{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ " Copyright (C) 2015 Jingkun Gao (jingkun@cmu.edu)\n", " \n", " This file is part of PLAID code repo.\n", " \n", " This program is free software: you can redistribute it and/or modify\n", " it under the terms of the GNU General Public License as published by\n", " the Free Software Foundation, either version 3 of the License, or\n", " (at your option) any later version.\n", "\n", " This program is distributed in the hope that it will be useful,\n", " but WITHOUT ANY WARRANTY; without even the implied warranty of\n", " MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the\n", " GNU General Public License for more details.\n", "\n", " You should have received a copy of the GNU General Public License\n", " along with this program. If not, see " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this IPython Notebook, I will show how to load data and extract features from PLAID. Meanwhile, I will test the performance of appliance identification using PLAID.\n", "\n", "Please make sure Python3 and other necessary packages (using **pip3 -r requirements.txt**) are installed," ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:17:52.609326Z", "start_time": "2018-02-08T07:17:52.603257Z" } }, "outputs": [], "source": [ "# !pip install -r requiements.txt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:17:53.231519Z", "start_time": "2018-02-08T07:17:52.613411Z" } }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import subprocess\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.cm as cm\n", "from datetime import datetime\n", "plt.style.use('ggplot')\n", "\n", "from pylab import rcParams\n", "rcParams['figure.figsize'] = (10, 6)\n", "\n", "import matplotlib\n", "font = {'family' : 'sans-serif',\n", " 'weight' : 'normal',\n", " 'size' : 17}\n", "matplotlib.rc('font', **font)\n", "\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:17:53.350657Z", "start_time": "2018-02-08T07:17:53.234680Z" } }, "outputs": [], "source": [ "# functions to read data and meta data\n", "def read_data_given_id(path,ids,progress=True,last_offset=0):\n", " '''read data given a list of ids and CSV paths'''\n", " start = datetime.now()\n", " n = len(ids)\n", " if n == 0:\n", " return {}\n", " else:\n", " data = {}\n", " for (i,ist_id) in enumerate(ids, start=1):\n", " if progress and np.mod(i,np.ceil(n/10))==0:\n", " print('%d/%d (%2.0f%s) have been read...\\t time consumed: %ds'\\\n", " %(i,n,i/n*100,'%',(datetime.now()-start).seconds))\n", " if last_offset==0:\n", " data[ist_id] = np.genfromtxt(path+str(ist_id)+'.csv',delimiter=',',\\\n", " names='current,voltage',dtype=(float,float))\n", " else:\n", " p=subprocess.Popen(['tail','-'+str(int(last_offset)),path+str(ist_id)+'.csv'],\\\n", " stdout=subprocess.PIPE)\n", " data[ist_id] = np.genfromtxt(p.stdout,delimiter=',',names='current,voltage',dtype=(float,float))\n", " print('%d/%d (%2.0f%s) have been read(Done!) \\t time consumed: %ds'\\\n", " %(n,n,100,'%',(datetime.now()-start).seconds)) \n", " return data\n", "\n", "\n", "def clean_meta(ist):\n", " '''remove None elements in Meta Data ''' \n", " clean_ist = ist.copy()\n", " for k,v in ist.items():\n", " if len(v) == 0:\n", " del clean_ist[k]\n", " return clean_ist\n", " \n", "def parse_meta(meta):\n", " '''parse meta data for easy access'''\n", " M = {}\n", " for m in meta:\n", " for app in m:\n", " M[int(app['id'])] = clean_meta(app['meta'])\n", " return M\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:17:53.387506Z", "start_time": "2018-02-08T07:17:53.353958Z" } }, "outputs": [], "source": [ "# specify path to read data and meta\n", "# Please make sure you downloaded latest dataset from plaidplug.com.\n", "Data_path = 'data/'\n", "csv_path = Data_path + 'CSV/';\n", "\n", "import json\n", "\n", "# read meta\n", "with open(Data_path + 'meta1.json') as data_file: \n", " meta1 = json.load(data_file)\n", "\n", " \n", "Meta = parse_meta([meta1])\n", "meta1 = parse_meta([meta1])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:17:53.408194Z", "start_time": "2018-02-08T07:17:53.390315Z" } }, "outputs": [], "source": [ "# read data\n", "# applinace types of all instances\n", "Types = [x['type'] for x in Meta.values()]\n", "# unique appliance types\n", "Unq_type = list(set(Types)) \n", "Unq_type.sort()\n", "IDs_for_read_data = list(Meta.keys())\n", "# households of appliances\n", "Locs = [x['header']['collection_time']+'_'+x['location'] for x in Meta.values()]\n", "# unique households\n", "Unq_loc = list(set(Locs))\n", "Unq_loc.sort()\n", "Origianl_Unq_type = Unq_type" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:17:53.417540Z", "start_time": "2018-02-08T07:17:53.411647Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of households: 55\n", "Number of total measurements:1074\n" ] } ], "source": [ "print('Number of households: %d\\nNumber of total measurements:%d'%(len(Unq_loc),len(Locs)))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:08.400161Z", "start_time": "2018-02-08T07:17:53.420896Z" }, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "108/1074 (10%) have been read...\t time consumed: 8s\n", "216/1074 (20%) have been read...\t time consumed: 16s\n", "324/1074 (30%) have been read...\t time consumed: 23s\n", "432/1074 (40%) have been read...\t time consumed: 30s\n", "540/1074 (50%) have been read...\t time consumed: 38s\n", "648/1074 (60%) have been read...\t time consumed: 45s\n", "756/1074 (70%) have been read...\t time consumed: 52s\n", "864/1074 (80%) have been read...\t time consumed: 60s\n", "972/1074 (91%) have been read...\t time consumed: 67s\n", "1074/1074 (100%) have been read(Done!) \t time consumed: 74s\n" ] } ], "source": [ "# read data\n", "# estimated time cost: ~ 1 mins\n", "npts = 10000\n", "Data = read_data_given_id(csv_path,IDs_for_read_data,progress=True, last_offset=npts)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:08.410516Z", "start_time": "2018-02-08T07:19:08.402945Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total number of instances:1074\n" ] } ], "source": [ "print('Total number of instances:%d'%len(Data))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We start by extracting one representative period of steady state for each instance." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:08.621056Z", "start_time": "2018-02-08T07:19:08.413876Z" } }, "outputs": [], "source": [ "fs = 30000\n", "f0 = 60\n", "NS = fs//f0 # number of samples per period\n", "NP = npts//NS # number of periods for npts\n", "\n", "# calculate the representative one period of steady state \n", "# (mean of the aggregated signals over one cycle)\n", "n = len(Data)\n", "rep_I = np.empty([n,NS])\n", "rep_V = np.empty([n,NS])\n", "for i in range(n):\n", " tempI = np.sum(np.reshape(Data[i+1]['current'],[NP,NS]),0)/NP\n", " tempV = np.sum(np.reshape(Data[i+1]['voltage'],[NP,NS]),0)/NP\n", " # align current to make all samples start from 0 and goes up\n", " ix = np.argsort(np.abs(tempI))\n", " j = 0\n", " while True:\n", " if ix[j]<499 and tempI[ix[j]+1]>tempI[ix[j]]:\n", " real_ix = ix[j]\n", " break\n", " else:\n", " j += 1\n", " rep_I[i,] = np.hstack([tempI[real_ix:],tempI[:real_ix]])\n", " rep_V[i,] = np.hstack([tempV[real_ix:],tempV[:real_ix]])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Extract labels for appliance type and locations(used for train/test split)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:08.656919Z", "start_time": "2018-02-08T07:19:08.623170Z" }, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of different types: 11\n", "number of different households: 55\n" ] } ], "source": [ "type_Ids = {}\n", "loc_Ids = {}\n", "n = len(Data)\n", "type_label = np.zeros(n,dtype='int')\n", "loc_label = np.zeros(n,dtype='int')\n", "for (ii,t) in enumerate(Unq_type):\n", " type_Ids[t] = [i-1 for i,j in enumerate(Types,start=1) if j == t]\n", " type_label[type_Ids[t]] = ii+1\n", "for (ii,t) in enumerate(Unq_loc):\n", " loc_Ids[t] = [i-1 for i,j in enumerate(Locs,start=1) if j == t]\n", " loc_label[loc_Ids[t]] = ii+1\n", "print('number of different types: %d'% len(Unq_type))\n", "print('number of different households: %d'% len(Unq_loc))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then look at the distributions of appliance types and locations." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:09.096238Z", "start_time": "2018-02-08T07:19:08.659766Z" }, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Air Conditioner', 'Compact Fluorescent Lamp', 'Fan', 'Fridge', 'Hairdryer', 'Heater', 'Incandescent Light Bulb', 'Laptop', 'Microwave', 'Vacuum', 'Washing Machine']\n", "Similified verstion:\n", "['AC', 'CFL', 'Fan', 'Fridge', 'Hairdryer', 'Heater', 'Bulb', 'Laptop', 'Microwave', 'Vacuum', 'Washer']\n" ] }, { "data": { "image/png": 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AS45H4SwqKkozZ86Uw+FQenq6Hn300RLbtWnTxq3bnj17lJWVpb59+yogwH1y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\nycmSpClTpiguLs57RUrS5xu8O34AAIB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(type_label,len(Unq_type))\n", "plt.title('distirbution of instances for each type')\n", "print(Origianl_Unq_type)\n", "print('Similified verstion:')\n", "Unq_type[0]='AC';\n", "Unq_type[1]='CFL';\n", "Unq_type[6]='Bulb';\n", "Unq_type[10]='Washer';\n", "print(Unq_type)\n", "plt.savefig('type_dist.eps', format='eps')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that we have an unbalanced dataset, more instances for CFL, Hairdryer, Laptop and less for Fridge, Heater, Vacuum and Washing Machine." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:09.693454Z", "start_time": "2018-02-08T07:19:09.099218Z" } }, "outputs": [ { "data": { "image/png": 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g7tWDuFcP4l71iHn5Gjdu7FY5rnABAADYjIQLAADAZiRcAAAANiPhAgAAsBkJ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\nMjMzreTqShEREdb80iQnJys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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(loc_label,len(Unq_loc))\n", "plt.title('distirbution of instances for each household')\n", "plt.savefig('house_dist.eps', format='eps')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we have rep_I, rep_V, type_label, loc_label. We will start from here to extract features and evalute classification performance. To begin, we first write a function for classifiers." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Classifiers " ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:10.475023Z", "start_time": "2018-02-08T07:19:09.696342Z" } }, "outputs": [], "source": [ "import sklearn\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.metrics import accuracy_score\n", "\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.naive_bayes import GaussianNB\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn import svm\n", "from sklearn.discriminant_analysis import QuadraticDiscriminantAnalysis as QDA \n", "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis as LDA\n", "from sklearn import tree\n", "from sklearn.ensemble import RandomForestClassifier, AdaBoostClassifier\n", "\n", "def myclassifiers(X_train,y_train,X_test,y_test,verbose=False):\n", " \n", " knn = KNeighborsClassifier(n_neighbors=1)\n", " gnb = GaussianNB()\n", " logistic = LogisticRegression(C=1e5)\n", " svc = svm.SVC(kernel='rbf',gamma=.7,C=1.0)\n", " lda = LDA(solver='lsqr', shrinkage='auto')\n", " qda = QDA()\n", " dTree = tree.DecisionTreeClassifier(max_depth=10)\n", " rForest = RandomForestClassifier(max_depth=10,n_estimators=20)\n", " adaBoost = AdaBoostClassifier()\n", " \n", " names = [\"Nearest Neighbors(k=1)\", \"Naive Bayes\",\"Logistic\",\"RBF SVM\", \"LDA\", \"QDA\",\n", " \"Decision Tree\",\"Random Forest\", \"AdaBoost\"]\n", " classifiers = [knn, gnb, logistic, svc, lda, qda, dTree, rForest, adaBoost]\n", " y_predict = []\n", " acc = []\n", "# print('Running',end=\"\")\n", " for (i,clf) in enumerate(classifiers):\n", " if verbose:\n", " print(' %s... '% names[i],end=\"\")\n", " clf.fit(X_train,y_train)\n", " y_predict.append(clf.predict(X_test))\n", " acc.append(clf.score(X_test,y_test))\n", " return (acc,y_predict,names)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:11.006163Z", "start_time": "2018-02-08T07:19:10.477945Z" } }, "outputs": [], "source": [ "# test classifiers\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(rep_I[:,:10], type_label, test_size=0.1, random_state=0)\n", "(acc,y_p,names) = myclassifiers(X_train,y_train,X_test,y_test)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:11.017107Z", "start_time": "2018-02-08T07:19:11.009523Z" } }, "outputs": [ { "data": { "text/plain": [ "[0.62037037037037035,\n", " 0.46296296296296297,\n", " 0.40740740740740738,\n", " 0.47222222222222221,\n", " 0.41666666666666669,\n", " 0.47222222222222221,\n", " 0.55555555555555558,\n", " 0.60185185185185186,\n", " 0.21296296296296297]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "acc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Features" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Raw Current \n", "**RawCF**" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:14.225791Z", "start_time": "2018-02-08T07:19:11.020048Z" }, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fridge\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "RawCF = rep_I\n", "# visualization of current features from certain type in RawCF\n", "type_id = 4\n", "n = sum(type_label==type_id)\n", "fig = plt.figure(figsize=(14,np.ceil(n/15)))\n", "count = 1\n", "for i in np.where(type_label==type_id)[0]:\n", " plt.subplot(np.ceil(n/10),15,count)\n", " plt.plot(RawCF[i,],'.')\n", " plt.gca().xaxis.set_major_locator(plt.NullLocator())\n", " plt.gca().yaxis.set_major_locator(plt.NullLocator())\n", "# plt.title('Id: '+str(k),fontsize=10)\n", " count += 1\n", "fig.tight_layout()\n", "print(Unq_type[type_id-1])\n", "plt.show() " ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:14.672389Z", "start_time": "2018-02-08T07:19:14.228189Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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SMqH70vKge9IyaUlR2616RZIgCIIgiMZDo9FArVaDMWZirSOaj9zcXFRXV9vc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\nPHkyABs3bsRsNnP11VcTHR1NY2MjeXl5NDY2sn79eq+vKZmQkMDq1au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Cs0yhxJ8pA+Qz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\nEMIH2K5UQn9V3zaUnjR4WKSWM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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot five instances\n", "ids = [1,8,3,4]\n", "normalize = lambda x:x/(max(x)*1.1)\n", "for i in ids:\n", " plt.plot(normalize(RawCF[np.where(type_label==i)[0][0],]),'.',label=Unq_type[i-1])\n", " plt.legend()\n", "plt.xlabel('count')\n", "plt.ylabel('normalized current value')\n", "plt.title('One Period of Steady State')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Real/Reactive Power, PQ Plane feature\n", "**PQ**: Calculate real and reactive power from steady states" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:23.661560Z", "start_time": "2018-02-08T07:19:14.675234Z" } }, "outputs": [], "source": [ "f0 = 60\n", "fs = 3e4\n", "n = len(Data)\n", "NN = int(fs//f0)\n", "NS = npts//NN\n", "PQ = np.empty([n,NS,2])\n", "\n", "for i in range(n):\n", " for j in range(NS-1):\n", " # extract current and voltage in two cycle\n", " temp_I = Data[i+1]['current'][j*NN:(j+2)*NN]\n", " temp_V = Data[i+1]['voltage'][j*NN:(j+2)*NN]\n", " # extract abs part(apparent component), divided by the number of points\n", " apparI = np.abs(2*np.fft.fft(temp_I))/NN\n", " apparV = np.abs(2*np.fft.fft(temp_V))/NN\n", " # phase difference\n", " theta = np.angle(np.fft.fft(temp_V)) - np.angle(np.fft.fft(temp_I))\n", " # calculate real/reactive power\n", " tempP = 1/2*apparV*apparI*np.sin(theta)\n", " tempQ = 1/2*apparV*apparI*np.cos(theta)\n", " # sum the power of different orders\n", "# PQ[i,j,0] = np.sum(tempP)\n", "# PQ[i,j,1] = np.sum(tempQ)\n", " # take only the fundamental active/reactive power \n", " PQ[i,j,0] = (tempP[2])\n", " PQ[i,j,1] = (tempQ[2])\n", "PQ = np.delete(PQ,np.where(np.isnan(PQ))[1],1)\n", "# choose the median value among all cycles\n", "PQ = np.median(PQ,1)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:24.534250Z", "start_time": "2018-02-08T07:19:23.664358Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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JiIiIKsnlQF3LOOq73k7JIcdZ0UFES75Amn4SnCrcmr2GgoICZGdnq7SZm5tD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\nn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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.cm as cmx\n", "import matplotlib.colors as colors\n", "\n", "def get_cmap(N):\n", " '''Returns a function that maps each index in 0, 1, ... N-1 to a distinct \n", " RGB color.'''\n", " color_norm = colors.Normalize(vmin=0, vmax=N-1)\n", " scalar_map = cmx.ScalarMappable(norm=color_norm, cmap='hsv') \n", " def map_index_to_rgb_color(index):\n", " return scalar_map.to_rgba(index)\n", " return map_index_to_rgb_color \n", "\n", "cmap = get_cmap(11)\n", "Legends=('AC','CFL','Fan','Fridge','Hairdryer','Heater','Bulb','Laptop','Microwave','Vaccum','Washer')\n", "markers='ov^<>sph+Dx'\n", "colors='bgrcmk'\n", "minx,maxx,miny,maxy = (0,0,0,0)\n", "fig=plt.figure(figsize=(12,6))\n", "ax=fig.add_subplot(1,1,1)\n", "ax.set_position([0.1,0.1,.6,0.8])\n", "# visualization of current features from certain type in PQ\n", "for i in range(11):\n", " ix=np.where(type_label==i+1)[0]\n", " # ignore appliances with high real/reactive power for better visualization\n", " temp_PQ = np.delete(PQ[ix], np.unique(np.where(np.abs(PQ[ix]) > 3000)[0]), 0)\n", " ix1 = np.random.randint(temp_PQ.shape[0],size=5)\n", " tempx = temp_PQ[ix1,0]\n", " tempy = temp_PQ[ix1,1]\n", " plt.scatter(tempx,tempy,c=cmap(i),marker=markers[i], s=100, label=Legends[i])\n", " minx = min(minx,min(tempx))\n", " maxx = max(maxx,max(tempx))\n", " miny = min(miny,min(tempy))\n", " maxy = max(maxy,max(tempy)) \n", "plt.axis([minx*0.9,maxx*1.1,miny*0.9,maxy*1.1])\n", "plt.xlabel('Real Power(W)')\n", "plt.ylabel('Reactive Power (VAR)')\n", "plt.legend(bbox_to_anchor=(1.01, 1), loc=2, borderaxespad=0.)\n", "# plt.tight_layout()\n", "plt.savefig('PQ.eps', format='eps')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Harmonics\n", "**HarmonicsF**: We will take up to 21st order of harmonics" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:24.876821Z", "start_time": "2018-02-08T07:19:24.536661Z" }, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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KHVLKy8vxt7/9DadOnUJjYyOio6MxfPhwPProo3Kb2tpa5Obm4ujRo2hubkZK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\nRKQAhsNAwEWw1cHJsrJqWRsgtLrmUOT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = len(Data)\n", "order = 21\n", "p = order + 1 # number of harmonics to be extracted, include 0-th component\n", "harmonics = np.linspace(0,order,num=p)\n", "fs = 30000\n", "npts = 10000\n", "f0 = 120 # for power\n", "\n", "HarmonicsF = np.empty([n,p])\n", "# visualize power harmonics of one instance\n", "ix = 100\n", "temp_P = Data[ix]['current']*Data[ix]['voltage']\n", "x = np.linspace(0,fs,num=npts)\n", "y = np.abs(np.fft.fft(temp_P))\n", "plt.plot(x[:200],y[:200],'.-')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:24.886332Z", "start_time": "2018-02-08T07:19:24.879132Z" } }, "outputs": [ { "data": { "text/plain": [ "array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10.,\n", " 11., 12., 13., 14., 15., 16., 17., 18., 19., 20., 21.])" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "harmonics" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:25.381691Z", "start_time": "2018-02-08T07:19:24.889745Z" } }, "outputs": [ { "data": { "text/plain": [ "array([ 241954.15403439, 245235.14034795, 149656.45694216,\n", " 60735.40515085, 38803.81561883, 24499.81562646,\n", " 21877.30176295, 34387.33122276, 26462.95516803,\n", " 19350.51102955, 21857.66557608, 14818.50723871,\n", " 12411.08847785, 16376.94359118, 14223.17238561,\n", " 13936.37074914, 13906.62194871, 9392.90600686,\n", " 6516.84211193, 5567.63471569, 5381.62618865,\n", " 7376.58529023])" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "for i in range(n):\n", " temp_P = Data[i+1]['current']*Data[i+1]['voltage']\n", " y = np.abs(np.fft.fft(temp_P))\n", " h = 40*harmonics\n", " h = h.astype(int)\n", " HarmonicsF[i,] =y[h]\n", "HarmonicsF[1,]" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:25.392747Z", "start_time": "2018-02-08T07:19:25.384993Z" } }, "outputs": [ { "data": { "text/plain": [ "(1074, 22)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "HarmonicsF.shape" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:25.849830Z", "start_time": "2018-02-08T07:19:25.396910Z" } }, "outputs": [ { "data": { "image/png": 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OKwliBcpEbW1tRn+lFtTV1WWMLZEuuKFQSPFFQutjJq6USCSCYDCoiUXL6XQq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\nrejs7MTk5CS2bt0Ku92OI0eOwOFwuPggy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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# visualization of harmonics features from certain type\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "ix1=np.where(type_label==9)[0][:4]\n", "ix2=np.where(type_label==7)[0][:4]\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111, projection='3d')\n", "ax.scatter(xs=HarmonicsF[ix1,0], ys=HarmonicsF[ix1,1], zs=HarmonicsF[ix1,2],c='r',s=80)\n", "ax.scatter(HarmonicsF[ix2,0], HarmonicsF[ix2,1], zs=HarmonicsF[ix2,2],c='b',s=80)\n", "ax.set_xlabel('1st harmonics')\n", "ax.set_ylabel('2nd harmonics')\n", "ax.set_zlabel('3rd harmonics')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Down sampled current/voltage\n", "**BinF** : This feature is to downsample the data to reduce dimension of raw current/voltage. " ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:25.871057Z", "start_time": "2018-02-08T07:19:25.853115Z" } }, "outputs": [], "source": [ "num = 20 # number of bins\n", "\n", "def get_BinF(X,num):\n", " '''X should be nd array of size N*P, the output will be N*num'''\n", " (N,P) = X.shape\n", " newP = int(np.floor(P/num)*num)\n", " newX = np.reshape(X[:,:newP],[N,num,newP//num])\n", " BinF = np.sum(newX,2)\n", " return BinF\n", "\n", "BinF_I = get_BinF(rep_I,num) \n", "BinF_V = get_BinF(rep_V,num) " ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:25.879589Z", "start_time": "2018-02-08T07:19:25.874129Z" } }, "outputs": [], "source": [ "BinF = np.hstack([BinF_I,BinF_V])" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:25.887696Z", "start_time": "2018-02-08T07:19:25.882352Z" } }, "outputs": [ { "data": { "text/plain": [ "(1074, 40)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "BinF.shape" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:25.896481Z", "start_time": "2018-02-08T07:19:25.890817Z" } }, "outputs": [ { "data": { "text/plain": [ "['AC',\n", " 'CFL',\n", " 'Fan',\n", " 'Fridge',\n", " 'Hairdryer',\n", " 'Heater',\n", " 'Bulb',\n", " 'Laptop',\n", " 'Microwave',\n", " 'Vacuum',\n", " 'Washer']" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Unq_type" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:25.909796Z", "start_time": "2018-02-08T07:19:25.900041Z" } }, "outputs": [ { "data": { "text/plain": [ "array([ 1.71650000e+00, 1.75350000e+00, 1.56700000e+00,\n", " 1.41700000e+00, 1.22300000e+00, 1.03950000e+00,\n", " 1.12575000e+01, 1.89370000e+01, 1.20715000e+01,\n", " 3.95400000e+00, -1.60750000e+00, -1.62750000e+00,\n", " -1.38850000e+00, -1.23150000e+00, -1.04950000e+00,\n", " -8.66500000e-01, -1.11200000e+01, -1.86765000e+01,\n", " -1.18595000e+01, -3.74000000e+00, -3.99555650e+03,\n", " -3.16559200e+03, -2.13829055e+03, -9.16609555e+02,\n", " 4.70130156e+02, 1.70416765e+03, 2.81547730e+03,\n", " 3.53513050e+03, 4.05019950e+03, 4.20040500e+03,\n", " 3.96450650e+03, 3.13474400e+03, 2.10894995e+03,\n", " 8.88079580e+02, -5.06118388e+02, -1.74206265e+03,\n", " -2.85133050e+03, -3.57194350e+03, -4.08391200e+03,\n", " -4.23233850e+03])" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "BinF[1,:]" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:26.245190Z", "start_time": "2018-02-08T07:19:25.912826Z" } }, "outputs": [ { "data": { "image/png": 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VycmW64k5ktMp43DInj5XtqSUYJcFAGgA7LkDLMjs3CI5nZJxSaXOsscAgGaB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\nAAAM5C8YdAI4X51eRQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "i = 100\n", "plt.plot(BinF_I[i,:],'.')\n", "plt.title('Down Sampled Current of ' + Unq_type[type_label[i]])\n", "plt.xlabel('count')\n", "plt.ylabel('value')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:29.420352Z", "start_time": "2018-02-08T07:19:26.248210Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# visualization of all Bin current features from certain type in BinF\n", "type_id = 4\n", "n = sum(type_label==type_id)\n", "fig = plt.figure(figsize=(14,np.ceil(n/15)))\n", "count = 1\n", "for i in np.where(type_label==type_id)[0]:\n", " plt.subplot(np.ceil(n/10),15,count)\n", " plt.plot(BinF_I[i,],'.')\n", " plt.gca().xaxis.set_major_locator(plt.NullLocator())\n", " plt.gca().yaxis.set_major_locator(plt.NullLocator())\n", "# plt.title('Id: '+str(k),fontsize=10)\n", " count += 1\n", "fig.tight_layout()\n", "plt.show() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. VI binary image\n", "**BinaryF**: Raw 0/1 binary VI images" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:29.558318Z", "start_time": "2018-02-08T07:19:29.422987Z" } }, "outputs": [], "source": [ "def center(X,w):\n", " minX = np.amin(X)\n", " maxX = np.amax(X)\n", " dist = max(abs(minX),maxX)\n", " X[X<-dist] = -dist\n", " X[X>dist] = dist\n", " d = (maxX-minX)/w\n", " return (X,d)\n", " \n", "def get_img_from_VI(V, I, width,hard_threshold=False,para=.5):\n", " '''Get images from VI, hard_threshold, set para as threshold to cut off,5-10\n", " soft_threshold, set para to .1-.5 to shrink the intensity'''\n", " \n", " d = V.shape[0]\n", " # doing interploation if number of points is less than width*2\n", " if d<2* width:\n", " newI = np.hstack([V, V[0]])\n", " newV = np.hstack([I, I[0]])\n", " oldt = np.linspace(0,d,d+1)\n", " newt = np.linspace(0,d,2*width)\n", " I = np.interp(newt,oldt,newI)\n", " V = np.interp(newt,oldt,newV)\n", " # center the current and voltage, get the size resolution of mesh given width \n", " (I,d_c) = center(I,width)\n", " (V,d_v) = center(V,width)\n", " \n", " # find the index where the VI goes through in current-voltage axis\n", " ind_c = np.floor((I-np.amin(I))/d_c).astype(int)\n", " ind_v = np.floor((V-np.amin(V))/d_v).astype(int)\n", " ind_c[ind_c==width] = width-1\n", " ind_v[ind_v==width] = width-1\n", " \n", " Img = np.zeros((width,width))\n", " \n", " for i in range(len(I)):\n", " Img[ind_c[i],width-ind_v[i]-1] += 1\n", " \n", " if hard_threshold:\n", " Img[Img" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# visualization of all imgaes from certain type in Imgs\n", "type_id = 1\n", "n = sum(type_label==type_id)\n", "fig = plt.figure(figsize=(14,np.ceil(n/15)))\n", "count = 1\n", "for i in np.where(type_label==type_id)[0]:\n", " plt.subplot(np.ceil(n/10),15,count)\n", " plt.imshow(Imgs[i,:,:],cmap = cm.Greys_r,interpolation='None')\n", " plt.gca().xaxis.set_major_locator(plt.NullLocator())\n", " plt.gca().yaxis.set_major_locator(plt.NullLocator())\n", "# plt.title('Id: '+str(k),fontsize=10)\n", " count += 1\n", "fig.tight_layout()\n", "plt.show() " ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:38.229334Z", "start_time": "2018-02-08T07:19:36.243327Z" } }, "outputs": [ { "data": { "image/png": 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B0dERqampsnOH1KlTp1CnTh2Fq7tVlKOjIwoLC/Hbb7/JbT958iRq1qwpGw1Y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\n3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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('classic')\n", "# AC-1,CFL-2,hairdryer-5,laptop-8\n", "ix=np.where(type_label==1)[0][30]\n", "fig=plt.figure(figsize=(16,10))\n", "ax1 = fig.add_subplot(2,3,1)\n", "plt.plot(rep_V[ix,:],rep_I[ix,:])\n", "plt.title('VI trajectory of Air Conditioner')\n", "# plt.xlabel('Voltage')\n", "# plt.ylabel('Current')\n", "\n", "ax = fig.add_subplot(2,3,2)\n", "plt.plot(rep_V[ix,:],rep_I[ix,:],'.')\n", "xticks = np.linspace(min(rep_V[ix,:]),max(rep_V[ix,:]),num=16)\n", "yticks = np.linspace(min(rep_I[ix,:]),max(rep_I[ix,:]),num=16)\n", "plt.axis([min(rep_V[ix,:]),max(rep_V[ix,:]),min(rep_I[ix,:]),max(rep_I[ix,:])])\n", "ax.set_xticks(xticks)\n", "ax.set_yticks(yticks)\n", "plt.tick_params(axis='both',which='both',labelbottom='off',labelleft='off')\n", "# plt.tick_params(axis='y',which='both',labelbottom='off')\n", "plt.title('Meshed version of VI')\n", "ax.grid(which='both')\n", "\n", "ax3 = fig.add_subplot(2,3,3)\n", "plt.imshow(Imgs[ix,:,:],cmap = cm.Greys_r,interpolation='None')\n", "plt.title('VI binary image of Air Conditioner')\n", "plt.tick_params(axis='both',which='both',labelbottom='off',labelleft='off')\n", "\n", "ax4 = fig.add_subplot(2,3,4)\n", "ix=np.where(type_label==2)[0][13]\n", "plt.imshow(Imgs[ix,:,:],cmap = cm.Greys_r,interpolation='None')\n", "plt.tick_params(axis='both',which='both',labelbottom='off',labelleft='off')\n", "plt.title('VI binary image of CFL')\n", "\n", "\n", "ax5 = fig.add_subplot(2,3,5)\n", "ix=np.where(type_label==5)[0][19]\n", "plt.imshow(Imgs[ix,:,:],cmap = cm.Greys_r,interpolation='None')\n", "plt.tick_params(axis='both',which='both',labelbottom='off',labelleft='off')\n", "plt.title('VI binary image of Hairdryer')\n", "\n", "ax6 = fig.add_subplot(2,3,6)\n", "ix=np.where(type_label==8)[0][13]\n", "plt.imshow(Imgs[ix,:,:],cmap = cm.Greys_r,interpolation='None')\n", "plt.tick_params(axis='both',which='both',labelbottom='off',labelleft='off')\n", "plt.title('VI binary image of Laptop')\n", "\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "fig.savefig('VI.eps', format='eps')\n", "plt.style.use('ggplot')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 6. PCA on abve three\n", "**PCA_BinF, PCA_BinaryF, PCA_RawCF**: Use projected components which keep more than 99% variations as the features" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:38.272295Z", "start_time": "2018-02-08T07:19:38.232607Z" } }, "outputs": [], "source": [ "from sklearn.decomposition import PCA\n", "\n", "# write a function to extract up to certain percent of projected components\n", "def get_PCs(X,p):\n", " # X: nd array of size sample_nums*features, \n", " # p: percentage of variation to be taken\n", " pca = PCA(whiten=True)\n", " pca.fit(X)\n", " ix=np.where(np.cumsum(pca.explained_variance_ratio_)>p)[0][0]\n", " pca = PCA(n_components=ix,whiten=True)\n", " return pca.fit_transform(X)\n", " " ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:38.751532Z", "start_time": "2018-02-08T07:19:38.276040Z" } }, "outputs": [], "source": [ "p = .99\n", "PCA_BinF = get_PCs(BinF,p)\n", "PCA_BinaryF = get_PCs(BinaryF,p)\n", "PCA_RawCF = get_PCs(RawCF,p)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:38.761458Z", "start_time": "2018-02-08T07:19:38.754414Z" } }, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.isnan(np.sum(PCA_BinF))" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:38.772968Z", "start_time": "2018-02-08T07:19:38.765308Z" } }, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.isnan(np.sum(PCA_BinaryF))" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:38.782588Z", "start_time": "2018-02-08T07:19:38.775897Z" } }, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.isnan(np.sum(PCA_RawCF))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# TSNE vs PCA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To visualize the features, we use TSNE and PCA to project them into 2 dimensional space." ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:19:38.864129Z", "start_time": "2018-02-08T07:19:38.785909Z" } }, "outputs": [], "source": [ "def lowDimVisualize(F,filename):\n", "\n", " from sklearn.manifold import TSNE\n", " from sklearn.decomposition import PCA\n", " model = TSNE(n_components=2, random_state=0)\n", " pca = PCA(n_components=2,whiten=True)\n", " newHar = model.fit_transform(F)\n", "\n", " TSNEF = newHar\n", " PCAF = pca.fit_transform(F)\n", "\n", "\n", " colors = cm.rainbow(np.linspace(0, 1, 11))\n", " Legends=('AC','CFL','Fan','Fridge','Hairdryer','Heater','Bulb','Laptop','Microwave','Vaccum','Washer')\n", " # markers='ov^<>sph+Dx'\n", " fig = plt.figure(figsize=(14,7))\n", " plt.subplot(1,2,1)\n", " for i, c in zip(range(11), colors):\n", " ix = np.where(type_label==i+1)[0]\n", " plt.scatter(TSNEF[ix,0], TSNEF[ix,1], color=c,label=Legends[i])\n", " plt.title('2D Visulization of TSNE')\n", " plt.subplot(1,2,2)\n", " for i, c in zip(range(11), colors):\n", " ix = np.where(type_label==i+1)[0]\n", " plt.scatter(PCAF[ix,0], PCAF[ix,1], color=c,label=Legends[i])\n", " plt.title('2D Visulization of PCA')\n", "\n", " plt.legend(bbox_to_anchor=(1.01, 1), loc=2, borderaxespad=0.)\n", " # plt.tight_layout()\n", " fig.savefig(filename, format='eps')" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:20:02.169344Z", "start_time": "2018-02-08T07:19:38.867469Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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HEQhEREREVG1IJh006alQGHIhCSsUhlxo0lM5EoGIqAKYQCAiIiKiakNZkAG5\nscCpTG4sgLIgw0cRERH5DyYQiIiIiKjaMGvjYA3UOpVZA7Uwa+N8FBERkf9gAoGIiOg2sXnzZvTr\n1w87d+70dShEtyyhCoY+viMs6jAISQ6LOgz6+I4QqmBfh0ZEdMvjIopERES3gczMTGzatAkJCQm+\nDoXolqdPeAhF9e6FsiADZm0ckwdEt7E+ffpg165dUCqVjrJmzZph1apVPozKfzGBQERE5OdsNhvm\nzZuH4cOHY9GiRb4Oh8gvCFUwTJGNfB0GUbV0MEeGhScCAABDE4rRNNzm1f5GjhyJcePGebWP6oJT\nGIiIiPzcunXr0LhxYzRo0MDXoRARUTV3KFeG9w8EYN1ZBSxu8gI7M+X4984gbL6kxOZLSvx7ZxD+\nyJRXeZwGgwHPPPMM7rrrLiQkJCAlJcUlCX/33Xfj448/xsCBA5GQkID27dvjxx9/rPJYbyUcgUBE\nROTHzp49iz/++ANvvfWWr0MhIqJqbv5RFb5OU6HALINSJvDdGSvm3VcEuXS1zlcnApBTfPV77Jxi\nGRaeDEDbqCKntnZdkePTIwEoskiorbHhjZYG1FB5LlabzYZOnTrh/fffR3BwMDZt2oRnn30W8fHx\nSElJcdT7+uuv8cUXXyApKQlz587Fiy++iN27d0Oj0XguGD/CBAIREZEfO3r0KK5cuYIXX3wRAJCX\nl4f/+7//Q15eHjp37uxSf9++fdi/fz8AQKlUYsCAAQgJCanSmG+GSqWCVqstv+Itwp/i9adYAcbr\nbYzXu/wt3mXLlsFsNgMAunfv7raO2QZ8f16JArPs7/cSjuTJseWiAv+IszjVK81kdX6fUyxh8t5A\nXDLYRyacKpRj3J8S5rYvct25AubNm4cFCxY43k+dOhV9+vRB//79HWWdO3dGSkoKtm7d6pRAGDhw\nIJo2bQoAGDRoEN555x2cOnUKzZs3v6FY/B0TCERERH6sc+fOTomCyZMno2vXrmjTpo3b+snJyUhO\nTnYqKywshBDCq3F6ilarRUFBga/DqDB/itefYgUYr7cxXu/yl3glSUJwcDAGDBjgKCsuLobBYHCp\nq7dIMFolp7Jim4TThc6z5h+uZcaxfBkMVnu5Wm5D51pmpzrfn1U6kgclzupkKDQDIUpU2ogRI1zW\nQDAajXjvvfewceNGZGdnQ5IkGAwGREZGOtWLjo52/BwUFAQA0Ol0lQ/iNsEEAhEREREREd2UUJVA\nVKANV4wGAXl5AAAgAElEQVRXEwYRATZ0qeOcHOgTb4bOIuGXDCUEgAfjzOgb71wnNMAGuSRgFVcT\nEkqZgNKDK/h99tlnSE1NxaJFixAfHw+ZTIbBgwf7TULdV5hAICIiuo1MnjzZ1yEQEVE19c7dBryx\nR41MowxBcoEBd5gQF+R8Qy5JwFONTHiqkanMdh6qZcHSUzacKLCPQgiQCbSpaUGgB9daLCwshEql\nQkREBGw2G9auXYtt27aVOUWD7JhAICIiIiIioptWO1jgy/uLYLYBCsmeLLgRAXJgXns9vjwegNM6\nGf4Ra0a3upbyd6yEUaNG4fjx42jTpg0CAwPx6KOP4qGHHvJoH7cjJhCIiIiIiIjIYzwx1UCrAsY0\nLb7pdlauXOm2PDIyEkuWLLnuvrt373Z6r1AocOHChZuOyZ95cBYJEREREREREd2umEAgIiIiIiIi\nonIxgUBERERERERE5WICgYiIiIiIiIjKxQQCEREREREREZWLCQQiIiIiIiIiKhcTCERERETkE5JJ\nB1XWcUgmna9DISKiClD4OgAiIiIiqn40JzZCk54KubEA1kAt9PEdoU94yNdhERHRdXAEAhERERFV\nKcmkgyY9FQpDLiRhhcKQC016KkciEBHd4phAICIiIqIqpSzIgNxY4FQmNxZAWZDho4iIiOw++ugj\nDBo0qMztRqMRtWrVws6dO6swqlsHpzAQERERUZUya+Ngkysht1gdZTa5EmZtnA+jIqLbUZ8+fbBr\n1y4olUpHWbNmzbBq1Sq39ceOHVtVofklJhCIiIiIqMpJVst13xPR7ckmBP5TAOw02d+3UQGvagGZ\nJHmtz5EjR2LcuHHXrSOEgNVqhULBW+Tr4RQGIiIiIqpSquxTkESpBIKwQJV9ykcREZEnGITAlDyB\nwVkCo3IEjpuFS50vdMB3BuCM1f76zmAvcyfLKvCXSaBYuLZzs9LT01GrVi1888036NSpExo2bIhD\nhw5h+vTp6NOnj6PelStXMHz4cCQmJqJdu3ZYv369S1vLli1Du3bt0KhRIzzzzDMYP348+vfv79hu\nMBjw7rvvon379khKSkLv3r1x6NAhjx9TVWACgcgP5Z4E/pqvQX4a/wkTEZH/kczGSpUTkX8Ynwv8\nzwgctgB/mICX84ACm/PN/+8mwHzNe/PfZaVNLxAYnA38KwfonwVsN3o+iQAA3377LRYtWoTjx4+j\nSZMmLttHjRoFs9mMHTt2YN26dVi9erXT9m3btmHSpEmYNm0ajhw5gr59+2LFihVOdV599VUcPHgQ\n//3vf3HgwAE88sgjGDhwIAoKnNeC8QdeufvYvHkz+vXr51hYIj8/H++88w5Gjx6Nl156CYcPH/ZG\nt0TVwobBYfiqlQa/T9bi0zlyvJydg22S3tdhERERVVhA1lG35UIZWMWREJGn6GwCJ0vNRLpgBdYb\nnMuC3MxUKF120CTwgwHItAFGAOeswMeF9ukPN2LevHlITEx0vFauXOnYNnbsWMTFxUEulyMgIMBp\nv/Pnz2P79u144403EBoaivDwcIwfP96pzooVK/DII4+gQ4cOkMvl6Ny5Mzp06ODYfuXKFaxatQrv\nvvsuYmJioFAo8PTTTyMwMBCbN2++oePxJY9P8MjMzMSmTZuQkJDgKFu6dCkSEhIwceJEnDx5Eu+/\n/z5mz57N+SVElZSfJsO51EDAJmF35l7g789Zi2HGMqHDp7pol32MORJyjioR3sSe6y35OTDcO1lc\nIiKi65FMOgRcOYbS9xBCHghTxB0+iYmIbp4ccPl3LQOgKlU4Mhg4lQdcttnfx8jsZdfaXgwUlvqo\nmi/sr7AbWCphxIgRLmsgpKenAwDq1q1b5n4XL14EANSpU8dRdu3PAHDp0iW0aNHCqax27do4duwY\nAOD06dMAgEceecSpjslkcrTvTzx6B2+z2TBv3jwMHz4cixYtcpTv2LEDn3zyCQCgYcOGCAsLw+HD\nh9G8eXNPdk902zu7SQ3YgCtPXLEnD675A2oFsE3So73QIF0yYYfKgMivw5A1LRKGK3Io1MK+OIxR\nBnVNK+4crkeLkRy5QEREVUtZkAF5caFTmQBQVLsVhCrY/U5EdMtTyyS0UAlcMQIlAxHqyoGupQYW\nJakkfBEhsERv/7c/WAPEyp2zAq1VwNIiQHdNEiFEArReWGdRJit7UH5sbCwA+0iEhg0bAgDOnTvn\nVCcmJgbnz593Krtw4YLj55o1awKwj9KPiYnxSMy+5NEpDOvWrUPjxo3RoEEDR1lhYSGsVitCQ0Md\nZTVr1kRWVpYnuyaqFuo+aABkwOXRV9xu/1ldhDeDsjA9OBdbVUasGnoRf3x3DDazBFOBDOZCOWxm\nCfoMBQ5+rsHpHwNgzLH/JTbmSMjYrnK8JyIi8gazNg7WQK1TmTUwFIVJ3X0UERF5yls1gGeCgVYq\n4JFAYG64PbFQWqxcwitaCa9qJZfkAQAkq4COAUC4zH7DGvf3KAW5F5/U4E7t2rVx7733YurUqcjP\nz0dubi6mT5/uVKd379744YcfsHXrVlitVvz8889ITU11bK9fvz46deqE1157zZFY0Ol02LRpE65c\ncf+Z/lbmsREIZ8+exR9//IG33nrLU00SUSk1GthQp6MRWbNr4szc8y7bkw0B+CHY4DQyobiJCTmP\n5cBcx4waP9ZAYJo9DVx0SY6fnwlHULQV4U3MyD6oRFGWHMoggcQhOrSdWMZyuERERDdBqIKhj+8I\nTXoq5MYCWAO10Md35OgDotuAQpLwdDDw9E22I0kS3goFzlkELliBZkpA4yYRURU+/fRTjBs3Dm3b\ntkVYWBhefvll/PLLL47tKSkpmDJlCsaNG4fs7Gx06NABjz/+ODIzMx115s6di08++QT9+vXDlStX\nEBISgrvuussvR+RLQnjmmRg//fQTVq5cCaVSCQDIy8uDWq1Gv379sHjxYnzyySeOUQgTJkzAk08+\n6faE7du3D/v37wcAKJVKDBgwADodb2RUKhVMJjfLk1YzPA92hWdU+FetQxDXTDaTA2gDDXag1LQE\n8fdLAmADgn4PQmKXxnCtJDm9r/uABX3XFHvnADyAvwt2PA92wcHBWLZsGcxm+1ofLVq0QHJyso+j\n8h8XL16Ehz4OeJ1Wq/WrVav9Kd6qjlUy6aAsyIBZG3dDyQN/OrcA4/U2xusdkiQ5hvGXKC4uRnZ2\nto8i8g9DhgxB7dq18e677/o6lEqLiIhwWUzyWh4bgdC5c2d07tzZ8X7y5Mno2rUr2rRpgxMnTuCn\nn35Cv379cPLkSeTk5CApKcltO8nJyS4f+goLC/3mg423+MsfGW/jebDT1tPis4JobJP0+FldhE6G\nILQXGnyrygcC4H4FGwCQA0XtirA3bT8SOzV2jEZwJeHsZgXO7ctGjQY27x3ITeDvgh3Pg/3DTXBw\nMAYMGODrUIioEoQqGKbIRr4Og4jopq1fvx4dOnRAQEAA1q1bh82bN2PVqlW+DssrquQxCAMHDsTs\n2bMxevRoKBQKvPDCC3wCA5EHtBcatC/SON53MGvwS0CpZ2iXTiZIgC3ShkO7j0C7MQQJ/RqW2f7Z\nTWo0a8CFFomIyH/c7MgGIqLK2rBhA1555RWYzWbUqVMHM2fOROvWrX0dlld47S5+8uTJjp9DQ0Mx\nadIkb3VFRH+LFgo0tahwSGGCY8yOu+liEgAFUNC5EAVPZyJoVRgUOUqXOnUfNLjZmYiI6NakObHR\nZW0FfcJDvg6LiG5zJU8crA48+hQGIvK95w1hmKyLQJJZWX5lGXDigwv46+hBnHnvHK4umCBQ5wHj\nLTt9gYiIqDTJpIMmPRUKQy4kYYXCkAtNeiokE9fSIiLyFCYQiG5D0UKB/sXa8itKAGSATQ1kjcrC\n0WMHcefTOvT79TK6LM71epxERESeoizIgNzovCaM3FgAZUGGjyIiIrr9MIFAdJsqmc7gGFRQHgnQ\nx1pw4IwNp39Uezs8IiIijzJr42ANdE6eWwO1MGvjfBQREdHthysZEt3GnjeE4bJkwWfqPFySW10r\nuFkf4eSwTJwNBIRegWRN2Y9wISIiupUIVTCK6twLzemtkJmKYFXXgD6+IxdSJCLyICYQiG5z0UKB\nyUWRuCxZsF1hgEkSiLHJsTJQB7ObBIKum32u6FwAKgFM1EcgWvBPBRER3do0JzYi6Ow2yEx62JQa\nFNVtxwUUiYg8jFMYiKqJaKHA4+YQ9Ddp0cGiQbfiYEg2XLtuop109WWSgDeDszFbfXU9BGOOhIzt\nKhhz3D3egYiIqOpJJh2Cj/8AhTEfEgTkZh00pzZxAUUiIg9jAoGomups1mCGviaeKApG4/3BCN4V\n6Frp70TCQYUJlyUL9n+mwaqHa+KHARFY9XBN7P9MU+VxExERlabKPgWZxehUJrMYoco+5aOIiOh2\nMmvWLDz55JOV3m/ZsmVo27atFyLyHSYQiKqxYCFDR6sGYxto8EAD+XXrbrIW4dCXGugzFLCZJegz\nFDj0pYYjEYiIyOcCL+7zdQhEVAlWCByRF+OIvBjWCq32feP69OmD6dOnu5SPGTMGL7zwQoXaGD16\nNL7++mtPh+aXmEAgIgBAB1WQuzUVHQ5JxTj+9CUYG1z9hkd/UY5Lf6qc6kkmHVRZxzlslIiIqoRk\n0iHgyjGXa5iQB8IUcYdPYiKqzmwQuCJZYITN7fYCyYppmhx8GpSHT4PyME2TgwLJzWLffsRkMlXp\nfuUxm81eaRfgIopE9LdgIcPjxmD8EKCDoWQdhGtka23Ay1dw6aUr0P4YgoR+DQEB/Da+BvLT9Ggx\nUg/NiY3QpKdCbsyHUARAV7c9dE17+eR4iIioelAWZEBeXOhUJgAU1W7FJzAQVbHTMhMWqgtQKNkQ\nKGRoaw5EN5Pzv8NvA3Q4L7c43p+XW/BtQCGeNoY61SuGwCaVHuflFrQ1BaK5NQDSdb/uunELFizA\nokWLcOHCBajVaqSkpOCtt95CeHg4AOCDDz7Ar7/+iu+++w6AfVRD48aNkZOTgy1btqBbt26YPn06\nUlNTMXXqVJw9exbJycku0xfGjBkDg8GAsLAwrF+/Hi1atEBYWBgUCgU++ugjR739+/ejZ8+e+PPP\nPxEZGYmTJ09iypQp2L9/PxQKBTp37ozXX38dQUFBAIC2bduib9++2Lt3L/7880+MHj0azz//vFfO\nFUcgEJFDZ7MGU/U1EWaTOS+ueM3CipABBZ0Lkd9cD0CCIdM+lcF0WQ9NeioUhlxIwgaZ2YCQUz8j\n7NePrtMjERHRzTFr42CTK53KbIpAFCZ191FERNWTgMBidSEuyq3QyQSy5FZsURUhQ+b8bXiuzHW0\nQa7MebSCBQIfanKwJkCPPcpifKnOx8qAQpf9PKVmzZqYP38+jhw5gnXr1iE9PR2TJk267j7Lly9H\nnz59cPDgQUyePBlnz57FU089haeeegqHDx/Gq6++ioULF7rst2HDBiQnJ2PPnj2YP38+hgwZgrVr\n16KgoMBRZ8mSJejSpQsiIyORk5ODxx9/HPfddx927tyJjRs3Ii0tDW+++aZTu0uWLMHYsWNx7Ngx\n/POf//TMiXGDCQQichIsZJimr4lxujDUs7j/EyFkwF8/nsS+QfY/5IYrchQfuQy5Md+pngQgMOcE\ngg+u8nbYRERUjZX+VtJb31ISUdn0koBOck4E6GQCexXFTmUxNtd1t6JLle1RGHFeZnGMiC2WAfsV\nJphvcL2EefPmITEx0elVMpoAAB599FHccccdkMlkqF27Np577jls2bLlum127twZDz74IGQyGdRq\nNVavXo3GjRtj0KBBUCqVaN26Nfr06eOyX/PmzfHEE09AqVRCrVajdevWiI+Px6pV9s/LhYWF+O67\n7zB48GAAwIoVK1C/fn08++yzCAgIQHh4OF5++WWsXLkSVuvVZEz//v3RqlUrSJIEtVp9Q+epIjiF\ngYjcihcqPGDWYIHCNdsrSUCgxoZjw/LRZG0QIjQCAYnRELsCIFkMznUBBJ/ZBn2jzhxKSkREHqcs\nyIBkdZ5HLFlNUBZkwBTZyEdREVU/aiEhUEi49uukABsQb3UeIdTHGILLMisuyezTGGJsCvQ1hjjV\nyZXZYC2VB7RIAiYIKG8gQThixAiMGzfOqWzMmDGOG/Dvv/8ec+fOxenTp1FcXAybzYaioiJYrVbI\n5e4XGq9Tp47T+4sXL7qU1a1b12U/d2VDhgzBwoULMWzYMKxatQqxsbFo164dACA9PR1//fUXEhMT\nHfWFEJAkCZmZmYiNjXUbj7dwBAIRlampNRCK6yR6NQ0KUdS2GHcO10MVrYExKsltXliyFENZkOG1\nOImIqPoya+NgDdQ6lVkDtTBr43wUEVH1JIeETqYghNrst5hqm4RGVhUSrc4Lbqshw8tF4XhVb3+9\nXBQOdanb0jbmQEc7JSJscmi8cPuakZGBESNGYPjw4di5cyeOHTuGWbNmAbDfqJdFJnOOJTY2FufP\nn3cqO3fuXLn7AUCvXr1w/vx57N69G0uWLMGgQYMc26KiotC6dWscOXLE8Tp69CjS0tIcyYOy2vUG\nJhCIqEzBQobuxcH2JIKbv5/BchuGvZ+HFiP1AID8Fv0h3PxZ4Qc5IiLyFqEKhj6+IyzqMAhJDos6\nDPr4jhz1RuQDKeYgjNOHY2BRCJ43hGKUIbTMKUVRQoEo4X5AfJiQ40lDCOpaFIiyypFkVmGEoYZX\nYi4qKoLNZkN4eDgCAwORlpaG2bNnV7qdnj174ujRo1i2bBksFgt2796NlStXVmhfjUaD3r17Y+LE\niUhLS0Pfvn0d2/r3749Dhw5hwYIFMBgMEELgwoUL2LBhQ6Vj9AROYSCi6+ps1qC2RY5Zwfku29pZ\nghAdcfW9UAWjMKkHgo99D5nVPt9NKNTQN3iAH+SIiMhr9AkPoajevVAWZMCsjeM1h8iHwoQcKZag\nm26nhTUQLYoCPRDR9TVs2BATJkzAiy++CL1ejyZNmqBXr17Yt29fpdqpV68ePv/8c7zzzjt48803\nkZycjCFDhmDFihUV2n/w4MFYsGABevfujbCwMEd5rVq1sGbNGkybNg0zZ86EwWBATEwMevTogS5d\nulQqRk+QxPXGZdwiLl68eN3hI9WBVqt1WpmzuuJ5sPPFeXgzKAuX5VcXaqlplWFqUU23dSWTDqrs\nUwAAU8QdXvkgx98FO54HQJIkpyF81dXbb7+NvLw8x+JJTz31FOLj4yu0rz9dZ/3td96f4vWnWAHG\n622M17v8JV5319ji4mJkZ2f7KKLbV35+Plq2bInly5ejdevWPosjIiICAQEBZW7nCAQiqpC3iiKR\nLpmwQ2XAvSY14oXKpY6Uk4OAtWuh2r8f+sGDYW3Z0geRElVPY8eOhUajAQDs3LkTc+bMwYwZM3wc\nFREREZXHarVizpw5SEpK8mnyoCKYQCCiCosXKsQXuyYOAEDz2WfQvvceYLGvqKtZvhyWO+7Ala1b\nqzJEomqrJHkA2OdzEhER0a3vyJEj6NatG2JiYjBv3jxfh1MuJhCI6KZJOTnQzJ0L6e/kQQnFqVOQ\n793LkQhEVWT27Nk4dOgQAGDChAk+joaIiIjKk5iYiJMnT/o6jArjUxiI6KYpjx6FPCfH7TZNBReO\nIaKb9/zzz+Ozzz5D//79sXTpUl+HQ0RERLcZjkAgoptmbtIE1vBwKLKyXLbpr3kMDWBfYJGrZBN5\nV8eOHTF//nwUFhYiJCTEadu+ffuwf/9+AIBSqcSAAQNc6tzKVCoVtFqtr8OoMH+K159iBRivtzFe\n7/K3eJctWwaz2QwA6N69u4+jIV9iAoGIbpoID4f+X/9yWgMBAM41qo9/p8Rhls7+XnNiIzTpqZAb\nC2AN1EIf3xH6hId8FDXR7UOv16O4uBjh4eEA7IsohoSEIDjYNUmXnJyM5ORkp7LCwkI+hcFL/Cle\nf4oVYLzexni9y1/ilSQJwcHBGDBggKOsuLgYBoPBh1GRLzGBQLek3buV+GWTBv94UI+77zb7Ohyq\nAP3IkdjxRHec+mkVGu49gh+H98LJVs0AAWyV9OhQLKBJT4XCkAsAUBhyEXJ8A4yRDWENq9ij5ojI\nvaKiInz44YcwmUyQyWTQarUYP348JEnydWhERER0G2ECwReKjgH6vYCmJRDU2NfR3HJeHB0Jk8m+\nPEdamgqLFtowc5br0Hi69WyIC0Da0/3w4zX3LALAfLkB+Zey8azROdMuWQyI2joDxREJyLlvbNUG\nS3QbqVmzJqZNm+brMIiIiOg2x0UUq9qlWUDBesCaYf/vpVm+juiWsnu38u/kgeR4mUwy7N6t9HFk\nVBEPGoPcll/IUWOmFIcspfNcv5L/ywHZJxD260feD5CIiIiIiG4YEwhVqegYAMs1t8YAYPm7nADg\nl02aSpXTreVuEQSVACAA8ffLagXyi4KQqwzGZ9EdYFaoUXqmtQQgMOcEZLrLPoiaiIiIiG5Xffr0\nwfTp013Kx4wZgxdeeMEjfWzfvh21atWCpdQjzW9HTCBUJf1e9+W63wGbwf4yngSKDgOGk/b31cw/\nHtRXqpxuPbN00RigC0aRQY4TF4KxNy3Kse2zuIfQv9FzLgmEEurLB6smSCIiIiLymUylHhvD0rAx\nLA2ZSn7OL2EymXwdQrmYQKhKmpbuy23ZQOYXQOY8IG8NULAByF9jL9PtAIrPQViLqjZWH7n7bjNU\nKhvsM+ftL5XKxoUU/cz9QoNWuRHIL3Kd0rAjJB5/hjR0k0SQYIhuWhXhEREREZGXZCr12K49h+Pq\nbNjcfOK7oCrExvA0nFHn44w6HxvD03BB5dsnUhiNRkybNg3t2rVDUlISevXqhYMHr36xtX37dnTv\n3h133nknkpKS0LdvX8f2CxcuYPDgwQCAxMREJCQkYNYs+zT1/Px8jB8/Hm3atMGdd96JwYMH48yZ\nM452x4wZgxEjRmD8+PFo1qwZhg8fXoVHfWOYQKhKQY0BKK65NXaa6Q8JNqfpDRJM9gRC7kroz8wD\n9LsASy6g223/721q5qwsPP1MLho0MOHpZ3K5gKKfejFEQltlyVQdZz2TxuK4NuGafwsSjFF3whYc\nXcVREhEREZGn7Am+iB/DT+FwcBZ+q3EW6yNOuCQR9gdfgkF+dai/QW7B/mDXaawZqkKsiTiG/9Y8\ngo1haTBK3pseMH78eOzbtw8rV67EgQMH0K1bNwwYMAD5+fkAAKVSiddffx179+7Fzp07ER8fj+HD\nh8NkMqFWrVpYvHgxAODIkSM4ceIERo8eDSEE/vnPf0Kn0+HHH3/Enj170KRJEwwdOhRm89UvRzds\n2IDk5GTs2bMH8+fP99oxegqfwlDVYkbb1zzQ/W4feVAO+82XgLDkA4W/AoVb7Rt0WwFFJCCUVf40\nh6p4xOLdd5tx9915Xmmbqs6cCAkHTQKjcoDSg9N6Jo3B0oDLuCP7EAzRTZk8ICIiIvJjVthwMigH\nxXIrAMAmA7KURTgTmId4Y9jVepLrqITSZQaZGVtCz0CvsN9r5CqNMMnS8Wh2wg3FNm/ePCxYsMC5\nD4MB3bp1Q05ODlasWIEtW7YgLi4OAPDUU0/h888/x88//4zevXujdevWjv1UKhVee+01LF26FKdO\nnUJiYqLbPg8ePIhdu3bh0KFD0Gjs67mNHz8eX375Jfbu3Ys2bdoAAJo3b44nnngCgD1RcatjAsEX\nghoDCi2QswpAcSV2FNd8mysgLFfsPxZkAAU/2pMTXubNRywePqzAltQgdOhYhKSk238BkuqiqUpC\nF7XAf/9e0kMusyEowILCYgUGFUdjSEw0hmj4rHoiIiIif2aWbLCUGm1glQnkKZzvdxoYwpCtLIJF\nZq+rsEloYAhzqnNCneNIHpQokBejWLIgQFT+FnbEiBEYN26cU9mYMWNgtVpx+vRpAEC3bt2ctptM\nJly8eBEAcPjwYUyfPh0HDx6ETqeDTGa/H8rKKvs+KC0tDRaLBa1atXLZlpGR4fi5bt26lT4eX2IC\noSrZDIA5CyjcDlguALg6jaEiSte79r0oeZqDF0ciOD9i0a7kEYtuRyIUHbMvHFmBERKvvBwBnU4O\nADhwIBDBwVbMeD8bly/LcPCvADRtVozoaJsnD4eq0KgQ4NdiQNLqER1mgFJug8UmITNPjW/ygtFd\nLRAqYxKBiIiIyF8FCgU0NiWKcPW+QG1VoGGp5EBSUSTMMitOB9pHG9c3hiKpKNKpjtqmgCQAcc3H\nQwkS5MLzM/CjouwLfv/888+oVauW2zojRozAAw88gJkzZyI0NBR5eXm48847IYQ9CVKSUCjdrkql\nwoEDB647ssDdvrcy/4rWn+l3AVlLgNwVgOVCqUc5eqqPMp7y4CEVfsSizQBcmgkUrAesGfb/Xprl\nvlGbAaePZ0BYjbh29QedTo7XJoTjrcmRWLkyBG9NjsSns7WePByqQqEyCX2CbYgNMyBAaYNMBqgU\nAk2QgbZHNuHwpVzsKhbIs5X1fAYiIiIiutU9kFsPUaYgaCxKhJoDcXdBLEKsAU51JEhI1sWgZ1YT\n9MxqgmRdDKRSd0XxhjCEmdWO93KbhFrFIVB44fa1du3a6NKlC1577TWcP38eAKDT6fDLL7/g8mX7\n2gyFhYUICQmBVqtFbm4upkyZ4tRGzZo1AQCnTp1ylLVp0waNGzfGhAkTHCMV8vLysH79ehgM/vu0\nPSYQqoLNAOj3QrIVeixp4PY2q6ynPHjItY9S1Kj1aN74EJo3OoSHHrpm6I5+F5D5JQBrqSTJ3yMk\nrvV3UqWu5lu8NmIWOt27xWlzbq4CQthbEELCwYOB+HsUEfmh+0KsCFBcHUXSc+ZCfJwyALOH/hPt\nuz+M/TPnYmAWsEjPJAIRERGRP9JaA9E9qzH6ZSah95UmaGKILH8nNxSQ4dHshmiqq4k6Ri3a59fB\nffl1PBztVbNnz3asRdCoUSPcf//9WLZsmWOEwQcffIB169ahUaNG6NatGx544AGn/e+44w4MHz4c\nfSPZqd8AACAASURBVPv2RWJiImbPng25XI6vv/4aarUajz32GBo1aoSHHnoIGzZs8NpxVAVJlJyV\nW9jFixfhB2GWrfgckPtfSLixIfgl0xyufwYUVbYGwv13/4pHUjYjSG20F8pUQPA9gPpO4MqXkITr\nug4CAORxQE37AiGwGYAriyEJnaNOdl4NvDvvRegN7kc6AALNmtkw6jk+lUGr1aKgwLePu6ksnWTD\nW5osFMoEQrLz8NF9AxB1/pJj+8XYWDy45CdIYWFYURPlTmnwx3PgDTwPgCRJiI2N9XUYfs2frrP+\n9jvvT/H6U6wA4/U2xutd/hKvu2tscXExsrPLXwye/FNERAQCAgLK3M41EKqCMhKQaQBb4Y02AHVc\nfxTlHrNnEoKaAoqwSq0x4CkzPz4HU8avCFAYrxYKE0ThdkAoADfJA4drR0gU/AZckzwA8P/s3Xd8\nVGXa+P/PmT6ZyaQTSaQTCKEKooBIkWLX1VUpirrYsK6u6/PoY1l8dnV/uy6PdZV1WX+uKPa1sKIL\nKkgVBQWlt9ASCOmTmUyf8/1jyIRJJiFlJgWu9+uVF5n73HPOPSdhJuc6133d2KxVZGceYdf+PkTP\n01DYu1fB4VCwWjvHH7qillXVMM6bwBKjkx7b9pBSFBkISi8pZuC+bawefh7Ti+ELWZRBCCGEEEKI\nDkWmMLQFjRksZ6FqLI1mEajRvjRWSByNztoXks4H2/mh4AGEggYZ09t0CUd8JRh0jigb/OBYFfUp\nodesrR1n0AXe/HohAo8vAbe/8TQnl0uhsEDiXp3V5V4ruX49Bwb0pTwz8mddnpnGoUG9AShW4U92\nCRIJIYQQQgjRkUgAoa1Yzob0G0GTUi+IEAoW6MA0GNJ/BSnXnvDvrNBzOwp9OmCq1xyqVBBlJYYa\nlnNrv/eVQLA6YrOqwsaf8zh4uPFCiVYrZGXLEo+d2dVFSVSlJPPvOdM4dmYmPr2OY2dm8u87plOR\nUlul99NqpKiiEEIIIYQQHYjcym1LGjOkT4eSNyDoPGGDCdJn1GYW1P23I9GYwXoWqmNdg8Ugoy5N\nqTkhMBBlSkeF3canyy8iFNNq6KJRZcpUP9aEavCUHN+PuYG+oqPSbjGTuMPKx/fdxFc3XEmPbXs4\nkNeXsqRkHPsN4X4eYI8Pzm54CpYQQgghhBCiDUkAoa1pzGAZger8MRRE0FhCtQE6YrCgIdbR4K9E\ndW9r4ooSWjD3qn14fEpHVdEmTAYHdkciy9efV6d4YmQQQaNRuehiJ5dNXI+nZN0J5254x8rQECeV\nmusj9+zeHHjkKMW3KGw592x8AYUjZQkEgrVJUV000LfhJXOFEEIIIYQQbUwCCO3BcnZoxQJfJ76L\nbhsP7n2AO6K5ZrWIiMt/ra3+a7ScTYFnKEvec1NQ1DUieGA2B3G5NJyYxxAMwrkjy/GWrUIJHj9m\n0IHqWB86l53xHJ6mTKkqfa6uJjg3i64vZOLKc2HeZmbdzVVUTK/Gqw0FD6ZbTr4SgxBCCCGEEKLt\nSA2E9qIxg7Fb573wrZnKEGWTUueLQAX4y+v16z9AT2FJT5yuBGrDDkGysqLXONi1pRiCkQELVA94\nC1rxQkR7mPCXKgwpAXRlWhJXW9GVaZnyeiJLusL8FFiUDjdaJHgghBBCCCFERyIZCKLlrKMh6EOt\n3nCSqQxqKFvBOqLelmf+Usq2bTq++tJC//5expzn5t13LIChXl+Xq+Hdi87npi3HOPyNjq3/TGTg\nTVWcOd4PKFLzQAghhBBCiA5KAgiidWzjQPWjujY1HkQw9W5wU16en7y8yvDjCya52LAhoV6/foO6\ngGIC9cQsBAMYs5s/btEhnDnez5nj62enCCGEOHW5FT9lehepPjMmNb5/imrL87EcXI+z+7kEUnqd\n/AlCCCEaJVMYROuZchrcFEoO0IDjeyj9BNz7T7q7Xr0CZGb6qZ3WoJKZ6adHLwOGtPNRFSsqCqpi\nhcRRnXcaiGhQRVBlg0eVZRyFEOIUs9F6hA+6bOPztD18lLGDzZaiuB0r48sn6bLyGSz7V9Jl5TNk\nfPlk3I4lhDh1HTp0iOzsbPLz8wF49913GTGifmb16UIyEETr6dNBkxixLGONUFZCENW9JdRQsRcw\nwhl3N7rLuU+WkZ+v5dt1ZkaNdtGrVwAAY+p5eDR9O3cBStGoeV4nP1tcHHaYMVYmMM2iSj0EIYQ4\nBaxPLOBn67FwjWSnzsc2SzH9q9NinomgLc9H5yyKyI7UOYvQludLJoIQp5lrrrmGDRs2oNeHlvey\n2WxcdNFFPPbYY5jNci3RXJKBIFrv+LKMqibxhJyBSBFFFfFAyVsn3W2vXgFmzHSEgwcRx+vMBShF\ng+61FrErzYHRFKBPtoN+aXvZs2UTVfaK9h6aEEKIVthoPRIRPKhRrfVRpm+oyFHLJf/8QdR2y8H1\nMT+WEKJ5VFQOGjez1fIVWy1fcdC4GTXORc3uvPNOdu/eze7du/n4449ZvXo1zz33XFyPeaqSAIKI\nDcvZkH4DpFwLqTNAafjiXgHwF4H3SJsNT3R8G5VqfAoox7+u+vdiXnrsv5n/+kP0ePJmrItfb+8h\nCiGEaAG34me7paRe8ADAGNSS6ovtDQHF60DrLI5am6m665CYHksIESmInwOmH9mR8A27E9ZSrams\n1+eoYRelhoN4tA48WgclhoMcNeyMuj+f4sapLSNIIOr2lujWrRsTJkxg27ZtQChD4U9/+lNEn3PP\nPZdFixY1up8FCxYwYsQIBg4cyG9+8xucTmfMxtiRSQBBtJ6/HBwbQ0ssGruBoStYR6JqrI3HEss+\nBOeGthql6OC+MlWHv0+squLajz8io7wcnRrE5LST+NkbEkQQQohOqEzvwquJskSzCgOcGTGfvqC3\nF6L1VkfdptHI7F0h4mmfeQOl+oNU6yqo0hWzL+E7/Hgj+th1x1CVYG2DEsSuK663r0PGn9hh+YZd\nCWvZbllOpTY2NVP279/P8uXLGTVqVIv3UVxczNatW1m1ahVffvklO3bsYO7cuTEZX0cnAQTROmUf\nQcnr4Pgm9G/ZR6F2y9mQeEGDTwtNZ/CC80cIxj51UXQ+k9y1K2/k7tyJtc66nQpgXfIWiqN+JFsI\nIUT7U7wODCW7ULyOiPZUnxlzQB/ZWYXBji6McHSN+Th8tiwCpsR67QFTMj5bVsyPJ4QICeDDpbVH\nZBt5lWrK9Ici+mmiBA3rtjk15ZTpD+PTuFGVAB6tkwLT1hZPdfjb3/7GgAEDyMnJ4bzzziM9PZ2b\nbrqpRfsCUFWVJ598koSEBLp27cpvf/tb3n//fQKB2GVKdFQSQBAt5y8H734U1OMBARW8+WBfFdpm\nzA4VVzxBvf/yQWeoIKI47Y1QE9AFQY1WROM4RQ1g3CLzV4UQoqOx7F5GxvKnSFvzAhnLn8Kye1l4\nm0nVkefMwOLXo1HBFNBxVtUZnFsVn2WYVYMVZ+8LCOhM4bpMQZ0ZZ++JqAZrXI4phICo85QABW3E\n42zPAPTB2qlL+qCZbM+AiD52XREBjS+iza948SuR2QxNdccdd7B9+3Z2797NTz/9RHp6OjNnzmzR\nvgCSkpKw2Wzhx927d8fn81FcXD+T4lQjeVyi5dz7iHqlV/09VG8AQ89QcUXnjxB0AFogePzrOI0l\ntJqCEMDlq7L5U89KlB55eHR6TH5fvT6+kvgt+SWEEKL5FK8D667P0frdAOjclVh3fU51j9HhC/ah\nzkz6V6dRpneR6jPHfNpCXc6cKVT3GI2hdC8A3rQ+EjwQIs606LD6UynXF4ISukYwBq2k+s6M6JcQ\nTKa/cyxFhj0AZHr7YlATIvokBtI5FtxL4ITpT1pVj041tHqcaWlpXHvttdx8882UlZVhsViorq6d\n9uT3+ykpafwGZ2VlJXa7PRxEOHToEHq9noyMjFaPr6OTDATRcqbe1I001q62oIJ3Pxj7HC+ueA10\nuQ0Sxx5frUGDqkkEy1mymoIIG9bDj7fIwvcVPfn7OVfXC08FgZ+HTWiHkQkhhGiIoXQvmuPBgxoa\nvzt88V7DpOrI8ibGPXhQQzVY8XQdiqfrUAkeCNFGerqH09XTH6s/nRTvmeRUj0Eb5Z61QU2gm2cI\n3TxD6gUPACyBNJL8XdEFDaCCIZBAlnsASgNZDs1RUVHBhx9+SFZWFqmpqQwdOpRly5Zx9OhRXC4X\nTz/9NH5/lLotJ1AUhf/93/+lurqao0ePMm/ePH75y1+i1Wobfd6pQDIQRMvpUsDQE9W7n5pMhMj/\n0ipUroC0q0LFFSFUG8E8MDRtQZ8uwQMRITMNxm/R8kWyn6en3s7go7s5f98PaIAACmtyziEr68yT\n7kcIIUTbMR3Z1N5DEEJ0EAoaunr709Xbv5X7UejpHo5HceLROLEEUtCiP/kTG/DKK6+wYMECAEwm\nE8OHD+fNN98E4LbbbmPnzp1MmDCBxMRE7r33Xs4444xG95eRkUFubi7nn38+brebKVOm8OSTT7Z4\nfJ2JoqpqfBfdjIEjR47QCYYZVzabDbvd3t7DiM57BMo+QKF+urmqJEDGTTELFHTo89CGTuXzsMGj\nMqe8dnJMz9LDTN71LavPHMWFeWdyoyUUpjqVz0FzyHkI3QXo2jX2hdhOJ53pc7az/c53pvE2ZayK\n14HeXojPloVqsKJ4HWQsfxqduyKiX1Bromjq/8b1zn9nOrcg4403GW98RPuM9Xg8lJaWttOIRLyl\npaVhNBob3C4ZCKL1VD/QQJqPWh3KNqjJQBDiJPrqISMIx45PsNqfdiYLRl1DQrGCqxSwtOvwhBDi\ntGXZvQzL3q/QeqoIGBNx9pmEL6UHWk9VRD8VqD7zbJk2IIQQpyCpgSBaT58ONJJhoJU/IETTJWsU\nJmw3YCnS1KYhKFDdReUDP1QEO8ddUiGEOJUoXgeJ2xej89hRUNF57CRuX4zflERQG5lWHNSZqMq7\nokXHiLYMpBBCiI5DMhBE62nMYDgD1bsvelkT9wGwprT1qEQnNqdXgMrHklj6p3L0Zj8pVg/lDiN2\ns449Pji74awqIYQQcWA8uhVFjcw2VFQ/xmM7aoqt17a3oMhZ4pZ/kXBgNRq/h4A5GWevCThzprRm\nyEIIIeJAAggiNmzjoWRf9G2OVaD4QwUUhWiCpN5Bzk5U2Z9ZQWJaaL3fbhlOXE49ff0SjBJCiLZm\nPrg2anvCwW9RApErMCgBL3p7Id70fk3ad8raFzAV7wiHHXSuciz5KyKWgRRCCNExyBQGERu6FNBl\n11t2L7Skow8cGyHoao+RiU7qvFdLsaV5URTCXwkWHx5toL2HJoQQpxXrjs8wle6Omlegc5XWaw8Y\nrfhsWU3at8ZRFBE8qKF1VaC3F7ZkuEIIIeJIAggidtKnhYMI9Wapq04o+6gdBiU6q2/0zqjt72mc\nUgdBCCHaiOJ1YMlf0eCkBI2vOuKxCrgzBzc5cyBpy4dR24M6Y5ODEEIIIdqOBBBEbKVPg9QZUGed\nVgXAfxT85e0xKtEJ2ZVgvTYVWOkPcn0JLCjztP2ghBDiNKO3F6LxRg/oBnUWAkZbRFvAlNzkAoqK\n14G+4kC94ERoFYdzZPqCEEJ0QBJAELFn6Ar6zPpZCADVW9p6NKKTmuSNvl5jgtnH0SC8UeGRTAQh\nhIgzvykJouQfqICzzwScvSfiN6egKlr85hScvSc2+cJfby+stwRkDV9Kr1aMWgghRLxIEUURH/qu\n4Dt88n5BF/hKQktBahpZClKcdnqpBlICUK4l/LerooBJr2I2eCn2GmRFBiGEiDOdu7JeWyhD4Fwc\nuZcCUN1jNHp7IT5bVrOyBkLBiQaO6zja7LEKIYSIPwkgiPhIGATV30dvr+HcAM4fIOgEjQUsw2Wl\nBhHB1cCk2y7JLrxlRvrqJQNBCCHiyWfLIqgzovXXrrQQ1JmwD/5l+LFqsDZ5xYUT6asaDhIkHFiD\nqk+QpRyFEKKDiVkAwev18txzz1FQUIDBYMBms3HbbbdxxhlnUFlZyUsvvURRURF6vZ5bbrmFvLy8\nWB1adES6FDD0QvXmn9B2BmhMoe+DLnCsR1GPz2MPOlAd60GbDu69kJAXmgohTlv5ihe3hmiZswSK\n9cwwGUnWSB0EIaDxz2AhWkup80Zc93Hsjwc6r4PEXV/IUo5CnKrUIHiPZysbzgQlfjPrr7nmGkaO\nHMl///d/x3zf999/P4FAgBdffDHm++6oYpqBMHnyZM466ywUReGLL75g/vz5zJ07l7feeoucnBwe\nffRR9uzZw1/+8hdeeukldDpJgDilpV4VKppo/wZ8R8FfBMULwToctMmg1rn4Uz1Q8a/Q9+7NoE2B\njF+1/bhFh7DSUB21XQHG3ZrFZX/QwFAJIAhRo6HPYCFaQ28vRAl4I9qUgBe9vbBFWQcn8qb1QdWZ\nUE7Ibog4jt+FoXQvnq5DW3UcIUQbU1UIVIImATSG+tsDTij/sLa4ui4FUn4J2uj1r0THErNQj8Fg\nYPjw4ShKKCqdk5NDcXExAOvWrWPq1KkA9O3bl5SUFLZt2xarQ4uOTGMC72EUtRoFFUV1QNW34HdE\n7a6c8EWgHLxH2nCwoiPpGdBH3xAAfUaA9LxA2w5IiA6ssc9gIVrDZ8siYIzMAAiYbDFZYjHhwLrw\n0s8NTUhTfNGDC0KIDsp7FErfgNK3oXQhVK2t36dqBYq/BIVA6MtfAvYV9fsFfeD4FsoXg3tPKDAR\nQzt27OC6665j8ODB5Obmctlll7F69erw9kOHDpGdnc1bb73FhAkT6N+/P9dddx379+8H4IUXXuCj\njz7i008/JScnh5ycHAoKCgD48ssvueiii8jNzWXs2LHMnz+fYLB2hbHs7Gz+9re/cckll5CTk8Ol\nl17K5s2bY/r64iVuuSJLlizh7LPPpqqqikAgQHJycnhbRkYGJSUl8Tq06Ejs3wDeOo1ecO9o2vOr\nJdB0uhoRMEdNktUX6TBvN1IRDLLBo8pKDEJEUfMZLERrJRxYh8bvDV/kB3QmnL0mtHpageJ1YMlf\ngdbvrr1xIITo3FQV7MtQ/KUoqgslUAnVm0MF008UiLL6SrBOmxqAsvfAsRbFsxsqPoeqb2I+5Hvu\nuYfvvvuOzZs3M3HiRG699dZ616mLFi3irbfeYtOmTXTv3p2bb74Zv9/Pfffdx1VXXcUVV1zB7t27\n2b17N9nZ2WzatIlbb72Vu+66iy1btvDyyy/z6quv8o9//CNiv2+88QbPPfccW7Zs4YILLuCGG27A\nbrfH/DXGWlzmEPzrX//i6NGjPPHEE3i9dS8eG7dp06Zw9EWv1zNz5kwSExPjMcxOpWZOa2eiBqpx\nFO2r164A+Aujt9d5nJAxEq259nV3xvMQD6fDebAB0wnyga8Mny4UJNBWaujychc2T/TwrxInZVrI\n0CncmGzk1tTTczmG0+F3oakWLVqEz+cDYOjQoQwbNqydR9Q+TvwMjqazf852tt/5zjTeemP1VJGw\nfyUavyvcpOjNaAdNxWZs3e+M9uhhtJ6T/6FsTkrF0MD560znFmS88Sbjja8TP2OvuOKK6J1UNwQj\np6AqqgvVvTu04loNbSr46lwLaFMjH7t3g784fH2g4EP17AV1LCixuYTNzc0lNzc3/PjBBx9kwYIF\n/PDDD+HseYBf//rXZGdnAzB37lzy8vLYuHEj5557btT9Llq0iEmTJoXP05AhQ5gzZw4LFy7ktttu\nC/e75ZZb6NcvNBXsgQce4M0332Tp0qVcc801MXl98RLzAMKnn37Kd999x+OPP47RaMRoNKLVaqmo\nqAhnIRQXF5Oenh71+cOGDav3R19VVRVqjFNWOhubzdYpIlIRPIdAddcLDKjUDxaEfroGIrIVtCk4\nfTbw1b7uTnke4uB0OQ/JryQx4oMuFPdykaYc5qwD37O9ZAJfvR6kShtKAzviV3m9zM1UjZtkzel3\nD+t0+V1ojKIoWK1WZs6c2d5DaXd1P4Oj6eyfs53td74zjbfuWA0lu7C4KiL6KG477oKdra5/oOiS\nyTDa0LnKw211/z5QdWYqzF1RGzh/nencgow33mS88RHtM9bj8eByuaJ0NoJiAJzhJhV9/cLotvGo\ngXLwl4Ue61LBNj6yT8COQjCyTQ2A6o9ZAKGgoIA//OEPbNiwAbvdjkajoaqqitLS0oh+3bt3D39v\ntVpJTU2lsLD+zdAaR44cIScnJ6KtZ8+e4ekNNbp16xb+XqPRkJ2d3eh+O4qYBhD+/e9/s2bNGh5/\n/HEsltoiGKNGjWLp0qVcd9117Nmzh7KyMlmF4XSgTwfFCmr0egcRFDNk3Az+itC0BVmF4bTnLlPY\n+poFX6GOOYm/JqfLNyi94KJef2bof87lxllPh/uWBmGPD84+PZMQhAAa/gwWoqV8tiwCpsiL/FjV\nP1ANVpy9JoSmMbjtof1aMjFUHkLjqyZgSsLZe6KswCBEZ6JowDIC1fEtStCBqhhAfyYYekT20xgh\nbVpkEcW6zANQqzehBE+4jtDaald0i4GHHnqIxMRElixZQkZGBqqqkpeXVy+gfujQoXCmgtPppKys\njK5dQ9cpGo2GQCCyLlfXrl05cOBARNuBAwfCWQw1Dh8+HP4+GAxSWFgY3m9HFrMAQmlpKW+88QaZ\nmZk8+eSTQCg18umnn+b666/npZde4r777kOn03HvvffKCgynA40ZLINRHesandsYDCoUOoaTnWkG\ng1kCBwKAsh16nEe1WDL3kZP5DTXJBVpg0t719Cw9zP60MwFI00DfBmouCnE6aOwzWIiWinaRH4v6\nBzWcOVOo7jEavb0Qny0L1WBF8ToiHgshOpmEIWDsherZB7p00GeB0sCVQLTAQQ1tItguQHV8C6oX\ntEmQdFGLhxUMBnG7I4uyVlZWcsYZZ5CUlER1dTXPPfccTqez3nOff/55Bg4cSEpKCk8++SQ9e/YM\n1xnKyMhg7dq1BAIBtFotANOnT+fqq6/ms88+46KLLmL79u3Mnz+f22+/PWK/CxYsYOzYsfTo0YO/\n/vWveL3eiKkTHVXMruLT0tJ47733om5LTk7msccei9WhRGeizajXdOJbSDAIS1efz8dfX4LBEOT5\nF6S4pgixnOFn0/VVXNrtHyg/R25TgLs2fMr/XHgXaRqYbuG0nL4gRI3GPoOFaI1oF/mxpBqsEdMh\n6j4WQnRC2kRIiMHyq6a+oa8YeOmll3jppZci2h599FE+/fRT8vLySE1NZc6cOVEzAGbMmMGMGTM4\ncuQIQ4YM4fXXXw/fDL/hhhtYu3YtgwcPRlVVvvzyS4YPH86rr77KvHnz+M1vfkN6ejqzZ8/m1ltv\njdjvjTfeyH333ceePXvIyclh4cKFJCUlxeT1xpOkAYj4Osk1naJAwbEzAAWvV8PGjXpGjPC1ydBE\nx3bkmJYt05zMXFMedfvMHz4nafpd9NVL8EAIIeJJLuqFEJ3ZBx980OC2u+66K+Lx7Nmz6/UZM2YM\n119/fdTnd+vWjcWLF9drnzp16kmzCQYMGMAdd9zRaJ+OKG7LOAoBgCE7VFClEWkptQWavv5K5u2K\nkLK+PqrTgywY9ct62xRA46nm3MIdEjwQQgghhBCijUgAQcSXxgzWc1EVM9Hqe6vAxi1Dwo8vmFR/\n3pE4PeWlqhiDcCi1a90avGGWdUvbdExCCCHqU7wODCW7ULxNKJoshBCiU5MpDCL+LGeDsQ+UvA3U\nFi9RVdi+tw/F5emAisEQlOkLIoLOCGdv39JgpNM5uuMXmhFCiFOZZfeyekUWnTlT2ntYQgjRat26\ndau39GKsxGu/bUECCKJtePaColK7KooGrMNxmSfRu7eXCyY5JXggIuzxQTXRC/eqQDAlg0CvAW09\nLCGEEMcpXgeW/BXhZR51rnIs+Suo7jFaVlAQQohTlAQQRPwFXeD8EUX1hJtUTQJYRjJihI8RIyoa\nebI4XfXVg02B77sPotJkIdldO73FbzDh+f/eJuq8GCGEEG1Cby9E67ZHtGnddvT2Qim6KIQQpyip\ngSDiz5UPwarItmA1+GTJRtGwZI3CtRaoTEjihfOvpzAxHZ9Gw1FbOmWX3giJye09RCGEOK35bFkE\nTLaItoDJhs+W1U4jiiS1GYQQIvYkA0HEV+m74Isyx0djAX16249HdCp3WBVQVd4ePY33hlzEucX5\nDO7bi+u6SPBACCHam2qw4kvMRuuqIJQSpuBLzO4Q0xekNoMQQsSHBBBE/JS8B/4C6k5hVyFUVFFj\nbodBic6mx12p/OIHA6V90kjb2x/bcC8sLG/vYQkhxGlP8TrQ2w+hhOeTqeirClC8jnYNIkhtBiGE\niB+ZwiDiw18O/sP1ggdhqkxeFydXuU/Doa9NmCq0ZG8M/XvoaxOV++StSwjR+SllZRjWrkUpK2vv\nobRI4rZP0borI9pqaiC0p8ZqMwghREPWr19PTk4OgUCgvYfSoclf4SI+3Psa356Q1zbjEJ3a3sUJ\nzWoXQoi21tJ59pZXXiHjwgtJmzmTjAsvxPLKK6H9dZKgguJ1YCraUu9GQcBobfcaCD5bFkGtPqIt\nqNW3+7iEEO3jmmuuITs7m4ULF0a0OxwO+vXrR3Z2Nvn5+Zx77rns3r0brVbbTiPtHGQKg4gPU29w\nrOTEMvnh77QpYOjaHqMSnYwp2d9Iu6FtByOEEHW0dJ69UlaG5bXX0BWG7ojrCguxvPYaSnU1Ce+8\ng7a4mEBGBs7Zs3HeeWe8X0aL6O2FaD2RBZJVwJ05GABDyS58tqx2mzKg1Alt1H0shGhf+rJ8rLuX\nAuDImYovtVdcj9evXz/efPNNZs2aFW774IMPOPPMM9m5c2er96+qKoFAAJ3u1L+8lgwEER+6FDD0\nRD0+MzIUPEiA1BmQ8av2HZvoNI79GD1IkHCGTIERQrSvE+fZK2ogPM++KZkI+h070BYXR7Rpjx3D\n8s9/oissRPH5aoMKbZSJoHEUod/2ORpHUZP6R73LrzMRNNrIWPFH0ta+SMaKP2LZvSwew22U0vH6\noQAAIABJREFU3l6IEvBGtCkBr0xhEKKN6MsPYPvpPcwH10Gw/nQAw7EdpH43H/PRzZiPbib1u/kY\nju2I65imTJlCSUkJP/zwQ7ht4cKF3HDDDeHHa9euJTs7G7+/9gbWe++9x5QpU8jNzWXo0KE88cQT\nABw6dIjs7GzefvttJk+eTN++fdm8eTOBQIBXXnmFsWPHkpuby8UXX8zXX38d3t9FF10UkQkxatQo\npk6dGn7817/+leuuuw6AoqIibrzxRoYOHUq/fv2YPHkyixcvDve9++67efDBByNe588//0zPnj0p\nPv4Zs2fPnvA+RowYwSOPPEJ1dXWrzqUEEET8pF4F6TeDdTyk/wrOmCOZB6LJ3GUKBatMUOeukS4x\nyBkjvdGfJIQQbaQ18+x9ubkEMjIi2oJJSWgq69QTKC5GvyO+f1QDpKx7mcyvnsSw8S0yv3qSlHUv\nN+l5Sp1YrgIkHFzToqAKhIIYlr1fNTmI0RCfLYuAMTLzoSMtLynEqcy6Ywmp617Emr+CpM2LSFvz\nHKjByD67/xORwaT1VGHd8596+zIU7yRt5TNkfP17UtbPR/E6WzwurVbLjBkzwhfv3333HVVVVUya\nNKnB5yxatIjf//73PP7442zZsoU1a9Zw8cUXR/R55513+Oc//8muXbsYNGgQf//731mwYAGvvPIK\nW7ZsYc6cOcyePZuff/4ZgHHjxrFy5UoA9u7di8fj4eDBg5SUhJa3X7lyJePHjwcgEAgwffp01q5d\ny9atW7nlllu45557whkTM2bMYPHixTidteflrbfeYvLkyWRkZFBWVsZVV13F2LFj+e6771i2bBn7\n9u3jd7/7XYvPI0gAQcSbLgWsI0L/CtEMZTv0uEu1uJMCFIzw4E4KACp9f+HClCoZCEKI9uWzZREw\n2SLamnqRqqam4pw9G39WFqpejz8rC+dNNxHo0iVyfxkZ+HJzYzruujSOIkzHQrUMar5Mx7ac9CI+\ncdunKAF3RJvi96B1R05raGpQpSaIYdvyYbOCGNEkHFiHxu8NZ0AGdCacvSbICgxCxFvQT8Lh9Wh9\noTvcmmAAfcVBTEc2R3RTgvWnqCqByDaNp4rkHxdiLM9HX3UE89GfSP3+760a3syZM1myZAmVlZW8\n8cYbzJw5E42m4cvhBQsWcPfddzNu3Dh0Oh1Wq5XRo0dH9HnggQfIzs5Gq9ViNBp56623uPPOOxk8\neDA6nY4rr7ySiRMn8uabbwKhAMKaNWsIBALhYMHo0aP55ptvcLlcfP/99+EAQlZWFpdccgkWiwW9\nXs+MGTPIyclhzZo1AJx33nlkZGTwySefAOByufjkk0+YMWMGAO+//z49e/bk9ttvx2g0kpqaym9/\n+1s++OCDVhWKPPUnaQghOqXUXB9bbrfzw8UuqtMCJJRqGf6ZmVl3tS7tSgghYkE1WHH2moBl33K0\nHjsBo61ZF6nOO++keto09Dt24MvNRU1NRU1IwPLaaxE1ENTU1Li+DsvBdQ22V+X9Iuo2xesgoeD7\nKFUFVALGRHSe2syMpgRVTgxi1KgJYgStmSd/EXXGZtn3NRq/q3ZUOhPVPUY38iwhRCwofjcEfBFt\nmqAPXdXRiDZX9tnoKw+jCXgACGqNuLJHRPQxH1yPzhU5hUvrOIbiq0bVt6yYdlZWFmPGjGH+/Pn8\n5z//4fHHH8frbTir9eDBg/Tu3bvRfXbr1i3icWFhIT169Iho69mzJ3v27AFg5MiReL1efvzxR775\n5huuvPJKKisrWbFiBWlpaVitVgYOHAhARUUFTz31FKtWraK8vByNRoPT6QxnKyiKwrRp03j77beZ\nOXMmixcvxmKxMHHiRADy8/P5+eefGTBgQHgsqqqiKArHjh2ja9eWZYZLAEEI0SG5k4NsmebEYQll\nGzi6Btgy04k7WcUkxbCEEB2GerzQT/Mzo9TUVLxjxoQfRwsqnEgpK2twW0upDbyfNtQOYCjdi+L3\nRN3mSekJlYdChSWNVtxdBp50DAkHv22w3ZF35Umff6LoS0tWorcX4k3v16x9CSGaRzVYCZqSwF0R\nbgsYbbi6nRPRr7rXODR+N6bCHwFwZ51Fda/xEX2CRiuqokE5cfqDRouqad3l64033sisWbO45JJL\nyMzM5NChQw327datG/v2Nb6yXN0MhqysLA4cOBDRduDAAbKyQoFUo9HIqFGj+Oqrr/j222+ZN28e\ndrudZ599lrS0NM4//3wUJfT++/TTT7Nnzx4+/PBDsrKyUBSFyZMno6q1nzfXXXcd8+bNY+fOnbz9\n9ttMmzYtPKYuXbowcuRI3n///aafoCaQKQxCiA5pjw/slsg/yO0JKnt8DTxBCCHaULiIorsShSA6\nd2Wz5vs3pCaoUDdA0NCyj63l6jqkWe0AGldFg9tUvYXiCY/g7D4aVBXLgbVkLH+q0WKKij/6HcCG\n2hvcj9eB6ejPUTMj/KakZu1LCNEy5SNm403phd+cgs/aFXvu5QQS0iI7KQqOfhdSMuFhSiY8jKPf\nhaBE/s91ZY/Al1h7hzyo0ePJGADa1q3CNWHCBN5++23mzp170r633HILL7/8MqtXryYQCOBwOFi3\nLnrWVo2ZM2cyf/58tmzZgt/v59NPP+Xrr79m5syZ4T7jxo3j9ddfp2fPnqSlpdGrVy8SEhJ49913\nGTduXLhfVVUVZrOZlJQUfD4fr732Grt27Yo43hlnnMHEiRN56qmn2LBhA9OnTw9vmzZtGlu3buX1\n11/H5XKhqioFBQV88cUXTTxb0UkAQQjRIfXVQ3qdd6g0TahdCCHaW2uKKDbXics+xnqFBm0gelS2\noXYAbSMBBGevsQCYCzag89jDwRXrrs8bDK74krs3q70henshWm9V1G26OlkJQoj4CFgzKBn3EMcm\nP0nxBY/h6nley3ak1VN63gM4+kzCnTmIyiHTqRw6o9XjUxSF888/P5wR0JgbbriBRx55hLlz55KX\nl8fYsWNPevF9++23c/PNN3PHHXcwcOBAXn75Zf7+978zdOjQcJ/x48djt9vDtQ5ObDsxgPBf//Vf\nuN1uhg4dyqhRoyguLmbkyJH1jjlz5ky++uorxo4dGzGlIjs7m08//ZRVq1YxZswYBgwYwPXXX8/2\n7dtP+tobo6gn5kB0UEeOHKETDDOubDYbdrv95B1PcXIeQk6X8/CGU+UdJ5QGQ8GD6Ra40RKKUJ8u\n5+Bk5DyE/hho6Tw+EdKZPmc7yu+84nWQseKP6Fzl4Ta/OYXiCY9E1EGIxXgNa9eSNnMmiq/2ol7V\n6yldtChiCkRLNPV1nChh11KStn8ccadfBfw6C8WXPoPxyGZSv/tbve1l59yBp+tQ6lK8DjK/+B80\nam0RtaCio+iipxutKVH33CpeBxnLn0bnjgxw+E1JFE98tN2LKHaU392mkvHGV2cZb7TPWI/HQ2lp\naTuNSMRbWloaRqOxwe2SgSCE6JAq92kYtMDK79eZeFansCi9NngghBDtraaIot+cgqpo8ZuSmzTf\nvyWiLfsYqxUaIl6HRovfnHLSYpCKGr16d3XfC1o8hqoBl+M3JqKi4DcmUjXg8mZf8KsGK87eEwnq\nzJErMPS+oN2DB0IIcaqQIopCiA7ni1kpHFpuCtckU3QqhvscnP1g6+YWCyFELDlzplDdYzSJ2z7F\nVPQzloPrMB3birPXBJw5U2J2nJplH+O1QkPN60j2V1ChSz7pxbYrezi2HYujtgN40/qgKjqUEzIK\nVEWHN63PScegtxfis2W1+IK/Zj+G0r21Y5HggRBCxIwEEIQQHUrlPg3lwWP0enMbBW/ksX9fNqmF\nWn58LhEFGCFBBCFEB2M6tjU8x17nKseSv4LqHqNjeuFaPW0a/uPLiXlHjoz58o6qwUogPQu1CSnV\nQWsm7oxcTMU7jrcouLsMjFxyUasHvz/ycRPGEIuVElSDNepUCSGEEK0nAQQhRIeyt+9n9Ps0VHk7\n5fL99HAZeOz1aQxcoUc338rAXzkxpXaOudpCiFNfY8UUY7VsoOWVV0LZB8eOEUxKwnnTTTgefDAm\n+27ReHYvQ+8oAhSCOiPVPcZSNejq8Ha9vbDeMo9KwCtLKQohxClAaiAIITqMSuUYWLwoCuGvRLOX\nqyetZeOlPtZN8HL0+9Yt3yOEELHks2URrHN3PajV47OdvMJ3U0SswOD3oy0tJfG557DOmxeT/Td7\nPDXLV7rKUVDR+t2YCzdGrLBgKNlNeA7acQGTLWbnRAghRPuRAIIQosMoNu6r16YoMLp3PhaTh58n\n+jkSbIeBCSFEIxSURh+3huH779EePRq5/2AQyz//GZNlHJtLby+st4yj1lURXr5S8TpIOLgW5YQA\ngopCdbfYTukQQgjRPiSAIIToMDbl5xBtcoJGEyQ7pRyvLcgjFoVXd8vsKyFEx6C3F6IEvBFtNen6\nrWV55RWSHn0UgvUjp5rKSvQ7dkR5Vnz5TUnUzS4A9Xh79CkdKAreDJm6IIQQpwIJIAghOoQKr8KL\nP/Sgym2g7nL0dlcChw0JMNhBVV8Xfzf6eeGYJ/qOhBCiDflsWQRMtoi2WKTrh6cuHDkSNZ8h0KVL\nTJZxbC591dFG26OfjySZviCEEKcICSAIITqETaUanH6F334wjW929cHj0+ALQKkjga9398OZBhhV\n0EDQoPJWpYeKoBRTFEK0L9VgxdlrAn5zCqqixW9OwdlrQqvT9fU7dqAtLo481vGvQGJiTJdxjKV4\nnQ8hhBAdg+QBCyE6iNp7bIu+G8Mnm0aQnVJOQXkKDqMWcp0Rve2qyh4fnG1s63EKIUQkZ84UqnuM\nRm8vxGfLisnFsi83l0BGBrrC2qkQNe+SqsVC9bRprT5GS3jT+qDqzCh+V7hN1ZnxpvUJP47H+RBC\nCNExSAaCEKJDGJYWwKKrzShweo3sKjoDp8eIUqEBb2QSb4ZOoe/JlxUXQog2oRqseNP7xexiWU1N\nxTl7NoG0tHoVB7Slpe1S/wBCr7Oq30X4Tcmoiga/KZmqfhfVe92xPh9CCNESt9xyC7Nnz4667emn\nn2bChAltO6BTgGQgCCE6hGSDyq39PCzYacTpD8U2tV7os1HL6E8SKHnWw5qzvFQBaRq4MdlIskbq\nIAghOh7F6wjffQfbSfs3xHnnnbguvJCMq65CW1ISbg9kZLRL/YPwuCTDQAjRGsEgSe++iGHHDwB4\n+59F5fT7QBP7e9s33ngjs2bNorCwkKys2losXq+Xd955h/vvvz/mxzzVSQaCEKLDmJXj45OpTu4p\nC3DFezpu/F0CF39uYMxtDp682McHXeCvKbAoHW5NlbkLQoiOx7J7GRkr/kja2hfJWPFH9Fs/a9X+\ngr1745gzB39WFqpejz8rq13qHyheB4aSXSheB9AxMwzqjlEI0fYUr5ukN54h/Y93kvr8Q+gO7a3X\nx/r5W5jXLEFfdAh90SHMaz7H+vmbUfenqSxDv28b+LxRt5/MuHHj6N69O4sWLYpo/+yzz3C5XFx7\n7bV88sknXHjhhQwYMIDBgwcze/ZsDh8+HNF/6dKlXHbZZeTl5TFo0CDmzJkT3lZQUMBdd93FiBEj\n6N+/P1OnTmXr1q0A/OIXv2DevHkR+xoxYgTvvvsuAPn5+WRnZ/Puu+8yadIk+vbty9VXX83Ro0dZ\nsGAB55xzDgMGDOCRRx4hGGVFnvYgGQiiWRwOhcICHVnZfqxWKWAnYi/ZoHLzbCfuX1RTtkNPaq4P\nU2rody1Zo0jNAyFEmzsxo6CxC2bF68CSvwKdqxwAnasczY7/oGSe1aoLbeedd1I9bRr6HTvw5ea2\nefDAsnsZlvwVaN12AiYbzl4TcOZMadMxnIx1+7+x7F+JxltNwJzUIccoxOkg5dUnMW5ZH67Zovvb\nExQ/Mh/VkhjuY9y+AY3fF36sCfgwbt+I49IbI/Zle+cFzJtWo1RXEUxKp3L6fXgGjmzWeBRFYdas\nWbz66qvcf//96HShy9+FCxdy1VVXkZiYiNVq5dlnn6V///6Ul5fzwAMPcO+99/LRRx8BsHz5cu68\n805eeOEFpkyZQiAQYMOGDQBUV1dz7bXXMmbMGJYtW0ZycjK7du0iMTGxwTFFs3jxYt5//30MBgMz\nZszg2muv5dJLL2XVqlUcPnyYSy65hDFjxnD55Zc3a7/xIBkIokkcDoUFf0/k8cfSeO65FJ76QxpL\nl5rbe1jiFGZKVcka4w0HD4QQoj3UzSiw7F7WYF+9vRCt2x7Rprgr0dsLG3hG06mpqXjHjGmXzIOa\noIiiBtC5yrHkrzjpXf62zAaw7viMxF2fo/U6UAg2eYxCiNhSXE50BfkRS89qS46QsH5pRD/VWP8a\nom6bfv92zN99ibaiBI3Xg664ANsHr0AL7sJPmzaNiooKli4NjWPnzp2sX7+em266CYBJkyaRl5eH\nVqslPT2dBx98kO+//x6XK1QsdsGCBVx//fVceumlGAwGzGYz559/PgDLli3D4XDwxz/+kdTUVDQa\nDbm5uWRnZzdrjPfffz+pqalYrVYuvfRSjh07xkMPPYTRaKRPnz6MHDmSTZs2Nfu1x4MEEMRJLV1q\n5uH/TmfjRjNutxZVVaio0PL5EisOR7TVqYUQQojOr7kXzz5bFgFTZM0D1ZR0vBZC5xQtKKJ12xsN\nili3/5suX/0vaWteOGnQpbVCP6OVKHVKTWpdsQncCCGaQaMBpc61gaIhqDNENNmvnI0/pUv4sT+l\nC/YrIwsdGrd8h7Y68r1Wqa5C44x8P2qK5ORkrrjiChYuXAiEsg9GjBjBwIEDAVi9ejXXXnstw4YN\no3///kybNg1VVSktLQXg4MGD9OnTJ+q+Dx48SPfu3dHrW1fZOzMzM/x9QkIC6enpaLXacJvZbMbh\n6BhBUQkgiEY5HApLPrMSCGiAyDcEt1vhnbc7ztxHIYQQIpaae/GsGqw4e03Ab05BVbT4zSn4ci/s\nUHUCmitaUCRgsjUYFEnc+hGJu5a0WTaA3l6Ixues1x40JHTqwI0QnZFqNOPtMwj1hAtff+aZuM+d\nHNHP370fpQ89j2PiVTgmXkXpQ8/j794voo+n/3CCZkvk/s1WgpbmTQ2ocdNNN7Fq1Sq2bt3Khx9+\nGM4+cLvd3HzzzUyePJk1a9awc+fOcH0CVQ0FJrt168a+ffui7rdbt24cPHgQn88XdbvVaqW6ujr8\n2OfzUVZW1qLX0FFIAEE0au8ePR5PQ1kGChs3mnn2/5IoKpJfJSGEEKeW5l48Q2iFguIJj1A65l6K\nJzyCb+Cl8R5mXEULijh7TYgaFLHu+AzrnmXU/ashntkAPlsWQW3k3U0VcPYc16kDN0J0VhU3P0zV\nJTfi6TeM6nMmU3r/X6JOWQikZmKfdi/2afcSSM2st93XdxDuoWMJJCajKgr+tDOwX/Er0Gjr9W2K\nYcOGMWTIEG677Tb0ej2XXXYZEFqNwePxkJycjMViobCwkGeeeSbiubfccgtvvfUWX3zxBV6vF5fL\nxapVqwCYOnUqFouFRx99lLKyMoLBIDt37qSgoACAIUOG8MUXX1BUVITL5eIPf/gDgUCgRa+ho5Cr\nPtFKCrt2GZn7u3T++lLLl6oSQgghOprwxbMpCRUNflNSgxfPdZ8X7xUKFEclhp2bUByVcTtGDWfO\nFErG3Id94C8oGXNf1OKEiteBZd839YIHAEG9Oa7ZAEqdo6o6E84+E+J2PCFEI7RaHJfOovQ3/0fF\n7P8hmJzesv0oChU3/zcl//UiZff+ieLHF+AZPq5VQ7vppps4cOAA06dPx2gMVeW22Wz8+c9/Zt68\neeTk5HDTTTfVK1Q4adIkXnzxRZ5//nmGDBnCyJEjeeedd4DQdIP33nuPyspKLrjgAgYMGMB9991H\nZWXovXnOnDnk5eUxbtw4xo8fT79+/cjIyGjV62hvilqTm9GBHTlyhE4wzLiy2WzY7c2f89NaDofC\nY4+m4fGcPNqnKCq/m1tCZmb8lhhpr/PQ0Zwq5+HLAoVFe03M7ONmcnbz/o+fKuegteQ8hCosd+3a\ntb2H0al1ps/Ztv6dt+xehmXfcrQeOwGjDWfvic2q7h+P8VqWvoNl+cdo7WUEbKk4J/4C59Tprd5v\nQ2NtyioMhpJdpK15rl4AQQWquw6n8pxbWz2+aON179tA2toXUdTaO3qqoqV0zL140/s18uy219ne\nr2W88dVZxhvtM9bj8YTrA4hTT1paWjjAEo1kIIhGWa0qI89xAyf/w1JVYcvPssaeaJqxi608vMHK\nT+U6Ht5gZexiSTUVQnQs4SKK7goUNYjOXdHu1f0VRyWW5R+jKz+GEvCjKzqC9e3X0Rw6EJ/jNbGQ\npM+WRVBviboPd7fmLbvWHC2ZZiKEEKLlJIAgGlVUpAE1iFZ78qwCRYFBgz1tMCrR2X1ZoOAOKoQK\nc4a+3EGFLwtkVQ8hWuK1117j7rvv5rrrrmP//v3tPZxTRktWIIg3fUE+WvvxAlx7ymDlfjTLfibj\niiuxvPJK7I/XxHMQmu4xvt7tBlVnxpsWvXp5rLi7DAxNM4lSo6Etl5MUQojTga69ByA6rr++ZGPL\nFtMJLY1nIQwc6A5PX3A4FAoLdGRl+7FaO0darGg7i/aaGmyfnO1q49EI0fmNGjWKK6+8kieeeKK9\nh3JKqbm7rXOVh9va++62L7sXAVsquqIjsL8cXH4UQHusGMtrr1E9bRpqamrsjlf3HDi9BMsDBNz1\nP9sdAy4DRcGSvwKN1xWa7tB7YtxqQei3fkbGtiVo3VUEjFac3UdTlXdF+HiW3cuw7P0KraeKgDER\nZ59JzZp+IoQQoj4JIIioioo0x4MH9WczZmb6KSqK/NVJS/Nz9z2hOxRLl5pZsTyBykotCQlBxo2v\n5vLLqxGixsw+bg5s0tDXfIw9rkwq/QnhdiFE8+Xl5bX3EDqfoAt8JaBPB039CuFQW0Sx7vz/9qzu\nr1qTcE78RWjagtsf8SmtLS5Gv2MH3jFjYne8E8/Bqp+g2IkG6LLlLtwDz6H8nj9G9HfkXoqz93j0\n9kJ8tqy4nSvF60D/08do/KGgs85jx1ywgaq8K8LbE7cvRqP6w9sTty+musdoWZ1BCCFaQQIIIqrG\nahmEggeRgYXSUh35+VoyMoKsWJ5AeXnoV8vh0LLkMysKcJkEEcRxk5PWMmLwZqw6F6U+G+8cHckH\nx8Y0u5CiEEK0iHMDOH+EoBM0FrCcBZazo3fNmUJ1j9FxvyBuDufU6bgGjCZj05VojxWH2wMZGfhy\nc2N/vJwpuM3d6fKvO2s//VUV05b1aIoOEczsFtG/ZhWKeDKU7kXxR2asafxuDKV78XQdivHoVpTj\nwYMaiurHeHQr7u7nxnVsQghxKpMAgohq0GAPH3yQ2KznLFliodqpoaKi7ooNCkuXWpgw0SXTGU53\n/nKoXAa+w6QeX7a7q7GSOd3Xc//IHCD6XUAhROxs2rSJzZs3A6DX65k5cyaJic17v29PBoMBm63l\nywargWqcJZtRg1WhhmAVimsTli6jULQJDTzLBulZmDxVaMsPEUjpBsamnbPWjrdBAwfjv+/XKPPn\noxQVoWZmEpgzh8SePVu8y8bGavzXP6K2p2xcjm/6PS0+ZktpK6P/rBISEjDabOiD0WseWIIODPH4\neTRB3H4X4kTGG1+dbbyLFi3C5/MBcMUVV7TzaER7kgCCiCozM8igQe46NRBCUxXKynREW+1ry8/R\n57UD+HwKr/3Dxuxb7BJEOF2VfQTefKD+xBiT4gilEhu71X+eECKmhg0bxrBhwyLaqqqqTp9lHD2H\nwF8V8T4U9DuoKstv9D2opcs5xnWptl/9CuXKK9Hv2IEvNzdU+6AVx2porIqjkoR92+q9dwN4PF4c\n7bAUnWLuyhn6BPDVZjeqOjMV5q6odjtWewmGKM+rSOpNoJ2Wzussy/bVkPHGV2cZr6IoWK1WZs6c\nGW7zeDy4XFKz6nQlAQTRoLvvsVNU5OCbFSYcDh0TL3DSq1cgSnHFGif+aaHWeaywfbuRub9LY/yE\n+NdEkCKOHYy/HLz7o/7xCYBiCs1DFkKIePMdBuqsLKSxNPoepHgdJO76ona+vbuCxF1ftNt8esVR\nib4gH39yGrqKUnxDBqJak+J2PH1BPoo3+ipL1WMujNtxG6MarHgHX4l22+cRQR3VYA0tPVnwQ9TP\nHG3AR6DNRyuEEKcOCSCIRmVmBrluWuTFfjiw8I2Z8jINP/1kIhisuyJotI9tBacz/jURli41s/Q/\nCTidWiyWAFMvrGbqVImStiv3PhpaxUMFsAxrsIiZEOLkXn31VX744QcqKip46qmnMJlMvPjii+09\nrI4n6ALHd/XC3ZgHNfoeFG2+veJ3hefbtyXL0newLP8YbUVJqEENEkhKxznpapxTpzd5P4rX0eS6\nDr7sXgSS0tCVHwu3qYA7d3i9+gdtyTfwUsoyz6r3OvT2QjQ+Z73+QYO1XVfQEEKIU4EEEESLZGYG\nue46J7t26vnpp4b+6KqbhVBD4fPPLQwc5KFXr9jeB3A4FD76lxUIBTScTh0f/cvKmDFuyURoT6be\n4FhJ3SBCUIVCZSTZ1tHtMy4hThG33357ew+hc3DlQ7T7z5r43b2PJcVRieWrf6GrLIlo11WWYF3y\nFtVjLm5SJoJ1+7+x5H+Dxld9fKnFCxqdjlGz8oNl+cdoK0tRjWYc51+K4+o7Wv2aWitawcbQ0pNJ\nEctvqig4e47rEEUwhRCnrnfffZc///nPbNy4sb2HEjd1bxsL0SxZ2X4SEoINbjeZgkS78xwMKvz5\nT2n83zwbu3bqcTgaTG5vlrVroi09qbD8a7m73a50KWDoiUrot0FVwRNQ+NvhcVy5/hKmLLG09wiF\nEKcDf1Hz2o/zpvUhqIucuhfUmfCm9YnVyJok8ZN/oK0TPKihcTsx7Nly0n1Yd3xG4q4laH1OFFR0\n7kqsuz5H8UYvOljDOXU6xY/+jdJfP0PR7xd2iOBBQ2qWnvSbU1AVDQFDIlX9L8Ex4LJhq81LAAAg\nAElEQVT2HpoQoobfj2H1agyrV4Pff/L+LfTaa68xbNiwiDo/q1evJjs7m2effTai76233so997R9\nUdjORjIQRKtYrSqDBnn49lsz0bINzjrLRUWFlu3bjdStiQCwe7eJ554zYbUG6NHTxzXXOMjMbDgg\ncTKrVkUPFCxZYsVoUmUqQ7z4y0PTFEy9Q8GCaFKvAn85h0p28bc9Gayz96PSH6qiXe7T8O0xhVFd\nJEtECNHxqAYrjn4XY9n3NVp3FQFTIs7eF7Tp3WzFUUnCui8ariXTlH14HVh31t9HzfKHpDee3q9a\nk/D2H9Zon46iIy6/KcRpIxhEe+gQwfR0VEv9m0Sa4mJSZ85Et3cvAP4+fShbtIhgRkbMhzJu3Dge\nf/xxtm/fTl5eHgCrVq0iNzeXVatW8cADDwAQCARYu3Ytc+fOjfkYWsvr9WIwRCsL2z4kA0G02i+v\ncWAwRL/wO3+ci9m32BvcDgqqqlBVpWPLzybm/i6d/5vXsiVtFi9OoKRER7QMBFBYttQSs0wHcYKy\nj6Dk/wfHN6F/Sz9ouK8uhT/vG88XZUPDwYMa7+0zxnmgonKfhp//bqFyX8ve+nXHtpHy7Xx0x7bF\neGRCtBG1gQB1Q+0ncOZMoXjio5Sedx/FEx9t0goMsWTc8h1KI3fpVLMFb99Bje/j6FaU06iEYM30\nBgkeCNF2dJs2kTF5MumXX07GlClY//KXen1sv/sdhm3b0Hg8aDweDNu2YXviiXr9lOpqrM8/T/Lt\nt2P8z3+IugzcSfTt25fs7GxWrlwZblu5ciW/+c1v+Omnn3A6Q/VSNm3aRGVlJeeffz5r167liiuu\nYODAgeTl5XHttdeyZUtthldBQQGzZs1i4MCB5ObmcsEFF7B+/fqI4y5cuJBzzz2X3Nxcbr/9dqqq\nqsLbKisrefjhhznnnHMYOHAgs2bN4sCBA+Ht999/P3fccQcPP/wwgwcPZvbs2c1+3fEkAQTRalar\nyqWXOdBowgnqgEpmpp9evQJYrSpTpjhpqIherdCF/u7dJv5vXjJFRRq++tJMUZGGjRv1PPPnZOr8\n3wxzOBSWf51A9JoLNX00FBZI0k1M+cvBm3/8J3f87PsOgn1l1O4Ld+v5uSz6z+C63tErfIvY+GJW\nCu+Nz+TbuTbeOz+TT65sIFOkAV2W/BcZ617CVPQTGeteostnD8VppELEkbewee11tOcFqXn9l/XH\nc/zLn5xO1cXXn7T+gdZVFrVdVbRtPh1DCHEKUlVSHnoI/c6daEtL0R04gOWf/0S3c2dEN21h/fdc\n7ZEjkQ1eL2nXXEPiM8+Q8NlnpNx7L7YWZgeM+3/s3Xl8nGW5+P/PPftkJpNksjZtadM13WiBYmmB\nUpZWviqLghSKohZFi7z0e87xiBsi+kMOLt8jerAKUj0cRVAR0SMgUCgUuthCW7rQvdAlTZpkss2+\nPPfvj0mTTDJp0zSZmSTX+/XKq8n9zDxzdTKZ55nrue7rXriQtWvXAuDz+di7dy9XXHEFM2fOZN26\ndUAyqTBlyhRGjRqF1WrlnnvuYcuWLfzzn/+kqqqK5cuXE41GAXjggQeoqKjgrbfeYteuXTzyyCOM\nGjWq4/Hq6+vZv38/a9as4bXXXmPnzp388pe/bH+KNLfffjt+v59//OMfvP3221RXV/OpT32KWCzW\nsY8XXniBOXPm8Pbbb/Poo4/26/89WCSBIAbEkiUhHvxBPTff0sr8+UG+encj37mv80TlI9cE+dCH\n/ZhM6XsipFLs22fjO/eW8Kc/5fOde0v41aNFHDxo46cPOfjyl3outVVzzEIodOqXc16eQeXowZtj\nNSIFtvYYUgDBbclu5100RxU/22XHnzDRmehJnv4WWQ2ZvjCIWg6aOLLGAUZnqufEZge/v6hvpYKW\nE7swx/wpiSJzPED+1t8OXtBCDAZzLx+wexvvhYr6sTXsPW3fgIGi/C1Yaw6mTZE3ffrr1H/r0T6t\nwBAafX6PMQ0dyx8KIcTZMDU1oRobU8bMPh+O555LGYtPmtTjvt3HHM89h2XXLlR71YEpEMDx0ksQ\nDp9xXAsXLmTDhg1EIhHeeOMNzj//fJxOJ5deemlHYmHt2rUsXLgQgAsvvJALL7wQm82G2+3mG9/4\nBseOHeNA+5QLq9XKiRMneP/991FKMWnSJM4555yOx7NYLHzrW9/C6XRSXl7O1VdfzdatyXPmHTt2\nsHnzZh588EGKioqw2+187Wtf48iRI2zZsqVjH+eeey4333wzVqsVpzO3ernJ5VgxYNxuzWWXheGy\n9NuvuSbI5ZeHeOpJNzt2OAiHO65Z9yL9tmg0WZFwwQWdWbrK0XHc7gR+f28vac3llwdlJYaBluht\nKc4YxBrA3rm81zc22TDS/E5vGh/iq7MlsTOYDq929lj2HhT+IxaOvmZhzGWnfv7zD/asKFGA68gm\nApMWYwm3yBxjMTTE9qcfjzelH0/Dte8lXIfWYA63JlcwqFo06NMZrMcOYfa3pIxpIDp+GuGL+v7Y\nhruccNlMHCd2cjKZHy6tpm3mxwYwWiHESGV4PGi3G+o6G9MaeXlEz09NXrbeey+WQ4ew7N0LQHzy\nZFrvvTflNuajRzF1uSIPoCIRVDiMdqQ2tT2dSy65hGg0yqZNm1i7di2XXnppx/jdd99NIBDg7bff\n5otf/CIAu3bt4sEHH2THjh34/X5MpuRFyoaGZBPbe+65h4ceeojPfvaztLS0cOWVV/KNb3yD0vYe\nDkVFRVit1o7Hz8vLw+9PJpwPHjxIPB5n7ty5PeKs6VKZ0TUhkWukAkFklNutuf2zbdx8c+tZ7eeV\n1akNWdxuzeIlQZQ6WeHQ+eVwJPjQh/185JrePuyKfnP3vJoFgMoDa2elyIrXnPyzwUa6pFAoIXnM\nwXbOlb03D33+tlI23n/qD/5tExamHVdGjNJXf0Dxmz+h9OX7cO176aziFGJQBZMltGlT07ayPu1C\nRf24Dq3BEmpC6QSWUBOuQ2sGvRIhNrqKhMebMpbwePHd9f0z3lfT/Dupu/LbtM68gbor76VpwZcG\nKkwhxEhnseD//OeJV1QAyYRC5OKLiS5MPY/Q+fk0Pv00DX/9Kw1//SuNf/4zOj8/5TahG24g3mVa\nAEB87Fh0YeEZh+X1epk1axZr167l9ddf70ggnH/++dTU1PD000+jlGL+/OSy4p///OcZN24cq1ev\nZs+ePaxfvz4Zd3s1hNfr5b777mPt2rX84x//4MiRI9x33319iqWsrAybzcY777zDu+++2/F14MAB\nrr/++o7bnUxa5CI5cxdZ4XCcqhLg9FUCV1wZ6DG2ZEmIBQvCvLXZzvvvW5l7YQiLWbVXJ0jlwaCw\njQJzETrR9eqdAvdcMCXLrV78pYv3Jga4svoo7xwdQ70/tUmm09L/VTdE3xRMMCibG+bE5u7LnCqI\nwzs/z6dhu5UPP5n+Kmy8bDoJiwtzPNDjw5e5faqKJRYgf9czBMfNl0oEkZsCm3vfln9Rn3Zhba3B\nHE5NgJvDrVhba4iWTDmb6E5JuwsIXH49rlf/grnVR8LjJXD59aftedAbw11OwF0+wFEKIQSEbr2V\nyBVXYF+9mnh1NbELLgCVvqo4UVXV636MUaNo+f73yf/P/0T5/STGjqX5oYf6HdfChQv5wx/+QDgc\nZvbs2UByKsK8efP4yU9+wgUXXEBeXrLBd1tbG/n5+Xg8Hpqamvje976Xsq9nn32W2bNnc8455+B2\nu7Hb7ZjN5j7F8YEPfICpU6fy9a9/na997WuUlJTQ3NzMm2++yRVXXJFz0xXSyd3UhhjWJk6KnTKJ\nUF4eo3slwckvm81Imb7QldutuWxRmNs+1cb06XGmTI1J8mCwlX4GvLeAfQbkXwFlXwBXsiwr7FOE\nr3yN717/LDfNfYvvXvcsX7x8dZc7K149bqM5KqtjDLbrnm3CPTZO599SV4qatY5Trs5w4sM/JFI4\nLuWvsTsFON9bN1AhCzGwVF6PoeTr2NH78rPdxDyVJBypSdCEw0PMc+rlDwdCYMnN1H/zlzR+6QfU\nf/OXfep5IIQQ2WCMGkXoE58gNndur8mDvogsWULD889Tv3btWS/zeNlll1FXV8eCBQtSru5fcskl\n1NXVdfQ/APjxj3/M//7v/zJlyhSuueYaLr/88pR97dq1i5tuuokpU6awYMECPB4P306zikQ6ZrOZ\n3//+9zidTj7ykY8wZcoUFi9ezAsvvNDv/1umKa37sR5Ghh0/fpwhEOag8ng8tLaeXdl/rnnxRSd/\n/1830WhqLwSlNLd+opnf/k8h3YtN7XaD/+/+hhGfFBgqr4f3trfReNErqC5J2YQB3372uo5KBBOa\nn18cZG7JmS0tNlSeg8F2ps/DC58q5MjLTnoWcmsu+k4rsz7Xs7oHkqXbpa/ejyXcknZ7cg8QLp1O\n04K7+hzPQFBKpXQ/FmduKB1n+/23f+LXYDSlvPI1gKkIyj7T592caQ+EofReNZRiBYl3sEm8g2uo\nxJvuGBuJRGjs1ixRDB/FxcXY7b0vry5TGETWnJxy8LOfFnLkiBWtk0nKqVMjrH3dlfY+kYii5piF\nKVPTVyCI3NAcVexX+zFftLtHnZNJwbljjrJ693QAih2aSR6ZxpAp5//ftvYEQk+n6pWQLN3uPXlw\nUtukK/odmxCDyjENgmkqZBzTzmg3gcmLCY6bj7W1RpqHCiGEGHEkgSCyyu3WfP0bTdTVmdix3U5z\ni+L111ztVQnpby9LMea2/9ln5aUTET6zaB8F5niP69yGhneOjgY0botm2YQIhbahceVzOCg7L0HB\nxDgtB1Lf/sdeEaZgQu+JnMKNva9BfPK3l7C6iZdNH4gwhRh4vVXR9qO6Vtvcg9rzQAghhMhVkkAQ\nOSEYVOzfb2XrVjs9W3Pojn+vuSYx4qcv5LK6OsX7aj+fWbQbjyOSurH91+aKlXH3dCsQZE6xIcmD\nLLjp9XpObDGz4zE3jmKDGZ8KnDJ5YDmxK20DxZM00Dj3dmKjLxiUeIUYGL01uOpb4yvRSUX9UoEh\nhBAjlCQQRNZ9514vdXWnfilecomf664PUVmZzxCYLjYivfmtfNbu1cz7014KnOEe203awqTAAty6\niOmjpIok28rOS3DFf51+SgJA/v5XTrldAYmCMQMQlRCDKNHLUou9jYu0XPtewnXwVcyRVhJ2D4EJ\nl5+yB4QQQojhRVZhEFl16JC5PXmgunylsloNrrs+JJUHOarZ0Pzg8wW8/ec8RuW14umWPNAaVNRG\nRWQKbt23Tucit4RLT1+qXbDjGUz+ugxEI0R/9Za4lIRmX6mon/y9L2AJN6O0gSXcTP7eF1BRScII\nIcRIIQkEkVUb1p9urVPN/AVBSR7kqF+2aD52DP74rWb+9Lt6tk1wEPGl/k5DLQ5Mjy+hIjY5S1GK\n03k/rvmdX/N+PP3fWXjcAk43UdxR9w7lq79L0fqfD0KEQgwAk+PMxkUPtsYDqHhqs1UVD2FrPJCl\niIQQQmRaxqYwHD9+nIcffpi2tjby8vK48847GTt2bKYeXuSoi+aHeP31nmtzn5wwX1oa55ZbgpkN\nSvTJD3Za+IM7jrYnf1f+UQneugYu/sVMLJ/ZibUsSOxEHr5fzGTWjVZAVlrIRV/2adZFk7+dn/hh\ngU3zkDc1WaBtblqnX497/0uY2q80dr1F5/cax4mdmPx1GO7yDEQvxBlwTILgpvTjQggh+sxsNlNc\nXJztMMQgMZtP3RsoYwmERx55hKuuuopFixaxYcMGfv7zn/PAAw9k6uFFjqqqSlBeHu/RA6GoKM7n\n7mihqiqRpcjEqdzxhpO3okBR6nKa/tIE69+axvRfTcc5vZHQLi/lM6Hgq03ZCVSc0vvxzuQBJP9d\nF02Oj7OkJhFOLl2Xv+MZXEfWn2KvGmfdDgKSQBC5Jt7L+1C8CWyj0m8TKeIOzxmNCyGGJ4vFgsUi\nrfRGqoxMYWhpaeHgwYNceumlAMybN4+GhgZqa2sz8fAix33n3mN8++tbuGRBI5dfHuA79zXw/Qd8\nkjzIUQ/tsPF2owVCZoh1K2tPKF69McbfbtIc3TOKLXNMlK0IZCdQcVpvhHvWhRjt4+lom5voafsh\nKELlMwcgOiEGWKyXHh29jYsePHueTzvu8B3McCRCCCGyJSOpo8bGRgoLCzvKIZRSlJSU0NDQQEVF\nRSZCELmq9RUI7mCUPc6tV+eD6zxwzc12VKIXzVHFXw7bAIWKK3StHSoiYNXJZEKtHaVNHJmV4KkZ\nQTDBxiY7C9ab+cn80Gn3LzLrfKeBJxEnELGQMJL5ZBNwySmmhEfKZ6BNVpTRWX3S2TlBES6bIdMX\nRI7q7ZRHrqL1hYr6sTYfSdsNRZKGQggxcuTcUXPr1q1s27YNAKvVyrJly8jPz89yVNlns9nweIZX\niaD/4EPoriWlRhsqtBVX2UUoc7q+CMPzeeiPbD0P79ZCqEvDclVrx9MUY1JhLfubK2iN2Ds3tk+f\nMlCsO2HFh5XxAxiyvBaS+vs8/A0fL9LC1MI4kbiJuiYn9c0uFuZZmOV1neKeHmJzbsT67vOoUCva\n6SFWdTE4C4mNmQOeUWTrt/LEE08QiyUTG7Nnz2bOnDlZikTkJNdMCKXpgeCSD799YW2twRzp29Kv\nQgghhq+MJBCKi4tpbm4mkUhgNpvRWtPQ0EBJSUmP286ZM6fHSV9bWxtaj+wu/B6Ph9bW1myHMXCi\nxyHe1ONKhhFvpc13COzpG2wOu+ehn7L1PIyyKEocLmpDJgosQb4+/lnmFxzAZorTOKqAJ2s/wG9r\nL+5xPwPN8wfC3Doxlmav/SOvhaT+PA9+ZfCCq4kmkwEK7FaDSd4QP7Y6mWZOnH5/Yy9FlZ+HtbWG\nmKcSbXN3bsvC70QphdvtZtmyZRl/bDGEWIrAVoWOHuocs1Ulx8VpxR0FvW6TvidCCDFyZCSBUFBQ\nQFVVFWvXrmXRokVs3LiR4uJimb6QTrwJwgfBMWF4n9QE3+llgxmsPRNLIjcU2jRLqyJE297iUxWr\nsSiNas8CjbK3cHPFRv7WMIeWeB5de/ObgEvKZa31XLHfHKVFpXY/SJgNTLYEJE7defckbXMTLTld\nPwQhcoxnEQTbjzF5M4f3cXaAWcK9Vx+EvRMyGIkQQohsytgUhjvuuIOHH36YZ555BqfTyZ133pmp\nhx46fM9A9D1Ag/91sI0H70ezHNQgsZQDO1OGNIB9PJicWQhI9NUnJ7ai69dhSlMVVGxt5eaxx9gZ\nqGLdCQsGyeTBgrI449wju4ooV/zN6udVe6BH80SPNjHayLlZbUIMnJPHWK1BKYg3DOljrPK3YD12\niNjoKrS79+qAgZKsQFB07XpykjkRQ9oeCyHEyJCxs8XKykruv//+TD3c0BNvguh7qI4Ds0ZH30uO\nD8crJHlTwf8qqSciCgqWZCsi0VexBpQOpt+krdw0pZACR4j3/Yo36ixcUi7Jg1zxN5ufv9sDpMwd\n0lCoTVweycOtM7IwjxCZF29CRw5hUrS//jVG5BBqiB5jXS8+ieulP2H2N5FwFxFYfCOBJTcP6mP2\nVoFg2NzEPJWD+thCCCFyh5wt5orwQXpm9XX7+DBkckL+pWiVhwa0yoP8S6X6YCiwloDq2eRSa3gv\nNpMCR7KF/zi35taJMUke5Ai/Mlhj65Y8aHd9yMWS2KkaJwoxtPkb9vZ46av28aFG+VvI/8tjWNp8\nKK2xtPnI/+uvUf7BbXAY81SScBamjGkUgfELU/ugCCGEGNYkgZArHBPoeWav2seHKddcKP0UFH08\n+a8s3zg0mJzgnotur5c5+ZUwFTJ9/OVZDk705llbG4F0669B2qSCEMOJOfJW2vGDB4beaVDxf34F\nZaROGFDxGPYd/xzUx9U2N4GqRcSdRWhlImHLp23qh/BP+8igPq4QQojcIhNec4WlCGzjk9MW0IBK\n9kAYgqWVZ8Tk7HXFBZHDXHPBOQNCeyBaB65zMdtGZTsq0Qu/MthoDfeaKHBILlkMZ9HjOG3hjoav\nXdmtbZmP5yyY6o5gPXYg7Z+yubFu0B8/MHkxwXHz06/AIoQQYkSQBEIu8X60YxWGI/WTeOOV0Vw0\nP0RVVYK2Nti7x0rl6DhuKQkXucDkBNcckMr3nOVXBjvMYV6yBoj2ljzQMClhy2xgQmRS88u9bnKX\nzshgIGfPuX1jr9tCcy/LSAyyAosQQoxskkDINZYivvPDxdTVJX81r7+eh91uYLEogkEHHk+C2XNC\nhIIW3O44ly0KU17evZ+6EGKke9Ea4Fm7n8TJxEG6BIKGC2MOaZ4ohjejvseQ1mBoGF1VnoWA+i80\nax6ep38BuvO4r4Hw5HMxyqWaTwghxOCTBEKO2bXL0p486Dzbj0RMRCLJn1taLLz+WmfJ4Kuvupk5\nM8wX72rNdKhCiBzlVwZ/t/tJtOcFzBjkmWMEE1YSXaYr5Gm4LpqfpSiFyIyTy8l2pwch9x72KXy7\nrXirYzi8A18taJSPJTzjQhw7N7X/BxThyefS9G//OeCPJYQQQqQjCYQc8uKLTv7213TzCdP1ju60\nY4eDujr/kKhEUD4f1t27iVVXo73ebIcjxLC03xSlPefIKGsrpdYAFqWJaRMnYi7qYvmgoTxhluoD\nMfwlSJtBUAoOHTJTVZXoubEftq10sXOVi1C9GWdpghnLA8xeERiQfXfVdNcDmOqO4Ny+kdCseVJ5\nIIQQIqPkzDFH+P2KZ//iJh430Z+W6Du22wc+qAEW/dlKnFddTeEty/AuuRrXypXZDkmIYSmsksnE\nCmsblTY/NpPGpMBuMiizBjCT3H5T2JPNMIXIiMbmnsvOAjQ25fHqK2fXxEX5fNjWrSN6sImdq1wE\naiwYMUWgxsLOVS7CvsFZ4sQoH0vgqhsleSCEECLjJIGQIzZvtmMY/T/RmDkrMoDRDLxvbmvG8utV\nFNYdwxKPYT9+jOjK36B8vmyHJsSw48CEGYNyq79H5/myliY+tvtNxjU3UqWleaIY/pRKX2yplBW3\nO97v/bpWrqR08WKKb76ZUdddxeza1GkEoXozvt3Wfu9fCCGEyEUyhSEL6upMvLXZgcWiiccVF8wN\ns26d4wz30jm3cubM3G6kuCOoaTm0k9LGEynjnuY69m/ZQ9GV87MUmRDD06SEjXG2ViwqdQ72zc+9\nwMT3j2ACbuVVImUzaJp/Z3aCFCJDzKb0SYJg2Mpli8L92qfy+XA/9BDmtuQykHZfLZdwP1tYTohi\nAJylCbzVMeBMj+9CCCFE7pIEQoY99oiFVl8Tx+qcBELJfgd/+5sbpTS9tknvMa4ZVRmjemok51dh\neDyg+VUr2KZOo76kjDG1NR3b6gvKedI+ixVZjE+I4ciCQYklQteipqLmFiYePoK5/WeFxnFiJyZ/\nHYZ7aHWiF6LPjBBFBcEelTgAZSVNOPp5/LRt2oSpPXlwkoMWJhe9xg7/Rzt6IAxGI0UhhBAimySB\nkEFttZv56MJteNxttPrzeXXjxby8Prlus+7zOYZm8WI/H7shOGhxDpRmQ/NUAAIKAkVFrFq6nOVP\nrqK08QT1xWWsuuQOjtqLgdyefiHEUOOzhsCU2hhu8nuHMfV4n9E463YQkASCGK7Ch3rdlDAVDvjD\nzb+vhbGjGnFVxAnUWgj7FB5pNSKEEGIYkQRCphghrNGteAqTyy0WF7Zw+bw3Wb91LoFQb02cNA5H\nsn10JKLIyzNYtCjIR67J/eQBwP4YNHS5uLPyti/w5DVLqd7zLrvdc2gOVPCbSf7sBSjEMOWNOXEm\nrAQssY6x98aOh/Ub6Tr9CRSh8pmZDk+IzIk39rpp6655XNzPHoTRCy9E2+2oSGcCXNvt6MsvpP4p\nK2u+XNixGsMFdyaY+pn+PY4QQgiRa6SJYqbEGnDYUj8se9xtjC6v7fjZYjFIntxrTCaDoqI4kYiZ\ncFihNYwdGx0yyQOASVYo6fYKa3IVsd6xhOZABZXOBDOLpLxTiIHm0BamB0pxxa2YNLjiVsZZphIu\nm4FGtb/LKMJlM2T6ghjejN6PmS3hcWe1a21LbUKqrVYizarHagxbfmEdtNUYMqXZ0GyOaJoNOWYL\nIcRIJxUImWItAZMLjM45k63+fI7VVXT8/K//5qO1JTlD2VOQ4Ic/KEbrzpOOPXsc1NX5c7rnQVeF\nJsVSl+bJAJyIg44pqLWhIibOLYyz6rJQtkMUYtiaHShnarAYnzWEN+bEoS00zb8Tk78OZ90OQuUz\nJXkghr/I0V43Fdi38PKxi3nigINlE8NcNbrvH46tu3djCqc2YDT5/eR994eE6n+dMh6oU/h2W6lc\nED2z2HPE44HkdMQGI3lRYKlLc5traCdEhBBC9J8kEDLF5ATXecRatoAR6OiBkJy+oJkwIUxVVQJI\nzlte/bKzR18ErWHHdjvl5UPng/dtLsW1Ts3+GDiisC2uuWSGn3FuuYohxEBqNEXZbW+lWJsZH8nH\noS04tIXKaH7K7Qx3ufQ8GKaOHz/Oww8/TFtbG3l5edx5552MHdvPGv1hYvuBacyq2pB228WzNxBI\nbOZrTd/knc1uHG9r3rimb9PqYtXVJIqLsdR2VhEqoGjbPygqPkFjbeffmKtct6/GMPSc7GVU237d\notaAJwNwrVNTaJIkghBCjEQyhSGTXHOxVHyC3/7903z/l1/i5fULAU1xcZx//2pryk1nzor06Bqt\nVHJ8qCk0KebaFTPz4daJMUkeZFhY+Tlq3cVh23YaLYeJq6F5FUz07k+eI/ypbBe7Co+wtug9ni7Y\nzBH/RlRUeoyMJI888ghXXXUVDz30ENdddx0///nPsx1S1v33H69KScbbnt1O8U2/wf7X7SgFLnOc\nywt3AYqwoXj5WOeB91Rl+9rrJXzVVXTfYmlq5MKrNuGqjGOyalyVcc77QmzIrsbQvZcRQKORHBdC\nCDEySQVCppmcfPrzTg4dCrNhveKi+aH2yoNU5eUGM2aE2bnTgdbJ5MGMGbm9ZNHeeRgAACAASURB\nVKPIPfuc62mznOj4uQFAKyoj0yiJjyNkasVpeLBoW6/7ELntKG005DVgaU8HL9y0mbk73sURiaAd\nhQSrFhGYvDi7QYpB19LSwsGDB/nWt74FwLx583jssceora2loqLiNPcevgKhPHbsncrMqXsYddH/\nQ8WTH+S9330R/f2XqN3wr3x29Gu82jwDgCcOOLhqdKijbL/eAI+Cj7s0n3enZvXb7r4bx+rVWI4f\n7xhLlJZyzt3j+djd9fh2W7E4Exx+rpBX7ipg5u1+ys7rebzPZSd7GdV2OfUoNiXHhRBCjEySQMiS\nqqoEVVWnvjr4xbtaqavzs2O7nYvmW3G5Wk95eyEA4iqKz3yUFnNdMnnQvcpUaY7b93DCfpC4imDV\nDkojVVTEJmclXtF/21x1bHLVYG7/+Yr1G5m/9Z2Onwk14Tq0huC4+WibO0tRikxobGyksLAQszn5\n21dKUVJSQkNDw4hOILicQWZO2YPjr9tRcZ36dhjX2J7dztTrZvGHWT/j4+/eybyJIWqPHcG8aQOO\nyReRKB5Dk4Zf+QGt+Xx+5x6010vg9ttxrVqFub6eRGkpgeXL0V4vDjTvrHRx5BVH+61tHHgmj4KJ\ncW56vT6Dz8DZ6drLqNFIJg9udiHTF4QQYgSTBEKOKy83KC8P4fFYaZX8gTiNWus+auy7eiYNutEq\nQVwlr4TFVIh6+yFK4uOkEmEICas4m/NrQCV/3Qs3vcXFW9/p8as3h1qwttYQLZmSjTCFyKrLPvAa\nSkH+45vSbvf8zyYar5/FBGcj02fu55Inf8q5+zdxnjb4l3/8klcnXchtt34fA/hjMNlAsOuH58CK\nFQSXLsW6ezex6mq01wtAy0FTe/Ig9S+y5YCFE1vMQ6oSoWsvo0lWSR4IIcRIJwkEIYaJuIpSZ9/f\nr84mMRUmZGolP1Ey8IGJQXHY3sLJRVqc4TAXbt+ZNm9kWJ3EPJUZjU1kXnFxMc3NzSQSCcxmM1pr\nGhoaKCnp+Te9detWtm3bBoDVamXZsmXk5+f3uF2ustlseDyePt125sSDAIQXTsT63uYe28MLJya/\nUXCr/3Wu2Lexo4LHog2u2LeR8Y1Hea94DG0ajttcnJPX7dTJ44Hx4zlZaxBqhD2P956Mfe/ZIiZd\nlpu9aHp7bj3AOZkP57TO5LWQCyTewSXxDq4nnniCWCzZAGX27NnMmTMnyxGJbJEEghDDRMjUSqK3\nBomajmZfsYQinjCTZ493bLZqB05j6BzEBDRaOte3X7RxE3mRng1WNRAunynTF0aAgoICqqqqWLt2\nLYsWLWLjxo0UFxennb4wZ86cHid+bW1t6O5L/+Qoj8dDax9L8v7x5kK+cPPvCV1/LvmP90wgBD/1\ngY7v9Y6GHvlXE3DNjjX87LJPUGyCUdEArfHer8BvW+li5yoXgTpzr7cZf10Tra25WYFwJs9tLpB4\nB5fEO7iGSrxKKdxuN8uWLct2KCJHSAJBiGFCNRaAyQ7O9Ct1+CMWnvrnPHYeH82CSfu5cupuvK5Q\nRw8Emb4wdLxQtJ+jjjYgWX0wc+/+tNUH2mynddYNmQ1OZM0dd9zBww8/zDPPPIPT6eTOO+/MdkhZ\nN6qskbzHN+H+wxZQdKzIYOTbCSyfhy50dtx2TGH6986awnJK+jD3P+xTyeRBTddTq9SkTMHE+JCa\nviCEEEJ0JwkEIYaBk1e93DedR+W9GzCdvPilOv912+PUtnkIRO28tGsG6/ZP5FsfqOXyErckD4aQ\nFlM4mTxo/91e9eYGHPF4ym00YCgL/qkfkuqDEaSyspL7778/22HkDiPElVNfxf3/tmCpbesYThQ5\naXjsFoxxRR1jCpjhbUm7m33FY2kwYHUIrnXqXpMIvt1WQvXdKg/MMPkjMQxTbEiuwiCEEEJ014/Z\n0kKIXHLyqlc4HMeIgRFu76qX5hx3wcQDHd8Honbeb6iQ5MEQs6HgaMf3znCYyYcPp60+aDnvVlm+\nUYxssQYKjh/C3BBIGTa1RbDUp66CZD7aRMnft6TdzQeO7ABgRxyWnoDHA+mnenirYzhLUxMErvIE\nix+KcsV/tWQ0eaB8Pmzr1qF8vow9phBCiJFBEghCDHG+3VbcN21n1r7fMPaBDZhdvc9j3nJ4bMrP\ni0fHBjs8MYDCKk6jNdSRHCpr9OGI9Ox7oc02IuUzMhydEDnGWkJt1XgSJa6U4USxi+ikzuaSJT97\nldJfvYm9tufSygll4p8V05i/eR1FzU00AI/74f14z/dZh1czY3kAV2Uck1XjqowzY3kAZ/FA/8d6\n12xomn62kuIPfpDiZcso/eAHca1cmbkAhBBCDHsyhUGIIc4zPUDZeVsx207fAM1uOXkFTHO+N844\n99BomiaSfNYQYXPndIUTxV78rjwK/Z1XWDUK/6TFMnVBCJOT9a75jL55I4W/fwtzY4BEsYvAzed1\n9D4wH23C0hjoUcWjgQRwsNnJY3d9htKGE9SXlLFq6XJW3vYFbm+E29ya21yp95y9IsDUpUF8u614\nq2M4vJrkGgaD7/GA5oVjTfz2N6uw1dYAYKmpwfWrXxFcurRjiUkhhBDibEgFghBDnC5uwVYS7tuN\nlYFqTx48cmlocAMTA84bc+JMWDt+DjkcbJ1xLjFnERoTCZubtin/B3/1h7MYpRC5Y+G4uWy85wY2\nvPrvbH56Be88dxeB2y7smOXl2nak1/u+PPZ88vbWMqa2Bns8zpjaGpY/uYqi5iaaNDwZSF7x787h\n1VQuiLYnD85c2KeoWWcj7Ou9YWN3zYbmqQB4975LacOJlG3m2lqi9343baxCCCHEmZIKBCGGOKfh\nAWUmeb2sd8qwsKS4gHun+qXyYIhyaAvTA6XsctUTMseSyYQZ19Lg/SjW1hpinkqpPBCii0KTojVi\nxRhTghpbwuT3j0KXxRaCs8fi2nQ47X3nHDmEt9uH8dLGE1Tvf5f1cxfQaMD+GMy19y2WsE91q0zo\n6WRD3FC9GWdpghnLA8xeEUh72672x6DBgMikaTR6S6g8UduxTQGj//I0j5aOpeXf/rVH1YQQQghx\nJqQCQYghqGk/bH/URctBE4ccb4FKdF8trJMGs2GjMjqFm8ebJHkwxM0OlPPR+mqubpzER+urmRsb\ni7a5iZZMkeSBEGlcpq9B6+QSjnVFBSnbEmOKiLtsad8+v3f1p2kuKUsZqy8uY/ekaQAUm2CSNc0d\n09j8Yzd/XFTGc7cU8+cPlrJtpavHbbouA2nEFIEaS7JBbh8qESZZocQETYVFvHTpVT3+PxbD4ONP\n/YbnjzVJJYIQQoizIgkEIYaYFz5ZxK/nutj2bIgNu9+h1XSi11UX0OBIeJgRuJKK2ORMhyoGiUNb\nqIzm49BSRCZEX5gCyT4ErZ58EiTzrSe/av99CXGLOWUsYLXz54s+wi+WLsdXUUnUYuFoeSWrbl5O\nU2ERJuC6PHpd0rGrdd+3suUn+YQbzeh4MjGw41c9EwO+3VZCJ1KXgQzVm/HtPn2WotCkWOqCchP8\n6M67aSrs2e+guNnH7f/1IPuld64QQoizIGefQgwhLQdNHFnjYPpbv8UxsWfH8BQa8uKFVIcuy0xw\nQgiRo87Xl7NZPwvAtikT8bS2Ud7UQl1RAa2efLb+912UbdzLhOe38sv/cxMb513E7PgJVt72BZ65\ndimT9r/LzknTaCos6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swcy68lYa4nP17K5NCCLAYohBBDW1+PwWJoKNcWymMW9pijtKg0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\nIiIiIiIiIjIoJRBEREREREREZFD/D8UIS0/3YY5IAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# look at harmonics\n", "lowDimVisualize(HarmonicsF,'harmonics_TSNE_PCA.eps')" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:20:29.153436Z", "start_time": "2018-02-08T07:20:02.171816Z" } }, "outputs": [ { "data": { "image/png": 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yg9KAmf4ZyIPDeb1z7XVVbscyTTZSJUt9N5GIiOi6EahyZg1EaB2QICCDQK5F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\nxphX/wH8wuEhvfoQBQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# look at binary images\n", "lowDimVisualize(BinaryF,'Binary_TSNE_PCA.eps')" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:20:54.442150Z", "start_time": "2018-02-08T07:20:29.155832Z" } }, "outputs": [ { "data": { "image/png": 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X7rFWJpyBQERERERERGW2/HcVNiSqkGOUQSkT+OqKGcs650Mu3enzvwteuF1w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5g1e/DJGlVVCaqqDA7sd9HenrmxYrfrl+7kuiufR1VT+zx0GH4Onqni2pXyOyZErmQ68f++Wc5h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\nuejzZjqPx0NeXl6qw0i5TGiHEzjbbrQg4g2S7c3CT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# look at raw current\n", "lowDimVisualize(RawCF,'raw_current_TSNE_PCA.eps')" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:21:16.740236Z", "start_time": "2018-02-08T07:20:54.444745Z" } }, "outputs": [ { "data": { "image/png": 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cc889dOrUiZYtW5KWlsaMGTMC6lx++eW8/PLLDB06lJYtW9K9e3c++eSTsx7r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BlApt9P9PKleO5/IOuv2BoIY9/VTHxs3kITEREZtYZkCkNJSQk1NTWsW7cOgDfeeIPy8nLGjtWn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\ndEazBzsinLN3PxOn5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U5lYz2hcxYTmnT5UIQoMioEgwbPPO0lEsncbGhrM1j7osHks3dx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\n7zbGGPPjH//YvPLKK233PfTQQ+Z3v/tdnx/70UcfHYgQR72HH354uEMYE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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# look at one period of representative current and voltage\n", "lowDimVisualize(np.hstack([rep_I,rep_V]),'raw_IV_1P_TSNE_PCA.eps')" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:21:38.546760Z", "start_time": "2018-02-08T07:21:16.742753Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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fzzXXXEPTpk1JSUlh1qxZQXWuvfZaXnrpJYYMGULTpk3p3Lkzn3zyySWPtSrR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+bqq6m77DKCN988LvuKiBRNNkqh+alORlOxpDSpAmEGmZ1eSm1mPq8ne7l6wQeY/3+bKd/VzIuz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\nr3ylQ0e9b3zjG92+JhnHzCh14MAB87Wvfc3U1NQYY4xpamoy8XjcGGPMu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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# look at down sampled feature\n", "lowDimVisualize(BinF,'down_sampled_TSNE_PCA.eps')" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:22:05.768909Z", "start_time": "2018-02-08T07:21:38.549446Z" } }, "outputs": [ { "data": { "image/png": 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27U95jWg0it/vjztmMBjQaC6um3ESQBDiDL3uUZnvgfIo/KJ4CXcUL8cedBMx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\noV9K/LgMf6bm5x1jH35JT1O0giCcihiBIAhC16PlgGwH/WhywCB1IEJ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Sj4IgCJ9D3OQi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RIH+yhOcJ2NHvwU9DgobnDPPOqwkskk0Wg0o62zs5OCggLcbjfhcJg///nPhEKhbq/9y1/+wpAh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\njUaDBx54AMB0XnueOFiTtbu7G8eOHUNqauqcKw54r62ppa6tNfz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# look at Raw\n", "D=np.array([np.hstack([Data[i+1]['current'],Data[i+1]['voltage']]) for i in range(1074)])\n", "lowDimVisualize(D,'raw_TSNE_PCA.eps')" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:22:27.337233Z", "start_time": "2018-02-08T07:22:05.771236Z" } }, "outputs": [ { "data": { "image/png": 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4sJiZ5KZt9o9IEBERESnEtMfgqtFUyQMRkWJSAkEqBafT4LuNTmKjMwPabVYn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rvvvpvHHnsMl8vFrbfemq+HHrxkK5idWUNdHwntU/G5S1jslpUXILO85UtNVmaUJtkdtzABuLhM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\nhw3B7qsUbCi1Tc6NFWv5gojIEBryBMLChQtZuHBhj22f/OQn+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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# look at combined \n", "allF = np.concatenate((PQ, HarmonicsF,BinF, BinaryF),axis=1)\n", "lowDimVisualize(allF,'combined_TSNE_PCA.eps')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Evaluation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A reasonable way to evalute the features is to train and test on different appliances, to makes sure the test instances won't show up in the training set, we propose an evaluation strategy. There are 55 households, we train on some households and test on the rest. Here we use leave-one-out cross-validation, where we train on 54 households on test on the rest one household. The process is repeated 55 times and the mean accuracy is reported." ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:22:27.359020Z", "start_time": "2018-02-08T07:22:27.340101Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "type label: [ 2 2 2 ..., 8 8 11]\n", "location label: [ 1 1 1 ..., 51 51 51]\n", "number of different types: 11\n", " ['AC', 'CFL', 'Fan', 'Fridge', 'Hairdryer', 'Heater', 'Bulb', 'Laptop', 'Microwave', 'Vacuum', 'Washer']\n", "number of different households: 55\b\n" ] } ], "source": [ "# We orgainze the variables to be used\n", "allF = np.concatenate((PQ, HarmonicsF,BinF, BinaryF),axis=1)\n", "F = [RawCF, PQ, HarmonicsF,BinF, BinaryF, PCA_RawCF, PCA_BinF, PCA_BinaryF, allF]\n", "namesF = [ 'Raw Current','PQ','Harmonics','Bin Current/Voltage', 'Binary Images', 'PCA on Current', \n", " 'PCA on Bin Current/Voltage','PCA on Binary Images','Combined']\n", "print('type label:',type_label)\n", "print('location label:', loc_label)\n", "print('number of different types: %d\\n'% len(Unq_type),Unq_type)\n", "print('number of different households: %d\\b'% len(Unq_loc))" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:22:27.369647Z", "start_time": "2018-02-08T07:22:27.361984Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1074, 500)\n", "(1074, 2)\n", "(1074, 22)\n", "(1074, 40)\n", "(1074, 256)\n", "(1074, 3)\n", "(1074, 1)\n", "(1074, 110)\n", "(1074, 320)\n" ] } ], "source": [ "for f in F:\n", " print(f.shape)" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:46:19.817453Z", "start_time": "2018-02-08T07:22:27.372643Z" }, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1/55 fold...\t time consumed: 0s\n", "2/55 fold...\t time consumed: 26s\n", "3/55 fold...\t time consumed: 50s\n", "4/55 fold...\t time consumed: 76s\n", "5/55 fold...\t time consumed: 102s\n", "6/55 fold...\t time consumed: 127s\n", "7/55 fold...\t time consumed: 153s\n", "8/55 fold...\t time consumed: 181s\n", "9/55 fold...\t time consumed: 211s\n", "10/55 fold...\t time consumed: 241s\n", "11/55 fold...\t time consumed: 270s\n", "12/55 fold...\t time consumed: 299s\n", "13/55 fold...\t time consumed: 330s\n", "14/55 fold...\t time consumed: 356s\n", "15/55 fold...\t time consumed: 381s\n", "16/55 fold...\t time consumed: 406s\n", "17/55 fold...\t time consumed: 431s\n", "18/55 fold...\t time consumed: 456s\n", "19/55 fold...\t time consumed: 484s\n", "20/55 fold...\t time consumed: 510s\n", "21/55 fold...\t time consumed: 536s\n", "22/55 fold...\t time consumed: 562s\n", "23/55 fold...\t time consumed: 587s\n", "24/55 fold...\t time consumed: 613s\n", "25/55 fold...\t time consumed: 639s\n", "26/55 fold...\t time consumed: 664s\n", "27/55 fold...\t time consumed: 689s\n", "28/55 fold...\t time consumed: 714s\n", "29/55 fold...\t time consumed: 741s\n", "30/55 fold...\t time consumed: 768s\n", "31/55 fold...\t time consumed: 794s\n", "32/55 fold...\t time consumed: 820s\n", "33/55 fold...\t time consumed: 845s\n", "34/55 fold...\t time consumed: 870s\n", "35/55 fold...\t time consumed: 896s\n", "36/55 fold...\t time consumed: 920s\n", "37/55 fold...\t time consumed: 946s\n", "38/55 fold...\t time consumed: 971s\n", "39/55 fold...\t time consumed: 997s\n", "40/55 fold...\t time consumed: 1021s\n", "41/55 fold...\t time consumed: 1047s\n", "42/55 fold...\t time consumed: 1074s\n", "43/55 fold...\t time consumed: 1099s\n", "44/55 fold...\t time consumed: 1125s\n", "45/55 fold...\t time consumed: 1150s\n", "46/55 fold...\t time consumed: 1176s\n", "47/55 fold...\t time consumed: 1202s\n", "48/55 fold...\t time consumed: 1228s\n", "49/55 fold...\t time consumed: 1253s\n", "50/55 fold...\t time consumed: 1279s\n", "51/55 fold...\t time consumed: 1304s\n", "52/55 fold...\t time consumed: 1330s\n", "53/55 fold...\t time consumed: 1356s\n", "54/55 fold...\t time consumed: 1382s\n", "55/55 fold...\t time consumed: 1407s\n" ] } ], "source": [ "start = datetime.now()\n", "n = len(Unq_loc)\n", "num_clf = 9\n", "num_f = len(F)\n", "acc = np.empty([num_f,num_clf])\n", "predictedY = [[np.empty([0],dtype='int')]*num_clf]*num_f\n", "trueY = np.empty([0],dtype='int')\n", "# loop over each household\n", "for i in range(n): \n", " print('%d/%d fold...\\t time consumed: %ds'%(i+1,n,(datetime.now()-start).seconds))\n", " # split data into X_train,y_train,X_test,y_test based on households\n", " ix_test = np.where(loc_label==i+1)[0]\n", " ix_train = np.where(loc_label!=i+1)[0]\n", " temp_acc = np.empty([num_f,num_clf])\n", " # loop over each feature\n", " for (j,f) in enumerate(F):\n", " X_test = f[ix_test]\n", " y_test = type_label[ix_test]\n", " X_train = f[ix_train]\n", " y_train = type_label[ix_train]\n", " \n", " (temp,y_p,clf_names) = myclassifiers(X_train,y_train,X_test,y_test) \n", " temp_acc[j] = np.array(temp)\n", " predictedY[j] = [np.hstack([predictedY[j][ii],y_p[ii]]) for ii in range(num_clf)]\n", " trueY = np.hstack([trueY,y_test])\n", " acc += temp_acc" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:46:19.849984Z", "start_time": "2018-02-08T07:46:19.819860Z" } }, "outputs": [], "source": [ "real_acc_table = np.array([[accuracy_score(trueY, i) for i in j] for j in predictedY])" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:46:19.936926Z", "start_time": "2018-02-08T07:46:19.853288Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Nearest Neighbors(k=1)', 'Naive Bayes', 'Logistic', 'RBF SVM', 'LDA', 'QDA', 'Decision Tree', 'Random Forest', 'AdaBoost']\n", "[[ 0.7607 0.6173 0.6983 0.4814 0.4693 0.2216 0.7179 0.7831 0.3454]\n", " [ 0.7169 0.5736 0.5689 0.297 0.2765 0.7235 0.6927 0.7011 0.2309]\n", " [ 0.7197 0.513 0.5475 0.1443 0.5419 0.6294 0.6555 0.7169 0.3231]\n", " [ 0.716 0.7142 0.7244 0.1443 0.6136 0.6909 0.7225 0.8277 0.5261]\n", " [ 0.8091 0.5279 0.7142 0.4283 0.7952 0.3892 0.7272 0.8212 0.4311]\n", " [ 0.7663 0.635 0.6164 0.5289 0.4143 0.7561 0.7142 0.7412 0.2989]\n", " [ 0.4711 0.5121 0.4395 0.5177 0.4181 0.5121 0.4777 0.4981 0.3706]\n", " [ 0.5447 0.5279 0.6276 0.3631 0.7644 0.5019 0.7216 0.7644 0.2793]\n", " [ 0.7207 0.649 0.7188 0.1443 0.798 0.4953 0.7672 0.8529 0.513 ]]\n", "['Raw Current', 'PQ', 'Harmonics', 'Bin Current/Voltage', 'Binary Images', 'PCA on Current', 'PCA on Bin Current/Voltage', 'PCA on Binary Images', 'Combined']\n" ] } ], "source": [ "np.set_printoptions(precision=4)\n", "print(clf_names)\n", "print(real_acc_table)\n", "print(namesF)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:46:19.957025Z", "start_time": "2018-02-08T07:46:19.940621Z" }, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Nearest Neighbors(k=1)', 'Naive Bayes', 'Logistic', 'Decision Tree', 'Random Forest']\n", "[[ 0.7607 0.6173 0.6983 0.7179 0.7831]\n", " [ 0.7169 0.5736 0.5689 0.6927 0.7011]\n", " [ 0.7197 0.513 0.5475 0.6555 0.7169]\n", " [ 0.716 0.7142 0.7244 0.7225 0.8277]\n", " [ 0.8091 0.5279 0.7142 0.7272 0.8212]\n", " [ 0.7663 0.635 0.6164 0.7142 0.7412]\n", " [ 0.4711 0.5121 0.4395 0.4777 0.4981]\n", " [ 0.5447 0.5279 0.6276 0.7216 0.7644]\n", " [ 0.7207 0.649 0.7188 0.7672 0.8529]]\n", "['Raw Current', 'PQ', 'Harmonics', 'Bin Current/Voltage', 'Binary Images', 'PCA on Current', 'PCA on Bin Current/Voltage', 'PCA on Binary Images', 'Combined']\n" ] } ], "source": [ "ix=[0,1,2,6,7]\n", "temp_clf_name=[clf_names[i] for i in ix]\n", "temp_table=real_acc_table[:,ix]\n", "print(temp_clf_name)\n", "print(temp_table)\n", "print(namesF)" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:46:19.970113Z", "start_time": "2018-02-08T07:46:19.959914Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The highest accuracy is: 0.85\n", "It is from feature Combined using classifier Random Forest\n" ] } ], "source": [ "print('The highest accuracy is: %.2f' % (1*np.max(real_acc_table)))\n", "(ix1,ix2)=np.where(real_acc_table==np.max(real_acc_table))\n", "print('It is from feature %s using classifier %s'%(namesF[ix1[0]],clf_names[ix2[0]]))" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:46:21.282345Z", "start_time": "2018-02-08T07:46:19.973069Z" } }, "outputs": [ { "data": { "image/png": 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2JSQkJNe4v/76i1GjRtGoUSM+/vhjADw8PHjuuef49NNPWbBggXNCpf0Lh1+D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\nB+Li4kJAQAC9e/dm/fr1Ju1atGjBL7/8Ut6m/YcSgCcBX6A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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# draw confusion matrix\n", "plt.style.use('classic')\n", "C = sklearn.metrics.confusion_matrix(trueY, predictedY[ix1[0]][ix2[0]])\n", "conf_arr = C\n", "norm_conf = []\n", "for i in conf_arr:\n", " a = 0\n", " tmp_arr = []\n", " a = sum(i)\n", " for j in i:\n", " tmp_arr.append(float(j)/float(a))\n", " norm_conf.append(tmp_arr)\n", "\n", "fig = plt.figure()\n", "plt.clf()\n", "ax = fig.add_subplot(111)\n", "ax.set_aspect(1)\n", "res = ax.imshow(np.array(norm_conf), cmap=plt.cm.jet, \n", " interpolation='nearest')\n", "\n", "width = len(conf_arr)\n", "height = len(conf_arr[0])\n", "\n", "for x in range(width):\n", " for y in range(height):\n", " ax.annotate(str(conf_arr[x][y]), xy=(y, x), \n", " horizontalalignment='center',\n", " verticalalignment='center')\n", "\n", "# cb = fig.colorbar(res)\n", "\n", "\n", "\n", "# alphabet = 'ABCDEFGHIJKLMNOPQRSTUVWXYZ'\n", "alphabet=['AC(1)','CFL(2)','Fan(3)','Fridge(4)','Hairdryer(5)','Heater(6)','Bulb(7)','Laptop(8)','Microwave(9)','Vaccum(10)','Washer(11)']\n", "xlabels=['1','2','3','4','5','6','7','8','9','10','11']\n", "plt.xticks(range(width), xlabels[:width])\n", "plt.yticks(range(height), alphabet[:height])\n", "# plt.savefig('confusion_matrix.png', format='png',dpi=800)\n", "plt.savefig('confusion_matrix.eps', format='eps')\n", "plt.style.use('ggplot')" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:46:21.729143Z", "start_time": "2018-02-08T07:46:21.285112Z" } }, "outputs": [ { "data": { "image/png": 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rY/To0bz33nvnnPI10EiADwGvl7ZRWXeKEX3FjE+0U8NVhL72e5Trb0exhmtd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\n7Dm9nn/cUcJoZwBD9ABGk57CwkKt4y1ZUuBCCBECqYmxfO4TdxLwevj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eTQpcCCGEiEBS\n4EIIIUQEkgIXQgghIpAUuBBCCBGBpMCFEEKICCQFLoQQQkQgKXAhhBAiAv3/sXnyY35bUNcAAAAA\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot four instances\n", "ids = [1,3,5,6,7]\n", "normalize = lambda x:x/(max(x)*1.1)\n", "plt.figure(figsize=(7,6))\n", "for i in ids:\n", " plt.plot(normalize(RawCF[np.where(type_label==i)[0][0],]),label=Unq_type[i-1])\n", " plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Downsample test" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T07:46:21.743693Z", "start_time": "2018-02-08T07:46:21.732109Z" } }, "outputs": [], "source": [ "def downsample(X,newN):\n", " newN = int(newN)\n", " D = len(X)\n", " seg = D//newN\n", " newX = np.zeros([newN])\n", " for i in range(newN):\n", " newX[i] = X[seg*i]\n", " return newX" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T08:12:08.156550Z", "start_time": "2018-02-08T07:46:21.746853Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1/20\t sampling frequency: 30000 Hz\t time consumed: 75s\t accuracy: 0.81\n", "2/20\t sampling frequency: 20000 Hz\t time consumed: 149s\t accuracy: 0.84\n", "3/20\t sampling frequency: 10000 Hz\t time consumed: 226s\t accuracy: 0.82\n", "4/20\t sampling frequency: 9000 Hz\t time consumed: 302s\t accuracy: 0.84\n", "5/20\t sampling frequency: 8000 Hz\t time consumed: 381s\t accuracy: 0.82\n", "6/20\t sampling frequency: 7000 Hz\t time consumed: 456s\t accuracy: 0.84\n", "7/20\t sampling frequency: 6000 Hz\t time consumed: 533s\t accuracy: 0.81\n", "8/20\t sampling frequency: 5000 Hz\t time consumed: 623s\t accuracy: 0.80\n", "9/20\t sampling frequency: 4000 Hz\t time consumed: 702s\t accuracy: 0.82\n", "10/20\t sampling frequency: 3000 Hz\t time consumed: 781s\t accuracy: 0.79\n", "11/20\t sampling frequency: 2000 Hz\t time consumed: 852s\t accuracy: 0.80\n", "12/20\t sampling frequency: 1000 Hz\t time consumed: 926s\t accuracy: 0.77\n", "13/20\t sampling frequency: 900 Hz\t time consumed: 1000s\t accuracy: 0.73\n", "14/20\t sampling frequency: 800 Hz\t time consumed: 1073s\t accuracy: 0.75\n", "15/20\t sampling frequency: 700 Hz\t time consumed: 1148s\t accuracy: 0.76\n", "16/20\t sampling frequency: 600 Hz\t time consumed: 1231s\t accuracy: 0.76\n", "17/20\t sampling frequency: 500 Hz\t time consumed: 1312s\t accuracy: 0.79\n", "18/20\t sampling frequency: 400 Hz\t time consumed: 1392s\t accuracy: 0.77\n", "19/20\t sampling frequency: 300 Hz\t time consumed: 1472s\t accuracy: 0.79\n", "20/20\t sampling frequency: 200 Hz\t time consumed: 1546s\t accuracy: 0.72\n" ] } ], "source": [ "m = len(Data)\n", "n = len(Unq_loc)\n", "num_clf = 9\n", "width = 16\n", "fs = 3e4\n", "f0 = 60\n", "# from 30k Hz to 200 Hz\n", "new_fs = [3e4,2e4]+[i*1e3 for i in range(10,0,-1)] + [i*1e2 for i in range(9,1,-1)]\n", "# new_fs = [i*1e3 for i in range(3,0,-1)] + [i*1e2 for i in range(9,1,-1)]\n", "n_fs = len(new_fs)\n", "img_acc = np.empty([n_fs,num_clf])\n", "predictedY = [[np.empty([0],dtype='int')]*num_clf]*n_fs\n", "\n", "# loop over sampling frequency\n", "start = datetime.now()\n", "\n", "for ii in range(n_fs):\n", " NN = new_fs[ii]//f0\n", " new_Imgs = np.zeros((m,width,width), dtype=np.float64)\n", " # extract VI image feature for corresponding sampling frequency\n", " for j in range(m):\n", " new_V = downsample(rep_V[j,],NN)\n", " new_I = downsample(rep_I[j,],NN)\n", " new_Imgs[j,:,:] = get_img_from_VI(new_V, new_I, width, True,1)\n", "# new_Imgs[j,:,:] = get_img_from_VI(rep_V[j,], rep_I[j,], width,True,1)\n", " newBinaryF=np.reshape(new_Imgs,(m,width*width))\n", " print('%d/%d\\t sampling frequency:%6.0f Hz'%(ii+1,n_fs,new_fs[ii]),end='')\n", " # train/test for each household\n", " trueY = np.empty([0],dtype='int')\n", " for i in range(n): \n", " # split data into X_train,y_train,X_test,y_test based on households\n", " ix_test = np.where(loc_label==i+1)[0]\n", " ix_train = np.where(loc_label!=i+1)[0]\n", " X_test = newBinaryF[ix_test]\n", " y_test = type_label[ix_test]\n", " X_train = newBinaryF[ix_train]\n", " y_train = type_label[ix_train]\n", " (_,y_p,_) = myclassifiers(X_train,y_train,X_test,y_test) \n", " predictedY[ii] = [np.hstack([predictedY[ii][jj],y_p[jj]]) for jj in range(num_clf)]\n", " trueY = np.hstack([trueY,y_test])\n", "# print('%d/%d -- %d/%d fold...\\t time consumed: %ds'%(ii,n_fs,i+1,n,(datetime.now()-start).seconds))\n", " img_acc[ii,]= np.array([accuracy_score(trueY, jj) for jj in predictedY[ii]])\n", " print(\"\\t time consumed: %4ds\\t accuracy: %.2f\" % ((datetime.now()-start).seconds, max(img_acc[ii,])))" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T08:12:08.174265Z", "start_time": "2018-02-08T08:12:08.160005Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 80.91 52.79 71.42 42.83 79.52 38.92 73.37 81.47 39.85]\n", " [ 80.45 59.59 75.33 42.83 82.4 49.91 71.23 83.52 27.56]\n", " [ 80.45 46.37 72.44 38.55 79.33 41.53 73.84 81.94 33.99]\n", " [ 81.38 64.53 75.7 35.47 82.31 44.51 72.91 83.71 28.58]\n", " [ 78.68 59.68 73.28 37.24 81.94 51.68 75.33 82.4 36.69]\n", " [ 81.01 60.06 72.16 32.96 83.43 49.91 74.49 83.52 31.1 ]\n", " [ 79.24 51.3 68.72 33.43 78.58 37.06 73.28 81.01 29.8 ]\n", " [ 78.12 44.04 62.57 31.19 76.44 39.76 73.46 80.26 32.68]\n", " [ 79.7 55.59 70.67 27.56 81.84 48.04 67.6 82.31 29.61]\n", " [ 74.39 45.16 65.74 26.54 76.82 33.24 62.76 78.68 30.17]\n", " [ 78.96 48.88 70.58 16.39 80.17 37.52 67.5 76.82 31.66]\n", " [ 76.72 49.53 62.76 25.7 75.14 38.64 60.8 74.86 32.12]\n", " [ 72.91 47.58 60.24 21.32 70.2 21.97 60.52 71.04 38.73]\n", " [ 75.23 49.16 62.38 21.32 71.14 27.75 60.99 71.97 24.39]\n", " [ 75.79 48.51 64.62 16.85 74.49 21.23 58.85 71.97 29.24]\n", " [ 71.69 55.31 61.64 29.05 73.09 39.11 63.78 75.51 31.75]\n", " [ 78.86 59.4 71.69 28.86 77.93 41.62 60.15 76.54 32.96]\n", " [ 74.58 66.95 70.2 26.44 76.35 42.18 68.81 77.28 37.52]\n", " [ 78.68 59.4 68.44 31.94 75.14 33.8 66.95 76.54 28.77]\n", " [ 68.06 58.57 69.74 49.44 69.18 51.12 64.9 71.51 18.72]]\n" ] } ], "source": [ "np.set_printoptions(precision=2)\n", "print(img_acc*100)" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T08:12:08.221217Z", "start_time": "2018-02-08T08:12:08.178075Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "('kNN(1)', 'GNB', 'LGC', 'DTree', 'RForest')\n", "[[ 0.81 0.53 0.71 0.73 0.81]\n", " [ 0.8 0.6 0.75 0.71 0.84]\n", " [ 0.8 0.46 0.72 0.74 0.82]\n", " [ 0.81 0.65 0.76 0.73 0.84]\n", " [ 0.79 0.6 0.73 0.75 0.82]\n", " [ 0.81 0.6 0.72 0.74 0.84]\n", " [ 0.79 0.51 0.69 0.73 0.81]\n", " [ 0.78 0.44 0.63 0.73 0.8 ]\n", " [ 0.8 0.56 0.71 0.68 0.82]\n", " [ 0.74 0.45 0.66 0.63 0.79]\n", " [ 0.79 0.49 0.71 0.68 0.77]\n", " [ 0.77 0.5 0.63 0.61 0.75]\n", " [ 0.73 0.48 0.6 0.61 0.71]\n", " [ 0.75 0.49 0.62 0.61 0.72]\n", " [ 0.76 0.49 0.65 0.59 0.72]\n", " [ 0.72 0.55 0.62 0.64 0.76]\n", " [ 0.79 0.59 0.72 0.6 0.77]\n", " [ 0.75 0.67 0.7 0.69 0.77]\n", " [ 0.79 0.59 0.68 0.67 0.77]\n", " [ 0.68 0.59 0.7 0.65 0.72]]\n", "[30000.0, 20000.0, 10000.0, 9000.0, 8000.0, 7000.0, 6000.0, 5000.0, 4000.0, 3000.0, 2000.0, 1000.0, 900.0, 800.0, 700.0, 600.0, 500.0, 400.0, 300.0, 200.0]\n" ] }, { "data": { "text/plain": [ "array([[ 0.81, 0.53, 0.71, 0.73, 0.81],\n", " [ 0.8 , 0.6 , 0.75, 0.71, 0.84],\n", " [ 0.8 , 0.46, 0.72, 0.74, 0.82],\n", " [ 0.81, 0.65, 0.76, 0.73, 0.84],\n", " [ 0.79, 0.6 , 0.73, 0.75, 0.82],\n", " [ 0.81, 0.6 , 0.72, 0.74, 0.84],\n", " [ 0.79, 0.51, 0.69, 0.73, 0.81],\n", " [ 0.78, 0.44, 0.63, 0.73, 0.8 ],\n", " [ 0.8 , 0.56, 0.71, 0.68, 0.82],\n", " [ 0.74, 0.45, 0.66, 0.63, 0.79],\n", " [ 0.79, 0.49, 0.71, 0.68, 0.77],\n", " [ 0.77, 0.5 , 0.63, 0.61, 0.75],\n", " [ 0.73, 0.48, 0.6 , 0.61, 0.71],\n", " [ 0.75, 0.49, 0.62, 0.61, 0.72],\n", " [ 0.76, 0.49, 0.65, 0.59, 0.72],\n", " [ 0.72, 0.55, 0.62, 0.64, 0.76],\n", " [ 0.79, 0.59, 0.72, 0.6 , 0.77],\n", " [ 0.75, 0.67, 0.7 , 0.69, 0.77],\n", " [ 0.79, 0.59, 0.68, 0.67, 0.77],\n", " [ 0.68, 0.59, 0.7 , 0.65, 0.72]])" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ix=[0,1,2,6,7]\n", "legend_names=(\"kNN(1)\", \"GNB\",\"LGC\",\"DTree\",\"RForest\")\n", "acc_plot=img_acc[:,ix]\n", "print(legend_names)\n", "print(acc_plot)\n", "print(new_fs)\n", "acc_plot" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "ExecuteTime": { "end_time": "2018-02-08T08:12:09.214852Z", "start_time": "2018-02-08T08:12:08.225018Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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xR8lFLzNTy86dWnbuLL1tQIBMTIybmBgPsbFumjYtFj4NG3rQ1m5z6lojJwcefTSUo0f1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\nbty4Gl/v3Nk0viE+jl27dhEREUFERASzZ882djgGU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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "markers='.ov^<>'\n", "colors='bgrcmk'\n", "legend_names=(\"kNN(1)\", \"GNB\",\"LGC\",\"DTree\",\"RForest\")\n", "\n", "for i in range(5):\n", " plt.semilogx(new_fs, acc_plot[:,i],colors[i]+markers[i]+'-',label=legend_names[i],linewidth=2.0)\n", "# plt.title('semilogx')\n", "plt.grid(True)\n", "plt.gca().invert_xaxis()\n", "# plt.legend(bbox_to_anchor=(1.05, 1),loc=1, borderaxespad=0.)\n", "plt.legend(loc='lower left',prop={'size':19})\n", "# fig.legend((tuple(l)),(legend_names),'upper right')\n", "# fig.legend((l[0],l[1],l[2],l[3],l[4]),legend_names,'upper right')\n", "plt.xlabel('Sampling Frequency')\n", "plt.ylabel('Accuracy')\n", "# plt.ylim([0,1])\n", "# plt.show()\n", "# plt.savefig('acc_fs.png', format='png',dpi=800)\n", "# plt.savefig('acc_fs.eps', format='eps')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, 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