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ECO Dataset Visualization
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{
"cells": [
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"\"\"\" \n",
" Eco Dataset Visualization And Event-Based NILM Example\n",
" Eco Dataset : https://www.vs.inf.ethz.ch/res/show.html?what=eco-data\n",
" Code Written By JuYoungAhn : https://github.com/JuYoungAhn\n",
" Date 2016/8/25\n",
"\"\"\"\n",
"%matplotlib inline\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"\"\"\" Define Filepath \"\"\"\n",
"eco_path = \"/Users/ahn/downloads/eco/\" # write your file path\n",
"main_path = eco_path+\"Ecomain/\"\n",
"sub1_path = eco_path+\"Ecosub/01/\" # fridge data path\n",
"sub2_path = eco_path+\"Ecosub/02/\" # dryer data path\n",
"sub3_path = eco_path+\"Ecosub/03/\" # coffee data path\n",
"sub4_path = eco_path+\"Ecosub/04/\" # kettle data path\n",
"sub5_path = eco_path+\"Ecosub/05/\" # washing data path\n",
"sub6_path = eco_path+\"Ecosub/06/\" # pc data path\n",
"sub7_path = eco_path+\"Ecosub/07/\" # freezer data path\n",
"\n",
"appliance_dict = {\n",
" 'fridge' : sub1_path,\n",
" 'dryer' : sub2_path,\n",
" 'coffee' : sub3_path,\n",
" 'kettle' : sub4_path,\n",
" 'washing' : sub5_path,\n",
" 'pc' : sub6_path,\n",
" 'freezer' : sub7_path\n",
" }\n",
"\n",
"def get_main(date) : \n",
" \"\"\" Get Main Data \"\"\"\n",
" main = pd.read_csv(main_path+date+\".csv\", header=None)\n",
" main.columns = [\n",
" 'powerallphases', # Sum of phases power\n",
" 'power1', 'power2','power3', # power of i'th phase\n",
" 'currentneutral', # current of neutral wire\n",
" 'current1', 'current2', 'current3', # current of i'th phase\n",
" 'voltage1','voltage2', 'voltage3', # voltage of i'th phase\n",
" 'angle21', 'angle31', # angle between phase i and phase j\n",
" 'anglecurrent1', 'anglecurrent2', 'anglecurrent3']\n",
" \n",
" main.name = 'main'\n",
" return main\n",
"\n",
"def get_sub(date, appliance_name) : \n",
" \"\"\" Get Sub Appliance Data \"\"\"\n",
" sub = pd.read_csv(appliance_dict[appliance_name]+date+\".csv\", header=None)\n",
" sub.columns = ['power']\n",
" sub.name = appliance_name\n",
" return sub"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"\"\"\" Load Data \"\"\"\n",
"# Load Main Data\n",
"agg = get_main(date='2012-06-08')\n",
"\n",
"# Load Sub Data\n",
"fridge = get_sub(date='2012-06-08', appliance_name='fridge')\n",
"dryer = get_sub(date='2012-06-08', appliance_name='dryer')\n",
"washing = get_sub(date='2012-06-08', appliance_name='washing')\n",
"pc = get_sub(date='2012-06-08', appliance_name='pc')\n",
"freezer = get_sub(date='2012-06-08', appliance_name='freezer')\n",
"kettle = get_sub(date='2012-06-08', appliance_name='kettle')\n",
"\n",
"appliances = [fridge, dryer, kettle, washing, pc, freezer]"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>powerallphases</th>\n",
" <th>power1</th>\n",
" <th>power2</th>\n",
" <th>power3</th>\n",
" <th>currentneutral</th>\n",
" <th>current1</th>\n",
" <th>current2</th>\n",
" <th>current3</th>\n",
" <th>voltage1</th>\n",
" <th>voltage2</th>\n",
" <th>voltage3</th>\n",
" <th>angle21</th>\n",
" <th>angle31</th>\n",
" <th>anglecurrent1</th>\n",
" <th>anglecurrent2</th>\n",
" <th>anglecurrent3</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>60</td>\n",
" <td>30</td>\n",
" <td>20</td>\n",
" <td>10</td>\n",
" <td>0.1</td>\n",
" <td>0.3</td>\n",
" <td>0.2</td>\n",
" <td>0.1</td>\n",
" <td>238.4</td>\n",
" <td>238</td>\n",
" <td>239</td>\n",
" <td>240</td>\n",
" <td>120</td>\n",
" <td>297</td>\n",
" <td>302</td>\n",
" <td>287</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>60</td>\n",
" <td>30</td>\n",
" <td>20</td>\n",
" <td>10</td>\n",
" <td>0.1</td>\n",
" <td>0.3</td>\n",
" <td>0.2</td>\n",
" <td>0.1</td>\n",
" <td>238.4</td>\n",
" <td>238</td>\n",
" <td>239</td>\n",
" <td>240</td>\n",
" <td>120</td>\n",
" <td>297</td>\n",
" <td>303</td>\n",
" <td>287</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>60</td>\n",
" <td>30</td>\n",
" <td>20</td>\n",
" <td>10</td>\n",
" <td>0.1</td>\n",
" <td>0.3</td>\n",
" <td>0.2</td>\n",
" <td>0.1</td>\n",
" <td>238.3</td>\n",
" <td>238</td>\n",
" <td>239</td>\n",
" <td>240</td>\n",
" <td>120</td>\n",
" <td>297</td>\n",
" <td>303</td>\n",
" <td>287</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>60</td>\n",
" <td>30</td>\n",
" <td>20</td>\n",
" <td>10</td>\n",
" <td>0.1</td>\n",
" <td>0.3</td>\n",
" <td>0.2</td>\n",
" <td>0.1</td>\n",
" <td>238.2</td>\n",
" <td>238</td>\n",
" <td>239</td>\n",
" <td>240</td>\n",
" <td>120</td>\n",
" <td>298</td>\n",
" <td>303</td>\n",
" <td>287</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>60</td>\n",
" <td>30</td>\n",
" <td>20</td>\n",
" <td>10</td>\n",
" <td>0.1</td>\n",
" <td>0.3</td>\n",
" <td>0.2</td>\n",
" <td>0.1</td>\n",
" <td>238.2</td>\n",
" <td>238</td>\n",
" <td>239</td>\n",
" <td>240</td>\n",
" <td>120</td>\n",
" <td>298</td>\n",
" <td>303</td>\n",
" <td>287</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" powerallphases power1 power2 power3 currentneutral current1 current2 \\\n",
"0 60 30 20 10 0.1 0.3 0.2 \n",
"1 60 30 20 10 0.1 0.3 0.2 \n",
"2 60 30 20 10 0.1 0.3 0.2 \n",
"3 60 30 20 10 0.1 0.3 0.2 \n",
"4 60 30 20 10 0.1 0.3 0.2 \n",
"\n",
" current3 voltage1 voltage2 voltage3 angle21 angle31 anglecurrent1 \\\n",
"0 0.1 238.4 238 239 240 120 297 \n",
"1 0.1 238.4 238 239 240 120 297 \n",
"2 0.1 238.3 238 239 240 120 297 \n",
"3 0.1 238.2 238 239 240 120 298 \n",
"4 0.1 238.2 238 239 240 120 298 \n",
"\n",
" anglecurrent2 anglecurrent3 \n",
"0 302 287 \n",
"1 303 287 \n",
"2 303 287 \n",
"3 303 287 \n",
"4 303 287 "
]
},
"execution_count": 63,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"agg.head()"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [],
"source": [
"\"\"\" Global Variables & Functions \"\"\"\n",
"window_size = 5 \n",
"\n",
"\"\"\" Signature Class \"\"\"\n",
"class Signature(object):\n",
" def __init__(self, dataframe, name, tolerance):\n",
" \"\"\" Change Signature DataFrame To Class\n",
" Args:\n",
" dataframe: signature dataframe it can be obtained calling 'get_signature' method\n",
" \"\"\"\n",
" self.name = name # signature name \n",
" self.power1 = dataframe.power1 # power of i'th time step\n",
" self.power2 = dataframe.power2\n",
" self.power3 = dataframe.power3\n",
" self.power4 = dataframe.power4\n",
" self.peak_power = dataframe.peak_power # peak power\n",
" self.stable_power = dataframe.stable_power # power of 5'th timestep\n",
" self.tolerance = tolerance\n",
" \n",
"def plot_all_appliances_power(main, appliances, start, end, title='All Appliances Power Demand') : \n",
" \"\"\" Plot All Appliance Power\n",
" Args:\n",
" main: main dataframe\n",
" appliances: sub dataframe list\n",
" start: start time step\n",
" end: end time step\n",
" titile: plot title\n",
" \"\"\"\n",
" # Plot Main\n",
" plt.plot(main['powerallphases'][start:end], label=\"agg\")\n",
" \n",
" # Plot Sub\n",
" for appliance in appliances : \n",
" plt.plot(appliance['power'][start:end], label=appliance.name)\n",
"\n",
" plt.title(title)\n",
" plt.legend(loc='upper center', bbox_to_anchor=(0.5, -0.15), fancybox=True, shadow=True, ncol=4)\n",
" plt.xlabel(\"time(s)\")\n",
" plt.ylabel(\"power(W)\")\n",
" plt.show() \n",
" \n",
"def plot_appliance(dataframe, start, end, variable='power', title='', sub=False) :\n",
" \"\"\" Plot One Appliance Data \n",
" \n",
" Args:\n",
" dataframe: sub or main dataframe\n",
" start: start time step\n",
" end: end time step\n",
" variable: variable you want to plot\n",
" title: plot title\n",
" sub: if you want to use subplot, set True\n",
" \"\"\"\n",
" plt.plot(dataframe[variable][start:end])\n",
" plt.title(title)\n",
" plt.xlabel(\"time(s)\")\n",
" plt.ylabel(variable)\n",
" plt.legend(loc='upper center', bbox_to_anchor=(0.5, -0.15), fancybox=True, shadow=True, ncol=5)\n",
" \n",
" if not sub : \n",
" plt.show()\n",
"\n",
"def scatter_signature(signature, label='signature', color='blue', title='Signature', show=False) : \n",
" \"\"\" Signature 2-D Scatter Plot\n",
" x-axis : stable_power\n",
" y-axis : peak_power\n",
" \n",
" Args:\n",
" signature: signature dataframe you want to plot\n",
" label: plot label\n",
" color: plot color\n",
" title: plot title\n",
" show: stop scatter and show\n",
" \"\"\"\n",
" \n",
" # plot stable_power and peak_power\n",
" # it can be changed if you define other signature feature\n",
" plt.scatter(signature['stable_power'], signature['peak_power'], label=label, color=color)\n",
" plt.legend(loc='upper center', bbox_to_anchor=(0.5, -0.15), fancybox=True, shadow=True, ncol=5)\n",
" plt.title(title)\n",
" plt.xlabel(\"stable_power\")\n",
" plt.ylabel(\"peak_power\")\n",
" \n",
" # draw 0 axis\n",
" plt.axhline(0, color='black')\n",
" plt.axvline(0, color='black')\n",
" \n",
" if show :\n",
" plt.show()\n",
"\n",
"def get_signature(dataframe, variable, timestamp, window_size) :\n",
" \"\"\" Make And Return Signature On Given Timestamp\n",
"\n",
" Args:\n",
" dataframe: appliance or aggregated dataFrame where you want signature \n",
" variable: variable like current, voltage\n",
" timestamp: timestamp\n",
" window_size: window_size\n",
"\n",
" Returns:\n",
" signature_dataframe : (Columns = [power1, power2, power3, power4, stable_power, peak_power])\n",
" \"\"\"\n",
" \n",
" round_number = 4\n",
" \n",
" # Get Power in Window Size\n",
" power_list = []\n",
" for i in range(window_size) : \n",
" power_list.append(round(dataframe[variable][timestamp+i], round_number))\n",
" \n",
" power_list = [x - power_list[0] for x in power_list] # Regularization\n",
" \n",
" max_power = round(max(power_list), round_number) # Get Max Power\n",
" \n",
" if max_power <= 0. : \n",
" peak_power = min(power_list)\n",
" else : \n",
" peak_power = max(power_list)\n",
" \n",
" # Concatenation\n",
" signature_list = []\n",
" signature_list = power_list\n",
" signature_list.append(peak_power)\n",
"\n",
" # Change Datatype\n",
" signature_dataframe = pd.DataFrame(np.array(signature_list).reshape(1,len(signature_list)))\n",
" \n",
" # Define Signature Variables\n",
" signature_dataframe.columns = ['power1', 'power2', 'power3', 'power4', 'stable_power', 'peak_power']\n",
" \n",
" # Define Appliance Name\n",
" signature_dataframe.name = dataframe.name\n",
" \n",
" return signature_dataframe\n",
"\n",
"def get_signatures(dataframe, variable, begin_timestamp, end_timestamp, window_size) :\n",
" \"\"\" Return Signature Betweene begin_timestamp and end_timestamp\n",
"\n",
" Args:\n",
" dataframe: appliance or aggregated dataFrame where you want signature \n",
" variable: variable like current, voltage\n",
" begin_timestamp: timestamp\n",
" end_timestamp: endtimestamp\n",
" window_size: window_size\n",
"\n",
" Returns:\n",
" signature_dataframe : (Columns = [power1, power2, power3, power4, stable_power, peak_power])\n",
" \"\"\"\n",
" signature_dataframe = pd.DataFrame(columns = ['power1', 'power2', 'power3', 'power4', 'stable_power', 'peak_power'])\n",
" for timestamp in range(begin_timestamp, end_timestamp) : \n",
" signature_dataframe = signature_dataframe.append(get_signature(dataframe, variable, timestamp, window_size))\n",
" \n",
" return signature_dataframe\n",
"\n",
" \n",
"def detect_event(agg_signature, event_signature) : \n",
" \"\"\" \n",
" 전체 시그니쳐와 이벤트를 시그니쳐를 받아\n",
" 이벤트가 발생한 Timestep을 찾고 리턴한다.\n",
" \n",
" Args:\n",
" agg_signature: 전체 시그니쳐\n",
" event_signature: 이벤트 시그니쳐\n",
"\n",
" Returns:\n",
" event_list: 이벤트가 발생된 timestep list\n",
" \"\"\"\n",
" min_stable_power = float(event_signature.stable_power - abs(event_signature.stable_power * event_signature.tolerance))\n",
" max_stable_power = float(event_signature.stable_power + abs(event_signature.stable_power * event_signature.tolerance))\n",
" min_peak_power = float(event_signature.peak_power - abs(event_signature.peak_power * event_signature.tolerance))\n",
" max_peak_power = float(event_signature.peak_power + abs(event_signature.peak_power * event_signature.tolerance))\n",
"\n",
" event_list = []\n",
" for i in range(len(agg_signature)) : \n",
" if (min_stable_power <= agg_signature['stable_power'][i] <= max_stable_power) and (min_peak_power <= agg_signature['peak_power'][i] <= max_peak_power) :\n",
" event_list.append(i)\n",
" return event_list, event_signature.name\n",
"\n",
"def print_event(event_list, name) :\n",
" if len(event_list) == 0:\n",
" print name+\" has not occurred\"\n",
" # Print Event Timestep\n",
" for i in event_list : \n",
" print name+\" event has been detected on \"+str(i)+\" timestep.\""
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {
"collapsed": false
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"outputs": [
{
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jH5Ixxi8q+wbO+FdZyacn7uTSi4A7RWQNrsYzG5ivqgdiG54xxphkVNYxn0CieQJARFoD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\nRETEe3TCgYiI3JzCR0REbk7hIyIiN/cL5DCbhSQ9tg8AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1129b09d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\"\"\" Plot All Appliances Power Data \"\"\"\n",
"begin_timestamp = 5000\n",
"end_timestamp = 45000\n",
"plot_all_appliances_power(agg, appliances, begin_timestamp, end_timestamp, title='All Appliances')"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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MmZnVpmKTyUvA1ySNTp/PAv49IjblE5ZZ6XmAgpWaz1O2KDaZ/BvQE7g5ff7ltOwreQRl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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x112f33950>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<matplotlib.figure.Figure at 0x110e76a10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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75JFH1iwvXLiQCRMmsMMOO/Dwww+vaX/qqad4/PHHmTBhAgBTp05l9uzZ3HXX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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x110e4e590>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\"\"\" Plot Each Appliance Power Data Example \"\"\"\n",
"begin_timestamp = 5000\n",
"end_timestamp = 45000\n",
"plot_appliance(fridge, begin_timestamp, end_timestamp, title='Fridge Power')\n",
"plot_appliance(freezer, begin_timestamp, end_timestamp, title='Freezer Power')\n",
"plot_appliance(pc, begin_timestamp, end_timestamp, title='PC Power')"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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JcsuWoyZaVWjYED7/HFq2TG3/4olXTEClgdOB/qo6T0Rexu4cXEcWevlO8X//szut4Dus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\nM5RWAEopNUP9F/+Q+xDIpK/kAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x112bc0510>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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eUDS6vXQpdOzoDu98JZ/ekNALWJvwfR3hj7YP113XuAPNng27dsXbRmPr79oF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\nvdOmTSugGNGFwfbt2+8bM2b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"text/plain": [
"<matplotlib.figure.Figure at 0x111dddcd0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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d1i0VPGYwjFrN0KHQt6/rnjIyG9sbI3jMYBi1nvvug4cfdt1TRuZiLYzgsUFv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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x112bb0190>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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/AOXAMuB8M9sYtLkJuBK3Le71ZjYhs58m/8lHN1KEigqYODFsKfKDRO32NEnH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\nGt4weDwej6ca3jB4PB6Ppxr/D3ZJ6uknV655AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x112222e10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\"\"\" Plot Appliance Signatures Example \"\"\"\n",
"plt.suptitle(\"Freezer's Signatures\", fontsize=18)\n",
"plt.subplot(331)\n",
"plot_appliance(freezer, 200, 210, sub=True) \n",
"plt.subplot(332)\n",
"plot_appliance(freezer, 2590, 2600, sub=True) \n",
"plt.subplot(333)\n",
"plot_appliance(freezer, 5005, 5015, sub=True)\n",
"plt.subplot(334)\n",
"plot_appliance(freezer, 7400, 7410, sub=True)\n",
"plt.subplot(335)\n",
"plot_appliance(freezer, 9785, 9795, sub=True)\n",
"plt.show()\n",
"\n",
"plt.suptitle(\"Kettle's On Signatures\", fontsize=18)\n",
"plt.subplot(221)\n",
"plot_appliance(kettle, 30205, 30215, sub=True)\n",
"plt.subplot(222)\n",
"plot_appliance(kettle, 42543, 42553, sub=True)\n",
"plt.show()\n",
"\n",
"plt.suptitle(\"Kettle's Off Signatures\", fontsize=18)\n",
"plt.subplot(221)\n",
"plot_appliance(kettle, 30298, 30308, sub=True)\n",
"plt.subplot(222)\n",
"plot_appliance(kettle, 42633, 42643, sub=True)\n",
"plt.show()\n",
"\n",
"plt.suptitle(\"Fridge's Signatures\", fontsize=18)\n",
"plt.subplot(221)\n",
"plot_appliance(fridge, 13283, 13293, sub=True)\n",
"plt.subplot(222)\n",
"plot_appliance(fridge, 22053, 22063, sub=True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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FH2PC2H0+0bM+n/isWAH79x+cnkkB24KPMRHYyTN6Vlax83jgmGPSnYv0suBjTJhMuvo0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\n5+Y6o9hCnz7bvr6cHGc7gQA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H7s1HCCFE9pEVDoQQQqw6aT5CCCFWnTQfIYQQ\nq+5ffh2oBlSGZScAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10d200dd0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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bOK+6Cu67b+f2lVfCvffWQ2DS5ClxRidxlgEfAJOAGe5espeXRI0Sp8Sr/UmcBQXQt++u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\n++wzd6/+93xvx1533XWem5v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4zYf8c/4/2Vq6lU07NrGtbBu/euFXbC/bHvF/ILwJeNiw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\nRCKgxCkiIhKB/w+TVpbKGaIPeQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10d200550>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\"\"\" Signature Scatter Plot \"\"\"\n",
"begin_timestamp = 43000\n",
"end_timestamp = 45000\n",
"\n",
"# Generate Signature \n",
"kettle_signature = get_signatures(kettle, 'power', begin_timestamp, end_timestamp, window_size)\n",
"freezer_signature = get_signatures(freezer, 'power', begin_timestamp, end_timestamp, window_size)\n",
"pc_signature = get_signatures(pc, 'power', begin_timestamp, end_timestamp, window_size)\n",
"dryer_signature = get_signatures(dryer, 'power', begin_timestamp, end_timestamp, window_size)\n",
"fridge_signature = get_signatures(fridge, 'power', begin_timestamp, end_timestamp, window_size)\n",
"washing_signature = get_signatures(washing, 'power', begin_timestamp, end_timestamp, window_size)\n",
"\n",
"plot_all_appliances_power(agg, appliances, begin_timestamp, end_timestamp, title='All Appliances')\n",
"\n",
"# Scatter Signature\n",
"scatter_signature(kettle_signature, label='kettle', color='yellow')\n",
"scatter_signature(freezer_signature, label='freezer', color='green')\n",
"scatter_signature(pc_signature, label='pc', color='blue')\n",
"scatter_signature(dryer_signature, label='dryer', color='black')\n",
"scatter_signature(fridge_signature, label='fridge', color='pink')\n",
"scatter_signature(washing_signature, label='washing', color='skyblue')\n",
"plt.title(\"Signatures\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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XWo4GPiDpIUkLJL2niHFKGg+siIglrTYVKs5WLiDrgUBx42wdV2Eu8JU0CjiE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\nAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11292a190>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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0nj3TfbOffjr90595Zrqr3KxZ6fmECeleBjfckN7npJPSTYFuuy3dDGfnnbeW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\nywjuKBp7AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x110e73210>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\"\"\" \n",
" Fridge Compressor On/Off Event Detection Example \n",
"\"\"\"\n",
"begin_timestamp = 13000\n",
"end_timestamp = 13500\n",
"\n",
"# Generate Signature\n",
"fridge_signature = get_signatures(fridge, 'power', begin_timestamp, end_timestamp, window_size)\n",
"\n",
"# Scatter Signature\n",
"scatter_signature(fridge_signature, label='fridge', color='blue', title=\"Fridge Signature\", show=True)\n",
"\n",
"plot_appliance(fridge, begin_timestamp, end_timestamp, title='Fridge Power Demand')"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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fq3T+5VSLX7RazAlqN69aU4vHyTl1XK3mVS7VbvnknQHMTtODgRW5eatSbDCw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\nDhCFAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x112812610>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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DjAfOB15Mr7uT7L5PAN8HTo6I/dL2tXu3HQL8Ovdep5F96dtewOdy5fOACYW2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\n4t/MzBrGIWNmZg3jkDEzs4b5P4wdOCb79YR0AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1129757d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\"\"\" \n",
" Kettle Compressor On/Off Event Detection Example \n",
"\"\"\"\n",
"\n",
"begin_timestamp = 29500\n",
"end_timestamp = 30500\n",
"\n",
"# Generate Signature\n",
"kettle_signature = get_signatures(kettle, 'power', begin_timestamp, end_timestamp, window_size)\n",
"\n",
"# Scatter Signature\n",
"scatter_signature(kettle_signature, label='kettle', color='blue', title=\"Fridge Signature\", show=True)\n",
"\n",
"plot_appliance(kettle, begin_timestamp, end_timestamp, title='Kettle Power Demand')"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"\"\"\" Event Time \"\"\"\n",
"freezer_compressor_on_time = [202, 2592, 5007, 7401]\n",
"kettle_on_time = [30209, 42546]\n",
"fridge_compressor_on_time = [13285, 13293]"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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JexSywmZmlh6lhT6ApKeAVvlFQAC/iIiJyTa/ANZFxANVeegq/CwzM0u5ggda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\nmpmZZYIDzczMMuH/A9Xj64Q8FvF1AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11298ce10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\"\"\" Signature Test \"\"\"\n",
"# Define My Signature\n",
"my_kettle_signature = Signature(get_signature(kettle, 'power', 30209, window_size), \n",
" name='kettle on',\n",
" tolerance=0.3)\n",
"\n",
"# Get Aggregated Signature\n",
"begin_timestamp = 29500\n",
"end_timestamp = 30500\n",
"\n",
"agg_signature = get_signatures(agg, 'powerallphases', begin_timestamp, end_timestamp, window_size)\n",
"\n",
"# Compare Signature\n",
"scatter_signature(agg_signature, color=\"navy\", label=\"agg\")\n",
"\n",
"plt.scatter(my_kettle_signature.stable_power, my_kettle_signature.peak_power, color=\"red\", label=\"kettle\")\n",
"plt.annotate('my kettle signature', xy=(my_kettle_signature.stable_power, my_kettle_signature.peak_power))\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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HJbj/Dur3PEpDrWtNX1xNnQPtW2Ay8Ct3dzO7A7gXuKrqVkRCc7q7f2lmrYF5\nZraC2PEaT6OqDk1K9l+dDB+P6BdX64ME9u0fgL1BfzD7VipaC8QPaNG+qgV3/zL4b4mZvUisG229\nmbVx9/VBl9C/gsV1PNZOovvvoPZrfe92q/zF1RHBCLbO7Pvi6jpgs5nlBXfOvgx4KW6dy4PpA35x\ntSEIDsS9LgDeD6YPZt9KRYuALmbW0cwaE/ue2uw01xRpZtbczFoE04cBA4ndKX82cEWw2OVU/H2u\ncpyGWnQ0GVX/Vl4RTNe4/w769zzdoy1SMHrjfGL9kjuAL4GX4+bdTmyERhEwMK69L7GDdiXwYFx7\nE+D5oP2fQKd0/3xp3rdPAsuIjcR6kVjf+kHtW72q3b+DgBXBvhqX7nqi/gI6B8fiO8ExNi5oPwL4\na7Av5wGHx61T7XHaUF/As8AXwLfAamAUkJPo/juY33N9yVREREJX37vdREQkghQ+IiISOoWPiIiE\nTuEjIiKhU/iIiEjoFD4iIhI6hY+IiIRO4SNSAzO7ycya1mK5z6q78WzwHKSfpaY6kbpJ4SNSs5uB\n5rVYrl58Yzu4RYpISil8ROIE9wv7c/BkzGVm9kugPfC6mb0aLDPZzArN7D0zGx+/OnBbsN4/zey4\narZ/nJm9HDwCYKGZdT1ALY+b2e+CZT80s3OC9iZm9sfgc942szOC9j+bWY9geomZ/SKYnmhmo4Pp\n/whqX7q39uB+ch+a2VQze4/YjSFFUqpO3tVaJIUGAWvd/VwAM2tF7CaL+e6+96FbP3f3TWaWAbxq\nZjPdfe9NVr92915mNhJ4EBhaafv/DVzr7p+YWR7wOw78kMKO7n6KmXUhFoDHA9cDZcHndCP2KIET\ngDeAH5jZaqAUOD3Yxg+Aa83sLOAEd997A8jZZtaf2L0QuwAjfd8DwURSSmc+IhW9B5xlZneaWX93\n/4aqd/0dYWZvE7uhZffgtde04L/PAafFbzi48/L3gelm9g7wKBWfnVSd5wHc/WPgE2KPLO8PPB20\nrwCKga7EwucMYqHzF6CFmTUjdkPclcTu+nyWmS0BlrDvkfMAqxQ8Eiad+YjEcfeVZtYHGAL82sxe\nI+5ajpl1Am4B+rr7N2b2OBA/GMH3Mw2xf+x97e59EikpbtqAsmqW2RuMi4B+xEJqPvAd4Grg7bjl\n7nT3P1RY2awjsC2BmkQOmc58ROKYWTtgh7s/C/x/oA+wBWgVLNIK2ApsMbM2wOBKm/hJ8N8RwD/i\nZ7j7FuA+xuT/AAAHP0lEQVQzM7sw7vN61VDSRRZzPLFHCKwgdobz02D9rsQe5LXC3XcT60K7KPjs\nN4H/AP4n2NYrwJXBGRhm1j54Aig0gKf0SrTozEekop7APWZWBuwCrgO+BxSY2Vp3H2BmS4k9z+Rz\nYn/g93Igx8zeBXYCF1ez/UuB3wWDAbKIddMtO0A9q4k98KwlsWtFu8xscrCNZcBu4PIgeCAWTP/H\n3b81szeADkEb7j7fzL4L/CMY0LYlqKeMejJST+oOPc9HJKKCLr057v5CumsRSTZ1u4lEl/5lKPWW\nut1E0szMfk7sOo0Tu/biwHR3vzKthYmkkLrdREQkdOp2ExGR0Cl8REQkdAofEREJncJHRERCp/AR\nEZHQKXxERCR0Ch8REQmdvmQqEicrK+vi5s2b379169aj3L1B3WwzIyOjrGXLln/fvHnzj9z923TX\nI/WbznxEAllZWRe3aNFiSkFBQZudO3eau9OQXlu3bs049dRT+x1++OEPDhs2rFG6/39I/abwEQk0\nb978/rlz5zb7/ve/T+PGjdNdTuiaNWvG5MmTm5aWll4J/GzYsGHN0l2T1F8KH5HA1q1bj+rXr1+6\ny0irjh07sm3btkbEnnJ6UbrrkfpL4SMScHdriGc88bKysgju97iBfY/YFkk6hY+IVKcM0HUfSRmF\nj4iIhE7hIyIioVP4iCTBrFlFHHPM/eTkTGLkyBfYsWN3uksSiTSFj0gNdu3aw9ixc2nf/l66dXuE\ngoKPK8wvLFzLpZe+wJo137Bp005mzCji6qvnVNnORx9tYPr0DygsXHvQtUyaNIkuXbrQqlUrevTo\nwYsvvghAWVkZt9xyC61bt+b444/nt7/9LRkZGZSVlQFQXFzMGWecQXZ2NgMHDmTs2LGMHDnyoOsQ\nOVS6w4FIDW688WWefPJdduwo5csvt3LBBX/ijTdG0bdvewAKCj5m587S8uV37ixlzpyPKmzj6aff\n5Zpr/kyjRpmUlpYxenRvHnpocMK1dOnShb/97W+0adOG6dOnM3LkSD7++GNmzZrFK6+8wrJly2je\nvDkXXnghZvtu0HDJJZfwgx/8gFdffZW33nqLIUOGcN555x3kHhE5dDrzEanB889/wI4d+8Ll229L\nmT17Rfn77OwmNG5c8d9xLVs2rrD81Vf/mR07Svnmm2/Zvn03U6a8w5IlXyZcy49//GPatGkDwEUX\nXUSXLl146623mD59OjfddBPt2rUjOzubcePGla+zevVqFi9ezMSJE8nKyuL0009n2LBhCX+2SDIp\nfERq0Lx5xRHHWVmZtGixL1yuuOJkjjrqMJo0ySQjA5o1y+LBBweVz9+wYQdW6S5xWVkZfP755oRr\nefLJJ+nduzc5OTnk5OTwwQcf8NVXX/HFF19wzDHHlC8XP/3ll19yxBFH0LRp02rni6SDut1EanD3\n3Wdx9dVz2L59N40aZZCT05RRo3qXz8/ObsqyZf+Xxx9fyqZNOxk8uAunnnp0+fw2bQ6jZcvGFc6e\nSkv30KtXm4TqWL16Nddccw2vv/463/ve9wDo3TtWR/v27VmzZk2FZfdq164dGzduZOfOneUB9Pnn\nn1folhMJm8JHpAaXXNKTdu1a8OKLK8jJacqYMadw5JHNKyyTnd2Um28+rdr1MzMzmDdvJAMHPs3m\nzTvJyDCefPLf6Nw5J6E6tm3bRkZGBkceeSRlZWVMnTqV999/H4h1wT344IMMGTKE5s2bc/fdd5ev\nd+yxx9KvXz8mTJjAr3/9axYvXsycOXPU9SZppfARqYUzz+zMmWd2Puj1TzqpLevW3cKGDTs4/PCm\nZGUl3uOdm5vLLbfcwmmnnUZmZiaXXXYZ/fv3B+Caa65h5cqV9OrVi+zsbG688UYWLlxIRkbsc555\n5hkuv/xyjjzySPLy8hgxYgR79uw56J9H5FBZcB8nkQbPzLy+/D4UFBRw3XXX8dlnn1U7f8SIEeTm\n5jJ+/Pgq88yMoUOH3g347Nmzx1VdW+TQacCBSD2wc+dOXn75Zfbs2cPatWuZOHEiF1xwQfn8xYsX\n8+mnn+LuFBQUMHv2bM4///w0ViwNncJHpB5wd8aPH88RRxxB3759OfHEE5k4cWL5/HXr1pGfn0/L\nli25+eab+f3vf89JJ52UxoqlodM1H5F6oFmzZhQWFu53/rnnnsu5554bYkUiB6YzH5GAmfmuXbvS\nXUZalZaWagi2hELhIxJo0aLFvxYvXpzuMtJq1apVHHbYYd+muw6p/xQ+IoHt27f/+5AhQ3b8/e9/\npyGeAe3YsYPrr79+d05OzmJifxt0a25JGV3zEQmUlpY+l5mZyTnnnPPY5s2bm9eXYde1lZGR4a1b\nt/6yd+/erwMdgAVpLknqMYWPSJw9e/Y8N2zYsNeBW4FW6a4nTdoDK4Dp6S5E6i99yVSkGsOGDWsO\ntAEa17RsPbQD+HL27NnqdpOUUfiIiEjoNOBARERCp/AREZHQKXxERCR0/wutVT9WT00k1gAAAABJ\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1051ee690>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\"\"\" Signature Test \"\"\"\n",
"# Define My Signature\n",
"my_fridge_signature = Signature(get_signature(fridge, 'power', 13285, window_size), \n",
" name='fridge on',\n",
" tolerance=0.3)\n",
"\n",
"# Get Aggregated Signature\n",
"begin_timestamp = 13000\n",
"end_timestamp = 14000\n",
"\n",
"agg_signature = get_signatures(agg, 'powerallphases', begin_timestamp, end_timestamp, window_size)\n",
"\n",
"# Compare Signature\n",
"scatter_signature(agg_signature, color=\"navy\", label=\"agg\")\n",
"\n",
"plt.scatter(my_fridge_signature.stable_power, my_fridge_signature.peak_power, color=\"red\")\n",
"plt.annotate('my fridge signature', xy=(my_fridge_signature.stable_power, my_fridge_signature.peak_power))\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"fridge on event has been detected on 80 timestep.\n",
"fridge on event has been detected on 81 timestep.\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x112d48bd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\"\"\" Event Detection Example 1 : Fridge Compressor On Event Detection \"\"\"\n",
"# Event Signature 정의\n",
"my_fridge_signature = Signature(get_signature(fridge, 'power', 13285, window_size), \n",
" name='fridge on',\n",
" tolerance=0.3)\n",
"\n",
"# Agg Signature 정의 (어디서 이벤트를 Detection할지 정의)\n",
"begin_timestamp = 22000\n",
"end_timestamp = 25000 \n",
"agg_signature = get_signatures(agg, 'powerallphases', begin_timestamp, end_timestamp, window_size)\n",
"agg_signature.index = range(len(agg_signature))\n",
"\n",
"# Event Detection\n",
"event_list, name = detect_event(agg_signature, my_fridge_signature)\n",
"\n",
"print_event(event_list, name)\n",
" \n",
"# 실제로 어떤 이벤트를 찾았는지 Visualization \n",
"scatter_signature(agg_signature, color=\"navy\", label=\"agg\")\n",
"\n",
"plt.scatter(my_fridge_signature.stable_power, my_fridge_signature.peak_power, color=\"red\")\n",
"plt.annotate('my fridge signature', xy=(my_fridge_signature.stable_power, my_fridge_signature.peak_power))\n",
"plt.show() "
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"kettle on event has been detected on 231 timestep.\n",
"kettle on event has been detected on 232 timestep.\n",
"kettle on event has been detected on 233 timestep.\n",
"kettle on event has been detected on 234 timestep.\n",
"kettle off event has been detected on 327 timestep.\n",
"kettle off event has been detected on 328 timestep.\n",
"kettle off event has been detected on 329 timestep.\n",
"kettle off event has been detected on 330 timestep.\n"
]
},
{
"data": {
"image/png": 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YYwYbCz5lwq7zMcYMJhZ8ysBguLGoXedjjAmy4GOKcp1Pn+Ot2c2YsmPBpwz0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\nA1MC6QcBbwDzgRsC6XFglpf+ArBTqbd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Dzs6OJ598kiVLlpCQkGDpsMQokG43IYQQY0K6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\nEEIIMe4k+QghhBh3knyEEEKMu/8DXT7IZ1am5rYAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11294dc90>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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TTz6Zb/t169bRqVMnOnToQLt27fj8888BqFWrVl69b7/9dlq1asU111xD7969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\nEqKIiAighChySmY22syqFmG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"text/plain": [
"<matplotlib.figure.Figure at 0x11242f950>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\"\"\" Event Detection Example 2 : Kettle On/Off Event Detection \"\"\"\n",
"# Event Signature 정의\n",
"my_kettle_on_signature = Signature(get_signature(kettle, 'power', 30209, window_size), \n",
" name=\"kettle on\",\n",
" tolerance=0.3)\n",
"\n",
"my_kettle_off_signature = Signature(get_signature(kettle, 'power', 30305, window_size), \n",
" name=\"kettle off\",\n",
" tolerance=0.3)\n",
"\n",
"# Agg Signature 정의 (어디서 이벤트를 Detection할지 정의)\n",
"begin_timestamp = 30000\n",
"end_timestamp = 31000\n",
"\n",
"agg_signature = get_signatures(agg, 'powerallphases', begin_timestamp, end_timestamp, window_size)\n",
"agg_signature.index = range(len(agg_signature))\n",
"\n",
"# Event Detection\n",
"event_list, name = detect_event(agg_signature, my_kettle_on_signature)\n",
"event_list2, name2 = detect_event(agg_signature, my_kettle_off_signature)\n",
"\n",
"# Print Event\n",
"print_event(event_list, name)\n",
"print_event(event_list2, name2)\n",
"\n",
"# 실제로 어떤 이벤트를 찾았는지 Visualization \n",
"plot_all_appliances_power(agg, appliances, begin_timestamp, end_timestamp)\n",
"scatter_signature(agg_signature, color=\"navy\", label=\"agg\")\n",
"\n",
"# 정의한 Signature들 Visualization\n",
"plt.scatter(my_kettle_signature.stable_power, my_kettle_signature.peak_power, color=\"red\")\n",
"plt.annotate('my kettle on signature', xy=(my_kettle_signature.stable_power, my_kettle_signature.peak_power))\n",
"plt.scatter(my_kettle_off_signature.stable_power, my_kettle_off_signature.peak_power, color=\"lime\")\n",
"plt.annotate('my kettle off signature', xy=(my_kettle_off_signature.stable_power, my_kettle_off_signature.peak_power))\n",
"plt.show() "
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"\"\"\" 다른날에서 테스트 \"\"\"\n",
"agg2 = get_main(date='2012-06-09')\n",
"kettle2 = get_sub(date='2012-06-09', appliance_name='kettle')"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x112236b10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"kettle on event has been detected on 1721 timestep.\n",
"kettle on event has been detected on 1722 timestep.\n",
"kettle on event has been detected on 1723 timestep.\n",
"kettle on event has been detected on 1724 timestep.\n",
"kettle off event has been detected on 1804 timestep.\n",
"kettle off event has been detected on 1805 timestep.\n",
"kettle off event has been detected on 1806 timestep.\n",
"kettle off event has been detected on 1807 timestep.\n"
]
},
{
"data": {
"image/png": 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mNh+oBVxbIlGJFLPnn1/KLbe8C8Dhw5n57pOenkmDBqeWZlgiEkMiSYhrgH8A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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x112bd0c90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"begin_timestamp = 22000\n",
"end_timestamp = 25000\n",
"\n",
"plot_appliance(kettle2, begin_timestamp, end_timestamp, variable='power') \n",
"\n",
"agg_signature = get_signatures(agg2, 'powerallphases', begin_timestamp, end_timestamp, window_size)\n",
"agg_signature.index = range(len(agg_signature))\n",
"\n",
"# Event Detection\n",
"event_list, name = detect_event(agg_signature, my_kettle_on_signature)\n",
"event_list2, name2 = detect_event(agg_signature, my_kettle_off_signature)\n",
"\n",
"# Print Event\n",
"print_event(event_list, name)\n",
"print_event(event_list2, name2)\n",
"\n",
"# 실제로 어떤 이벤트를 찾았는지 Visualization \n",
"scatter_signature(agg_signature, color=\"navy\", label=\"agg\")\n",
"\n",
"# 정의한 Signature들 Visualization\n",
"plt.scatter(my_kettle_signature.stable_power, my_kettle_signature.peak_power, color=\"red\")\n",
"plt.annotate('my kettle on signature', xy=(my_kettle_signature.stable_power, my_kettle_signature.peak_power))\n",
"plt.scatter(my_kettle_off_signature.stable_power, my_kettle_off_signature.peak_power, color=\"lime\")\n",
"plt.annotate('my kettle off signature', xy=(my_kettle_off_signature.stable_power, my_kettle_off_signature.peak_power))\n",
"plt.show() "
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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I3BjdPydq+1YSRYmISG3IN2SGufvBsfvTzezVJAoSEZHakffBmNFZmAEws0GEAzNFJE/a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\nERGRxPx/Dl2iRfYxsmIAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1129a24d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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qtaL7N/J12mnFXymyZ8/mj3/3u6Zps9J8ftHYomd4HjAguFd3WekoyUjNKXUl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\nch176QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11291e7d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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6Sl1O8U2ass2627OOztykLR+vWhXx1a9GjBmzrflaak92jLX/dtNN+T6v1m77\n7pvUO2XKlCi2dm0yzR13lP6cCtO25fbbW6YtdZk/+lHE6tVbL2vChK1f/46YN6/9r9ugQcn9sGER\nhxwSsdNOyeNDDmmZZuDA9ixzSkhbzl/K+gu3Pn1a1l+4Zcd/8IMtw/vs0zLcu3dyP3p0S1v//i3D\nrS2r+DZ06Jb//xCx444tw337tiyjUHfhbzdhQsv7qlBD8ToPOSTirbc69rctVRIH5f/srpkd/5I+\nDEyNiOPSxxeSvCjfLZquNp6QmVmViRx2/NdSyPQEngeOBpYBjwGnRcRzFS3MzMzaVDMnY0bERkmf\nA+6j5RBmB4yZWRWrmZ6MmZnVnqo7ukzSDpL+LGmupL9I+k7a/j1Jz0l6StKvJe2UmeciSQvS8ZMy\n7QdKmifpBUlXZNr7SLo1necRSSPzrj8z/t8lbZK0c63VL+nzaY3zJV1WS/VLmiDpsbT9MUkHZeap\nmvoz6+gh6UlJM9LHQyTdJ+l5SfdKGlSt9ae1z83UXhPv3aL6N7/2mfaqfu9uq/6KvnfzOJqgszeg\nf3rfE3gUOBw4BuiRtl8GTEuHxwFzSTb97Q38lZYe2p+Bg9PhmcCx6fC/AVelw6cAt+Zdf/p4BPA7\nYBGwc9r2gVqoH2gg2VTZKx23Sw3V/xHgAWBS2n488EC1/v+ky/0y8AtgRvr4u8DX0uELgMuqtf5W\naq+Z925r9adtNfHebeP1P5IKvnerricDEBGFS/XtQNLbWhUR90dE4aj9R0n+6ACTSZ5oc0QsBhYA\nEyQNA3aMiDnpdDcChYu5nwjckA7fTnIwQa71p4//E/hq0eQn1kj9/0bywdacTlM45a8W6n+D5GCR\nwWn7YKApHa66/x9JI4ATgGszzdl13pCpparqb632WnrvtvHaQ428d9uo/1+p4Hu3KkOm0N0GlgON\nEfFs0STnkKQrbH2SZlPaNpzkhM2C7Mmbm+eJiI3Am9kucB71S5oMvBQR84smr4n6gTHAREmPSnpA\n0odqrP4LgR9IWgp8D7ioWuun5QMtu8N094hYka5zObBbldbfWu1ZVf3epZX6JZ1Ijbx3W6ufCr93\nqzJkImJTRBxA8o1noqQjCuMkXQJsiIhflnGVZT02vKj+v5d0AnAxMKWc68nIu/4Gki71kIj4MPA1\n4LYyrrIr6r8O+HxEjCTZnPCzMq6ybPVL+hiwIiKe2s5yy3nETlnqb6V2FY2v6vdua6+9pH4kX0iq\n/r27jf/d3KArAAAJF0lEQVSdir53qzJkCiLiLeA3wEEAks4m6QpmLxPYBOyZeTwibWurfYt5lJx/\ns1NEFP1YbtnqnwkcSLLN82lJi9JanpS0W1pLdudZNdZ/EMm3lzvS9jnARklDa6j+CRFxV9p+O3Bw\ncS1VUv/hwGRJLwK/BI6SdBOwXNLu6TqHAa9WYf3FtR8p6cZ0PWdT/e/drV57kk1Fe1Mb793W/ndu\npNLv3XLvdOrsDdgFGJQO9wNmk2z3Ow74CzC0aPrCzsM+wCi23Hn1KMmFNUXyYXNc2n4eLTuvTqWM\nO9/aqr9omkUk3yxqpn7g/wKXpu1jgCU1Vv8TwBFp+9HAnGqsv+i5HEHLztvvARekw63t+K+q+otq\nr4n3blv1F7VX7Xt3G6//Z6nge7fsT64ML87+wJPpk38a+EravgBYko57svBE03EXpS/Qc6RHEKXt\nHwLmp/NemWnfAZietj8K7J13/UXTvEh6hEqt1A/0Bm5K63mc9AO7huo/iOSImbnAI8AB1Vh/0XPJ\nflDsDNxPctWL+4DB1Vx/Ue018d5tq/6i9qp9727j9a/oe9cnY5qZWW6qep+MmZnVNoeMmZnlxiFj\nZma5cciYmVluHDJmZpYbh4yZmeXGIWNWAkmDJP1bOvw3kqaXcdnnSzprG+MnS/pGudZn1pV8noxZ\nCSTtDdwTEfvnsOy5JJdVb25jvEhOIj2orWnMqpV7MmalmQbsk/4Y1HRJ8wEknSXpTiU/KPaipM8p\n+XGrJyU9LGlwOt0+kn4raY6kByWNSdsPB54rhIekLyj5sbWnJN0CEMk3wYeBSa0VZlbNHDJmpbkQ\nWBgRB7L1pdT3I/m9jQnAt4G30ukeBc5Mp/kf4HMRcXA6/9Vp+0dILvVRcAEwPiLGk/wOSMEcYGJZ\nn5FZF+hV6QLM6sADkfxQ2jpJq4D/TdvnA/tLGgAcBtyWbvqC5HpSAHsBf8ws62ngFkl3AXdl2l8B\njs3rCZjlxSFj1nnrM8ORebyJ5D1W+HXXA9uYP/ubHB8j6bFMBi6R9LeR/KqkKO9vyJh1CW8uMyvN\nGmDHdLhdPzQVEWuARZI+WWiT9Hfp4BJgWNomYGREPEiyeW4nYGA63d+k05rVFIeMWQki+WGmhyTN\nI/ltl7Z6FW21nwGcm+7Qf4akpwLwJ1p+QK0n8AtJT5P8/s2VkfzwGiT7e7Kb1cxqgg9hNqswSU8C\nh0TEhjbGi+R3WNo8zNmsWrknY1Z51wCf3sb4jwO/dsBYLXJPxszMcuOejJmZ5cYhY2ZmuXHImJlZ\nbhwyZmaWG4eMmZnlxiFjZma5cciYmVluHDJmZpYbh4yZmeXGl/q3uiFph0GDBt2/Zs2awzZt2uQv\nUCXq0aPHph133PHh1atXHxMR67c/h1np/Ea0utG/f/9vHXrooQe+/fbbPSIC30q7vf322z0OOeSQ\ngwYNGnTF5MmTe1b672j1xdcus7rRv3//1c8888xO++yzT6VLqTkLFy5k/PjxG4488sgvAdfMmDGj\n1StCm7WXezJWN955550dR44cWekyatJee+3F2rVrewOHAMdXuh6rHw4Zqyfq1cu7GTuiV69epFs1\n3gTeV+FyrI44ZMwsaxPQu9JFWP1wyJiZWW4cMmZmlhuHjFk34yNKrSs5ZMy6wKhRo7jsssvYb7/9\nGDp0KOeeey7vvfceANdccw2jR49ml1124aSTTmL58uUATJ06lS984QsANDc3M3DgQC644AIA3n33\nXfr168ebb74JwKOPPsrhhx/OkCFDOOCAA3jwwQc3r/vII4/k61//Oh/5yEcYMGAAixYt6sqnbt2c\nQ8asi9xyyy38/ve/Z+HChTz//PP8x3/8Bw888AAXX3wxt99+O8uWLWPkyJGccsopABxxxBGbw2LO\nnDkMGzaM2bNnA/Dwww8zduxYBg8eTFNTE//wD//AN7/5TVatWsXll1/OySefzMqVKzev+xe/+AXX\nXnsta9asYa+99ur6J2/dlkPGug2pPLeO+vznP88ee+zB4MGDueSSS7jlllu4+eabOffcc/ngBz9I\n7969mTZtGo888ghLly7l0EMPZcGCBaxatYrZs2dz7rnn0tTUxLp165g9ezZHHHEEADfffDMf+9jH\nOPbYYwE4+uijOeigg5g5c+bmdZ999tmMHTuWHj160LOnT+q3ruOQsW4jojy3jhoxYsTm4b322otX\nXnmFZcuWbdGzGDBgAEOHDqWpqYm+ffty0EEH0djYyOzZs2loaOCwww7jT3/6Ew8++ODmkFmyZAnT\np09n5513Zuedd2bIkCE89NBDmze7Aey5554dL9ysE3zmmlkXeemllzYPL126lOHDh7PHHnuwePHi\nze1r165l5cqVDB8+HICJEycya9YsnnrqKQ4++GAmTpzIvffey5w5c5g4cSKQBMiZZ57JT3/60zbX\nrc50wcw6wT0Zsy7y4x//mKamJt544w2+/e1vc+qpp3Lqqady/fXXM2/ePNavX8/FF1/Mhz/8YQqX\nxzniiCO48cYbGTduHL169aKhoYFrr72WUaNGMXToUADOOOMM7rnnHu677z42bdrEu+++y4MPPsgr\nr7xSyadrBjhkzLrM6aefzqRJk9h3330ZPXo0l1xyCUcffTTf+ta3+MQnPsHw4cNZtGgRt9566+Z5\nDjvsMN59993Nm8bGjRtHv379Nj+GZDPc3XffzXe+8x123XVX9tprLy6//HI2bdoEuBdjleWrMFvd\nkBTV+v88atQorrvuOo466qhKl9ImSXz84x+/Alg2Y8aM71W6HqsP7smYmVluHDJmXcCbrKy78tFl\nZl3gxRdfrHQJZhXhnozVk2hubq50DTWpubnZvS3LhUPG6ka/fv3WLF26tNJl1KQlS5YwYMCA9ZWu\nw+qPQ8bqhqSfnnfeeevfeeedSpdSU9555x3OP//8DUOGDHmc5DNhQ6VrsvrhfTJWN9atW/eNOXPm\nHDNw4MADCueI2Pb16NEjdt1112UHHHBAI7AnsLDCJVkdcchY3YiI9ZMnT/4Q8HHgJJKfErbSDQf+\nDPy20oVY/fDJmFZ3Jk+eLGA3YBDgvdmlW0tyIubGShdi9cMhY2ZmufGOfzMzy41DxszMcuOQMTOz\n3Px/+pOofaC/Cd4AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11291c7d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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K793D/O8PK+h7N46jCVp7Ay4AhgDLktr7Ab8FVgO9orZTgVcIm/6OB/5CSw/t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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x112d74090>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\"\"\" 6월 9일 세탁기 \"\"\"\n",
"washing2 = get_sub(date='2012-06-09', appliance_name='washing')\n",
"begin_timestamp = 12000\n",
"end_timestamp = 25000\n",
"plot_appliance(dataframe=washing2, start=begin_timestamp, end=end_timestamp, variable=\"power\", title=\"2012/6/9\")\n",
"\n",
"\"\"\" 6월 11일 세탁기 \"\"\"\n",
"washing3 = get_sub(date='2012-06-11', appliance_name='washing')\n",
"begin_timestamp = 35000\n",
"end_timestamp = 48000\n",
"plot_appliance(dataframe=washing3, start=begin_timestamp, end=end_timestamp, variable=\"power\", title=\"2012/6/11\")\n",
"\n",
"\"\"\" 6월 12일 세탁기 \"\"\"\n",
"washing3 = get_sub(date='2012-06-12', appliance_name='washing')\n",
"begin_timestamp = 32000\n",
"end_timestamp = 45000\n",
"plot_appliance(dataframe=washing3, start=begin_timestamp, end=end_timestamp, variable=\"power\", title=\"2012/6/12\")\n",
"\n",
"\"\"\" 6월 13일 세탁기 \"\"\"\n",
"washing3 = get_sub(date='2012-06-13', appliance_name='washing')\n",
"begin_timestamp = 15000\n",
"end_timestamp = 28000\n",
"plot_appliance(dataframe=washing3, start=begin_timestamp, end=end_timestamp, variable=\"power\", title=\"2012/6/13\")"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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PEWJ54YRhueSEsZM7vi0vnDAsl5wwdnLCsLzwKCnLneZm2Gsv+OMfoX//rKPJ\n3vbtMHBgMkWIF1OycsntKClJoyTdI+lpSY2SLkzLB0m6U9IySXdIGlh0zGxJyyUtlXRyFnFb93ju\nORgxwsmioK4uWXFw8eKsI7Fal1WTVDPwfyNiMnA0cL6kCcBFwN0R8X7gHmA2gKRJJMu1TgROBa6S\nPH6mWrk56r08RYjlQSYJIyJeiYgn0+1NwFJgFHAGcH262/XAmen2dOCmiGiOiJeA5cC0bg3auo0T\nxnu5H8PyIPNOb0n7AwcDjwDDImItJEkF2DfdbSSwquiwprTMqpATxns5YVge9Mzy4pL6AzcDX42I\nTZJa9lZ3qPd6zpw5O7br6+upr6/vaIiWASeM9ypeTMmNsdYVGhoaaGhoaNcxmY2SktQT+C1wW0T8\nIC1bCtRHxFpJw4F7I2KipIuAiIgr0v1uBy6NiEdbOa9HSVWwTZtg333hjTegZ6YfZ/JnxAh4+GEY\nMybrSKwa5XaUVOrfgSWFZJFaAJybbp8D3FJUPkNSb0ljgfHAY90VqHWfp5+GCROcLFrjKUIsa1kN\nq/0Q8Fngw5KekPS4pI8CVwAfkbQMOAm4HCAilgDzgSXArcAsVyOqk5uj2uYpQixrmXyOi4gHgbYW\n3vyTNo65DLisbEFZLjhhtG3KFLjttqyjsFqW+Sgps2JOGG3zSCnLmqcGsdyISDq8n3oq6eC1dyss\nprR+PeyxR9bRWLXJe6e32busXZvMm/S+92UdST55MSXLmhOG5YYXTdo9d3xblpwwLDfcf7F77sew\nLDlhWG44YeyeE4ZlyQnDcqOxMWlysbY5YViWfD9tDYiAt96CN99MHps3w9at0KNHckd1z56lbdfV\nla9/Yds2WLo0WffB2rb//skoqUceSRaZ2tXvrGVZnT8eVqTt22HLlmSU3JYtOx/Fz0t9ra393nmn\ntFiqMmF88YvJsMM990y+ttzu6Gs92rrVsAts27bzDX13j82bS9/3zTeTZNG7N/TrB337Jl979Uqu\nuW1bssJdc/Put7dvT34G7U00bb2BFW83N8OwYTBgQPl+xtWgrg7OOgu+9KX2/e6am5Nk39nf0662\nnZBKs21b22/urb3BNzd3/D2reLtPn2RYdlvnuP323cdelfdh/OQn0aks3NZrdXWl/WJaPm9u3v0b\n/datO9/Md/UoZZ/WjumKZBfR/jep1rbben3MGJjmVU7KZvv2zv3edrXd3Jz8fdju1dW1782+V6/u\nGTlYyn1MX+XOAAANqElEQVQYVZkwyvE9RST/FB1JND177v7Nfs89PZzUzLLjhGFmZiXxnd5mZtZl\nnDDMzKwkThhmZlaSikoYkj4q6RlJz0r6RtbxmJnVkopJGJLqgH8DTgEmA5+RNCHbqErT3oXWu4Nj\nKk0eY4J8xuWYSlPJMVVMwgCmAcsjYkVEbAVuAs7IOKaSVPIfSHdyTKXLY1yOqTSVHFMlJYyRwKqi\n56vTMjMz6waVlDDMzCxDFXPjnqSjgDkR8dH0+UVARMQVLfarjG/IzCxnquZOb0k9gGXAScAa4DHg\nMxGxNNPAzMxqRMXMVhsR2yT9BXAnSVPaXCcLM7PuUzE1DDMzy1bVdHrn8aY+SXMlrZW0KOtYCiSN\nknSPpKclNUq6MAcx7SHpUUlPpHF9O+uYCiTVSXpc0oKsYwGQ9JKkp9Kf1WNZxwMgaaCkX0hamv7+\njsxBTAelP6PH068bcvK3Pjv9GS2SdKOk3jmI6avpe8Fu3w+qooaR3tT3LEn/xsvAQmBGRDyTcVzH\nApuAGyIiF4uPShoODI+IJyX1B/4AnJGDn1XfiNic9lU9CHwtIh7MMqY0rr8CDgP2iojpOYjnBeCw\niFiXdSwFkn4K3BcR10nqCfSNiDcyDmuH9P1hNXBkRKza3f5ljGMMcC8wISLekfSfwO8i4oYMY5oM\n/AdwBNAM3Ab8eUS80Nr+1VLDyOVNfRHxAJCbf2yAiHglIp5MtzcBS8nB/SwRsTnd3IPk7zLzn5uk\nUcDHgGuzjqWIyNH/raS9gOMi4jqAiGjOU7JI/QnwfJbJIvUG8A7Qr5BYST7gZmki8GhEbImIbcD9\nwCfa2jk3f3id5Jv6OkDS/sDBwKPZRrKj6ecJ4BWgISKWZB0T8C/A14E8VcMDuEvSQklfyjoYYCzw\nqqTr0uafn0jqk3VQLXya5FN0ptJa4feAlUATsD4i7s42KhYDx0kaJKkvyQek/drauVoShrVT2hx1\nM/DVtKaRqYjYHhGHAKOA4yWdkGU8kj4OrE1rY0ofefChiDiU5B/7/LTZM0s9gUOBH6ZxbQYuyjak\nnST1AqYDv8hBLOOAvwLGACOA/pLOyjKmtCn6CuAu4FbgCWBbW/tXS8JoAkYXPR+Vllkr0urwzcDP\nIuKWrOMpljZn/A44PONQPgRMT/sM/gM4UVJmbc0FEbEm/fq/wK9ImmOztBpYFRH/kz6/mSSB5MWp\nwB/Sn1fWDgcejIjX0+af/wKOyTgmIuK6iDg8IuqB9ST9wa2qloSxEBgvaUw66mAGkItRLeTr02nB\nvwNLIuIHWQcCIGmopIHpdh/gI8CTWcYUERdHxOiIGEfy93RPRJydZUyS+qY1QyT1A04maVLITESs\nBVZJOigtOgnIQ3NiwWfIQXNUahlwlKQ9JYnkZ5X5vWSS9km/jgb+DzCvrX0r5sa9XcnrTX2S5gH1\nwBBJK4FLC52DGcb0IeCzQGPaZxDAxRFxe4ZhvQ+4Pv0nqiOp+fw+w3jyahjwq3T6m57AjRFxZ8Yx\nAVwI3Jg2/7wAfCHjeIAkwZJ0eH8561gAIuKptJb6B5JmnyeAn2QbFQC/lDQY2ArM2tWghaoYVmtm\nZuVXLU1SZmZWZk4YZmZWEicMMzMriROGmZmVxAnDzCwDkv5U0mJJ2yS1ee9KWxMWSrpU0ur0DvvH\nJX20xOsOkLRK0r+2N2YnDDOzMpN0gqSWQ+obSe57uG8Xx40BvgQckk5g2pPkvqCCf46IQ9NHqUPj\nv7Wra+6KE4ZZCdIpvL+Sbr9P0vwuPPf5ks7ZxevTJf1dV13PMvOuexgiYllELGfXN/bubsLC9xyb\nzsv2nXTJgCeL5xyTdBiwL8k9a+3mhGFWmkHALEim54iIT3Xhub8I3LiL138DfDJ9w7DK1e4ZH0qY\nsPAv0qRwbWG2BGBmut+RJFPHfDmdBUPAlcBfdyQWcMIwK9VlwLi0rXi+pEYASedI+pWkOyW9IOkv\nJH0t3e8hSXun+42TdFs6y+x9hak00jvvl0ZEc/r8wrS9+sl0pgAiubv2IZKpQKyCSHpE0uMkU+Sf\nXtTf8JESj9/VhIVXAeMi4mCSWZ6/l5afDJydzuTwKDAYOJDkA8/vIqJQQ2l30vAnFrPSXARMjohD\n03bl3xS9Nplkmvi+wPPAX6f7/TNwNvCvJFNA/FlEPC9pGvAjkrmEjgX+p+hc3wD2j4it6VoTBQuB\n40lmFLUKERFHQdKHAZwTEee18xQ7JixMz1OYsHBeiwkVr2Hn36SACyLiruITSToXOFbSLGAA0EvS\nxoi4uNRgXMMw67x7I2JzRLxKsvDTb9PyRmD/dKLAY4BfpJ/6riaZFwqST45ris71FDBP0md59zTT\nLwP7l+9bsIy19Wm/zQkLlayeWfAJdk5EeQcwq9CEKelASX0i4nMRsX86oeZfk6wEWnKyACcMs66w\npWg7ip5vJ6nF1wHr0pEsh6SPDxQdU/xm8XHg30imCF+oZHnRwj6e+K2KSDpT0irgKOC3km5Ly98n\n6beQTFgIFCYsfIrk76AwYeF30qG2TwInkDRdQdL8tQR4PG06/TFd1JrkJimz0mwkqcZDO9t+I2Kj\npBcl/WlE3AwgaWpELAJWAMPTMgGjI+I+SQ+RrBTXn2SkzPvSfa0CRcR9tBjKGhG/Bn7dyr5rgNOK\nnn8X+G4r+7U63X7a53VJ+mgrnuuB60sMfwfXMMxKkLYhPyhpEfAd2v6031b554CZaWf2YpJV4AAe\nAI5It3sAP5f0FMknyh8UTTU9DfjvTn4bZp3i6c3NMpaOojkyIra28bqAx4EjCqOpzLLgGoZZ9q4h\nWdSqLacDv3SysKy5hmFmZiVxDcPMzErihGFmZiVxwjAzs5I4YZiZWUmcMMzMrCROGGZmVhInDDMz\nK4kThpmZlcQJw8zMSuLZaq1qSNpj4MCBd2/cuPGY7du3+8NQierq6rYPGDDgoQ0bNvxJRGzZ/RFW\nq/xPZVWjb9++3zr66KMP3bRpU11E4Edpj02bNtUdeeSRhw8cOPD706dP75H179Hyy3NJWdXo27fv\nhsWLF+81bty4rEOpOM8//zwHH3zw1hNPPPEvgWsWLFjQ6sy5Vttcw7Cq8dZbbw0YPXp01mFUpDFj\nxvDmm2/2Ao4ETs06HssnJwyrJurZ091yHdGzZ0/S1ob1wAEZh2M55YRhZsW2A72yDsLyyQnDzMxK\n4oRhZmYlccIwqzEeGWkd5YRh1g3Gjh3L5ZdfzuTJkxkyZAgzZ87knXfeAeCaa67hwAMPZOjQoZx5\n5pm88sorAMyZM4cLL7wQgObmZvr37883vvENAN5++2369OnD+vXrAXjkkUf40Ic+xKBBgzjkkEO4\n7777dlz7xBNP5G//9m859thj6devHy+++GJ3futWRZwwzLrJvHnzuOuuu3j++edZtmwZ//iP/8i9\n997LxRdfzM0338yaNWsYPXo0n/70pwE44YQTdrzxL1y4kOHDh3P//fcD8NBDDzFhwgT23ntvmpqa\nOO200/j7v/971q1bx5VXXsknP/lJXnvttR3X/vnPf861117Lxo0bGTNmTPd/81YVnDCsZkhd8+io\nCy64gBEjRrD33ntzySWXMG/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"text/plain": [
"<matplotlib.figure.Figure at 0x111fb48d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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scDzS25rl17+G/fd3sigWPXsmAyYXLco6Eqt0mSQMSX0kTZX0d0kvSTo/Pd5d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\nwjAzs7z8fwYRDGw3WEHVAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x112b8a1d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"washing2 = get_sub(date='2012-06-09', appliance_name='washing')\n",
"begin_timestamp = 18500\n",
"end_timestamp = 18510\n",
"plot_appliance(dataframe=washing2, start=begin_timestamp, end=end_timestamp, variable=\"power\", title=\"2012/6/9\")\n",
"\n",
"washing3 = get_sub(date='2012-06-11', appliance_name='washing')\n",
"begin_timestamp = 38743\n",
"end_timestamp = 38753\n",
"plot_appliance(dataframe=washing3, start=begin_timestamp, end=end_timestamp, variable=\"power\", title=\"2012/6/11\")"
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "tensorflow",
"language": "python",
"name": "tensorflow"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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