LMT/examples/Examples with Jupyter - Interactive query.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Using the lmt-analysis library with Jupyter - Level 2\n",
    "\n",
    "We show here some more advanced examples of Live Mouse Tracker analysis.\n",
    "\n",
    "Video demo and available databases: https://livemousetracker.org/\n",
    "Paper : https://www.biorxiv.org/content/10.1101/345132v2\n",
    "mail: chaumont@pasteur.fr, elodie.ey@pasteur.fr\n",
    "Twitter : @fabdechaumont\n",
    "Another tutorial of the this lib (slide presentation): https://docs.google.com/presentation/d/1wR7JM2vq5ZjugrwDe4YuuKJm0MWIvkHAvrOH7mQNOEk/edit?usp=sharing\n",
    "\n",
    "How to use run this tutorial with your data:\n",
    "1. Download or connect a git client to the lmt-analysis repository : https://github.com/fdechaumont/lmt-analysis\n",
    "2. Download the demo database produced by Live Mouse Tracker: http://bioimageanalysis.org\n",
    "3. Install anaconda, and run the jupyter notebook: https://www.anaconda.com/distribution/\n",
    "4. Point your browser to this file (example/Examples with Jupyter)\n",
    "/lmt/20180110_validation_4_ind_Experiment_6644.zip\n",
    "5. Run\n",
    "6. Select the database you just downloaded when asked.\n",
    "7. Enjoy the results."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this demo, we will use widgets to make the analysis interactive with the user."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "Created on 15 fev. 2019\n",
    "\n",
    "@author: Fab\n",
    "'''\n",
    "%matplotlib inline\n",
    "\n",
    "import sys\n",
    "sys.path.insert(1, \"../\")\n",
    "\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import sqlite3\n",
    "from lmtanalysis.FileUtil import getFilesToProcess\n",
    "\n",
    "from lmtanalysis.Animal import AnimalPool\n",
    "from lmtanalysis.Animal import Animal\n",
    "from lmtanalysis.Measure import *\n",
    "from lmtanalysis.Util import getAllEvents\n",
    "from lmtanalysis.Event import EventTimeLine, plotMultipleTimeLine\n",
    "\n",
    "from lmtanalysis.Util import convert_to_d_h_m_s\n",
    "from lmtanalysis.Util import d_h_m_s_toText\n",
    "\n",
    "from lmtanalysis.Measure import oneDay\n",
    "\n",
    "# widgets\n",
    "\n",
    "import ipywidgets as widgets\n",
    "from IPython.display import display\n",
    "from IPython.core.display import HTML"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ask file to process to the user with a dialog window:\n",
    "* note: You can run this step only once, and then keep processing the file(s) with the next cells.\n",
    "* note2: the file window can be hidden by other windows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#ask the user for database to process\n",
    "files = getFilesToProcess()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Grab all events and animals available, and create widgets with it.\n",
    "* We create a widget with all events available\n",
    "* We create a widget with all the animals available"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading events...\n",
      "Loading animals.\n",
      "Fields available in lmtanalysis:  ['ID', 'RFID', 'GENOTYPE', 'NAME']\n",
      "SQL Query: SELECT ID,RFID,NAME,GENOTYPE FROM ANIMAL ORDER BY GENOTYPE\n",
      "Animal Id:1 Name:A RFID:000004640201 Genotype:None User1:None\n",
      "Animal Id:2 Name:B RFID:000004640179 Genotype:None User1:None\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "90c0a663dbd94e7a8cc785587d8b7267",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Dropdown(description='Event name:', options=('Approach', 'Approach contact', 'Approach rear', 'Break contact',…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5b78078a4ea04f0daab5e46cf9d95179",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Dropdown(description='Animal A:', options=('Any animal', <lmtanalysis.Animal.Animal object at 0x000001EB0CFD9A…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b6c7aa9e82b348bbafed707f58460bae",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Dropdown(description='Animal B:', options=('Any animal', <lmtanalysis.Animal.Animal object at 0x000001EB0CFD9A…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d942962ebdbe43ae813c2a829f53d2dd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Dropdown(description='Animal C:', options=('Any animal', <lmtanalysis.Animal.Animal object at 0x000001EB0CFD9A…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d3eb60edec214ae39ef2ed9e7bb63e0d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Dropdown(description='Animal D:', options=('Any animal', <lmtanalysis.Animal.Animal object at 0x000001EB0CFD9A…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3157584f823f40b1bfc9e67edafcc9fb",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "IntText(value=0, description='Start time (in frame):')"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7696ca30624044c28bcf98e116721a93",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "IntText(value=2592000, description='End time (in frame):')"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "\n",
    "file = files[0]\n",
    "eventList = getAllEvents(file=file )\n",
    "\n",
    "connection = sqlite3.connect( file )\n",
    "animalPool = AnimalPool()\n",
    "animalPool.loadAnimals( connection )\n",
    "\n",
    "\n",
    "animalIdList = []\n",
    "animalIdList.append( \"Any animal\" )\n",
    "for animalKey in animalPool.getAnimalDictionnary():\n",
    "    animal = animalPool.getAnimalDictionnary()[animalKey]\n",
    "    animalIdList.append( animal )\n",
    "    \n",
    "\n",
    "eventWidget = widgets.Dropdown(\n",
    "    options=eventList,    \n",
    "    description='Event name:',\n",
    "    disabled=False,\n",
    ")\n",
    "\n",
    "animalWidget = {}\n",
    "animalWidget['A'] = widgets.Dropdown( options=animalIdList, description='Animal A:' )\n",
    "animalWidget['B'] = widgets.Dropdown( options=animalIdList, description='Animal B:' )\n",
    "animalWidget['C'] = widgets.Dropdown( options=animalIdList, description='Animal C:' )\n",
    "animalWidget['D'] = widgets.Dropdown( options=animalIdList, description='Animal D:' )\n",
    "\n",
    "display( eventWidget )\n",
    "display( animalWidget['A'] )\n",
    "display( animalWidget['B'] )\n",
    "display( animalWidget['C'] )\n",
    "display( animalWidget['D'] )\n",
    "\n",
    "startFrameWidget = widgets.IntText( value=0, description='Start time (in frame):' )\n",
    "endFrameWidget = widgets.IntText( value= oneDay, description='End time (in frame):' )\n",
    "display( startFrameWidget , endFrameWidget )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Provide a result with selected event and animals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Event selected:  Rearing\n",
      "Animal A:  Any animal\n",
      "Animal B:  Any animal\n",
      "Animal C:  Any animal\n",
      "Animal D:  Any animal\n",
      "Start time:  0 days 0 hours 0 minutes 0 seconds 0 frames\n",
      "End time:  1 days 0 hours 0 minutes 0 seconds 0 frames\n",
      "Rearing  Id( None , None , None , None ) Min/maxFrame: ( 0 / 2592000 ) Loaded ( 47  records loaded in  0.06651759147644043 S )\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<font color=black><h1>Rearing Id(None,None,None,None)</h1></font>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<font color=red><h1>Number of events : 47</h1></font>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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>Start frame</th>\n",
       "      <th>End frame</th>\n",
       "      <th>Duration (in frame)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3</td>\n",
       "      <td>2323</td>\n",
       "      <td>2321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2325</td>\n",
       "      <td>6498</td>\n",
       "      <td>4174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6500</td>\n",
       "      <td>7217</td>\n",
       "      <td>718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7219</td>\n",
       "      <td>10803</td>\n",
       "      <td>3585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10805</td>\n",
       "      <td>12803</td>\n",
       "      <td>1999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>12805</td>\n",
       "      <td>13086</td>\n",
       "      <td>282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>13088</td>\n",
       "      <td>13464</td>\n",
       "      <td>377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>13466</td>\n",
       "      <td>13659</td>\n",
       "      <td>194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>13675</td>\n",
       "      <td>15351</td>\n",
       "      <td>1677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>15380</td>\n",
       "      <td>15516</td>\n",
       "      <td>137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>15518</td>\n",
       "      <td>15566</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>15569</td>\n",
       "      <td>15863</td>\n",
       "      <td>295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>15865</td>\n",
       "      <td>16005</td>\n",
       "      <td>141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>16007</td>\n",
       "      <td>16156</td>\n",
       "      <td>150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>16158</td>\n",
       "      <td>16624</td>\n",
       "      <td>467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16626</td>\n",
       "      <td>17218</td>\n",
       "      <td>593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17220</td>\n",
       "      <td>17340</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17342</td>\n",
       "      <td>18975</td>\n",
       "      <td>1634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18977</td>\n",
       "      <td>19075</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19077</td>\n",
       "      <td>19117</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>19119</td>\n",
       "      <td>19820</td>\n",
       "      <td>702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>19823</td>\n",
       "      <td>20183</td>\n",
       "      <td>361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>20185</td>\n",
       "      <td>22469</td>\n",
       "      <td>2285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>22471</td>\n",
       "      <td>23607</td>\n",
       "      <td>1137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>23609</td>\n",
       "      <td>24749</td>\n",
       "      <td>1141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>24751</td>\n",
       "      <td>25499</td>\n",
       "      <td>749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>25502</td>\n",
       "      <td>25853</td>\n",
       "      <td>352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>25855</td>\n",
       "      <td>26275</td>\n",
       "      <td>421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>26277</td>\n",
       "      <td>27182</td>\n",
       "      <td>906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>27184</td>\n",
       "      <td>27817</td>\n",
       "      <td>634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>27819</td>\n",
       "      <td>28264</td>\n",
       "      <td>446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>28266</td>\n",
       "      <td>29928</td>\n",
       "      <td>1663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>29935</td>\n",
       "      <td>30800</td>\n",
       "      <td>866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>30802</td>\n",
       "      <td>30927</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>30929</td>\n",
       "      <td>30952</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>30957</td>\n",
       "      <td>31123</td>\n",
       "      <td>167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>31125</td>\n",
       "      <td>32482</td>\n",
       "      <td>1358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>32484</td>\n",
       "      <td>32584</td>\n",
       "      <td>101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>32586</td>\n",
       "      <td>32589</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>32591</td>\n",
       "      <td>32838</td>\n",
       "      <td>248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>32840</td>\n",
       "      <td>33260</td>\n",
       "      <td>421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>33262</td>\n",
       "      <td>34356</td>\n",
       "      <td>1095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>34362</td>\n",
       "      <td>35265</td>\n",
       "      <td>904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>35267</td>\n",
       "      <td>35356</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>35358</td>\n",
       "      <td>35358</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>35360</td>\n",
       "      <td>35415</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>35417</td>\n",
       "      <td>37107</td>\n",
       "      <td>1691</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Start frame  End frame  Duration (in frame)\n",
       "0             3       2323                 2321\n",
       "1          2325       6498                 4174\n",
       "2          6500       7217                  718\n",
       "3          7219      10803                 3585\n",
       "4         10805      12803                 1999\n",
       "5         12805      13086                  282\n",
       "6         13088      13464                  377\n",
       "7         13466      13659                  194\n",
       "8         13675      15351                 1677\n",
       "9         15380      15516                  137\n",
       "10        15518      15566                   49\n",
       "11        15569      15863                  295\n",
       "12        15865      16005                  141\n",
       "13        16007      16156                  150\n",
       "14        16158      16624                  467\n",
       "15        16626      17218                  593\n",
       "16        17220      17340                  121\n",
       "17        17342      18975                 1634\n",
       "18        18977      19075                   99\n",
       "19        19077      19117                   41\n",
       "20        19119      19820                  702\n",
       "21        19823      20183                  361\n",
       "22        20185      22469                 2285\n",
       "23        22471      23607                 1137\n",
       "24        23609      24749                 1141\n",
       "25        24751      25499                  749\n",
       "26        25502      25853                  352\n",
       "27        25855      26275                  421\n",
       "28        26277      27182                  906\n",
       "29        27184      27817                  634\n",
       "30        27819      28264                  446\n",
       "31        28266      29928                 1663\n",
       "32        29935      30800                  866\n",
       "33        30802      30927                  126\n",
       "34        30929      30952                   24\n",
       "35        30957      31123                  167\n",
       "36        31125      32482                 1358\n",
       "37        32484      32584                  101\n",
       "38        32586      32589                    4\n",
       "39        32591      32838                  248\n",
       "40        32840      33260                  421\n",
       "41        33262      34356                 1095\n",
       "42        34362      35265                  904\n",
       "43        35267      35356                   90\n",
       "44        35358      35358                    1\n",
       "45        35360      35415                   56\n",
       "46        35417      37107                 1691"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<font color=black><h1>Distribution of duration of events:</h1></font>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<font color=black><h1>Distribution of duration of events in bins:</h1></font>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<font color=black><h1>Time line of event:</h1></font>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Animal Id:1 Name:A RFID:000004640201 Genotype:None User1:None : Loading detection.\n",
      "SELECT FRAMENUMBER, MASS_X, MASS_Y, MASS_Z, FRONT_X, FRONT_Y, FRONT_Z, BACK_X, BACK_Y, BACK_Z,REARING,LOOK_UP,LOOK_DOWN FROM DETECTION WHERE ANIMALID=1 AND FRAMENUMBER>=0 AND FRAMENUMBER<=2592000\n",
      "Animal Id:1 Name:A RFID:000004640201 Genotype:None User1:None   36937  detections loaded in 0.3735179901123047 seconds.\n",
      "Animal Id:2 Name:B RFID:000004640179 Genotype:None User1:None : Loading detection.\n",
      "SELECT FRAMENUMBER, MASS_X, MASS_Y, MASS_Z, FRONT_X, FRONT_Y, FRONT_Z, BACK_X, BACK_Y, BACK_Z,REARING,LOOK_UP,LOOK_DOWN FROM DETECTION WHERE ANIMALID=2 AND FRAMENUMBER>=0 AND FRAMENUMBER<=2592000\n",
      "Animal Id:2 Name:B RFID:000004640179 Genotype:None User1:None   36913  detections loaded in 0.37651610374450684 seconds.\n",
      "Filtering area, number of detection removed: 54\n",
      "Filtering area, number of detection removed: 53\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<font color=red><h1>this animal not involved in event definition</h1></font>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Draw trajectory of animal A\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<font color=red><h1>this animal not involved in event definition</h1></font>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Draw trajectory of animal B\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def getAnimalBaseIdFromWidget( value ):\n",
    "    if type(value) is Animal:\n",
    "        return value.baseId\n",
    "    return None\n",
    "\n",
    "def printBold( txt , color=\"black\"):\n",
    "    display(HTML(\"<font color={}><h1>{}</h1></font>\".format( color, txt ) ))    \n",
    "    \n",
    "def isInvolved( animal ):\n",
    "    \"\"\" Check if the animal is involved in the current query \"\"\"\n",
    "    for k in animalWidget:\n",
    "        id = getAnimalBaseIdFromWidget( animalWidget[k].value )\n",
    "        if ( id== animal.baseId ):\n",
    "            return True\n",
    "    return False            \n",
    "\n",
    "print( \"Event selected: \", eventWidget.value )\n",
    "print( \"Animal A: \" , animalWidget['A'].value )\n",
    "print( \"Animal B: \" , animalWidget['B'].value )\n",
    "print( \"Animal C: \" , animalWidget['C'].value )\n",
    "print( \"Animal D: \" , animalWidget['D'].value )\n",
    "\n",
    "minFrame = startFrameWidget.value\n",
    "maxFrame = endFrameWidget.value\n",
    "\n",
    "print ( \"Start time: \", d_h_m_s_toText ( convert_to_d_h_m_s( minFrame ) ) )\n",
    "print ( \"End time: \", d_h_m_s_toText ( convert_to_d_h_m_s( maxFrame ) ) )\n",
    "\n",
    "idA = getAnimalBaseIdFromWidget( animalWidget['A'].value )\n",
    "idB = getAnimalBaseIdFromWidget( animalWidget['B'].value )\n",
    "idC = getAnimalBaseIdFromWidget( animalWidget['C'].value )\n",
    "idD = getAnimalBaseIdFromWidget( animalWidget['D'].value )\n",
    "\n",
    "eventTimeLine = EventTimeLine( connection, eventWidget.value, idA = idA, idB = idB, idC = idC, idD = idD, minFrame = minFrame, maxFrame = maxFrame )        \n",
    "\n",
    "printBold( eventTimeLine )\n",
    "# display number of events:\n",
    "printBold( \"Number of events : \" + str(eventTimeLine.getNumberOfEvent()) , color = \"red\" )\n",
    "\n",
    "# display events in time line\n",
    "data = []\n",
    "    \n",
    "for event in eventTimeLine.eventList:\n",
    "    data.append( [ event.startFrame, event.endFrame, event.duration() ] )\n",
    "    #print( event.startFrame, event.endFrame, event.duration() )\n",
    "\n",
    "df = pd.DataFrame( data = np.array( data ), columns=[ \"Start frame\",\"End frame\", \"Duration (in frame)\" ] )\n",
    "display( df )\n",
    "\n",
    "printBold( \"Distribution of duration of events:\" )\n",
    "eventTimeLine.plotEventDurationDistributionBar()\n",
    "printBold( \"Distribution of duration of events in bins:\" )\n",
    "eventTimeLine.plotEventDurationDistributionHist()\n",
    "printBold( \"Time line of event:\" )\n",
    "eventTimeLine.plotTimeLine()\n",
    "\n",
    "#show location of events\n",
    "\n",
    "animalPool.loadDetection( start= minFrame, end = maxFrame )\n",
    "animalPool.filterDetectionByEventTimeLine( eventTimeLine )\n",
    "\n",
    "for animalKey in animalPool.getAnimalDictionnary():\n",
    "    animal = animalPool.getAnimalDictionnary()[animalKey]\n",
    "    \n",
    "    if isInvolved( animal ) :\n",
    "        printBold( \"involved\", color =\"green\")        \n",
    "    else:\n",
    "        printBold( \"this animal not involved in event definition\", color =\"red\" )\n",
    "    \n",
    "    animal.plotTrajectory()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}