{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "7d7fe270-8776-428c-a4dc-8479f76e7999", "metadata": {}, "outputs": [], "source": [ "!pip install -q rasterstats\n", "!pip install -q odc-stac -U" ] }, { "cell_type": "code", "execution_count": 2, "id": "dff7fe07-73d2-4f8a-92b5-38360d73612e", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import rasterstats\n", "import rioxarray as rxr\n", "import rasterio\n", "import adlfs\n", "import contextily as ctx\n", "from tqdm import tqdm\n", "from pathlib import Path" ] }, { "cell_type": "code", "execution_count": 3, "id": "74ca75ef-b9c0-4cea-9988-23ce95b6900b", "metadata": {}, "outputs": [], "source": [ "#from dask.distributed import Client, LocalCluster\n", "#cluster = LocalCluster(processes=False, n_workers=4, local_directory='/tmp')\n", "#client = Client(cluster)\n", "#client" ] }, { "cell_type": "code", "execution_count": 4, "id": "31ecd58b-70eb-4163-8791-afae32eb4e6f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "https://pccompute.westeurope.cloudapp.azure.com/compute/services/dask-gateway/clusters/prod.76584750d1ae4a98add3ee9dfe8e0711/status\n" ] } ], "source": [ "import dask_gateway\n", "cluster = dask_gateway.GatewayCluster()\n", "client = cluster.get_client()\n", "cluster.adapt(minimum=10, maximum=100)\n", "print(client.dashboard_link)" ] }, { "cell_type": "code", "execution_count": 5, "id": "3c8ffcdd-b512-4a18-a1b6-656df6153277", "metadata": {}, "outputs": [], "source": [ "gf = gpd.read_file('https://raw.githubusercontent.com/scottyhq/snotel/967b0071f3716118bfcae866c740cffb51fbb5f5/snotel-sites.geojson')" ] }, { "cell_type": "code", "execution_count": 6, "id": "888c5368-58aa-48ed-9c0a-89e5e14fe806", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "301_CA_SNTL | \n", "Adin Mtn | \n", "1886.712036 | \n", "41.235828 | \n", "-120.791924 | \n", "Modoc | \n", "California | \n", "1983-10-01 00:00:00 | \n", "2100-01-01 | \n", "True | \n", "10TFL | \n", "True | \n", "POINT (-120.79192 41.23583) | \n", "
1 | \n", "907_UT_SNTL | \n", "Agua Canyon | \n", "2712.719971 | \n", "37.522171 | \n", "-112.271179 | \n", "Kane | \n", "Utah | \n", "1994-10-01 00:00:00 | \n", "2100-01-01 | \n", "True | \n", "12SUG | \n", "True | \n", "POINT (-112.27118 37.52217) | \n", "
2 | \n", "916_MT_SNTL | \n", "Albro Lake | \n", "2529.840088 | \n", "45.597229 | \n", "-111.959023 | \n", "Madison | \n", "Montana | \n", "1996-09-01 00:00:00 | \n", "2100-01-01 | \n", "True | \n", "12TVR | \n", "True | \n", "POINT (-111.95902 45.59723) | \n", "
3 | \n", "1267_AK_SNTL | \n", "Alexander Lake | \n", "48.768002 | \n", "61.749668 | \n", "-150.889664 | \n", "Matanuska-Susitna | \n", "Alaska | \n", "2014-08-28 00:00:00 | \n", "2100-01-01 | \n", "True | \n", "05VPJ | \n", "True | \n", "POINT (-150.88966 61.74967) | \n", "
4 | \n", "908_WA_SNTL | \n", "Alpine Meadows | \n", "1066.800049 | \n", "47.779572 | \n", "-121.698471 | \n", "King | \n", "Washington | \n", "1994-09-01 00:00:00 | \n", "2100-01-01 | \n", "True | \n", "10TET | \n", "True | \n", "POINT (-121.69847 47.77957) | \n", "
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925 | \n", "877_AZ_SNTL | \n", "Workman Creek | \n", "2103.120117 | \n", "33.812420 | \n", "-110.917732 | \n", "Gila | \n", "Arizona | \n", "1938-12-01 00:00:00 | \n", "2100-01-01 | \n", "True | \n", "12SWC | \n", "True | \n", "POINT (-110.91773 33.81242) | \n", "
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927 | \n", "1197_UT_SNTL | \n", "Yankee Reservoir | \n", "2649.321533 | \n", "37.747971 | \n", "-112.774948 | \n", "Iron | \n", "Utah | \n", "2012-10-01 00:00:00 | \n", "2100-01-01 | \n", "True | \n", "12SUG | \n", "True | \n", "POINT (-112.77495 37.74797) | \n", "
928 | \n", "878_WY_SNTL | \n", "Younts Peak | \n", "2545.080078 | \n", "43.932251 | \n", "-109.817749 | \n", "Park | \n", "Wyoming | \n", "1979-10-01 00:00:00 | \n", "2100-01-01 | \n", "True | \n", "12TWP | \n", "True | \n", "POINT (-109.81775 43.93225) | \n", "
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0 | \n", "301_CA_SNTL | \n", "Adin Mtn | \n", "1886.712036 | \n", "41.235828 | \n", "-120.791924 | \n", "Modoc | \n", "California | \n", "1983-10-01 00:00:00 | \n", "2100-01-01 | \n", "True | \n", "... | \n", "True | \n", "32.0 | \n", "51.0 | \n", "68.0 | \n", "86.0 | \n", "75.0 | \n", "32.0 | \n", "74.0 | \n", "76.0 | \n", "POINT (-120.79192 41.23583) | \n", "
1 | \n", "907_UT_SNTL | \n", "Agua Canyon | \n", "2712.719971 | \n", "37.522171 | \n", "-112.271179 | \n", "Kane | \n", "Utah | \n", "1994-10-01 00:00:00 | \n", "2100-01-01 | \n", "True | \n", "... | \n", "True | \n", "64.0 | \n", "33.0 | \n", "65.0 | \n", "78.0 | \n", "81.0 | \n", "88.0 | \n", "76.0 | \n", "71.0 | \n", "POINT (-112.27118 37.52217) | \n", "
2 | \n", "916_MT_SNTL | \n", "Albro Lake | \n", "2529.840088 | \n", "45.597229 | \n", "-111.959023 | \n", "Madison | \n", "Montana | \n", "1996-09-01 00:00:00 | \n", "2100-01-01 | \n", "True | \n", "... | \n", "True | \n", "107.0 | \n", "97.0 | \n", "122.0 | \n", "107.0 | \n", "121.0 | \n", "114.0 | \n", "117.0 | \n", "154.0 | \n", "POINT (-111.95902 45.59723) | \n", "
3 | \n", "908_WA_SNTL | \n", "Alpine Meadows | \n", "1066.800049 | \n", "47.779572 | \n", "-121.698471 | \n", "King | \n", "Washington | \n", "1994-09-01 00:00:00 | \n", "2100-01-01 | \n", "True | \n", "... | \n", "True | \n", "105.0 | \n", "96.0 | \n", "109.0 | \n", "108.0 | \n", "83.0 | \n", "102.0 | \n", "107.0 | \n", "116.0 | \n", "POINT (-121.69847 47.77957) | \n", "
4 | \n", "302_OR_SNTL | \n", "Aneroid Lake #2 | \n", "2255.520020 | \n", "45.213280 | \n", "-117.192581 | \n", "Wallowa | \n", "Oregon | \n", "1980-10-01 00:00:00 | \n", "2100-01-01 | \n", "True | \n", "... | \n", "True | \n", "99.0 | \n", "122.0 | \n", "123.0 | \n", "112.0 | \n", "112.0 | \n", "117.0 | \n", "106.0 | \n", "135.0 | \n", "POINT (-117.19258 45.21328) | \n", "
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791 | \n", "877_AZ_SNTL | \n", "Workman Creek | \n", "2103.120117 | \n", "33.812420 | \n", "-110.917732 | \n", "Gila | \n", "Arizona | \n", "1938-12-01 00:00:00 | \n", "2100-01-01 | \n", "True | \n", "... | \n", "True | \n", "32.0 | \n", "40.0 | \n", "32.0 | \n", "51.0 | \n", "54.0 | \n", "80.0 | \n", "32.0 | \n", "55.0 | \n", "POINT (-110.91773 33.81242) | \n", "
792 | \n", "1228_UT_SNTL | \n", "Wrigley Creek | \n", "2842.869629 | \n", "39.132332 | \n", "-111.356850 | \n", "Sanpete | \n", "Utah | \n", "2012-10-01 00:00:00 | \n", "2100-01-01 | \n", "True | \n", "... | \n", "True | \n", "63.0 | \n", "89.0 | \n", "66.0 | \n", "82.0 | \n", "89.0 | \n", "90.0 | \n", "83.0 | \n", "76.0 | \n", "POINT (-111.35685 39.13233) | \n", "
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795 | \n", "1033_CO_SNTL | \n", "Zirkel | \n", "2846.832031 | \n", "40.794880 | \n", "-106.595352 | \n", "Jackson | \n", "Colorado | \n", "2002-08-14 06:00:00 | \n", "2100-01-01 | \n", "True | \n", "... | \n", "True | \n", "66.0 | \n", "97.0 | \n", "70.0 | \n", "100.0 | \n", "96.0 | \n", "92.0 | \n", "86.0 | \n", "109.0 | \n", "POINT (-106.59535 40.79488) | \n", "
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0 | \n", "301_CA_SNTL | \n", "Adin Mtn | \n", "1886.712036 | \n", "41.235828 | \n", "-120.791924 | \n", "Modoc | \n", "California | \n", "1983-10-01 00:00:00 | \n", "2100-01-01 | \n", "True | \n", "... | \n", "True | \n", "32.0 | \n", "51.0 | \n", "68.0 | \n", "86.0 | \n", "75.0 | \n", "32.0 | \n", "74.0 | \n", "76.0 | \n", "POINT (182202.056 4571874.067) | \n", "
1 | \n", "907_UT_SNTL | \n", "Agua Canyon | \n", "2712.719971 | \n", "37.522171 | \n", "-112.271179 | \n", "Kane | \n", "Utah | \n", "1994-10-01 00:00:00 | \n", "2100-01-01 | \n", "True | \n", "... | \n", "True | \n", "64.0 | \n", "33.0 | \n", "65.0 | \n", "78.0 | \n", "81.0 | \n", "88.0 | \n", "76.0 | \n", "71.0 | \n", "POINT (917980.554 4163320.291) | \n", "
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---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
elevation_m | \n", "1.000000 | \n", "-0.745938 | \n", "0.751235 | \n", "0.061055 | \n", "0.424969 | \n", "0.427471 | \n", "0.179848 | \n", "0.027293 | \n", "0.429122 | \n", "0.304668 | \n", "0.212845 | \n", "0.107060 | \n", "-0.031014 | \n", "-0.063173 | \n", "0.321091 | \n", "0.088123 | \n", "0.157681 | \n", "0.233307 | \n", "-0.075801 | \n", "0.268945 | \n", "0.282690 | \n", "0.001767 | \n", "0.133856 | \n", "0.131848 | \n", "0.073790 | \n", "0.280766 | \n", "0.001313 | \n", "0.172179 | \n", "0.178913 | \n", "0.360923 | \n", "0.069264 | \n", "0.027953 | \n", "0.043037 | \n", "0.035349 | \n", "0.106157 | \n", "0.060244 | \n", "0.074893 | \n", "-0.080771 | \n", "-0.144865 | \n", "0.267050 | \n", "
latitude | \n", "-0.745938 | \n", "1.000000 | \n", "-0.454117 | \n", "-0.027512 | \n", "-0.038416 | \n", "0.033001 | \n", "0.229788 | \n", "0.441604 | \n", "0.036327 | \n", "0.161184 | \n", "0.231667 | \n", "0.368764 | \n", "0.041429 | \n", "-0.023857 | \n", "-0.213953 | \n", "-0.148823 | \n", "-0.033563 | \n", "-0.162994 | \n", "0.274470 | \n", "-0.337485 | \n", "-0.075981 | \n", "0.012653 | \n", "0.056169 | \n", "-0.128019 | \n", "0.158653 | \n", "-0.195474 | \n", "0.147524 | \n", "-0.131339 | \n", "-0.169680 | \n", "-0.062874 | \n", "0.200931 | \n", "0.245605 | \n", "0.084405 | \n", "0.092604 | \n", "0.093301 | \n", "0.029970 | \n", "0.204911 | \n", "-0.112779 | \n", "-0.078920 | \n", "-0.276511 | \n", "
longitude | \n", "0.751235 | \n", "-0.454117 | \n", "1.000000 | \n", "0.019693 | \n", "0.351122 | \n", "0.339809 | \n", "-0.028849 | \n", "0.051972 | \n", "0.256816 | \n", "0.240480 | \n", "0.210851 | \n", "0.123419 | \n", "-0.095757 | \n", "-0.146375 | \n", "0.240539 | \n", "0.033734 | \n", "0.004457 | \n", "0.219698 | \n", "-0.066826 | \n", "0.188648 | \n", "0.147355 | \n", "0.078995 | \n", "0.127311 | \n", "0.114719 | \n", "0.050287 | \n", "0.249394 | \n", "-0.042745 | \n", "0.142293 | \n", "-0.016107 | \n", "0.345837 | \n", "0.087881 | \n", "-0.035576 | \n", "0.067613 | \n", "0.045803 | \n", "0.067996 | \n", "0.093660 | \n", "0.130860 | \n", "-0.042383 | \n", "-0.092861 | \n", "0.198294 | \n", "
timeseries | \n", "0.061055 | \n", "-0.027512 | \n", "0.019693 | \n", "1.000000 | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "0.070484 | \n", "-0.034852 | \n", "-0.033695 | \n", "0.057211 | \n", "0.039850 | \n", "0.020435 | \n", "-0.070594 | \n", "0.018229 | \n", "0.029860 | \n", "0.012997 | \n", "0.036316 | \n", "0.039293 | \n", "-0.009371 | \n", "0.027959 | \n", "0.021052 | \n", "-0.022815 | \n", "-0.066203 | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "0.026022 | \n", "
max_swe_2015 | \n", "0.424969 | \n", "-0.038416 | \n", "0.351122 | \n", "nan | \n", "1.000000 | \n", "0.556783 | \n", "0.560949 | \n", "0.468257 | \n", "0.600395 | \n", "0.502876 | \n", "0.602325 | \n", "0.528269 | \n", "0.042034 | \n", "-0.119797 | \n", "0.207991 | \n", "-0.109964 | \n", "0.183141 | \n", "0.104022 | \n", "0.124706 | \n", "-0.083282 | \n", "0.157430 | \n", "0.016371 | \n", "0.250430 | \n", "-0.016160 | \n", "0.233265 | \n", "0.066103 | \n", "0.145503 | \n", "0.020884 | \n", "-0.071635 | \n", "0.766510 | \n", "0.269839 | \n", "0.377800 | \n", "0.231653 | \n", "0.269034 | \n", "0.187790 | \n", "0.198184 | \n", "0.322872 | \n", "-0.220959 | \n", "-0.278872 | \n", "-0.035862 | \n", "
max_swe_2016 | \n", "0.427471 | \n", "0.033001 | \n", "0.339809 | \n", "nan | \n", "0.556783 | \n", "1.000000 | \n", "0.571545 | \n", "0.578455 | \n", "0.635594 | \n", "0.680069 | \n", "0.589576 | \n", "0.593654 | \n", "0.070847 | \n", "-0.065689 | \n", "0.148744 | \n", "-0.119767 | \n", "0.186910 | \n", "0.098107 | \n", "0.090105 | \n", "-0.105163 | \n", "0.250717 | \n", "0.005919 | \n", "0.232445 | \n", "-0.032017 | \n", "0.234939 | \n", "0.098900 | \n", "0.112220 | \n", "0.030982 | \n", "-0.092550 | \n", "0.398776 | \n", "0.661322 | \n", "0.383056 | \n", "0.327613 | \n", "0.206777 | \n", "0.349687 | \n", "0.187726 | \n", "0.408688 | \n", "-0.372035 | \n", "-0.425454 | \n", "-0.025247 | \n", "
max_swe_2017 | \n", "0.179848 | \n", "0.229788 | \n", "-0.028849 | \n", "nan | \n", "0.560949 | \n", "0.571545 | \n", "1.000000 | \n", "0.613594 | \n", "0.641417 | \n", "0.573035 | \n", "0.617811 | \n", "0.665355 | \n", "0.127755 | \n", "-0.103778 | \n", "0.151909 | \n", "-0.151714 | \n", "0.260054 | \n", "0.005084 | \n", "0.267109 | \n", "-0.172699 | \n", "0.220047 | \n", "-0.030209 | \n", "0.315227 | \n", "-0.098325 | \n", "0.334156 | \n", "-0.022215 | \n", "0.245424 | \n", "-0.070054 | \n", "0.008730 | \n", "0.367036 | \n", "0.323163 | \n", "0.718455 | \n", "0.196931 | \n", "0.239490 | \n", "0.206431 | \n", "0.121436 | \n", "0.357099 | \n", "-0.314467 | \n", "-0.337072 | \n", "-0.155467 | \n", "
max_swe_2018 | \n", "0.027293 | \n", "0.441604 | \n", "0.051972 | \n", "nan | \n", "0.468257 | \n", "0.578455 | \n", "0.613594 | \n", "1.000000 | \n", "0.555713 | \n", "0.631416 | \n", "0.630206 | \n", "0.711382 | \n", "0.129032 | \n", "-0.097802 | \n", "0.035804 | \n", "-0.216536 | \n", "0.084707 | \n", "-0.060842 | \n", "0.263360 | \n", "-0.246220 | \n", "0.190263 | \n", "-0.036022 | \n", "0.259225 | \n", "-0.118116 | \n", "0.325665 | \n", "-0.055931 | \n", "0.200480 | \n", "-0.017123 | \n", "-0.064297 | \n", "0.288167 | \n", "0.423750 | \n", "0.494348 | \n", "0.474341 | \n", "0.206352 | \n", "0.287924 | \n", "0.133114 | \n", "0.445661 | \n", "-0.354716 | \n", "-0.358080 | \n", "-0.205486 | \n", "
max_swe_2019 | \n", "0.429122 | \n", "0.036327 | \n", "0.256816 | \n", "nan | \n", "0.600395 | \n", "0.635594 | \n", "0.641417 | \n", "0.555713 | \n", "1.000000 | \n", "0.600510 | \n", "0.639401 | \n", "0.613646 | \n", "0.040749 | \n", "-0.057198 | \n", "0.114232 | \n", "-0.104792 | \n", "0.229275 | \n", "0.135886 | \n", "0.194105 | \n", "-0.028582 | \n", "0.274109 | \n", "-0.015733 | \n", "0.236428 | \n", "-0.026164 | \n", "0.187072 | \n", "0.079033 | \n", "0.203588 | \n", "0.117623 | \n", "0.055059 | \n", "0.451711 | \n", "0.403834 | \n", "0.415827 | \n", "0.222809 | \n", "0.437840 | \n", "0.285606 | \n", "0.264968 | \n", "0.346131 | \n", "-0.357196 | \n", "-0.393670 | \n", "0.023141 | \n", "
max_swe_2020 | \n", "0.304668 | \n", "0.161184 | \n", "0.240480 | \n", "nan | \n", "0.502876 | \n", "0.680069 | \n", "0.573035 | \n", "0.631416 | \n", "0.600510 | \n", "1.000000 | \n", "0.674695 | \n", "0.652926 | \n", "0.066533 | \n", "-0.066819 | \n", "0.089159 | \n", "-0.124655 | \n", "0.133256 | \n", "-0.036869 | \n", "0.173771 | \n", "-0.170768 | \n", "0.250882 | \n", "-0.052219 | \n", "0.257734 | \n", "-0.053534 | \n", "0.206737 | \n", "0.047586 | \n", "0.163384 | \n", "0.079959 | \n", "-0.023264 | \n", "0.359015 | \n", "0.460751 | \n", "0.423942 | \n", "0.289347 | \n", "0.182900 | \n", "0.593278 | \n", "0.268611 | \n", "0.421155 | \n", "-0.492370 | \n", "-0.489415 | \n", "-0.089667 | \n", "
max_swe_2021 | \n", "0.212845 | \n", "0.231667 | \n", "0.210851 | \n", "nan | \n", "0.602325 | \n", "0.589576 | \n", "0.617811 | \n", "0.630206 | \n", "0.639401 | \n", "0.674695 | \n", "1.000000 | \n", "0.741373 | \n", "0.040793 | \n", "-0.067951 | \n", "0.045332 | \n", "-0.158143 | \n", "0.092282 | \n", "0.058864 | \n", "0.140170 | \n", "-0.123457 | \n", "0.103205 | \n", "0.039217 | \n", "0.179846 | \n", "-0.046255 | \n", "0.166825 | \n", "0.015737 | \n", "0.167984 | \n", "0.001269 | \n", "-0.021380 | \n", "0.457412 | \n", "0.414498 | \n", "0.489331 | \n", "0.307220 | \n", "0.332138 | \n", "0.379217 | \n", "0.537871 | \n", "0.490488 | \n", "-0.253474 | \n", "-0.260993 | \n", "-0.071491 | \n", "
max_swe_2022 | \n", "0.107060 | \n", "0.368764 | \n", "0.123419 | \n", "nan | \n", "0.528269 | \n", "0.593654 | \n", "0.665355 | \n", "0.711382 | \n", "0.613646 | \n", "0.652926 | \n", "0.741373 | \n", "1.000000 | \n", "0.118743 | \n", "-0.095009 | \n", "0.103661 | \n", "-0.176098 | \n", "0.166978 | \n", "-0.011855 | \n", "0.235571 | \n", "-0.175035 | \n", "0.180047 | \n", "0.037043 | \n", "0.277347 | \n", "-0.111351 | \n", "0.308962 | \n", "-0.039880 | \n", "0.227179 | \n", "-0.060705 | \n", "-0.044697 | \n", "0.346785 | \n", "0.379072 | \n", "0.479179 | \n", "0.283608 | \n", "0.246495 | \n", "0.284840 | \n", "0.240344 | \n", "0.660579 | \n", "-0.272268 | \n", "-0.286512 | \n", "-0.157486 | \n", "
sar_runoff_2015 | \n", "-0.031014 | \n", "0.041429 | \n", "-0.095757 | \n", "0.070484 | \n", "0.042034 | \n", "0.070847 | \n", "0.127755 | \n", "0.129032 | \n", "0.040749 | \n", "0.066533 | \n", "0.040793 | \n", "0.118743 | \n", "1.000000 | \n", "0.201489 | \n", "0.151952 | \n", "-0.043035 | \n", "0.273055 | \n", "-0.084682 | \n", "0.078910 | \n", "-0.179938 | \n", "0.187109 | \n", "-0.053683 | \n", "0.244621 | \n", "-0.083123 | \n", "0.283914 | \n", "0.040705 | \n", "0.216351 | \n", "-0.018293 | \n", "0.066925 | \n", "-0.609445 | \n", "-0.083688 | \n", "-0.092591 | \n", "0.030706 | \n", "-0.151451 | \n", "-0.142301 | \n", "-0.225396 | \n", "-0.072220 | \n", "0.151984 | \n", "0.220646 | \n", "-0.038520 | \n", "
sar_runoff_2015_std | \n", "-0.063173 | \n", "-0.023857 | \n", "-0.146375 | \n", "-0.034852 | \n", "-0.119797 | \n", "-0.065689 | \n", "-0.103778 | \n", "-0.097802 | \n", "-0.057198 | \n", "-0.066819 | \n", "-0.067951 | \n", "-0.095009 | \n", "0.201489 | \n", "1.000000 | \n", "-0.093996 | \n", "0.174144 | \n", "-0.054866 | \n", "0.113317 | \n", "0.045835 | \n", "0.102235 | \n", "-0.033246 | \n", "-0.019209 | \n", "-0.026265 | \n", "0.177212 | \n", "-0.049991 | \n", "0.122883 | \n", "0.025133 | \n", "0.082399 | \n", "0.144853 | \n", "-0.235796 | \n", "0.022132 | \n", "-0.045288 | \n", "-0.110514 | \n", "-0.010357 | \n", "-0.011732 | \n", "0.002156 | \n", "-0.109882 | \n", "0.009323 | \n", "0.041949 | \n", "0.466035 | \n", "
sar_runoff_2016 | \n", "0.321091 | \n", "-0.213953 | \n", "0.240539 | \n", "-0.033695 | \n", "0.207991 | \n", "0.148744 | \n", "0.151909 | \n", "0.035804 | \n", "0.114232 | \n", "0.089159 | \n", "0.045332 | \n", "0.103661 | \n", "0.151952 | \n", "-0.093996 | \n", "1.000000 | \n", "0.026139 | \n", "0.335671 | \n", "0.105532 | \n", "0.141226 | \n", "0.155015 | \n", "0.275121 | \n", "-0.040557 | \n", "0.304717 | \n", "0.034096 | \n", "0.339404 | \n", "0.104580 | \n", "0.296145 | \n", "0.049647 | \n", "0.124535 | \n", "0.054473 | \n", "-0.643390 | \n", "-0.104256 | \n", "-0.094837 | \n", "-0.187367 | \n", "-0.172050 | \n", "-0.254102 | \n", "-0.127787 | \n", "0.245838 | \n", "0.225145 | \n", "0.075761 | \n", "
sar_runoff_2016_std | \n", "0.088123 | \n", "-0.148823 | \n", "0.033734 | \n", "0.057211 | \n", "-0.109964 | \n", "-0.119767 | \n", "-0.151714 | \n", "-0.216536 | \n", "-0.104792 | \n", "-0.124655 | \n", "-0.158143 | \n", "-0.176098 | \n", "-0.043035 | \n", "0.174144 | \n", "0.026139 | \n", "1.000000 | \n", "-0.032678 | \n", "0.179000 | \n", "-0.017214 | \n", "0.217257 | \n", "-0.038178 | \n", "0.093680 | \n", "-0.205832 | \n", "0.247028 | \n", "-0.117913 | \n", "0.200640 | \n", "-0.098543 | \n", "0.085811 | \n", "0.085795 | \n", "-0.055825 | \n", "-0.100068 | \n", "-0.117727 | \n", "-0.145353 | \n", "-0.047504 | \n", "0.062666 | \n", "-0.004892 | \n", "-0.099833 | \n", "0.088829 | \n", "0.100086 | \n", "0.550566 | \n", "
sar_runoff_2017 | \n", "0.157681 | \n", "-0.033563 | \n", "0.004457 | \n", "0.039850 | \n", "0.183141 | \n", "0.186910 | \n", "0.260054 | \n", "0.084707 | \n", "0.229275 | \n", "0.133256 | \n", "0.092282 | \n", "0.166978 | \n", "0.273055 | \n", "-0.054866 | \n", "0.335671 | \n", "-0.032678 | \n", "1.000000 | \n", "0.081281 | \n", "0.159751 | \n", "-0.030338 | \n", "0.289898 | \n", "0.013248 | \n", "0.347363 | \n", "0.027287 | \n", "0.288632 | \n", "0.105241 | \n", "0.290073 | \n", "0.030798 | \n", "0.089881 | \n", "-0.043395 | \n", "-0.107774 | \n", "-0.484804 | \n", "-0.070312 | \n", "-0.129289 | \n", "-0.153660 | \n", "-0.173178 | \n", "-0.066456 | \n", "0.166138 | \n", "0.152591 | \n", "0.020047 | \n", "
sar_runoff_2017_std | \n", "0.233307 | \n", "-0.162994 | \n", "0.219698 | \n", "0.020435 | \n", "0.104022 | \n", "0.098107 | \n", "0.005084 | \n", "-0.060842 | \n", "0.135886 | \n", "-0.036869 | \n", "0.058864 | \n", "-0.011855 | \n", "-0.084682 | \n", "0.113317 | \n", "0.105532 | \n", "0.179000 | \n", "0.081281 | \n", "1.000000 | \n", "-0.054654 | \n", "0.267696 | \n", "0.039859 | \n", "0.082758 | \n", "-0.002868 | \n", "0.173414 | \n", "-0.006073 | \n", "0.256503 | \n", "-0.036251 | \n", "0.134349 | \n", "0.038865 | \n", "0.129484 | \n", "0.006999 | \n", "-0.050310 | \n", "-0.025012 | \n", "0.052216 | \n", "-0.034880 | \n", "0.035415 | \n", "0.011368 | \n", "0.029498 | \n", "0.032289 | \n", "0.502620 | \n", "
sar_runoff_2018 | \n", "-0.075801 | \n", "0.274470 | \n", "-0.066826 | \n", "-0.070594 | \n", "0.124706 | \n", "0.090105 | \n", "0.267109 | \n", "0.263360 | \n", "0.194105 | \n", "0.173771 | \n", "0.140170 | \n", "0.235571 | \n", "0.078910 | \n", "0.045835 | \n", "0.141226 | \n", "-0.017214 | \n", "0.159751 | \n", "-0.054654 | \n", "1.000000 | \n", "0.113255 | \n", "0.216051 | \n", "-0.082191 | \n", "0.330906 | \n", "-0.092873 | \n", "0.404173 | \n", "0.051766 | \n", "0.317879 | \n", "-0.008592 | \n", "0.129004 | \n", "0.056351 | \n", "-0.022958 | \n", "0.136142 | \n", "-0.724341 | \n", "-0.057523 | \n", "-0.125904 | \n", "-0.247207 | \n", "-0.034084 | \n", "-0.054858 | \n", "-0.089792 | \n", "-0.004032 | \n", "
sar_runoff_2018_std | \n", "0.268945 | \n", "-0.337485 | \n", "0.188648 | \n", "0.018229 | \n", "-0.083282 | \n", "-0.105163 | \n", "-0.172699 | \n", "-0.246220 | \n", "-0.028582 | \n", "-0.170768 | \n", "-0.123457 | \n", "-0.175035 | \n", "-0.179938 | \n", "0.102235 | \n", "0.155015 | \n", "0.217257 | \n", "-0.030338 | \n", "0.267696 | \n", "0.113255 | \n", "1.000000 | \n", "-0.021982 | \n", "0.103375 | \n", "-0.054165 | \n", "0.173027 | \n", "-0.107052 | \n", "0.250199 | \n", "-0.074924 | \n", "0.232295 | \n", "0.215016 | \n", "0.063805 | \n", "-0.205252 | \n", "-0.124833 | \n", "-0.283314 | \n", "-0.007239 | \n", "-0.106902 | \n", "-0.011881 | \n", "-0.106403 | \n", "0.107035 | \n", "0.093898 | \n", "0.580359 | \n", "
sar_runoff_2019 | \n", "0.282690 | \n", "-0.075981 | \n", "0.147355 | \n", "0.029860 | \n", "0.157430 | \n", "0.250717 | \n", "0.220047 | \n", "0.190263 | \n", "0.274109 | \n", "0.250882 | \n", "0.103205 | \n", "0.180047 | \n", "0.187109 | \n", "-0.033246 | \n", "0.275121 | \n", "-0.038178 | \n", "0.289898 | \n", "0.039859 | \n", "0.216051 | \n", "-0.021982 | \n", "1.000000 | \n", "-0.045542 | \n", "0.350095 | \n", "0.008376 | \n", "0.263815 | \n", "0.195184 | \n", "0.296462 | \n", "0.061710 | \n", "0.140939 | \n", "0.001205 | \n", "-0.021704 | \n", "-0.022933 | \n", "-0.015914 | \n", "-0.744602 | \n", "-0.100384 | \n", "-0.161929 | \n", "-0.091458 | \n", "0.091192 | \n", "0.129809 | \n", "0.031807 | \n", "
sar_runoff_2019_std | \n", "0.001767 | \n", "0.012653 | \n", "0.078995 | \n", "0.012997 | \n", "0.016371 | \n", "0.005919 | \n", "-0.030209 | \n", "-0.036022 | \n", "-0.015733 | \n", "-0.052219 | \n", "0.039217 | \n", "0.037043 | \n", "-0.053683 | \n", "-0.019209 | \n", "-0.040557 | \n", "0.093680 | \n", "0.013248 | \n", "0.082758 | \n", "-0.082191 | \n", "0.103375 | \n", "-0.045542 | \n", "1.000000 | \n", "-0.001008 | \n", "0.117554 | \n", "-0.037015 | \n", "0.116782 | \n", "-0.093840 | \n", "0.162363 | \n", "-0.072380 | \n", "0.053339 | \n", "0.027616 | \n", "-0.021818 | \n", "0.046514 | \n", "0.037116 | \n", "-0.040220 | \n", "0.075908 | \n", "0.093968 | \n", "0.142981 | \n", "0.117606 | \n", "0.380147 | \n", "
sar_runoff_2020 | \n", "0.133856 | \n", "0.056169 | \n", "0.127311 | \n", "0.036316 | \n", "0.250430 | \n", "0.232445 | \n", "0.315227 | \n", "0.259225 | \n", "0.236428 | \n", "0.257734 | \n", "0.179846 | \n", "0.277347 | \n", "0.244621 | \n", "-0.026265 | \n", "0.304717 | \n", "-0.205832 | \n", "0.347363 | \n", "-0.002868 | \n", "0.330906 | \n", "-0.054165 | \n", "0.350095 | \n", "-0.001008 | \n", "1.000000 | \n", "-0.026149 | \n", "0.472585 | \n", "-0.002365 | \n", "0.352509 | \n", "-0.037777 | \n", "0.068642 | \n", "0.046457 | \n", "-0.052528 | \n", "0.064201 | \n", "-0.097583 | \n", "-0.178700 | \n", "-0.624894 | \n", "-0.281794 | \n", "-0.013253 | \n", "0.041267 | \n", "0.027399 | \n", "-0.090669 | \n", "
sar_runoff_2020_std | \n", "0.131848 | \n", "-0.128019 | \n", "0.114719 | \n", "0.039293 | \n", "-0.016160 | \n", "-0.032017 | \n", "-0.098325 | \n", "-0.118116 | \n", "-0.026164 | \n", "-0.053534 | \n", "-0.046255 | \n", "-0.111351 | \n", "-0.083123 | \n", "0.177212 | \n", "0.034096 | \n", "0.247028 | \n", "0.027287 | \n", "0.173414 | \n", "-0.092873 | \n", "0.173027 | \n", "0.008376 | \n", "0.117554 | \n", "-0.026149 | \n", "1.000000 | \n", "-0.040752 | \n", "0.245355 | \n", "-0.037006 | \n", "0.162503 | \n", "0.011552 | \n", "0.046453 | \n", "-0.057715 | \n", "-0.101868 | \n", "-0.033613 | \n", "-0.041203 | \n", "-0.014895 | \n", "0.008889 | \n", "-0.051892 | \n", "0.140512 | \n", "0.145548 | \n", "0.526986 | \n", "
sar_runoff_2021 | \n", "0.073790 | \n", "0.158653 | \n", "0.050287 | \n", "-0.009371 | \n", "0.233265 | \n", "0.234939 | \n", "0.334156 | \n", "0.325665 | \n", "0.187072 | \n", "0.206737 | \n", "0.166825 | \n", "0.308962 | \n", "0.283914 | \n", "-0.049991 | \n", "0.339404 | \n", "-0.117913 | \n", "0.288632 | \n", "-0.006073 | \n", "0.404173 | \n", "-0.107052 | \n", "0.263815 | \n", "-0.037015 | \n", "0.472585 | \n", "-0.040752 | \n", "1.000000 | \n", "-0.009386 | \n", "0.367237 | \n", "-0.053333 | \n", "0.059172 | \n", "-0.006670 | \n", "-0.076235 | \n", "0.103912 | \n", "-0.138361 | \n", "-0.122950 | \n", "-0.223727 | \n", "-0.741483 | \n", "-0.039339 | \n", "0.092585 | \n", "0.076566 | \n", "-0.105282 | \n", "
sar_runoff_2021_std | \n", "0.280766 | \n", "-0.195474 | \n", "0.249394 | \n", "0.027959 | \n", "0.066103 | \n", "0.098900 | \n", "-0.022215 | \n", "-0.055931 | \n", "0.079033 | \n", "0.047586 | \n", "0.015737 | \n", "-0.039880 | \n", "0.040705 | \n", "0.122883 | \n", "0.104580 | \n", "0.200640 | \n", "0.105241 | \n", "0.256503 | \n", "0.051766 | \n", "0.250199 | \n", "0.195184 | \n", "0.116782 | \n", "-0.002365 | \n", "0.245355 | \n", "-0.009386 | \n", "1.000000 | \n", "0.092081 | \n", "0.266864 | \n", "0.172984 | \n", "0.032695 | \n", "-0.015241 | \n", "-0.081506 | \n", "-0.095601 | \n", "-0.129384 | \n", "0.038768 | \n", "0.008364 | \n", "-0.111776 | \n", "0.035035 | \n", "0.006635 | \n", "0.579066 | \n", "
sar_runoff_2022 | \n", "0.001313 | \n", "0.147524 | \n", "-0.042745 | \n", "0.021052 | \n", "0.145503 | \n", "0.112220 | \n", "0.245424 | \n", "0.200480 | \n", "0.203588 | \n", "0.163384 | \n", "0.167984 | \n", "0.227179 | \n", "0.216351 | \n", "0.025133 | \n", "0.296145 | \n", "-0.098543 | \n", "0.290073 | \n", "-0.036251 | \n", "0.317879 | \n", "-0.074924 | \n", "0.296462 | \n", "-0.093840 | \n", "0.352509 | \n", "-0.037006 | \n", "0.367237 | \n", "0.092081 | \n", "1.000000 | \n", "-0.146333 | \n", "-0.008533 | \n", "-0.032577 | \n", "-0.127642 | \n", "0.035748 | \n", "-0.114138 | \n", "-0.144370 | \n", "-0.127927 | \n", "-0.207900 | \n", "-0.581057 | \n", "0.104433 | \n", "0.093081 | \n", "-0.094649 | \n", "
sar_runoff_2022_std | \n", "0.172179 | \n", "-0.131339 | \n", "0.142293 | \n", "-0.022815 | \n", "0.020884 | \n", "0.030982 | \n", "-0.070054 | \n", "-0.017123 | \n", "0.117623 | \n", "0.079959 | \n", "0.001269 | \n", "-0.060705 | \n", "-0.018293 | \n", "0.082399 | \n", "0.049647 | \n", "0.085811 | \n", "0.030798 | \n", "0.134349 | \n", "-0.008592 | \n", "0.232295 | \n", "0.061710 | \n", "0.162363 | \n", "-0.037777 | \n", "0.162503 | \n", "-0.053333 | \n", "0.266864 | \n", "-0.146333 | \n", "1.000000 | \n", "0.169607 | \n", "0.019778 | \n", "-0.030541 | \n", "-0.090512 | \n", "-0.041794 | \n", "0.004566 | \n", "0.072155 | \n", "0.015403 | \n", "0.052496 | \n", "0.022386 | \n", "0.020274 | \n", "0.556153 | \n", "
sar_runoff_pixel_count | \n", "0.178913 | \n", "-0.169680 | \n", "-0.016107 | \n", "-0.066203 | \n", "-0.071635 | \n", "-0.092550 | \n", "0.008730 | \n", "-0.064297 | \n", "0.055059 | \n", "-0.023264 | \n", "-0.021380 | \n", "-0.044697 | \n", "0.066925 | \n", "0.144853 | \n", "0.124535 | \n", "0.085795 | \n", "0.089881 | \n", "0.038865 | \n", "0.129004 | \n", "0.215016 | \n", "0.140939 | \n", "-0.072380 | \n", "0.068642 | \n", "0.011552 | \n", "0.059172 | \n", "0.172984 | \n", "-0.008533 | \n", "0.169607 | \n", "1.000000 | \n", "-0.106837 | \n", "-0.169479 | \n", "-0.070780 | \n", "-0.176649 | \n", "-0.100562 | \n", "-0.100080 | \n", "-0.058094 | \n", "-0.052745 | \n", "0.025517 | \n", "0.018943 | \n", "0.200980 | \n", "
offset_2015 | \n", "0.360923 | \n", "-0.062874 | \n", "0.345837 | \n", "nan | \n", "0.766510 | \n", "0.398776 | \n", "0.367036 | \n", "0.288167 | \n", "0.451711 | \n", "0.359015 | \n", "0.457412 | \n", "0.346785 | \n", "-0.609445 | \n", "-0.235796 | \n", "0.054473 | \n", "-0.055825 | \n", "-0.043395 | \n", "0.129484 | \n", "0.056351 | \n", "0.063805 | \n", "0.001205 | \n", "0.053339 | \n", "0.046457 | \n", "0.046453 | \n", "-0.006670 | \n", "0.032695 | \n", "-0.032577 | \n", "0.019778 | \n", "-0.106837 | \n", "1.000000 | \n", "0.268044 | \n", "0.363292 | \n", "0.162264 | \n", "0.310946 | \n", "0.244520 | \n", "0.311898 | \n", "0.314576 | \n", "-0.273842 | \n", "-0.365555 | \n", "-0.003007 | \n", "
offset_2016 | \n", "0.069264 | \n", "0.200931 | \n", "0.087881 | \n", "nan | \n", "0.269839 | \n", "0.661322 | \n", "0.323163 | \n", "0.423750 | \n", "0.403834 | \n", "0.460751 | \n", "0.414498 | \n", "0.379072 | \n", "-0.083688 | \n", "0.022132 | \n", "-0.643390 | \n", "-0.100068 | \n", "-0.107774 | \n", "0.006999 | \n", "-0.022958 | \n", "-0.205252 | \n", "-0.021704 | \n", "0.027616 | \n", "-0.052528 | \n", "-0.057715 | \n", "-0.076235 | \n", "-0.015241 | \n", "-0.127642 | \n", "-0.030541 | \n", "-0.169479 | \n", "0.268044 | \n", "1.000000 | \n", "0.369458 | \n", "0.327553 | \n", "0.299766 | \n", "0.410927 | \n", "0.343118 | \n", "0.427984 | \n", "-0.493456 | \n", "-0.517209 | \n", "-0.085034 | \n", "
offset_2017 | \n", "0.027953 | \n", "0.245605 | \n", "-0.035576 | \n", "nan | \n", "0.377800 | \n", "0.383056 | \n", "0.718455 | \n", "0.494348 | \n", "0.415827 | \n", "0.423942 | \n", "0.489331 | \n", "0.479179 | \n", "-0.092591 | \n", "-0.045288 | \n", "-0.104256 | \n", "-0.117727 | \n", "-0.484804 | \n", "-0.050310 | \n", "0.136142 | \n", "-0.124833 | \n", "-0.022933 | \n", "-0.021818 | \n", "0.064201 | \n", "-0.101868 | \n", "0.103912 | \n", "-0.081506 | \n", "0.035748 | \n", "-0.090512 | \n", "-0.070780 | \n", "0.363292 | \n", "0.369458 | \n", "1.000000 | \n", "0.228852 | \n", "0.310062 | \n", "0.299245 | \n", "0.236663 | \n", "0.368808 | \n", "-0.412412 | \n", "-0.422503 | \n", "-0.144422 | \n", "
offset_2018 | \n", "0.043037 | \n", "0.084405 | \n", "0.067613 | \n", "nan | \n", "0.231653 | \n", "0.327613 | \n", "0.196931 | \n", "0.474341 | \n", "0.222809 | \n", "0.289347 | \n", "0.307220 | \n", "0.283608 | \n", "0.030706 | \n", "-0.110514 | \n", "-0.094837 | \n", "-0.145353 | \n", "-0.070312 | \n", "-0.025012 | \n", "-0.724341 | \n", "-0.283314 | \n", "-0.015914 | \n", "0.046514 | \n", "-0.097583 | \n", "-0.033613 | \n", "-0.138361 | \n", "-0.095601 | \n", "-0.114138 | \n", "-0.041794 | \n", "-0.176649 | \n", "0.162264 | \n", "0.327553 | \n", "0.228852 | \n", "1.000000 | \n", "0.182375 | \n", "0.314602 | \n", "0.329638 | \n", "0.323840 | \n", "-0.210484 | \n", "-0.177384 | \n", "-0.173071 | \n", "
offset_2019 | \n", "0.035349 | \n", "0.092604 | \n", "0.045803 | \n", "nan | \n", "0.269034 | \n", "0.206777 | \n", "0.239490 | \n", "0.206352 | \n", "0.437840 | \n", "0.182900 | \n", "0.332138 | \n", "0.246495 | \n", "-0.151451 | \n", "-0.010357 | \n", "-0.187367 | \n", "-0.047504 | \n", "-0.129289 | \n", "0.052216 | \n", "-0.057523 | \n", "-0.007239 | \n", "-0.744602 | \n", "0.037116 | \n", "-0.178700 | \n", "-0.041203 | \n", "-0.122950 | \n", "-0.129384 | \n", "-0.144370 | \n", "0.004566 | \n", "-0.100562 | \n", "0.310946 | \n", "0.299766 | \n", "0.310062 | \n", "0.182375 | \n", "1.000000 | \n", "0.292529 | \n", "0.329892 | \n", "0.315491 | \n", "-0.352051 | \n", "-0.415317 | \n", "-0.025771 | \n", "
offset_2020 | \n", "0.106157 | \n", "0.093301 | \n", "0.067996 | \n", "nan | \n", "0.187790 | \n", "0.349687 | \n", "0.206431 | \n", "0.287924 | \n", "0.285606 | \n", "0.593278 | \n", "0.379217 | \n", "0.284840 | \n", "-0.142301 | \n", "-0.011732 | \n", "-0.172050 | \n", "0.062666 | \n", "-0.153660 | \n", "-0.034880 | \n", "-0.125904 | \n", "-0.106902 | \n", "-0.100384 | \n", "-0.040220 | \n", "-0.624894 | \n", "-0.014895 | \n", "-0.223727 | \n", "0.038768 | \n", "-0.127927 | \n", "0.072155 | \n", "-0.100080 | \n", "0.244520 | \n", "0.410927 | \n", "0.299245 | \n", "0.314602 | \n", "0.292529 | \n", "1.000000 | \n", "0.449956 | \n", "0.339914 | \n", "-0.439889 | \n", "-0.424589 | \n", "-0.003294 | \n", "
offset_2021 | \n", "0.060244 | \n", "0.029970 | \n", "0.093660 | \n", "nan | \n", "0.198184 | \n", "0.187726 | \n", "0.121436 | \n", "0.133114 | \n", "0.264968 | \n", "0.268611 | \n", "0.537871 | \n", "0.240344 | \n", "-0.225396 | \n", "0.002156 | \n", "-0.254102 | \n", "-0.004892 | \n", "-0.173178 | \n", "0.035415 | \n", "-0.247207 | \n", "-0.011881 | \n", "-0.161929 | \n", "0.075908 | \n", "-0.281794 | \n", "0.008889 | \n", "-0.741483 | \n", "0.008364 | \n", "-0.207900 | \n", "0.015403 | \n", "-0.058094 | \n", "0.311898 | \n", "0.343118 | \n", "0.236663 | \n", "0.329638 | \n", "0.329892 | \n", "0.449956 | \n", "1.000000 | \n", "0.363029 | \n", "-0.251284 | \n", "-0.242608 | \n", "0.030868 | \n", "
offset_2022 | \n", "0.074893 | \n", "0.204911 | \n", "0.130860 | \n", "nan | \n", "0.322872 | \n", "0.408688 | \n", "0.357099 | \n", "0.445661 | \n", "0.346131 | \n", "0.421155 | \n", "0.490488 | \n", "0.660579 | \n", "-0.072220 | \n", "-0.109882 | \n", "-0.127787 | \n", "-0.099833 | \n", "-0.066456 | \n", "0.011368 | \n", "-0.034084 | \n", "-0.106403 | \n", "-0.091458 | \n", "0.093968 | \n", "-0.013253 | \n", "-0.051892 | \n", "-0.039339 | \n", "-0.111776 | \n", "-0.581057 | \n", "0.052496 | \n", "-0.052745 | \n", "0.314576 | \n", "0.427984 | \n", "0.368808 | \n", "0.323840 | \n", "0.315491 | \n", "0.339914 | \n", "0.363029 | \n", "1.000000 | \n", "-0.288342 | \n", "-0.297117 | \n", "-0.081323 | \n", "
median_offset | \n", "-0.080771 | \n", "-0.112779 | \n", "-0.042383 | \n", "nan | \n", "-0.220959 | \n", "-0.372035 | \n", "-0.314467 | \n", "-0.354716 | \n", "-0.357196 | \n", "-0.492370 | \n", "-0.253474 | \n", "-0.272268 | \n", "0.151984 | \n", "0.009323 | \n", "0.245838 | \n", "0.088829 | \n", "0.166138 | \n", "0.029498 | \n", "-0.054858 | \n", "0.107035 | \n", "0.091192 | \n", "0.142981 | \n", "0.041267 | \n", "0.140512 | \n", "0.092585 | \n", "0.035035 | \n", "0.104433 | \n", "0.022386 | \n", "0.025517 | \n", "-0.273842 | \n", "-0.493456 | \n", "-0.412412 | \n", "-0.210484 | \n", "-0.352051 | \n", "-0.439889 | \n", "-0.251284 | \n", "-0.288342 | \n", "1.000000 | \n", "0.943363 | \n", "0.131205 | \n", "
mean_offset | \n", "-0.144865 | \n", "-0.078920 | \n", "-0.092861 | \n", "nan | \n", "-0.278872 | \n", "-0.425454 | \n", "-0.337072 | \n", "-0.358080 | \n", "-0.393670 | \n", "-0.489415 | \n", "-0.260993 | \n", "-0.286512 | \n", "0.220646 | \n", "0.041949 | \n", "0.225145 | \n", "0.100086 | \n", "0.152591 | \n", "0.032289 | \n", "-0.089792 | \n", "0.093898 | \n", "0.129809 | \n", "0.117606 | \n", "0.027399 | \n", "0.145548 | \n", "0.076566 | \n", "0.006635 | \n", "0.093081 | \n", "0.020274 | \n", "0.018943 | \n", "-0.365555 | \n", "-0.517209 | \n", "-0.422503 | \n", "-0.177384 | \n", "-0.415317 | \n", "-0.424589 | \n", "-0.242608 | \n", "-0.297117 | \n", "0.943363 | \n", "1.000000 | \n", "0.127306 | \n", "
mean_std | \n", "0.267050 | \n", "-0.276511 | \n", "0.198294 | \n", "0.026022 | \n", "-0.035862 | \n", "-0.025247 | \n", "-0.155467 | \n", "-0.205486 | \n", "0.023141 | \n", "-0.089667 | \n", "-0.071491 | \n", "-0.157486 | \n", "-0.038520 | \n", "0.466035 | \n", "0.075761 | \n", "0.550566 | \n", "0.020047 | \n", "0.502620 | \n", "-0.004032 | \n", "0.580359 | \n", "0.031807 | \n", "0.380147 | \n", "-0.090669 | \n", "0.526986 | \n", "-0.105282 | \n", "0.579066 | \n", "-0.094649 | \n", "0.556153 | \n", "0.200980 | \n", "-0.003007 | \n", "-0.085034 | \n", "-0.144422 | \n", "-0.173071 | \n", "-0.025771 | \n", "-0.003294 | \n", "0.030868 | \n", "-0.081323 | \n", "0.131205 | \n", "0.127306 | \n", "1.000000 | \n", "
\n", " | elevation_m | \n", "latitude | \n", "longitude | \n", "max_swe_2015 | \n", "max_swe_2016 | \n", "max_swe_2017 | \n", "max_swe_2018 | \n", "max_swe_2019 | \n", "max_swe_2020 | \n", "max_swe_2021 | \n", "... | \n", "offset_2016 | \n", "offset_2017 | \n", "offset_2018 | \n", "offset_2019 | \n", "offset_2020 | \n", "offset_2021 | \n", "offset_2022 | \n", "median_offset | \n", "mean_offset | \n", "mean_std | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
count | \n", "473.000000 | \n", "473.000000 | \n", "473.000000 | \n", "433.000000 | \n", "435.000000 | \n", "435.000000 | \n", "433.000000 | \n", "435.000000 | \n", "434.000000 | \n", "436.000000 | \n", "... | \n", "430.000000 | \n", "435.000000 | \n", "421.000000 | \n", "435.000000 | \n", "434.000000 | \n", "436.000000 | \n", "409.000000 | \n", "437.000000 | \n", "437.000000 | \n", "473.000000 | \n", "
mean | \n", "2362.120096 | \n", "42.558749 | \n", "-113.065845 | \n", "73.935335 | \n", "88.928736 | \n", "91.655172 | \n", "96.078522 | \n", "98.818391 | \n", "96.905530 | \n", "91.942661 | \n", "... | \n", "-17.254651 | \n", "-9.400000 | \n", "-1.342043 | \n", "-15.729885 | \n", "-7.109447 | \n", "-10.332569 | \n", "-8.182152 | \n", "20.344966 | \n", "23.274865 | \n", "17.570013 | \n", "
std | \n", "598.696246 | \n", "3.308625 | \n", "4.900410 | \n", "28.761318 | \n", "24.341881 | \n", "25.114405 | \n", "16.289576 | \n", "17.642811 | \n", "18.500055 | \n", "17.398082 | \n", "... | \n", "31.342508 | \n", "27.726607 | \n", "22.509376 | \n", "25.418502 | \n", "22.895891 | \n", "25.566311 | \n", "31.673258 | \n", "12.442188 | \n", "11.892380 | \n", "4.641499 | \n", "
min | \n", "515.112000 | \n", "33.691441 | \n", "-123.457474 | \n", "32.000000 | \n", "32.000000 | \n", "32.000000 | \n", "32.000000 | \n", "48.000000 | \n", "32.000000 | \n", "32.000000 | \n", "... | \n", "-128.000000 | \n", "-119.000000 | \n", "-79.000000 | \n", "-114.000000 | \n", "-122.000000 | \n", "-100.000000 | \n", "-111.000000 | \n", "4.000000 | \n", "4.250000 | \n", "2.562500 | \n", "
25% | \n", "1961.692749 | \n", "39.677120 | \n", "-116.122330 | \n", "61.000000 | \n", "88.000000 | \n", "68.000000 | \n", "85.000000 | \n", "85.000000 | \n", "93.000000 | \n", "85.000000 | \n", "... | \n", "-31.875000 | \n", "-29.000000 | \n", "-12.000000 | \n", "-27.000000 | \n", "-18.000000 | \n", "-27.000000 | \n", "-25.000000 | \n", "12.500000 | \n", "15.937500 | \n", "14.184456 | \n", "
50% | \n", "2438.399902 | \n", "42.562481 | \n", "-111.709999 | \n", "66.000000 | \n", "91.000000 | \n", "94.000000 | \n", "100.000000 | \n", "104.000000 | \n", "98.000000 | \n", "87.000000 | \n", "... | \n", "-15.500000 | \n", "-9.000000 | \n", "-4.000000 | \n", "-14.000000 | \n", "-7.000000 | \n", "-11.000000 | \n", "-8.500000 | \n", "17.500000 | \n", "20.875000 | \n", "18.389199 | \n", "
75% | \n", "2812.694336 | \n", "45.077068 | \n", "-109.878151 | \n", "104.000000 | \n", "96.000000 | \n", "119.000000 | \n", "108.000000 | \n", "107.000000 | \n", "109.000000 | \n", "102.000000 | \n", "... | \n", "4.500000 | \n", "8.750000 | \n", "12.000000 | \n", "-2.000000 | \n", "5.000000 | \n", "5.000000 | \n", "12.000000 | \n", "24.500000 | \n", "27.437500 | \n", "21.222068 | \n", "
max | \n", "3541.775879 | \n", "48.980751 | \n", "-103.976883 | \n", "147.000000 | \n", "140.000000 | \n", "143.000000 | \n", "207.000000 | \n", "155.000000 | \n", "137.000000 | \n", "160.000000 | \n", "... | \n", "54.000000 | \n", "71.000000 | \n", "97.000000 | \n", "62.000000 | \n", "58.000000 | \n", "74.500000 | \n", "92.000000 | \n", "108.000000 | \n", "103.625000 | \n", "24.955974 | \n", "
8 rows × 39 columns
\n", "