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Draft Lakes Indicator - Pelagic Score (Southeast and Midwest Blueprint Indicator)

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US Fish and Wildlife Service Open Data2026-03-28 收录
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<p style='margin-top:0px; margin-bottom:1.5rem; font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>Upstream watershed condition is very important in determining the nutrient, sediment, and contaminant loads entering a lake.  All developed and agricultural land cover categories (disturbance) were added to quantify the amount of disturbed landcover that may negatively affect water quality entering the lake. </p><p style='margin-top:0px; margin-bottom:1.5rem; font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>1.<span style='font-family:inherit;'> </span>Assign the amount of disturbance in the contributing watershed: </p><p style='margin-top:0px; margin-bottom:0px; font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'></p><ul><li>a.<span style='font-family:inherit;'> </span>Join the attribute table “Archetypes_rawdata_2023-10-12.csv” (LaPierre et al. 2023) to the LAGOS Lakes dataset.</li><li>b.<span style='font-family:inherit;'> </span>Eliminate any lakes that do not have a valid watershed value (removes 3253 or  0.7 % of lakes) </li><li>c.<span style='font-family:inherit;'> </span>Add the upstream watershed amounts of agricultural and developed landcover “ws_nlcd2016_totalag_pct” and “ws_nlcd2016_totaldev_pct” to get “totdev_totag”</li><li>d.<span style='font-family:inherit;'> </span>Classify lake water quality based on the Midwest Glacial Lakes Partnership thresholds for watershed landcover composition and convert to raster:  z</li><li>   3 = if percent developed + percent ag in the watershed is &lt;= 25 </li><li>   2 = if percent developed + percent ag in the watershed is &gt;25 and &lt;=60 </li><li>   1 = if percent developed + percent ag in the watershed is &gt; 60 </li></ul><p style='margin-top:0px; margin-bottom:0px; font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'></p><p style='margin-top:0px; margin-bottom:1.5rem; font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>4.<span style='font-family:inherit;'> </span>Using results from above, convert vector to raster to get:</p><p style='margin-top:0px; margin-bottom:0px; font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'></p><ul><li>a.<span style='font-family:inherit;'> </span>the whole lake class of contributing watershed condition.</li></ul><p style='margin-top:0px; margin-bottom:0px; font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'></p><p style='margin-top:0px; margin-bottom:1.5rem; font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>7.<span style='font-family:inherit;'> </span>Clean up errant pixels caused by non-overlapping LAGOS and NLCD open water using the condition: If the final score is NULL but there is an open water class value, then assign that value to the pixel, otherwise, keep the existing value.  </p>

上游流域状况是决定入湖营养盐、沉积物与污染物负荷的核心影响因素。本研究将所有开发类与农业类土地覆被类别(即干扰因子)纳入统计范畴,以量化可能对入湖水质产生负面影响的受干扰土地覆被规模。 1. 赋值汇水流域的干扰程度: a. 将属性表"Archetypes_rawdata_2023-10-12.csv"(LaPierre等人,2023)与LAGOS湖泊数据集进行属性关联。 b. 剔除所有无有效流域数据的湖泊(共移除3253个湖泊,占总湖泊数的0.7%)。 c. 将上游流域的农业土地覆被占比"ws_nlcd2016_totalag_pct"与开发类土地覆被占比"ws_nlcd2016_totaldev_pct"相加,得到综合指标"totdev_totag"。 d. 基于中西部冰川湖泊合作组织(Midwest Glacial Lakes Partnership)提出的流域土地覆被组成阈值,对湖泊汇水流域状况进行分级,并转换为栅格数据: - 3级:流域内开发类占比与农业类占比之和≤25 - 2级:流域内开发类占比与农业类占比之和>25且≤60 - 1级:流域内开发类占比与农业类占比之和>60 4. 基于上述处理结果,将矢量数据转换为栅格数据,以获取: a. 汇水流域状况的全湖泊分级结果。 7. 针对因LAGOS数据集与NLCD开阔水域图层不重叠产生的异常像素,按照以下规则进行修复:若最终分级值为空但存在开阔水域类别值,则将该类别值赋值给对应像素;否则保留原有像素值。
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