From ef123a76f4f70c27b4b72ca5a8157a1ea9f527d8 Mon Sep 17 00:00:00 2001
From: Victor Polizzi <victor-polizzi@etud.univ-tln.fr>
Date: Mon, 4 Mar 2019 11:59:30 +0100
Subject: [PATCH] Upload New File

---
 Bombix_Vic_2019.ipynb | 563 ++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 563 insertions(+)
 create mode 100644 Bombix_Vic_2019.ipynb

diff --git a/Bombix_Vic_2019.ipynb b/Bombix_Vic_2019.ipynb
new file mode 100644
index 0000000..b225fe5
--- /dev/null
+++ b/Bombix_Vic_2019.ipynb
@@ -0,0 +1,563 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Combinaison des codes de Polizzi Victor du stage 2018 (Lis).\n",
+    "Par: Polizzi Victor\n",
+    "Le 01/03/2019\n",
+    "Dernière modification: 19/02/2019 "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Chargement des modules"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd\n",
+    "import matplotlib.patches as patches\n",
+    "import matplotlib.path as path\n",
+    "import matplotlib.colors as mcolors\n",
+    "import scipy as s\n",
+    "import h5py \n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import tables\n",
+    "from scipy.stats import shapiro\n",
+    "from scipy.stats import norm\n",
+    "from math import floor \n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Chargement données"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#use var=pd.read_csv('File_Name.csv') to open a csv file in the variable var\n",
+    "data=pd.read_csv('tdoa_sess_4.csv')#\n",
+    "data['click_time']=pd.to_datetime(data['click_time'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Affichage données brutes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(736571.0, 736572.0)"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "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": [
+    "\n",
+    "da=30\n",
+    "\n",
+    "\n",
+    "cc1=data.loc[(data['click_time']>='2017-08-%d 00:00:00.0'%(da))\n",
+    "             &(data['click_time']<'2017-08-%d 00:00:00'%(da+1))\n",
+    "             #&(data['ipi']>0.0048)&(data['ipi']<0.0055)\n",
+    "\n",
+    "             ]\n",
+    "\n",
+    "plt.plot(cc1['click_time'],cc1['tdoa'],'.')\n",
+    "plt.subplots_adjust(top=1, bottom=0, left=0, right=2, hspace=0.25,wspace=0.15)\n",
+    "plt.title(\"trace %d/08\"%(da))\n",
+    "plt.xlabel('Date')\n",
+    "plt.ylabel('delay')\n",
+    "plt.ylim([-0.0013,0.0013])\n",
+    "plt.xlim(['2017-08-%d 00:00:00.0'%(da),'2017-08-%d 00:00:00'%(da+1)])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Traitement"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#On cherche à sélectionner les données qui posèdent une densité de 'clic détecté' assez haut(limite à définir). \n",
+    "#Les bruits de fond seront éliminés (plus ou moins), et les traces plus lisibles."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "#Uniquement pour test = limiter la quantité de données à calculer à un jour.\n",
+    "data=cc1.reset_index(drop = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "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": [
+    "#on fixe les variables de temps au T0 des données (on peut aussi fixer les dates de départ et de fin)\n",
+    "d0=data.loc[0]['click_time']#On prend la date de la première détection\n",
+    "T0=pd.to_datetime('%d-%d-%d 00:00:00'%(d0.year,d0.month,d0.day))#On modifie l'heure à 00:00:00 et on le met dans T0\n",
+    "Tt=data.loc[data.shape[0]-1]['click_time']#On prend la dernière détection \n",
+    "\n",
+    "dt20=pd.to_timedelta('00:20:00')#à chaque tour de boucle on avance T0 de 20 minutes\n",
+    "sep=0.00001#taille des segments de TDOA en seconde a:0.0001  b:0.00001\n",
+    "TDOAsep=np.arange(-0.0013,0.0013,sep)# on sépare la gamme des TDOA en unités de 0.0001s\n",
+    "Dlim=0.06#Densité minimale pour que les points soient validés a:0.15~0.25  b:0.06\n",
+    "data2=pd.DataFrame()#Initialisation du dataframe vide pour les données filtrées\n",
+    "\n",
+    "#Boucle\n",
+    "for i in np.arange(T0,Tt,dt20):#i allant de T0 à Tt par increments de 20 minutes\n",
+    "    dtemp1=data.loc[(data['click_time']>=i)\n",
+    "                    &(data['click_time']<i+dt20)\n",
+    "                    ]#On isole data entre i et i+20mins\n",
+    "    if dtemp1.shape[0]>0:\n",
+    "        nbtotal=dtemp1.shape[0]#Nombre total de clic dans le dataframe (nb de lignes)\n",
+    "        for j in TDOAsep:\n",
+    "            dtemp2=dtemp1.loc[(dtemp1['tdoa']>=j)\n",
+    "                           &(dtemp1['tdoa']<=j+sep)\n",
+    "                          ]#On isole data  dans l'interval de TDOA entre j et j+sep dans dtemp\n",
+    "            if dtemp2.shape[0]>0:\n",
+    "                D=(dtemp2.shape[0])/nbtotal#calcul de la densité de pts dan l'intelval de TDOA donné par rapport au nb total de pts\n",
+    "                if D>Dlim:\n",
+    "                    data2=pd.concat([data2,dtemp2], ignore_index = True)\n",
+    "\n",
+    "#Affichage pour verification\n",
+    "ccc1=data2.loc[(data2['click_time']>='2017-08-%d 00:00:00.0'%(da))\n",
+    "              &(data2['click_time']<'2017-08-%d 00:00:00'%(da+1))\n",
+    "             ]\n",
+    "ccc1=ccc1.reset_index(drop=True)\n",
+    "plt.plot(ccc1['click_time'],ccc1['tdoa'],'.')\n",
+    "plt.subplots_adjust(top=1, bottom=0, left=0, right=2, hspace=0.25,wspace=0.15)\n",
+    "plt.title(\"trace %d/08\"%(da))\n",
+    "plt.xlabel('Date')\n",
+    "plt.ylabel('delay')\n",
+    "plt.ylim([-0.0013,0.0013])\n",
+    "plt.xlim(['2017-08-%d 00:00:00.0'%(da),'2017-08-%d 00:00:00'%(da+1)])\n",
+    "plt.grid()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Isolation de traces à la main"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#L'isolation se fait à la main (pas trouver de moyen automatique, trop compliquer)\n",
+    "#après le traitement précédent on observe le TDOA jour après jour pour identifier a la main les track\n",
+    "#On note les limites en TDOA pour chaque block appartenant à la même track\n",
+    "#on les sépares dans un DataFrame séparé et spécifique à chaque teack "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "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": [
+    "# Exemple d'une trck simple\n",
+    "\n",
+    "\n",
+    "da=30\n",
+    "ccc1=data2.loc[(data2['click_time']>='2017-08-%d 05:00:00.0'%(da))\n",
+    "               &(data2['click_time']<'2017-08-%d 18:00:00'%(da))\n",
+    "               #&(data2['ipi']>0.0048)&(data2['ipi']<0.0055)\n",
+    "             ]\n",
+    "\n",
+    "\n",
+    "\n",
+    "plt.figure()\n",
+    "plt.plot(ccc1['click_time'],ccc1['tdoa'],'.')\n",
+    "plt.subplots_adjust(top=1, bottom=0, left=0, right=2, hspace=0.25,wspace=0.15)\n",
+    "plt.title(\"trace %d/08\"%(da))\n",
+    "plt.xlabel('Date')\n",
+    "plt.ylabel('delay')\n",
+    "plt.ylim([-0.0013,0.0013])\n",
+    "plt.xlim(['2017-08-%d 05:00:00.0'%(da),'2017-08-%d 18:00:00'%(da)])\n",
+    "plt.grid()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "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": [
+    "a=data2.loc[(data2['click_time']>='2017-08-%d 07:20:00.0'%(da))\n",
+    "            &(data2['click_time']<'2017-08-%d 10:20:00.0'%(da))\n",
+    "            &(data2['tdoa']>0)]\n",
+    "\n",
+    "b=data2.loc[(data2['click_time']>='2017-08-%d 10:20:00.0'%(da))\n",
+    "            &(data2['click_time']<'2017-08-%d 11:00:00.0'%(da))]\n",
+    "\n",
+    "c=data2.loc[(data2['click_time']>='2017-08-%d 11:00:00.0'%(da))\n",
+    "            &(data2['click_time']<'2017-08-%d 15:20:00.0'%(da))\n",
+    "            &(data2['tdoa']<0)]\n",
+    "\n",
+    "Track1=pd.concat([a,b,c])\n",
+    "\n",
+    "plt.figure()\n",
+    "plt.plot(ccc1['click_time'],ccc1['tdoa'],'.')\n",
+    "plt.plot(Track1['click_time'],Track1['tdoa'],'.',color='r')\n",
+    "plt.subplots_adjust(top=1, bottom=0, left=0, right=2, hspace=0.25,wspace=0.15)\n",
+    "plt.title(\"trace %d/08\"%(da))\n",
+    "plt.xlabel('Date')\n",
+    "plt.ylabel('delay')\n",
+    "plt.ylim([-0.0013,0.0013])\n",
+    "plt.xlim(['2017-08-%d 05:00:00.0'%(da),'2017-08-%d 18:00:00'%(da)])\n",
+    "plt.grid()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Calcul des pentes (direction / vitesse / distance)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Deux possiiliés:\n",
+    "# 1: La pente est calculé le plus prés possible de TDOA=0 la ou la pente est la plus forte.\n",
+    "# 2: La pente est calculé en prenant les points au début des pentes entre la partie plate et la partie pente.\n",
+    "# La seconde technique est plus simple mais moins précise que la première. Elle et cependant interessante\n",
+    "# en cas de perte ou manque de données au niveau TDOA=0"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "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": [
+    "plt.figure()\n",
+    "\n",
+    "plt.plot(Track1['click_time'],Track1['tdoa'],'.',color='r')\n",
+    "plt.subplots_adjust(top=1, bottom=0, left=0, right=2, hspace=0.25,wspace=0.15)\n",
+    "plt.title(\"trace %d/08\"%(da))\n",
+    "plt.xlabel('Date')\n",
+    "plt.ylabel('delay')\n",
+    "#plt.ylim([-0.0005,-0.0004])\n",
+    "plt.xlim(['2017-08-%d 10:20:00.0'%(da),'2017-08-%d 11:25:00'%(da)])\n",
+    "plt.grid()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# on utilise les points à 10:20 et 11:25 ou 10:40 et 11:05 \n",
+    "yA=0.000325\n",
+    "yB=-0.00046\n",
+    "\n",
+    "xA=pd.to_datetime('10:22:30')\n",
+    "xB=pd.to_datetime('11:22:30')\n",
+    "\n",
+    "dy=yB-yA\n",
+    "dx=xB-xA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "pente : -0.000785 s/heure\n"
+     ]
+    }
+   ],
+   "source": [
+    "pente=dy/(dx.seconds/(3600))\n",
+    "print('pente :', pente, 's/heure')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Pour détemrminer la direction on observe le signe de la pente. \n",
+    "# Si la pente est négative : E -> O\n",
+    "# Si la pente est positive : O -> E\n",
+    "# à verifier"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "t=Track1.loc[(Track1['click_time']>='2017-08-%d 10:20:00.0'%(da))&(Track1['click_time']<'2017-08-%d 11:25:00.0'%(da))]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Calcul ICI (interval inter clic) d'une track isolée"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# L'ICI permet d'observer le comportement de l'animal, In ICI de 0.5 secondes environ correspond à un comportement de recherche de proie\n",
+    "# Un ici très court correspond à une chasse active (prés d'une proie déja localisée)\n",
+    "\n",
+    "## PAS FINI!!!!!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [],
+   "source": [
+    "Track1\n",
+    "Tracka=Track1.sort_values(by = 'click_time')\n",
+    "Tracka=Tracka.reset_index(drop=False)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "\n",
+    "T1=pd.concat([pd.DataFrame(Tracka.iloc[0]).T,Tracka],ignore_index=True)\n",
+    "T2=pd.concat([Tracka,pd.DataFrame(Tracka.iloc[Tracka.shape[0]-1]).T],ignore_index=True)\n",
+    "#T2=Tracka.loc[1:].reset_index(drop=True)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'T2' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-1-760c97c71fef>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mICI1\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mT2\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'click_time'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mT1\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'click_time'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m: name 'T2' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "ICI1=T2['click_time']-T1['click_time']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "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": [
+    "plt.figure()\n",
+    "\n",
+    "plt.plot(ICI1)\n",
+    "plt.subplots_adjust(top=1, bottom=0, left=0, right=2, hspace=0.25,wspace=0.15)\n",
+    "plt.title(\"ICI\")\n",
+    "plt.xlabel('')\n",
+    "plt.ylabel('ici')\n",
+    "#plt.ylim([-0.0005,-0.0004])\n",
+    "#plt.xlim(['2017-08-%d 10:20:00.0'%(da),'2017-08-%d 11:25:00'%(da)])\n",
+    "plt.grid()\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": "3.7.1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
-- 
GitLab