diff --git a/proc/Untitled.ipynb b/proc/Untitled.ipynb index b01e90b..6549aab 100644 --- a/proc/Untitled.ipynb +++ b/proc/Untitled.ipynb @@ -1,757 +1,15927 @@ { "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "ExecuteTime": { - "end_time": "2020-02-14T16:59:52.224327Z", - "start_time": "2020-02-14T16:59:51.683530Z" + "end_time": "2020-02-17T16:12:11.177307Z", + "start_time": "2020-02-17T16:12:10.655367Z" } }, "outputs": [], "source": [ "import numpy as np\n", "import os\n", "import pandas as pd \n", "import sys\n", "import matplotlib.pyplot as plt\n", "import eventBased as eb\n", "\n", "dataFolder = '../data'\n", - "experiment = 4\n", "sub = 72\n", "dataRwLb = os.path.join(dataFolder, \"dataLabeld\")\n", "dataEBLb = os.path.join(dataFolder, \"dataEB/sub\"+str(sub))\n", "baseFreq = 50\n", "dT = 1/baseFreq\n", "\n", "start = 10000\n", "stop = int(start+baseFreq*2.56)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": { "ExecuteTime": { - "end_time": "2020-02-14T16:59:52.231439Z", - "start_time": "2020-02-14T16:59:52.225375Z" + "end_time": "2020-02-17T16:12:11.184194Z", + "start_time": "2020-02-17T16:12:11.178646Z" } }, "outputs": [], "source": [ "fileHigh = './highPass.fir'\n", "tapsHigh = list(pd.read_csv(fileHigh,header = None)[0])\n", "fileLow = './lowPass.fir'\n", "tapsLow = list(pd.read_csv(fileLow,header = None)[0])" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": { "ExecuteTime": { - "end_time": "2020-02-14T16:59:52.236961Z", - "start_time": "2020-02-14T16:59:52.233237Z" + "end_time": "2020-02-17T16:12:11.190719Z", + "start_time": "2020-02-17T16:12:11.185627Z" } }, "outputs": [], "source": [ "plt.close('all')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { - "start_time": "2020-02-14T16:59:51.679Z" + "start_time": "2020-02-17T16:12:10.652Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using matplotlib backend: Qt5Agg\n" + ] + } + ], "source": [ "%matplotlib auto\n", "np.set_printoptions(precision=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## load data " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { - "start_time": "2020-02-14T16:59:51.680Z" + "start_time": "2020-02-17T16:12:10.653Z" } }, "outputs": [], "source": [ "def getExpNo(s):\n", " idx = 0\n", " for i in range(len(s)):\n", " idx = i\n", " if s[i].isalpha():\n", " break\n", " return int(s[0:idx])\n", + "\n", + "def getSensor(s):\n", + " start = 0\n", + " name = s.split(\".\")[0]\n", + " for i in range(len(name)):\n", + " if s[i].isalpha():\n", + " start = i\n", + " break\n", + " return name[start:len(name)]\n", + "\n", "def pik(ls, s):\n", + " chose = []\n", " for e in ls:\n", " if s in e:\n", - " return e\n", + " chose.append(e)\n", + " return chose\n", + "\n", "def generateFreqScale(dt,N, correctCoeff = None):\n", " if correctCoeff:\n", " dt *= correctCoeff\n", " fs = np.arange(-1/(2*dt),1/(2*dt)-dT/10,1/(dt*N))\n", - " return fs \n", - "\n", - "pathToRwFiles = sorted([os.path.join(dataRwLb,x) for x in os.listdir(dataRwLb) if getExpNo(x) == experiment])\n", - "pathToEBFiles = sorted([os.path.join(dataEBLb,x) for x in os.listdir(dataEBLb) if getExpNo(x) == experiment])\n", + " return fs " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Check one file" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2020-02-17T16:12:10.656Z" + } + }, + "outputs": [], + "source": [ + "experiment = [4]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2020-02-17T16:12:10.658Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Length of the signal, in seconds: 331.3s\n", + "--------------------------------------------------------------------\n", + "Average frequency for the x accelerometer: 20.582553576818594Hz\n", + "Average frequency for the y accelerometer: 19.055236945366737Hz\n", + "Average frequency for the z accelerometer: 17.51282825233927Hz\n", + "--------------------------------------------------------------------\n", + "Average frequency for the x gyroscope: 25.15242982191367Hz\n", + "Average frequency for the y gyroscope: 27.911258677935404Hz\n", + "Average frequency for the z gyroscope: 24.51554482342288Hz\n" + ] + } + ], + "source": [ + "pathToRwFiles = sorted([os.path.join(dataRwLb,x) for x in os.listdir(dataRwLb) if getExpNo(x) in experiment])\n", + "pathToEBFiles = sorted([os.path.join(dataEBLb,x) for x in os.listdir(dataEBLb) if getExpNo(x) in experiment])\n", "\n", "#Original data ---------------------------------------\n", - "dataAccRw = pd.read_csv(pik(pathToRwFiles, \"acc\"))\n", - "dataGyroRw = pd.read_csv(pik(pathToRwFiles, \"gyro\"))\n", + "dataAccRw = pd.read_csv(pik(pathToRwFiles, \"acc\")[0])\n", + "dataGyroRw = pd.read_csv(pik(pathToRwFiles, \"gyro\")[0])\n", "\n", "#EB data ---------------------------------------\n", - "dataAccX = pd.read_csv(pik(pathToEBFiles, \"accx\"), header = None)\n", - "dataAccY = pd.read_csv(pik(pathToEBFiles, \"accy\"), header = None)\n", - "dataAccZ = pd.read_csv(pik(pathToEBFiles, \"accz\"), header = None)\n", - "dataGyroX = pd.read_csv(pik(pathToEBFiles, \"gyrox\"), header = None)\n", - "dataGyroY = pd.read_csv(pik(pathToEBFiles, \"gyroy\"), header = None)\n", - "dataGyroZ = pd.read_csv(pik(pathToEBFiles, \"gyroz\"), header = None)\n", + "dataAccX = pd.read_csv(pik(pathToEBFiles, \"accx\")[0], header = None)\n", + "dataAccY = pd.read_csv(pik(pathToEBFiles, \"accy\")[0], header = None)\n", + "dataAccZ = pd.read_csv(pik(pathToEBFiles, \"accz\")[0], header = None)\n", + "dataGyroX = pd.read_csv(pik(pathToEBFiles, \"gyrox\")[0], header = None)\n", + "dataGyroY = pd.read_csv(pik(pathToEBFiles, \"gyroy\")[0], header = None)\n", + "dataGyroZ = pd.read_csv(pik(pathToEBFiles, \"gyroz\")[0], header = None)\n", "\n", "#Some infos:\n", "lengthT = len(dataAccRw)/baseFreq\n", "print(\"Length of the signal, in seconds: {}s\".format(lengthT))\n", "print(\"--------------------------------------------------------------------\")\n", "avgFreqAccX = len(dataAccX)/lengthT\n", "print(\"Average frequency for the x accelerometer: {}Hz\".format(avgFreqAccX))\n", "avgFreqAccY = len(dataAccY)/lengthT\n", "print(\"Average frequency for the y accelerometer: {}Hz\".format(avgFreqAccY))\n", "avgFreqAccZ = len(dataAccZ)/lengthT\n", "print(\"Average frequency for the z accelerometer: {}Hz\".format(avgFreqAccZ))\n", "print(\"--------------------------------------------------------------------\")\n", "avgFreqGyroX = len(dataGyroX)/lengthT\n", "print(\"Average frequency for the x gyroscope: {}Hz\".format(avgFreqGyroX))\n", "avgFreqGyroY = len(dataGyroY)/lengthT\n", "print(\"Average frequency for the y gyroscope: {}Hz\".format(avgFreqGyroY))\n", "avgFreqGyroZ = len(dataGyroZ)/lengthT\n", "print(\"Average frequency for the z gyroscope: {}Hz\".format(avgFreqGyroZ))\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { - "start_time": "2020-02-14T16:59:51.682Z" + "start_time": "2020-02-17T16:12:10.659Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Acc Min delta: 0.00138879463553776\n", + "Acc Max delta: 1.394444436107938\n", + "Acc Avg delta: 0.04930602873136862\n", + "\n", + "Gyro Min delta: 0.00030541419982899054\n", + "Gyro Max delta: 3.6948183178901672\n", + "Gyro Avg delta: 0.09478815631893625\n", + "\n", + "[0.00138879463553776, 0.00138879463553776, 0.00138879463553776, 0.00030541419982899054, 0.00030541419982899054, 0.00030541419982899054]\n" + ] + } + ], "source": [ "delta = []\n", "for lbl in ['x','y','z'] :\n", " ls = list(dataAccRw[lbl])\n", " for i in range(1,len(ls)):\n", " dif = abs(ls[i]-ls[i-1])\n", " if dif != 0:\n", " delta.append(dif)\n", "print(\"Acc Min delta: \", min(delta))\n", "print(\"Acc Max delta: \", max(delta))\n", "print(\"Acc Avg delta: \", np.average(delta))\n", "print()\n", "minDvAcc = [min(delta),min(delta),min(delta)]\n", "\n", "delta = []\n", "for lbl in ['x','y','z'] :\n", " ls = list(dataGyroRw['z'])\n", " for i in range(1,len(ls)):\n", " dif = abs(ls[i]-ls[i-1])\n", " if dif != 0:\n", " delta.append(dif)\n", "print(\"Gyro Min delta: \", min(delta))\n", "print(\"Gyro Max delta: \", max(delta))\n", "print(\"Gyro Avg delta: \", np.average(delta))\n", "print()\n", "minDvGyro = [min(delta),min(delta),min(delta)]\n", "\n", "minDvTot = minDvAcc\n", "minDvTot.extend(minDvGyro)\n", "print(minDvTot)" ] }, { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2020-02-14T16:59:51.683Z" - } - }, - "outputs": [], - "source": [ - "accx = [list(dataAccX[0]),list(dataAccX[1]),list(dataAccX[2])]\n", - "accy = [list(dataAccY[0]),list(dataAccY[1]),list(dataAccY[2])]\n", - "accz = [list(dataAccZ[0]),list(dataAccZ[1]),list(dataAccZ[2])]\n", - "\n", - "gyrox = [list(dataGyroX[0]),list(dataGyroX[1]),list(dataGyroX[2])]\n", - "gyroy = [list(dataGyroY[0]),list(dataGyroY[1]),list(dataGyroY[2])]\n", - "gyroz = [list(dataGyroZ[0]),list(dataGyroZ[1]),list(dataGyroZ[2])]\n", - "\n", - "dictSigNames = {'accx': 0,'accy': 1,'accz': 2,'gyrox': 3,'gyroy': 4,'gyroz': 5}\n", - "\n", - "stream = eb.VectorStreamer()\n", - "stream.load(dictSigNames.keys(),accx,accy,accz,gyrox,gyroy,gyroz)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2020-02-14T16:59:51.685Z" - } - }, - "outputs": [], - "source": [ - "a = eb.inertial.inertial(filtersTaps=[tapsLow,tapsHigh], dv = minDvTot)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2020-02-14T16:59:51.687Z" - }, - "scrolled": true - }, - "outputs": [], - "source": [ - "numWindow = 0\n", - "batchWindow = 50\n", - "state = 'train'\n", - "windowPass = False\n", - "\n", - "for elem in stream.get():\n", - " t,v,lbl,dim = elem[0],elem[1],elem[2],dictSigNames[elem[3]]\n", - " if state == 'train':\n", - " windowPass = a.buildTrain(t,v,lbl,dim)\n", - " else:\n", - " res,orig,lblsTot = a.test(t,v,lbl,dim)\n", - " if type(orig) != type(None):\n", - " print()\n", - " print(\"/*\"*35)\n", - " print(\"Results: {}({} --> {}) vs original: {}\".format(res,lblsTot,lblsTot[np.argmax(res)],orig))\n", - " print(\"/*\"*35)\n", - " print()\n", - " state = 'train'\n", - " if windowPass:\n", - " windowPass = False\n", - " numWindow +=1\n", - " print(\"Window Number: \",numWindow)\n", - " if numWindow % batchWindow == 0:\n", - " success = a.fit()\n", - "# print(\"/*\"*35)\n", - "# print(success)\n", - "# print(\"/*\"*35)\n", - " if success:\n", - " state = 'test'\n", - " else:\n", - " print(\"Error in fitting !\")\n", - " print(\"----------------------------------------------------\")\n", - " \n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2020-02-14T16:59:51.687Z" - } - }, - "outputs": [], - "source": [ - "from sklearn.svm import SVC\n", - "svm = SVC(kernel='linear', probability = True, decision_function_shape = \"ovr\")\n", - "vec = [[1,2,3,4],[7,6,8,9],[1,2,90,5],[4,6,78,0]]\n", - "lbl = [4,4,3,3]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2020-02-14T16:59:51.689Z" - } - }, - "outputs": [], - "source": [ - "a = svm.fit(vec,lbl)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2020-02-14T16:59:51.691Z" - } - }, - "outputs": [], - "source": [ - "# vec.append([1,4,88,2])\n", - "# lbl.append(0)\n", - "svm.predict_proba(vec)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2020-02-14T16:59:51.692Z" - } - }, - "outputs": [], "source": [ - "eb = signalDescriptor(dataAccX[0],dataAccX[1])\n", - "rw = signalDescriptor(np.arange(len(dataAccRw['x'])),dataAccRw['x'])" + "#### Get all the files and build the structure for data iteration" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { - "start_time": "2020-02-14T16:59:51.694Z" + "start_time": "2020-02-17T16:12:10.662Z" } }, "outputs": [], "source": [ - "fEB = eb.nudft(startT = start, endT = stop)\n", - "fRW = rw.nudft(startT = start, endT = stop-1)\n", - "print(\"Finished nuDft\")\n", - "fEBres = eb.resampledDFT(startT = start, endT = stop)\n", - "fRWres = rw.resampledDFT(startT = start, endT = stop)\n", - "print(\"Finished reDft\")\n", - "f = np.fft.fft(dataAccRw['x'][start:stop])\n", - "print(\"Finished numpy fft\")" + "pathToEBFiles = {}\n", + "keyList = []\n", + "for x in os.listdir(dataEBLb):\n", + " exp = getExpNo(x)\n", + " sens = getSensor(x)\n", + " if getExpNo(x) in pathToEBFiles.keys():\n", + " pathToEBFiles[exp].append(os.path.join(dataEBLb,x))\n", + " else:\n", + " pathToEBFiles[exp] = [os.path.join(dataEBLb,x)]\n", + "keyList = sorted(pathToEBFiles.keys())\n", + "\n", + "#SubSet of all keys\n", + "#keyList = keyList[0:8]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { - "start_time": "2020-02-14T16:59:51.695Z" + "start_time": "2020-02-17T16:12:10.663Z" } }, "outputs": [], "source": [ - "fRWScale = generateFreqScale(dT,len(f))\n", - "fEBScale = generateFreqScale(dT,len(fEB),len(f)/len(fEB))\n", - "#--------------------------------------\n", - "plt.figure()\n", - "plt.title(\"data Raw\")\n", - "plt.plot(dataAccRw['x'][start:stop])\n", - "\n", - "plt.figure()\n", - "plt.title(\"data EB sampled\")\n", - "t,v = eb.findInterval(start,stop)\n", - "plt.plot(t,v)\n", - "#--------------------------------------\n", - "plt.figure()\n", - "plt.title(\"Non uniform DFT on Event Based\")\n", - "plt.plot(fEBScale,np.abs(eb.shift(fEB)))\n", + "dictSigNames = {'accx': 0,'accy': 1,'accz': 2,'gyrox': 3,'gyroy': 4,'gyroz': 5}\n", + "allFiles = eb.CollectionVectorStreamer()\n", + "for k in keyList:\n", + " dataAccX = pd.read_csv(pik(pathToEBFiles[k], \"accx\")[0], header = None)\n", + " dataAccY = pd.read_csv(pik(pathToEBFiles[k], \"accy\")[0], header = None)\n", + " dataAccZ = pd.read_csv(pik(pathToEBFiles[k], \"accz\")[0], header = None)\n", + " dataGyroX = pd.read_csv(pik(pathToEBFiles[k], \"gyrox\")[0], header = None)\n", + " dataGyroY = pd.read_csv(pik(pathToEBFiles[k], \"gyroy\")[0], header = None)\n", + " dataGyroZ = pd.read_csv(pik(pathToEBFiles[k], \"gyroz\")[0], header = None)\n", + " \n", + " accx = [list(dataAccX[0]),list(dataAccX[1]),list(dataAccX[2])]\n", + " accy = [list(dataAccY[0]),list(dataAccY[1]),list(dataAccY[2])]\n", + " accz = [list(dataAccZ[0]),list(dataAccZ[1]),list(dataAccZ[2])]\n", "\n", - "plt.figure()\n", - "plt.title(\"Non uniform DFT on Raw\")\n", - "plt.plot(fRWScale,np.abs(rw.shift(fRW)))\n", - "#---------------------------------------\n", - "plt.figure()\n", - "plt.title(\"uniform DFT on re-sampled Event Based\")\n", - "plt.plot(fRWScale,np.abs(eb.shift(fEBres)))\n", + " gyrox = [list(dataGyroX[0]),list(dataGyroX[1]),list(dataGyroX[2])]\n", + " gyroy = [list(dataGyroY[0]),list(dataGyroY[1]),list(dataGyroY[2])]\n", + " gyroz = [list(dataGyroZ[0]),list(dataGyroZ[1]),list(dataGyroZ[2])]\n", "\n", - "plt.figure()\n", - "plt.title(\"uniform DFT on raw signal\")\n", - "plt.plot(fRWScale,np.abs(rw.shift(fRWres)))\n", - "#---------------------------------------\n", - "plt.figure()\n", - "plt.title(\"Numpy FFT on the original signal\")\n", - "plt.plot(fRWScale,np.abs(rw.shift(f)))" + " stream = eb.VectorStreamer()\n", + " stream.load(dictSigNames.keys(),accx,accy,accz,gyrox,gyroy,gyroz)\n", + " allFiles.addStreamer(stream)\n", + " \n", + "allFiles.generateTestTrain(80/100)" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { - "start_time": "2020-02-14T16:59:51.710Z" + "start_time": "2020-02-17T16:12:10.666Z" } }, - "outputs": [], - "source": [ - "import scipy.stats as stats" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2020-02-14T16:59:51.711Z" + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of train File: 48\n", + "Number of test File: 13\n" + ] } - }, - "outputs": [], - "source": [ - "stats.entropy([1/2, 1/2], base=2)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2020-02-14T16:59:51.711Z" - } - }, - "outputs": [], - "source": [ - "a = [7,7,7,7,7,8,9,9,9,9,9,3,3,2,1,1,-4,-3,-9]\n", - "sum(np.abs(a))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2020-02-14T16:59:51.713Z" - } - }, - "outputs": [], + ], "source": [ - "a = [7,7,7,7,7,8,9,9,9,9,9,3,3,2,1,1]\n", - "np.median(a)" + "print(\"Number of train File: \",len(allFiles.train))\n", + "print(\"Number of test File: \",len(allFiles.test))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { - "start_time": "2020-02-14T16:59:51.714Z" + "start_time": "2020-02-17T16:12:10.668Z" } }, "outputs": [], "source": [ - "len(a)" + "a = eb.inertial.inertial(filtersTaps=[tapsLow,tapsHigh], dv = minDvTot)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { - "start_time": "2020-02-14T16:59:51.715Z" - } + "start_time": "2020-02-17T16:12:10.671Z" + }, + "scrolled": true }, - "outputs": [], - "source": [ - "sorted(a)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2020-02-14T16:59:51.717Z" + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "################################################################################\n", + "$ NEXT FILE $$ NEXT FILE $$ NEXT FILE $$ NEXT FILE $$ NEXT FILE $$ NEXT FILE $$ NEXT FILE $$ NEXT FILE $$ NEXT FILE $\n", + "################################################################################\n", + "\n", + "Label unstable: -1, (129/185)\n", + "Label : 5, (90/90)\n", + "Filtering and signal extraction took: 0.3395388126373291s\n", + "filtered\n", + "391\n", + "True\n", + "Window Number: 1\n", + "----------------------------------------------------\n", + "Label : 5, (103/103)\n", + "Filtering and signal extraction took: 0.19379639625549316s\n", + "filtered\n", + "391\n", + "True\n", + "Window Number: 2\n", + "----------------------------------------------------\n", + "Label : 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"----------------------------------------------------\n", + "Label unstable: 4, (82/134)\n", + "Label : 4, (83/83)\n", + "Filtering and signal extraction took: 0.20889019966125488s\n", + "filtered\n", + "391\n", + "True\n", + "Window Number: 17\n", + "----------------------------------------------------\n", + "Label : 4, (72/72)\n", + "Filtering and signal extraction took: 0.186812162399292s\n", + "filtered\n", + "391\n", + "True\n", + "Window Number: 18\n", + "----------------------------------------------------\n", + "Label : 4, (116/116)\n", + "Filtering and signal extraction took: 0.1535184383392334s\n", + "filtered\n", + "391\n", + "True\n", + "Window Number: 19\n", + "----------------------------------------------------\n", + "Label : 4, (214/214)\n", + "Filtering and signal extraction took: 0.1598975658416748s\n", + "filtered\n", + "391\n", + "True\n", + "Window Number: 20\n", + "----------------------------------------------------\n", + "Label : 4, (207/207)\n", + "Filtering 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"Label : 5, (92/92)\n", + "Filtering and signal extraction took: 0.15900802612304688s\n", + "filtered\n", + "391\n", + "True\n", + "Window Number: 30\n", + "----------------------------------------------------\n", + "Label : 5, (85/85)\n", + "Filtering and signal extraction took: 0.1387622356414795s\n", + "filtered\n", + "391\n", + "True\n", + "Window Number: 31\n", + "----------------------------------------------------\n", + "Label : 5, (86/86)\n", + "Filtering and signal extraction took: 0.1130669116973877s\n", + "filtered\n", + "391\n", + "True\n", + "Window Number: 32\n", + "----------------------------------------------------\n", + "Label : 5, (85/85)\n", + "Filtering and signal extraction took: 0.09959888458251953s\n", + "filtered\n", + "391\n", + "True\n", + "Window Number: 33\n", + "----------------------------------------------------\n", + "Label : 5, (84/84)\n", + "Filtering and signal extraction took: 0.09634709358215332s\n", + "filtered\n", + "391\n", + "True\n", + "Window 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"----------------------------------------------------\n", + "Label unstable: 11, (118/175)\n", + "Label : 6, (97/99)\n", + "Filtering and signal extraction took: 0.20589685440063477s\n", + "filtered\n", + "391\n", + "True\n", + "Window Number: 48\n", + "----------------------------------------------------\n", + "Label : 6, (83/83)\n", + "Filtering and signal extraction took: 0.14866280555725098s\n", + "filtered\n", + "391\n", + "True\n", + "Window Number: 49\n", + "----------------------------------------------------\n", + "Label : 6, (87/87)\n", + "Filtering and signal extraction took: 0.1139383316040039s\n", + "filtered\n", + "391\n", + "True\n", + "Window Number: 50\n", + "----------------------------------------------------\n", + "Label : 6, (83/83)\n", + "Filtering and signal extraction took: 0.09722471237182617s\n", + "filtered\n", + "391\n", + "True\n", + "Window Number: 51\n", + "----------------------------------------------------\n", + "Label : 6, (77/77)\n", + "Filtering and 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+ "Label : 2, (366/366)\n", + "Filtering and signal extraction took: 0.5798604488372803s\n", + "filtered\n", + "391\n", + "True\n", + "Window Number: 141\n", + "----------------------------------------------------\n", + "Label : 2, (381/381)\n", + "Filtering and signal extraction took: 0.5815408229827881s\n", + "filtered\n", + "391\n", + "True\n", + "Window Number: 142\n", + "----------------------------------------------------\n", + "Label : 2, (303/365)\n", + "Filtering and signal extraction took: 0.5581700801849365s\n", + "filtered\n", + "391\n", + "True\n", + "Window Number: 143\n", + "----------------------------------------------------\n", + "Label unstable: -1, (209/315)\n", + "Label unstable: -1, (323/323)\n", + "Label unstable: -1, (307/307)\n", + "Label unstable: -1, (212/212)\n", + "Label unstable: -1, (176/176)\n", + "Label unstable: -1, (162/292)\n", + "Label : 3, (326/393)\n", + "Filtering and signal extraction took: 0.5915424823760986s\n", + "filtered\n", + "391\n", + "True\n", + "Window Number: 144\n", + "----------------------------------------------------\n", + "Label : 3, (405/405)\n", + "Filtering and signal extraction took: 0.6439323425292969s\n", + "filtered\n", + "391\n", + "True\n", + "Window Number: 145\n", + "----------------------------------------------------\n", + "Label : 3, (427/427)\n", + "Filtering and signal extraction took: 0.7614216804504395s\n", + "filtered\n", + "391\n", + "True\n", + "Window Number: 146\n", + "----------------------------------------------------\n", + "Label : 3, (441/441)\n", + "Filtering and signal extraction took: 0.8779878616333008s\n", + "filtered\n", + "391\n", + "True\n", + "Window Number: 147\n", + "----------------------------------------------------\n", + "Label : 3, (441/441)\n", + "Filtering and signal extraction took: 1.0004301071166992s\n", + "filtered\n", + "391\n", + "True\n", + "Window Number: 148\n", + "----------------------------------------------------\n", + "Label : 3, (457/457)\n", + "Filtering and signal extraction took: 1.0655803680419922s\n", + "filtered\n", + "391\n", + "True\n", + "Window Number: 149\n", + "----------------------------------------------------\n", + "Label : 3, (490/490)\n", + "Filtering and signal extraction took: 1.0514342784881592s\n", + "filtered\n", + "391\n", + "True\n", + "Window Number: 150\n", + "----------------------------------------------------\n", + "Label : 3, (499/499)\n", + "Filtering and signal extraction took: 0.9356164932250977s\n", + "filtered\n", + "391\n", + "True\n", + "Window Number: 151\n", + "----------------------------------------------------\n", + "Label : 3, (507/507)\n" + ] } - }, - "outputs": [], + ], "source": [ - "b = a[0:11]\n", - "c = a[11:len(a)]\n", + "numWindow = 0\n", + "#batchWindow = 50\n", + "windowPass = False\n", + "newFile = False\n", "\n", - "mb = np.median(b)\n", - "mc = np.median(c)\n", - "q = " + "for trainStream in allFiles.getTrain():\n", + " print(\"\\n################################################################################\") \n", + " print(\"$ NEXT FILE $\"*9) \n", + " print(\"################################################################################\\n\")\n", + " numWindow = 0\n", + " for elem in trainStream.get():\n", + " t,v,lbl,dim = elem[0],elem[1],elem[2],dictSigNames[elem[3]]\n", + " windowPass = a.buildTrain(t,v,lbl,dim, newFile = newFile)\n", + " newFile = False\n", + " \n", + " if windowPass:\n", + " windowPass = False\n", + " numWindow +=1\n", + " print(\"Window Number: \",numWindow)\n", + " \n", + " print(\"----------------------------------------------------\") \n", + " newFile = True\n", + " \n", + "success = a.fit()\n", + "if success:\n", + " print(\"Batch fitted !\")\n", + "else:\n", + " print(\"Error in fitting !\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { - "start_time": "2020-02-14T16:59:51.718Z" + "start_time": "2020-02-17T16:12:10.673Z" } }, "outputs": [], "source": [ - "a = [2,3,5,6,8,4,345,567,3]\n", - "sum([x**2 for x in a])" + "newFile = True\n", + "totalHit = 0\n", + "totalOkHit =0\n", + "for trainStream in allFiles.getTest():\n", + " ThisTotalHit = 0\n", + " ThisTotalOkHit =0\n", + " for elem in trainStream.get():\n", + " t,v,lbl,dim = elem[0],elem[1],elem[2],dictSigNames[elem[3]]\n", + " res,orig,lblsTot = a.test(t,v,lbl,dim, newFile = newFile)\n", + " newFile = False\n", + " if type(orig) != type(None):\n", + " ThisTotalHit += 1\n", + " print()\n", + " print(\"/*\"*35)\n", + " print(\"Results: {}({} --> {}) vs original: {}\".format(res,lblsTot,lblsTot[np.argmax(res)],orig))\n", + " if(lblsTot[np.argmax(res)] == orig):\n", + " ThisTotalOkHit += 1\n", + " print(\"URRA`\")\n", + " print(\"/*\"*35)\n", + " print()\n", + " print(\"\\n################################################################################\\n\") \n", + " print(\"This file had {} window. correctly guessed: {} ({}%)\".format(ThisTotalHit,ThisTotalOkHit,100*ThisTotalOkHit/ThisTotalHit))\n", + " print(\"\\n################################################################################\\n\") \n", + " totalHit += ThisTotalHit\n", + " totalOkHit += ThisTotalOkHit \n", + " \n", + " newFile = True\n", + "print(\"\\n\\n################################################################################\") \n", + "print(\"################################################################################\\n\") \n", + "print(\"This test set had {} window. correctly guessed: {} ({}%)\".format(totalHit,totalOkHit,100*totalOkHit/totalHit))\n", + "print(\"\\n################################################################################\") \n", + "print(\"################################################################################\\n\\n\") " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": { "ExecuteTime": { - "start_time": "2020-02-14T16:59:51.723Z" + "end_time": "2020-02-17T15:37:10.524994Z", + "start_time": "2020-02-17T15:37:10.376334Z" } }, - "outputs": [], "source": [ "taps = tapsLow\n", "f = 19.5\n", "t = np.arange(0.1,100,0.02)\n", "y = np.sin(2*np.pi*f*t)\n", "delay = (len(taps)-1)//2\n", "filt = []\n", "tFilt =[]\n", "gain = []\n", "\n", "for i in range(delay,len(t)-delay):\n", " res = np.dot(y[i-delay:i+delay+1],taps)\n", " filt.append(res)\n", " tFilt.append(i*0.02)\n", "\n", "filt = np.array(filt)\n", "\n", "plt.figure()\n", "plt.title('filtered')\n", "plt.plot(tFilt,filt)\n", "#plt.figure()\n", "#plt.title('Original')\n", "plt.plot(t,y)" ] } ], "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" }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }