src/notebooks/nhd_nwm.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3d161785",
   "metadata": {},
   "source": [
    "# Joining NHD + NWM\n",
    "\n",
    "This notebook shows how to get a HUC by id, query NHD for all reaches within the HUC, and then query NWM (in Zarr format) to get gridded and reach-based data.\n",
    "\n",
    "This assumes that a small sample of the NHDPlus V2 and NHDPlus HR databases (covering the area around Philly) has been loaded into a local database following the README.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "725ea00f",
   "metadata": {},
   "source": [
    "# Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "af13b882",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "\n",
    "import psycopg2\n",
    "import shapely\n",
    "import shapely.wkt\n",
    "import geopandas as gpd\n",
    "import xarray as xr\n",
    "import fsspec\n",
    "import numpy as np\n",
    "import pyproj\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "cd36cfab",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_cursor(database):\n",
    "    connection = psycopg2.connect(host=\"database\", database=database,user=\"postgres\", password=\"password\")\n",
    "    cursor = connection.cursor()\n",
    "    return cursor"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dccbb898",
   "metadata": {},
   "source": [
    "# Use NHD to get a HUC and reaches around Cobb's Creek in West Philly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "13ccaba4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"-75.33236619017605 39.90039283827498 0.11577450565360436 0.1248089004312476\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,79.92559457698121)\"><g><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"0.002496178008624952\" opacity=\"0.6\" d=\"M -75.25785822800003,40.00903180248133 L -75.25774923320853,40.00883183581499 L -75.25758354779214,40.00852786394046 L -75.25735461862581,40.00801482435793 L -75.25749221237561,40.00741085456718 L -75.25765901445868,40.00694216810962 L -75.25770561341693,40.006811231651454 L -75.25775444883357,40.00652966602689 L -75.25780488008348,40.006238896235686 L -75.25807183945807,40.00557157227837 L -75.25848407070742,40.004980504570995 L -75.25854573424897,40.004635080613184 L -75.25854598008232,40.00463370457152 L -75.25858302591558,40.00442618165516 L -75.25854598008232,40.00440035248852 L -75.25808709987467,40.00408041811403 L -75.25755295195887,40.003793293114484 L -75.25751255404225,40.003771221239504 L -75.25701915508466,40.00350166082325 L -75.25662989675197,40.00299347957406 L -75.25633565716907,40.002523587908115 L -75.25631720612745,40.00249411915814 L -75.25629644466915,40.00248985561649 L -75.25562288946185,40.00235150561673 L -75.25590527591976,40.00179226915924 L -75.25628038633585,40.001500741034704 L -75.25651563112712,40.00131791291 L -75.25665629675194,40.00114582645193 L -75.25696570404313,40.000767310827484 L -75.25703130820966,40.00036467957813 L -75.25706483425131,40.0001589306201 L -75.25669846133519,39.9995966389543 L -75.25701161654302,39.99895174416366 L -75.25680170196,39.998640099372494 L -75.25662985612695,39.998384966039566 L -75.25620152383595,39.99801272124847 L -75.25616451133601,39.997980555623485 L -75.25616959883598,39.99796050041522 L -75.25628681133583,39.997498268124275 L -75.25607312279448,39.99674190979209 L -75.25581679675321,39.99603978583485 L -75.25581348321157,39.99603071083487 L -75.25580613112822,39.99543607958577 L -75.25613402800275,39.994818184795065 L -75.25621040508594,39.994097232712875 L -75.25585934466983,39.993115938964365 L -75.25566862904515,39.99233250875727 L -75.2552641405041,39.99174325771651 L -75.25488412696302,39.99123779105065 L -75.25487530612969,39.99122605875897 L -75.25486753529634,39.99122148792566 L -75.25420397175571,39.990831101467904 L -75.25392862175613,39.990524109801754 L -75.25363939258995,39.99020164417726 L -75.25334186446543,39.98942745251179 L -75.25314348009073,39.98843680668 L -75.25276934675793,39.987730352514404 L -75.25242609675848,39.98715897855698 L -75.25202931967578,39.986461581683045 L -75.2519491967592,39.98601812335039 L -75.25186903530101,39.98557446293444 L -75.25188452905098,39.98490770356045 L -75.25205986967575,39.98441628689454 L -75.25209683530068,39.98409972752006 L -75.25212090821731,39.98389358585371 L -75.25146486238498,39.98385446918712 L -75.2508963175942,39.98376067752059 L -75.2506562321779,39.98372107231228 L -75.25001523113724,39.98338909210446 L -75.24997455822063,39.983341543146196 L -75.24954988217962,39.98284500981367 L -75.2490006217638,39.98257138377244 L -75.24849700509793,39.982270635856196 L -75.2482996530149,39.982144055648064 L -75.24798598322371,39.98194287127342 L -75.24777547072404,39.98179344627363 L -75.2477004155158,39.981740171273714 L -75.24746712280785,39.98157457856564 L -75.24699412801692,39.98113410564963 L -75.2467040957257,39.9806797358587 L -75.2466842811424,39.980520434817265 L -75.24664302489248,39.98018882231776 L -75.24652872072596,39.97964397231863 L -75.245872408227,39.97971744419351 L -75.24523941551962,39.979768340026794 L -75.24450700718745,39.9798509754433 L -75.24382003427183,39.97984792648498 L -75.24317926552283,39.97987178690158 L -75.24253084677383,39.98000829523471 L -75.24203226135796,39.98006340877629 L -75.24178305823335,39.980090953567924 L -75.24154092177537,39.98002335981806 L -75.24147409781716,39.980004703568056 L -75.24114231031768,39.979912083776526 L -75.24111943531773,39.97981321606835 L -75.24100480406787,39.97931772127748 L -75.2409056238597,39.97869174315343 L -75.24078373010991,39.978061310862756 L -75.24064654052677,39.97755254107187 L -75.24055490094361,39.976989607739426 L -75.24048626448536,39.97641313794867 L -75.24042512490212,39.97588167753281 L -75.24037187698553,39.975206049408825 L -75.24039465927717,39.97471047024294 L -75.24060807906852,39.97420546920205 L -75.24069232490172,39.97370524836953 L -75.24070161344338,39.97335558899505 L -75.24070752073499,39.97313309316206 L -75.24062366761012,39.97259718170454 L -75.24056248740192,39.97205671816374 L -75.2403639967772,39.971597628581094 L -75.2400972134443,39.97107110774863 L -75.23984536344466,39.970630146290944 L -75.23953242594519,39.970193825458296 L -75.23928056136225,39.969743844209006 L -75.23902120198761,39.9692443348348 L -75.23867031761318,39.9686278827524 L -75.23838796865527,39.96814193379481 L -75.23809045928073,39.96771908171212 L -75.2376328207398,39.96712086504641 L -75.23713677699055,39.96663535046383 L -75.2367249426162,39.966266789006056 L -75.23604587490894,39.96607446088137 L -75.23538225511828,39.966012742131454 L -75.23464201241109,39.965906133798285 L -75.23398604991212,39.96583537234005 L -75.23316197283003,39.9657199046319 L -75.2325136082477,39.96562209942374 L -75.23166666762404,39.96544810150732 L -75.2309876270001,39.96536836921581 L -75.22999558950164,39.965244210882645 L -75.22936264991927,39.96515986296612 L -75.22879027179516,39.96491322442483 L -75.22827143950434,39.964589894217 L -75.22777575200507,39.96418542442598 L -75.2273485061724,39.96378532442657 L -75.22682190513154,39.96332235046896 L -75.226326056174,39.96286381609468 L -75.22579967179979,39.96245939109531 L -75.2252653384673,39.961978410887696 L -75.2247621436764,39.9616144890133 L -75.22434991034373,39.961205348388944 L -75.2239914405526,39.9607915900562 L -75.22357958951159,39.960382426515196 L -75.22316727909555,39.95983362026607 L -75.22294621555426,39.9593610296418 L -75.2230682738874,39.95886525151752 L -75.22327440930371,39.958121542143715 L -75.22344201763678,39.95745899318638 L -75.22351830617833,39.95695430360382 L -75.22367869680312,39.95643591922965 L -75.22411363534411,39.955741319230754 L -75.22433482076042,39.95524534943985 L -75.22464761346828,39.95456901402423 L -75.22489936450955,39.95402342860842 L -75.225250139509,39.95355422756745 L -75.2256090155501,39.953103035901506 L -75.22587089263305,39.95276563381867 L -75.2259521967996,39.952660882777195 L -75.22628778429907,39.952250279652844 L -75.22657787179861,39.951799219236875 L -75.22665414784018,39.95129903173762 L -75.22620390929922,39.950777331738436 L -75.2255860884668,39.950355071322406 L -75.2249832749261,39.95004090465625 L -75.2242355665939,39.94972249528172 L -75.22358702805326,39.94952102549041 L -75.22295927805425,39.94925069424079 L -75.22293091034595,39.94923847757417 L -75.22224444472198,39.948955984866245 L -75.22154238013974,39.948831189033115 L -75.22126008951517,39.948300154658966 L -75.22121423639027,39.94780919736803 L -75.22132881868174,39.94726388174388 L -75.22159560722298,39.946619164036576 L -75.2216777665979,39.94636229424526 L -75.22174843430611,39.94614134945397 L -75.22186273847257,39.94562756820477 L -75.2218835645142,39.94536554424684 L -75.22190105305589,39.945145465080486 L -75.22198488326404,39.94460021508138 L -75.2219313790975,39.94411377758212 L -75.22216031138879,39.943532202583015 L -75.22235888222184,39.9430633077921 L -75.22248064159663,39.94248194425131 L -75.22261798222144,39.94196810987711 L -75.22277832909617,39.94144522758626 L -75.22290801242929,39.94094042654535 L -75.22306841242903,39.94043556404614 L -75.22332777284532,39.93999358071352 L -75.22386018221948,39.93986887133872 L -75.22400649784424,39.93983459842207 L -75.22474666138476,39.93955837133916 L -75.22531111138392,39.93935454633947 L -75.22586044679974,39.93911472342319 L -75.22601325929946,39.93853327967412 L -75.22588351138302,39.93800645363325 L -75.22576125096651,39.93753368175902 L -75.22563927075839,39.93692123905163 L -75.2255705218002,39.93636726405248 L -75.22563791867509,39.936227978636 L -75.22592180721631,39.9356412828036 L -75.22644815617383,39.93520329322092 L -75.22708142908948,39.934697484888375 L -75.22758467492207,39.93435862655559 L -75.22814928325448,39.933997122389485 L -75.22904194679478,39.93340971822374 L -75.22980485512693,39.93296222030773 L -75.23026269991789,39.93261894426661 L -75.22990407075179,39.93211959843404 L -75.22943862491917,39.93171958593467 L -75.22915654262795,39.931251622393745 L -75.22908774887804,39.930693145311295 L -75.22897291137821,39.93023824531201 L -75.22893543533661,39.930089790103864 L -75.22897329679489,39.92960318177131 L -75.2295914978356,39.929421752604924 L -75.23037733845939,39.92928504531346 L -75.2309799436668,39.92914419218869 L -75.2315979874158,39.92892221718904 L -75.23211907804,39.9286253953145 L -75.2321852947066,39.92858767656452 L -75.23247149366443,39.928325554689934 L -75.23265852908082,39.92815425260687 L -75.23323058532992,39.92763953802432 L -75.23377982907908,39.92719244427502 L -75.23435986241151,39.92687592448385 L -75.234916701994,39.92662252135926 L -75.234917180119,39.92662237552594 L -75.23554213845136,39.926432052609584 L -75.23629779157517,39.92603857656849 L -75.23655693011648,39.925569532819225 L -75.2367936540744,39.92507350469498 L -75.23718269365713,39.924207759904675 L -75.2374040353235,39.92370275053048 L -75.23768628948972,39.92305345782313 L -75.23791520823931,39.92242229532411 L -75.23811325094738,39.92195337449152 L -75.23838057698862,39.92143025782565 L -75.23872359990474,39.920906970326484 L -75.23899839990435,39.920433382827184 L -75.23937244469539,39.920000135952876 L -75.23941796240365,39.919211674495784 L -75.23949426240358,39.918544781788455 L -75.23967759469497,39.917954254706046 L -75.2398300134447,39.91730972970703 L -75.2400207519861,39.916849821374456 L -75.24028024469402,39.916398797416775 L -75.24057002698521,39.91592968075088 L -75.24086770823476,39.915420001585005 L -75.24118801344258,39.914896759919145 L -75.24153895094207,39.91445904950314 L -75.24191291969146,39.914016782837166 L -75.24258417594041,39.913483794296326 L -75.24322498531444,39.913027459922034 L -75.24375922593862,39.91262990054764 L -75.24408139052144,39.91243121200631 L -75.2443236207294,39.91228182242321 L -75.24530804364451,39.9117076224241 L -75.24598693843512,39.911381818257894 L -75.2467574051006,39.910794545342185 L -75.24718493739164,39.91042422867605 L -75.24727634364149,39.909914965135215 L -75.24730689676642,39.909360789094364 L -75.24739076759965,39.908590260970584 L -75.24736020509971,39.907819976596784 L -75.24737534989134,39.907252317222685 L -75.24743638218291,39.90673862243182 L -75.2474136925996,39.906220599515905 L -75.2473490738497,39.9058723390998 L -75.2476949967658,39.905569063058635 L -75.24794220197379,39.90544934222544 L -75.2481585217651,39.90535352972563 L -75.24852962801452,39.90525737764244 L -75.24893149676393,39.90511347764266 L -75.24939562905485,39.9050648026427 L -75.24982879259585,39.90501619118447 L -75.25020023009529,39.90501539014281 L -75.25060279988634,39.90506220055937 L -75.25094346342746,39.90510914326768 L -75.25134611134348,39.90517978389255 L -75.25168703842633,39.90529824639236 L -75.25202795509244,39.90541669743385 L -75.25227611342541,39.905559188058646 L -75.25252417488332,39.90567784222509 L -75.25274102384134,39.905725048475006 L -75.25301960821588,39.905724441183395 L -75.25339122488197,39.90577130784999 L -75.25379370300635,39.90579426305828 L -75.2541032467559,39.9057935870166 L -75.25441286863042,39.905816750558245 L -75.25469180508833,39.905911495349756 L -75.25481614258808,39.90605425055787 L -75.25481676133813,39.906221121390956 L -75.25478669467151,39.90645957555722 L -75.25469454154666,39.90665049326526 L -75.25454056758855,39.90686537347324 L -75.25438649363042,39.90705642659799 L -75.25429407488059,39.907175823472755 L -75.25420200821407,39.90739057555578 L -75.25417176238079,39.907581349513805 L -75.25411038113089,39.90772452243027 L -75.25401786133932,39.90782007347178 L -75.25389484467286,39.90803489430476 L -75.25374104050644,39.90829745992937 L -75.25352593842342,39.90872702555373 L -75.25340325717366,39.90903720263657 L -75.25331162488209,39.909371146386036 L -75.25325085404887,39.909681178677204 L -75.25325199571552,39.90999108492673 L -75.25331496029878,39.910277013051314 L -75.25337791654869,39.91056294117584 L -75.25344114779858,39.91092038180028 L -75.25353525404842,39.91125392138309 L -75.25356769884007,39.91165910784082 L -75.25359979467333,39.91196894638199 L -75.2534775582152,39.91239831617298 L -75.2533240936321,39.912756230755804 L -75.25320140404892,39.91306639846363 L -75.25295498217434,39.91340067971311 L -75.25277002279961,39.91361563492114 L -75.2524921967584,39.91383079012911 L -75.25227610717536,39.91399813283721 L -75.25205993113406,39.91414163075365 L -75.25175114571789,39.91435685366997 L -75.25162800925972,39.91454782658633 L -75.25162870821805,39.914738541169356 L -75.25172254988456,39.915000567210654 L -75.25203317175908,39.91528595783518 L -75.25246719467509,39.915451883876585 L -75.25274660613297,39.915665818251284 L -75.252963926966,39.915832217209356 L -75.2533044592571,39.91583147450103 L -75.2536451780066,39.91587840783427 L -75.25389380508955,39.91614009220888 L -75.25404965300595,39.916425816166736 L -75.25426803738065,39.91687827554108 L -75.25467288633831,39.917521029706734 L -75.25486004675469,39.91790204116444 L -75.25507782383772,39.91818762762233 L -75.25517168112924,39.91844964949695 L -75.25532780404563,39.91880688595472 L -75.2557939665449,39.91928263699566 L -75.25610444675277,39.919520339078645 L -75.25644580821057,39.91973413491161 L -75.25697265716809,39.91987599636974 L -75.25740654362573,39.919994227619554 L -75.25771676550028,39.92016041095263 L -75.2579961227915,39.920350504702355 L -75.25821373945786,39.920588405743615 L -75.25858615924892,39.92082596199327 L -75.2589277123734,39.92108742865952 L -75.25923875299793,39.921468155742275 L -75.26029745716295,39.923062978656446 L -75.26095072382861,39.923872025530216 L -75.26113785611994,39.92422918177965 L -75.2612009477865,39.92453894740419 L -75.26120239882817,39.92492036719523 L -75.2611420227866,39.92532576094459 L -75.26111250403665,39.92570724844404 L -75.26105247591175,39.926207989068246 L -75.26105456028677,39.92675627969237 L -75.26099680716186,39.927852995315675 L -75.26105999362011,39.928186595315196 L -75.26118539049492,39.92859157135621 L -75.26143491028614,39.92906777968881 L -75.26168371757745,39.92935328385505 L -75.26199426653528,39.92959096614635 L -75.26236665403474,39.929804675520984 L -75.26276983528408,39.9299706328124 L -75.2631109842419,39.93011289635382 L -75.26376288528257,39.93054050781154 L -75.26469421757275,39.931158192185535 L -75.26553293632145,39.93184760364284 L -75.26649701965329,39.9329181328078 L -75.26907950610763,39.93605887134464 L -75.2692047696491,39.93641616717741 L -75.26929944360728,39.936868881760006 L -75.26917707589917,39.93725058800942 L -75.269054880066,39.93767996300875 L -75.26893212589954,39.93796631092499 L -75.26877794048312,39.938133539049716 L -75.26862384569165,39.938324611966095 L -75.26840809360868,39.93858733175733 L -75.26825409152559,39.93880223800704 L -75.26813133006743,39.939088586964886 L -75.26813272590078,39.93944616092267 L -75.26813430923409,39.939851421338744 L -75.26813542485911,39.940137480713304 L -75.26813672694243,39.940471220296104 L -75.26819987798399,39.940780974462314 L -75.2682938988172,39.94106682029519 L -75.268418898817,39.94135259425309 L -75.26848186340021,39.941614676544305 L -75.26854492173345,39.94190059425222 L -75.26870060923324,39.94211478383522 L -75.26904165506602,39.94220934216838 L -75.26925891235737,39.94232803800156 L -75.26956926444024,39.94249417966796 L -75.26981758110651,39.942636639042746 L -75.26991133423132,39.94285096925074 L -75.26985024464813,39.94306566195871 L -75.26972692068995,39.94320897550017 L -75.26957281860689,39.943400049458205 L -75.26938773839885,39.943591184874606 L -75.2692339154824,39.9438537713325 L -75.2690180540244,39.94409265779046 L -75.26883354256637,39.94442682653994 L -75.26874211235815,39.94480845883106 L -75.26865078839995,39.94521392653871 L -75.26862149881669,39.94564308591305 L -75.2686540498583,39.94604826507913 L -75.26871795610822,39.946548731745 L -75.2689370925662,39.947144193202405 L -75.2692186477741,39.947858700492986 L -75.26949908527365,39.94828714007565 L -75.26981030818985,39.94866783695005 L -75.27015259464764,39.94907229528275 L -75.27037043839732,39.9493340161157 L -75.2706810238135,39.949547840073706 L -75.27089839047983,39.9496903609068 L -75.27123928943763,39.94973724111503 L -75.27161078006202,39.94968869319848 L -75.27216754672787,39.94949668278207 L -75.27321854360122,39.94896975361627 L -75.27457916547411,39.9484182557004 L -75.27525998838973,39.948273606742305 L -75.27587887276377,39.948129106742556 L -75.2763122873464,39.94808039632596 L -75.27671522484576,39.94815094945085 L -75.27705621338691,39.948221649450716 L -75.27733544046981,39.948340173408894 L -75.27773886130251,39.948529921325246 L -75.27835937380155,39.94879065465818 L -75.2789180519257,39.94907537444942 L -75.27956984359133,39.94940755361557 L -75.28022154567367,39.94971587861511 L -75.28068682379796,39.94988162444815 L -75.28102841233908,39.950095346322826 L -75.28136989463025,39.950285224447555 L -75.28168050712975,39.950499018197206 L -75.281960151921,39.95071288903023 L -75.28220883004559,39.95092682548818 L -75.28261275921164,39.951235747362716 L -75.28286114671124,39.951378168195845 L -75.28320293629406,39.95163956298711 L -75.28348268941863,39.95187726194507 L -75.28376234670986,39.95209112756976 L -75.28401053108445,39.95218587861126 L -75.28435095608393,39.95211352965305 L -75.28469078837509,39.95189814632005 L -75.28499963837459,39.95168283798705 L -75.28543208733225,39.95139571090414 L -75.2856477164986,39.9511091171546 L -75.28604937899797,39.95086974319662 L -75.28638949566408,39.950725866113544 L -75.28676078316352,39.95062959215534 L -75.2871630362879,39.95053324632215 L -75.287534618579,39.95050848278049 L -75.28796795191164,39.95043589319732 L -75.28833943211941,39.950387291114055 L -75.28877246232707,39.95024318590595 L -75.28932938524287,39.9500987619478 L -75.28979358107546,39.950002245281325 L -75.29019573732484,39.94988204736484 L -75.29069080711577,39.94976161403167 L -75.2911546956567,39.949593580698604 L -75.29152505607277,39.949282752574106 L -75.29192638419715,39.94897183590791 L -75.29220412898843,39.948732750491615 L -75.29251253419625,39.948422074450434 L -75.2933163977367,39.94808630257597 L -75.29393452794403,39.94777482965975 L -75.29424373627688,39.94765485465996 L -75.29470790919288,39.94755831716009 L -75.29511055294222,39.94755729320178 L -75.29557503002485,39.94753227549347 L -75.29597808835757,39.947626603618346 L -75.29638123523193,39.94774476611815 L -75.29690827793945,39.94786260986797 L -75.29740383835536,39.947861340076315 L -75.29805405397934,39.947811991118044 L -75.29861145606179,39.94778672236805 L -75.29907603731107,39.94778552445143 L -75.29947889251878,39.94783215570135 L -75.29978965397663,39.948069744242616 L -75.29991488939311,39.94837931924218 L -75.3000092727263,39.948712816116654 L -75.3001344071011,39.94899855569952 L -75.30035246855908,39.949284054657426 L -75.30066304251693,39.9494739619488 L -75.30100457584973,39.94966378278184 L -75.30131482689092,39.94978216819834 L -75.3016254060571,39.94997206715635 L -75.3018433716818,39.950233727572595 L -75.30199949668156,39.95051938486381 L -75.30227982272277,39.95087623069662 L -75.30259124980563,39.95125683798767 L -75.3028402977219,39.95154225048725 L -75.30315224667976,39.95204204840314 L -75.30358894355408,39.95273223173541 L -75.30386950813698,39.953136751526415 L -75.30408812896997,39.95354143381746 L -75.30430653730298,39.95389843590027 L -75.30446310292774,39.954279445274665 L -75.30458869980254,39.954660534857396 L -75.30471408521902,39.9549939463152 L -75.30483977896881,39.955398870272916 L -75.30496506230196,39.955708437980775 L -75.3052145612599,39.95608920256353 L -75.30540169355123,39.95637477131311 L -75.30558871334262,39.95663650672935 L -75.30574454875904,39.95685063693736 L -75.30586951959219,39.95708869943695 L -75.3061180727168,39.95725491402004 L -75.30636621125808,39.957325771311616 L -75.30670684042423,39.957301035895 L -75.3072954060483,39.95729947860332 L -75.30769809667271,39.95729840881165 L -75.30806970813046,39.95727357860335 L -75.30847262375482,39.95732018693661 L -75.30884455708758,39.95736687443656 L -75.30927855292026,39.95743723068642 L -75.30974352166953,39.95750750360298 L -75.31017773416886,39.957625533811154 L -75.31045728208505,39.95779165568587 L -75.31070552375138,39.95788634943574 L -75.31092290395935,39.958004958810534 L -75.31123331750052,39.958147160893645 L -75.3114813570835,39.958194173393565 L -75.31172960291644,39.9582888536018 L -75.31197806437439,39.958431221309866 L -75.31213360812416,39.958573829643 L -75.31222718729066,39.95871661193445 L -75.31222827166567,39.95895499318408 L -75.3121366445825,39.95924130255861 L -75.31201381437432,39.95948001714157 L -75.31182891854127,39.95969506505793 L -75.31164414041655,39.95993394630756 L -75.31145924145852,39.960148990057235 L -75.31155325500004,39.960387123390205 L -75.31164727687491,39.96062526297317 L -75.31177248208303,39.960910989014394 L -75.31189759041615,39.96117287130562 L -75.31202248104097,39.96138708276362 L -75.31220953937401,39.96164880672154 L -75.31233443312385,39.96186301817954 L -75.31242877583202,39.96217266297077 L -75.31255388833182,39.9624345525537 L -75.31261715291504,39.96272044421988 L -75.31274247166488,39.963030004636096 L -75.31286769562303,39.9633157275523 L -75.31302378728941,39.96357753276021 L -75.31324194978907,39.96386300775981 L -75.31349055499703,39.964029205676184 L -75.31370828520505,39.96421932234256 L -75.31392556645471,39.96431409005078 L -75.31411177895438,39.964385106717316 L -75.31417384978766,39.96440877546729 L -75.31448386228715,39.96445561192553 L -75.3148247539533,39.964478522342176 L -75.31519662061936,39.964501354633796 L -75.31563033936874,39.96450017546715 L -75.31606405811806,39.96449899317548 L -75.3165286424923,39.96447388275885 L -75.31696224978333,39.964448861925575 L -75.31733378728273,39.964400168175644 L -75.31770554353216,39.96439914942562 L -75.31804654561495,39.96444589317554 L -75.31838786957275,39.964564148383715 L -75.31860528103078,39.96468274317516 L -75.31866812894731,39.96487327442492 L -75.31870022269726,39.96511157963283 L -75.31873274769725,39.96544522963234 L -75.31876604769718,39.96594574108991 L -75.31886364873867,39.96694669317168 L -75.31896102061353,39.967899969211885 L -75.31896345915521,39.96842440775271 L -75.31902797165509,39.96897251921018 L -75.31909226436335,39.96947295254273 L -75.31915578207156,39.96980651816722 L -75.31921973415479,39.97023543170826 L -75.31934621748792,39.970783371290736 L -75.31944104977947,39.97118836399841 L -75.31947348102943,39.97149817962293 L -75.31947514561273,39.971855750455745 L -75.31950756748768,39.972165566080264 L -75.31950912269605,39.97249929420474 L -75.31954199769598,39.97290446399575 L -75.31963650186248,39.97323794524522 L -75.31982439769553,39.97366651503626 L -75.32004284144517,39.97399965149407 L -75.32029183623649,39.97423734836866 L -75.32057157477772,39.974427287951755 L -75.3208818716522,39.97452177857656 L -75.32150211331793,39.97463925878475 L -75.32199831331718,39.974733229617925 L -75.32246329977477,39.97477961503449 L -75.32280413206593,39.974778667117846 L -75.3230835570655,39.974897079617676 L -75.32314653831537,39.97511145253401 L -75.32314777373205,39.97537367649193 L -75.32314889456535,39.975612055658246 L -75.32311913935706,39.97587435878279 L -75.32305851539883,39.97616059732405 L -75.32302955394056,39.97658976503169 L -75.32296915394068,39.97692367440618 L -75.32290875185743,39.97725758169736 L -75.32284834977418,39.977591490030136 L -75.32285014352419,39.97797290252953 L -75.32278985394095,39.97833064523735 L -75.32266793414948,39.97876008273664 L -75.32254622685798,39.97923718794425 L -75.3224549518581,39.9795950171104 L -75.32233268206664,39.97995293898481 L -75.32227227477506,39.98028684627599 L -75.32211879665033,39.980597168150496 L -75.32199618727549,39.980883570233345 L -75.3217808508175,39.981217909816166 L -75.32162713623438,39.98148056085745 L -75.3215352914429,39.98171919939875 L -75.32138225394311,39.982124876481464 L -75.32125986331829,39.98245895668924 L -75.32116835394345,39.98276911502211 L -75.32113882165186,39.98307909210496 L -75.32107807165193,39.98334148689622 L -75.32104830290194,39.9836037868958 L -75.32104930811028,39.9838183337705 L -75.32105075706863,39.984128232728324 L -75.32105243206865,39.98448580356114 L -75.32108487790191,39.98479560981065 L -75.32114786331846,39.98500998272698 L -75.32127315185994,39.98529569626817 L -75.32146031956802,39.985557403559426 L -75.32164759144268,39.98584294730898 L -75.32180355498411,39.986057061891984 L -75.32202181540043,39.986342516058244 L -75.322116022692,39.986604479599464 L -75.32214790394193,39.98679509522418 L -75.32205616852542,39.98705757751543 L -75.32193321123395,39.98727245772346 L -75.32174817269254,39.98746368480647 L -75.32156312060948,39.98765490355618 L -75.32140895185972,39.98782219938926 L -75.32125478206831,39.98798949626399 L -75.32125567686,39.988180199388694 L -75.32122535081834,39.9883233181385 L -75.32122646644336,39.98856169730476 L -75.32119670915176,39.988824005637696 L -75.32113595290184,39.98908640042896 L -75.32104476956863,39.989468061886726 L -75.32095291436048,39.98970670771968 L -75.32086104665228,39.98994534417761 L -75.32073798206915,39.99013639105232 L -75.32058402894438,39.99035136396867 L -75.3204302976946,39.99061401605161 L -75.32033853936139,39.99087648688453 L -75.32027800186148,39.991186557717356 L -75.32021736331995,39.99147278584195 L -75.32021847686161,39.991711166049924 L -75.32021992477826,39.99202106500775 L -75.32028290081985,39.99223543167409 L -75.32034577998638,39.992425970215436 L -75.32050174248616,39.9926400795901 L -75.32065781956925,39.99287803688139 L -75.32081357165231,39.993044475422835 L -75.32103141436033,39.993234576464204 L -75.32137366956812,39.99351969000543 L -75.32171560290095,39.993733288963426 L -75.3220264237338,39.993923129588154 L -75.32227504769173,39.99406547333791 L -75.32255498831631,39.99427924104589 L -75.32280395185757,39.99449309729556 L -75.32305279144055,39.99468310771198 L -75.32323932060689,39.99480177854508 L -75.3235497028981,39.99489626812829 L -75.32376688310609,39.99494333375321 L -75.32398417581408,39.995014246253106 L -75.32414026956383,39.99525219416938 L -75.32420361018876,39.995538076460605 L -75.324267056022,39.99584780250183 L -75.32433073831356,39.99620519729291 L -75.3243941924801,39.99651491604243 L -75.32445787477167,39.99687232125024 L -75.3245524351882,39.99720579416635 L -75.32461600706313,39.9975393545825 L -75.32467957789635,39.997872907707006 L -75.32471181122963,39.998135041039916 L -75.32474439247954,39.998468689997765 L -75.32477707789616,39.99882617228883 L -75.32480965914613,39.999159818121655 L -75.32474924768792,39.999493727496144 L -75.32465761852137,39.99978004416238 L -75.32459709247979,40.00009011707857 L -75.32459844872977,40.00037617436976 L -75.32469312685464,40.000733481660916 L -75.32488080289602,40.001090528535315 L -75.3250372518541,40.00139999415984 L -75.32531814664532,40.00180445770087 L -75.32553669768669,40.00213758270036 L -75.32581793935287,40.00261356499129 L -75.32600573831093,40.002994444157366 L -75.32616197164401,40.00325623165696 L -75.32634885810205,40.0034464097817 L -75.32647398622686,40.003684446239674 L -75.32656799768506,40.003898721239295 L -75.3266311310183,40.00413693269729 L -75.32657026851842,40.004375487905236 L -75.32641630289362,40.004590468113236 L -75.32626233622722,40.00480544936289 L -75.32604636956086,40.005020594154246 L -75.3257992956029,40.005212001445614 L -75.32542822372852,40.00540374936196 L -75.32514991435391,40.00554755561177 L -75.324902949771,40.00576279727807 L -75.32471774560463,40.005930183736155 L -75.32453277477157,40.00614524831917 L -75.32437901435515,40.006407905610445 L -75.32419404039706,40.00662296081845 L -75.32404017581399,40.00686178165137 L -75.32391696435587,40.0070289951928 L -75.32391797893916,40.007243532692485 L -75.32398099248076,40.00745790248379 L -75.32419866539709,40.00760032644189 L -75.32447788727166,40.00764722540015 L -75.32484976435438,40.00762234102518 L -75.3251595268539,40.007573793108634 L -75.32553174560337,40.007620425400205 L -75.32581153310292,40.00778650873326 L -75.32609143831081,40.007976433733006 L -75.32652701018515,40.00830893789913 L -75.3269007206012,40.0086654649819 L -75.32718107685076,40.00895073477312 L -75.32746155705865,40.00925983685602 L -75.3276488164334,40.00952153268889 L -75.32774363830822,40.00990268060502 L -75.32771480809998,40.01035569102095 L -75.32750019664195,40.01085690456182 L -75.32737767164213,40.01116714414468 L -75.3272246049757,40.01157282851909 L -75.327040411226,40.01195476393514 L -75.32691789247622,40.012265013934666 L -75.32682624664301,40.012551331642555 L -75.32676572893479,40.012861395183734 L -75.32673620080982,40.013171382683254 L -75.32673733726813,40.01340976184957 L -75.32673847268478,40.013648138932524 L -75.32677061851808,40.01388643164046 L -75.32683409143465,40.014196153515 L -75.32686646435127,40.01448212330621 L -75.32689894143454,40.014791926430746 L -75.32686907997629,40.015030400388696 L -75.32674597580979,40.015221450388424 L -75.3265296393518,40.0153650962215 L -75.3262825268522,40.01555649413791 L -75.32609741435249,40.015747718095895 L -75.32578874560295,40.01603464830379 L -75.32538706956188,40.01632183372004 L -75.32489259768766,40.01665695976118 L -75.32445967893835,40.01689656288579 L -75.32390251331418,40.017088825385486 L -75.32350003518985,40.01720914101031 L -75.32288085498249,40.01740157017667 L -75.32238592581655,40.01764133788464 L -75.32186030810902,40.01795269413418 L -75.32152038831788,40.01819201913378 L -75.32133514248488,40.01835940038353 L -75.32121212998504,40.01857428788321 L -75.32112001227688,40.018765255591234 L -75.32105923102694,40.01902764100748 L -75.32102934873535,40.01926610454882 L -75.32099945498538,40.01950457850677 L -75.32096968206878,40.019766876423034 L -75.3209535383188,40.020145444130776 L -75.32034304561142,40.02029579517222 L -75.31953434873765,40.0204286691303 L -75.31903303832178,40.02054107329684 L -75.31886306228034,40.020579186838404 L -75.31811536853155,40.02036499933877 L -75.31755836853239,40.0200466816309 L -75.31674181853367,40.019670506631485 L -75.31593312478492,40.01940692746524 L -75.31527712895257,40.0191384222573 L -75.31449127166212,40.01914055663235 L -75.31377430395492,40.01939027538191 L -75.31352112583033,40.01947749829844 L -75.3131944206225,40.01959005142328 L -75.31314566124757,40.019602687881616 L -75.31299763312279,40.01964105142321 L -75.31243911020698,40.01978579933967 L -75.3112410862505,40.019586304548284 L -75.31048589979338,40.01924595975714 L -75.30984596854438,40.0189489066326 L -75.30982976229438,40.01894138371597 L -75.30964543521134,40.01908864413241 L -75.30932622062852,40.01934366288202 L -75.30868525292118,40.01972378267311 L -75.30796047896393,40.01979328371465 L -75.30738079146488,40.02028585246387 L -75.30659500084107,40.02005818683921 L -75.30571746438409,40.01970463579812 L -75.30486296855207,40.019423071215215 L -75.30422970605309,40.019402202465244 L -75.30355853730413,40.01958415871496 L -75.30330681022116,40.019655808714845 L -75.30287166647184,40.01977966496469 L -75.30227959563945,40.019463066006836 L -75.30219259876458,40.019416543090244 L -75.30188526439002,40.019260867048786 L -75.30152902793225,40.01908041392409 L -75.30124684772437,40.018617137883155 L -75.30121415293274,40.01829303267533 L -75.30119323730781,40.018085701425605 L -75.30114110189118,40.0179809389258 L -75.30085740189162,40.01741084309333 L -75.30055253001711,40.01686203892751 L -75.30047719564226,40.01652288267803 L -75.300422524809,40.016276750386794 L -75.30019173210098,40.01616190767862 L -75.2996749800185,40.015904771220676 L -75.29902633106116,40.015703728512676 L -75.29915615501926,40.01507721497194 L -75.2993089539774,40.01459930247273 L -75.29932099356068,40.01457080976439 L -75.29954526022703,40.01404008789024 L -75.29901889147783,40.01349635559944 L -75.29900197689454,40.01348671705779 L -75.29826343939567,40.01306583580839 L -75.29756910918843,40.01262614101745 L -75.29689778418947,40.0121683649765 L -75.29627984564877,40.0117780306021 L -75.2959865893992,40.01160328476902 L -75.29570019044132,40.011432625394264 L -75.29515069148385,40.01094749935339 L -75.29470836544283,40.01043506914584 L -75.29419708106866,40.01006247122973 L -75.29370875294438,40.00957718164716 L -75.29336537065325,40.00907801081462 L -75.2932733894034,40.00892922123148 L -75.29309842898704,40.00864620873193 L -75.29248796752961,40.008192756649294 L -75.29218631440511,40.00809877019111 L -75.2917708498224,40.00796932019131 L -75.2913133633648,40.00758305144194 L -75.29078683419897,40.007318584775646 L -75.29011523107499,40.00720764519252 L -75.28922271128471,40.00706121498439 L -75.28857228732738,40.00692160769296 L -75.2880401196199,40.00680738165147 L -75.28736880399589,40.00667390248503 L -75.28674319774689,40.00696376290125 L -75.28658798108046,40.00706927435937 L -75.28622439149768,40.007316427484 L -75.28549948004047,40.00723712852579 L -75.28483573316652,40.00681080456815 L -75.28453726858362,40.00660795769346 L -75.28429416233399,40.0064427326937 L -75.2835311123352,40.006521178526896 L -75.2828217467113,40.006838254568095 L -75.28240983525359,40.00745642748382 L -75.28202062692088,40.00798895248295 L -75.28147134775509,40.00823805664925 L -75.28060154254808,40.00827620352419 L -75.27971640192447,40.00814319727442 L -75.27903738421719,40.00809528894115 L -75.27798481859384,40.00820592748261 L -75.27802886442709,40.008615546231965 L -75.27804022067704,40.0087211785235 L -75.2780913602603,40.0091967451894 L -75.27809889567698,40.00979137227182 L -75.27816763526022,40.010309269146035 L -75.27818317692686,40.01080026497863 L -75.2780919633853,40.01113578476975 L -75.27802263213545,40.01139079831103 L -75.27774122484419,40.011353226436086 L -75.27706131547023,40.011262450394554 L -75.27642832172126,40.01146668164421 L -75.27602891234687,40.011719586852166 L -75.27575703526395,40.01189173997693 L -75.27511592797327,40.01208246914325 L -75.27443693526601,40.012052545184986 L -75.27381143526696,40.012027002476714 L -75.27297960193494,40.01205148164331 L -75.2725068311023,40.012403974351116 L -75.27207933006133,40.012909526433646 L -75.27180494777008,40.013338141016334 L -75.27151506547887,40.01383435143225 L -75.27113327589609,40.014326285806476 L -75.27034003110566,40.01439120663969 L -75.26967610819003,40.01437922955637 L -75.2693211769406,40.01441848268132 L -75.26876070298312,40.01448046393125 L -75.26829301235887,40.014527101431156 L -75.26802058840093,40.01455426393113 L -75.26738739152694,40.01462780455597 L -75.2668685206944,40.01434519309811 L -75.26620473527879,40.01408542851516 L -75.265830998821,40.014086285806854 L -75.26554124257149,40.01408695039015 L -75.2651214675721,40.01407315768188 L -75.2649003509058,40.01406589309852 L -75.26466371653117,40.01347178997446 L -75.26458741757295,40.01286831914206 L -75.26425173840681,40.01241859414273 L -75.26396178215725,40.011860643101954 L -75.263466050908,40.011303163936134 L -75.2631456009085,40.010812859770226 L -75.26287983007558,40.010576891020605 L -75.26269518007587,40.010412948312535 L -75.26205454153524,40.01054053581231 L -75.26125339986976,40.01054234206231 L -75.2606355196624,40.01021037227116 L -75.26023387903803,40.00998775143819 L -75.26010128841324,40.009914258729964 L -75.25966654570556,40.0094962712306 L -75.25919331028967,40.00915947331447 L -75.2586058279989,40.008917512898165 L -75.25785822800003,40.00903180248133 z\" /></g></g></svg>"
      ],
      "text/plain": [
       "<shapely.geometry.multipolygon.MultiPolygon at 0x7f120f58d250>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get HUC by id\n",
    "cursor = get_cursor('nhdplushr')\n",
    "huc12 = '020402020504'\n",
    "query = \"SELECT wkb_geometry from wbdhu12 WHERE huc12=%s\"\n",
    "cursor.execute(query, [huc12])\n",
    "huc_geom = shapely.wkb.loads(cursor.fetchone()[0], hex=True)\n",
    "huc_geom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "73d5789e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get reaches that that intersect the HUC\n",
    "# Note that only NHDv2 (and apparently not NHDPlus HR) has the ComId field which is \n",
    "# used to index reaches in NWM as the feature_id.\n",
    "cursor = get_cursor('nhdplusv2')\n",
    "query = f'''\n",
    "    SELECT comid, wkb_geometry from nhdflowline WHERE ST_Intersects(\n",
    "        ST_GeomFromWKB(wkb_geometry, 4326), ST_GeomFromGeoJSON(%s))\n",
    "    '''\n",
    "\n",
    "huc_geom_str = json.dumps(shapely.geometry.mapping(huc_geom))\n",
    "cursor.execute(query, [huc_geom_str])\n",
    "reach_geoms = []\n",
    "reach_ids = []\n",
    "for reach_id, reach_geom in cursor:\n",
    "    reach_ids.append(reach_id)\n",
    "    reach_geoms.append(shapely.wkb.loads(reach_geom, hex=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8b5a7d67",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the HUC and reaches.\n",
    "# It's strange that some of the reaches seem to be missing.\n",
    "df = gpd.GeoDataFrame({'geometry': reach_geoms + [huc_geom]})\n",
    "df.plot(facecolor=\"none\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "79d353ba",
   "metadata": {},
   "source": [
    "# Query NWM by reach ids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4ffebf55",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:     (feature_id: 2776738, time: 367439)\n",
       "Coordinates:\n",
       "    elevation   (feature_id) float32 dask.array&lt;chunksize=(2776738,), meta=np.ndarray&gt;\n",
       "  * feature_id  (feature_id) int32 101 179 181 ... 1180001803 1180001804\n",
       "    gage_id     (feature_id) |S15 dask.array&lt;chunksize=(2776738,), meta=np.ndarray&gt;\n",
       "    latitude    (feature_id) float32 dask.array&lt;chunksize=(2776738,), meta=np.ndarray&gt;\n",
       "    longitude   (feature_id) float32 dask.array&lt;chunksize=(2776738,), meta=np.ndarray&gt;\n",
       "    order       (feature_id) int32 dask.array&lt;chunksize=(2776738,), meta=np.ndarray&gt;\n",
       "  * time        (time) datetime64[ns] 1979-02-01T01:00:00 ... 2020-12-31T23:0...\n",
       "Data variables:\n",
       "    crs         |S1 ...\n",
       "    streamflow  (time, feature_id) float64 dask.array&lt;chunksize=(672, 30000), meta=np.ndarray&gt;\n",
       "    velocity    (time, feature_id) float64 dask.array&lt;chunksize=(672, 30000), meta=np.ndarray&gt;\n",
       "Attributes:\n",
       "    TITLE:                OUTPUT FROM WRF-Hydro v5.2.0-beta2\n",
       "    code_version:         v5.2.0-beta2\n",
       "    featureType:          timeSeries\n",
       "    model_configuration:  retrospective\n",
       "    proj4:                +proj=lcc +units=m +a=6370000.0 +b=6370000.0 +lat_1...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-ef43f40d-36e1-43da-b1f8-773a0206b6f0' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ef43f40d-36e1-43da-b1f8-773a0206b6f0' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>feature_id</span>: 2776738</li><li><span class='xr-has-index'>time</span>: 367439</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-41b4e3dc-763e-4bdb-a534-283416d2f68c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-41b4e3dc-763e-4bdb-a534-283416d2f68c' class='xr-section-summary' >Coordinates: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>elevation</span></div><div class='xr-var-dims'>(feature_id)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2776738,), meta=np.ndarray&gt;</div><input id='attrs-e41b75a5-2d19-498f-a3a0-beb427159854' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e41b75a5-2d19-498f-a3a0-beb427159854' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39e81385-ab0e-40fd-9088-7b77a4582639' class='xr-var-data-in' type='checkbox'><label for='data-39e81385-ab0e-40fd-9088-7b77a4582639' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>feature elevation</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 10.59 MiB </td>\n",
       "                        <td> 10.59 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2776738,) </td>\n",
       "                        <td> (2776738,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 2 Tasks </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float32 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"25\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,25.412616514582485 0.0,25.412616514582485\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >2776738</text>\n",
       "  <text x=\"140.000000\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,12.706308)\">1</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>feature_id</span></div><div class='xr-var-dims'>(feature_id)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>101 179 ... 1180001803 1180001804</div><input id='attrs-91e1ca1f-39e2-4323-81e5-c13aa43084e1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-91e1ca1f-39e2-4323-81e5-c13aa43084e1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a7e83529-0944-4d89-b50c-db1b1a1cfce2' class='xr-var-data-in' type='checkbox'><label for='data-a7e83529-0944-4d89-b50c-db1b1a1cfce2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cf_role :</span></dt><dd>timeseries_id</dd><dt><span>comment :</span></dt><dd>NHDPlusv2 ComIDs within CONUS, arbitrary Reach IDs outside of CONUS</dd><dt><span>long_name :</span></dt><dd>Reach ID</dd></dl></div><div class='xr-var-data'><pre>array([       101,        179,        181, ..., 1180001802, 1180001803,\n",
       "       1180001804], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gage_id</span></div><div class='xr-var-dims'>(feature_id)</div><div class='xr-var-dtype'>|S15</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2776738,), meta=np.ndarray&gt;</div><input id='attrs-fa957cb4-5039-4411-ae0c-14648e65258e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fa957cb4-5039-4411-ae0c-14648e65258e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-de28e837-ef7f-4f8e-8235-d7b92af15523' class='xr-var-data-in' type='checkbox'><label for='data-de28e837-ef7f-4f8e-8235-d7b92af15523' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>coordinates :</span></dt><dd>lat lon</dd><dt><span>long_name :</span></dt><dd>NHD Gage Event ID from SOURCE_FEA field in Gages feature class</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 39.72 MiB </td>\n",
       "                        <td> 39.72 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2776738,) </td>\n",
       "                        <td> (2776738,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 2 Tasks </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> |S15 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"25\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,25.412616514582485 0.0,25.412616514582485\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >2776738</text>\n",
       "  <text x=\"140.000000\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,12.706308)\">1</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>latitude</span></div><div class='xr-var-dims'>(feature_id)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2776738,), meta=np.ndarray&gt;</div><input id='attrs-bfa18865-e3d3-4400-84ad-eb2e181a3add' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bfa18865-e3d3-4400-84ad-eb2e181a3add' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ddf170e5-4334-450d-b1a8-231891795749' class='xr-var-data-in' type='checkbox'><label for='data-ddf170e5-4334-450d-b1a8-231891795749' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>feature latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 10.59 MiB </td>\n",
       "                        <td> 10.59 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2776738,) </td>\n",
       "                        <td> (2776738,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 2 Tasks </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float32 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"25\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,25.412616514582485 0.0,25.412616514582485\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >2776738</text>\n",
       "  <text x=\"140.000000\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,12.706308)\">1</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>longitude</span></div><div class='xr-var-dims'>(feature_id)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2776738,), meta=np.ndarray&gt;</div><input id='attrs-6748e8de-deda-427d-909a-53998073fc4c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6748e8de-deda-427d-909a-53998073fc4c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0ce7de71-a223-4f11-a8f2-d17d34f6708c' class='xr-var-data-in' type='checkbox'><label for='data-0ce7de71-a223-4f11-a8f2-d17d34f6708c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>feature longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 10.59 MiB </td>\n",
       "                        <td> 10.59 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2776738,) </td>\n",
       "                        <td> (2776738,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 2 Tasks </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float32 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"25\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,25.412616514582485 0.0,25.412616514582485\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >2776738</text>\n",
       "  <text x=\"140.000000\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,12.706308)\">1</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>order</span></div><div class='xr-var-dims'>(feature_id)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2776738,), meta=np.ndarray&gt;</div><input id='attrs-c8b99454-aa38-450b-bf09-b1e0178edc78' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c8b99454-aa38-450b-bf09-b1e0178edc78' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4dccce81-be41-4874-a923-df4cd48a78bb' class='xr-var-data-in' type='checkbox'><label for='data-4dccce81-be41-4874-a923-df4cd48a78bb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>stream order</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 10.59 MiB </td>\n",
       "                        <td> 10.59 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2776738,) </td>\n",
       "                        <td> (2776738,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 2 Tasks </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> int32 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"25\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,25.412616514582485 0.0,25.412616514582485\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >2776738</text>\n",
       "  <text x=\"140.000000\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,12.706308)\">1</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1979-02-01T01:00:00 ... 2020-12-...</div><input id='attrs-4c71a92f-fc02-4dd2-803c-9c873f11eb97' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4c71a92f-fc02-4dd2-803c-9c873f11eb97' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-88f81455-9ac2-45ad-92ff-9436e03812b0' class='xr-var-data-in' type='checkbox'><label for='data-88f81455-9ac2-45ad-92ff-9436e03812b0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>valid output time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1979-02-01T01:00:00.000000000&#x27;, &#x27;1979-02-01T02:00:00.000000000&#x27;,\n",
       "       &#x27;1979-02-01T03:00:00.000000000&#x27;, ..., &#x27;2020-12-31T21:00:00.000000000&#x27;,\n",
       "       &#x27;2020-12-31T22:00:00.000000000&#x27;, &#x27;2020-12-31T23:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9fc2c276-86df-42d4-a12c-8bc2d9de0ab3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9fc2c276-86df-42d4-a12c-8bc2d9de0ab3' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>crs</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>|S1</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-aaf12711-47f8-4b19-984c-d1785f02266f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aaf12711-47f8-4b19-984c-d1785f02266f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-60bcde53-48df-42fd-b758-0e07df369b87' class='xr-var-data-in' type='checkbox'><label for='data-60bcde53-48df-42fd-b758-0e07df369b87' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_CoordinateAxes :</span></dt><dd>latitude longitude</dd><dt><span>esri_pe_string :</span></dt><dd>GEOGCS[&quot;GCS_WGS_1984&quot;,DATUM[&quot;D_WGS_1984&quot;,SPHEROID[&quot;WGS_1984&quot;,6378137.0,298.257223563]],PRIMEM[&quot;Greenwich&quot;,0.0],UNIT[&quot;Degree&quot;,0.0174532925199433]];-400 -400 1000000000;-100000 10000;-100000 10000;8.98315284119521E-09;0.001;0.001;IsHighPrecision</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude longitude</dd><dt><span>inverse_flattening :</span></dt><dd>298.2572326660156</dd><dt><span>long_name :</span></dt><dd>CRS definition</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.5</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCS[&quot;GCS_WGS_1984&quot;,DATUM[&quot;D_WGS_1984&quot;,SPHEROID[&quot;WGS_1984&quot;,6378137.0,298.257223563]],PRIMEM[&quot;Greenwich&quot;,0.0],UNIT[&quot;Degree&quot;,0.0174532925199433]];-400 -400 1000000000;-100000 10000;-100000 10000;8.98315284119521E-09;0.001;0.001;IsHighPrecision</dd><dt><span>transform_name :</span></dt><dd>latitude longitude</dd></dl></div><div class='xr-var-data'><pre>array(b&#x27;&#x27;, dtype=&#x27;|S1&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>streamflow</span></div><div class='xr-var-dims'>(time, feature_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(672, 30000), meta=np.ndarray&gt;</div><input id='attrs-3f539417-afe2-43c6-a3b7-5a49c475da2c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3f539417-afe2-43c6-a3b7-5a49c475da2c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-428033ce-2bcf-48ca-b125-4edb593c3689' class='xr-var-data-in' type='checkbox'><label for='data-428033ce-2bcf-48ca-b125-4edb593c3689' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>crs</dd><dt><span>long_name :</span></dt><dd>River Flow</dd><dt><span>units :</span></dt><dd>m3 s-1</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 7.42 TiB </td>\n",
       "                        <td> 153.81 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (367439, 2776738) </td>\n",
       "                        <td> (672, 30000) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 50872 Tasks </td>\n",
       "                        <td> 50871 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float64 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"90\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"2\" x2=\"120\" y2=\"2\" />\n",
       "  <line x1=\"0\" y1=\"4\" x2=\"120\" y2=\"4\" />\n",
       "  <line x1=\"0\" y1=\"6\" x2=\"120\" y2=\"6\" />\n",
       "  <line x1=\"0\" y1=\"8\" x2=\"120\" y2=\"8\" />\n",
       "  <line x1=\"0\" y1=\"10\" x2=\"120\" y2=\"10\" />\n",
       "  <line x1=\"0\" y1=\"12\" x2=\"120\" y2=\"12\" />\n",
       "  <line x1=\"0\" y1=\"14\" x2=\"120\" y2=\"14\" />\n",
       "  <line x1=\"0\" y1=\"16\" x2=\"120\" y2=\"16\" />\n",
       "  <line x1=\"0\" y1=\"18\" x2=\"120\" y2=\"18\" />\n",
       "  <line x1=\"0\" y1=\"21\" x2=\"120\" y2=\"21\" />\n",
       "  <line x1=\"0\" y1=\"23\" x2=\"120\" y2=\"23\" />\n",
       "  <line x1=\"0\" y1=\"25\" x2=\"120\" y2=\"25\" />\n",
       "  <line x1=\"0\" y1=\"27\" x2=\"120\" y2=\"27\" />\n",
       "  <line x1=\"0\" y1=\"29\" x2=\"120\" y2=\"29\" />\n",
       "  <line x1=\"0\" y1=\"31\" x2=\"120\" y2=\"31\" />\n",
       "  <line x1=\"0\" y1=\"33\" x2=\"120\" y2=\"33\" />\n",
       "  <line x1=\"0\" y1=\"35\" x2=\"120\" y2=\"35\" />\n",
       "  <line x1=\"0\" y1=\"37\" x2=\"120\" y2=\"37\" />\n",
       "  <line x1=\"0\" y1=\"40\" x2=\"120\" y2=\"40\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"40\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"5\" y1=\"0\" x2=\"5\" y2=\"40\" />\n",
       "  <line x1=\"11\" y1=\"0\" x2=\"11\" y2=\"40\" />\n",
       "  <line x1=\"18\" y1=\"0\" x2=\"18\" y2=\"40\" />\n",
       "  <line x1=\"24\" y1=\"0\" x2=\"24\" y2=\"40\" />\n",
       "  <line x1=\"31\" y1=\"0\" x2=\"31\" y2=\"40\" />\n",
       "  <line x1=\"37\" y1=\"0\" x2=\"37\" y2=\"40\" />\n",
       "  <line x1=\"44\" y1=\"0\" x2=\"44\" y2=\"40\" />\n",
       "  <line x1=\"50\" y1=\"0\" x2=\"50\" y2=\"40\" />\n",
       "  <line x1=\"57\" y1=\"0\" x2=\"57\" y2=\"40\" />\n",
       "  <line x1=\"62\" y1=\"0\" x2=\"62\" y2=\"40\" />\n",
       "  <line x1=\"68\" y1=\"0\" x2=\"68\" y2=\"40\" />\n",
       "  <line x1=\"75\" y1=\"0\" x2=\"75\" y2=\"40\" />\n",
       "  <line x1=\"81\" y1=\"0\" x2=\"81\" y2=\"40\" />\n",
       "  <line x1=\"88\" y1=\"0\" x2=\"88\" y2=\"40\" />\n",
       "  <line x1=\"94\" y1=\"0\" x2=\"94\" y2=\"40\" />\n",
       "  <line x1=\"101\" y1=\"0\" x2=\"101\" y2=\"40\" />\n",
       "  <line x1=\"107\" y1=\"0\" x2=\"107\" y2=\"40\" />\n",
       "  <line x1=\"114\" y1=\"0\" x2=\"114\" y2=\"40\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"40\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,40.085781428943086 0.0,40.085781428943086\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"60.085781\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >2776738</text>\n",
       "  <text x=\"140.000000\" y=\"20.042891\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,140.000000,20.042891)\">367439</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>velocity</span></div><div class='xr-var-dims'>(time, feature_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(672, 30000), meta=np.ndarray&gt;</div><input id='attrs-1b2d0b43-7d88-45f5-b876-d2f9f7ab6da2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1b2d0b43-7d88-45f5-b876-d2f9f7ab6da2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4bb02889-2fcd-4289-8f6d-ae19ad587ac5' class='xr-var-data-in' type='checkbox'><label for='data-4bb02889-2fcd-4289-8f6d-ae19ad587ac5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>crs</dd><dt><span>long_name :</span></dt><dd>River Velocity</dd><dt><span>units :</span></dt><dd>m s-1</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 7.42 TiB </td>\n",
       "                        <td> 153.81 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (367439, 2776738) </td>\n",
       "                        <td> (672, 30000) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 50872 Tasks </td>\n",
       "                        <td> 50871 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float64 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"90\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"2\" x2=\"120\" y2=\"2\" />\n",
       "  <line x1=\"0\" y1=\"4\" x2=\"120\" y2=\"4\" />\n",
       "  <line x1=\"0\" y1=\"6\" x2=\"120\" y2=\"6\" />\n",
       "  <line x1=\"0\" y1=\"8\" x2=\"120\" y2=\"8\" />\n",
       "  <line x1=\"0\" y1=\"10\" x2=\"120\" y2=\"10\" />\n",
       "  <line x1=\"0\" y1=\"12\" x2=\"120\" y2=\"12\" />\n",
       "  <line x1=\"0\" y1=\"14\" x2=\"120\" y2=\"14\" />\n",
       "  <line x1=\"0\" y1=\"16\" x2=\"120\" y2=\"16\" />\n",
       "  <line x1=\"0\" y1=\"18\" x2=\"120\" y2=\"18\" />\n",
       "  <line x1=\"0\" y1=\"21\" x2=\"120\" y2=\"21\" />\n",
       "  <line x1=\"0\" y1=\"23\" x2=\"120\" y2=\"23\" />\n",
       "  <line x1=\"0\" y1=\"25\" x2=\"120\" y2=\"25\" />\n",
       "  <line x1=\"0\" y1=\"27\" x2=\"120\" y2=\"27\" />\n",
       "  <line x1=\"0\" y1=\"29\" x2=\"120\" y2=\"29\" />\n",
       "  <line x1=\"0\" y1=\"31\" x2=\"120\" y2=\"31\" />\n",
       "  <line x1=\"0\" y1=\"33\" x2=\"120\" y2=\"33\" />\n",
       "  <line x1=\"0\" y1=\"35\" x2=\"120\" y2=\"35\" />\n",
       "  <line x1=\"0\" y1=\"37\" x2=\"120\" y2=\"37\" />\n",
       "  <line x1=\"0\" y1=\"40\" x2=\"120\" y2=\"40\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"40\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"5\" y1=\"0\" x2=\"5\" y2=\"40\" />\n",
       "  <line x1=\"11\" y1=\"0\" x2=\"11\" y2=\"40\" />\n",
       "  <line x1=\"18\" y1=\"0\" x2=\"18\" y2=\"40\" />\n",
       "  <line x1=\"24\" y1=\"0\" x2=\"24\" y2=\"40\" />\n",
       "  <line x1=\"31\" y1=\"0\" x2=\"31\" y2=\"40\" />\n",
       "  <line x1=\"37\" y1=\"0\" x2=\"37\" y2=\"40\" />\n",
       "  <line x1=\"44\" y1=\"0\" x2=\"44\" y2=\"40\" />\n",
       "  <line x1=\"50\" y1=\"0\" x2=\"50\" y2=\"40\" />\n",
       "  <line x1=\"57\" y1=\"0\" x2=\"57\" y2=\"40\" />\n",
       "  <line x1=\"62\" y1=\"0\" x2=\"62\" y2=\"40\" />\n",
       "  <line x1=\"68\" y1=\"0\" x2=\"68\" y2=\"40\" />\n",
       "  <line x1=\"75\" y1=\"0\" x2=\"75\" y2=\"40\" />\n",
       "  <line x1=\"81\" y1=\"0\" x2=\"81\" y2=\"40\" />\n",
       "  <line x1=\"88\" y1=\"0\" x2=\"88\" y2=\"40\" />\n",
       "  <line x1=\"94\" y1=\"0\" x2=\"94\" y2=\"40\" />\n",
       "  <line x1=\"101\" y1=\"0\" x2=\"101\" y2=\"40\" />\n",
       "  <line x1=\"107\" y1=\"0\" x2=\"107\" y2=\"40\" />\n",
       "  <line x1=\"114\" y1=\"0\" x2=\"114\" y2=\"40\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"40\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,40.085781428943086 0.0,40.085781428943086\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"60.085781\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >2776738</text>\n",
       "  <text x=\"140.000000\" y=\"20.042891\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,140.000000,20.042891)\">367439</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-cca0718d-fbf6-4ebb-a285-1f3ea9ae14a8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-cca0718d-fbf6-4ebb-a285-1f3ea9ae14a8' class='xr-section-summary' >Attributes: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>TITLE :</span></dt><dd>OUTPUT FROM WRF-Hydro v5.2.0-beta2</dd><dt><span>code_version :</span></dt><dd>v5.2.0-beta2</dd><dt><span>featureType :</span></dt><dd>timeSeries</dd><dt><span>model_configuration :</span></dt><dd>retrospective</dd><dt><span>proj4 :</span></dt><dd>+proj=lcc +units=m +a=6370000.0 +b=6370000.0 +lat_1=30.0 +lat_2=60.0 +lat_0=40.0 +lon_0=-97.0 +x_0=0 +y_0=0 +k_0=1.0 +nadgrids=@</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:     (feature_id: 2776738, time: 367439)\n",
       "Coordinates:\n",
       "    elevation   (feature_id) float32 dask.array<chunksize=(2776738,), meta=np.ndarray>\n",
       "  * feature_id  (feature_id) int32 101 179 181 ... 1180001803 1180001804\n",
       "    gage_id     (feature_id) |S15 dask.array<chunksize=(2776738,), meta=np.ndarray>\n",
       "    latitude    (feature_id) float32 dask.array<chunksize=(2776738,), meta=np.ndarray>\n",
       "    longitude   (feature_id) float32 dask.array<chunksize=(2776738,), meta=np.ndarray>\n",
       "    order       (feature_id) int32 dask.array<chunksize=(2776738,), meta=np.ndarray>\n",
       "  * time        (time) datetime64[ns] 1979-02-01T01:00:00 ... 2020-12-31T23:0...\n",
       "Data variables:\n",
       "    crs         |S1 ...\n",
       "    streamflow  (time, feature_id) float64 dask.array<chunksize=(672, 30000), meta=np.ndarray>\n",
       "    velocity    (time, feature_id) float64 dask.array<chunksize=(672, 30000), meta=np.ndarray>\n",
       "Attributes:\n",
       "    TITLE:                OUTPUT FROM WRF-Hydro v5.2.0-beta2\n",
       "    code_version:         v5.2.0-beta2\n",
       "    featureType:          timeSeries\n",
       "    model_configuration:  retrospective\n",
       "    proj4:                +proj=lcc +units=m +a=6370000.0 +b=6370000.0 +lat_1..."
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load the CHRTOUT data from the NWM Retrospective Zarr 2.1 dataset\n",
    "# This has \"Streamflow values at points associated with flow lines\" \n",
    "# See https://registry.opendata.aws/nwm-archive/\n",
    "nwm_uri = 's3://noaa-nwm-retrospective-2-1-zarr-pds/chrtout.zarr'\n",
    "ds = xr.open_zarr(fsspec.get_mapper(nwm_uri, anon=True, requester_pays=True))\n",
    "ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a0b67c69",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 10 reaches in the HUC and 6 of those are in NWM.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:     (feature_id: 6)\n",
       "Coordinates:\n",
       "    elevation   (feature_id) float32 dask.array&lt;chunksize=(6,), meta=np.ndarray&gt;\n",
       "  * feature_id  (feature_id) int32 4495680 4495656 4494480 ... 4489138 4496602\n",
       "    gage_id     (feature_id) |S15 dask.array&lt;chunksize=(6,), meta=np.ndarray&gt;\n",
       "    latitude    (feature_id) float32 dask.array&lt;chunksize=(6,), meta=np.ndarray&gt;\n",
       "    longitude   (feature_id) float32 dask.array&lt;chunksize=(6,), meta=np.ndarray&gt;\n",
       "    order       (feature_id) int32 dask.array&lt;chunksize=(6,), meta=np.ndarray&gt;\n",
       "    time        datetime64[ns] 1979-02-01T01:00:00\n",
       "Data variables:\n",
       "    crs         |S1 ...\n",
       "    streamflow  (feature_id) float64 dask.array&lt;chunksize=(6,), meta=np.ndarray&gt;\n",
       "    velocity    (feature_id) float64 dask.array&lt;chunksize=(6,), meta=np.ndarray&gt;\n",
       "Attributes:\n",
       "    TITLE:                OUTPUT FROM WRF-Hydro v5.2.0-beta2\n",
       "    code_version:         v5.2.0-beta2\n",
       "    featureType:          timeSeries\n",
       "    model_configuration:  retrospective\n",
       "    proj4:                +proj=lcc +units=m +a=6370000.0 +b=6370000.0 +lat_1...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-80380ca3-0ed6-4b22-974a-580554867186' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-80380ca3-0ed6-4b22-974a-580554867186' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>feature_id</span>: 6</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-c5f22f16-67b6-4c04-9b84-e1d2b6107f70' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c5f22f16-67b6-4c04-9b84-e1d2b6107f70' class='xr-section-summary' >Coordinates: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>elevation</span></div><div class='xr-var-dims'>(feature_id)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(6,), meta=np.ndarray&gt;</div><input id='attrs-3121e831-4bd5-4dc1-9eed-fba6c1f7034f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3121e831-4bd5-4dc1-9eed-fba6c1f7034f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-46ab1031-88e4-4ef1-b41a-c9cc6e8d550c' class='xr-var-data-in' type='checkbox'><label for='data-46ab1031-88e4-4ef1-b41a-c9cc6e8d550c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>feature elevation</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 24 B </td>\n",
       "                        <td> 24 B </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (6,) </td>\n",
       "                        <td> (6,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 3 Tasks </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float32 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"91\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"41\" x2=\"120\" y2=\"41\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"41\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"41\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,41.20382942136741 0.0,41.20382942136741\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"61.203829\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >6</text>\n",
       "  <text x=\"140.000000\" y=\"20.601915\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,20.601915)\">1</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>feature_id</span></div><div class='xr-var-dims'>(feature_id)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>4495680 4495656 ... 4489138 4496602</div><input id='attrs-17e744d4-ce56-4944-8eb9-c49a9713432e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-17e744d4-ce56-4944-8eb9-c49a9713432e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-603dff27-0418-44c5-a212-0f6d2eed9500' class='xr-var-data-in' type='checkbox'><label for='data-603dff27-0418-44c5-a212-0f6d2eed9500' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cf_role :</span></dt><dd>timeseries_id</dd><dt><span>comment :</span></dt><dd>NHDPlusv2 ComIDs within CONUS, arbitrary Reach IDs outside of CONUS</dd><dt><span>long_name :</span></dt><dd>Reach ID</dd></dl></div><div class='xr-var-data'><pre>array([4495680, 4495656, 4494480, 4489136, 4489138, 4496602], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gage_id</span></div><div class='xr-var-dims'>(feature_id)</div><div class='xr-var-dtype'>|S15</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(6,), meta=np.ndarray&gt;</div><input id='attrs-6460e07f-b874-4eda-8498-26b7b83a10ae' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6460e07f-b874-4eda-8498-26b7b83a10ae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-582ea767-fbed-4130-ba55-c525b0a07987' class='xr-var-data-in' type='checkbox'><label for='data-582ea767-fbed-4130-ba55-c525b0a07987' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>coordinates :</span></dt><dd>lat lon</dd><dt><span>long_name :</span></dt><dd>NHD Gage Event ID from SOURCE_FEA field in Gages feature class</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 90 B </td>\n",
       "                        <td> 90 B </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (6,) </td>\n",
       "                        <td> (6,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 3 Tasks </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> |S15 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"91\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"41\" x2=\"120\" y2=\"41\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"41\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"41\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,41.20382942136741 0.0,41.20382942136741\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"61.203829\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >6</text>\n",
       "  <text x=\"140.000000\" y=\"20.601915\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,20.601915)\">1</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>latitude</span></div><div class='xr-var-dims'>(feature_id)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(6,), meta=np.ndarray&gt;</div><input id='attrs-915b5ae8-8e4a-4bdb-be5e-dd7e42a7e2a0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-915b5ae8-8e4a-4bdb-be5e-dd7e42a7e2a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-418612db-aab6-4d8d-8d21-460f066e5564' class='xr-var-data-in' type='checkbox'><label for='data-418612db-aab6-4d8d-8d21-460f066e5564' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>feature latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 24 B </td>\n",
       "                        <td> 24 B </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (6,) </td>\n",
       "                        <td> (6,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 3 Tasks </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float32 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"91\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"41\" x2=\"120\" y2=\"41\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"41\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"41\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,41.20382942136741 0.0,41.20382942136741\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"61.203829\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >6</text>\n",
       "  <text x=\"140.000000\" y=\"20.601915\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,20.601915)\">1</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>longitude</span></div><div class='xr-var-dims'>(feature_id)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(6,), meta=np.ndarray&gt;</div><input id='attrs-c6111815-7742-4fcc-bd5a-a0e1d32aed5d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c6111815-7742-4fcc-bd5a-a0e1d32aed5d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-95b7e90c-5791-4081-8cb0-567efbe85f9c' class='xr-var-data-in' type='checkbox'><label for='data-95b7e90c-5791-4081-8cb0-567efbe85f9c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>feature longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 24 B </td>\n",
       "                        <td> 24 B </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (6,) </td>\n",
       "                        <td> (6,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 3 Tasks </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float32 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"91\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"41\" x2=\"120\" y2=\"41\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"41\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"41\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,41.20382942136741 0.0,41.20382942136741\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"61.203829\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >6</text>\n",
       "  <text x=\"140.000000\" y=\"20.601915\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,20.601915)\">1</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>order</span></div><div class='xr-var-dims'>(feature_id)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(6,), meta=np.ndarray&gt;</div><input id='attrs-b40e92e3-3972-48dc-a6b1-e712bbab25e6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b40e92e3-3972-48dc-a6b1-e712bbab25e6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9941a612-7102-425b-857d-b9abf5bd2c27' class='xr-var-data-in' type='checkbox'><label for='data-9941a612-7102-425b-857d-b9abf5bd2c27' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>stream order</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 24 B </td>\n",
       "                        <td> 24 B </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (6,) </td>\n",
       "                        <td> (6,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 3 Tasks </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> int32 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"91\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"41\" x2=\"120\" y2=\"41\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"41\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"41\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,41.20382942136741 0.0,41.20382942136741\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"61.203829\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >6</text>\n",
       "  <text x=\"140.000000\" y=\"20.601915\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,20.601915)\">1</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1979-02-01T01:00:00</div><input id='attrs-5a2cb0e7-0902-403c-9c0e-4f0daaa43f38' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5a2cb0e7-0902-403c-9c0e-4f0daaa43f38' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8cbf883b-b17a-40fe-84c6-61b2e98e699e' class='xr-var-data-in' type='checkbox'><label for='data-8cbf883b-b17a-40fe-84c6-61b2e98e699e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>valid output time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array(&#x27;1979-02-01T01:00:00.000000000&#x27;, dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-46689f98-f98e-4992-8ee7-e6172b73ddd2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-46689f98-f98e-4992-8ee7-e6172b73ddd2' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>crs</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>|S1</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-25310132-09f9-4cb9-8710-fd7de8072c94' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-25310132-09f9-4cb9-8710-fd7de8072c94' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-934189c5-913e-4d7a-b705-fadd9ad15b8c' class='xr-var-data-in' type='checkbox'><label for='data-934189c5-913e-4d7a-b705-fadd9ad15b8c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_CoordinateAxes :</span></dt><dd>latitude longitude</dd><dt><span>esri_pe_string :</span></dt><dd>GEOGCS[&quot;GCS_WGS_1984&quot;,DATUM[&quot;D_WGS_1984&quot;,SPHEROID[&quot;WGS_1984&quot;,6378137.0,298.257223563]],PRIMEM[&quot;Greenwich&quot;,0.0],UNIT[&quot;Degree&quot;,0.0174532925199433]];-400 -400 1000000000;-100000 10000;-100000 10000;8.98315284119521E-09;0.001;0.001;IsHighPrecision</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude longitude</dd><dt><span>inverse_flattening :</span></dt><dd>298.2572326660156</dd><dt><span>long_name :</span></dt><dd>CRS definition</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.5</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCS[&quot;GCS_WGS_1984&quot;,DATUM[&quot;D_WGS_1984&quot;,SPHEROID[&quot;WGS_1984&quot;,6378137.0,298.257223563]],PRIMEM[&quot;Greenwich&quot;,0.0],UNIT[&quot;Degree&quot;,0.0174532925199433]];-400 -400 1000000000;-100000 10000;-100000 10000;8.98315284119521E-09;0.001;0.001;IsHighPrecision</dd><dt><span>transform_name :</span></dt><dd>latitude longitude</dd></dl></div><div class='xr-var-data'><pre>array(b&#x27;&#x27;, dtype=&#x27;|S1&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>streamflow</span></div><div class='xr-var-dims'>(feature_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(6,), meta=np.ndarray&gt;</div><input id='attrs-67a63a78-3873-4485-b5c6-78da48e245af' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-67a63a78-3873-4485-b5c6-78da48e245af' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c0059933-9cd1-47e2-8fe3-8919d4c63b5f' class='xr-var-data-in' type='checkbox'><label for='data-c0059933-9cd1-47e2-8fe3-8919d4c63b5f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>crs</dd><dt><span>long_name :</span></dt><dd>River Flow</dd><dt><span>units :</span></dt><dd>m3 s-1</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 48 B </td>\n",
       "                        <td> 48 B </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (6,) </td>\n",
       "                        <td> (6,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 50966 Tasks </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float64 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"91\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"41\" x2=\"120\" y2=\"41\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"41\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"41\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,41.20382942136741 0.0,41.20382942136741\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"61.203829\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >6</text>\n",
       "  <text x=\"140.000000\" y=\"20.601915\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,20.601915)\">1</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>velocity</span></div><div class='xr-var-dims'>(feature_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(6,), meta=np.ndarray&gt;</div><input id='attrs-0155abe8-b8bd-4025-bd97-9b05018ac7b9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0155abe8-b8bd-4025-bd97-9b05018ac7b9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e54e5504-7292-4d45-8eea-a28a0eb69e09' class='xr-var-data-in' type='checkbox'><label for='data-e54e5504-7292-4d45-8eea-a28a0eb69e09' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>crs</dd><dt><span>long_name :</span></dt><dd>River Velocity</dd><dt><span>units :</span></dt><dd>m s-1</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 48 B </td>\n",
       "                        <td> 48 B </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (6,) </td>\n",
       "                        <td> (6,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 50966 Tasks </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float64 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"91\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"41\" x2=\"120\" y2=\"41\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"41\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"41\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,41.20382942136741 0.0,41.20382942136741\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"61.203829\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >6</text>\n",
       "  <text x=\"140.000000\" y=\"20.601915\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,20.601915)\">1</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-69ba5308-9025-49f8-91bc-ad68d4e5e8fb' class='xr-section-summary-in' type='checkbox'  checked><label for='section-69ba5308-9025-49f8-91bc-ad68d4e5e8fb' class='xr-section-summary' >Attributes: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>TITLE :</span></dt><dd>OUTPUT FROM WRF-Hydro v5.2.0-beta2</dd><dt><span>code_version :</span></dt><dd>v5.2.0-beta2</dd><dt><span>featureType :</span></dt><dd>timeSeries</dd><dt><span>model_configuration :</span></dt><dd>retrospective</dd><dt><span>proj4 :</span></dt><dd>+proj=lcc +units=m +a=6370000.0 +b=6370000.0 +lat_1=30.0 +lat_2=60.0 +lat_0=40.0 +lon_0=-97.0 +x_0=0 +y_0=0 +k_0=1.0 +nadgrids=@</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:     (feature_id: 6)\n",
       "Coordinates:\n",
       "    elevation   (feature_id) float32 dask.array<chunksize=(6,), meta=np.ndarray>\n",
       "  * feature_id  (feature_id) int32 4495680 4495656 4494480 ... 4489138 4496602\n",
       "    gage_id     (feature_id) |S15 dask.array<chunksize=(6,), meta=np.ndarray>\n",
       "    latitude    (feature_id) float32 dask.array<chunksize=(6,), meta=np.ndarray>\n",
       "    longitude   (feature_id) float32 dask.array<chunksize=(6,), meta=np.ndarray>\n",
       "    order       (feature_id) int32 dask.array<chunksize=(6,), meta=np.ndarray>\n",
       "    time        datetime64[ns] 1979-02-01T01:00:00\n",
       "Data variables:\n",
       "    crs         |S1 ...\n",
       "    streamflow  (feature_id) float64 dask.array<chunksize=(6,), meta=np.ndarray>\n",
       "    velocity    (feature_id) float64 dask.array<chunksize=(6,), meta=np.ndarray>\n",
       "Attributes:\n",
       "    TITLE:                OUTPUT FROM WRF-Hydro v5.2.0-beta2\n",
       "    code_version:         v5.2.0-beta2\n",
       "    featureType:          timeSeries\n",
       "    model_configuration:  retrospective\n",
       "    proj4:                +proj=lcc +units=m +a=6370000.0 +b=6370000.0 +lat_1..."
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Apparently, only some of the reach ids are available in NWM.\n",
    "avail_reach_ids = list(set(ds.feature_id.values).intersection(set(reach_ids)))\n",
    "print(\n",
    "    f'There are {len(reach_ids)} reaches in the HUC and {len(avail_reach_ids)} of those are in NWM.')\n",
    "\n",
    "# Lazily compute the subset of the dataset that contains the reaches for a single point in time.\n",
    "sub_ds = ds.sel(feature_id=avail_reach_ids, time='1979-02-01T01:00:00')\n",
    "sub_ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "331b6a87",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 702 ms, sys: 262 ms, total: 964 ms\n",
      "Wall time: 4.55 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([0.33999999, 0.07      , 0.02      , 0.        , 0.        ,\n",
       "       0.        ])"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "# Actually get the streamflow values.\n",
    "sub_ds.streamflow.values"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa137b31",
   "metadata": {},
   "source": [
    "# Query gridded NWM data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "1d71c6d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:       (time: 122479, y: 15360, x: 18432)\n",
       "Coordinates:\n",
       "  * time          (time) datetime64[ns] 1979-02-01T03:00:00 ... 2020-12-31T21...\n",
       "  * x             (x) float64 -2.304e+06 -2.304e+06 ... 2.304e+06 2.304e+06\n",
       "  * y             (y) float64 -1.92e+06 -1.92e+06 ... 1.92e+06 1.92e+06\n",
       "Data variables:\n",
       "    crs           |S1 ...\n",
       "    sfcheadsubrt  (time, y, x) float64 dask.array&lt;chunksize=(224, 350, 350), meta=np.ndarray&gt;\n",
       "    zwattablrt    (time, y, x) float64 dask.array&lt;chunksize=(224, 350, 350), meta=np.ndarray&gt;\n",
       "Attributes:\n",
       "    Conventions:          CF-1.6\n",
       "    GDAL_DataType:        Generic\n",
       "    TITLE:                OUTPUT FROM WRF-Hydro v5.2.0-beta2\n",
       "    code_version:         v5.2.0-beta2\n",
       "    model_configuration:  retrospective\n",
       "    model_output_type:    terrain_rt\n",
       "    proj4:                +proj=lcc +units=m +a=6370000.0 +b=6370000.0 +lat_1...</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-2e1d1c8c-04bb-40db-a7f1-cff96e8894cb' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2e1d1c8c-04bb-40db-a7f1-cff96e8894cb' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 122479</li><li><span class='xr-has-index'>y</span>: 15360</li><li><span class='xr-has-index'>x</span>: 18432</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-89d5e400-54e0-425b-a49d-566db6e0ef00' class='xr-section-summary-in' type='checkbox'  checked><label for='section-89d5e400-54e0-425b-a49d-566db6e0ef00' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1979-02-01T03:00:00 ... 2020-12-...</div><input id='attrs-366ef755-01c6-4925-9e2f-4ccb99ade1a2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-366ef755-01c6-4925-9e2f-4ccb99ade1a2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b7312d8c-825f-4d25-86f4-7fca0aef01c5' class='xr-var-data-in' type='checkbox'><label for='data-b7312d8c-825f-4d25-86f4-7fca0aef01c5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>valid output time</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>valid_max :</span></dt><dd>4862880</dd><dt><span>valid_min :</span></dt><dd>4777980</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1979-02-01T03:00:00.000000000&#x27;, &#x27;1979-02-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1979-02-01T09:00:00.000000000&#x27;, ..., &#x27;2020-12-31T15:00:00.000000000&#x27;,\n",
       "       &#x27;2020-12-31T18:00:00.000000000&#x27;, &#x27;2020-12-31T21:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-2.304e+06 -2.304e+06 ... 2.304e+06</div><input id='attrs-4d6ab808-3ae8-43a8-9dd9-3d12d36bca6c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4d6ab808-3ae8-43a8-9dd9-3d12d36bca6c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dea552c2-a1ec-464a-a32a-9af85c32d6d4' class='xr-var-data-in' type='checkbox'><label for='data-dea552c2-a1ec-464a-a32a-9af85c32d6d4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_CoordinateAxisType :</span></dt><dd>GeoX</dd><dt><span>long_name :</span></dt><dd>x coordinate of projection</dd><dt><span>resolution :</span></dt><dd>250.0</dd><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array([-2303875., -2303625., -2303375., ...,  2303375.,  2303625.,  2303875.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-1.92e+06 -1.92e+06 ... 1.92e+06</div><input id='attrs-49ded45b-1ec8-4c25-a810-a049c0e2df22' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-49ded45b-1ec8-4c25-a810-a049c0e2df22' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3c67e4e0-83b0-4a46-8e3c-8191084f1cbc' class='xr-var-data-in' type='checkbox'><label for='data-3c67e4e0-83b0-4a46-8e3c-8191084f1cbc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_CoordinateAxisType :</span></dt><dd>GeoY</dd><dt><span>long_name :</span></dt><dd>y coordinate of projection</dd><dt><span>resolution :</span></dt><dd>250.0</dd><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array([-1919875., -1919625., -1919375., ...,  1919375.,  1919625.,  1919875.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-53a3150a-96be-42de-bfec-e9c254ed1471' class='xr-section-summary-in' type='checkbox'  checked><label for='section-53a3150a-96be-42de-bfec-e9c254ed1471' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>crs</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>|S1</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-185b7fd2-829f-4e5a-bd3c-65119549c718' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-185b7fd2-829f-4e5a-bd3c-65119549c718' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-56bf75d7-8c05-48cc-b0f7-f6c855082512' class='xr-var-data-in' type='checkbox'><label for='data-56bf75d7-8c05-48cc-b0f7-f6c855082512' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GeoTransform :</span></dt><dd>-2303999.17655 250.0 0 1919999.66329 0 -250.0</dd><dt><span>_CoordinateAxes :</span></dt><dd>y x</dd><dt><span>_CoordinateTransformType :</span></dt><dd>Projection</dd><dt><span>earth_radius :</span></dt><dd>6370000.0</dd><dt><span>esri_pe_string :</span></dt><dd>PROJCS[&quot;Lambert_Conformal_Conic&quot;,GEOGCS[&quot;GCS_Sphere&quot;,DATUM[&quot;D_Sphere&quot;,SPHEROID[&quot;Sphere&quot;,6370000.0,0.0]],PRIMEM[&quot;Greenwich&quot;,0.0],UNIT[&quot;Degree&quot;,0.0174532925199433]],PROJECTION[&quot;Lambert_Conformal_Conic_2SP&quot;],PARAMETER[&quot;false_easting&quot;,0.0],PARAMETER[&quot;false_northing&quot;,0.0],PARAMETER[&quot;central_meridian&quot;,-97.0],PARAMETER[&quot;standard_parallel_1&quot;,30.0],PARAMETER[&quot;standard_parallel_2&quot;,60.0],PARAMETER[&quot;latitude_of_origin&quot;,40.0],UNIT[&quot;Meter&quot;,1.0]];-35691800 -29075200 10000;-100000 10000;-100000 10000;0.001;0.001;0.001;IsHighPrecision</dd><dt><span>false_easting :</span></dt><dd>0.0</dd><dt><span>false_northing :</span></dt><dd>0.0</dd><dt><span>grid_mapping_name :</span></dt><dd>lambert_conformal_conic</dd><dt><span>inverse_flattening :</span></dt><dd>0.0</dd><dt><span>latitude_of_projection_origin :</span></dt><dd>40.0</dd><dt><span>long_name :</span></dt><dd>CRS definition</dd><dt><span>longitude_of_central_meridian :</span></dt><dd>-97.0</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>semi_major_axis :</span></dt><dd>6370000.0</dd><dt><span>spatial_ref :</span></dt><dd>PROJCS[&quot;Lambert_Conformal_Conic&quot;,GEOGCS[&quot;GCS_Sphere&quot;,DATUM[&quot;D_Sphere&quot;,SPHEROID[&quot;Sphere&quot;,6370000.0,0.0]],PRIMEM[&quot;Greenwich&quot;,0.0],UNIT[&quot;Degree&quot;,0.0174532925199433]],PROJECTION[&quot;Lambert_Conformal_Conic_2SP&quot;],PARAMETER[&quot;false_easting&quot;,0.0],PARAMETER[&quot;false_northing&quot;,0.0],PARAMETER[&quot;central_meridian&quot;,-97.0],PARAMETER[&quot;standard_parallel_1&quot;,30.0],PARAMETER[&quot;standard_parallel_2&quot;,60.0],PARAMETER[&quot;latitude_of_origin&quot;,40.0],UNIT[&quot;Meter&quot;,1.0]];-35691800 -29075200 10000;-100000 10000;-100000 10000;0.001;0.001;0.001;IsHighPrecision</dd><dt><span>standard_parallel :</span></dt><dd>[30.0, 60.0]</dd><dt><span>transform_name :</span></dt><dd>lambert_conformal_conic</dd></dl></div><div class='xr-var-data'><pre>array(b&#x27;&#x27;, dtype=&#x27;|S1&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sfcheadsubrt</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(224, 350, 350), meta=np.ndarray&gt;</div><input id='attrs-d376e5e0-59b8-446f-9c50-2ad50563c1ca' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d376e5e0-59b8-446f-9c50-2ad50563c1ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-03b97aee-60db-4ecf-bc7d-b76f2fc0e649' class='xr-var-data-in' type='checkbox'><label for='data-03b97aee-60db-4ecf-bc7d-b76f2fc0e649' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>esri_pe_string :</span></dt><dd>PROJCS[&quot;Lambert_Conformal_Conic&quot;,GEOGCS[&quot;GCS_Sphere&quot;,DATUM[&quot;D_Sphere&quot;,SPHEROID[&quot;Sphere&quot;,6370000.0,0.0]],PRIMEM[&quot;Greenwich&quot;,0.0],UNIT[&quot;Degree&quot;,0.0174532925199433]],PROJECTION[&quot;Lambert_Conformal_Conic_2SP&quot;],PARAMETER[&quot;false_easting&quot;,0.0],PARAMETER[&quot;false_northing&quot;,0.0],PARAMETER[&quot;central_meridian&quot;,-97.0],PARAMETER[&quot;standard_parallel_1&quot;,30.0],PARAMETER[&quot;standard_parallel_2&quot;,60.0],PARAMETER[&quot;latitude_of_origin&quot;,40.0],UNIT[&quot;Meter&quot;,1.0]];-35691800 -29075200 10000;-100000 10000;-100000 10000;0.001;0.001;0.001;IsHighPrecision</dd><dt><span>grid_mapping :</span></dt><dd>crs</dd><dt><span>long_name :</span></dt><dd>surface head</dd><dt><span>units :</span></dt><dd>mm</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 252.30 TiB </td>\n",
       "                        <td> 209.35 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (122479, 15360, 18432) </td>\n",
       "                        <td> (224, 350, 350) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 1275605 Tasks </td>\n",
       "                        <td> 1275604 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float64 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"171\" height=\"160\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"10\" y1=\"0\" x2=\"80\" y2=\"70\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"10\" y1=\"1\" x2=\"80\" y2=\"72\" />\n",
       "  <line x1=\"10\" y1=\"3\" x2=\"80\" y2=\"74\" />\n",
       "  <line x1=\"10\" y1=\"5\" x2=\"80\" y2=\"76\" />\n",
       "  <line x1=\"10\" y1=\"8\" x2=\"80\" y2=\"78\" />\n",
       "  <line x1=\"10\" y1=\"9\" x2=\"80\" y2=\"80\" />\n",
       "  <line x1=\"10\" y1=\"11\" x2=\"80\" y2=\"82\" />\n",
       "  <line x1=\"10\" y1=\"14\" x2=\"80\" y2=\"85\" />\n",
       "  <line x1=\"10\" y1=\"16\" x2=\"80\" y2=\"86\" />\n",
       "  <line x1=\"10\" y1=\"18\" x2=\"80\" y2=\"88\" />\n",
       "  <line x1=\"10\" y1=\"20\" x2=\"80\" y2=\"91\" />\n",
       "  <line x1=\"10\" y1=\"22\" x2=\"80\" y2=\"93\" />\n",
       "  <line x1=\"10\" y1=\"24\" x2=\"80\" y2=\"95\" />\n",
       "  <line x1=\"10\" y1=\"27\" x2=\"80\" y2=\"97\" />\n",
       "  <line x1=\"10\" y1=\"29\" x2=\"80\" y2=\"99\" />\n",
       "  <line x1=\"10\" y1=\"30\" x2=\"80\" y2=\"101\" />\n",
       "  <line x1=\"10\" y1=\"33\" x2=\"80\" y2=\"104\" />\n",
       "  <line x1=\"10\" y1=\"35\" x2=\"80\" y2=\"105\" />\n",
       "  <line x1=\"10\" y1=\"37\" x2=\"80\" y2=\"107\" />\n",
       "  <line x1=\"10\" y1=\"39\" x2=\"80\" y2=\"110\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"39\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"13\" y1=\"3\" x2=\"13\" y2=\"43\" />\n",
       "  <line x1=\"17\" y1=\"7\" x2=\"17\" y2=\"47\" />\n",
       "  <line x1=\"21\" y1=\"11\" x2=\"21\" y2=\"50\" />\n",
       "  <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"54\" />\n",
       "  <line x1=\"28\" y1=\"18\" x2=\"28\" y2=\"58\" />\n",
       "  <line x1=\"32\" y1=\"22\" x2=\"32\" y2=\"62\" />\n",
       "  <line x1=\"35\" y1=\"25\" x2=\"35\" y2=\"65\" />\n",
       "  <line x1=\"39\" y1=\"29\" x2=\"39\" y2=\"69\" />\n",
       "  <line x1=\"43\" y1=\"33\" x2=\"43\" y2=\"73\" />\n",
       "  <line x1=\"47\" y1=\"37\" x2=\"47\" y2=\"76\" />\n",
       "  <line x1=\"50\" y1=\"40\" x2=\"50\" y2=\"80\" />\n",
       "  <line x1=\"54\" y1=\"44\" x2=\"54\" y2=\"84\" />\n",
       "  <line x1=\"58\" y1=\"48\" x2=\"58\" y2=\"88\" />\n",
       "  <line x1=\"62\" y1=\"52\" x2=\"62\" y2=\"91\" />\n",
       "  <line x1=\"65\" y1=\"55\" x2=\"65\" y2=\"95\" />\n",
       "  <line x1=\"69\" y1=\"59\" x2=\"69\" y2=\"99\" />\n",
       "  <line x1=\"73\" y1=\"63\" x2=\"73\" y2=\"102\" />\n",
       "  <line x1=\"76\" y1=\"66\" x2=\"76\" y2=\"106\" />\n",
       "  <line x1=\"80\" y1=\"70\" x2=\"80\" y2=\"110\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,110.39907623832359 10.0,39.810840944205935\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"10\" y1=\"0\" x2=\"50\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"13\" y1=\"3\" x2=\"54\" y2=\"3\" />\n",
       "  <line x1=\"17\" y1=\"7\" x2=\"58\" y2=\"7\" />\n",
       "  <line x1=\"21\" y1=\"11\" x2=\"61\" y2=\"11\" />\n",
       "  <line x1=\"24\" y1=\"14\" x2=\"65\" y2=\"14\" />\n",
       "  <line x1=\"28\" y1=\"18\" x2=\"69\" y2=\"18\" />\n",
       "  <line x1=\"32\" y1=\"22\" x2=\"72\" y2=\"22\" />\n",
       "  <line x1=\"35\" y1=\"25\" x2=\"76\" y2=\"25\" />\n",
       "  <line x1=\"39\" y1=\"29\" x2=\"80\" y2=\"29\" />\n",
       "  <line x1=\"43\" y1=\"33\" x2=\"84\" y2=\"33\" />\n",
       "  <line x1=\"47\" y1=\"37\" x2=\"87\" y2=\"37\" />\n",
       "  <line x1=\"50\" y1=\"40\" x2=\"91\" y2=\"40\" />\n",
       "  <line x1=\"54\" y1=\"44\" x2=\"95\" y2=\"44\" />\n",
       "  <line x1=\"58\" y1=\"48\" x2=\"99\" y2=\"48\" />\n",
       "  <line x1=\"62\" y1=\"52\" x2=\"102\" y2=\"52\" />\n",
       "  <line x1=\"65\" y1=\"55\" x2=\"106\" y2=\"55\" />\n",
       "  <line x1=\"69\" y1=\"59\" x2=\"110\" y2=\"59\" />\n",
       "  <line x1=\"73\" y1=\"63\" x2=\"113\" y2=\"63\" />\n",
       "  <line x1=\"76\" y1=\"66\" x2=\"117\" y2=\"66\" />\n",
       "  <line x1=\"80\" y1=\"70\" x2=\"121\" y2=\"70\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"10\" y1=\"0\" x2=\"80\" y2=\"70\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"11\" y1=\"0\" x2=\"82\" y2=\"70\" />\n",
       "  <line x1=\"13\" y1=\"0\" x2=\"84\" y2=\"70\" />\n",
       "  <line x1=\"16\" y1=\"0\" x2=\"86\" y2=\"70\" />\n",
       "  <line x1=\"18\" y1=\"0\" x2=\"89\" y2=\"70\" />\n",
       "  <line x1=\"20\" y1=\"0\" x2=\"90\" y2=\"70\" />\n",
       "  <line x1=\"22\" y1=\"0\" x2=\"92\" y2=\"70\" />\n",
       "  <line x1=\"24\" y1=\"0\" x2=\"95\" y2=\"70\" />\n",
       "  <line x1=\"27\" y1=\"0\" x2=\"97\" y2=\"70\" />\n",
       "  <line x1=\"29\" y1=\"0\" x2=\"99\" y2=\"70\" />\n",
       "  <line x1=\"30\" y1=\"0\" x2=\"101\" y2=\"70\" />\n",
       "  <line x1=\"33\" y1=\"0\" x2=\"103\" y2=\"70\" />\n",
       "  <line x1=\"35\" y1=\"0\" x2=\"106\" y2=\"70\" />\n",
       "  <line x1=\"37\" y1=\"0\" x2=\"108\" y2=\"70\" />\n",
       "  <line x1=\"40\" y1=\"0\" x2=\"110\" y2=\"70\" />\n",
       "  <line x1=\"41\" y1=\"0\" x2=\"112\" y2=\"70\" />\n",
       "  <line x1=\"44\" y1=\"0\" x2=\"114\" y2=\"70\" />\n",
       "  <line x1=\"46\" y1=\"0\" x2=\"116\" y2=\"70\" />\n",
       "  <line x1=\"48\" y1=\"0\" x2=\"119\" y2=\"70\" />\n",
       "  <line x1=\"50\" y1=\"0\" x2=\"121\" y2=\"70\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"10.0,0.0 50.72214026395515,0.0 121.31037555807279,70.58823529411765 80.58823529411765,70.58823529411765\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"80\" y1=\"70\" x2=\"121\" y2=\"70\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"80\" y1=\"72\" x2=\"121\" y2=\"72\" />\n",
       "  <line x1=\"80\" y1=\"74\" x2=\"121\" y2=\"74\" />\n",
       "  <line x1=\"80\" y1=\"76\" x2=\"121\" y2=\"76\" />\n",
       "  <line x1=\"80\" y1=\"78\" x2=\"121\" y2=\"78\" />\n",
       "  <line x1=\"80\" y1=\"80\" x2=\"121\" y2=\"80\" />\n",
       "  <line x1=\"80\" y1=\"82\" x2=\"121\" y2=\"82\" />\n",
       "  <line x1=\"80\" y1=\"85\" x2=\"121\" y2=\"85\" />\n",
       "  <line x1=\"80\" y1=\"86\" x2=\"121\" y2=\"86\" />\n",
       "  <line x1=\"80\" y1=\"88\" x2=\"121\" y2=\"88\" />\n",
       "  <line x1=\"80\" y1=\"91\" x2=\"121\" y2=\"91\" />\n",
       "  <line x1=\"80\" y1=\"93\" x2=\"121\" y2=\"93\" />\n",
       "  <line x1=\"80\" y1=\"95\" x2=\"121\" y2=\"95\" />\n",
       "  <line x1=\"80\" y1=\"97\" x2=\"121\" y2=\"97\" />\n",
       "  <line x1=\"80\" y1=\"99\" x2=\"121\" y2=\"99\" />\n",
       "  <line x1=\"80\" y1=\"101\" x2=\"121\" y2=\"101\" />\n",
       "  <line x1=\"80\" y1=\"104\" x2=\"121\" y2=\"104\" />\n",
       "  <line x1=\"80\" y1=\"105\" x2=\"121\" y2=\"105\" />\n",
       "  <line x1=\"80\" y1=\"107\" x2=\"121\" y2=\"107\" />\n",
       "  <line x1=\"80\" y1=\"110\" x2=\"121\" y2=\"110\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"80\" y1=\"70\" x2=\"80\" y2=\"110\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"82\" y1=\"70\" x2=\"82\" y2=\"110\" />\n",
       "  <line x1=\"84\" y1=\"70\" x2=\"84\" y2=\"110\" />\n",
       "  <line x1=\"86\" y1=\"70\" x2=\"86\" y2=\"110\" />\n",
       "  <line x1=\"89\" y1=\"70\" x2=\"89\" y2=\"110\" />\n",
       "  <line x1=\"90\" y1=\"70\" x2=\"90\" y2=\"110\" />\n",
       "  <line x1=\"92\" y1=\"70\" x2=\"92\" y2=\"110\" />\n",
       "  <line x1=\"95\" y1=\"70\" x2=\"95\" y2=\"110\" />\n",
       "  <line x1=\"97\" y1=\"70\" x2=\"97\" y2=\"110\" />\n",
       "  <line x1=\"99\" y1=\"70\" x2=\"99\" y2=\"110\" />\n",
       "  <line x1=\"101\" y1=\"70\" x2=\"101\" y2=\"110\" />\n",
       "  <line x1=\"103\" y1=\"70\" x2=\"103\" y2=\"110\" />\n",
       "  <line x1=\"106\" y1=\"70\" x2=\"106\" y2=\"110\" />\n",
       "  <line x1=\"108\" y1=\"70\" x2=\"108\" y2=\"110\" />\n",
       "  <line x1=\"110\" y1=\"70\" x2=\"110\" y2=\"110\" />\n",
       "  <line x1=\"112\" y1=\"70\" x2=\"112\" y2=\"110\" />\n",
       "  <line x1=\"114\" y1=\"70\" x2=\"114\" y2=\"110\" />\n",
       "  <line x1=\"116\" y1=\"70\" x2=\"116\" y2=\"110\" />\n",
       "  <line x1=\"119\" y1=\"70\" x2=\"119\" y2=\"110\" />\n",
       "  <line x1=\"121\" y1=\"70\" x2=\"121\" y2=\"110\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"80.58823529411765,70.58823529411765 121.31037555807279,70.58823529411765 121.31037555807279,110.39907623832359 80.58823529411765,110.39907623832359\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"100.949305\" y=\"130.399076\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >18432</text>\n",
       "  <text x=\"141.310376\" y=\"90.493656\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,141.310376,90.493656)\">15360</text>\n",
       "  <text x=\"35.294118\" y=\"95.104959\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,35.294118,95.104959)\">122479</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>zwattablrt</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(224, 350, 350), meta=np.ndarray&gt;</div><input id='attrs-240e0ca0-37bf-4b8d-9b44-e030ee395632' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-240e0ca0-37bf-4b8d-9b44-e030ee395632' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e244dc2b-65ef-434c-a087-d0229723a328' class='xr-var-data-in' type='checkbox'><label for='data-e244dc2b-65ef-434c-a087-d0229723a328' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>esri_pe_string :</span></dt><dd>PROJCS[&quot;Lambert_Conformal_Conic&quot;,GEOGCS[&quot;GCS_Sphere&quot;,DATUM[&quot;D_Sphere&quot;,SPHEROID[&quot;Sphere&quot;,6370000.0,0.0]],PRIMEM[&quot;Greenwich&quot;,0.0],UNIT[&quot;Degree&quot;,0.0174532925199433]],PROJECTION[&quot;Lambert_Conformal_Conic_2SP&quot;],PARAMETER[&quot;false_easting&quot;,0.0],PARAMETER[&quot;false_northing&quot;,0.0],PARAMETER[&quot;central_meridian&quot;,-97.0],PARAMETER[&quot;standard_parallel_1&quot;,30.0],PARAMETER[&quot;standard_parallel_2&quot;,60.0],PARAMETER[&quot;latitude_of_origin&quot;,40.0],UNIT[&quot;Meter&quot;,1.0]];-35691800 -29075200 10000;-100000 10000;-100000 10000;0.001;0.001;0.001;IsHighPrecision</dd><dt><span>grid_mapping :</span></dt><dd>crs</dd><dt><span>long_name :</span></dt><dd>depth to saturation, rounded to highest saturated layer</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 252.30 TiB </td>\n",
       "                        <td> 209.35 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (122479, 15360, 18432) </td>\n",
       "                        <td> (224, 350, 350) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 1275605 Tasks </td>\n",
       "                        <td> 1275604 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float64 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"171\" height=\"160\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"10\" y1=\"0\" x2=\"80\" y2=\"70\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"10\" y1=\"1\" x2=\"80\" y2=\"72\" />\n",
       "  <line x1=\"10\" y1=\"3\" x2=\"80\" y2=\"74\" />\n",
       "  <line x1=\"10\" y1=\"5\" x2=\"80\" y2=\"76\" />\n",
       "  <line x1=\"10\" y1=\"8\" x2=\"80\" y2=\"78\" />\n",
       "  <line x1=\"10\" y1=\"9\" x2=\"80\" y2=\"80\" />\n",
       "  <line x1=\"10\" y1=\"11\" x2=\"80\" y2=\"82\" />\n",
       "  <line x1=\"10\" y1=\"14\" x2=\"80\" y2=\"85\" />\n",
       "  <line x1=\"10\" y1=\"16\" x2=\"80\" y2=\"86\" />\n",
       "  <line x1=\"10\" y1=\"18\" x2=\"80\" y2=\"88\" />\n",
       "  <line x1=\"10\" y1=\"20\" x2=\"80\" y2=\"91\" />\n",
       "  <line x1=\"10\" y1=\"22\" x2=\"80\" y2=\"93\" />\n",
       "  <line x1=\"10\" y1=\"24\" x2=\"80\" y2=\"95\" />\n",
       "  <line x1=\"10\" y1=\"27\" x2=\"80\" y2=\"97\" />\n",
       "  <line x1=\"10\" y1=\"29\" x2=\"80\" y2=\"99\" />\n",
       "  <line x1=\"10\" y1=\"30\" x2=\"80\" y2=\"101\" />\n",
       "  <line x1=\"10\" y1=\"33\" x2=\"80\" y2=\"104\" />\n",
       "  <line x1=\"10\" y1=\"35\" x2=\"80\" y2=\"105\" />\n",
       "  <line x1=\"10\" y1=\"37\" x2=\"80\" y2=\"107\" />\n",
       "  <line x1=\"10\" y1=\"39\" x2=\"80\" y2=\"110\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"39\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"13\" y1=\"3\" x2=\"13\" y2=\"43\" />\n",
       "  <line x1=\"17\" y1=\"7\" x2=\"17\" y2=\"47\" />\n",
       "  <line x1=\"21\" y1=\"11\" x2=\"21\" y2=\"50\" />\n",
       "  <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"54\" />\n",
       "  <line x1=\"28\" y1=\"18\" x2=\"28\" y2=\"58\" />\n",
       "  <line x1=\"32\" y1=\"22\" x2=\"32\" y2=\"62\" />\n",
       "  <line x1=\"35\" y1=\"25\" x2=\"35\" y2=\"65\" />\n",
       "  <line x1=\"39\" y1=\"29\" x2=\"39\" y2=\"69\" />\n",
       "  <line x1=\"43\" y1=\"33\" x2=\"43\" y2=\"73\" />\n",
       "  <line x1=\"47\" y1=\"37\" x2=\"47\" y2=\"76\" />\n",
       "  <line x1=\"50\" y1=\"40\" x2=\"50\" y2=\"80\" />\n",
       "  <line x1=\"54\" y1=\"44\" x2=\"54\" y2=\"84\" />\n",
       "  <line x1=\"58\" y1=\"48\" x2=\"58\" y2=\"88\" />\n",
       "  <line x1=\"62\" y1=\"52\" x2=\"62\" y2=\"91\" />\n",
       "  <line x1=\"65\" y1=\"55\" x2=\"65\" y2=\"95\" />\n",
       "  <line x1=\"69\" y1=\"59\" x2=\"69\" y2=\"99\" />\n",
       "  <line x1=\"73\" y1=\"63\" x2=\"73\" y2=\"102\" />\n",
       "  <line x1=\"76\" y1=\"66\" x2=\"76\" y2=\"106\" />\n",
       "  <line x1=\"80\" y1=\"70\" x2=\"80\" y2=\"110\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,110.39907623832359 10.0,39.810840944205935\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"10\" y1=\"0\" x2=\"50\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"13\" y1=\"3\" x2=\"54\" y2=\"3\" />\n",
       "  <line x1=\"17\" y1=\"7\" x2=\"58\" y2=\"7\" />\n",
       "  <line x1=\"21\" y1=\"11\" x2=\"61\" y2=\"11\" />\n",
       "  <line x1=\"24\" y1=\"14\" x2=\"65\" y2=\"14\" />\n",
       "  <line x1=\"28\" y1=\"18\" x2=\"69\" y2=\"18\" />\n",
       "  <line x1=\"32\" y1=\"22\" x2=\"72\" y2=\"22\" />\n",
       "  <line x1=\"35\" y1=\"25\" x2=\"76\" y2=\"25\" />\n",
       "  <line x1=\"39\" y1=\"29\" x2=\"80\" y2=\"29\" />\n",
       "  <line x1=\"43\" y1=\"33\" x2=\"84\" y2=\"33\" />\n",
       "  <line x1=\"47\" y1=\"37\" x2=\"87\" y2=\"37\" />\n",
       "  <line x1=\"50\" y1=\"40\" x2=\"91\" y2=\"40\" />\n",
       "  <line x1=\"54\" y1=\"44\" x2=\"95\" y2=\"44\" />\n",
       "  <line x1=\"58\" y1=\"48\" x2=\"99\" y2=\"48\" />\n",
       "  <line x1=\"62\" y1=\"52\" x2=\"102\" y2=\"52\" />\n",
       "  <line x1=\"65\" y1=\"55\" x2=\"106\" y2=\"55\" />\n",
       "  <line x1=\"69\" y1=\"59\" x2=\"110\" y2=\"59\" />\n",
       "  <line x1=\"73\" y1=\"63\" x2=\"113\" y2=\"63\" />\n",
       "  <line x1=\"76\" y1=\"66\" x2=\"117\" y2=\"66\" />\n",
       "  <line x1=\"80\" y1=\"70\" x2=\"121\" y2=\"70\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"10\" y1=\"0\" x2=\"80\" y2=\"70\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"11\" y1=\"0\" x2=\"82\" y2=\"70\" />\n",
       "  <line x1=\"13\" y1=\"0\" x2=\"84\" y2=\"70\" />\n",
       "  <line x1=\"16\" y1=\"0\" x2=\"86\" y2=\"70\" />\n",
       "  <line x1=\"18\" y1=\"0\" x2=\"89\" y2=\"70\" />\n",
       "  <line x1=\"20\" y1=\"0\" x2=\"90\" y2=\"70\" />\n",
       "  <line x1=\"22\" y1=\"0\" x2=\"92\" y2=\"70\" />\n",
       "  <line x1=\"24\" y1=\"0\" x2=\"95\" y2=\"70\" />\n",
       "  <line x1=\"27\" y1=\"0\" x2=\"97\" y2=\"70\" />\n",
       "  <line x1=\"29\" y1=\"0\" x2=\"99\" y2=\"70\" />\n",
       "  <line x1=\"30\" y1=\"0\" x2=\"101\" y2=\"70\" />\n",
       "  <line x1=\"33\" y1=\"0\" x2=\"103\" y2=\"70\" />\n",
       "  <line x1=\"35\" y1=\"0\" x2=\"106\" y2=\"70\" />\n",
       "  <line x1=\"37\" y1=\"0\" x2=\"108\" y2=\"70\" />\n",
       "  <line x1=\"40\" y1=\"0\" x2=\"110\" y2=\"70\" />\n",
       "  <line x1=\"41\" y1=\"0\" x2=\"112\" y2=\"70\" />\n",
       "  <line x1=\"44\" y1=\"0\" x2=\"114\" y2=\"70\" />\n",
       "  <line x1=\"46\" y1=\"0\" x2=\"116\" y2=\"70\" />\n",
       "  <line x1=\"48\" y1=\"0\" x2=\"119\" y2=\"70\" />\n",
       "  <line x1=\"50\" y1=\"0\" x2=\"121\" y2=\"70\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"10.0,0.0 50.72214026395515,0.0 121.31037555807279,70.58823529411765 80.58823529411765,70.58823529411765\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"80\" y1=\"70\" x2=\"121\" y2=\"70\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"80\" y1=\"72\" x2=\"121\" y2=\"72\" />\n",
       "  <line x1=\"80\" y1=\"74\" x2=\"121\" y2=\"74\" />\n",
       "  <line x1=\"80\" y1=\"76\" x2=\"121\" y2=\"76\" />\n",
       "  <line x1=\"80\" y1=\"78\" x2=\"121\" y2=\"78\" />\n",
       "  <line x1=\"80\" y1=\"80\" x2=\"121\" y2=\"80\" />\n",
       "  <line x1=\"80\" y1=\"82\" x2=\"121\" y2=\"82\" />\n",
       "  <line x1=\"80\" y1=\"85\" x2=\"121\" y2=\"85\" />\n",
       "  <line x1=\"80\" y1=\"86\" x2=\"121\" y2=\"86\" />\n",
       "  <line x1=\"80\" y1=\"88\" x2=\"121\" y2=\"88\" />\n",
       "  <line x1=\"80\" y1=\"91\" x2=\"121\" y2=\"91\" />\n",
       "  <line x1=\"80\" y1=\"93\" x2=\"121\" y2=\"93\" />\n",
       "  <line x1=\"80\" y1=\"95\" x2=\"121\" y2=\"95\" />\n",
       "  <line x1=\"80\" y1=\"97\" x2=\"121\" y2=\"97\" />\n",
       "  <line x1=\"80\" y1=\"99\" x2=\"121\" y2=\"99\" />\n",
       "  <line x1=\"80\" y1=\"101\" x2=\"121\" y2=\"101\" />\n",
       "  <line x1=\"80\" y1=\"104\" x2=\"121\" y2=\"104\" />\n",
       "  <line x1=\"80\" y1=\"105\" x2=\"121\" y2=\"105\" />\n",
       "  <line x1=\"80\" y1=\"107\" x2=\"121\" y2=\"107\" />\n",
       "  <line x1=\"80\" y1=\"110\" x2=\"121\" y2=\"110\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"80\" y1=\"70\" x2=\"80\" y2=\"110\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"82\" y1=\"70\" x2=\"82\" y2=\"110\" />\n",
       "  <line x1=\"84\" y1=\"70\" x2=\"84\" y2=\"110\" />\n",
       "  <line x1=\"86\" y1=\"70\" x2=\"86\" y2=\"110\" />\n",
       "  <line x1=\"89\" y1=\"70\" x2=\"89\" y2=\"110\" />\n",
       "  <line x1=\"90\" y1=\"70\" x2=\"90\" y2=\"110\" />\n",
       "  <line x1=\"92\" y1=\"70\" x2=\"92\" y2=\"110\" />\n",
       "  <line x1=\"95\" y1=\"70\" x2=\"95\" y2=\"110\" />\n",
       "  <line x1=\"97\" y1=\"70\" x2=\"97\" y2=\"110\" />\n",
       "  <line x1=\"99\" y1=\"70\" x2=\"99\" y2=\"110\" />\n",
       "  <line x1=\"101\" y1=\"70\" x2=\"101\" y2=\"110\" />\n",
       "  <line x1=\"103\" y1=\"70\" x2=\"103\" y2=\"110\" />\n",
       "  <line x1=\"106\" y1=\"70\" x2=\"106\" y2=\"110\" />\n",
       "  <line x1=\"108\" y1=\"70\" x2=\"108\" y2=\"110\" />\n",
       "  <line x1=\"110\" y1=\"70\" x2=\"110\" y2=\"110\" />\n",
       "  <line x1=\"112\" y1=\"70\" x2=\"112\" y2=\"110\" />\n",
       "  <line x1=\"114\" y1=\"70\" x2=\"114\" y2=\"110\" />\n",
       "  <line x1=\"116\" y1=\"70\" x2=\"116\" y2=\"110\" />\n",
       "  <line x1=\"119\" y1=\"70\" x2=\"119\" y2=\"110\" />\n",
       "  <line x1=\"121\" y1=\"70\" x2=\"121\" y2=\"110\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"80.58823529411765,70.58823529411765 121.31037555807279,70.58823529411765 121.31037555807279,110.39907623832359 80.58823529411765,110.39907623832359\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"100.949305\" y=\"130.399076\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >18432</text>\n",
       "  <text x=\"141.310376\" y=\"90.493656\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,141.310376,90.493656)\">15360</text>\n",
       "  <text x=\"35.294118\" y=\"95.104959\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,35.294118,95.104959)\">122479</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-a034c6be-a76b-42d3-a0be-95c369c00d17' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a034c6be-a76b-42d3-a0be-95c369c00d17' class='xr-section-summary' >Attributes: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>GDAL_DataType :</span></dt><dd>Generic</dd><dt><span>TITLE :</span></dt><dd>OUTPUT FROM WRF-Hydro v5.2.0-beta2</dd><dt><span>code_version :</span></dt><dd>v5.2.0-beta2</dd><dt><span>model_configuration :</span></dt><dd>retrospective</dd><dt><span>model_output_type :</span></dt><dd>terrain_rt</dd><dt><span>proj4 :</span></dt><dd>+proj=lcc +units=m +a=6370000.0 +b=6370000.0 +lat_1=30.0 +lat_2=60.0 +lat_0=40.0 +lon_0=-97.0 +x_0=0 +y_0=0 +k_0=1.0 +nadgrids=@null +wktext  +no_defs</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:       (time: 122479, y: 15360, x: 18432)\n",
       "Coordinates:\n",
       "  * time          (time) datetime64[ns] 1979-02-01T03:00:00 ... 2020-12-31T21...\n",
       "  * x             (x) float64 -2.304e+06 -2.304e+06 ... 2.304e+06 2.304e+06\n",
       "  * y             (y) float64 -1.92e+06 -1.92e+06 ... 1.92e+06 1.92e+06\n",
       "Data variables:\n",
       "    crs           |S1 ...\n",
       "    sfcheadsubrt  (time, y, x) float64 dask.array<chunksize=(224, 350, 350), meta=np.ndarray>\n",
       "    zwattablrt    (time, y, x) float64 dask.array<chunksize=(224, 350, 350), meta=np.ndarray>\n",
       "Attributes:\n",
       "    Conventions:          CF-1.6\n",
       "    GDAL_DataType:        Generic\n",
       "    TITLE:                OUTPUT FROM WRF-Hydro v5.2.0-beta2\n",
       "    code_version:         v5.2.0-beta2\n",
       "    model_configuration:  retrospective\n",
       "    model_output_type:    terrain_rt\n",
       "    proj4:                +proj=lcc +units=m +a=6370000.0 +b=6370000.0 +lat_1..."
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load the RTOUT data from the NWM Retrospective Zarr 2.1 dataset\n",
    "# This has \"Ponded water and depth to soil saturation\" which is one of the gridded data products.\n",
    "# See https://registry.opendata.aws/nwm-archive/\n",
    "nwm_uri = 's3://noaa-nwm-retrospective-2-1-zarr-pds/rtout.zarr'\n",
    "ds = xr.open_zarr(fsspec.get_mapper(nwm_uri, anon=True, requester_pays=True))\n",
    "ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "f2107175",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1768517.099278747, 231016.3512006561, 1780344.6051258387, 245388.00854559455)"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get bounding box around HUC to use for querying.\n",
    "from_crs = pyproj.CRS('EPSG:4326')\n",
    "to_crs = pyproj.CRS(ds.proj4)\n",
    "project = pyproj.Transformer.from_crs(from_crs, to_crs, always_xy=True).transform\n",
    "trans_huc_box = shapely.ops.transform(project, shapely.geometry.box(*huc_geom.bounds))\n",
    "trans_huc_box.bounds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "da3b0ae1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:       (time: 7, y: 58, x: 47)\n",
       "Coordinates:\n",
       "  * time          (time) datetime64[ns] 1979-02-01T03:00:00 ... 1979-02-01T21...\n",
       "  * x             (x) float64 1.769e+06 1.769e+06 ... 1.78e+06 1.78e+06\n",
       "  * y             (y) float64 2.311e+05 2.314e+05 ... 2.451e+05 2.454e+05\n",
       "Data variables:\n",
       "    crs           |S1 ...\n",
       "    sfcheadsubrt  (time, y, x) float64 dask.array&lt;chunksize=(7, 58, 47), meta=np.ndarray&gt;\n",
       "    zwattablrt    (time, y, x) float64 dask.array&lt;chunksize=(7, 58, 47), meta=np.ndarray&gt;\n",
       "Attributes:\n",
       "    Conventions:          CF-1.6\n",
       "    GDAL_DataType:        Generic\n",
       "    TITLE:                OUTPUT FROM WRF-Hydro v5.2.0-beta2\n",
       "    code_version:         v5.2.0-beta2\n",
       "    model_configuration:  retrospective\n",
       "    model_output_type:    terrain_rt\n",
       "    proj4:                +proj=lcc +units=m +a=6370000.0 +b=6370000.0 +lat_1...</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-34390cb0-5125-46a5-a007-7e116adf947a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-34390cb0-5125-46a5-a007-7e116adf947a' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 7</li><li><span class='xr-has-index'>y</span>: 58</li><li><span class='xr-has-index'>x</span>: 47</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-32e7590e-cb39-45fc-bba9-ff4f08450a27' class='xr-section-summary-in' type='checkbox'  checked><label for='section-32e7590e-cb39-45fc-bba9-ff4f08450a27' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1979-02-01T03:00:00 ... 1979-02-...</div><input id='attrs-cccef5e4-9d31-4a5d-b79a-ccb2e420d627' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cccef5e4-9d31-4a5d-b79a-ccb2e420d627' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3f7d675d-8b66-4630-a00d-fad78a03e5ab' class='xr-var-data-in' type='checkbox'><label for='data-3f7d675d-8b66-4630-a00d-fad78a03e5ab' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>valid output time</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>valid_max :</span></dt><dd>4862880</dd><dt><span>valid_min :</span></dt><dd>4777980</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1979-02-01T03:00:00.000000000&#x27;, &#x27;1979-02-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1979-02-01T09:00:00.000000000&#x27;, &#x27;1979-02-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1979-02-01T15:00:00.000000000&#x27;, &#x27;1979-02-01T18:00:00.000000000&#x27;,\n",
       "       &#x27;1979-02-01T21:00:00.000000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.769e+06 1.769e+06 ... 1.78e+06</div><input id='attrs-a3a84ccf-371a-40f1-a60c-fe9f958a47d2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a3a84ccf-371a-40f1-a60c-fe9f958a47d2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a80a70a7-1be0-40ac-bc31-008e6f7f9a36' class='xr-var-data-in' type='checkbox'><label for='data-a80a70a7-1be0-40ac-bc31-008e6f7f9a36' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_CoordinateAxisType :</span></dt><dd>GeoX</dd><dt><span>long_name :</span></dt><dd>x coordinate of projection</dd><dt><span>resolution :</span></dt><dd>250.0</dd><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array([1768625., 1768875., 1769125., 1769375., 1769625., 1769875., 1770125.,\n",
       "       1770375., 1770625., 1770875., 1771125., 1771375., 1771625., 1771875.,\n",
       "       1772125., 1772375., 1772625., 1772875., 1773125., 1773375., 1773625.,\n",
       "       1773875., 1774125., 1774375., 1774625., 1774875., 1775125., 1775375.,\n",
       "       1775625., 1775875., 1776125., 1776375., 1776625., 1776875., 1777125.,\n",
       "       1777375., 1777625., 1777875., 1778125., 1778375., 1778625., 1778875.,\n",
       "       1779125., 1779375., 1779625., 1779875., 1780125.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.311e+05 2.314e+05 ... 2.454e+05</div><input id='attrs-2a4678ad-29f3-401b-a1c8-f7ecf25a62fc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2a4678ad-29f3-401b-a1c8-f7ecf25a62fc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5e40d1d5-7c3f-42fd-8fc5-6cc78762b978' class='xr-var-data-in' type='checkbox'><label for='data-5e40d1d5-7c3f-42fd-8fc5-6cc78762b978' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_CoordinateAxisType :</span></dt><dd>GeoY</dd><dt><span>long_name :</span></dt><dd>y coordinate of projection</dd><dt><span>resolution :</span></dt><dd>250.0</dd><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array([231125., 231375., 231625., 231875., 232125., 232375., 232625., 232875.,\n",
       "       233125., 233375., 233625., 233875., 234125., 234375., 234625., 234875.,\n",
       "       235125., 235375., 235625., 235875., 236125., 236375., 236625., 236875.,\n",
       "       237125., 237375., 237625., 237875., 238125., 238375., 238625., 238875.,\n",
       "       239125., 239375., 239625., 239875., 240125., 240375., 240625., 240875.,\n",
       "       241125., 241375., 241625., 241875., 242125., 242375., 242625., 242875.,\n",
       "       243125., 243375., 243625., 243875., 244125., 244375., 244625., 244875.,\n",
       "       245125., 245375.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c84899de-388e-40a0-87d2-9c79e05b2323' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c84899de-388e-40a0-87d2-9c79e05b2323' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>crs</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>|S1</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-521a084f-6409-4717-8b9d-46c0d8577d1d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-521a084f-6409-4717-8b9d-46c0d8577d1d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3320b929-8a6f-42cb-8bc0-3ab7b5163b32' class='xr-var-data-in' type='checkbox'><label for='data-3320b929-8a6f-42cb-8bc0-3ab7b5163b32' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GeoTransform :</span></dt><dd>-2303999.17655 250.0 0 1919999.66329 0 -250.0</dd><dt><span>_CoordinateAxes :</span></dt><dd>y x</dd><dt><span>_CoordinateTransformType :</span></dt><dd>Projection</dd><dt><span>earth_radius :</span></dt><dd>6370000.0</dd><dt><span>esri_pe_string :</span></dt><dd>PROJCS[&quot;Lambert_Conformal_Conic&quot;,GEOGCS[&quot;GCS_Sphere&quot;,DATUM[&quot;D_Sphere&quot;,SPHEROID[&quot;Sphere&quot;,6370000.0,0.0]],PRIMEM[&quot;Greenwich&quot;,0.0],UNIT[&quot;Degree&quot;,0.0174532925199433]],PROJECTION[&quot;Lambert_Conformal_Conic_2SP&quot;],PARAMETER[&quot;false_easting&quot;,0.0],PARAMETER[&quot;false_northing&quot;,0.0],PARAMETER[&quot;central_meridian&quot;,-97.0],PARAMETER[&quot;standard_parallel_1&quot;,30.0],PARAMETER[&quot;standard_parallel_2&quot;,60.0],PARAMETER[&quot;latitude_of_origin&quot;,40.0],UNIT[&quot;Meter&quot;,1.0]];-35691800 -29075200 10000;-100000 10000;-100000 10000;0.001;0.001;0.001;IsHighPrecision</dd><dt><span>false_easting :</span></dt><dd>0.0</dd><dt><span>false_northing :</span></dt><dd>0.0</dd><dt><span>grid_mapping_name :</span></dt><dd>lambert_conformal_conic</dd><dt><span>inverse_flattening :</span></dt><dd>0.0</dd><dt><span>latitude_of_projection_origin :</span></dt><dd>40.0</dd><dt><span>long_name :</span></dt><dd>CRS definition</dd><dt><span>longitude_of_central_meridian :</span></dt><dd>-97.0</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>semi_major_axis :</span></dt><dd>6370000.0</dd><dt><span>spatial_ref :</span></dt><dd>PROJCS[&quot;Lambert_Conformal_Conic&quot;,GEOGCS[&quot;GCS_Sphere&quot;,DATUM[&quot;D_Sphere&quot;,SPHEROID[&quot;Sphere&quot;,6370000.0,0.0]],PRIMEM[&quot;Greenwich&quot;,0.0],UNIT[&quot;Degree&quot;,0.0174532925199433]],PROJECTION[&quot;Lambert_Conformal_Conic_2SP&quot;],PARAMETER[&quot;false_easting&quot;,0.0],PARAMETER[&quot;false_northing&quot;,0.0],PARAMETER[&quot;central_meridian&quot;,-97.0],PARAMETER[&quot;standard_parallel_1&quot;,30.0],PARAMETER[&quot;standard_parallel_2&quot;,60.0],PARAMETER[&quot;latitude_of_origin&quot;,40.0],UNIT[&quot;Meter&quot;,1.0]];-35691800 -29075200 10000;-100000 10000;-100000 10000;0.001;0.001;0.001;IsHighPrecision</dd><dt><span>standard_parallel :</span></dt><dd>[30.0, 60.0]</dd><dt><span>transform_name :</span></dt><dd>lambert_conformal_conic</dd></dl></div><div class='xr-var-data'><pre>array(b&#x27;&#x27;, dtype=&#x27;|S1&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sfcheadsubrt</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(7, 58, 47), meta=np.ndarray&gt;</div><input id='attrs-43da712f-1420-4d53-bec6-07a38a1bf5f9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-43da712f-1420-4d53-bec6-07a38a1bf5f9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-13bec52a-78d7-4cfc-b774-30039122f6e0' class='xr-var-data-in' type='checkbox'><label for='data-13bec52a-78d7-4cfc-b774-30039122f6e0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>esri_pe_string :</span></dt><dd>PROJCS[&quot;Lambert_Conformal_Conic&quot;,GEOGCS[&quot;GCS_Sphere&quot;,DATUM[&quot;D_Sphere&quot;,SPHEROID[&quot;Sphere&quot;,6370000.0,0.0]],PRIMEM[&quot;Greenwich&quot;,0.0],UNIT[&quot;Degree&quot;,0.0174532925199433]],PROJECTION[&quot;Lambert_Conformal_Conic_2SP&quot;],PARAMETER[&quot;false_easting&quot;,0.0],PARAMETER[&quot;false_northing&quot;,0.0],PARAMETER[&quot;central_meridian&quot;,-97.0],PARAMETER[&quot;standard_parallel_1&quot;,30.0],PARAMETER[&quot;standard_parallel_2&quot;,60.0],PARAMETER[&quot;latitude_of_origin&quot;,40.0],UNIT[&quot;Meter&quot;,1.0]];-35691800 -29075200 10000;-100000 10000;-100000 10000;0.001;0.001;0.001;IsHighPrecision</dd><dt><span>grid_mapping :</span></dt><dd>crs</dd><dt><span>long_name :</span></dt><dd>surface head</dd><dt><span>units :</span></dt><dd>mm</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 149.08 kiB </td>\n",
       "                        <td> 149.08 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (7, 58, 47) </td>\n",
       "                        <td> (7, 58, 47) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 1275606 Tasks </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float64 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"180\" height=\"193\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"10\" y1=\"0\" x2=\"33\" y2=\"23\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"10\" y1=\"120\" x2=\"33\" y2=\"143\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"120\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"33\" y1=\"23\" x2=\"33\" y2=\"143\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"10.0,0.0 33.3007280823547,23.300728082354702 33.3007280823547,143.3007280823547 10.0,120.0\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"10\" y1=\"0\" x2=\"107\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"33\" y1=\"23\" x2=\"130\" y2=\"23\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"10\" y1=\"0\" x2=\"33\" y2=\"23\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"107\" y1=\"0\" x2=\"130\" y2=\"23\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"10.0,0.0 107.24137931034483,0.0 130.54210739269953,23.300728082354702 33.3007280823547,23.300728082354702\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"33\" y1=\"23\" x2=\"130\" y2=\"23\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"33\" y1=\"143\" x2=\"130\" y2=\"143\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"33\" y1=\"23\" x2=\"33\" y2=\"143\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"130\" y1=\"23\" x2=\"130\" y2=\"143\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"33.3007280823547,23.300728082354702 130.54210739269953,23.300728082354702 130.54210739269953,143.3007280823547 33.3007280823547,143.3007280823547\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"81.921418\" y=\"163.300728\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >47</text>\n",
       "  <text x=\"150.542107\" y=\"83.300728\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,150.542107,83.300728)\">58</text>\n",
       "  <text x=\"11.650364\" y=\"151.650364\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,11.650364,151.650364)\">7</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>zwattablrt</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(7, 58, 47), meta=np.ndarray&gt;</div><input id='attrs-2e52686d-2bc0-4ff5-9001-83ce75f0eeaa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2e52686d-2bc0-4ff5-9001-83ce75f0eeaa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a139e1bf-abc3-42b2-ae07-dd8d3de2e21a' class='xr-var-data-in' type='checkbox'><label for='data-a139e1bf-abc3-42b2-ae07-dd8d3de2e21a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>esri_pe_string :</span></dt><dd>PROJCS[&quot;Lambert_Conformal_Conic&quot;,GEOGCS[&quot;GCS_Sphere&quot;,DATUM[&quot;D_Sphere&quot;,SPHEROID[&quot;Sphere&quot;,6370000.0,0.0]],PRIMEM[&quot;Greenwich&quot;,0.0],UNIT[&quot;Degree&quot;,0.0174532925199433]],PROJECTION[&quot;Lambert_Conformal_Conic_2SP&quot;],PARAMETER[&quot;false_easting&quot;,0.0],PARAMETER[&quot;false_northing&quot;,0.0],PARAMETER[&quot;central_meridian&quot;,-97.0],PARAMETER[&quot;standard_parallel_1&quot;,30.0],PARAMETER[&quot;standard_parallel_2&quot;,60.0],PARAMETER[&quot;latitude_of_origin&quot;,40.0],UNIT[&quot;Meter&quot;,1.0]];-35691800 -29075200 10000;-100000 10000;-100000 10000;0.001;0.001;0.001;IsHighPrecision</dd><dt><span>grid_mapping :</span></dt><dd>crs</dd><dt><span>long_name :</span></dt><dd>depth to saturation, rounded to highest saturated layer</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 149.08 kiB </td>\n",
       "                        <td> 149.08 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (7, 58, 47) </td>\n",
       "                        <td> (7, 58, 47) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 1275606 Tasks </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float64 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"180\" height=\"193\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"10\" y1=\"0\" x2=\"33\" y2=\"23\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"10\" y1=\"120\" x2=\"33\" y2=\"143\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"120\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"33\" y1=\"23\" x2=\"33\" y2=\"143\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"10.0,0.0 33.3007280823547,23.300728082354702 33.3007280823547,143.3007280823547 10.0,120.0\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"10\" y1=\"0\" x2=\"107\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"33\" y1=\"23\" x2=\"130\" y2=\"23\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"10\" y1=\"0\" x2=\"33\" y2=\"23\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"107\" y1=\"0\" x2=\"130\" y2=\"23\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"10.0,0.0 107.24137931034483,0.0 130.54210739269953,23.300728082354702 33.3007280823547,23.300728082354702\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"33\" y1=\"23\" x2=\"130\" y2=\"23\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"33\" y1=\"143\" x2=\"130\" y2=\"143\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"33\" y1=\"23\" x2=\"33\" y2=\"143\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"130\" y1=\"23\" x2=\"130\" y2=\"143\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"33.3007280823547,23.300728082354702 130.54210739269953,23.300728082354702 130.54210739269953,143.3007280823547 33.3007280823547,143.3007280823547\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"81.921418\" y=\"163.300728\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >47</text>\n",
       "  <text x=\"150.542107\" y=\"83.300728\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,150.542107,83.300728)\">58</text>\n",
       "  <text x=\"11.650364\" y=\"151.650364\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,11.650364,151.650364)\">7</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-1725cbcc-03af-4dde-8eb4-ba41832fee89' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1725cbcc-03af-4dde-8eb4-ba41832fee89' class='xr-section-summary' >Attributes: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>GDAL_DataType :</span></dt><dd>Generic</dd><dt><span>TITLE :</span></dt><dd>OUTPUT FROM WRF-Hydro v5.2.0-beta2</dd><dt><span>code_version :</span></dt><dd>v5.2.0-beta2</dd><dt><span>model_configuration :</span></dt><dd>retrospective</dd><dt><span>model_output_type :</span></dt><dd>terrain_rt</dd><dt><span>proj4 :</span></dt><dd>+proj=lcc +units=m +a=6370000.0 +b=6370000.0 +lat_1=30.0 +lat_2=60.0 +lat_0=40.0 +lon_0=-97.0 +x_0=0 +y_0=0 +k_0=1.0 +nadgrids=@null +wktext  +no_defs</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:       (time: 7, y: 58, x: 47)\n",
       "Coordinates:\n",
       "  * time          (time) datetime64[ns] 1979-02-01T03:00:00 ... 1979-02-01T21...\n",
       "  * x             (x) float64 1.769e+06 1.769e+06 ... 1.78e+06 1.78e+06\n",
       "  * y             (y) float64 2.311e+05 2.314e+05 ... 2.451e+05 2.454e+05\n",
       "Data variables:\n",
       "    crs           |S1 ...\n",
       "    sfcheadsubrt  (time, y, x) float64 dask.array<chunksize=(7, 58, 47), meta=np.ndarray>\n",
       "    zwattablrt    (time, y, x) float64 dask.array<chunksize=(7, 58, 47), meta=np.ndarray>\n",
       "Attributes:\n",
       "    Conventions:          CF-1.6\n",
       "    GDAL_DataType:        Generic\n",
       "    TITLE:                OUTPUT FROM WRF-Hydro v5.2.0-beta2\n",
       "    code_version:         v5.2.0-beta2\n",
       "    model_configuration:  retrospective\n",
       "    model_output_type:    terrain_rt\n",
       "    proj4:                +proj=lcc +units=m +a=6370000.0 +b=6370000.0 +lat_1..."
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Query the area over the HUC for a specific day.\n",
    "minx, miny, maxx, maxy = trans_huc_box.bounds\n",
    "sub_ds = ds.sel(time='1979-02-01', x=slice(minx, maxx), y=slice(miny, maxy))\n",
    "sub_ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "733df8a7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 812 ms, sys: 200 ms, total: 1.01 s\n",
      "Wall time: 4.14 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[[1.00000001, 1.00000001, 0.40000001, ..., 0.40000001,\n",
       "         0.40000001, 1.00000001],\n",
       "        [1.00000001, 1.00000001, 0.40000001, ..., 1.00000001,\n",
       "         1.00000001, 1.00000001],\n",
       "        [1.00000001, 0.        , 1.00000001, ..., 2.00000003,\n",
       "         1.00000001, 2.00000003],\n",
       "        ...,\n",
       "        [0.        , 0.        , 0.        , ..., 1.00000001,\n",
       "         1.00000001, 2.00000003],\n",
       "        [2.00000003, 0.40000001, 0.        , ..., 1.00000001,\n",
       "         2.00000003, 2.00000003],\n",
       "        [2.00000003, 2.00000003, 0.        , ..., 1.00000001,\n",
       "         2.00000003, 2.00000003]],\n",
       "\n",
       "       [[1.00000001, 1.00000001, 0.40000001, ..., 0.40000001,\n",
       "         1.00000001, 1.00000001],\n",
       "        [1.00000001, 1.00000001, 0.40000001, ..., 1.00000001,\n",
       "         1.00000001, 2.00000003],\n",
       "        [1.00000001, 0.        , 1.00000001, ..., 1.00000001,\n",
       "         1.00000001, 2.00000003],\n",
       "        ...,\n",
       "        [0.        , 0.        , 0.        , ..., 1.00000001,\n",
       "         1.00000001, 2.00000003],\n",
       "        [2.00000003, 0.40000001, 0.        , ..., 1.00000001,\n",
       "         2.00000003, 2.00000003],\n",
       "        [2.00000003, 2.00000003, 0.        , ..., 1.00000001,\n",
       "         2.00000003, 2.00000003]],\n",
       "\n",
       "       [[1.00000001, 1.00000001, 0.40000001, ..., 0.40000001,\n",
       "         1.00000001, 1.00000001],\n",
       "        [1.00000001, 1.00000001, 0.40000001, ..., 1.00000001,\n",
       "         2.00000003, 1.00000001],\n",
       "        [1.00000001, 0.        , 1.00000001, ..., 1.00000001,\n",
       "         2.00000003, 2.00000003],\n",
       "        ...,\n",
       "        [0.        , 0.        , 0.        , ..., 1.00000001,\n",
       "         1.00000001, 2.00000003],\n",
       "        [2.00000003, 0.40000001, 0.        , ..., 1.00000001,\n",
       "         2.00000003, 2.00000003],\n",
       "        [2.00000003, 2.00000003, 0.        , ..., 1.00000001,\n",
       "         2.00000003, 2.00000003]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[1.00000001, 1.00000001, 0.40000001, ..., 0.40000001,\n",
       "         0.40000001, 1.00000001],\n",
       "        [1.00000001, 1.00000001, 0.40000001, ..., 1.00000001,\n",
       "         1.00000001, 1.00000001],\n",
       "        [1.00000001, 0.        , 1.00000001, ..., 1.00000001,\n",
       "         1.00000001, 2.00000003],\n",
       "        ...,\n",
       "        [0.        , 0.        , 0.        , ..., 1.00000001,\n",
       "         1.00000001, 2.00000003],\n",
       "        [2.00000003, 0.40000001, 0.        , ..., 1.00000001,\n",
       "         2.00000003, 2.00000003],\n",
       "        [2.00000003, 2.00000003, 0.        , ..., 1.00000001,\n",
       "         2.00000003, 2.00000003]],\n",
       "\n",
       "       [[1.00000001, 1.00000001, 0.40000001, ..., 0.40000001,\n",
       "         0.40000001, 1.00000001],\n",
       "        [1.00000001, 1.00000001, 0.40000001, ..., 0.40000001,\n",
       "         1.00000001, 1.00000001],\n",
       "        [1.00000001, 0.        , 1.00000001, ..., 2.00000003,\n",
       "         1.00000001, 2.00000003],\n",
       "        ...,\n",
       "        [0.        , 0.        , 0.        , ..., 1.00000001,\n",
       "         1.00000001, 2.00000003],\n",
       "        [2.00000003, 0.40000001, 0.        , ..., 1.00000001,\n",
       "         2.00000003, 2.00000003],\n",
       "        [2.00000003, 2.00000003, 0.        , ..., 1.00000001,\n",
       "         2.00000003, 2.00000003]],\n",
       "\n",
       "       [[1.00000001, 1.00000001, 0.40000001, ..., 0.40000001,\n",
       "         0.40000001, 1.00000001],\n",
       "        [1.00000001, 1.00000001, 0.40000001, ..., 1.00000001,\n",
       "         1.00000001, 1.00000001],\n",
       "        [1.00000001, 0.        , 1.00000001, ..., 1.00000001,\n",
       "         1.00000001, 2.00000003],\n",
       "        ...,\n",
       "        [0.        , 0.        , 0.        , ..., 1.00000001,\n",
       "         1.00000001, 2.00000003],\n",
       "        [2.00000003, 0.40000001, 0.        , ..., 1.00000001,\n",
       "         2.00000003, 2.00000003],\n",
       "        [2.00000003, 2.00000003, 0.        , ..., 1.00000001,\n",
       "         2.00000003, 2.00000003]]])"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "# Get actual values.\n",
    "sub_ds.zwattablrt.values"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}