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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>NIST Net-Zero - Data Page</title>
<meta name="description" content="NIST Net-Zero data page to find open data and datasets">
<link href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.6/css/bootstrap.min.css" rel="stylesheet" integrity="sha384-1q8mTJOASx8j1Au+a5WDVnPi2lkFfwwEAa8hDDdjZlpLegxhjVME1fgjWPGmkzs7" crossorigin="anonymous">
<link rel="stylesheet" type="text/css" href="https://cdn.datatables.net/1.10.12/css/jquery.dataTables.min.css">
<link href="css/nzertf.css" rel="stylesheet">
<link href="css/cursor.css" rel="stylesheet">
<link href='https://fonts.googleapis.com/css?family=Coda:400,800' rel='stylesheet' type='text/css'>
<link rel="stylesheet" type="text/css" href="css/font-awesome-4.6.3/css/font-awesome.min.css">
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<header>
<div class="navbar navbar-default navbar-fixed-top">
<div class="container">
<div class="navbar-header">
<button type="button" class="navbar-toggle" data-toggle="collapse" data-target=".navbar-collapse">
<span class="icon-bar"></span>
<span class="icon-bar"></span>
<span class="icon-bar"></span>
</button>
<a class="navbar-brand" href="index.html"><img src="img/nist.png" height="25">Engineering Laboratory</a>
</div>
<div class="collapse navbar-collapse parentMenu">
<ul class="nav navbar-nav">
<li class="dropdown"><a class="dropbtn" href="research.html">Research <span class="caret"></span></a>
<div class="dropdown-content">
<a href="research.html#ongoing_research">Ongoing Research at NIST</a>
<a href="research.html#external_research">External Research Efforts</a>
<a href="research.html#potential_research">Potential Research Avenues</a>
</div>
</li>
<li class="dropdown"><a class="dropbtn" href="data.html">Data <span class="caret"></span></a>
<div class="dropdown-content">
<a href="#data_dictionary">Data Dictionary</a>
<a href="#log_revisions">Known Data Gaps and Issues</a>
<a href="#download_data">Download Data</a>
<a href="#data_faq">FAQ</a>
<a href="#data_citation">Citation</a>
</div>
</li>
<li class="dropdown"><a class="dropbtn" href="learn.html">Learn <span class="caret"></span></a>
<div class="dropdown-content">
<a href="learn.html#Data-From-Subsystem">Work with Data from a Subsystem</a>
<a href="learn.html#Data-By-Timestamp">Extract Data by Timestamp</a>
<a href="learn.html#Visualize-Power-Usage">Visualize Aggregate Power Usage</a>
<a href="learn.html#csv_to_json">Convert CSV to JSON</a>
</div>
</li>
<li><a href="https://www.nist.gov/el" target="_blank">About EL</a></li>
</ul>
</div>
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</div>
</div>
</header>
<div class="container">
<div class="row content-row row-offcanvas row-offcanvas-left">
<!-- SIDE NAVBAR -->
<nav class="col-xs-6 col-sm-3 sidebar-offcanvas sidenav-padding" id="side-nav">
<ul id="sidebar" class="nav nav-stacked fixed">
<li><a href="#data_dictionary">Data Dictionary</a></li>
<li><a href="#log_revisions">Known Data Gaps and Issues</a></li>
<li><a href="#download_data">Download Data</a></li>
<li><a href="#data_faq">FAQ</a></li>
<li><a href="#data_citation">Citation</a></li>
</ul>
</nav>
<!-- CONTENT SECTION -->
<div id="data_content" class="col-xs-12 col-sm-9">
<br>
<div>
<p> NIST Engineering Lab’s Net-Zero Energy Residential Test Facility data captures diverse measurements from a high precision lab home that produces as much energy over the course of a year as it uses. It is an extraordinary facility that has sensors and instrumentation on nearly every facet, from energy consumption to comfort. This high resolution, high precision data has allowed NIST and researchers in the home energy and sustainability field to investigate the performance of efficient homes and have formed a basis for conducting home efficiency simulations that allow engineers to better understand how to construct better, energy efficient homes. There are nearly 400 channels of data across 11 subsystems. That means 400 opportunities to find meaningful energy use patterns and create prototypes of home energy monitoring tools and analytics. </p>
<br>
<p> This data is <strong> open and free</strong>. Help us track and preserve net-zero's impact and value through <a href="#data_citation">citation:</p></a>
</div>
<div id="data_dictionary">
<h2>Data Dictionary</h2>
<div class="row">
<div class="hidden-xs col-md-4 col-lg-4">
<a href="https://s3.amazonaws.com/nist-netzero/NZERTF-Data-Dictionary.docx"><img src="./img/NIST-LEED.jpeg" alt="Net-Zero house in Gaithersburg, MD"></a>
</div>
<!-- Photo is credited to : http://www.everydaygreendc.com/wp-content/uploads/2012/11/NIST-LEED-Homes-Platinum.jpeg
-->
<div class="col-xs-12 col-md-8 col-lg-8">
<p>In 2012, the National Institute of Standards and Technology (NIST) completed construction of the Net-Zero Energy Residential Test Facility, a testbed designed as a single family house to develop measurement science for assessing equipment and strategies for achieving energy efficient homes with good indoor environmental quality (Pettit et al. 2014). After extensive instrumentation and planning, NIST began a one-year test period on July 1, 2013 to assess whether the building could achieve net-zero operation, meaning that the amount of energy consumed by the home over the course of a year would be less than that generated by the photovoltaic (PV) system located on the roof of the facility. The house was operated in an all-electric configuration with a simulated family of four that carried out all activities that would be expected in a typical American household.</p>
<p>NIST, in conjunction with the U.S. Department of Commerce Data Service, is making available data from the operation of the facility during these test phases. The purpose of this document is to describe the configuration of the house along with the contents of each data channel that is reported.</p>
<p>Data were recorded on a minutely basis from a range of sensors that monitored electricity usage, equipment performance, indoor conditions, and outdoor conditions. Data indicate whether or not loads are activated and the amount of heat that those loads are introducing into the space. While every effort has been made to minimize disruptions in data flow, there were times during the test phase when data are not available or particular subsystems within the house are not operating properly. A <a href="https://s3.amazonaws.com/nist-netzero/Log_NZERTF_Year2_ForDataRelease.xls">log of such instances</a> are maintained on the website where the data can be accessed.</p>
<p><a href="https://s3.amazonaws.com/nist-netzero/NZERTF-Data-Dictionary.docx">Download the data dictionary.</a></p>
<p>For a complete list of variables in the dataset please download <a href="https://s3.amazonaws.com/nist-netzero/2015-data-files/Metadata-minute.csv">the Metadata CSV file</a>. The Metadata CSV also includes information on the subsystem and where possible: the measurement location, units for measurement, and the min/max values.</p>
</div>
</div>
</div>
<div id="log_revisions">
<h2>Known Data Gaps and Issues</h2>
<h4>February 1, 2015 through January 31, 2016</h4>
<br>
<p>During the one-year test phase of the Net-Zero Energy Residential Test Facility (NZERTF) from February 1, 2015 through January 31, 2016, NIST is aware of several data gaps or operational anomalies that are reflected in the dataset. When data are missing, the data files presented here replace those missing data values with the symbol “NA.” The most common time for missing data falls at the beginning of each day when the data acquisition system was going through a reset that would often last several minutes. Additionally, sensors would occasionally stop working and present erroneous readings. These readings often resulted in a zero value; such readings have not been removed from the data sets. Users should be mindful to be aware of such possibilities.</p>
<p>The table provided here lists the known issues by the main subsystems: <i>General</i>, <i>Solar</i>, <i>Ventilation</i>, <i>Indoor Air Quality (IAQ)</i>, <i>Heat Pump</i>, and <i>Domestic Hot Water (DHW)</i>. For a complete listing please <a href="https://s3.amazonaws.com/nist-netzero/Log_NZERTF_Year2_ForDataRelease.xls">download the complete Log</a>. Some of the key issues are as follows: </p>
<table id="log_revisions_table">
<tr>
<td>
There were several occasions where sampling of the indoor air quality was taking place. Those instances are noted in the IAQ column.
</td>
</tr>
<tr>
<td>
At the beginning of the year-long data collection period, some short term tests were conducted to evaluate the flow measurement in the Heat Recovery Ventilator and to assess the transient response of the facility. These dates are noted in the <i>General</i>, <i>Ventilation</i>, and <i>Heat Pump</i> columns.
</td>
</tr>
<tr>
<td>
Snow cover of the solar panels is recorded in the <i>General</i> and <i>Solar PV</i> Comments column.
</td>
</tr>
<tr>
<td>
An incorrect setting of a valve on the solar thermal water heating system starting on February 19, 2015 and ending on March 17, 2015 caused a long stretch of operation without that system operational.
</td>
</tr>
<tr>
<td>
The heat pump unit was not working for approximately two days starting on May 30, 2015 due to the failure of a relay on the outdoor unit.
</td>
</tr>
<tr>
<td>
Approximately three days of data are missing starting on October 20, 2015 on account of a problem with the data acquisition and control system.
</td>
</tr>
</table>
</div>
<div id="download_data">
<h2>Subsystem Data Downloads (CSV)</h2>
<button type="button" class=" active btn btn-primary btn_CSV">CSV</button>
<button type="button" class="btn btn-primary btn_JSON">JSON</button>
<table class="table table-striped download_data_table" id="download_table">
<thead>
<tr class="data_download_headers">
<th>Subsystem Abbreviation</th>
<th>Subsystem Definition</th>
<th>Data Download (Minute Readings)</th>
<th class="col_not_mobile">File Size</th>
<th class="col_not_mobile">Data Download (Hourly Aggregate)</th>
<th class="col_not_mobile">File Size</th>
</tr>
</thead>
<tbody>
<!-- DHW -->
<tr>
<td>DHW</td>
<td>Domestic Hot Water</td>
<td class="download_button">
<a href="https://s3.amazonaws.com/nist-netzero/2015-data-files/DHW-minute.csv"><div class="button_div mobile_grey_out">CSV</div></a>
</td>
<td class="col_not_mobile minute_file_size_td">292.3 MB</td>
<td class="download_button col_not_mobile">
<a href="https://s3.amazonaws.com/nist-netzero/2015-data-files/DHW-hour.csv"><div class="button_div">CSV</div></a>
</td>
<td class="col_not_mobile hour_file_size_td">5.6 MB</td>
</tr>
<!-- SHW -->
<tr>
<td>SHW</td>
<td>Solar Hot Water</td>
<td class="download_button">
<a href="https://s3.amazonaws.com/nist-netzero/2015-data-files/SHW-minute.csv"><div class="button_div mobile_grey_out">CSV</div></a>
</td>
<td class="col_not_mobile minute_file_size_td">52 MB</td>
<td class="download_button col_not_mobile">
<a href="https://s3.amazonaws.com/nist-netzero/2015-data-files/SHW-hour.csv"><div class="button_div">CSV</div></a>
</td>
<td class="col_not_mobile hour_file_size_td">832.2 KB</td>
</tr>
<!-- Load -->
<tr>
<td>Load</td>
<td>Electrical and Thermal Loads <br> by equipment and people</td>
<td class="download_button">
<a href="https://s3.amazonaws.com/nist-netzero/2015-data-files/Load-minute.csv"><div class="button_div mobile_grey_out">CSV</div></a>
</td>
<td class="col_not_mobile minute_file_size_td">242 MB</td>
<td class="download_button col_not_mobile">
<a href="https://s3.amazonaws.com/nist-netzero/2015-data-files/Load-hour.csv"><div class="button_div">CSV</div></a>
</td>
<td class="col_not_mobile hour">4.6 MB</td>
</tr>
<!-- HVAC -->
<tr>
<td>HVAC</td>
<td>Heating and Cooling System</td>
<td class="download_button">
<a href="https://s3.amazonaws.com/nist-netzero/2015-data-files/HVAC-minute.csv"><div class="button_div mobile_grey_out">CSV</div></a>
</td>
<td class="col_not_mobile minute_file_size_td">64.5 MB</td>
<td class="download_button col_not_mobile">
<a href="https://s3.amazonaws.com/nist-netzero/2015-data-files/HVAC-hour.csv"><div class="button_div">CSV</div></a>
</td>
<td class="col_not_mobile hour_file_size_td">1.3 MB</td>
</tr>
<!-- IndEnv -->
<tr>
<td>IndEnv</td>
<td>Indoor Environment</td>
<td class="download_button">
<a href="https://s3.amazonaws.com/nist-netzero/2015-data-files/IndEnv-minute.csv"><div class="button_div mobile_grey_out">CSV</div></a>
</td>
<td class="col_not_mobile minute_file_size_td">271 MB</td>
<td class="download_button col_not_mobile">
<a href="https://s3.amazonaws.com/nist-netzero/2015-data-files/IndEnv-hour.csv"><div class="button_div">CSV</div></a>
</td>
<td class="col_not_mobile hour_file_size_td">5.1 MB</td>
</tr>
<!-- PV -->
<tr>
<td>PV</td>
<td>Photovoltaic</td>
<td class="download_button">
<a href="https://s3.amazonaws.com/nist-netzero/2015-data-files/PV-minute.csv"><div class="button_div mobile_grey_out">CSV</div></a>
</td>
<td class="col_not_mobile minute_file_size_td">219 MB</td>
<td class="download_button col_not_mobile">
<a href="https://s3.amazonaws.com/nist-netzero/2015-data-files/PV-hour.csv"><div class="button_div">CSV</div></a>
</td>
<td class="col_not_mobile hour_file_size_td">4.1 MB</td>
</tr>
<!-- OutEnv -->
<tr>
<td>OutEnv</td>
<td>Outdoor Environment</td>
<td class="download_button">
<a href="https://s3.amazonaws.com/nist-netzero/2015-data-files/OutEnv-minute.csv"><div class="button_div mobile_grey_out">CSV</div></a>
</td>
<td class="col_not_mobile minute_file_size_td">29.2 MB</td>
<td class="download_button col_not_mobile">
<a href="https://s3.amazonaws.com/nist-netzero/2015-data-files/OutEnv-hour.csv"><div class="button_div">CSV</div></a>
</td>
<td class="col_not_mobile hour_file_size_td">540 KB</td>
</tr>
<!-- Vent -->
<tr>
<td>Vent</td>
<td>Ventilation</td>
<td class="download_button">
<a href="https://s3.amazonaws.com/nist-netzero/2015-data-files/Vent-minute.csv"><div class="button_div mobile_grey_out">CSV</div></a>
</td>
<td class="col_not_mobile minute_file_size_td">110 MB</td>
<td class="download_button col_not_mobile">
<a href="https://s3.amazonaws.com/nist-netzero/2015-data-files/Vent-hour.csv"><div class="button_div">CSV</div></a>
</td>
<td class="col_not_mobile hour_file_size_td">1.9 MB</td>
</tr>
<!-- Elec -->
<tr>
<td>Elec</td>
<td>Electrical</td>
<td class="download_button">
<a href="https://s3.amazonaws.com/nist-netzero/2015-data-files/Elec-minute.csv"><div class="button_div mobile_grey_out">CSV</div></a>
</td>
<td class="col_not_mobile minute_file_size_td">502 MB</td>
<td class="download_button col_not_mobile">
<a href="https://s3.amazonaws.com/nist-netzero/2015-data-files/Elec-hour.csv"><div class="button_div">CSV</div></a>
</td>
<td class="col_not_mobile hour_file_size_td">9 MB</td>
<!-- Metadata -->
<tr>
<td>Metadata</td>
<td>Subsystem Info, Measurement Location & Units, Min/Max Values</td>
<td class="download_button">
<a href="https://s3.amazonaws.com/nist-netzero/2015-data-files/Metadata-minute.csv"><div class="button_div mobile_grey_out">CSV</div></a>
</td>
<td class="col_not_mobile minute_file_size_td">67 KB</td>
<td class="download_button col_not_mobile">
<a href="https://s3.amazonaws.com/nist-netzero/2015-data-files/Metadata-hour.csv"><div class="button_div">CSV</div></a>
</td>
<td class="col_not_mobile hour_file_size_td">67 KB</td>
</tr>
<!-- All Subsystems -->
<tr>
<td>All Subsystems</td>
<td>All Subsystem Data</td>
<td class="download_button">
<a href="https://s3.amazonaws.com/nist-netzero/2015-data-files/All-Subsystems-minute.csv"><div class="button_div mobile_grey_out">CSV</div></a>
</td>
<td class="col_not_mobile minute_file_size_td">1.5 GB</td>
<td class="download_button col_not_mobile">
<a href="https://s3.amazonaws.com/nist-netzero/2015-data-files/All-Subsystems-hour.csv"><div class="button_div">CSV</div></a>
</td>
<td class="col_not_mobile hour_file_size_td">31.9 MB</td>
</tr>
<!-- <tr>
</tr> -->
</tbody>
</table>
</div>
<div id="data_faq">
<h2>FAQ</h2>
<div class="panel-group" id="accordion" aria-multiselectable="true">
<div class="panel panel-default">
<div class="panel-heading" id="heading1">
<h4 class="panel-title">
<a href="#" role="button" data-toggle="collapse" data-parent="#accordion" aria-expanded="true" data-target="#question1">So, what is the Net-Zero Energy Residential Test Facility?
</a>
</h4>
</div>
<div id="question1" class="panel-collapse collapse in" role="tabpanel" aria-labelledby="heading1">
<div class="panel-body">
The Net-Zero Energy Residential Test Facility is a testbed on the campus of the National Institute of Standards of Technology in Gaithersburg, MD designed as a single family house to develop measurement science for assessing equipment and strategies for achieving energy efficient homes with good indoor environmental quality. Check out <a href="https://www.youtube.com/watch?v=xSzu83fyQaQ&feature=youtu.be">this video</a>.
</div>
</div>
<div class="panel-heading" id="heading2">
<h4 class="panel-title">
<a href="#" role="button" data-toggle="collapse" data-parent="#accordion" aria-expanded="true" data-target="#question2">What is a subsystem?
</a>
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A subsystem describes a key set of equipment and sensors that either provide an expected service to occupants of a home (e.g., heating, cooling, hot water, lighting, etc.), monitor particular conditions in and around the house, or enable the conduct of experiments. The NZERTF data set is split into the following subsystems:
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<p><i>DHW</i>: Domestic Hot Water – system to make and deliver hot water in the facility, including flow rates and temperature of those end uses. Also describes the back-up water heater and the use of cold water.</p>
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<p><i>SHW</i>: Solar Hot Water – solar water heating system.</p>
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<p><i>HVAC</i>: Space Heating and Cooling System (the “V” stands for ventilation, but that function has its own subsystem).</p>
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<p><i>Load</i>: Electrical and Thermal Loads that simulate the presence and actions of the virtual occupants in the home.</p>
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<p><i>IndEnv</i>: Indoor Environment – Measurement system that captures temperatures and relative humidities throughout the home. </p>
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<p><i>PV</i>: Photovoltaic system, including the array and inverters. </p>
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<p><i>OutEnv</i>: Outdoor Environment – Measurement system that captures ambient temperature, solar radiation, and wind conditions at the NZERTF.</p>
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<p><i>Vent</i>: Ventilation – system to deliver outdoor air into the house and to simultaneously exhaust stale indoor air from the home. </p>
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<p><i>Elec</i>: Electrical – system to monitor each electrical circuit in the home.</p>
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</ul>
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<a href="#" role="button" data-toggle="collapse" data-parent="#accordion" aria-expanded="true" data-target="#question3">What are channels?
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A channel is a data stream from a single sensor.
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<a href="#" role="button" data-toggle="collapse" data-parent="#accordion" aria-expanded="true" data-target="#question4">Why does the data start on Feb 1st, 2015? Is there older data?
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To date, there have been two complete years of data collection. The data presented in the database are for the second year, which started on February 1, 2015. The first year of data collection occurred between July 1, 2013 and June 30, 2014. NIST is releasing the second year first because there are a larger number of operational anomalies in the first year’s data. It is expected that the first year data will be released at a later date.
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<a href="#" role="button" data-toggle="collapse" data-parent="#accordion" aria-expanded="true" data-target="#question5">Where can I find out more about the building and instrumentation?
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NIST maintains a website with links to all publications emerging from the project at <a href="https://www.nist.gov/el/net-zero-energy-residential-test-facility">https://www.nist.gov/el/net-zero-energy-residential-test-facility</a> Among this information, details on the instrumentation are provided by Davis, et al (2014): <a href="https://www.nist.gov/node/560101?pub_id=917208">https://www.nist.gov/node/560101?pub_id=917208</a>. Additionally, the <a href="https://s3.amazonaws.com/nist-netzero/NZERTF-Data-Dictionary.docx">Data Dictionary document</a> on the database website provides the building characteristics in accordance with the Department of Energy’s Building Energy Performance Taxonomy, Version 2.1.
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<a href="#" role="button" data-toggle="collapse" data-parent="#accordion" aria-expanded="true" data-target="#question6">Where can I get a description of the channels?
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The <a href="https://s3.amazonaws.com/nist-netzero/NZERTF-Data-Dictionary.docx">Data Dictionary</a> document on the database website provides a description of each data channel. This data dictionary also includes the primary subsystem to which the channel belongs, the location of each sensor, and the units of the values provided by each channel.
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<a href="#" role="button" data-toggle="collapse" data-parent="#accordion" aria-expanded="true" data-target="#question7">How can I pull this data?
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The full year of data, in both hourly aggregate and minute readings, can be downloaded from this website in CSV or JSON format by visiting the <a href="#download_data">Download Data</a> table and selecting a subsystem of interest.
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<a href="#" role="button" data-toggle="collapse" data-parent="#accordion" aria-expanded="true" data-target="#question8">What variables should I expect in the dataset?
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The dataset includes a wide assortment of variables collected on a minutely basis that describe the energy and thermal comfort performance of the home along with the experimental conditions. Among these variables are:
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<p>Temperatures and relative humidity in different rooms of the house. </p>
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<p>Temperature, wind conditions, and solar insolation on the main roof and porch roof of the house.</p>
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<p>Electrical power and accumulated energy over the course of the day for each circuit in the house. Circuits have been arranged so energy consumption by particular devices can be easily identified.</p>
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<p>Temperatures in and out of the heat pump unit and heat recovery ventilator.</p>
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<p>Flags that indicate what appliance, plug load, faucet, or virtual occupant is active at any minute of the day.</p>
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<p>Temperatures of water at fixtures and the water heaters. </p>
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<p>Flow rate and cumulative water consumption at particular fixtures.</p>
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<p>Energy production of the photovoltaic system.</p>
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<a href="#" role="button" data-toggle="collapse" data-parent="#accordion" aria-expanded="true" data-target="#question9">How do I validate my data download?
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Use <a href="data/hashes.csv">this file</a> of hashes for integrity checking.
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<a href="#" role="button" data-toggle="collapse" data-parent="#accordion" aria-expanded="true" data-target="#question10">Why doesn’t every day have 1440 minutes of data?
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The data acquisition system was set up to perform a reset at midnight of each day for stability purposes. This reset could last several minutes, so data points are often missing around midnight.
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<a href="#" role="button" data-toggle="collapse" data-parent="#accordion" aria-expanded="true" data-target="#question11">Why are there spikes/gaps in the data?
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With any experiment, occasional glitches in data acquisition result in data points that may not properly capture conditions. Key gaps in data acquisition, problems with particular equipment, or temporary modifications to the standard operating schedule are noted in the “Known Data Gaps” section of the website.
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The data are being released without filtering. Users are encouraged to apply their own criteria for removing data from the data set that are thought to be extraneous.
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<a href="#" role="button" data-toggle="collapse" data-parent="#accordion" aria-expanded="true" data-target="#question12">How do I know what activities are being emulated at a particular time in the house?
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The publication by Omar and Bushby (2013) <a href="https://www.nist.gov/node/575761?pub_id=914650">https://www.nist.gov/node/575761?pub_id=914650</a> describes the emulation of the virtual family in the home during the year. The 4-person family follows a weekly schedule throughout the year.
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The status of particular devices is available in the <i>Loads</i> subsystem of the dataset. Channels that begin with the word “Status?” flag whether particular devices are on or off at a particular minute.
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<a href="#" role="button" data-toggle="collapse" data-parent="#accordion" aria-expanded="true" data-target="#question13">What's the difference between the Minute Readings and Hourly Aggregate files?
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The data acquisition system collects data every minute. These granular readings are available in the data files with minute readings. Since these files can become large quickly, we aggregated these readings into hourly values to make them more manageable.
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The readings were aggregated differently based on the data type. Temperatures were averaged over the hour, the last reading of the hour was used for cumulative energy consumption, and solar insolation was summed over the hour. The aggregation method used for each variable is defined in the Metadata.
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<div id="data_citation">
<h2>NIST Net-Zero Citation</h2>
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<p id="data_citation_text">Healy, William, A. Hunter Fanney, Brian Dougherty, W. Vance Payne, Tania Ullah, Lisa Ng, and Farhad Omar. “Net Zero Energy Residential Test Facility Instrumented Data; Year 2,” January 2017. doi: <a href="https://doi.org/10.18434/T46W2X">https://doi.org/10.18434/T46W2X</a></p>
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