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<title-group>
<title>U.S. Geological Survey Scientific Investigations Report</title>
<alt-title alt-title-type="pub-short-title">Scientific Investigations Report</alt-title>
<alt-title alt-title-type="pub-acronym-title">SIR</alt-title>
</title-group>
<contrib-group>
<contrib>
<aff><institution>U.S. Department of the Interior</institution></aff></contrib>
<contrib>
<aff><institution>U.S. Geological Survey</institution></aff></contrib>
</contrib-group><issn publication-format="print">2328-031X</issn><issn publication-format="online">2328-0328</issn>
</collection-meta>
<book-meta>
<book-id book-id-type="publisher-id">2026-5003</book-id>
<book-id book-id-type="doi">10.3133/sir20265003</book-id><book-title-group><book-title>Historical Ice Jams and Associated Environmental Conditions on Osoyoos Lake</book-title>
<alt-title alt-title-type="sentence-case">Historical ice jams and associated environmental conditions on Osoyoos Lake</alt-title>
<alt-title alt-title-type="running-head">Historical Ice Jams and Associated Environmental Conditions on Osoyoos Lake</alt-title></book-title-group>
<contrib-group content-type="collaborator">
<contrib><collab>Prepared in cooperation with the International Osoyoos Lake Board of Control</collab></contrib>
</contrib-group>
<contrib-group content-type="program-note">
<contrib><collab>Water Availability and Use Science Program</collab></contrib>
</contrib-group>
<contrib-group content-type="authors">
<contrib contrib-type="author"><string-name><x>By</x><x> </x><given-names>Nicholas A.</given-names><x> </x><surname>Sutfin</surname></string-name><x> and </x></contrib>
<contrib contrib-type="author"><string-name><given-names>Stephen J.</given-names><x> </x><surname>Breen</surname></string-name></contrib>
</contrib-group>
<pub-date date-type="pub">
<year>2026</year></pub-date><book-volume-number/>
<publisher>
<publisher-name>U.S. Geological Survey</publisher-name>
<publisher-loc>Reston, Virginia</publisher-loc>
</publisher>
<edition/>
<abstract>
<title>Abstract</title>
<p>Ice jams occur regularly at the southern outlet of Osoyoos&#x00A0;Lake, which spans the border between the State of Washington and British Columbia, Canada. In recent winters, ice jams caused (1)&#x00A0;decreases in downstream discharge that may adversely affect salmon spawning habitat and (2)&#x00A0;short-duration lake-level rise that can interfere with lake level management agreements. In response, water managers sought to understand the environmental conditions associated with the historical ice-jam occurrences on Osoyoos&#x00A0;Lake. Researchers compiled datasets of discharge, lake level, and air temperature from four meteorological and three hydrologic stations near Oroville, Washington, to determine &#x201C;ice-jam&#x201D; or &#x201C;non-ice-jam&#x201D; days from 1942 to 2024.</p>
<p>After confirming known ice jams since 1994 using Landsat&#x00A0;8&#x2013;9 and Sentinel&#x2013;2 satellite imagery along with discharge, lake level, and air temperature data, researchers designated ice-jam days. They conducted statistical analyses to examine environmental conditions associated with ice-jam occurrences on Osoyoos Lake. Statistical tests indicated significant differences in wind speed, wind direction, and air temperature between ice-jam and non-ice-jam days. A linear discriminant-analysis model correctly predicted 12 of 13 historical ice-jam days since 1994 and determined that ice jams are more likely under westerly and northwesterly winds near or above 10&#x00A0;kilometers per hour&#x00A0;(km/h) and minimum temperatures near or below &#x2013;9.4 degrees Celsius&#x00A0;(&#x00B0;C). An analysis of historical discharge suggests that ice jams have occurred since at least the 1940s, but 13 ice jam days occurred in the past decade&#x00A0;(2014&#x2013;2024), exceeding any previous decade. The&#x00A0;daily minimum air temperature in the Osoyoos&#x00A0;Lake region has increased at a rate of 0.021&#x00A0;&#x00B0;C per year since the 1940s, but ice jams usually occur in winters with colder average temperatures.</p></abstract>
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<notes notes-type="further-information">
<p>For more information on the USGS&#x2014;the Federal source for science about the Earth, its natural and living resources, natural hazards, and the environment&#x2014;visit <ext-link>https://www.usgs.gov</ext-link>.</p></notes>
<notes notes-type="overview">
<p>For an overview of USGS information products, including maps, imagery, and publications, visit <ext-link>https://store.usgs.gov/</ext-link> or contact the store at 1&#x2013;888&#x2013;275&#x2013;8747.</p></notes>
<notes notes-type="disclaimer">
<p>Any use of trade, firm, or product names is for descriptive purposes only and does not imply endorsement by the U.S. Government.</p></notes>
<notes notes-type="permissions">
<p>Although this information product, for the most part, is in the public domain, it also may contain copyrighted materials as noted in the text. Permission to reproduce <ext-link ext-link-type="uri" xlink:href="https://www.usgs.gov/survey-manual/11006-use-copyrighted-material-usgs-information-products">copyrighted items</ext-link> must be secured from the copyright owner.</p></notes>
</book-meta>
<front-matter>
<front-matter-part>
<named-book-part-body>
<fig fig-type="cover"><caption><p><bold>Cover image.</bold>&#x2002;Sentinel&#x2013;2 satellite photographs of Osoyoos Lake&#x00A0;(<xref ref-type="bibr" rid="r-1-23">Sinergise Solutions d.o.o., 2024</xref>) from February&#x00A0;12,&#x00A0;2018&#x00A0;(right) and March&#x00A0;5,&#x00A0;2022&#x00A0;(left) that show differences in lake&#x2011;ice conditions that may influence ice&#x2011;jam formation at the lake&#x2019;s southern outlet. The&#x00A0;2022 image, which displays snow within potential ice cracks across much of the lake, shows an open outlet typical of non&#x2013;ice&#x2011;jam conditions. In contrast, the 2018 image depicts a frozen outlet consistent with the early stages of an ice jam, although conditions did not persist long enough to meet the report&#x2019;s criteria for an ice jam. When ice jams are present, available satellite imagery generally shows a frozen, obstructed outlet and a lake that is often not fully ice&#x2011;covered. Additional imagery is provided in <xref ref-type="fig" rid="fig04">figure&#x00A0;4</xref> and <xref ref-type="app" rid="a1">appendix&#x00A0;1</xref> of this report.</p></caption><graphic xlink:href="Cover_Image"/></fig>
<fig id="figa" position="float" fig-type="figure"><long-desc>Osoyoos Lake and surrounding land features are shown in both photographs.</long-desc><graphic xlink:href="tac25-1587_figa"/></fig>
</named-book-part-body>
</front-matter-part>
<ack>
<title>Acknowledgments</title>
<p>The authors thank the International Joint&#x00A0;Commission and the International Osoyoos&#x00A0;Lake Board of Control for initiating this study and for their support during the project.</p>
</ack>
<front-matter-part book-part-type="Conversion-Factors">
<book-part-meta>
<title-group>
<title>Conversion Factors</title>
</title-group>
</book-part-meta>
<named-book-part-body>
<table-wrap id="ta" position="float"><caption><title>International System of Units to U.S. customary units</title></caption>
<table rules="groups">
<col width="44.73%"/>
<col width="19.49%"/>
<col width="35.78%"/>
<thead>
<tr>
<td valign="top" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Multiply</td>
<td valign="top" align="char" char="." scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">By</td>
<td valign="top" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">To obtain</td>
</tr>
</thead>
<tbody>
<tr>
<th colspan="3" valign="top" align="char" char="." style="border-top: solid 0.50pt; border-bottom: solid 0.50pt" scope="col">Length</th>
</tr>
<tr>
<td valign="top" align="left" style="border-top: solid 0.50pt" scope="row">centimeter (cm)</td>
<td valign="top" align="char" char="." style="border-top: solid 0.50pt">0.3937</td>
<td valign="top" align="left" style="border-top: solid 0.50pt">inch (in.)</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">kilometer (km)</td>
<td valign="top" align="char" char=".">0.6214</td>
<td valign="top" align="left">mile (mi)</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">kilometer (km)</td>
<td valign="top" align="char" char=".">0.5400</td>
<td valign="top" align="left">mile, nautical (nmi)</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">meter (m)</td>
<td valign="top" align="char" char=".">3.281</td>
<td valign="top" align="left">foot (ft)</td>
</tr>
<tr>
<td valign="top" align="left" style="border-bottom: solid 0.50pt" scope="row">meter (m)</td>
<td valign="top" align="char" char="." style="border-bottom: solid 0.50pt">1.094</td>
<td valign="top" align="left" style="border-bottom: solid 0.50pt">yard (yd)</td>
</tr>
<tr>
<th colspan="3" valign="top" align="center" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt" scope="col">Speed</th>
</tr>
<tr>
<td valign="top" align="left" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt" scope="row">kilometer per hour</td>
<td valign="top" align="char" char="." style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">0.6214</td>
<td valign="top" align="left" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">mile per hour (mi/h)</td>
</tr>
<tr>
<th colspan="3" valign="top" align="center" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt" scope="col">Flow rate</th>
</tr>
<tr>
<td valign="top" align="left" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt" scope="row">cubic meter per second (m<sup>3</sup>/s)</td>
<td valign="top" align="char" char="." style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">35.3147</td>
<td valign="top" align="left" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">cubic foot per second (ft<sup>3</sup>/s)</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Temperature in degrees Celsius (&#x00B0;C) may be converted to degrees Fahrenheit (&#x00B0;F) as follows: &#x00B0;F=(1.8 &#x00D7; &#x00B0;C) + 32.</p>
</named-book-part-body>
</front-matter-part>
<front-matter-part book-part-type="Datums">
<book-part-meta>
<title-group>
<title>Datums</title>
</title-group>
</book-part-meta>
<named-book-part-body>
<p>Horizontal coordinate information is referenced to the North&#x00A0;American Datum of 1983&#x00A0;(NAD&#x00A0;83).</p>
<p>Vertical coordinate information is referenced to the National&#x00A0;Geodetic Vertical Datum of 1929&#x00A0;(NGVD&#x00A0;29).</p>
</named-book-part-body>
</front-matter-part>
<glossary content-type="Abbreviations"><title>Abbreviations</title>
<def-list><def-item><term>&#x00B0;C</term>
<def>
<p>degree Celsius</p></def></def-item><def-item><term>cm</term>
<def>
<p>centimeter</p></def></def-item><def-item><term>ECCC</term>
<def>
<p>Environment and Climate Change Canada</p></def></def-item><def-item><term>EPA</term>
<def>
<p>[U.S.] Environmental Protection Agency</p></def></def-item><def-item><term>IJC</term>
<def>
<p>International Joint Commission</p></def></def-item><def-item><term>km</term>
<def>
<p>kilometer</p></def></def-item><def-item><term>km/h</term>
<def>
<p>kilometer per hour</p></def></def-item><def-item><term>LDA</term>
<def>
<p>linear discriminant analysis</p></def></def-item><def-item><term>m</term>
<def>
<p>meter</p></def></def-item><def-item><term>m<sup>3</sup>/s</term>
<def>
<p>cubic meter per second</p></def></def-item><def-item><term>NAD 27</term>
<def>
<p>North American Datum of 1927</p></def></def-item><def-item><term>NAD 83</term>
<def>
<p>North American Datum of 1983</p></def></def-item><def-item><term>NCEI</term>
<def>
<p>National Centers for Environmental Information</p></def></def-item><def-item><term>NGVD 29</term>
<def>
<p>National Geodetic Vertical Datum of 1929</p></def></def-item><def-item><term>OLO&#x2013;WA</term>
<def>
<p>Osoyoos Lake near Oroville, Washington, U.S.&#x00A0;Geological Survey (USGS) gaging station (USGS&#x00A0;12439000)</p></def></def-item><def-item><term>ORO&#x2013;WA</term>
<def>
<p>Okanogan River at Oroville, Washington, U.S.&#x00A0;Geological Survey (USGS) gaging station (USGS&#x00A0;12439500)</p></def></def-item><def-item><term>p</term>
<def>
<p>probability value</p></def></def-item><def-item><term>PCA</term>
<def>
<p>principal component analysis</p></def></def-item><def-item><term>RMSE</term>
<def>
<p>root mean square error</p></def></def-item><def-item><term>r<sub>s</sub></term>
<def>
<p>Spearman correlation</p></def></def-item><def-item><term>USGS</term>
<def>
<p>U.S. Geological Survey</p></def></def-item><def-item><term>Wash.</term>
<def>
<p>Washington</p></def></def-item>
</def-list>
</glossary>
</front-matter>
<book-body>
<book-part>
<body>
<sec>
<title>Introduction</title>
<p>Ice jams on rivers and lakes are a common phenomenon in cold regions and can cause sudden, unexpected flooding upstream and a reduction in flow downstream&#x00A0;(<xref ref-type="bibr" rid="r-1-3">Beltaos, 2000</xref>; <xref ref-type="bibr" rid="r-1-4">Beltaos, 2008</xref>; <xref ref-type="bibr" rid="r-1-22">Rokaya and others, 2018</xref>). Ice jams can occur during ice freeze-up in early to mid-winter when newly formed frazil ice particles are carried downstream or during ice break-ups when larger ice fragments pile up to form flow barriers&#x00A0;(<xref ref-type="bibr" rid="r-1-5">Beltaos and Prowse, 2001</xref>). In temperate regions with intermittent ice cover, freeze-up and break-up ice jams can occur throughout the cold season and are particularly challenging to predict and manage&#x00A0;(<xref ref-type="bibr" rid="r-1-31">White, 1996</xref>; <xref ref-type="bibr" rid="r-1-14">Huokuna and others, 2022</xref>). In addition to air temperature, wind conditions may also affect ice-jam formation by transporting ice across the lake surface or preventing the formation of a stable ice sheet&#x00A0;(<xref ref-type="bibr" rid="r-1-11">Gilbert and Glew, 1986</xref>).</p>
<p>Osoyoos Lake is a run-of-the-river lake (a lake with through-flow that behaves hydrologically like a river reach) that spans the border between the United States and Canada in central Washington State and the southern part of British Columbia, respectively. In recent years, significant ice jams occurred at the southern outlet of the lake, near Oroville, Washington&#x00A0;(Wash.), causing adverse effects. One such effect is elevated lake levels that can encroach on lakeside residences and interfere with lake level management agreements in Canada and the United States. Another concern of the International Osoyoos Lake Board of Control is sharp reductions in the downstream discharge of the Okanogan River that could dewater&#x00A0;(drying of the channel) salmon spawning habitat and decrease water temperatures below tolerable thresholds, which has been observed on the Columbia River&#x00A0;(<xref ref-type="bibr" rid="r-1-12">Harnish and others, 2014</xref>).</p>
<p>Rapid reductions in streamflow caused by ice jams have adversely affected fish spawning and rearing habitat for fish species in other fluvial systems&#x00A0;(<xref ref-type="bibr" rid="r-1-2">Becker and others, 1983</xref>; <xref ref-type="bibr" rid="r-1-13">Heggenes and others, 2018</xref>). Dewatering of the main channel or side channels can result in fish and egg mortality. While earlier stages of development in Chinook salmon&#x00A0;(<italic>Oncorhynchus tshawytscha</italic>) eggs have shown tolerance for dewatering for several days, earlier stages of the alevin phases are highly susceptible to much shorter periods of dewatering. Chinook salmon eleutheroembryos and preemergent alevin experienced near total mortality after 48 hours and 6 hours of dewatering, respectively&#x00A0;(<xref ref-type="bibr" rid="r-1-2">Becker and others, 1983</xref>). However, other studies show that dewatering during winter months can cause the freezing of disconnected spawning habitat and fish mortality&#x00A0;(<xref ref-type="bibr" rid="r-1-13">Heggenes and others, 2018</xref>).</p>
<p>Substantial ice jams can block the outlet of Osoyoos Lake and reduce discharge in the Okanogan River, which is the most important criterion for Osoyoos Lake management&#x00A0;(<xref ref-type="bibr" rid="r-1-17">Josephy and others,&#x00A0;2011</xref>; International Joint Commission&#x00A0;<xref ref-type="bibr" rid="r-1-15">[IJC],&#x00A0;2013</xref>). These ice jams compromise the ability to abide by instream flow requirements for fisheries and the IJC Supplementary Order of Approval for the operation of Zosel Dam in Washington&#x00A0;(<xref ref-type="bibr" rid="r-1-15">IJC,&#x00A0;2013</xref>).</p>
<p>Local water managers and residents seek to understand the frequency and environmental causes of historical occurrences of ice jams on Osoyoos Lake to determine if occurrences are increasing. The&#x00A0;goal of this study is to assess the occurrence and duration of historical ice jams on Osoyoos Lake and examine the environmental conditions under which they occur. Prior studies developed predictive approaches for the development of ice jams on rivers, including temperature thresholds and empirical methods that consider other environmental conditions&#x00A0;(<xref ref-type="bibr" rid="r-1-32">White, 2003</xref>). This report presents a compilation of hydrologic and meteorological data, along with satellite imagery, to identify historical ice jams and better understand conditions associated with their occurrence on Osoyoos Lake. These data were analyzed to identify dates of likely ice jams, environmental conditions during their formation and breakup, and long-term meteorological trends near Osoyoos Lake. This report does not address mitigation strategies, but its findings can inform lake management and support the development of mitigation strategies.</p>
</sec>
<sec>
<title>Geographic Setting</title>
<p>Osoyoos Lake is at an elevation of approximately 274&#x00A0;meters&#x00A0;(m) (National Geodetic Vertical Datum of&#x00A0;1929 [NGVD&#x00A0;29]) in the southern Okanogan Valley (referred to as the Okanagan Valley in Canada), an elongated valley carved by Pleistocene glaciation (<xref ref-type="fig" rid="fig01">fig.&#x00A0;1</xref>). Retreating glaciers left behind a series of glacial-erosion lakes, including Osoyoos Lake. Regional bedrock underlying the lake consists primarily of gneissic granodiorite within a regional plutonic complex&#x00A0;(<xref ref-type="bibr" rid="r-1-7">Daly, 1912</xref>). The&#x00A0;average water depth across central regions of the lake is 15&#x00A0;m, and the lake&#x2019;s deepest point, called the North Basin, is 63&#x00A0;m. The&#x00A0;total surface area of the lake is approximately 23.3 square kilometers. The&#x00A0;lake is a popular recreation destination for swimming, boating, and fishing, and supports a broad ecosystem of fish species, including salmon, trout, and bass. Various species of Pacific salmon are of notable economic and cultural importance in the region, including Chinook salmon&#x00A0;(<italic>Oncorhynchus tshawytscha</italic>) and sockeye salmon&#x00A0;(<italic>Oncorhynchus nerka</italic>).</p>
<fig id="fig01" position="float" fig-type="figure"><label>Figure 1</label><caption><p>A map of the Osoyoos Lake region on the border of the United&#x00A0;States and Canada showing the seven hydrologic monitoring stations and meteorological stations used in this report. Station identification numbers from the U.S.&#x00A0;Geological Survey, the National Oceanic and Atmospheric Administration, and the Government of&#x00A0;Canada are listed in <xref ref-type="table" rid="t01">table&#x00A0;1</xref>.</p><p content-type="toc"><bold>Figure 1</bold>.&#x2002;A map of the Osoyoos Lake region on the border of the United States and Canada showing the seven hydrologic monitoring stations and meteorological stations used in this report</p></caption><long-desc>The entirety of Osoyoos lake is mapped.</long-desc><graphic xlink:href="tac25-1587_fig01"/></fig>
<p>Streamflow enters Osoyoos Lake from the north in British Columbia via the Okanagan River and exits at the southern outlet into the Okanogan River in Washington State, eventually joining the Columbia River system. This flow-through dynamic gives the lake river-like characteristics, including susceptibility to ice jams. There are two engineered structures near the southern outlet where ice jams occur. The&#x00A0;first structure is a set of concrete reinforcements designed to control erosion and channelize portions of the riverbank and lakeshore at the southern outlet&#x00A0;(<xref ref-type="fig" rid="fig01">fig.&#x00A0;1</xref>). The&#x00A0;second structure is Zosel&#x00A0;Dam, a flood control dam on the Okanogan&#x00A0;River&#x00A0;(<xref ref-type="fig" rid="fig01">fig.&#x00A0;1</xref>), approximately 2.6&#x00A0;kilometers&#x00A0;(km) downstream of the lake outlet&#x00A0;(<xref ref-type="bibr" rid="r-1-25">Washington&#x00A0;State Department of Ecology,&#x00A0;2025</xref>). The&#x00A0;Washington State Department of Ecology operates Zosel Dam to regulate the lake level and instream flows in accordance with the IJC&#x00A0;2013 Supplementary Order of Approval&#x00A0;(<xref ref-type="bibr" rid="r-1-15">IJC, 2013</xref>).</p>
</sec>
<sec id="sir20265003.Methods">
<title>Methods</title>
<p>To better understand the environmental factors influencing ice jam formations on Osoyoos Lake, criteria for ice-jam occurrences were defined as follows. When an ice jam occurs, downstream discharge sharply decreases but does not necessarily drop to 0 cubic meters per second (m<sup>3</sup>/s), and persistent ice jams lasting more than 1 day cause the daily mean lake level to rise. An analysis of ice-jam occurrences involved identifying historically verified ice jams based on lake level rises, downstream discharge changes, and air temperature data from four weather stations. These criteria for observed historical ice jams were then verified using satellite imagery. Subsequent analysis included (1)&#x00A0;examining patterns and trends in meteorological and hydrologic conditions associated with ice jams and (2)&#x00A0;applying principal component analysis&#x00A0;(PCA) (for example, <xref ref-type="bibr" rid="r-1-16">Jolliffe and Cadima,&#x00A0;2016</xref>) and linear discriminant analysis&#x00A0;(LDA) (for example, <xref ref-type="bibr" rid="r-1-33">Zhao and others,&#x00A0;2024</xref>) to meteorological data from four weather stations to evaluate factors associated with ice-jam occurrences. Prior studies attempted to use similar statistical approaches to examine the hydrologic and meteorological conditions for predicting ice-jam occurrences (<xref ref-type="bibr" rid="r-1-31">White,&#x00A0;1996</xref>,&#x00A0;<xref ref-type="bibr" rid="r-1-32">2003</xref>).</p>
<sec>
<title>Hydrologic and Meteorological Data Compilation</title>
<p>Collection of discharge data for the Okanogan River at Oroville, Wash., U.S.&#x00A0;Geological Survey&#x00A0;(USGS) gaging station&#x00A0;(USGS&#x00A0;12439500) (<xref ref-type="bibr" rid="r-1-27">USGS, 2024a</xref>) began in 1942&#x00A0;, and the station is herein referred to as ORO&#x2013;WA. Approved discharge records have been available since 1942; additional paper records from before 1942 are archived at the USGS&#x00A0;Upper Columbia Field Office. The&#x00A0;gaging station is located 2.8 km downstream from the outlet of Osoyoos Lake and 0.3-km downstream from Zosel&#x00A0;Dam&#x00A0;(<xref ref-type="fig" rid="fig01">fig.&#x00A0;1</xref>). Discharge data from the USGS&#x00A0;gaging station at Similkameen River near Nighthawk, Wash.&#x00A0;(USGS&#x00A0;12442500) (<xref ref-type="bibr" rid="r-1-29">USGS,&#x00A0;2024c</xref>), which flows into the Okanogan River approximately 4-km downstream of the Osoyoos Lake outlet, were used to examine potential effects on recorded discharge at the ORO&#x2013;WA gaging station caused by high flows on the Similkameen River that can produce backwater effects at ORO&#x2013;WA.</p>
<p>The Osoyoos Lake near Oroville,&#x00A0;Wash., gaging station&#x00A0;(USGS&#x00A0;12439000) (<xref ref-type="bibr" rid="r-1-28">USGS,&#x00A0;2024b</xref>) is located approximately 1.1-km northwest&#x00A0;(upstream) of the lake outlet. Data collection, approval, and publication at USGS&#x00A0;12439000, hereafter referred to as&#x00A0;OLO&#x2013;WA, began in 1965. However, the&#x00A0;USGS began collecting Osoyoos Lake level&#x00A0;(gage height) data at the site in 1928, but these early data were not approved or published. The&#x00A0;Government of Canada published the 1928&#x2013;1965 USGS-collected Osoyoos Lake level data, which are publicly accessible&#x00A0;(<xref ref-type="bibr" rid="r-1-10">Government of Canada,&#x00A0;2025</xref>). Those data were quality assured by comparison with the&#x00A0;USGS archived working record. Researchers resolved discrepancies by removing all data prior to the start of the 1930&#x00A0;water year&#x00A0;(October&#x00A0;1,&#x00A0;1929).</p>
<p>Air temperature data were compiled from four meteorological stations&#x00A0;(<xref ref-type="table" rid="t01">table&#x00A0;1</xref>; <xref ref-type="fig" rid="fig01">fig.&#x00A0;1</xref>), extending the period of available data to 1942. Wind speed and direction data were not available until 1994, after Environment and Climate Change Canada&#x00A0;(ECCC) started operating the Osoyoos&#x00A0;CS meteorological station (<xref ref-type="bibr" rid="r-1-8">Government of Canada,&#x00A0;2024a</xref>).<xref ref-type="fn" rid="fn01"><sup>1</sup></xref>
<fn id="fn01"><label>1</label>
<p>Data collected by Environment and Climate Change&#x00A0;Canada are cited as sourced by the Government of&#x00A0;Canada, as these data are not attributed at the organizational level.</p></fn> The collection of water temperature data began on the Okanogan River in 2005 and on Osoyoos Lake in 2012. A graphical comparison of temporal coverage across all data sources is shown in <xref ref-type="fig" rid="fig02">figure&#x00A0;2</xref>. Data availability constrains the periods for identifying ice-jam occurrences to 1942&#x2013;2024 and the period for investigating the environmental conditions that lead to ice jams to&#x00A0;1994&#x2013;2024.</p>
</sec>
<sec>
<title>Identification of Historical Ice Jams Using Satellite Imagery</title>
<p>All satellite imagery from Landsat 8&#x2013;9&#x00A0;(<xref ref-type="bibr" rid="r-1-30">USGS,&#x00A0;2024d</xref>) and Sentinel&#x2013;2&#x00A0;(<xref ref-type="bibr" rid="r-1-23">Sinergise Solutions&#x00A0;d.o.o.,&#x00A0;2024</xref>) for February&#x00A0;11,&#x00A0;2013&#x2013;March&#x00A0;31,&#x00A0;2024, was examined for visual evidence of ice-jam occurrences and to view ice at various stages of formation and breakup. The&#x00A0;nominal revisit times over Washington&#x00A0;State for Landsat&#x00A0;8&#x2013;9 and Sentinel&#x2013;2 are approximately 8&#x00A0;days and 2&#x2013;3&#x00A0;days, respectively, but winter cloud cover over Osoyoos&#x00A0;Lake severely reduces the number of usable images. A collection of cloud-free available ice images&#x00A0;(<xref ref-type="app" rid="a1">appendix 1</xref>) was compiled for February&#x00A0;11,&#x00A0;2013&#x2013;March 31,&#x00A0;2024, after a thorough review of the online databases&#x00A0;(<xref ref-type="bibr" rid="r-1-23">Sinergise Solutions&#x00A0;d.o.o.,&#x00A0;2024</xref>; <xref ref-type="bibr" rid="r-1-30">USGS,&#x00A0;2024d</xref>). An increase in the resolution of satellite imagery began in 2013 with the launch of Landsat&#x00A0;8&#x2013;9, which enabled visual verification of the occurrence of ice jams and observation of the characteristics of ice. When possible, satellite imagery was used to examine ice morphology on the lake and verify potential ice jams delineated using changes in the discharge rate on the Okanogan&#x00A0;River, the lake level of Osoyoos&#x00A0;Lake, and the air temperature in the area.</p>
</sec>
<sec>
<title>Identification of Historical Ice Jams Using Hydrologic and Meteorological Data</title>
<p>Because the most prominent adverse effect of ice jams on Osoyoos&#x00A0;Lake is a decreased discharge downstream, these data, along with air temperature and lake level, were used to identify days when ice jams occurred. We examined changes in the daily mean and in moving windows of 2-, 3-, and 4-day moving averages to identify periods indicative of persistent ice jams that could cause substantial changes to the lake level and streamflow. Ice-jam occurrences were identified through discharge data from&#x00A0;ORO&#x2013;WA, lake level data at&#x00A0;OLO&#x2013;WA, and air temperature data from four weather stations near Osoyoos&#x00A0;Lake&#x00A0;(<xref ref-type="table" rid="t01">table&#x00A0;1</xref>; <xref ref-type="fig" rid="fig02">fig.&#x00A0;2</xref>).</p>
<p>Additional factors to consider when identifying ice-jam occurrences on Osoyoos Lake include&#x00A0;(1) operational changes in discharge and&#x00A0;(2) the impact of a backwater effect that sometimes results in negative discharge at the&#x00A0;ORO&#x2013;WA gaging station caused by high flows on the Similkameen&#x00A0;River. Air temperature data were used as a first check to filter out decreases in discharges associated with water operational changes because effects on discharges associated with ice jams would not occur when temperatures were above freezing. Because high flows on the Similkameen&#x00A0;River are usually caused by rapid snow melt or heavy rainfall, backwater that may affect flow depth and discharge at&#x00A0;ORO&#x2013;WA is unlikely to occur when it is cold enough that precipitation falls as snow and ice jams form on Osoyoos&#x00A0;Lake. However, discharge data from the Similkameen River near Nighthawk gaging station&#x00A0;(USGS&#x00A0;12442500) were used to verify that the timing of high-flow conditions on the Similkameen River did not coincide with the timing of potential ice jams.</p>
<p>Although the&#x00A0;USGS hydrologic stations&#x00A0;ORO&#x2013;WA and&#x00A0;OLO&#x2013;WA currently collect water temperature data, temperature data collection at&#x00A0;ORO&#x2013;WA began in 2005 and at&#x00A0;OLO&#x2013;WA in 2012. Because this limited period of record restricts the timeframe for analysis, the correlation between water and air temperature as a potential proxy for relative daily mean variations in water temperature was examined. Daily mean air temperature at the Osoyoos&#x00A0;CS meteorological station shows a Spearman correlation&#x00A0;(r<sub>s</sub>) and root mean square error&#x00A0;(RMSE) with (1)&#x00A0;the daily mean water temperature at OLO&#x2013;WA of r<sub>s</sub>=0.93&#x00A0;(probability value [p]&#x00A0;p &lt; 0.0001) and RMSE=0.86 and (2)&#x00A0;the daily mean water temperature at&#x00A0;ORO&#x2013;WA of r<sub>s</sub>=0.93 (p&lt; 0.0001) and RMSE=0.92. Thus, observed relative changes in air temperature were used as a proxy for relative changes in water temperature at this study site.</p>
<p>Ice jams were identified for the period from October&#x00A0;1,&#x00A0;1942, to March&#x00A0;31,&#x00A0;2024, based on available discharge, lake level, and air temperature data. Daily minimum and daily mean air temperature data from the Osoyoos&#x00A0;CS meteorological station, beginning August&#x00A0;1,&#x00A0;1990, when the record began, were used. Daily air temperature data from before August 1,&#x00A0;1990, were taken from Osoyoos West&#x00A0;(<xref ref-type="bibr" rid="r-1-9">Government of Canada,&#x00A0;2024b</xref>), Oroville&#x00A0;(National Centers for Environmental Information&#x00A0;[NCEI],&#x00A0;2024a), and Oroville&#x00A0;3 NW&#x00A0;(<xref ref-type="bibr" rid="r-1-19">NCEI,&#x00A0;2024b</xref>) stations, where only maximum and minimum daily air temperature is continuously provided&#x00A0;(<xref ref-type="table" rid="t01">table&#x00A0;1</xref>;&#x00A0;<xref ref-type="fig" rid="fig01">fig.&#x00A0;1</xref>). A continuous air temperature record for the full period of the discharge data record was assembled using the closest available stations to Oroville&#x00A0;(<xref ref-type="table" rid="t01">table&#x00A0;1</xref>). At stations where daily mean values were unavailable&#x2014;before August&#x00A0;1,&#x00A0;1990&#x2014;the midrange daily value&#x00A0;(mean of the daily maximum and minimum) was used.</p>
<p>Short-lived disruptions in discharge, those on the order of hours, do not tend to cause large changes in the lake level. Lake level changes are also difficult to detect on time spans shorter than a day because hourly variability can be greatly affected by wind and waves. High winds in the region result in high uncertainty in instantaneous 15-minute lake-level data that exceed the 0.01-ft&#x00A0;(0.3-cm) accuracy of measurements. The&#x00A0;2-day averages smooth out daily variability and allow comparisons within the accuracy of the measurements. These criteria exclude ice accumulations that are short-lived or cause smaller discharge decreases, but they also minimize false positives and emphasize the ice jams that are most consequential. Finally, because dewatering for periods less than a day does not pose as large a risk to all fish life stages, unlike multiday periods&#x00A0;(<xref ref-type="bibr" rid="r-1-2">Becker&#x00A0;and others,&#x00A0;1983</xref>), the use of daily values is adequate for the detection of consequential ice jams.</p>
<table-wrap id="t01" position="float"><label>Table 1</label><caption>
<title>Datasets, date ranges, and sources used to identify ice jams and examine associated meteorological conditions for the period covered by the study.</title>
<p content-type="toc"><bold>Table 1.</bold>&#x2003;Datasets, date ranges, and sources used to identify ice jams and examine associated meteorological conditions for the period covered by the study</p>
<p>[Location provides latitude and longitude of the station. Data sources include the U.S.&#x00A0;Geological Survey (USGS), the Government of Canada, and the National Oceanic and Atmospheric Administration (NOAA) National Centers for Environmental Information (NCEI). Dates are formatted as month/day/year. NAD&#x00A0;27, North American Datum of&#x00A0;1927; NAD&#x00A0;83, North&#x00A0;American Datum of&#x00A0;1983; NW, northwest]</p></caption>
<table rules="groups">
<col width="15.04%"/>
<col width="13.97%"/>
<col width="15.13%"/>
<col width="19.44%"/>
<col width="14.46%"/>
<col width="10.98%"/>
<col width="10.98%"/>
<thead>
<tr>
<td valign="top" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt; background-color:rgb(255,255,255)">Station name</td>
<td valign="top" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt; background-color:rgb(255,255,255)">Data source</td>
<td valign="top" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt; background-color:rgb(255,255,255)">Station ID</td>
<td valign="top" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt; background-color:rgb(255,255,255)">Variables</td>
<td valign="top" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt; background-color:rgb(255,255,255)">Latitude,<break/>longitude<break/>(datum)</td>
<td valign="top" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt; background-color:rgb(255,255,255)">Start<break/>date</td>
<td valign="top" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt; background-color:rgb(255,255,255)">End<break/>date</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" style="border-top: solid 0.50pt; background-color:rgb(217,217,217)" scope="row">Okanogan River at Oroville</td>
<td valign="top" align="left" style="border-top: solid 0.50pt; background-color:rgb(217,217,217)"><xref ref-type="bibr" rid="r-1-27">USGS, 2024a</xref></td>
<td valign="top" align="left" style="border-top: solid 0.50pt; background-color:rgb(217,217,217)">USGS 12439500</td>
<td valign="top" align="left" style="border-top: solid 0.50pt; background-color:rgb(217,217,217)">Discharge (daily mean, 15-minute)</td>
<td valign="top" align="char" char="." style="border-top: solid 0.50pt; background-color:rgb(217,217,217)">48.930833,<break/>&#x2013;119.419167<break/>(NAD 27)</td>
<td valign="top" align="left" style="border-top: solid 0.50pt; background-color:rgb(217,217,217)">10/1/1942</td>
<td valign="top" align="left" style="border-top: solid 0.50pt; background-color:rgb(217,217,217)">3/31/2024</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">Similkameen River near Nighthawk</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="r-1-29">USGS, 2024c</xref></td>
<td valign="top" align="left">USGS 12442500</td>
<td valign="top" align="left">Discharge (daily mean, 15-minute)</td>
<td valign="top" align="char" char=".">48.984722,<break/>&#x2013;119.617222<break/>(NAD 27)</td>
<td valign="top" align="left">10/1/1942</td>
<td valign="top" align="left">3/31/2024</td>
</tr>
<tr>
<td valign="top" align="left" style="background-color:rgb(217,217,217)" scope="row">Osoyoos Lake near Oroville</td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)"><xref ref-type="bibr" rid="r-1-28">USGS, 2024b</xref></td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)">USGS 12439000</td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)">Lake level (daily mean)</td>
<td valign="top" align="char" char="." style="background-color:rgb(217,217,217)">48.956667,<break/>&#x2013;119.438333<break/>(NAD 27)</td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)">10/1/1965</td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)">3/31/2024</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">Osoyoos Lake near Oroville</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="r-1-10">Government of Canada, 2025</xref></td>
<td valign="top" align="left">08NM073</td>
<td valign="top" align="left">Lake level (daily mean)</td>
<td valign="top" align="char" char=".">48.956667,<break/>&#x2013;119.438333<break/>(NAD 27)</td>
<td valign="top" align="left">10/1/1942</td>
<td valign="top" align="left">9/30/1965</td>
</tr>
<tr>
<td valign="top" align="left" style="background-color:rgb(217,217,217)" scope="row">Oroville 3 NW</td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)"><xref ref-type="bibr" rid="r-1-19">NCEI, 2024b</xref></td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)">USC00456188</td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)">Air temperature (daily max, daily min)</td>
<td valign="top" align="char" char="." style="background-color:rgb(217,217,217)">48.96669,<break/>&#x2013;119.50000<break/>(NAD 83)</td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)">10/1/1942</td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)">5/3/1960</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">Oroville</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="r-1-18">NCEI, 2024a</xref></td>
<td valign="top" align="left">USC00456187</td>
<td valign="top" align="left">Air temperature (daily max, daily min)</td>
<td valign="top" align="char" char=".">48.93332,<break/>&#x2013;119.43340<break/>(NAD 83)</td>
<td valign="top" align="left">5/4/1960</td>
<td valign="top" align="left">7/26/1968</td>
</tr>
<tr>
<td valign="middle" align="left" style="background-color:rgb(217,217,217)" scope="row">Osoyoos West</td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)"><xref ref-type="bibr" rid="r-1-9">Government of Canada, 2024b</xref></td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)">1125865</td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)">Air temperature (daily max, daily min)</td>
<td valign="top" align="char" char="." style="background-color:rgb(217,217,217)">49.03194,<break/>&#x2013;119.44277<break/>(NAD 83)</td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)">7/27/1968</td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)">7/31/1990</td>
</tr>
<tr>
<td valign="top" align="left" style="border-bottom: solid 0.50pt" scope="row">Osoyoos CS<sup>1</sup></td>
<td valign="top" align="left" style="border-bottom: solid 0.50pt"><xref ref-type="bibr" rid="r-1-8">Government of Canada, 2024a</xref></td>
<td valign="top" align="left" style="border-bottom: solid 0.50pt">1125825</td>
<td valign="top" align="left" style="border-bottom: solid 0.50pt">Air temperature (daily max, daily min, daily mean), wind speed (daily mean), wind direction (daily mean)</td>
<td valign="top" align="char" char="." style="border-bottom: solid 0.50pt">49.02829,<break/>&#x2013;119.44099<break/>(NAD 83)</td>
<td valign="top" align="left" style="border-bottom: solid 0.50pt">8/1/1990<break/>7/17/2012</td>
<td valign="top" align="left" style="border-bottom: solid 0.50pt">1/1/2012<break/>3/31/2024</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t01n1"><label><sup>1</sup></label>
<p>Two date ranges are listed to exclude data removed from the analysis as erroneous because of missing values and wind speeds of&#x00A0;0 listed for the duration.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Absolute change and percent change in daily, 2-, 3-, and 4-day averages of streamflow and lake level data were examined as indicators of ice-jam occurrences using observed ice-jam events verified with satellite imagery. In addition, various thresholds in maximum, mean, and minimum daily air temperature were examined, with the condition that 0&#x00A0;degrees Celsius&#x00A0;(&#x00B0;C) or lower is a minimum requirement for ice-jam formation. The&#x00A0;2-day averages for (1)&#x00A0;the absolute change in the average lake level at&#x00A0;OLO&#x2013;WA, (2)&#x00A0;the percentage of change in streamflow data at&#x00A0;ORO&#x2013;WA, and (3)&#x00A0;the minimum and mean air temperature threshold at Osoyoos&#x00A0;CS or nearby weather stations from October to April each year were identified as the best indicators of verified ice-jam occurrences since 2019. The&#x00A0;examination of daily, 2-, 3-, and 4-day moving averages indicated that averages longer than 2&#x00A0;days diluted the signal of changes in conditions associated with ice jams, whereas daily means produced false positives for ice-jam detection. Ice jams were identified on days when:</p><list id="L1" list-type="order"><list-item><label>(1)</label>
<p>the 2-day moving average daily discharge decreased by more than 15&#x00A0;percent from the previous 2-day average,</p></list-item><list-item><label>(2)</label>
<p>the rate of change in the 2-day average lake level increased by at least 0.6&#x00A0;cm from the previous 2-day average, and</p></list-item><list-item><label>(3)</label>
<p>the 2-day average minimum temperature was less than &#x2013;9.4&#x00A0;&#x00B0;C, or the 2-day average mean temperature was less than &#x2013;3.9&#x00A0;&#x00B0;C, or the 2-day average midrange temperature was less than &#x2013;3.9&#x00A0;&#x00B0;C.</p></list-item></list>
<p>Using these criteria, historical ice-jam days were classified for October&#x00A0;1,&#x00A0;1942&#x2013;March 31,&#x00A0;2024. The&#x00A0;determination of potential ice-jam occurrences was restricted to periods when air temperature, river discharge, and lake level data were all available. Notable gaps in the records for when ice-jam occurrences were not assessed include&#x2014;</p><list id="L2" list-type="bullet"><list-item><label>&#x2022;</label>
<p>December&#x00A0;5,&#x00A0;1964&#x2013;September 30, 1965,</p></list-item><list-item><label>&#x2022;</label>
<p>January 8, 1970&#x2013;February 3, 1970,</p></list-item><list-item><label>&#x2022;</label>
<p>January 7, 1972&#x2013;February 7, 1972,</p></list-item><list-item><label>&#x2022;</label>
<p>February 8, 1990&#x2013;March 27, 1990, and</p></list-item><list-item><label>&#x2022;</label>
<p>October 11, 2001&#x2013;October 16, 2001.</p></list-item></list>
<p>In addition to the above-mentioned criteria, once an ice jam was identified, the following day was considered to have an ice-jam occurrence if (1)&#x00A0;the 2-day average percentage change in discharge was less than or equal&#x00A0;to&#x00A0;0, and (2)&#x00A0;the&#x00A0;2-day average percentage change in lake level was greater than or equal&#x00A0;to&#x00A0;0. These thresholds were selected by identifying known ice jams since&#x00A0;2019 and eliminating the false identification of non-ice-jam days. This conservative approach was appropriate based on the limitations of these data and the effects of Osoyoos&#x00A0;Lake ice jams.</p>
<fig id="fig02" position="float" fig-type="figure"><label>Figure 2</label><caption><p>Range bar chart showing the length of station records for each environmental variable used in this study. The&#x00A0;plot shows the following data ranges: Okanagan&#x00A0;River discharge and Osoyoos&#x00A0;Lake level data from before October&#x00A0;1,&#x00A0;1965&#x00A0;(provided by the Government of&#x00A0;Canada through Environment and Climate Change Canada&#x00A0;[ECCC]), and data from after October&#x00A0;1, 1965&#x00A0;(obtained from the U.S.&#x00A0;Geological Survey National Water Information&#x00A0;System). Dates of daily mean air-temperature data coincide with the start of the Osoyoos&#x00A0;CS weather station record on August&#x00A0;1,&#x00A0;1990. <xref ref-type="table" rid="t01">Table&#x00A0;1</xref> shows the start and end dates of the data used in the analysis of stations and additional details about the data, and appendix <xref ref-type="table" rid="t01.01">table&#x00A0;1.1</xref> lists the start and end dates of records for each station.</p><p content-type="toc"><bold>Figure 2.</bold>&#x2003;Range bar chart showing the length of station records for each environmental variable used in this study</p></caption><long-desc>Horizontal axis covers a range from approximately 1942 to 2025 for 10 data types.</long-desc><graphic xlink:href="tac25-1587_fig02"/></fig>
</sec>
<sec>
<title>Environmental Factors Influencing Ice-Jam Occurrences</title>
<p>To examine environmental factors associated with ice-jam occurrences on Osoyoos Lake, we relied primarily on data from the&#x00A0;ECCC climate&#x00A0;station, Osoyoos&#x00A0;CS. Historical records for wind speed and direction were available for&#x00A0;1994 through&#x00A0;2024. Because reliable wind data were unavailable before&#x00A0;1994, the analysis was limited to March&#x00A0;1,&#x00A0;1994, through March&#x00A0;31,&#x00A0;2024, covering October&#x2013;April of each water year&#x00A0;(<xref ref-type="table" rid="t01">table 1</xref>). Wind data for January&#x00A0;1,&#x00A0;2012, through July&#x00A0;17,&#x00A0;2012, were considered erroneous because of missing values, and all other wind speed and direction values from that period were listed as&#x00A0;0. For this reason, and because no days during that period were classified as ice-jam days, those dates were removed from the analysis.</p>
<p>Daily averages and 2-, 3-, and 4-day moving averages for wind direction, wind speed, minimum air temperature, and mean&#x00A0;(midrange was used when daily mean was unavailable) air temperature were calculated and examined for trends associated with ice jams on Osoyoos&#x00A0;Lake to assess the potential for predicting ice-jam occurrence. Averages were not calculated for days with missing data or nonconsecutive dates, and observations for those days were removed prior to additional analyses.</p>
<p>Various statistical methods were used to examine differences in air temperature and wind conditions associated with ice-jam and non-ice-jam days. A permutational multivariate analysis of variance&#x00A0;(PERMANOVA) with 999&#x00A0;permutations was used to test for significant differences among multivariate predictors between ice-jam and non-ice-jam days using the &#x201C;<monospace>adonis&#x201D;</monospace> function of the &#x201C;vegan:&#x00A0;Community Ecology Package&#x201D; in R&#x00A0;statistical software&#x00A0;(<xref ref-type="bibr" rid="r-1-20">Oksanen and others,&#x00A0;2022</xref>; <xref ref-type="bibr" rid="r-1-21">R Core Team,&#x00A0;2024</xref>). PCA&#x00A0;was used to visualize the variability in 2-day averages of meteorological conditions associated with identified ice-jam days using the &#x201C;<monospace>PCA</monospace>&#x201D; function in the base package of R&#x00A0;statistical software&#x00A0;(<xref ref-type="bibr" rid="r-1-21">R&#x00A0;Core Team,&#x00A0;2024</xref>). The&#x00A0;&#x201C;<monospace>lda</monospace>&#x201D; function in&#x00A0;R was used for LDA&#x00A0;(<xref ref-type="bibr" rid="r-1-21">R&#x00A0;Core Team,&#x00A0;2024</xref>) to examine the potential for predicting ice jams. The&#x00A0;assumption of homoscedasticity for&#x00A0;LDA was met for all predictor variables after taking the square root of wind speed. The&#x00A0;highest Spearman rank correlation between all variables, including transformations, was r<sub>s</sub>=0.58&#x00A0;(p-value&lt; 0.0001) for wind speed and wind direction&#x00A0;(<xref ref-type="fig" rid="fig03">fig.&#x00A0;3</xref>). The&#x00A0;assumption of normality was relaxed and not formally tested because the dataset exceeded 5,000&#x00A0;observations&#x00A0;(beyond the practical limit for some tests), and the central limit theorem suggests the data approach normality with large samples&#x00A0;(<xref ref-type="bibr" rid="r-1-24">Shapiro and Wilk,&#x00A0;1965</xref>). Histograms for each variable illustrate some skewness but otherwise approximate normality upon visual inspection&#x00A0;(<xref ref-type="fig" rid="fig03">fig.&#x00A0;3</xref>). Thus, results from the&#x00A0;PCA and&#x00A0;LDA should be interpreted with caution regarding predictions, but these analyses provided usable information about environmental conditions linked to ice jam occurrence on&#x00A0;Osoyoos&#x00A0;Lake.</p>
<fig id="fig03" position="float" fig-type="figure"><label>Figure 3</label><caption><p>Three histograms&#x00A0;(<italic>A</italic>&#x2013;<italic>C</italic>) showing environmental factors used as predictors for ice jam occurrences for March&#x00A0;1,&#x00A0;1994&#x2013;March&#x00A0;31,&#x00A0;2024. Frequency indicates the number of 2-day moving average values in the datasets of&#x00A0;(<italic>A</italic>)&#x00A0;minimum air temperature, in degrees Celsius; (<italic>B</italic>)&#x00A0;wind direction, in degrees azimuth; and&#x00A0;(C)&#x00A0;wind speed in the square root of kilometers per hour. This figure depicts the square root transformation of wind speed used for statistical analysis.</p><p content-type="toc"><bold>Figure 3.</bold>&#x2003;Three histograms (<italic>A</italic>&#x2013;<italic>C</italic>) showing environmental factors used as predictors for ice jam occurrences for March 1, 1994&#x2013;March 31, 2024</p></caption><long-desc>Frequency range is 0&#x2013;450 for all three images.</long-desc><graphic xlink:href="tac25-1587_fig03"/></fig>
</sec>
</sec>
<sec id="sir20265003.Results">
<title>Results</title>
<p>The analysis presented here identified potential ice jams that occurred between&#x00A0;1942 and&#x00A0;2024 using discharge, lake level, and air temperature data, and identifies air temperature and wind conditions associated with ice jams that have occurred since&#x00A0;1994. Identification of ice jams in the longer record is summarized below with comparisons to satellite imagery. The&#x00A0;results are presented for the statistical analyses that compared ice-jam and non-ice-jam days, identified environmental conditions associated with ice-jams, and modeled the occurrence of ice jams using those environmental conditions between&#x00A0;1994 and&#x00A0;2024.</p>
<sec>
<title>Identification of Historical Ice Jams</title>
<p>Available satellite images of ice on Osoyoos&#x00A0;Lake&#x00A0;(<xref ref-type="app" rid="a1">appendix 1</xref>) revealed apparent differences in lake ice conditions and showed potential differences in the mechanisms of ice movement that facilitate ice jams&#x00A0;(<xref ref-type="fig" rid="fig04">fig.&#x00A0;4</xref>). Several images showed ice across most of the surface of the lake, with snow accumulated in potential cracks in the ice&#x00A0;(<xref ref-type="fig" rid="fig04">figs.&#x00A0;4<italic>A</italic></xref>, <xref ref-type="fig" rid="fig04">4<italic>D</italic></xref>, <xref ref-type="fig" rid="fig04">4<italic>E</italic></xref>). However, in these images, the outlet of Osoyoos&#x00A0;Lake clearly showed a lack of ice, which supported the analysis because ice jams were not identified on those dates. Conversely, images that depicted ice at the constriction point of the lake outlet, extending a short distance down the channel from the southern banks of the lake, coincided with dates classified as ice-jam events&#x00A0;(<xref ref-type="fig" rid="fig04">figs. 4<italic>C</italic></xref>, <xref ref-type="fig" rid="fig04">4<italic>F</italic></xref>), except the image from February&#x00A0;12,&#x00A0;2018, in&#x00A0;<xref ref-type="fig" rid="fig04">figure&#x00A0;4<italic>B</italic></xref>.</p>
<p>Although ice was present at the outlet in <xref ref-type="fig" rid="fig04">figure&#x00A0;4<italic>B</italic></xref>&#x00A0;(February&#x00A0;12,&#x00A0;2018), this day was not identified as an ice-jam event because the 2-day average decrease in discharge of 10.9&#x00A0;percent did not exceed the threshold of 15&#x00A0;percent determined by calibration of known ice-jam events after&#x00A0;2019, as described in the &#x201C;<xref ref-type="sec" rid="sir20265003.Methods">Methods</xref>&#x201D; section. Mean daily discharge decreased to only 20.16&#x00A0; m<sup>3</sup>/s, with a minimum daily value of&#x00A0;9.43&#x00A0;m<sup>3</sup>/s. Although the 2-day average rise in the lake level of 0.6&#x00A0;cm met the threshold of 0.6&#x00A0;cm, the level started to decline, as did the effects on discharge the following day&#x00A0;(February&#x00A0;13,&#x00A0;2018). This may have been a minor ice jam, but it did not persist long enough to affect the discharge or lake level substantially enough to meet the criteria of an ice-jam occurrence. In the calibration of the algorithm used to detect ice jams in the historical record, a threshold of a 10-percent decrease in 2-day average discharge falsely classified non-ice-jam days as ice-jam days. This instance provides an example of the justification used during the calibration of the algorithm.</p>
<fig id="fig04" position="float" fig-type="figure"><label>Figure 4</label><caption><p>Sentinel&#x2013;2 satellite imagery&#x00A0;(<xref ref-type="bibr" rid="r-1-23">Sinergise Solutions&#x00A0;d.o.o.,&#x00A0;2024</xref>) showing ice accumulations on Osoyoos&#x00A0;Lake on (<italic>A</italic>)&#x00A0;February&#x00A0;2,&#x00A0;2017, (<italic>B</italic>)&#x00A0;February&#x00A0;12,&#x00A0;2018, (<italic>C</italic>)&#x00A0;February&#x00A0;11,&#x00A0;2021, (<italic>D</italic>)&#x00A0;February&#x00A0;18,&#x00A0;2022, (<italic>E</italic>)&#x00A0;March&#x00A0;5,&#x00A0;2022, and (<italic>F</italic>)&#x00A0;January&#x00A0;12,&#x00A0;2024. Additional satellite imagery showing ice accumulations is available in <xref ref-type="app" rid="a1">appendix&#x00A0;1</xref> and accompanied by the dates and identification numbers for images used, which are listed in <xref ref-type="table" rid="t01.02">table&#x00A0;1.2</xref>.</p><p content-type="toc"><bold>Figure 4.</bold>&#x2003;Sentinel&#x2013;2 satellite imagery showing ice accumulations on Osoyoos Lake</p></caption><long-desc>Various levels of lake freeze and ice accumulations are shown.</long-desc><graphic xlink:href="tac25-1587_fig04"/></fig>
<fig id="fig05" position="float" fig-type="figure"><label>Figure 5</label><caption><p>Graphs (<italic>A</italic>&#x2013;<italic>H</italic>) showing decadal time-series plots of daily mean discharge&#x00A0;(in&#x00A0;cubic meters&#x00A0;per second) at the U.S.&#x00A0;Geological Survey gaging station Okanogan&#x00A0;River near Oroville&#x00A0;(USGS&#x00A0;12439500; <xref ref-type="bibr" rid="r-1-27">U.S.&#x00A0;Geological Survey,&#x00A0;2024a</xref>) during November&#x2013;February. Graphs plot data across decadal ranges of (<italic>A</italic>)&#x00A0;2014&#x2013;2024, (<italic>B</italic>)&#x00A0;2004&#x2013;2014, (<italic>C</italic>)&#x00A0;1994&#x2013;2004, and (<italic>D</italic>)&#x00A0;1984&#x2013;1994, (<italic>E</italic>)&#x00A0;1974&#x2013;1984, (<italic>F</italic>)&#x00A0;1964&#x2013;1974, (<italic>G</italic>)&#x00A0;1954&#x2013;1964, and (<italic>H</italic>)&#x00A0;1944&#x2013;1954. Ice-jam events are indicated by vertical dashed lines that are labeled with the start date of the ice jam and the duration of the ice jam in days parenthetically.</p><p content-type="toc"><bold>Figure 5.</bold>&#x2003;Graphs (<italic>A</italic>&#x2013;<italic>H</italic>) showing decadal time-series plots of daily mean discharge&#x00A0;(in cubic meters per second) at the U.S.&#x00A0;Geological Survey gaging station Okanogan River near Oroville&#x00A0;(USGS&#x00A0;12439500)</p></caption><long-desc>Sixteen ice jams in total are shown.</long-desc><graphic xlink:href="tac25-1587_fig05ad"/><graphic xlink:href="tac25-1587_fig05eh"/></fig>
<p>Decadal discharge plots in <xref ref-type="fig" rid="fig05">figure&#x00A0;5</xref> highlight the year-to-year variability of winter discharges at&#x00A0;ORO&#x2013;WA downstream of Osoyoos&#x00A0;Lake. Ice jams occur sporadically throughout the entire study period&#x00A0;(1942&#x2013;2024), sometimes appearing in clusters. The&#x00A0;largest cluster occurred during the&#x00A0;2019&#x2013;2024 period and was preceded by a long period of no ice jams that began in&#x00A0;1990. Another cluster occurred during the&#x00A0;1983&#x2013;1985&#x00A0;period.</p>
<p>In total, 31 days were identified by the algorithm as being affected by a total of 16&#x00A0;ice&#x00A0;jams&#x00A0;(durations ranging from 1 to 4 days). Identified ice jams are listed in <xref ref-type="table" rid="t02">table&#x00A0;2</xref> with a minimum 2-day mean discharge, a maximum percent change in 2-day average discharge, and a maximum 2-day mean Osoyoos&#x00A0;Lake level rise during the period of each identified ice jam. The&#x00A0;15-minute interval instantaneous discharge data, which began at&#x00A0;ORO&#x2013;WA in&#x00A0;1987, were used to determine the minimum discharge also presented in <xref ref-type="fig" rid="fig02">figure&#x00A0;2</xref> for each identified ice jam since&#x00A0;1987. The&#x00A0;maximum lake level is a conservative estimate because, in some cases, the lake level could have risen for some duration&#x00A0;(<xref ref-type="fig" rid="fig06">fig.&#x00A0;6</xref>). However, the algorithm identified ice-jam days after the initial formation of an ice jam based on a continuous effect on both the discharge and the lake level. If&#x00A0;the&#x00A0;2-day average discharge stopped declining by the defined threshold of 15&#x00A0;percent on a particular day, it is possible that a lag existed before the 2-day average lake level stopped rising by the defined threshold of 0.6&#x00A0;cm. This conservative approach emphasizes the effect of the downstream dewatering of the Okanogan&#x00A0;River and reduces errors associated with lake-level rise before the formation of an ice jam.</p>
<table-wrap id="t02" position="float"><label>Table 2</label><caption>
<title>Historical ice jams identified in this study from the discharge record.</title>
<p content-type="toc"><bold>Table 2.</bold>&#x2003;Historical ice jams identified in this study from the discharge record</p>
<p>[Discharge data are from U.S.&#x00A0;Geological Survey gaging station Okanogan&#x00A0;River near Oroville&#x00A0;(USGS&#x00A0;12439500; <xref ref-type="bibr" rid="r-1-27">U.S.&#x00A0;Geological Survey,&#x00A0;2024a</xref>), and lake level data are from USGS&#x00A0;gaging station Osoyoos&#x00A0;Lake near Oroville&#x00A0;(USGS&#x00A0;12439000; <xref ref-type="bibr" rid="r-1-28">U.S.&#x00A0;Geological Survey,&#x00A0;2024b</xref>). Dates are formatted as month/day/year. m<sup>3</sup>/s, cubic meter per second; cm, centimeter; NA, not applicable]</p></caption>
<table rules="groups">
<col width="13.46%"/>
<col width="13.44%"/>
<col width="13.62%"/>
<col width="20.77%"/>
<col width="19.4%"/>
<col width="19.31%"/>
<thead>
<tr>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Start date</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt; background-color:rgb(217,217,217)">End date</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Minimum 2-day<break/>mean discharge<break/>(m<sup>3</sup>/s)</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt; background-color:rgb(217,217,217)">Maximum percentage change<break/>in 2-day average discharge</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Maximum 2-day mean<break/>Osoyoos Lake-level change<break/>daily mean<break/>(cm)</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt; background-color:rgb(217,217,217)">Minimum discharge, actual<break/>(m<sup>3</sup>/s)</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" style="border-top: solid 0.50pt" scope="row">12/20/1951</td>
<td valign="top" align="left" style="border-top: solid 0.50pt; background-color:rgb(217,217,217)">12/20/1951</td>
<td valign="middle" align="char" char="." style="border-top: solid 0.50pt">14.82</td>
<td valign="middle" align="char" char="." style="border-top: solid 0.50pt; background-color:rgb(217,217,217)">&#x2013;25</td>
<td valign="middle" align="char" char="." style="border-top: solid 0.50pt">1.83</td>
<td valign="middle" align="char" char="." style="border-top: solid 0.50pt; background-color:rgb(217,217,217)">NA</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">11/19/1955</td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)">11/19/1955</td>
<td valign="middle" align="char" char=".">7.26</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">&#x2013;19</td>
<td valign="middle" align="char" char=".">0.61</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">NA</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">12/27/1968</td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)">12/28/1968</td>
<td valign="middle" align="char" char=".">4.91</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">&#x2013;51</td>
<td valign="middle" align="char" char=".">5.94</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">NA</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">12/7/1972</td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)">12/9/1972</td>
<td valign="middle" align="char" char=".">3.98</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">&#x2013;51</td>
<td valign="middle" align="char" char=".">2.44</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">NA</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">1/3/1977</td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)">1/4/1977</td>
<td valign="middle" align="char" char=".">5.22</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">&#x2013;21</td>
<td valign="middle" align="char" char=".">2.44</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">NA</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">1/17/1979</td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)">1/18/1979</td>
<td valign="middle" align="char" char=".">7.36</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">&#x2013;25</td>
<td valign="middle" align="char" char=".">1.68</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">NA</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">12/20/1983</td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)">12/21/1983</td>
<td valign="middle" align="char" char=".">2.25</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">&#x2013;69</td>
<td valign="middle" align="char" char=".">1.83</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">NA</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">12/18/1984</td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)">12/19/1984</td>
<td valign="middle" align="char" char=".">1.70</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">&#x2013;73</td>
<td valign="middle" align="char" char=".">1.52</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">NA</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">11/22/1985</td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)">11/23/1985</td>
<td valign="middle" align="char" char=".">4.96</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">&#x2013;38</td>
<td valign="middle" align="char" char=".">1.37</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">NA</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">12/19/1990</td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)">12/19/1990</td>
<td valign="middle" align="char" char=".">4.57</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">&#x2013;38</td>
<td valign="middle" align="char" char=".">1.22</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">NA</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">2/4/2019</td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)">2/5/2019</td>
<td valign="middle" align="char" char=".">3.84</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">&#x2013;49</td>
<td valign="middle" align="char" char=".">4.42</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">3.03</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">1/13/2020</td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)">1/14/2020</td>
<td valign="middle" align="char" char=".">6.92</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">&#x2013;53</td>
<td valign="middle" align="char" char=".">3.81</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">3.46</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">2/11/2021</td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)">2/12/2021</td>
<td valign="middle" align="char" char=".">5.76</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">&#x2013;59</td>
<td valign="middle" align="char" char=".">4.27</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">1.98</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">12/27/2021</td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)">12/30/2021</td>
<td valign="middle" align="char" char=".">1.25</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">&#x2013;65</td>
<td valign="middle" align="char" char=".">15.24</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">0.57</td>
</tr>
<tr>
<td valign="top" align="left" scope="row">12/19/2022</td>
<td valign="top" align="left" style="background-color:rgb(217,217,217)">12/19/2022</td>
<td valign="middle" align="char" char=".">6.70</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">&#x2013;18</td>
<td valign="middle" align="char" char=".">0.91</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">0.25</td>
</tr>
<tr>
<td valign="top" align="left" style="border-bottom: solid 0.50pt" scope="row">1/12/2024</td>
<td valign="top" align="left" style="border-bottom: solid 0.50pt; background-color:rgb(217,217,217)">1/13/2024</td>
<td valign="middle" align="char" char=".">2.50</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">&#x2013;51</td>
<td valign="middle" align="char" char=".">0.76</td>
<td valign="middle" align="char" char="." style="background-color:rgb(217,217,217)">0.20</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="center" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt" scope="row"><bold>Average across all ice jams</bold></td>
<td valign="middle" align="char" char="." style="border-bottom: solid 0.50pt"><bold>5.25</bold></td>
<td valign="middle" align="char" char="." style="border-bottom: solid 0.50pt; background-color:rgb(217,217,217)"><bold>&#x2013;44</bold></td>
<td valign="middle" align="char" char="." style="border-bottom: solid 0.50pt"><bold>3</bold></td>
<td valign="middle" align="char" char="." style="border-bottom: solid 0.50pt; background-color:rgb(217,217,217)"><bold>1.58</bold></td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="fig06" position="float" fig-type="figure"><label>Figure 6</label><caption><p>Graphs (<italic>A</italic>, <italic>B</italic>) showing daily mean discharge data and lake level data, for&#x00A0;2018&#x2013;2024, along with the known ice jams&#x00A0;(shown as dashed lines), used to calibrate the algorithm used for analysis in this report. (<italic>A</italic>)&#x00A0;Daily mean discharge, in cubic meters per second, at U.S.&#x00A0;Geological Survey&#x00A0;(USGS) gaging station Okanogan&#x00A0;River near Oroville&#x00A0;(USGS&#x00A0;12439500; <xref ref-type="bibr" rid="r-1-27">U.S.&#x00A0;Geological Survey,&#x00A0;2024a</xref>); six ice jams are depicted, along with the duration of the ice jam, in days, shown in parentheses. (<italic>B</italic>)&#x00A0;Lake level, in meters, at USGS&#x00A0;gaging station Osoyoos Lake Near Oroville (USGS&#x00A0;12439000; <xref ref-type="bibr" rid="r-1-28">U.S.&#x00A0;Geological Survey,&#x00A0;2024b</xref>); six&#x00A0;ice jams are depicted, along with the duration of the ice jam, in days, shown in parentheses.</p><p content-type="toc"><bold>Figure 6.</bold>&#x2003;Graphs (<italic>A</italic>, <italic>B</italic>) showing daily mean discharge data and lake level data, for&#x00A0;2018&#x2013;2024, along with the known ice jams, used to calibrate the algorithm used for analysis in this report</p></caption><long-desc>Twelve ice jams are shown in total.</long-desc><graphic xlink:href="tac25-1587_fig06"/></fig>
</sec>
<sec>
<title>Environmental Conditions Associated With Ice Jams</title>
<p>An analysis of wind conditions showed that daily mean wind speed increased by a factor of two to three over a 3&#x2013;5&#x00A0;day period before ice jams occurred&#x00A0;(<xref ref-type="fig" rid="fig07">fig.&#x00A0;7</xref>). Wind speed was highest on the day of the ice jam, reaching an average of 22&#x00A0;km/h, and then decreased to typical speeds of&#x00A0;5&#x2013;10&#x00A0;km/h within 2&#x2013;3&#x00A0;days after the ice jam. The&#x00A0;increase in wind speed was accompanied by a change in wind direction from southeasterly&#x00A0;(blowing from the southeast) at approximately 150&#x00A0;degrees azimuth to northwesterly at greater than 300&#x00A0;degrees on the day of the ice jam&#x00A0;(<xref ref-type="fig" rid="fig07">fig.&#x00A0;7</xref>). Daily mean wind direction values that occurred on the day of all ice jams identified by the algorithm were always above 300&#x00A0;degrees azimuth&#x00A0;(<xref ref-type="fig" rid="fig07">fig&#x00A0;7</xref>).</p>
<fig id="fig07" position="float" fig-type="figure"><label>Figure 7</label><caption><p>Mean range plot showing daily mean wind speed in kilometers per hour&#x00A0;(black dot with solid black lines) and wind direction in&#x00A0;10s of degrees&#x00A0;(in red dot with dashed red lines) during the 20 days surrounding the initial day of ice-jam events&#x2014;values are plotted as days relative to the ice jam: from &#x2013;10&#x00A0;days to 10&#x00A0;days. The&#x00A0;upper and lower bars for each plotted value indicate the minimum and maximum observed daily mean values. The&#x00A0;plot shows a substantial increase in wind speed approximately 1&#x2013;2&#x00A0;days prior to an ice jam and the daily mean value peaking the day of the ice jam before decreasing back to a range like the days before the ice jam. Similarly, mean wind direction shifts from a range of 100&#x2013;200&#x00A0;degrees azimuth to above 200&#x00A0;degrees 2&#x00A0;days before the ice jam and peaks above 300&#x00A0;degrees on the day of the ice jam before decreasing to the 100&#x2013;200&#x00A0;degree range 3&#x00A0;days after the ice jam&#x00A0;(<xref ref-type="bibr" rid="r-1-8">Government of Canada, 2024a</xref>). Additional statistical analysis used a square root transformation of wind speed that is not shown in this figure.</p><p content-type="toc"><bold>Figure 7.</bold>&#x2003;Mean range plot showing daily mean wind speed in kilometers&#x00A0;per hour and wind direction in&#x00A0;10s of degrees during the 20&#x00A0;days surrounding the initial day of ice-jam events</p></caption><long-desc>Minimum and maximum wind speed and wind direction are plotted along with the daily mean.</long-desc><graphic xlink:href="tac25-1587_fig07"/></fig>
<p>Prior to the ice jam, changing wind conditions were accompanied by decreasing air temperature from near freezing to below freezing (&#x2264; 3 degrees&#x00A0;Celsius) the day before an ice jam&#x00A0;(<xref ref-type="fig" rid="fig08">fig.&#x00A0;8</xref>). Water temperature at ORO&#x2013;WA&#x00A0;(<xref ref-type="fig" rid="fig09">fig.&#x00A0;9</xref>) and OLO&#x2013;WA&#x00A0;(<xref ref-type="fig" rid="fig09">fig.&#x00A0;9</xref>) also decreased substantially 2&#x2013;3&#x00A0;days before an ice jam along with air temperature, potentially accelerated by wind-driven mixing. After an ice jam, air temperature&#x00A0;(<xref ref-type="fig" rid="fig08">fig.&#x00A0;8</xref>) tended to increase after 2&#x2013;3&#x00A0;days, and water temperature&#x00A0;(<xref ref-type="fig" rid="fig09">fig.&#x00A0;9</xref>) remained near freezing for an extended period.</p>
<fig id="fig08" position="float" fig-type="figure"><label>Figure 8</label><caption><p>Mean and minimum range plot showing daily mean or midrange air temperature&#x00A0;(in degrees Celsius) in black solid lines and daily minimum air temperature in red dashed lines during the 20&#x00A0;days surrounding the initial day of ice-jam events&#x2014;values are plotted as days relative to the ice jam: from &#x2013;10&#x00A0;days to 10&#x00A0;days. The&#x00A0;upper and lower bars for each plotted value indicate maximum and minimum observed daily mean values. The&#x00A0;plot shows a notable decrease in daily mean and daily minimum air temperature 1&#x2013;2&#x00A0;days before an ice jam and a more gradual increase in air temperatures after an ice jam&#x00A0;(National Centers for Environmental Information,&#x00A0;2024a,&#x00A0;b; <xref ref-type="bibr" rid="r-1-9">Government of&#x00A0;Canada,&#x00A0;2024b</xref>).</p><p content-type="toc"><bold>Figure 8.</bold>&#x2003;Mean and minimum range plot showing daily mean or midrange air temperature&#x00A0;(in degrees&#x00A0;Celsius) and daily minimum air temperature during the 20&#x00A0;days surrounding the initial day of ice-jam events</p></caption><long-desc>Air temperature range (y-axis) is from 10 to &#x2013;30 degrees Celsius.</long-desc><graphic xlink:href="tac25-1587_fig08"/></fig>
<fig id="fig09" position="float" fig-type="figure"><label>Figure 9</label><caption><p>Mean range plot showing daily mean water temperature&#x00A0;(in degrees&#x00A0;Celsius) at U.S.&#x00A0;Geological Survey&#x00A0;(USGS) gaging station Okanogan&#x00A0;River at Oroville&#x00A0;(USGS&#x00A0;12439500; <xref ref-type="bibr" rid="r-1-27">U.S.&#x00A0;Geological Survey,&#x00A0;2024a</xref>) in solid black and Osoyoos&#x00A0;Lake near Oroville&#x00A0;(USGS&#x00A0;12439000; <xref ref-type="bibr" rid="r-1-28">U.S.&#x00A0;Geological Survey,&#x00A0;2024b</xref>) in red during the 20&#x00A0;days surrounding the initial day of ice-jam events&#x2014;values are plotted as days relative to the ice jam: from &#x2013;10&#x00A0;days to 10&#x00A0;days. The&#x00A0;upper and lower bars for each plotted value indicate maximum and minimum observed values. The&#x00A0;plot shows a notable decrease in daily mean water temperature in Osoyoos&#x00A0;Lake and the Okanogan&#x00A0;River 2&#x2013;3&#x00A0;days before an ice jam, which is sustained for 10&#x00A0;days after an ice jam.</p><p content-type="toc"><bold>Figure 9.</bold>&#x2003;Mean range plot showing daily mean water temperature&#x00A0;(in degrees&#x00A0;Celsius) at U.S.&#x00A0;Geological Survey gaging station Okanogan&#x00A0;River at Oroville&#x00A0;(USGS&#x00A0;12439500) and Osoyoos&#x00A0;Lake near Oroville&#x00A0;(USGS&#x00A0;12439000) during the 20&#x00A0;days surrounding the initial day of ice-jam events</p></caption><long-desc>Air temperature range (y-axis) is from 0 to 5 degrees Celsius.</long-desc><graphic xlink:href="tac25-1587_fig09"/></fig>
<p>Statistical analyses of environmental conditions associated with ice-jam events on Osoyoos Lake indicated significant differences in environmental conditions associated with and without days affected by ice jams. Results from the PERMANOVA test indicated that the multivariate combination of minimum air temperature, wind direction, and wind speed was significantly different for ice-jam and non-ice-jam days at the 99&#x00A0;percent confidence level&#x00A0;(p=0.001, pseudo-F-statistic=106.82). Pseudo-F&#x00A0;is the test statistic derived from permutations in PERMANOVA. <xref ref-type="fig" rid="fig07">Figures&#x00A0;7</xref>,&#x00A0;<xref ref-type="fig" rid="fig08">8</xref>,&#x00A0;and&#x00A0;<xref ref-type="fig" rid="fig09">9</xref> illustrate a pattern of departure in air temperature, wind speed, and wind direction before the initial day of an ice jam. While this pattern appeared to start 1&#x2013;3&#x00A0;days before an event, variability 2&#x2013;3&#x00A0;days prior remained high for all three variables&#x00A0;(<xref ref-type="fig" rid="fig07">figs.&#x00A0;7</xref>,&#x00A0;<xref ref-type="fig" rid="fig08">8</xref>,&#x00A0;<xref ref-type="fig" rid="fig09">9</xref>). Results from the nonparametric Wilcoxon&#x00A0;rank-sum test indicated significant univariate differences between ice-jam and non-ice-jam days for wind speed&#x00A0;(p&lt;0.0001, W=37,622,545) and wind direction&#x00A0;(p&lt;0.0001, W=37,622,805; <xref ref-type="fig" rid="fig10">fig.&#x00A0;10</xref>). Differences in minimum air temperature, however, were not significantly different between ice-jam and non-ice-jam days&#x00A0;(p=0.87, W=18,841,924). The&#x00A0;results indicate that a shift toward westerly or northwesterly winds above approximately 200&#x00A0;degrees azimuth with a speed near or above 10 km/h&#x00A0;during freezing conditions, particularly with daily minimum temperatures below &#x2013;9.4 &#x00B0;C, are conditions under which ice jams are more likely to form&#x00A0;(<xref ref-type="fig" rid="fig10">fig.&#x00A0;10</xref>).</p>
<fig id="fig10" position="float" fig-type="figure"><label>Figure 10</label><caption><p>Boxplots of three prominent variables (<italic>A</italic>&#x2013;<italic>C</italic>) associated with ice jam formation. Observations are based on data from March&#x00A0;1,&#x00A0;1994, to March&#x00A0;31,&#x00A0;2024, for 2-day averages of (<italic>A</italic>)&#x00A0;minimum air temperature, in degrees&#x00A0;Celsius&#x00A0;(National Centers for&#x00A0;Environmental Information,&#x00A0;2024a,&#x00A0;b; <xref ref-type="bibr" rid="r-1-8">Government&#x00A0;of Canada,&#x00A0;2024a</xref>,&#x00A0;<xref ref-type="bibr" rid="r-1-9">b</xref>); (<italic>B</italic>)&#x00A0;wind direction, in degrees azimuth&#x00A0;(<xref ref-type="bibr" rid="r-1-8">Government of&#x00A0;Canada,&#x00A0;2024a</xref>); and (<italic>C</italic>)&#x00A0;wind speed, in kilometers per hour&#x00A0;(<xref ref-type="bibr" rid="r-1-8">Government of Canada, 2024a</xref>). Boxplots are based on the&#x00A0;Tukey&#x00A0;method, where the whiskers extend to a maximum of 1.5&#x00A0;times the interquartile range from the first and third quartiles&#x00A0;(the edges of the boxes). Wilcoxon rank-sum tests indicate significant differences between ice-jam and non-ice-jam days at the 99&#x00A0;percent confidence level&#x00A0;(p&lt;0.0001) for wind direction and wind speed, but not for minimum air temperature&#x00A0;(p=0.87). Additional statistical analysis used a square root transformation of wind speed that is not shown in this figure.</p><p content-type="toc"><bold>Figure 10.</bold>&#x2003;Boxplots of three prominent variables&#x00A0;(<italic>A</italic>&#x2013;<italic>C</italic>) associated with ice jam formation</p></caption><long-desc>Minimum air temperature range is from &#x2013;25 to 20 degrees Celsius; wind speed is from 0 to 35 kilometers per hour.</long-desc><graphic xlink:href="tac25-1587_fig10"/></fig>
<p>PCA illustrated the separation of ice-jam days from non-ice-jam days in multidimensional space with 86&#x00A0;percent of the variability explained by the first two principal components&#x00A0;(<xref ref-type="fig" rid="fig11">fig.&#x00A0;11</xref>; <xref ref-type="table" rid="t03">table&#x00A0;3</xref>). Vector arrows showing the variability in the data associated with wind speed and wind direction illustrated the relatively high correlation between the two variables. The&#x00A0;95-percent confidence-level ellipses for ice-jam and non-ice-jam days showed a separation based on air temperature and wind, where ice jams tended to form during low minimum air temperatures, high wind speeds, and northerly wind directions. In many cases, non-ice-jam events that fell within the&#x00A0;95-percent confidence-level ellipse for ice jams represented days immediately after ice-jam events, which was partially a result of using the rate of change in 2-day averages.</p>
<table-wrap id="t03" position="float"><label>Table 3</label><caption>
<title>Results from principal component analysis (PCA).</title>
<p content-type="toc"><bold>Table 3.</bold>&#x2003;Results from principal component analysis (PCA)</p>
<p>[%, percent]</p></caption>
<table rules="groups">
<col width="20.27%"/>
<col width="22.31%"/>
<col width="19.14%"/>
<col width="19.14%"/>
<col width="19.14%"/>
<thead>
<tr>
<td colspan="2" valign="top" align="center" scope="colgroup" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Parameter</td>
<td valign="top" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Principal component 1</td>
<td valign="top" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Principal component 2</td>
<td valign="top" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Principal component 3</td>
</tr>
</thead>
<tbody>
<tr>
<td colspan="2" valign="top" align="left" style="border-top: solid 0.50pt" scope="row">Eigenvalue</td>
<td valign="top" align="char" char="." style="border-top: solid 0.50pt">1.60</td>
<td valign="top" align="char" char="." style="border-top: solid 0.50pt">0.98</td>
<td valign="top" align="char" char="." style="border-top: solid 0.50pt">0.42</td>
</tr>
<tr>
<td colspan="2" valign="top" align="left" scope="row">Variance explained (%)</td>
<td valign="top" align="char" char=".">53.23</td>
<td valign="top" align="char" char=".">32.73</td>
<td valign="top" align="char" char=".">14.04</td>
</tr>
<tr>
<td colspan="2" valign="top" align="left" scope="row">Cumulative variance explained (%)</td>
<td valign="top" align="char" char="." style="border-bottom: solid 0.50pt">53.23</td>
<td valign="top" align="char" char="." style="border-bottom: solid 0.50pt">85.96</td>
<td valign="top" align="char" char="." style="border-bottom: solid 0.50pt">100.00</td>
</tr>
<tr>
<td rowspan="3" valign="middle" align="left" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt" scope="rowgroup">Variable contributions</td>
<td valign="top" align="left" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Minimum air temperature</td>
<td valign="top" align="char" char="." style="border-top: solid 0.50pt">3.44</td>
<td valign="top" align="char" char="." style="border-top: solid 0.50pt">96.01</td>
<td valign="top" align="char" char="." style="border-top: solid 0.50pt">0.54</td>
</tr>
<tr>
<td valign="top" colspan="1" align="left" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt" scope="row">Wind direction</td>
<td valign="top" align="char" char=".">47.62</td>
<td valign="top" align="char" char=".">3.36</td>
<td valign="top" align="char" char=".">49.01</td>
</tr>
<tr>
<td valign="top" colspan="1" align="left" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt" scope="row">Wind speed</td>
<td valign="top" align="char" char="." style="border-bottom: solid 0.50pt">48.93</td>
<td valign="top" align="char" char="." style="border-bottom: solid 0.50pt">0.62</td>
<td valign="top" align="char" char="." style="border-bottom: solid 0.50pt">50.44</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="fig11" position="float" fig-type="figure"><label>Figure 11</label><caption><p>Principal component plot of meteorological variables colored by ice-jam and non-ice-jam days. The&#x00A0;plot shows principal component&#x00A0;1 on the horizontal axis and principal component&#x00A0;2 on the vertical axis, which explain&#x00A0;53.2 and 32.7&#x00A0;percent of the variability in the data, respectively. Points represent days from March&#x00A0;1,&#x00A0;1994, to March&#x00A0;31,&#x00A0;2024, in multidimensional space accounting for 2-day averages of minimum air temperature, wind direction, and the square root of wind speed. Red and blue ellipses&#x00A0;(fourth quadrant and center locations, respectively) represent the 95-percent confidence level for ice-jam and non-ice-jam days, respectively. Arrows represent variable contribution vectors to the two axes, principal components&#x00A0;1 and 2&#x00A0;(dimension&#x00A0;1 and dimension&#x00A0;2). The&#x00A0;plot shows that non-ice-jam days are centered at the origin of the axes with a roughly equal spread that decreases in density moving away from the origin, and slightly more points in the lower and lower-right portion of the plot. The&#x00A0;13&#x00A0;ice-jam days are centered and contained within the lower portion of the lower right quadrant of the plot, with some overlap of non-ice-jam days outside of the 95-percent confidence ellipse.</p><p content-type="toc"><bold>Figure 11.</bold>&#x2003;Principal component plot of meteorological variables colored by ice-jam and non-ice-jam days</p></caption><long-desc>The three vector arrows (minimum air temperature, wind speed, and wind direction) extend from the no-ice-jam ellipse center.</long-desc><graphic xlink:href="tac25-1587_fig11"/></fig>
<p>LDA using the same three variables used in the PCA suggested a high potential for predicting ice-jam events based on&#x00A0;2-day averages of wind direction, wind speed, and minimum air temperature. LDA results indicated a prediction accuracy of 99&#x00A0;percent, but because the number&#x00A0;(n) of non-ice-jam days&#x00A0;(n=6,121) was much more abundant than ice-jam days&#x00A0;(n=13), the confusion matrix and success rate for ice-jam and non-ice-jam days must be examined. Because the number of verified ice-jam days was only&#x00A0;13&#x00A0;out&#x00A0;of 6,134&#x00A0;observation days, it was not statistically robust to split observations into a training dataset and a validation dataset. This means that only the success rate of the training dataset was reported; a verification on a separate dataset was not conducted. Of the&#x00A0;13&#x00A0;ice-jam days, 12&#x00A0;days were successfully identified by LDA using 2-day averages of the three&#x00A0;variables, with the remaining event misclassified as a non-jam day, resulting in a 92-percent success rate for ice-jam events. Non-ice-jam days were correctly identified at a 99-percent success rate, with 6,087&#x00A0;non-ice-jam days correctly identified and 34&#x00A0;non-ice-jam days misclassified as potential ice-jam days. An examination of the PCA plot&#x00A0;(<xref ref-type="fig" rid="fig11">fig.&#x00A0;11</xref>) illustrates the non-ice-jam days that overlapped the 95-percent confidence ellipse for ice-jam day for the first&#x00A0;(dimension&#x00A0;1) and second&#x00A0;(dimension&#x00A0;2) principal components. As noted above, these days were commonly those preceding or following ice-jam days when meteorological conditions favored ice jams, but one had not started to develop. The&#x00A0;2-day averages, however, could skew the signal of post-ice-jam conditions after an ice jam started to break up.</p>
</sec>
</sec>
<sec>
<title>Discussion</title>
<p>The calibration of an algorithm to identify historical ice-jam events on Osoyoos&#x00A0;Lake using reductions in discharge, rises in lake level, and temperature thresholds provided insight into the meteorological conditions associated with ice-jam formation. The&#x00A0;results indicated that ice jams on Osoyoos&#x00A0;Lake occurred under environmental conditions of high westerly to northerly winds during periods of colder temperatures. The&#x00A0;results, knowledge of recent ice jams, and the validation of ice-jam and non-ice-jam events from satellite imagery provide information about ice formation and ice-jam occurrences.</p>
<sec>
<title>Ice-Jam Formation</title>
<p>While the statistical analysis presented here should be interpreted with caution regarding the prediction of future events, it provides insight into the environmental conditions associated with the occurrence of ice jams on Osoyoos&#x00A0;Lake. The&#x00A0;sample size of occurrences of ice-jam days was relatively small&#x00A0;(n=13), and prevented assessment of the performance of the LDA&#x00A0;model on both a training and a validation dataset, but the combination of results from other statistical analyses reinforced conclusions about factors that affect ice-jam formation on Osoyoos&#x00A0;Lake. Significant differences between the wind conditions during ice-jam and non-ice-jam days&#x00A0;(p&lt;0.0001) are visible in the boxplots&#x00A0;(<xref ref-type="fig" rid="fig10">fig.&#x00A0;10</xref>). The&#x00A0;PCA plot provides a visualization of differences between non-ice-jam and ice-jam days in multidimensional space&#x00A0;(<xref ref-type="fig" rid="fig11">fig.&#x00A0;11</xref>). The&#x00A0;PCA plot also illustrates the differences between groups associated with results from the LDA, which indicates that air temperature, wind speed, and wind direction explain differences in ice-jam and non-ice-jam days.</p>
<p>The results indicate that cold conditions are not the only meteorological factor responsible for the formation of ice jams on Osoyoos&#x00A0;Lake. Satellite imagery that shows Osoyoos&#x00A0;Lake covered entirely in ice does not coincide with related ice-jam events during that period, whereas imagery with ice-over conditions at the outlet&#x2014;but a lake surface mostly clear of ice&#x2014;corresponded to ice-jam events&#x00A0;(<xref ref-type="fig" rid="fig04">fig.&#x00A0;4</xref>). It is possible that conditions that facilitate a complete freeze-over on Osoyoos&#x00A0;Lake are not the same conditions that cause ice jams. Strong winds can inhibit continuous ice formation and promote breakup and accumulation on the leeward side of the lake.</p>
<p>A working hypothesis for the formation of ice jams provides an explanation for the patterns observed under the meteorological conditions examined in this study. Frazil ice is composed of small&#x00A0;(&lt;1mm&#x2013;10mm), often elongate ice crystals suspended in super-cooled and turbulent water, which can accumulate or coalesce in a variety of ways to form ice cover on the water&#x2019;s surface&#x00A0;(<xref ref-type="bibr" rid="r-1-1">Barrette,&#x00A0;2021</xref>). Westerly and northwesterly winds on Osoyoos&#x00A0;Lake appear to cause turbulent flow and frazil ice formation that accumulates as a slow-moving mass at the southern lake outlet. This mass can then cause a partial blockage that reduces flow through the river channel, promoting the further consolidation and fusion of ice particles into the continuous ice masses observed in <xref ref-type="fig" rid="fig04">figures&#x00A0;4<italic>C</italic></xref> and&#x00A0;<xref ref-type="fig" rid="fig04">4<italic>F</italic></xref>.</p>
<p>While the results suggest that ice-jam breakups on Osoyoos&#x00A0;Lake are likely to occur once the conditions that facilitate their formation are no longer present, the results presented here provide a limited ability to infer breakup conditions. While higher lake levels may help facilitate a mechanical breakup of ice jams, ice jams seem to persist until some combination of warmer air temperatures, lower wind speed, and an easterly or southerly shift in wind direction occurs. The&#x00A0;only day on which an ice jam was identified that had a 2-day average wind direction less than 240&#x00A0;azimuth degrees&#x00A0;(applicable only for the period of record with wind data starting in&#x00A0;1994), for example, was the last day of the longest ice jam detected in the analysis. During the 4-day ice jam that initiated on December&#x00A0;27,&#x00A0;2021, wind direction shifted from 340&#x00A0;degrees the day before the start of the ice jam to 117&#x00A0;degrees and a&#x00A0;2-day average wind direction of 190&#x00A0;azimuth degrees on the last day of the ice-jam event. The&#x00A0;lack of ice-jam events with dominantly southerly and easterly components to average wind direction indicate that wind direction is a major factor for ice-jam formation on Osoyoos&#x00A0;Lake.</p>
<fig id="fig12" position="float" fig-type="figure"><label>Figure 12</label><caption><p>Bar graph showing the total number of ice-jam days in each of the 10-winter periods between&#x00A0;1944&#x2013;1945 and&#x00A0;2023&#x2013;2024. The&#x00A0;first two decades show 1 ice-jam day, followed by three decades each with&#x00A0;5&#x2013;6 ice-jam days, two decades with no ice-jam days between&#x00A0;1994 and&#x00A0;2014, and the most recent interval&#x00A0;(2014&#x2013;2024) has the largest number of ice-jammed days&#x00A0;(13) by a factor of more than&#x00A0;2.</p><p content-type="toc"><bold>Figure 12.</bold>&#x2003;Bar graph showing the total number of ice-jam days in each of the 10-winter periods between&#x00A0;1944&#x2013;1945 and&#x00A0;2023&#x2013;2024</p></caption><long-desc>The x-axis shows eight 10-winter periods. The y-axis ranges from 0 to 14 days.</long-desc><graphic xlink:href="tac25-1587_fig12"/></fig>
</sec>
<sec>
<title>Potential Effects of Ice-Jam Events on Salmonids</title>
<p>Potential increases in ice jams on Osoyoos&#x00A0;Lake in the last decade are of concern, but the ice jams identified in this study were not significant enough to substantially affect lake levels. Interpretations of the effects of changes in discharge that could adversely affect fish, however, are more complicated. Experiments that examined the effects of dewatering on the survival of the four developmental phases of Chinook&#x00A0;salmon suggested that the timing of ice jams may be critical for the survival of specific fish species. Early stages of Chinook&#x00A0;salmon development, including cleavage eggs and embryos, had only a 2-percent mortality rate during 12&#x00A0;consecutive dewatering days. In contrast, later stages experienced high mortality rates under much shorter dewatering periods&#x00A0;(<xref ref-type="bibr" rid="r-1-2">Becker and others,&#x00A0;1983</xref>).</p>
<p>Nearly 100-percent mortality of Chinook&#x00A0;salmon eleutheroembryos and preemergent alevins occurred after 48&#x00A0;hours and 6&#x00A0;consecutive hours of dewatering, respectively&#x00A0;(<xref ref-type="bibr" rid="r-1-2">Becker and others,&#x00A0;1983</xref>). This means that earlier developmental stages of salmon can endure the typical length of ice jams on Osoyoos&#x00A0;Lake&#x00A0;(1&#x2013;4 days), but ice jams with a duration of less than 1&#x00A0;day&#x00A0;(which were not examined in this study) could be detrimental to the later stages of salmon development if salmon spawning habitat is dewatered. In the broader context, ice jams that substantially reduce flow during the earlier part of fall-run spawning periods&#x00A0;(October&#x2013;November) may not be detrimental, but those that occur after November may be more adverse to salmon in a more sensitive life stage; however, the dewatering of salmon redds is only one aspect of mortality, because ice formation in dewatered rivers can be lethal to fish at any life stage.</p>
</sec>
<sec>
<title>Predicting Ice-Jam Occurrences and Research Needs</title>
<p>The results presented here can inform land managers and dam operators about potential conditions under which ice-jam formation on Osoyoos&#x00A0;Lake is more likely and prioritize future efforts to further understand ice jams and develop potential mitigation strategies to prevent them. Research that examines the physical characteristics of ice formation, breakup, and transport on Osoyoos&#x00A0;Lake could provide additional insight into the mechanisms for ice-jam occurrence. Further research could involve deterministic or numerical modeling of ice formation, water temperature monitoring at various depths, examination of how warming winter temperatures might affect ice formation and ice-jam occurrences, or monitoring ice and ice-jam formation and movement using cameras.</p>
<p>Although Zosel&#x00A0;Dam on the Okanogan&#x00A0;River regulates lake levels on Osoyoos&#x00A0;Lake, lake ice jams seem to share characteristics similar to those on rivers. Thus, additional research about the mechanistic causes of ice jams and the potential for predicting ice jams on Osoyoos&#x00A0;Lake could incorporate methods used to study river ice jams. While the work presented here provides an upper temperature threshold above which ice jams are unlikely to occur on Osoyoos&#x00A0;Lake, the LDA results presented also point to wind conditions as an important factor. <xref ref-type="bibr" rid="r-1-32">White&#x00A0;(2003)</xref> emphasizes the importance of considering additional environmental conditions and discusses the use of LDA, like the results presented here. In the summary of the numerous approaches to predictive modeling for the occurrence of river ice jams, <xref ref-type="bibr" rid="r-1-32">White&#x00A0;(2003)</xref> also discusses the potential for artificial intelligence and machine learning models to develop more sophisticated models that can provide various outputs for nuanced scenarios and conditions. Field methods such as additional temperature gaging at various depths and the measurement of ice formation may better inform such physically based and predictive models&#x00A0;(<xref ref-type="bibr" rid="r-1-4">Beltaos,&#x00A0;2008</xref>).</p>
</sec>
<sec>
<title>Long-Term Trends in Air Temperature and Wind Direction</title>
<p>Local and Indigenous knowledge of ice formation and ice jams on Osoyoos&#x00A0;Lake indicate that ice jams occurred less frequently and that it was typical for the lake to freeze over as solid ice in the past&#x00A0;(Arnie&#x00A0;Marchand, Okanagan&#x00A0;Indian and member of the Confederated&#x00A0;Tribes of the Colville&#x00A0;Reservation, oral&#x00A0;commun.,&#x00A0;2023). This report&#x2019;s analysis indicates a record of likely ice-jam occurrences on Osoyoos&#x00A0;Lake since the&#x00A0;1950s and indicates a possible increase in ice-jam occurrences in the last decade of the study period&#x00A0;(2014&#x2013;2024). Still, these results cannot be used to infer anything about ice behavior before the simultaneous monitoring of discharge and lake levels began in 1942. The&#x00A0;recent cluster of ice jams&#x00A0;(2019&#x2013;2024) might give the impression of increased frequency, but this conclusion depends on the temporal range considered and the time interval used for binning data. Ice jams occurred more frequently over the past 10 winters than during any previously observed interval&#x00A0;(<xref ref-type="fig" rid="fig12">fig.&#x00A0;12</xref>). However, the results summarized in <xref ref-type="fig" rid="fig12">figure&#x00A0;12</xref> could be biased, because the data analysis for recent decades is informed by data of higher quantity and resolution.</p>
<p>The meteorological data compiled&#x00A0;(<xref ref-type="bibr" rid="r-1-8">Government of&#x00A0;Canada,&#x00A0;2024a</xref>,&#x00A0;<xref ref-type="bibr" rid="r-1-9">b</xref>; <xref ref-type="bibr" rid="r-1-18">NCEI&#x00A0;2024a</xref>,&#x00A0;<xref ref-type="bibr" rid="r-1-19">b</xref>) provided an opportunity to assess long-term trends in air temperatures that may affect the formation and breakup of ice jams. <xref ref-type="fig" rid="fig13">Figure&#x00A0;13</xref> shows the trend components of time series decompositions of the air temperature records for daily maximum, mean or midrange, and minimum temperature from&#x00A0;1945 to&#x00A0;2024. The&#x00A0;analysis excludes missing or erratic data in the first&#x00A0;2&#x2013;3&#x00A0;years of the temperature records. The&#x00A0;results show a warming rate of 0.015&#x00A0;&#x00B0;C&#x00A0;per year since 1945 in mean or midrange temperature&#x00A0;(or 0.15&#x00A0;&#x00B0;C&#x00A0;per decade) (<xref ref-type="bibr" rid="r-1-8">Government of&#x00A0;Canada,&#x00A0;2024a</xref>,&#x00A0;<xref ref-type="bibr" rid="r-1-9">b</xref>; <xref ref-type="bibr" rid="r-1-18">NCEI&#x00A0;2024a</xref>,&#x00A0;<xref ref-type="bibr" rid="r-1-19">b</xref>). The&#x00A0;daily maximum air temperature has increased at a rate of 0.0092&#x00A0;&#x00B0;C&#x00A0;per year, while the daily minimum air temperature has increased at a rate of 0.021&#x00A0;&#x00B0;C&#x00A0;per year&#x00A0;(<xref ref-type="bibr" rid="r-1-8">Government of&#x00A0;Canada,&#x00A0;2024a</xref>,&#x00A0;<xref ref-type="bibr" rid="r-1-9">b</xref>; <xref ref-type="bibr" rid="r-1-18">NCEI&#x00A0;2024a</xref>,&#x00A0;<xref ref-type="bibr" rid="r-1-19">b</xref>). In contrast to air temperature, analysis of water temperature at both&#x00A0;ORO&#x2013;WA and&#x00A0;OLO&#x2013;WA hydrologic stations&#x00A0;(<xref ref-type="bibr" rid="r-1-27">USGS&#x00A0;2024a</xref>,&#x00A0;<xref ref-type="bibr" rid="r-1-28">b</xref>) showed no significant trends, but their records are much shorter.</p>
<fig id="fig13" position="float" fig-type="figure"><label>Figure 13</label><caption><p>Graph showing the trend components of time series decompositions of the daily maximum, mean, or midrange, and minimum air temperature&#x00A0;(National Centers for Environmental Information,&#x00A0;2024a,&#x00A0;b; <xref ref-type="bibr" rid="r-1-8">Government of&#x00A0;Canada, 2024a</xref>, <xref ref-type="bibr" rid="r-1-9">b</xref>). Records are shown in red, black, and blue, respectively, from January&#x00A0;1945 to March&#x00A0;2024. Linear fits&#x00A0;(dashed lines) to all three show a warming trend, with minimum air temperature rising the fastest at 0.021&#x00A0;degrees Celsius&#x00A0;(&#x00B0;C) per year. The&#x00A0;plot shows that increasing trends in annual variability are similar for the minimum, mean, and maximum air temperature from&#x00A0;1945&#x00A0;to 2024, with the minimum temperature having the steepest gradient and the maximum air temperature having the lowest gradient in general increase over time.</p><p content-type="toc"><bold>Figure 13.</bold>&#x2003;The trend components of time series decompositions of the daily maximum, mean, or midrange, and minimum air temperature</p></caption><long-desc>The x-axis ranges from 1950 to 2030. The&#x00A0;y-axis ranges from 0 to 20 degrees Celsius.</long-desc><graphic xlink:href="tac25-1587_fig13"/></fig>
<p>A warming trend was present in the daily mean or midrange air temperature, demonstrating the shifting climatic conditions of the Osoyoos&#x00A0;Lake region. A daily mean warming rate of 0.15&#x00A0;&#x00B0;C per decade and a faster warming rate for minimum air temperature are consistent with observations for the broader inland Pacific&#x00A0;Northwest region&#x00A0;(<xref ref-type="bibr" rid="r-1-6">Berkeley Earth,&#x00A0;2024</xref>; <xref ref-type="bibr" rid="r-1-26">EPA,&#x00A0;2025</xref>). The&#x00A0;effect of increasing air temperatures, particularly minimum air temperature, on ice-jam processes is uncertain, but one plausible hypothesis is that warmer air temperatures delay the formation of a rigid ice layer before or during storms, and this promotes or prolongs the formation of the mobile ice particles that can jam the narrow outlet of Osoyoos&#x00A0;Lake. A potential relationship between ice-jam occurrences and increases in daily mean temperatures is likely more complicated than overall average warming winter conditions. The&#x00A0;algorithm indicates that the mean winter air temperature was lower on ice-jam days, although the difference was not statistically significant&#x00A0;(p-value=0.1). This suggests that a higher variability in temperature conditions or winter storm characteristics, in combination with wind behavior and other environmental factors, may contribute to increased ice-jam occurrences.</p>
</sec>
</sec>
<sec>
<title>Conclusions</title>
<p>Discharge records suggest that ice jams have occurred on Osoyoos Lake since at least the 1940s, and this report&#x2019;s algorithm classifies 31&#x00A0;days affected by ice jams since&#x00A0;1942 and 13&#x00A0;days since 2019. Results indicate significant univariate and multivariate differences for minimum air temperature, wind direction, and wind speed between ice-jam and non-ice-jam days, and the range of values for these variables under which ice jams occur provides guidance on the ideal conditions for ice-jam formation. Principal component analysis illustrates differences between ice-jam and non-ice-jam days in multivariate space, and linear discriminant analysis demonstrated &gt;90&#x00A0;percent accuracy for identifying ice jams.</p>
<p>The full discharge record shows evidence of ice jams becoming more frequent, but a recent cluster of ice jams during&#x00A0;2019&#x2013;2024 was preceded by more than two&#x00A0;decades of potentially ice-jam-free winters based on the algorithm. This report&#x2019;s analysis suggests that ice jams on Osoyoos&#x00A0;Lake are more likely to occur with a shift toward westerly or northwesterly winds with a speed near or above 10&#x00A0;kilometers per hour and daily minimum air temperatures below &#x2013;9.4 degrees Celsius&#x00A0;(&#x00B0;C). These conditions are typically associated with winter storms and may occur for only a short duration that deviates substantially from the mean winter temperature. Recent satellite imagery from Sentinel&#x2013;2 and Landsat&#x00A0;8&#x2013;9 over the Osoyoos&#x00A0;Lake outlet captured instances of ice accumulation during ice jams. Daily minimum air temperatures have warmed at a rate of approximately 0.21&#x00A0;&#x00B0;C per decade since the&#x00A0;1940s.</p>
<p>In this report, the authors posit that ice jams occur on Osoyoos&#x00A0;Lake under windy conditions because wind hinders the development of a continuous ice sheet and instead causes it to break up and accumulate at the leeward side of the lake near the outlet. Future studies that examine ice particle sizes and velocities prior to and during ice jams and the mechanistic processes of ice-jam formation could increase understanding of the effects of regional warming on Osoyoos&#x00A0;Lake ice-jam occurrences.</p>
</sec>
</body>
</book-part>
</book-body>
<book-back>
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</ref-list>
<book-app-group>
<book-app id="a1">
<book-part-meta>
<title-group><label>Appendix 1</label>
<title>Data Source Information</title>
</title-group>
</book-part-meta>
<body>
<sec>
<title>Data Sources</title>
<p>This appendix contains a table of data sources used for the analysis presented&#x00A0;(<xref ref-type="table" rid="t01.01">table&#x00A0;1.1</xref>), a table of identification numbers and dates for satellite imagery used for the analysis from Landsat 1&#x00A0;(U.S.&#x00A0;Geological Survey [USGS], 2020), Landsat&#x00A0;8&#x00A0;(<xref ref-type="bibr" rid="r-2-6">Sinergise Solutions&#x00A0;d.o.o.,&#x00A0;2024a</xref>), and Sentinel&#x2013;2&#x00A0;(<xref ref-type="bibr" rid="r-2-7">Sinergise Solutions&#x00A0;d.o.o.,&#x00A0;2024b</xref>) from February&#x00A0;11,&#x00A0;2013&#x2013;March&#x00A0;31,&#x00A0;2024&#x00A0;(<xref ref-type="table" rid="t01.02">table&#x00A0;1.2</xref>), and satellite images cropped to the study area (<xref ref-type="fig" rid="fig01.01">figs.&#x00A0;1.1</xref>&#x2013;<xref ref-type="fig" rid="fig01.19">1.19</xref>). These images were selected out of all available images because Osoyoos Lake was not completely concealed by cloud cover. The&#x00A0;images were used to cross-reference known ice jams that occurred during the same period and were identified by the algorithm used in this report to detect ice jams from changes in discharge, lake level, and air temperature. An additional image with some ice-jam accumulation at the outlet of Osoyoos&#x00A0;Lake, retrieved from Landsat&#x00A0;1&#x00A0;(U.S.&#x00A0;Geological Survey&#x00A0;[USGS],&#x00A0;2020), is also provided as an example of coarser-resolution imagery from before&#x00A0;2013. Images are presented in chronological order.</p>
<table-wrap id="t01.01" orientation="landscape" position="float"><label>Table 1.1</label><caption>
<title>Eleven data sources used for the analysis, including discharge, water temperature, lake level, air temperature, wind speed, wind direction, and satellite imagery including the operating agency, identification number, and the available start and end date for each record shown in <xref ref-type="fig" rid="fig02">figure&#x00A0;2</xref>.</title>
<p>[Actual date ranges for data used in this study from each source are included in <xref ref-type="table" rid="t01">table&#x00A0;1</xref>. USGS, U.S.&#x00A0;Geological Survey; Wash., Washington; NW, northwest; NCEI, National Centers for Environmental Information]</p></caption>
<table rules="groups">
<col width="12.96%"/>
<col width="12.27%"/>
<col width="13.91%"/>
<col width="13.09%"/>
<col width="15.71%"/>
<col width="16.03%"/>
<col width="16.03%"/>
<thead>
<tr>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Source or station name</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Parameter</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Operating agency</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Product or Station ID</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Record start date</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Record end date</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Source Citation</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="bottom" align="left" style="border-top: solid 0.50pt; background-color:rgb(217,217,217)" scope="row">Okanagan River at Oroville, Wash.</td>
<td valign="bottom" align="left" style="border-top: solid 0.50pt; background-color:rgb(217,217,217)">Discharge</td>
<td valign="bottom" align="left" style="border-top: solid 0.50pt; background-color:rgb(217,217,217)">USGS</td>
<td valign="bottom" align="center" style="border-top: solid 0.50pt; background-color:rgb(217,217,217)">USGS 12439500</td>
<td valign="bottom" align="center" style="border-top: solid 0.50pt; background-color:rgb(217,217,217)">October 1, 1942</td>
<td valign="bottom" align="center" style="border-top: solid 0.50pt; background-color:rgb(217,217,217)">March 31, 2024</td>
<td valign="top" align="center" style="border-top: solid 0.50pt; background-color:rgb(217,217,217)"><xref ref-type="bibr" rid="r-2-9">USGS, 2024a</xref></td>
</tr>
<tr>
<td valign="bottom" align="left" scope="row">Okanagan River at Oroville, Wash.</td>
<td valign="bottom" align="left">Water temperature</td>
<td valign="bottom" align="left">USGS</td>
<td valign="bottom" align="center">USGS 12439500</td>
<td valign="bottom" align="center">March 30, 2005</td>
<td valign="bottom" align="center">March 31, 2024</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="r-2-9">USGS, 2024a</xref></td>
</tr>
<tr>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)" scope="row">Osoyoos Lake near Oroville, Wash.</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">Water temperature</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">USGS</td>
<td valign="bottom" align="center" style="background-color:rgb(217,217,217)">USGS 12439000</td>
<td valign="bottom" align="center" style="background-color:rgb(217,217,217)">October 17, 2012</td>
<td valign="bottom" align="center" style="background-color:rgb(217,217,217)">March 31, 2024</td>
<td valign="top" align="center" style="background-color:rgb(217,217,217)"><xref ref-type="bibr" rid="r-2-10">USGS, 2024b</xref></td>
</tr>
<tr>
<td valign="bottom" align="left" scope="row">Osoyoos Lake near Oroville, Wash.</td>
<td valign="bottom" align="left">Lake level (gage height)</td>
<td valign="bottom" align="left">USGS</td>
<td valign="bottom" align="center">USGS 12439000</td>
<td valign="bottom" align="center">October 1, 1942</td>
<td valign="bottom" align="center">March 31, 2024</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="r-2-10">USGS, 2024b</xref></td>
</tr>
<tr>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)" scope="row">Osoyoos Lake near Oroville, Wash.</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">Lake level (gage height)</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">Government of Canada</td>
<td valign="middle" align="center" style="background-color:rgb(217,217,217)">08NM073</td>
<td valign="bottom" align="center" style="background-color:rgb(217,217,217)">July 28, 1928</td>
<td valign="bottom" align="center" style="background-color:rgb(217,217,217)">September 30, 1942</td>
<td valign="top" align="center" style="background-color:rgb(217,217,217)"><xref ref-type="bibr" rid="r-2-3">Government of Canada, 2025</xref></td>
</tr>
<tr>
<td valign="bottom" align="left" scope="row">Osoyoos West</td>
<td valign="bottom" align="left">Air temperature</td>
<td valign="bottom" align="left">Government of Canada</td>
<td valign="bottom" align="center">1125865</td>
<td valign="bottom" align="center">April 1, 1967</td>
<td valign="bottom" align="center">September 15, 2009</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="r-2-2">Government of Canada, 2024b</xref></td>
</tr>
<tr>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)" scope="row">Osoyoos CS</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">Air temperature</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">Government of Canada</td>
<td valign="bottom" align="center" style="background-color:rgb(217,217,217)">1125825</td>
<td valign="bottom" align="center" style="background-color:rgb(217,217,217)">August 1, 1990</td>
<td valign="bottom" align="center" style="background-color:rgb(217,217,217)">March 31, 2024</td>
<td valign="top" align="center" style="background-color:rgb(217,217,217)"><xref ref-type="bibr" rid="r-2-1">Government of Canada, 2024a</xref></td>
</tr>
<tr>
<td valign="bottom" align="left" scope="row">Oroville 3 NW</td>
<td valign="bottom" align="left">Air temperature</td>
<td valign="bottom" align="left">National Centers for Environmental Information</td>
<td valign="bottom" align="center">USC00456188</td>
<td valign="bottom" align="center">October 1, 1942</td>
<td valign="bottom" align="center">May 3, 1960</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="r-2-5">NCEI, 2024b</xref></td>
</tr>
<tr>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)" scope="row">Oroville</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">Air temperature</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">National Centers for Environmental Information</td>
<td valign="bottom" align="center" style="background-color:rgb(217,217,217)">USC00456187</td>
<td valign="bottom" align="center" style="background-color:rgb(217,217,217)">May 1, 1960</td>
<td valign="bottom" align="center" style="background-color:rgb(217,217,217)">February 28, 1970</td>
<td valign="top" align="center" style="background-color:rgb(217,217,217)"><xref ref-type="bibr" rid="r-2-4">NCEI, 2024a</xref></td>
</tr>
<tr>
<td valign="bottom" align="left" scope="row">Osoyoos CS</td>
<td valign="bottom" align="left">Wind speed, wind direction</td>
<td valign="bottom" align="left">Government of Canada</td>
<td valign="bottom" align="center">1125825</td>
<td valign="bottom" align="center">February 1, 1994</td>
<td valign="bottom" align="center">March 31, 2024</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="r-2-1">Government of Canada, 2024a</xref></td>
</tr>
<tr>
<td valign="bottom" align="left" style="border-bottom: solid 0.50pt; background-color:rgb(217,217,217)" scope="row">Copernicus Sentinel</td>
<td valign="bottom" align="left" style="border-bottom: solid 0.50pt; background-color:rgb(217,217,217)">Satellite imagery</td>
<td valign="bottom" align="left" style="border-bottom: solid 0.50pt; background-color:rgb(217,217,217)">European Space Agency</td>
<td valign="bottom" align="center" style="border-bottom: solid 0.50pt; background-color:rgb(217,217,217)">Various (refer to <xref ref-type="table" rid="t01.02">table 1.2</xref>)</td>
<td valign="bottom" align="center" style="border-bottom: solid 0.50pt; background-color:rgb(217,217,217)">February 11, 2013</td>
<td valign="bottom" align="center" style="border-bottom: solid 0.50pt; background-color:rgb(217,217,217)">March 31, 2024</td>
<td valign="top" align="center" style="border-bottom: solid 0.50pt; background-color:rgb(217,217,217)">Refer to <xref ref-type="table" rid="t01.02">table 1.2</xref> and <xref ref-type="fig" rid="fig01.01">figures 1.1</xref>&#x2013;<xref ref-type="fig" rid="fig01.19">1.19</xref>.</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="t01.02" orientation="landscape" position="float"><label>Table 1.2</label><caption>
<title>A list of 19 satellite images is provided in the appendix and in the report, including the appendix figure number, product identification name, sensing time, platform name, and instrument sensor name.</title>
<p>[<xref ref-type="fig" rid="fig01.01">Figure&#x00A0;1.1</xref> is from Landsat 1 (U.S.&#x00A0;Geological Survey [USGS], 2020), <xref ref-type="fig" rid="fig01.12">figure&#x00A0;1.12</xref> is from Landsat 8&#x00A0;(<xref ref-type="bibr" rid="r-2-6">Sinergise Solutions&#x00A0;d.o.o.,&#x00A0;2024a</xref>), and <xref ref-type="fig" rid="fig01.02">figures&#x00A0;1.2</xref>&#x2013;<xref ref-type="fig" rid="fig01.11">1.11</xref>&#x2013;<xref ref-type="fig" rid="fig01.13">figures&#x00A0;1.13</xref>&#x2013;<xref ref-type="fig" rid="fig01.19">1.19</xref> are from Sentinel&#x2013;2&#x00A0;(<xref ref-type="bibr" rid="r-2-7">Sinergise Solutions&#x00A0;d.o.o.,&#x00A0;2024b</xref>). The&#x00A0;acquisition date-time is presented as given with the data. NA, not applicable; MSI, multispectral instrument; OLI&#x2013;TIRS, operational land imager&#x2013;thermal infrared sensor]</p></caption>
<table rules="groups">
<col width="3.75%"/>
<col width="55.65%"/>
<col width="23.31%"/>
<col width="9.01%"/>
<col width="8.28%"/>
<thead>
<tr>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Fig. no.</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Product identification name</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Acquisition date-time</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Sensor platform</td>
<td valign="middle" align="center" scope="col" style="border-top: solid 0.50pt; border-bottom: solid 0.50pt">Sensor</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="bottom" align="right" style="border-top: solid 0.50pt; background-color:rgb(217,217,217)" scope="row">1.1</td>
<td valign="bottom" align="left" style="border-top: solid 0.50pt; background-color:rgb(217,217,217)">LM01_L1TP_049026_19730106_20200909_02_T2</td>
<td valign="bottom" align="left" style="border-top: solid 0.50pt; background-color:rgb(217,217,217)">1973-01-06 (Time unknown)</td>
<td valign="bottom" align="left" style="border-top: solid 0.50pt; background-color:rgb(217,217,217)">Landsat 1</td>
<td valign="bottom" align="left" style="border-top: solid 0.50pt; background-color:rgb(217,217,217)">NA</td>
</tr>
<tr>
<td valign="bottom" align="right" scope="row">1.2</td>
<td valign="bottom" align="left">S2A_MSIL2A_20170202T190601_N0500_R013_T10UGV_20230918T013154.SAFE</td>
<td valign="bottom" align="left">2017-02-02T19:06:01.026000Z</td>
<td valign="bottom" align="left">Sentinel&#x2013;2</td>
<td valign="bottom" align="left">MSI</td>
</tr>
<tr>
<td valign="bottom" align="right" style="background-color:rgb(217,217,217)" scope="row">1.3</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">S2A_MSIL2A_20180125T185641_N0500_R113_T10UGV_20230806T122742.SAFE</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">2018-01-25T18:56:41.026000Z</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">Sentinel&#x2013;2</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">MSI</td>
</tr>
<tr>
<td valign="bottom" align="right" scope="row">1.4</td>
<td valign="bottom" align="left">S2B_MSIL2A_20180212T190509_N0500_R013_T10UGV_20230803T140222.SAFE</td>
<td valign="bottom" align="left">2018-02-12T19:05:09.027000Z</td>
<td valign="bottom" align="left">Sentinel&#x2013;2</td>
<td valign="bottom" align="left">MSI</td>
</tr>
<tr>
<td valign="bottom" align="right" style="background-color:rgb(217,217,217)" scope="row">1.5</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">S2B_MSIL2A_20190207T190549_N0500_R013_T11ULQ_20221127T130841.SAFE</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">2019-02-07T19:05:49.024000Z</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">Sentinel&#x2013;2</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">MSI</td>
</tr>
<tr>
<td valign="bottom" align="right" scope="row">1.6</td>
<td valign="bottom" align="left">S2B_MSIL2A_20200202T190609_N0500_R013_T10UGV_20230417T082237.SAFE</td>
<td valign="bottom" align="left">2020-02-02T19:06:09.024000Z</td>
<td valign="bottom" align="left">Sentinel&#x2013;2</td>
<td valign="bottom" align="left">MSI</td>
</tr>
<tr>
<td valign="bottom" align="right" style="background-color:rgb(217,217,217)" scope="row">1.7</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">S2B_MSIL2A_20200212T190509_N0500_R013_T11ULQ_20230413T220131.SAFE</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">2020-02-12T19:05:09.024000Z</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">Sentinel&#x2013;2</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">MSI</td>
</tr>
<tr>
<td valign="bottom" align="right" scope="row">1.8</td>
<td valign="bottom" align="left">S2B_MSIL2A_20200219T185419_N0500_R113_T11ULQ_20230427T165616.SAFE</td>
<td valign="bottom" align="left">2020-02-19T18:54:19.024000Z</td>
<td valign="bottom" align="left">Sentinel&#x2013;2</td>
<td valign="bottom" align="left">MSI</td>
</tr>
<tr>
<td valign="bottom" align="right" style="background-color:rgb(217,217,217)" scope="row">1.9</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">S2B_MSIL2A_20200229T185319_N0500_R113_T10UGV_20230513T080348.SAFE</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">2020-02-29T18:53:19.024000Z</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">Sentinel&#x2013;2</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">MSI</td>
</tr>
<tr>
<td valign="bottom" align="right" scope="row">1.10</td>
<td valign="bottom" align="left">S2A_MSIL2A_20210211T190521_N0500_R013_T11ULQ_20230531T113649.SAFE</td>
<td valign="bottom" align="left">2021-02-11T19:05:21.024000Z</td>
<td valign="bottom" align="left">Sentinel&#x2013;2</td>
<td valign="bottom" align="left">MSI</td>
</tr>
<tr>
<td valign="bottom" align="right" style="background-color:rgb(217,217,217)" scope="row">1.11</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">S2B_MSIL2A_20210223T185349_N0500_R113_T10UGV_20230610T145843.SAFE</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">2021-02-23T18:53:49.024000Z</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">Sentinel&#x2013;2</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">MSI</td>
</tr>
<tr>
<td valign="bottom" align="right" scope="row">1.12</td>
<td valign="bottom" align="left">LC08_L2SP_045026_20210224_20210304_02_T1</td>
<td valign="bottom" align="left">2/24/2021 18:48</td>
<td valign="bottom" align="left">Landsat 8</td>
<td valign="bottom" align="left">OLITIRS</td>
</tr>
<tr>
<td valign="bottom" align="right" style="background-color:rgb(217,217,217)" scope="row">1.13</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">S2A_MSIL2A_20210303T190301_N0500_R013_T10UGV_20230607T005514.SAFE</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">2021-03-03T19:03:01.024000Z</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">Sentinel&#x2013;2</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">MSI</td>
</tr>
<tr>
<td valign="bottom" align="right" scope="row">1.14</td>
<td valign="bottom" align="left">S2B_MSIL2A_20220208T185529_N0510_R113_T11ULQ_20240513T122503.SAFE</td>
<td valign="bottom" align="left">2022-02-08T18:55:29.000000Z</td>
<td valign="bottom" align="left">Sentinel&#x2013;2</td>
<td valign="bottom" align="left">MSI</td>
</tr>
<tr>
<td valign="bottom" align="right" style="background-color:rgb(217,217,217)" scope="row">1.15</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">S2B_MSIL2A_20220211T190519_N0510_R013_T10UGV_20240514T045424.SAFE</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">2022-02-11T19:05:19.000000Z</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">Sentinel&#x2013;2</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">MSI</td>
</tr>
<tr>
<td valign="bottom" align="right" scope="row">1.16</td>
<td valign="bottom" align="left">S2B_MSIL2A_20220218T185429_N0510_R113_T10UGV_20240516T045910.SAFE</td>
<td valign="bottom" align="left">2022-02-18T18:54:29.024000Z</td>
<td valign="bottom" align="left">Sentinel&#x2013;2</td>
<td valign="bottom" align="left">MSI</td>
</tr>
<tr>
<td valign="bottom" align="right" style="background-color:rgb(217,217,217)" scope="row">1.17</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">S2A_MSIL2A_20220305T185251_N0510_R113_T10UGV_20240527T055244.SAFE</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">2022-03-05T18:52:51.024000Z</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">Sentinel&#x2013;2</td>
<td valign="bottom" align="left" style="background-color:rgb(217,217,217)">MSI</td>
</tr>
<tr>
<td valign="bottom" align="right" scope="row">1.18</td>
<td valign="bottom" align="left">S2B_MSIL2A_20221215T185809_N0510_R113_T10UGV_20240805T072025.SAFE</td>
<td valign="bottom" align="left">2022-12-15T18:58:09.024000Z</td>
<td valign="bottom" align="left">Sentinel&#x2013;2</td>
<td valign="bottom" align="left">MSI</td>
</tr>
<tr>
<td valign="bottom" align="right" style="border-bottom: solid 0.50pt; background-color:rgb(217,217,217)" scope="row">1.19</td>
<td valign="bottom" align="left" style="border-bottom: solid 0.50pt; background-color:rgb(217,217,217)">S2B_MSIL2A_20240112T190749_N0510_R013_T11ULQ_20240113T001126.SAFE</td>
<td valign="bottom" align="left" style="border-bottom: solid 0.50pt; background-color:rgb(217,217,217)">2024-01-12T19:07:49.024000Z</td>
<td valign="bottom" align="left" style="border-bottom: solid 0.50pt; background-color:rgb(217,217,217)">Sentinel&#x2013;2</td>
<td valign="bottom" align="left" style="border-bottom: solid 0.50pt; background-color:rgb(217,217,217)">MSI</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="fig01.01" position="float" fig-type="figure"><label>Figure 1.1</label><caption><p>Landsat 1 satellite photograph from January 6, 1973. An example of coarser-resolution satellite imagery from Landsat 1&#x00A0;(<xref ref-type="bibr" rid="r-2-8">U.S.&#x00A0;Geological Survey,&#x00A0;2020</xref>) before the increased resolution that coincided with Landsat&#x00A0;8 in&#x00A0;2013. Some ice accumulation near the outlet of Lake&#x00A0;Osoyoos can be seen in this image, but resolution is limited. The&#x00A0;algorithm used in this report does not indicate that an ice jam occurred during this time.</p></caption><long-desc>Surrounding land features are shown.</long-desc><graphic xlink:href="tac25-1587_fig01.01"/></fig>
<fig id="fig01.02" position="float" fig-type="figure"><label>Figure 1.2</label><caption><p>Sentinel&#x2013;2 satellite photograph from February&#x00A0;2,&#x00A0;2017. An unusual ice formation is visible. Linear features may be wind-blown accumulations of snow on ice fractures&#x00A0;(<xref ref-type="bibr" rid="r-2-7">Sinergise Solutions&#x00A0;d.o.o.,&#x00A0;2024b</xref>).</p></caption><long-desc>Osoyoos Lake and surrounding land features are shown.</long-desc><graphic xlink:href="tac25-1587_fig01.02"/></fig>
<fig id="fig01.03" position="float" fig-type="figure"><label>Figure 1.3</label><caption><p>Sentinel&#x2013;2 satellite photograph from January&#x00A0;25,&#x00A0;2018. An ice sheet formed on the lake approximately 3&#x00A0;weeks prior to the ice jam depicted in <xref ref-type="fig" rid="fig04">figure&#x00A0;4<italic>B</italic></xref>&#x00A0;(<xref ref-type="bibr" rid="r-2-7">Sinergise Solutions&#x00A0;d.o.o.,&#x00A0;2024b</xref>).</p></caption><long-desc>Osoyoos Lake and surrounding land features are shown.</long-desc><graphic xlink:href="tac25-1587_fig01.03"/></fig>
<fig id="fig01.04" position="float" fig-type="figure"><label>Figure 1.4</label><caption><p>Sentinel&#x2013;2 satellite photograph from February&#x00A0;12,&#x00A0;2018. Ice jam identified in the &#x201C;<xref ref-type="sec" rid="sir20265003.Results">Results</xref>&#x201D; section&#x00A0;(<xref ref-type="bibr" rid="r-2-7">Sinergise Solutions&#x00A0;d.o.o.,&#x00A0;2024b</xref>).</p></caption><long-desc>Osoyoos Lake and surrounding land features are shown.</long-desc><graphic xlink:href="tac25-1587_fig01.04"/></fig>
<fig id="fig01.05" position="float" fig-type="figure"><label>Figure 1.5</label><caption><p>Sentinel&#x2013;2 satellite photograph from February&#x00A0;7,&#x00A0;2019. Ice formation associated with the ice jam identified in the discharge data on February&#x00A0;5,&#x00A0;2019&#x00A0;(<xref ref-type="bibr" rid="r-2-7">Sinergise Solutions&#x00A0;d.o.o.,&#x00A0;2024b</xref>).</p></caption><long-desc>Osoyoos Lake and surrounding land features are shown.</long-desc><graphic xlink:href="tac25-1587_fig01.05"/></fig>

<fig id="fig01.06" position="float" fig-type="figure"><label>Figure 1.6</label><caption><p>Sentinel&#x2013;2 satellite photograph from February&#x00A0;2,&#x00A0;2020. This is the beginning of an ice formation and breakup sequence in February&#x00A0;2020 that did not cause an ice jam&#x00A0;(<xref ref-type="bibr" rid="r-2-7">Sinergise Solutions&#x00A0;d.o.o.,&#x00A0;2024b</xref>).</p></caption><long-desc>Osoyoos Lake and surrounding land features are shown.</long-desc><graphic xlink:href="tac25-1587_fig01.06"/></fig>

<fig id="fig01.07" position="float" fig-type="figure"><label>Figure 1.7</label><caption><p>Sentinel&#x2013;2 satellite photograph from February&#x00A0;12,&#x00A0;2020&#x00A0;(<xref ref-type="bibr" rid="r-2-7">Sinergise Solutions d.o.o., 2024b</xref>).</p></caption><long-desc>Osoyoos Lake and surrounding land features are shown.</long-desc><graphic xlink:href="tac25-1587_fig01.07"/></fig>

<fig id="fig01.08" position="float" fig-type="figure"><label>Figure 1.8</label><caption><p>Sentinel&#x2013;2 satellite photograph from February&#x00A0;19,&#x00A0;2020&#x00A0;(<xref ref-type="bibr" rid="r-2-7">Sinergise Solutions&#x00A0;d.o.o.,&#x00A0;2024b</xref>).</p></caption><long-desc>Osoyoos Lake and surrounding land features are shown.</long-desc><graphic xlink:href="tac25-1587_fig01.08"/></fig>
<fig id="fig01.09" position="float" fig-type="figure"><label>Figure 1.9</label><caption><p>Sentinel&#x2013;2 satellite photograph from February&#x00A0;29,&#x00A0;2020&#x00A0;(<xref ref-type="bibr" rid="r-2-7">Sinergise Solutions&#x00A0;d.o.o., 2024b</xref>).</p></caption><long-desc>Osoyoos Lake and surrounding land features are shown along with light cloud cover on the lake&#x2019;s northern edge.</long-desc><graphic xlink:href="tac25-1587_fig01.09"/></fig>
<fig id="fig01.10" position="float" fig-type="figure"><label>Figure 1.10</label><caption><p>Sentinel&#x2013;2 satellite photograph from February&#x00A0;11,&#x00A0;2021. Ice in the lake outlet is causing the ice jam identified in the discharge data on February&#x00A0;12,&#x00A0;2021.Clouds partially block this view of the lake&#x00A0;(<xref ref-type="bibr" rid="r-2-7">Sinergise Solutions&#x00A0;d.o.o.,&#x00A0;2024b</xref>).</p></caption><long-desc>Cloud cover is heavy across the whole image.</long-desc><graphic xlink:href="tac25-1587_fig01.10"/></fig>
<fig id="fig01.11" position="float" fig-type="figure"><label>Figure 1.11</label><caption><p>Sentinel&#x2013;2 satellite photograph from February&#x00A0;23,&#x00A0;2021 (<xref ref-type="bibr" rid="r-2-7">Sinergise Solutions&#x00A0;d.o.o.,&#x00A0;2024b</xref>).</p></caption><long-desc>Osoyoos Lake and surrounding land features are shown.</long-desc><graphic xlink:href="tac25-1587_fig01.11"/></fig>
<fig id="fig01.12" position="float" fig-type="figure"><label>Figure 1.12</label><caption><p>Landsat 8 satellite photograph from February&#x00A0;24,&#x00A0;2021. Ice accumulation also occurs upstream of the Osoyoos&#x00A0;Trestle Bridge, near the top of the figure&#x00A0;(<xref ref-type="bibr" rid="r-2-6">Sinergise Solutions&#x00A0;d.o.o.,&#x00A0;2024a</xref>).</p></caption><long-desc>Osoyoos Lake and surrounding land features are shown.</long-desc><graphic xlink:href="tac25-1587_fig01.12"/></fig>
<fig id="fig01.13" position="float" fig-type="figure"><label>Figure 1.13</label><caption><p>Sentinel&#x2013;2 satellite photograph from March&#x00A0;3,&#x00A0;2021&#x00A0;(<xref ref-type="bibr" rid="r-2-7">Sinergise Solutions&#x00A0;d.o.o.,&#x00A0;2024b</xref>).</p></caption><long-desc>Osoyoos Lake and surrounding land features are shown. Very light cloud cover is visible.</long-desc><graphic xlink:href="tac25-1587_fig01.13"/></fig>
<fig id="fig01.14" position="float" fig-type="figure"><label>Figure 1.14</label><caption><p>Sentinel&#x2013;2 satellite photograph from February&#x00A0;8,&#x00A0;2022&#x00A0;(<xref ref-type="bibr" rid="r-2-7">Sinergise Solutions&#x00A0;d.o.o.,&#x00A0;2024b</xref>).</p></caption><long-desc>Osoyoos Lake and surrounding land features are shown. Heavy snow and ice are present.</long-desc><graphic xlink:href="tac25-1587_fig01.14"/></fig>
<fig id="fig01.15" position="float" fig-type="figure"><label>Figure 1.15</label><caption><p>Sentinel&#x2013;2 satellite photograph from February&#x00A0;11,&#x00A0;2022&#x00A0;(<xref ref-type="bibr" rid="r-2-7">Sinergise Solutions&#x00A0;d.o.o.,&#x00A0;2024b</xref>).</p></caption><long-desc>Osoyoos Lake and surrounding land features are shown. Snow and ice are present.</long-desc><graphic xlink:href="tac25-1587_fig01.15"/></fig>
<fig id="fig01.16" position="float" fig-type="figure"><label>Figure 1.16</label><caption><p>Sentinel&#x2013;2 satellite photograph from February&#x00A0;18,&#x00A0;2022&#x00A0;(<xref ref-type="bibr" rid="r-2-7">Sinergise Solutions&#x00A0;d.o.o., 2024b</xref>).</p></caption><long-desc>Osoyoos Lake and surrounding land features are shown. Snow and ice are present.</long-desc><graphic xlink:href="tac25-1587_fig01.16"/></fig>
<fig id="fig01.17" position="float" fig-type="figure"><label>Figure 1.17</label><caption><p>Sentinel&#x2013;2 satellite photograph from March&#x00A0;5,&#x00A0;2022&#x00A0;(<xref ref-type="bibr" rid="r-2-7">Sinergise Solutions&#x00A0;d.o.o.,&#x00A0;2024b</xref>).</p></caption><long-desc>Osoyoos Lake and surrounding land features are shown. Ice is visible at the southern end of the lake.</long-desc><graphic xlink:href="tac25-1587_fig01.17"/></fig>
<fig id="fig01.18" position="float" fig-type="figure"><label>Figure 1.18</label><caption><p>Sentinel&#x2013;2 satellite photograph from December&#x00A0;15,&#x00A0;2022&#x00A0;(<xref ref-type="bibr" rid="r-2-7">Sinergise Solutions&#x00A0;d.o.o., 2024b</xref>).</p></caption><long-desc>Osoyoos Lake and surrounding land features are shown. Snow and ice are present.</long-desc><graphic xlink:href="tac25-1587_fig01.18"/></fig>
<fig id="fig01.19" position="float" fig-type="figure"><label>Figure 1.19</label><caption><p>Sentinel&#x2013;2 satellite photograph from January&#x00A0;12,&#x00A0;2024. Ice jam identified by the algorithm and mentioned in the &#x201C;<xref ref-type="sec" rid="sir20265003.Results">Results</xref>&#x201D; section&#x00A0;(<xref ref-type="bibr" rid="r-2-7">Sinergise Solutions&#x00A0;d.o.o.,&#x00A0;2024b</xref>).</p></caption><long-desc>Osoyoos Lake and surrounding land features are shown. Snow and ice are present.</long-desc><graphic xlink:href="tac25-1587_fig01.19"/></fig>
</sec>
</body>
<back>
<ref-list><title>References Cited</title>
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<ref id="r-2-3"><mixed-citation publication-type="web">Government of Canada, 2025, Daily water level graph for Osoyoos&#x00A0;Lake near Oroville&#x00A0;(08NM073) [BC]: Government of&#x00A0;Canada&#x2014;Environment and natural resources web page, accessed&#x00A0;June 3, 2025, at <ext-link ext-link-type="uri" xlink:href="https://wateroffice.ec.gc.ca/report/historical_e.html?stn=08NM073%26dataType=Daily%26parameterType=Level%26first_year=1928%26last_year=2018%26mode=Graph">https://wateroffice.ec.gc.ca/report/historical_e.html?stn=08NM073&amp;dataType=Daily&amp;parameterType=Level&amp;first_year=1928&amp;last_year=2018&amp;mode=Graph</ext-link>.</mixed-citation></ref>
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<ref id="r-2-8"><mixed-citation publication-type="other">U.S. Geological Survey [USGS], 2020, Landsat 1&#x2013;5 multispectral scanner level&#x2013;1, collection&#x00A0;2&#x00A0;[dataset]: U.S.&#x00A0;Geological Survey dataset, accessed September&#x00A0;12, 2024, at <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5066/P9AF14YV">https://doi.org/10.5066/P9AF14YV</ext-link>.</mixed-citation></ref>
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</ref-list>
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</book-app>
</book-app-group>
<notes notes-type="colophon">
<sec>
<title>&#x00A0;</title>
<p>Publishing support provided by the Science Publishing Network,</p>
<p>Reston and Tacoma Publishing Service Center<bold>s<break/>&#x00A0;</bold></p>
<p>For more information about this publication, contact:</p>
<p>Director, Washington Water Science Center</p>
<p>934 Broadway</p>
<p>Suite 300</p>
<p>Tacoma, WA 98402</p>
<p><ext-link ext-link-type="uri" xlink:href="https://www.usgs.gov/centers/washington-water-science-center">https://www.usgs.gov/centers/washington-water-science-center</ext-link></p>
</sec></notes>
</book-back>
</book>
