33  /allen/programs/braintv/production/visualbehav...   \n",
       "32  /allen/programs/braintv/production/visualbehav...   \n",
       "31  /allen/programs/braintv/production/visualbehav...   \n",
       "30  /allen/programs/braintv/production/visualbehav...   \n",
       "29  /allen/programs/braintv/production/visualbehav...   \n",
       "27  /allen/programs/braintv/production/visualbehav...   \n",
       "26  /allen/programs/braintv/production/visualbehav...   \n",
       "24  /allen/programs/braintv/production/visualbehav...   \n",
       "28  /allen/programs/braintv/production/visualbehav...   \n",
       "25  /allen/programs/braintv/production/visualbehav...   \n",
       "23  /allen/programs/braintv/production/visualbehav...   \n",
       "22  /allen/programs/braintv/production/visualbehav...   \n",
       "21  /allen/programs/braintv/production/visualbehav...   \n",
       "20  /allen/programs/braintv/production/visualbehav...   \n",
       "16  /allen/programs/braintv/production/visualbehav...   \n",
       "19  /allen/programs/braintv/production/visualbehav...   \n",
       "18  /allen/programs/braintv/production/visualbehav...   \n",
       "17  /allen/programs/braintv/production/visualbehav...   \n",
       "13  /allen/programs/braintv/production/visualbehav...   \n",
       "15  /allen/programs/braintv/production/visualbehav...   \n",
       "11  /allen/programs/braintv/production/visualbehav...   \n",
       "14  /allen/programs/braintv/production/visualbehav...   \n",
       "12  /allen/programs/braintv/production/visualbehav...   \n",
       "9   /allen/programs/braintv/production/visualbehav...   \n",
       "10  /allen/programs/braintv/production/visualbehav...   \n",
       "8   /allen/programs/braintv/production/visualbehav...   \n",
       "6   /allen/programs/braintv/production/visualbehav...   \n",
       "7   /allen/programs/braintv/production/visualbehav...   \n",
       "5   /allen/programs/braintv/production/visualbehav...   \n",
       "4   /allen/programs/braintv/production/visualbehav...   \n",
       "2   /allen/programs/braintv/production/visualbehav...   \n",
       "1   /allen/programs/braintv/production/visualbehav...   \n",
       "0   /allen/programs/braintv/production/visualbehav...   \n",
       "3   /allen/programs/braintv/production/visualbehav...   \n",
       "\n",
       "                            temp_output_file_location  \\\n",
       "33  /allen/programs/braintv/production/incoming/vi...   \n",
       "32  /allen/programs/braintv/production/incoming/vi...   \n",
       "31  /allen/programs/braintv/production/incoming/vi...   \n",
       "30  /allen/programs/braintv/production/incoming/vi...   \n",
       "29  /allen/programs/braintv/production/incoming/vi...   \n",
       "27  /allen/programs/braintv/production/incoming/vi...   \n",
       "26  /allen/programs/braintv/production/incoming/vi...   \n",
       "24  /allen/programs/braintv/production/incoming/vi...   \n",
       "28  /allen/programs/braintv/production/incoming/vi...   \n",
       "25  /allen/programs/braintv/production/incoming/vi...   \n",
       "23  /allen/programs/braintv/production/incoming/vi...   \n",
       "22  /allen/programs/braintv/production/incoming/vi...   \n",
       "21  /allen/programs/braintv/production/incoming/vi...   \n",
       "20  /allen/programs/braintv/production/incoming/vi...   \n",
       "16  /allen/programs/braintv/production/incoming/vi...   \n",
       "19  /allen/programs/braintv/production/incoming/vi...   \n",
       "18  /allen/programs/braintv/production/incoming/vi...   \n",
       "17  /allen/programs/braintv/production/incoming/vi...   \n",
       "13  /allen/programs/braintv/production/incoming/vi...   \n",
       "15  /allen/programs/braintv/production/incoming/vi...   \n",
       "11  /allen/programs/braintv/production/incoming/vi...   \n",
       "14  /allen/programs/braintv/production/incoming/vi...   \n",
       "12  /allen/programs/braintv/production/incoming/vi...   \n",
       "9   /allen/programs/braintv/production/incoming/vi...   \n",
       "10  /allen/programs/braintv/production/incoming/vi...   \n",
       "8   /allen/programs/braintv/production/incoming/vi...   \n",
       "6   /allen/programs/braintv/production/incoming/vi...   \n",
       "7   /allen/programs/braintv/production/incoming/vi...   \n",
       "5   /allen/programs/braintv/production/incoming/vi...   \n",
       "4   /allen/programs/braintv/production/incoming/vi...   \n",
       "2   /allen/programs/braintv/production/incoming/vi...   \n",
       "1   /allen/programs/braintv/production/incoming/vi...   \n",
       "0   /allen/programs/braintv/production/incoming/vi...   \n",
       "3   /allen/programs/braintv/production/incoming/vi...   \n",
       "\n",
       "                             foraging_id   donor_id ophys_session_id  \\\n",
       "33  d07d59da-8d58-405a-b936-a956963fc760  735096472             None   \n",
       "32  249f2ecc-8bcd-42b9-90d6-3f7fb45b22b8  735096472             None   \n",
       "31  a7ac6c31-fae8-4d6b-b9c0-d7507b52c5a3  735096472             None   \n",
       "30  3dbf1914-abb0-40e1-8c27-1ccc7af911f5  735096472             None   \n",
       "29  2818ca6c-f11b-4f02-8fd5-5f46a480b1ab  735096472             None   \n",
       "27  f2ddba37-6500-4512-8ac8-b60cc190332a  735096472             None   \n",
       "26  b70e2599-df5c-43e4-9a1c-4489566efdfc  735096472             None   \n",
       "24  b5803b35-d03c-4588-8b1d-af91691b665f  735096472             None   \n",
       "28  86877f68-4ab8-46b2-927d-452db04c27b8  735096472             None   \n",
       "25  cc1fab3c-c3fe-46b1-a03d-436023d9045b  735096472             None   \n",
       "23  7c8ee906-c4f0-434c-b436-d8363e7549d2  735096472             None   \n",
       "22  2c72be26-c269-41ba-9221-9872c4aba048  735096472             None   \n",
       "21  592c82b5-d2df-4e4d-9b0a-ef5248b5a1a3  735096472             None   \n",
       "20  0958cc67-d483-4ced-bb51-f3f14474dc34  735096472             None   \n",
       "16  60c401ef-9fa6-472c-a323-20aad7a05211  735096472             None   \n",
       "19  637dceeb-b6ac-40a6-9cbf-c6d9bce3745c  735096472             None   \n",
       "18  5f4cebc5-342d-4fe6-bb98-93f595692525  735096472             None   \n",
       "17  53984151-fbef-420d-98d5-26d269c6df99  735096472             None   \n",
       "13  6c6f806e-7758-4f29-80a7-fcbff7eebf7e  735096472             None   \n",
       "15  b5d77cd8-8125-4fde-86e8-3f3a1d08a8e3  735096472             None   \n",
       "11  4671a9d0-a0ee-4f20-85c7-50d2bdb542ba  735096472             None   \n",
       "14  3cfee081-6ca6-445f-8af6-2e722a225321  735096472             None   \n",
       "12  bbfaf50a-539b-4038-adc1-04abf75262d9  735096472             None   \n",
       "9   08ea6baf-07d3-4614-825c-4c28072599c3  735096472             None   \n",
       "10  b078b119-9119-4fa3-82a8-2316715f17fb  735096472             None   \n",
       "8   f67fef75-3a1f-47ee-a2a0-bf39f57328d8  735096472             None   \n",
       "6   48dbc11e-df8d-407a-a417-0d324e76059c  735096472             None   \n",
       "7   c747c674-3854-4379-b348-57b2a92d6f9b  735096472             None   \n",
       "5   c459b767-1c91-4a34-85d6-ffd1c93f83b5  735096472             None   \n",
       "4   32d42c6e-d457-438c-abd5-aa043068be4c  735096472             None   \n",
       "2   60c00f49-9918-4581-ad1b-563ac8f7937e  735096472             None   \n",
       "1   54d654c6-19c3-4947-92dd-a746f81eb843  735096472             None   \n",
       "0   15f52ba2-4407-47be-962d-3e9cc3ac6f69  735096472             None   \n",
       "3   2afe098f-06df-44fc-b64f-4079e1221664  735096472             None   \n",
       "\n",
       "   equipment_id  ...      rig  \\\n",
       "33         None  ...  unknown   \n",
       "32         None  ...  unknown   \n",
       "31         None  ...  unknown   \n",
       "30         None  ...  unknown   \n",
       "29         None  ...  unknown   \n",
       "27         None  ...  unknown   \n",
       "26         None  ...  unknown   \n",
       "24         None  ...  unknown   \n",
       "28         None  ...  unknown   \n",
       "25         None  ...  unknown   \n",
       "23         None  ...  unknown   \n",
       "22         None  ...  unknown   \n",
       "21         None  ...  unknown   \n",
       "20         None  ...  unknown   \n",
       "16         None  ...  unknown   \n",
       "19         None  ...  unknown   \n",
       "18         None  ...  unknown   \n",
       "17         None  ...  unknown   \n",
       "13         None  ...  unknown   \n",
       "15         None  ...  unknown   \n",
       "11         None  ...  unknown   \n",
       "14         None  ...  unknown   \n",
       "12         None  ...  unknown   \n",
       "9          None  ...  unknown   \n",
       "10         None  ...  unknown   \n",
       "8          None  ...  unknown   \n",
       "6          None  ...  unknown   \n",
       "7          None  ...  unknown   \n",
       "5          None  ...  unknown   \n",
       "4          None  ...  unknown   \n",
       "2          None  ...  unknown   \n",
       "1          None  ...  unknown   \n",
       "0          None  ...  unknown   \n",
       "3          None  ...  unknown   \n",
       "\n",
       "                                              pklfile  \\\n",
       "33  //allen/programs/braintv/production/visualbeha...   \n",
       "32  //allen/programs/braintv/production/visualbeha...   \n",
       "31  //allen/programs/braintv/production/visualbeha...   \n",
       "30  //allen/programs/braintv/production/visualbeha...   \n",
       "29  //allen/programs/braintv/production/visualbeha...   \n",
       "27  //allen/programs/braintv/production/visualbeha...   \n",
       "26  //allen/programs/braintv/production/visualbeha...   \n",
       "24  //allen/programs/braintv/production/visualbeha...   \n",
       "28  //allen/programs/braintv/production/visualbeha...   \n",
       "25  //allen/programs/braintv/production/visualbeha...   \n",
       "23  //allen/programs/braintv/production/visualbeha...   \n",
       "22  //allen/programs/braintv/production/visualbeha...   \n",
       "21  //allen/programs/braintv/production/visualbeha...   \n",
       "20  //allen/programs/braintv/production/visualbeha...   \n",
       "16  //allen/programs/braintv/production/visualbeha...   \n",
       "19  //allen/programs/braintv/production/visualbeha...   \n",
       "18  //allen/programs/braintv/production/visualbeha...   \n",
       "17  //allen/programs/braintv/production/visualbeha...   \n",
       "13  //allen/programs/braintv/production/visualbeha...   \n",
       "15  //allen/programs/braintv/production/visualbeha...   \n",
       "11  //allen/programs/braintv/production/visualbeha...   \n",
       "14  //allen/programs/braintv/production/visualbeha...   \n",
       "12  //allen/programs/braintv/production/visualbeha...   \n",
       "9   //allen/programs/braintv/production/visualbeha...   \n",
       "10  //allen/programs/braintv/production/visualbeha...   \n",
       "8   //allen/programs/braintv/production/visualbeha...   \n",
       "6   //allen/programs/braintv/production/visualbeha...   \n",
       "7   //allen/programs/braintv/production/visualbeha...   \n",
       "5   //allen/programs/braintv/production/visualbeha...   \n",
       "4   //allen/programs/braintv/production/visualbeha...   \n",
       "2   //allen/programs/braintv/production/visualbeha...   \n",
       "1   //allen/programs/braintv/production/visualbeha...   \n",
       "0   //allen/programs/braintv/production/visualbeha...   \n",
       "3   //allen/programs/braintv/production/visualbeha...   \n",
       "\n",
       "                                               trials  \\\n",
       "33       index auto_rewarded change_contrast  chan...   \n",
       "32       index auto_rewarded change_contrast  chan...   \n",
       "31       index auto_rewarded change_contrast  chan...   \n",
       "30       index auto_rewarded change_contrast  chan...   \n",
       "29       index auto_rewarded change_contrast  chan...   \n",
       "27       index auto_rewarded change_contrast  chan...   \n",
       "26       index auto_rewarded change_contrast  chan...   \n",
       "24       index auto_rewarded change_contrast  chan...   \n",
       "28       index auto_rewarded change_contrast  chan...   \n",
       "25      index auto_rewarded change_contrast  chang...   \n",
       "23       index auto_rewarded change_contrast  chan...   \n",
       "22       index auto_rewarded change_contrast  chan...   \n",
       "21       index auto_rewarded change_contrast  chan...   \n",
       "20       index auto_rewarded change_contrast  chan...   \n",
       "16       index auto_rewarded change_contrast  chan...   \n",
       "19       index auto_rewarded change_contrast  chan...   \n",
       "18       index auto_rewarded change_contrast  chan...   \n",
       "17       index auto_rewarded change_contrast  chan...   \n",
       "13       index auto_rewarded change_contrast  chan...   \n",
       "15        index auto_rewarded change_contrast  cha...   \n",
       "11       index auto_rewarded change_contrast  chan...   \n",
       "14        index auto_rewarded change_contrast  cha...   \n",
       "12        index auto_rewarded change_contrast  cha...   \n",
       "9        index auto_rewarded change_contrast  chan...   \n",
       "10       index auto_rewarded change_contrast  chan...   \n",
       "8        index auto_rewarded change_contrast  chan...   \n",
       "6        index auto_rewarded change_contrast  chan...   \n",
       "7        index auto_rewarded change_contrast  chan...   \n",
       "5        index auto_rewarded change_contrast  chan...   \n",
       "4        index auto_rewarded change_contrast  chan...   \n",
       "2         index auto_rewarded change_contrast  cha...   \n",
       "1        index auto_rewarded change_contrast  chan...   \n",
       "0         index auto_rewarded change_contrast  cha...   \n",
       "3        index  auto_rewarded change_contrast  cha...   \n",
       "\n",
       "                                stage                 session_datetime  \\\n",
       "33  TRAINING_4_images_A_handoff_ready 2018-11-01 16:35:30.265000-07:00   \n",
       "32  TRAINING_4_images_A_handoff_ready 2018-10-31 16:03:32.377000-07:00   \n",
       "31           4_images_a_handoff_ready 2018-10-30 13:02:35.130000-07:00   \n",
       "30           4_images_a_handoff_ready 2018-10-29 15:44:24.509000-07:00   \n",
       "29           4_images_a_handoff_ready 2018-10-26 16:15:46.086000-07:00   \n",
       "27           4_images_a_handoff_ready 2018-10-25 16:16:34.054000-07:00   \n",
       "26          4_images_a_handoff_lapsed 2018-10-24 15:58:00.297000-07:00   \n",
       "24          4_images_a_handoff_lapsed 2018-10-23 15:48:10.066000-07:00   \n",
       "28           4_images_a_handoff_ready 2018-10-22 15:07:49.081000-07:00   \n",
       "25           4_images_a_handoff_ready 2018-10-22 15:00:54.321000-07:00   \n",
       "23           4_images_a_handoff_ready 2018-10-19 15:23:05.331000-07:00   \n",
       "22           4_images_a_handoff_ready 2018-10-18 16:18:12.591000-07:00   \n",
       "21           4_images_a_handoff_ready 2018-10-17 15:36:23.331000-07:00   \n",
       "20           4_images_a_handoff_ready 2018-10-16 16:09:47.295000-07:00   \n",
       "16          4_images_a_handoff_lapsed 2018-10-15 16:33:15.548000-07:00   \n",
       "19          4_images_a_handoff_lapsed 2018-10-12 15:44:01.882000-07:00   \n",
       "18          4_images_a_handoff_lapsed 2018-10-11 16:13:12.780000-07:00   \n",
       "17          4_images_a_handoff_lapsed 2018-10-10 17:35:57.834000-07:00   \n",
       "13          4_images_a_handoff_lapsed 2018-10-09 16:58:05.460000-07:00   \n",
       "15          4_images_a_handoff_lapsed 2018-10-08 16:17:47.277000-07:00   \n",
       "11          4_images_a_handoff_lapsed 2018-10-05 13:33:17.263000-07:00   \n",
       "14          4_images_a_handoff_lapsed 2018-10-04 15:02:24.042000-07:00   \n",
       "12          4_images_a_handoff_lapsed 2018-10-02 17:50:06.183000-07:00   \n",
       "9            4_images_a_handoff_ready 2018-10-01 09:12:36.587000-07:00   \n",
       "10                4_images_a_training 2018-09-28 09:24:51.755000-07:00   \n",
       "8              3_images_a_10uL_reward 2018-09-27 08:38:50.897000-07:00   \n",
       "6              3_images_a_10uL_reward 2018-09-26 09:00:29.070000-07:00   \n",
       "7              3_images_a_10uL_reward 2018-09-25 09:08:51.582000-07:00   \n",
       "5                  2_gratings_flashed 2018-09-24 10:18:12.781000-07:00   \n",
       "4                          1_gratings 2018-09-21 09:03:36.784000-07:00   \n",
       "2                          1_gratings 2018-09-19 09:01:43.957000-07:00   \n",
       "1                          1_gratings 2018-09-18 08:56:18.337000-07:00   \n",
       "0                          1_gratings 2018-09-17 09:04:01.091000-07:00   \n",
       "3        0_gratings_autorewards_15min 2018-09-14 10:10:18.481000-07:00   \n",
       "\n",
       "             session_datetime_local             session_datetime_utc  \\\n",
       "33 2018-11-01 16:35:30.265000-07:00 2018-11-01 23:35:30.265000+00:00   \n",
       "32 2018-10-31 16:03:32.377000-07:00 2018-10-31 23:03:32.377000+00:00   \n",
       "31 2018-10-30 13:02:35.130000-07:00 2018-10-30 20:02:35.130000+00:00   \n",
       "30 2018-10-29 15:44:24.509000-07:00 2018-10-29 22:44:24.509000+00:00   \n",
       "29 2018-10-26 16:15:46.086000-07:00 2018-10-26 23:15:46.086000+00:00   \n",
       "27 2018-10-25 16:16:34.054000-07:00 2018-10-25 23:16:34.054000+00:00   \n",
       "26 2018-10-24 15:58:00.297000-07:00 2018-10-24 22:58:00.297000+00:00   \n",
       "24 2018-10-23 15:48:10.066000-07:00 2018-10-23 22:48:10.066000+00:00   \n",
       "28 2018-10-22 15:07:49.081000-07:00 2018-10-22 22:07:49.081000+00:00   \n",
       "25 2018-10-22 15:00:54.321000-07:00 2018-10-22 22:00:54.321000+00:00   \n",
       "23 2018-10-19 15:23:05.331000-07:00 2018-10-19 22:23:05.331000+00:00   \n",
       "22 2018-10-18 16:18:12.591000-07:00 2018-10-18 23:18:12.591000+00:00   \n",
       "21 2018-10-17 15:36:23.331000-07:00 2018-10-17 22:36:23.331000+00:00   \n",
       "20 2018-10-16 16:09:47.295000-07:00 2018-10-16 23:09:47.295000+00:00   \n",
       "16 2018-10-15 16:33:15.548000-07:00 2018-10-15 23:33:15.548000+00:00   \n",
       "19 2018-10-12 15:44:01.882000-07:00 2018-10-12 22:44:01.882000+00:00   \n",
       "18 2018-10-11 16:13:12.780000-07:00 2018-10-11 23:13:12.780000+00:00   \n",
       "17 2018-10-10 17:35:57.834000-07:00 2018-10-11 00:35:57.834000+00:00   \n",
       "13 2018-10-09 16:58:05.460000-07:00 2018-10-09 23:58:05.460000+00:00   \n",
       "15 2018-10-08 16:17:47.277000-07:00 2018-10-08 23:17:47.277000+00:00   \n",
       "11 2018-10-05 13:33:17.263000-07:00 2018-10-05 20:33:17.263000+00:00   \n",
       "14 2018-10-04 15:02:24.042000-07:00 2018-10-04 22:02:24.042000+00:00   \n",
       "12 2018-10-02 17:50:06.183000-07:00 2018-10-03 00:50:06.183000+00:00   \n",
       "9  2018-10-01 09:12:36.587000-07:00 2018-10-01 16:12:36.587000+00:00   \n",
       "10 2018-09-28 09:24:51.755000-07:00 2018-09-28 16:24:51.755000+00:00   \n",
       "8  2018-09-27 08:38:50.897000-07:00 2018-09-27 15:38:50.897000+00:00   \n",
       "6  2018-09-26 09:00:29.070000-07:00 2018-09-26 16:00:29.070000+00:00   \n",
       "7  2018-09-25 09:08:51.582000-07:00 2018-09-25 16:08:51.582000+00:00   \n",
       "5  2018-09-24 10:18:12.781000-07:00 2018-09-24 17:18:12.781000+00:00   \n",
       "4  2018-09-21 09:03:36.784000-07:00 2018-09-21 16:03:36.784000+00:00   \n",
       "2  2018-09-19 09:01:43.957000-07:00 2018-09-19 16:01:43.957000+00:00   \n",
       "1  2018-09-18 08:56:18.337000-07:00 2018-09-18 15:56:18.337000+00:00   \n",
       "0  2018-09-17 09:04:01.091000-07:00 2018-09-17 16:04:01.091000+00:00   \n",
       "3  2018-09-14 10:10:18.481000-07:00 2018-09-14 17:10:18.481000+00:00   \n",
       "\n",
       "   cumulative_rewards  timeFromLastSession  engaged_dprime  \n",
       "33                103                  NaN        1.297003  \n",
       "32                175           -24.532778        1.762619  \n",
       "31                131           -27.016111        1.034113  \n",
       "30                 76           -21.303056        1.418864  \n",
       "29                119           -71.477500        0.926414  \n",
       "27                126            73.145556        0.524744  \n",
       "26                144           -24.309444        0.714362  \n",
       "24                154            24.787500        0.919504  \n",
       "28                142           -97.132778        1.281013  \n",
       "25                  6           -48.951667             inf  \n",
       "23                110           -96.418056        0.856135  \n",
       "22                138           -23.081389        1.068878  \n",
       "21                127           -24.697222        0.878034  \n",
       "20                101           -23.443611        0.602516  \n",
       "16                107           118.954722        1.418974  \n",
       "19                 66           -96.429444        0.578774  \n",
       "18                128           -23.513889        1.170188  \n",
       "17                 91           -22.620833        0.460697  \n",
       "13                122           121.928056        1.286895  \n",
       "15                 85          -168.258056        0.926380  \n",
       "11                 73            67.719722        0.778007  \n",
       "14                 55           -97.256667       -0.123329  \n",
       "12                 89          -167.133333        1.461840  \n",
       "9                  90            71.795556        0.558140  \n",
       "10                 95          -172.140556        0.830286  \n",
       "8                  88           -96.562778        0.833805  \n",
       "6                  96            23.860278        1.198278  \n",
       "7                  85           -47.500000        1.293778  \n",
       "5                  98           -46.704722        1.007853  \n",
       "4                 120           -73.243333        2.471074  \n",
       "2                  65           118.856944             NaN  \n",
       "1                  89           -24.090556        0.415623  \n",
       "0                  92           -23.871667        0.508598  \n",
       "3                 109          -166.888611             NaN  \n",
       "\n",
       "[34 rows x 21 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mm.beh_df = mm.beh_df.sort_values('session_datetime_utc', ascending=False)\n",
    "mm.beh_df"
   ]
  }
 ],
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