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Page Not Found | CIROH DocuHub
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+"use strict";(self.webpackChunkciroh_docuhub=self.webpackChunkciroh_docuhub||[]).push([[1536],{5622:(e,t,r)=>{r.r(t),r.d(t,{assets:()=>c,contentTitle:()=>i,default:()=>p,frontMatter:()=>o,metadata:()=>l,toc:()=>d});var n=r(4848),s=r(8453),a=r(3514);const o={sidebar_position:7,title:"Data Access",description:"Input and Output of NWM",tags:["NOMADS","NODD","Microsoft Planetary Computer","AWS Open data registry","ESRI"]},i="NWM Data Access",l={id:"products/dataaccess/index",title:"Data Access",description:"Input and Output of NWM",source:"@site/docs/products/dataaccess/index.md",sourceDirName:"products/dataaccess",slug:"/products/dataaccess/",permalink:"/docs/products/dataaccess/",draft:!1,unlisted:!1,editUrl:"https://github.com/CIROH-UA/ciroh-ua_website/edit/main/docs/products/dataaccess/index.md",tags:[{label:"NOMADS",permalink:"/docs/tags/nomads"},{label:"NODD",permalink:"/docs/tags/nodd"},{label:"Microsoft Planetary Computer",permalink:"/docs/tags/microsoft-planetary-computer"},{label:"AWS Open data registry",permalink:"/docs/tags/aws-open-data-registry"},{label:"ESRI",permalink:"/docs/tags/esri"}],version:"current",sidebarPosition:7,frontMatter:{sidebar_position:7,title:"Data Access",description:"Input and Output of NWM",tags:["NOMADS","NODD","Microsoft Planetary Computer","AWS Open data registry","ESRI"]},sidebar:"products",previous:{title:"CSES",permalink:"/docs/products/cses/"},next:{title:"nwmurl",permalink:"/docs/products/dataaccess/NWMURL Library"}},c={},d=[{value:"Input and Output Data of the National Water Model",id:"input-and-output-data-of-the-national-water-model",level:2},{value:"Official NOMADS Resource",id:"official-nomads-resource",level:3},{value:"NODD - NOAA Open Data Dissemination Program",id:"nodd---noaa-open-data-dissemination-program",level:3},{value:"AWS",id:"aws",level:4},{value:"Google \u2013 Operational NWM Data",id:"google--operational-nwm-data",level:4},{value:"Azure/Planetary Computer",id:"azureplanetary-computer",level:4},{value:"CIROH Resources",id:"ciroh-resources",level:3},{value:"Other resources",id:"other-resources",level:3},{value:"ESRI Living Atlas",id:"esri-living-atlas",level:4},{value:"Description of WRF-Hydro code:",id:"description-of-wrf-hydro-code",level:4}];function h(e){const t={a:"a",code:"code",h1:"h1",h2:"h2",h3:"h3",h4:"h4",hr:"hr",li:"li",p:"p",pre:"pre",ul:"ul",...(0,s.R)(),...e.components};return(0,n.jsxs)(n.Fragment,{children:[(0,n.jsx)(t.h1,{id:"nwm-data-access",children:"NWM Data Access"}),"\n",(0,n.jsx)(t.p,{children:'Within the CIROH projects, we encounter a wide range of data resources and data access inquiries. One of the most frequently asked questions is, "How can I obtain access to xyz-resource?". To help with answering that question, we have documented some of the most common data access methods and resources here, with links to additional sites to dive deeper.'}),"\n",(0,n.jsx)(t.h2,{id:"input-and-output-data-of-the-national-water-model",children:"Input and Output Data of the National Water Model"}),"\n",(0,n.jsx)(t.p,{children:"Here, you will find resources that grant access to the input data used and the output data produced by the operational national water model."}),"\n",(0,n.jsx)(t.h3,{id:"official-nomads-resource",children:"Official NOMADS Resource"}),"\n",(0,n.jsx)(t.p,{children:"The official NWM meteorological inputs and hydrology and routing outputs are accessible through both HTTP and FTP. These resources are provided by the National Center for Environmental Prediction (NCEP) at the following locations:"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["NOMADS - NOAA Operational Model Archive and Distribution System","\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:(0,n.jsx)(t.a,{href:"https://nomads.ncep.noaa.gov/pub/data/nccf/com/nwm",children:"HTTP"})}),"\n",(0,n.jsx)(t.li,{children:(0,n.jsx)(t.a,{href:"ftp://ftpprd.ncep.noaa.gov/pub/data/nccf/com/nwm",children:"FTP"})}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:"As of October 24, 2023, these resources include the following directories:"}),"\n",(0,n.jsx)(t.pre,{children:(0,n.jsx)(t.code,{children:"para_post-processed/ 22-Sep-2023 20:37 - \npost-processed/ 02-Nov-2020 14:31 - \nprod/ 24-Oct-2023 00:18 - \nv3.0/ 24-Oct-2023 00:18 - \n"})}),"\n",(0,n.jsxs)(t.p,{children:["The ",(0,n.jsx)(t.code,{children:"para_post-processed"}),' directory lacks specific documentation, although the "para" designation suggests it is a "parallel" execution, indicating a candidate production run under testing for operational use. In the post-processed dataset, you will find the following subdirectories:']}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:[(0,n.jsx)(t.a,{href:"https://nomads.ncep.noaa.gov/pub/data/nccf/com/nwm/post-processed/",children:"NOMADS post-processed"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"RFC: Outputs filtered down to RFC locations."}),"\n",(0,n.jsx)(t.li,{children:"WMS: Contains re-indexed/reformatted outputs in per-forecast netCDFs suitable for rapid querying and responsive for graph visualizations on the water.noaa.gov/map site."}),"\n",(0,n.jsx)(t.li,{children:"IMAGES: .png-formatted renderings of NWM output for various domains and variables."}),"\n",(0,n.jsx)(t.li,{children:"logs: Logs. :)"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,n.jsx)(t.h3,{id:"nodd---noaa-open-data-dissemination-program",children:"NODD - NOAA Open Data Dissemination Program"}),"\n",(0,n.jsxs)(t.p,{children:['"The NOAA Open Data Dissemination (NODD) Program provides public access to NOAA\'s open data on commercial cloud platforms through public-private partnerships. These partnerships remove obstacles to public use of NOAA data, help avoid costs and risks associated with federal data access services, and leverage operational public-private partnerships with the cloud computing and information services industries."\n(For more information, visit ',(0,n.jsx)(t.a,{href:"https://www.noaa.gov/information-technology/open-data-dissemination",children:"NODD"}),")"]}),"\n",(0,n.jsxs)(t.p,{children:["The NODD datasets made available through several public cloud vendors are an incredible resource for accessing NWM data for research and evaluative purposes. The NWS NODD datasets are listed on ",(0,n.jsx)(t.a,{href:"https://www.noaa.gov/nodd/datasets",children:"this page"})," and include the following:"]}),"\n",(0,n.jsx)(t.h4,{id:"aws",children:"AWS"}),"\n",(0,n.jsx)(t.p,{children:"AWS hosts two repositories as part of their sustainability data initiative."}),"\n",(0,n.jsxs)(t.p,{children:["The first repository contains the operational data (now hosts 4 week rolling collection of all output; it used to only be short range and the registry entry retains the description only for the short_range data ",(0,n.jsx)(t.a,{href:"https://registry.opendata.aws/noaa-nwm-pds/",children:"here"}),"; alternatively, the same resource is described under the sustainability initiative page ",(0,n.jsx)(t.a,{href:"https://aws.amazon.com/marketplace/pp/prodview-73iwu7dcfuge2",children:"here"}),".)"]}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["The catalog of AWS-hosted operational NWM data can be browsed ",(0,n.jsx)(t.a,{href:"https://noaa-nwm-pds.s3.amazonaws.com/index.html",children:"here"}),"."]}),"\n"]}),"\n",(0,n.jsxs)(t.p,{children:["The second (and more useful) AWS repository contains several versions of the retrospective dataset each described on the main page under the open data registry ",(0,n.jsx)(t.a,{href:"https://registry.opendata.aws/nwm-archive/",children:"here"}),".\n(The same information is also on the AWS sustainability initiative webpage ",(0,n.jsx)(t.a,{href:"https://aws.amazon.com/marketplace/pp/prodview-g6lcchc7brshwa",children:"here"})," )"]}),"\n",(0,n.jsx)(t.p,{children:"The different catalogs of those [currently] five versions of that resource are linked below:"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["Two versions of NWM v2.1 retrospective","\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["netCDF, ",(0,n.jsx)(t.a,{href:"https://noaa-nwm-retrospective-2-1-pds.s3.amazonaws.com/index.html",children:"here"})]}),"\n",(0,n.jsxs)(t.li,{children:["zarr, ",(0,n.jsx)(t.a,{href:"https://noaa-nwm-retrospective-2-1-zarr-pds.s3.amazonaws.com/index.html",children:"here"})]}),"\n"]}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["Two versions of NWM v2.0 retrospective","\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["netCDF, ",(0,n.jsx)(t.a,{href:"https://noaa-nwm-retro-v2-0-pds.s3.amazonaws.com/index.html",children:"here"})]}),"\n",(0,n.jsxs)(t.li,{children:["zarr, ",(0,n.jsx)(t.a,{href:"https://noaa-nwm-retro-v2-zarr-pds.s3.amazonaws.com/index.html",children:"here"})]}),"\n"]}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["NWM v1.2 retrospective data","\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["netCDF, ",(0,n.jsx)(t.a,{href:"https://nwm-archive.s3.amazonaws.com/index.html",children:"here"})]}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:"The AWS retrospective resource is the primary publicly available source for the version 1.0 of the \u201cAORC\u201d Analysis of Record for Calibration dataset, which is a 40-year best-available estimate of most common meteorological parameters required for hydrological modeling. Version 1.1 of the dataset will accompany the release of the NWM model version 3.0 retrospective (or 2.2 version??), hopefully in the next few weeks."}),"\n",(0,n.jsxs)(t.p,{children:["Jupyter notebook instructions for processing NWM Zarr and NetCDF output formats ",(0,n.jsx)(t.a,{href:"https://github.com/CIROH-UA/data_access_example/",children:"here"})]}),"\n",(0,n.jsx)(t.p,{children:"An example of pulling data from the channel output zarr 2.1 archive and writing the results to csv follows:"}),"\n",(0,n.jsx)(t.pre,{children:(0,n.jsx)(t.code,{className:"language-py",children:"'''\n#install these libraries if they aren't already installed\n!pip install zarr\n!pip install xarray\n!pip install s3fs\n!pip install numpy\n'''\n# Import needed libraries\n\nimport xarray as xr\nimport numpy as np\nimport s3fs\nfrom datetime import datetime, timedelta\n\n# open the zarr store\nurl = \"s3://noaa-nwm-retrospective-2-1-zarr-pds/chrtout.zarr\"\nfs = s3fs.S3FileSystem(anon=True)\nstore = xr.open_zarr(s3fs.S3Map(url, s3=fs))\n\n# Function to get the time series for a specified reach id and and time range\n# then write it out to a csv file.\ndef GetAndWriteTimeSeriesAtReach(reach_id, start_time_index, end_time_index):\n flows = streamflow_array.where(feature_id_array==reach_id, drop=True)\n df_flows = flows[start_time_index:end_time_index].to_dataframe()\n df_flows.to_csv(f'flows_{reach_id}.csv')\n\n# get an xarray array of the various values\ntime_array = store['time']\nfeature_id_array = store['feature_id']\nstreamflow_array = store['streamflow']\n\n# Define the feature IDs to check for\nfeature_ids = [5781221, 5781223, 5781703]\n\n# Specify the start and end times of interest\nstart_time = datetime(2015, 5, 23, 0, 0, 0)\nend_time = datetime(2015, 6, 24, 0, 0, 0)\n\n# Get the indices for the needed dates\nzero_start_time = start_date = datetime(1979, 2, 1, 0, 0, 0)\nstart_time_index = int((start_time - zero_start_time).total_seconds() / 3600)\nend_time_index = int((end_time - zero_start_time).total_seconds() / 3600)\n\nfor reach_id in feature_ids:\n GetAndWriteTimeSeriesAtReach(reach_id, start_time_index, end_time_index)\n\n'''\nSimple Script for Retrieving Retrospective NWM Data from AWS Store\nDan Ames, 11/17/2023\ndan.ames@byu.edu\n'''\n\n"})}),"\n",(0,n.jsx)(t.h4,{id:"google--operational-nwm-data",children:"Google \u2013 Operational NWM Data"}),"\n",(0,n.jsxs)(t.p,{children:["Google hosts the most complete operational data archive of inputs and outputs from the National Water Model, with nearly every file since August 2018. The Google open data registry provides additional explanations ",(0,n.jsx)(t.a,{href:"https://console.cloud.google.com/marketplace/product/noaa-public/national-water-model?project=explore-ai-387703",children:"here"}),"."]}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["Operational data can be browsed ",(0,n.jsx)(t.a,{href:"https://console.cloud.google.com/storage/browser/national-water-model",children:"here"}),"."]}),"\n",(0,n.jsxs)(t.li,{children:["Google also hosts a copy of the NWM v1.2 retrospective ",(0,n.jsx)(t.a,{href:"https://console.cloud.google.com/storage/browser/national-water-model-reanalysis",children:"here"}),"."]}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:"Coming soon: Big Query"}),"\n",(0,n.jsx)(t.p,{children:"Efforts are underway to make some of the datasets from the NWM operational and retrospective simulations available on BigQuery for ultra-high-bandwidth access. Stay tuned..."}),"\n",(0,n.jsx)(t.h4,{id:"azureplanetary-computer",children:"Azure/Planetary Computer"}),"\n",(0,n.jsxs)(t.p,{children:["Microsoft hosts the NWM input and output datasets in Azure Blob Storage, associated with the Microsoft Planetary Computer.\n",(0,n.jsx)(t.a,{href:"https://planetarycomputer.microsoft.com/dataset/storage/noaa-nwm",children:"Microsoft Planetary Computer"}),"\nTom Augspurger of Microsoft has a series of notebooks providing examples of how to use this data from his workshop at the first CIROH developers conference.\n",(0,n.jsx)(t.a,{href:"https://github.com/TomAugspurger/noaa-nwm",children:"Tom Augspurger's Notebooks"})]}),"\n",(0,n.jsx)(t.h3,{id:"ciroh-resources",children:"CIROH Resources"}),"\n",(0,n.jsx)(t.p,{children:"More detailed information and example usage will be available soon."}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["Kerchunk Retro (points to AWS 2.1 NetCDF Retro)","\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:[(0,n.jsx)(t.a,{href:"https://ciroh-nwm-zarr-retrospective-data-copy.s3.amazonaws.com/index.html",children:"Kerchunk Retro"})," - Forcing complete; model output 2011-2020"]}),"\n"]}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["Kerchunk Operational (points to Google assets \u2013 a simple text change can point to AWS short range, if desired)","\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:(0,n.jsx)(t.a,{href:"https://ciroh-nwm-zarr-copy.s3.amazonaws.com/index.html",children:"Kerchunk Operational"})}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,n.jsx)(t.h3,{id:"other-resources",children:"Other resources"}),"\n",(0,n.jsx)(t.h4,{id:"esri-living-atlas",children:"ESRI Living Atlas"}),"\n",(0,n.jsxs)(t.p,{children:["ESRI Living Atlas provides a map-enabled version of the NWM output, which can be accessed ",(0,n.jsx)(t.a,{href:"https://www.esri.com/arcgis-blog/products/analytics/analytics/esri-visualizes-noaas-national-water-model/",children:"here"}),"."]}),"\n",(0,n.jsx)(t.h4,{id:"description-of-wrf-hydro-code",children:"Description of WRF-Hydro code:"}),"\n",(0,n.jsxs)(t.p,{children:["A detailed description of various aspects of the WRF-Hydro code, which produces the current NWM, can be found ",(0,n.jsx)(t.a,{href:"https://ral.ucar.edu/sites/default/files/public/projects/wrf_hydro/technical-description-user-guide/wrf-hydro-v5.1.1-technical-description.pdf",children:"here"}),"."]}),"\n",(0,n.jsx)(t.hr,{}),"\n","\n",(0,n.jsx)(a.A,{})]})}function p(e={}){const{wrapper:t}={...(0,s.R)(),...e.components};return t?(0,n.jsx)(t,{...e,children:(0,n.jsx)(h,{...e})}):h(e)}},3514:(e,t,r)=>{r.d(t,{A:()=>w});r(6540);var n=r(4164),s=r(4142),a=r(8774),o=r(5846),i=r(6654),l=r(1312),c=r(1107);const d={cardContainer:"cardContainer_fWXF",cardTitle:"cardTitle_rnsV",cardDescription:"cardDescription_PWke"};var h=r(4848);function p(e){let{href:t,children:r}=e;return(0,h.jsx)(a.A,{href:t,className:(0,n.A)("card padding--lg",d.cardContainer),children:r})}function u(e){let{href:t,icon:r,title:s,description:a}=e;return(0,h.jsxs)(p,{href:t,children:[(0,h.jsxs)(c.A,{as:"h2",className:(0,n.A)("text--truncate",d.cardTitle),title:s,children:[r," ",s]}),a&&(0,h.jsx)("p",{className:(0,n.A)("text--truncate",d.cardDescription),title:a,children:a})]})}function m(e){let{item:t}=e;const r=(0,s.Nr)(t),n=function(){const{selectMessage:e}=(0,o.W)();return t=>e(t,(0,l.T)({message:"{count} items",id:"theme.docs.DocCard.categoryDescription.plurals",description:"The default description for a category card in the generated index about how many items this category includes"},{count:t}))}();return r?(0,h.jsx)(u,{href:r,icon:"\ud83d\uddc3\ufe0f",title:t.label,description:t.description??n(t.items.length)}):null}function f(e){let{item:t}=e;const r=(0,i.A)(t.href)?"\ud83d\udcc4\ufe0f":"\ud83d\udd17",n=(0,s.cC)(t.docId??void 0);return(0,h.jsx)(u,{href:t.href,icon:r,title:t.label,description:t.description??n?.description})}function x(e){let{item:t}=e;switch(t.type){case"link":return(0,h.jsx)(f,{item:t});case"category":return(0,h.jsx)(m,{item:t});default:throw new Error(`unknown item type ${JSON.stringify(t)}`)}}function g(e){let{className:t}=e;const r=(0,s.$S)();return(0,h.jsx)(w,{items:r.items,className:t})}function w(e){const{items:t,className:r}=e;if(!t)return(0,h.jsx)(g,{...e});const a=(0,s.d1)(t);return(0,h.jsx)("section",{className:(0,n.A)("row",r),children:a.map(((e,t)=>(0,h.jsx)("article",{className:"col col--6 margin-bottom--lg",children:(0,h.jsx)(x,{item:e})},t)))})}},5846:(e,t,r)=>{r.d(t,{W:()=>c});var n=r(6540),s=r(4586);const a=["zero","one","two","few","many","other"];function o(e){return a.filter((t=>e.includes(t)))}const i={locale:"en",pluralForms:o(["one","other"]),select:e=>1===e?"one":"other"};function l(){const{i18n:{currentLocale:e}}=(0,s.A)();return(0,n.useMemo)((()=>{try{return function(e){const t=new Intl.PluralRules(e);return{locale:e,pluralForms:o(t.resolvedOptions().pluralCategories),select:e=>t.select(e)}}(e)}catch(t){return console.error(`Failed to use Intl.PluralRules for locale "${e}".\nDocusaurus will fallback to the default (English) implementation.\nError: ${t.message}\n`),i}}),[e])}function c(){const e=l();return{selectMessage:(t,r)=>function(e,t,r){const n=e.split("|");if(1===n.length)return n[0];n.length>r.pluralForms.length&&console.error(`For locale=${r.locale}, a maximum of ${r.pluralForms.length} plural forms are expected (${r.pluralForms.join(",")}), but the message contains ${n.length}: ${e}`);const s=r.select(t),a=r.pluralForms.indexOf(s);return n[Math.min(a,n.length-1)]}(r,t,e)}}},8453:(e,t,r)=>{r.d(t,{R:()=>o,x:()=>i});var n=r(6540);const s={},a=n.createContext(s);function o(e){const t=n.useContext(a);return n.useMemo((function(){return"function"==typeof e?e(t):{...t,...e}}),[t,e])}function i(e){let t;return t=e.disableParentContext?"function"==typeof e.components?e.components(s):e.components||s:o(e.components),n.createElement(a.Provider,{value:t},e.children)}}}]);
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-"use strict";(self.webpackChunkciroh_docuhub=self.webpackChunkciroh_docuhub||[]).push([[1536],{5622:(e,t,r)=>{r.r(t),r.d(t,{assets:()=>c,contentTitle:()=>i,default:()=>p,frontMatter:()=>o,metadata:()=>l,toc:()=>d});var n=r(4848),a=r(8453),s=r(3514);const o={sidebar_position:4,title:"Data Access",description:"Input and Output of NWM",tags:["NOMADS","NODD","Microsoft Planetary Computer","AWS Open data registry","ESRI"]},i="NWM Data Access",l={id:"products/dataaccess/index",title:"Data Access",description:"Input and Output of NWM",source:"@site/docs/products/dataaccess/index.md",sourceDirName:"products/dataaccess",slug:"/products/dataaccess/",permalink:"/docs/products/dataaccess/",draft:!1,unlisted:!1,editUrl:"https://github.com/CIROH-UA/ciroh-ua_website/edit/main/docs/products/dataaccess/index.md",tags:[{label:"NOMADS",permalink:"/docs/tags/nomads"},{label:"NODD",permalink:"/docs/tags/nodd"},{label:"Microsoft Planetary Computer",permalink:"/docs/tags/microsoft-planetary-computer"},{label:"AWS Open data registry",permalink:"/docs/tags/aws-open-data-registry"},{label:"ESRI",permalink:"/docs/tags/esri"}],version:"current",sidebarPosition:4,frontMatter:{sidebar_position:4,title:"Data Access",description:"Input and Output of NWM",tags:["NOMADS","NODD","Microsoft Planetary Computer","AWS Open data registry","ESRI"]},sidebar:"products",previous:{title:"NextGen Datastream",permalink:"/docs/products/nextgenDatastream/"},next:{title:"nwmurl",permalink:"/docs/products/dataaccess/NWMURL Library"}},c={},d=[{value:"Input and Output Data of the National Water Model",id:"input-and-output-data-of-the-national-water-model",level:2},{value:"Official NOMADS Resource",id:"official-nomads-resource",level:3},{value:"NODD - NOAA Open Data Dissemination Program",id:"nodd---noaa-open-data-dissemination-program",level:3},{value:"AWS",id:"aws",level:4},{value:"Google \u2013 Operational NWM Data",id:"google--operational-nwm-data",level:4},{value:"Azure/Planetary Computer",id:"azureplanetary-computer",level:4},{value:"CIROH Resources",id:"ciroh-resources",level:3},{value:"Other resources",id:"other-resources",level:3},{value:"ESRI Living Atlas",id:"esri-living-atlas",level:4},{value:"Description of WRF-Hydro code:",id:"description-of-wrf-hydro-code",level:4}];function h(e){const t={a:"a",code:"code",h1:"h1",h2:"h2",h3:"h3",h4:"h4",hr:"hr",li:"li",p:"p",pre:"pre",ul:"ul",...(0,a.R)(),...e.components};return(0,n.jsxs)(n.Fragment,{children:[(0,n.jsx)(t.h1,{id:"nwm-data-access",children:"NWM Data Access"}),"\n",(0,n.jsx)(t.p,{children:'Within the CIROH projects, we encounter a wide range of data resources and data access inquiries. One of the most frequently asked questions is, "How can I obtain access to xyz-resource?". To help with answering that question, we have documented some of the most common data access methods and resources here, with links to additional sites to dive deeper.'}),"\n",(0,n.jsx)(t.h2,{id:"input-and-output-data-of-the-national-water-model",children:"Input and Output Data of the National Water Model"}),"\n",(0,n.jsx)(t.p,{children:"Here, you will find resources that grant access to the input data used and the output data produced by the operational national water model."}),"\n",(0,n.jsx)(t.h3,{id:"official-nomads-resource",children:"Official NOMADS Resource"}),"\n",(0,n.jsx)(t.p,{children:"The official NWM meteorological inputs and hydrology and routing outputs are accessible through both HTTP and FTP. These resources are provided by the National Center for Environmental Prediction (NCEP) at the following locations:"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["NOMADS - NOAA Operational Model Archive and Distribution System","\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:(0,n.jsx)(t.a,{href:"https://nomads.ncep.noaa.gov/pub/data/nccf/com/nwm",children:"HTTP"})}),"\n",(0,n.jsx)(t.li,{children:(0,n.jsx)(t.a,{href:"ftp://ftpprd.ncep.noaa.gov/pub/data/nccf/com/nwm",children:"FTP"})}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:"As of October 24, 2023, these resources include the following directories:"}),"\n",(0,n.jsx)(t.pre,{children:(0,n.jsx)(t.code,{children:"para_post-processed/ 22-Sep-2023 20:37 - \npost-processed/ 02-Nov-2020 14:31 - \nprod/ 24-Oct-2023 00:18 - \nv3.0/ 24-Oct-2023 00:18 - \n"})}),"\n",(0,n.jsxs)(t.p,{children:["The ",(0,n.jsx)(t.code,{children:"para_post-processed"}),' directory lacks specific documentation, although the "para" designation suggests it is a "parallel" execution, indicating a candidate production run under testing for operational use. In the post-processed dataset, you will find the following subdirectories:']}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:[(0,n.jsx)(t.a,{href:"https://nomads.ncep.noaa.gov/pub/data/nccf/com/nwm/post-processed/",children:"NOMADS post-processed"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:"RFC: Outputs filtered down to RFC locations."}),"\n",(0,n.jsx)(t.li,{children:"WMS: Contains re-indexed/reformatted outputs in per-forecast netCDFs suitable for rapid querying and responsive for graph visualizations on the water.noaa.gov/map site."}),"\n",(0,n.jsx)(t.li,{children:"IMAGES: .png-formatted renderings of NWM output for various domains and variables."}),"\n",(0,n.jsx)(t.li,{children:"logs: Logs. :)"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,n.jsx)(t.h3,{id:"nodd---noaa-open-data-dissemination-program",children:"NODD - NOAA Open Data Dissemination Program"}),"\n",(0,n.jsxs)(t.p,{children:['"The NOAA Open Data Dissemination (NODD) Program provides public access to NOAA\'s open data on commercial cloud platforms through public-private partnerships. These partnerships remove obstacles to public use of NOAA data, help avoid costs and risks associated with federal data access services, and leverage operational public-private partnerships with the cloud computing and information services industries."\n(For more information, visit ',(0,n.jsx)(t.a,{href:"https://www.noaa.gov/information-technology/open-data-dissemination",children:"NODD"}),")"]}),"\n",(0,n.jsxs)(t.p,{children:["The NODD datasets made available through several public cloud vendors are an incredible resource for accessing NWM data for research and evaluative purposes. The NWS NODD datasets are listed on ",(0,n.jsx)(t.a,{href:"https://www.noaa.gov/nodd/datasets",children:"this page"})," and include the following:"]}),"\n",(0,n.jsx)(t.h4,{id:"aws",children:"AWS"}),"\n",(0,n.jsx)(t.p,{children:"AWS hosts two repositories as part of their sustainability data initiative."}),"\n",(0,n.jsxs)(t.p,{children:["The first repository contains the operational data (now hosts 4 week rolling collection of all output; it used to only be short range and the registry entry retains the description only for the short_range data ",(0,n.jsx)(t.a,{href:"https://registry.opendata.aws/noaa-nwm-pds/",children:"here"}),"; alternatively, the same resource is described under the sustainability initiative page ",(0,n.jsx)(t.a,{href:"https://aws.amazon.com/marketplace/pp/prodview-73iwu7dcfuge2",children:"here"}),".)"]}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["The catalog of AWS-hosted operational NWM data can be browsed ",(0,n.jsx)(t.a,{href:"https://noaa-nwm-pds.s3.amazonaws.com/index.html",children:"here"}),"."]}),"\n"]}),"\n",(0,n.jsxs)(t.p,{children:["The second (and more useful) AWS repository contains several versions of the retrospective dataset each described on the main page under the open data registry ",(0,n.jsx)(t.a,{href:"https://registry.opendata.aws/nwm-archive/",children:"here"}),".\n(The same information is also on the AWS sustainability initiative webpage ",(0,n.jsx)(t.a,{href:"https://aws.amazon.com/marketplace/pp/prodview-g6lcchc7brshwa",children:"here"})," )"]}),"\n",(0,n.jsx)(t.p,{children:"The different catalogs of those [currently] five versions of that resource are linked below:"}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["Two versions of NWM v2.1 retrospective","\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["netCDF, ",(0,n.jsx)(t.a,{href:"https://noaa-nwm-retrospective-2-1-pds.s3.amazonaws.com/index.html",children:"here"})]}),"\n",(0,n.jsxs)(t.li,{children:["zarr, ",(0,n.jsx)(t.a,{href:"https://noaa-nwm-retrospective-2-1-zarr-pds.s3.amazonaws.com/index.html",children:"here"})]}),"\n"]}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["Two versions of NWM v2.0 retrospective","\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["netCDF, ",(0,n.jsx)(t.a,{href:"https://noaa-nwm-retro-v2-0-pds.s3.amazonaws.com/index.html",children:"here"})]}),"\n",(0,n.jsxs)(t.li,{children:["zarr, ",(0,n.jsx)(t.a,{href:"https://noaa-nwm-retro-v2-zarr-pds.s3.amazonaws.com/index.html",children:"here"})]}),"\n"]}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["NWM v1.2 retrospective data","\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["netCDF, ",(0,n.jsx)(t.a,{href:"https://nwm-archive.s3.amazonaws.com/index.html",children:"here"})]}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:"The AWS retrospective resource is the primary publicly available source for the version 1.0 of the \u201cAORC\u201d Analysis of Record for Calibration dataset, which is a 40-year best-available estimate of most common meteorological parameters required for hydrological modeling. Version 1.1 of the dataset will accompany the release of the NWM model version 3.0 retrospective (or 2.2 version??), hopefully in the next few weeks."}),"\n",(0,n.jsxs)(t.p,{children:["Jupyter notebook instructions for processing NWM Zarr and NetCDF output formats ",(0,n.jsx)(t.a,{href:"https://github.com/CIROH-UA/data_access_example/",children:"here"})]}),"\n",(0,n.jsx)(t.p,{children:"An example of pulling data from the channel output zarr 2.1 archive and writing the results to csv follows:"}),"\n",(0,n.jsx)(t.pre,{children:(0,n.jsx)(t.code,{className:"language-py",children:"'''\n#install these libraries if they aren't already installed\n!pip install zarr\n!pip install xarray\n!pip install s3fs\n!pip install numpy\n'''\n# Import needed libraries\n\nimport xarray as xr\nimport numpy as np\nimport s3fs\nfrom datetime import datetime, timedelta\n\n# open the zarr store\nurl = \"s3://noaa-nwm-retrospective-2-1-zarr-pds/chrtout.zarr\"\nfs = s3fs.S3FileSystem(anon=True)\nstore = xr.open_zarr(s3fs.S3Map(url, s3=fs))\n\n# Function to get the time series for a specified reach id and and time range\n# then write it out to a csv file.\ndef GetAndWriteTimeSeriesAtReach(reach_id, start_time_index, end_time_index):\n flows = streamflow_array.where(feature_id_array==reach_id, drop=True)\n df_flows = flows[start_time_index:end_time_index].to_dataframe()\n df_flows.to_csv(f'flows_{reach_id}.csv')\n\n# get an xarray array of the various values\ntime_array = store['time']\nfeature_id_array = store['feature_id']\nstreamflow_array = store['streamflow']\n\n# Define the feature IDs to check for\nfeature_ids = [5781221, 5781223, 5781703]\n\n# Specify the start and end times of interest\nstart_time = datetime(2015, 5, 23, 0, 0, 0)\nend_time = datetime(2015, 6, 24, 0, 0, 0)\n\n# Get the indices for the needed dates\nzero_start_time = start_date = datetime(1979, 2, 1, 0, 0, 0)\nstart_time_index = int((start_time - zero_start_time).total_seconds() / 3600)\nend_time_index = int((end_time - zero_start_time).total_seconds() / 3600)\n\nfor reach_id in feature_ids:\n GetAndWriteTimeSeriesAtReach(reach_id, start_time_index, end_time_index)\n\n'''\nSimple Script for Retrieving Retrospective NWM Data from AWS Store\nDan Ames, 11/17/2023\ndan.ames@byu.edu\n'''\n\n"})}),"\n",(0,n.jsx)(t.h4,{id:"google--operational-nwm-data",children:"Google \u2013 Operational NWM Data"}),"\n",(0,n.jsxs)(t.p,{children:["Google hosts the most complete operational data archive of inputs and outputs from the National Water Model, with nearly every file since August 2018. The Google open data registry provides additional explanations ",(0,n.jsx)(t.a,{href:"https://console.cloud.google.com/marketplace/product/noaa-public/national-water-model?project=explore-ai-387703",children:"here"}),"."]}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["Operational data can be browsed ",(0,n.jsx)(t.a,{href:"https://console.cloud.google.com/storage/browser/national-water-model",children:"here"}),"."]}),"\n",(0,n.jsxs)(t.li,{children:["Google also hosts a copy of the NWM v1.2 retrospective ",(0,n.jsx)(t.a,{href:"https://console.cloud.google.com/storage/browser/national-water-model-reanalysis",children:"here"}),"."]}),"\n"]}),"\n",(0,n.jsx)(t.p,{children:"Coming soon: Big Query"}),"\n",(0,n.jsx)(t.p,{children:"Efforts are underway to make some of the datasets from the NWM operational and retrospective simulations available on BigQuery for ultra-high-bandwidth access. Stay tuned..."}),"\n",(0,n.jsx)(t.h4,{id:"azureplanetary-computer",children:"Azure/Planetary Computer"}),"\n",(0,n.jsxs)(t.p,{children:["Microsoft hosts the NWM input and output datasets in Azure Blob Storage, associated with the Microsoft Planetary Computer.\n",(0,n.jsx)(t.a,{href:"https://planetarycomputer.microsoft.com/dataset/storage/noaa-nwm",children:"Microsoft Planetary Computer"}),"\nTom Augspurger of Microsoft has a series of notebooks providing examples of how to use this data from his workshop at the first CIROH developers conference.\n",(0,n.jsx)(t.a,{href:"https://github.com/TomAugspurger/noaa-nwm",children:"Tom Augspurger's Notebooks"})]}),"\n",(0,n.jsx)(t.h3,{id:"ciroh-resources",children:"CIROH Resources"}),"\n",(0,n.jsx)(t.p,{children:"More detailed information and example usage will be available soon."}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["Kerchunk Retro (points to AWS 2.1 NetCDF Retro)","\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:[(0,n.jsx)(t.a,{href:"https://ciroh-nwm-zarr-retrospective-data-copy.s3.amazonaws.com/index.html",children:"Kerchunk Retro"})," - Forcing complete; model output 2011-2020"]}),"\n"]}),"\n"]}),"\n",(0,n.jsxs)(t.li,{children:["Kerchunk Operational (points to Google assets \u2013 a simple text change can point to AWS short range, if desired)","\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsx)(t.li,{children:(0,n.jsx)(t.a,{href:"https://ciroh-nwm-zarr-copy.s3.amazonaws.com/index.html",children:"Kerchunk Operational"})}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,n.jsx)(t.h3,{id:"other-resources",children:"Other resources"}),"\n",(0,n.jsx)(t.h4,{id:"esri-living-atlas",children:"ESRI Living Atlas"}),"\n",(0,n.jsxs)(t.p,{children:["ESRI Living Atlas provides a map-enabled version of the NWM output, which can be accessed ",(0,n.jsx)(t.a,{href:"https://www.esri.com/arcgis-blog/products/analytics/analytics/esri-visualizes-noaas-national-water-model/",children:"here"}),"."]}),"\n",(0,n.jsx)(t.h4,{id:"description-of-wrf-hydro-code",children:"Description of WRF-Hydro code:"}),"\n",(0,n.jsxs)(t.p,{children:["A detailed description of various aspects of the WRF-Hydro code, which produces the current NWM, can be found ",(0,n.jsx)(t.a,{href:"https://ral.ucar.edu/sites/default/files/public/projects/wrf_hydro/technical-description-user-guide/wrf-hydro-v5.1.1-technical-description.pdf",children:"here"}),"."]}),"\n",(0,n.jsx)(t.hr,{}),"\n","\n",(0,n.jsx)(s.A,{})]})}function p(e={}){const{wrapper:t}={...(0,a.R)(),...e.components};return t?(0,n.jsx)(t,{...e,children:(0,n.jsx)(h,{...e})}):h(e)}},3514:(e,t,r)=>{r.d(t,{A:()=>w});r(6540);var n=r(4164),a=r(4142),s=r(8774),o=r(5846),i=r(6654),l=r(1312),c=r(1107);const d={cardContainer:"cardContainer_fWXF",cardTitle:"cardTitle_rnsV",cardDescription:"cardDescription_PWke"};var h=r(4848);function p(e){let{href:t,children:r}=e;return(0,h.jsx)(s.A,{href:t,className:(0,n.A)("card padding--lg",d.cardContainer),children:r})}function u(e){let{href:t,icon:r,title:a,description:s}=e;return(0,h.jsxs)(p,{href:t,children:[(0,h.jsxs)(c.A,{as:"h2",className:(0,n.A)("text--truncate",d.cardTitle),title:a,children:[r," ",a]}),s&&(0,h.jsx)("p",{className:(0,n.A)("text--truncate",d.cardDescription),title:s,children:s})]})}function m(e){let{item:t}=e;const r=(0,a.Nr)(t),n=function(){const{selectMessage:e}=(0,o.W)();return t=>e(t,(0,l.T)({message:"{count} items",id:"theme.docs.DocCard.categoryDescription.plurals",description:"The default description for a category card in the generated index about how many items this category includes"},{count:t}))}();return r?(0,h.jsx)(u,{href:r,icon:"\ud83d\uddc3\ufe0f",title:t.label,description:t.description??n(t.items.length)}):null}function f(e){let{item:t}=e;const r=(0,i.A)(t.href)?"\ud83d\udcc4\ufe0f":"\ud83d\udd17",n=(0,a.cC)(t.docId??void 0);return(0,h.jsx)(u,{href:t.href,icon:r,title:t.label,description:t.description??n?.description})}function x(e){let{item:t}=e;switch(t.type){case"link":return(0,h.jsx)(f,{item:t});case"category":return(0,h.jsx)(m,{item:t});default:throw new Error(`unknown item type ${JSON.stringify(t)}`)}}function g(e){let{className:t}=e;const r=(0,a.$S)();return(0,h.jsx)(w,{items:r.items,className:t})}function w(e){const{items:t,className:r}=e;if(!t)return(0,h.jsx)(g,{...e});const s=(0,a.d1)(t);return(0,h.jsx)("section",{className:(0,n.A)("row",r),children:s.map(((e,t)=>(0,h.jsx)("article",{className:"col col--6 margin-bottom--lg",children:(0,h.jsx)(x,{item:e})},t)))})}},5846:(e,t,r)=>{r.d(t,{W:()=>c});var n=r(6540),a=r(4586);const s=["zero","one","two","few","many","other"];function o(e){return s.filter((t=>e.includes(t)))}const i={locale:"en",pluralForms:o(["one","other"]),select:e=>1===e?"one":"other"};function l(){const{i18n:{currentLocale:e}}=(0,a.A)();return(0,n.useMemo)((()=>{try{return function(e){const t=new Intl.PluralRules(e);return{locale:e,pluralForms:o(t.resolvedOptions().pluralCategories),select:e=>t.select(e)}}(e)}catch(t){return console.error(`Failed to use Intl.PluralRules for locale "${e}".\nDocusaurus will fallback to the default (English) implementation.\nError: ${t.message}\n`),i}}),[e])}function c(){const e=l();return{selectMessage:(t,r)=>function(e,t,r){const n=e.split("|");if(1===n.length)return n[0];n.length>r.pluralForms.length&&console.error(`For locale=${r.locale}, a maximum of ${r.pluralForms.length} plural forms are expected (${r.pluralForms.join(",")}), but the message contains ${n.length}: ${e}`);const a=r.select(t),s=r.pluralForms.indexOf(a);return n[Math.min(s,n.length-1)]}(r,t,e)}}},8453:(e,t,r)=>{r.d(t,{R:()=>o,x:()=>i});var n=r(6540);const a={},s=n.createContext(a);function o(e){const t=n.useContext(s);return n.useMemo((function(){return"function"==typeof e?e(t):{...t,...e}}),[t,e])}function i(e){let t;return t=e.disableParentContext?"function"==typeof e.components?e.components(a):e.components||a:o(e.components),n.createElement(s.Provider,{value:t},e.children)}}}]);
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Thank you for helping improve nwmurl!"})]})}function h(e={}){const{wrapper:n}={...(0,r.R)(),...e.components};return n?(0,i.jsx)(n,{...e,children:(0,i.jsx)(d,{...e})}):d(e)}},8453:(e,n,s)=>{s.d(n,{R:()=>o,x:()=>a});var i=s(6540);const r={},t=i.createContext(r);function o(e){const n=i.useContext(t);return i.useMemo((function(){return"function"==typeof e?e(n):{...n,...e}}),[n,e])}function a(e){let n;return n=e.disableParentContext?"function"==typeof e.components?e.components(r):e.components||r:o(e.components),i.createElement(t.Provider,{value:n},e.children)}}}]);
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diff --git a/assets/js/464cc618.cdbaa53f.js b/assets/js/464cc618.cdbaa53f.js
deleted file mode 100644
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--- a/assets/js/464cc618.cdbaa53f.js
+++ /dev/null
@@ -1 +0,0 @@
-"use strict";(self.webpackChunkciroh_docuhub=self.webpackChunkciroh_docuhub||[]).push([[9734],{2292:(e,n,s)=>{s.r(n),s.d(n,{assets:()=>a,contentTitle:()=>o,default:()=>h,frontMatter:()=>t,metadata:()=>l,toc:()=>c});var i=s(4848),r=s(8453);const t={},o="nwmurl",l={id:"products/dataaccess/NWMURL Library",title:"nwmurl",description:"nwmurl is a Python library developed by CIROH 2023. It provides utility functions specifically designed to subset and generate National Water Model (NWM) data URLs. This library simplifies the process of accessing NWM data for various purposes such as analysis, modeling, and visualization.",source:"@site/docs/products/dataaccess/NWMURL Library.md",sourceDirName:"products/dataaccess",slug:"/products/dataaccess/NWMURL Library",permalink:"/docs/products/dataaccess/NWMURL Library",draft:!1,unlisted:!1,editUrl:"https://github.com/CIROH-UA/ciroh-ua_website/edit/main/docs/products/dataaccess/NWMURL Library.md",tags:[],version:"current",frontMatter:{},sidebar:"products",previous:{title:"Data Access",permalink:"/docs/products/dataaccess/"},next:{title:"NextGen in Box Client",permalink:"/docs/products/ngiabclient/"}},a={},c=[{value:"Installation",id:"installation",level:2},{value:"Usage",id:"usage",level:2},{value:"Customize Your Data Retrieval for Operational Dataset",id:"customize-your-data-retrieval-for-operational-dataset",level:2},{value:"Customize Your Data Retrieval for Retrospective Dataset",id:"customize-your-data-retrieval-for-retrospective-dataset",level:2},{value:"Examples of how to use",id:"examples-of-how-to-use",level:2},{value:"How to Contribute",id:"how-to-contribute",level:2}];function d(e){const n={a:"a",code:"code",h1:"h1",h2:"h2",li:"li",ol:"ol",p:"p",pre:"pre",ul:"ul",...(0,r.R)(),...e.components};return(0,i.jsxs)(i.Fragment,{children:[(0,i.jsx)(n.h1,{id:"nwmurl",children:"nwmurl"}),"\n",(0,i.jsx)(n.p,{children:"nwmurl is a Python library developed by CIROH 2023. It provides utility functions specifically designed to subset and generate National Water Model (NWM) data URLs. This library simplifies the process of accessing NWM data for various purposes such as analysis, modeling, and visualization."}),"\n",(0,i.jsx)(n.p,{children:"Developed by CIROH 2023"}),"\n",(0,i.jsx)(n.h2,{id:"installation",children:"Installation"}),"\n",(0,i.jsxs)(n.p,{children:["You can install ",(0,i.jsx)(n.code,{children:"nwmurl"})," using pip:"]}),"\n",(0,i.jsx)(n.pre,{children:(0,i.jsx)(n.code,{className:"language-bash",children:"pip install nwmurl\n"})}),"\n",(0,i.jsx)(n.h2,{id:"usage",children:"Usage"}),"\n",(0,i.jsxs)(n.ol,{children:["\n",(0,i.jsxs)(n.li,{children:["\n",(0,i.jsxs)(n.p,{children:["In the code, you can modify the input parameters, such as ",(0,i.jsx)(n.code,{children:"start_date"}),", ",(0,i.jsx)(n.code,{children:"end_date"}),", ",(0,i.jsx)(n.code,{children:"fcst_cycle"}),", ",(0,i.jsx)(n.code,{children:"lead_time"}),", ",(0,i.jsx)(n.code,{children:"varinput"}),", ",(0,i.jsx)(n.code,{children:"geoinput"}),", and ",(0,i.jsx)(n.code,{children:"runinput"}),", to customize the NWM data retrieval."]}),"\n"]}),"\n",(0,i.jsxs)(n.li,{children:["\n",(0,i.jsxs)(n.p,{children:["The code will generate a list of JSON header URLs tailored to your specified parameters using the ",(0,i.jsx)(n.code,{children:"generate_urls"})," function."]}),"\n"]}),"\n"]}),"\n",(0,i.jsx)(n.h2,{id:"customize-your-data-retrieval-for-operational-dataset",children:"Customize Your Data Retrieval for Operational Dataset"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.code,{children:"start_date"}),': A string representing the starting date in the format "YYYYMMDDHHMM".']}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.code,{children:"end_date"}),": A string representing the ending date in the same format."]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.code,{children:"fcst_cycle"}),": A list of integers specifying forecast cycle numbers, e.g., ",(0,i.jsx)(n.code,{children:"[0, 1, 2, 3, 4]"}),". 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Available options include:","\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.code,{children:"1"})," for forcing data"]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.code,{children:"2"})," for model_output"]}),"\n"]}),"\n"]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.code,{children:"Selectet_var_types"}),": An integer or string representing the variable of interest within the NWM data. 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Thank you for helping improve nwmurl!"})]})}function h(e={}){const{wrapper:n}={...(0,r.R)(),...e.components};return n?(0,i.jsx)(n,{...e,children:(0,i.jsx)(d,{...e})}):d(e)}},8453:(e,n,s)=>{s.d(n,{R:()=>o,x:()=>l});var i=s(6540);const r={},t=i.createContext(r);function o(e){const n=i.useContext(t);return i.useMemo((function(){return"function"==typeof e?e(n):{...n,...e}}),[n,e])}function l(e){let n;return n=e.disableParentContext?"function"==typeof e.components?e.components(r):e.components||r:o(e.components),i.createElement(t.Provider,{value:n},e.children)}}}]);
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diff --git a/assets/js/4b940f79.07f621be.js b/assets/js/4b940f79.07f621be.js
deleted file mode 100644
index e17f0815b..000000000
--- a/assets/js/4b940f79.07f621be.js
+++ /dev/null
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diff --git a/assets/js/4b940f79.666d1176.js b/assets/js/4b940f79.666d1176.js
new file mode 100644
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In addition, variable time series can be visualized for each catchment using the variable dropdown menu."}),"\n"]}),"\n",(0,i.jsxs)(n.li,{children:["\n",(0,i.jsxs)(n.p,{children:["The Catchment layer is prepared into a ",(0,i.jsx)(n.code,{children:"shapefile"})," and published to a local instance of GeoServer in order to allow catchment layers to be accessed using ",(0,i.jsx)(n.code,{children:"WMS services"}),". The"]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{alt:"catchments",src:t(3519).A+"",width:"1330",height:"1032"})}),"\n"]}),"\n",(0,i.jsxs)(n.li,{children:["\n",(0,i.jsx)(n.p,{children:"Nexus can be selected in the map. The different nexus points are clustered in order to allow Nexus layers containing thousands of nexus points. The nexus points can also be accessed using custom dropdown to look for a specific nexus ID"}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{alt:"nexus",src:t(6914).A+"",width:"1330",height:"1032"})}),"\n"]}),"\n"]}),"\n",(0,i.jsx)(n.h1,{id:"running-the-application",children:"Running the Application"}),"\n",(0,i.jsxs)(n.h2,{id:"running-it-through-the-ngiabcloud-repository",children:["Running it through the ",(0,i.jsx)(n.a,{href:"https://github.com/CIROH-UA/NGIAB-CloudInfra",children:"NGIABCloud"})," Repository"]}),"\n",(0,i.jsxs)(n.p,{children:["It can be run through the ",(0,i.jsx)(n.code,{children:"guide.sh"}),". Once it has has finished running, you will be be prompted to use NGIAB-Visualizer app for visualization. The application will mount the output of the model.\nIt can be run through the ",(0,i.jsx)(n.code,{children:"viewOnTethys.sh"}),". It will prompt the user for the data folder they would like to use, and it will mount such directory top the app workspace:"]}),"\n",(0,i.jsxs)(n.p,{children:["Running it through the ",(0,i.jsx)(n.code,{children:"guide.sh"})," or ",(0,i.jsx)(n.code,{children:"viewOnTethys.sh"})," does the following:"]}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Start NGIAB client app and GeoServer containers"}),"\n",(0,i.jsx)(n.li,{children:"Prepare the catchments by publishing a shapefile store, that can be accessed by WMS service"}),"\n",(0,i.jsx)(n.li,{children:"Make a nexus.geojson (if none provided)"}),"\n",(0,i.jsx)(n.li,{children:"Copy the nexus.geojson to the config folder"}),"\n",(0,i.jsx)(n.li,{children:"Open a tab with the NGIAB client app in your current browser."}),"\n"]}),"\n",(0,i.jsx)(n.h2,{id:"running-it-locally",children:"Running it locally"}),"\n",(0,i.jsx)(n.h3,{id:"requirements",children:"Requirements"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Docker"}),"\n",(0,i.jsx)(n.li,{children:"miniconda3"}),"\n"]}),"\n",(0,i.jsx)(n.h3,{id:"steps",children:"Steps"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:["Install the tethys platform, you can actually use the ",(0,i.jsx)(n.code,{children:"micro-tethys"})," version."]}),"\n"]}),"\n",(0,i.jsx)(n.pre,{children:(0,i.jsx)(n.code,{className:"language-bash",children:"conda create -n tethys -c tethysplatform -c conda-forge micro-tethys-platform\n"})}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Activate the tethys environment"}),"\n"]}),"\n",(0,i.jsx)(n.pre,{children:(0,i.jsx)(n.code,{className:"language-bash",children:"conda activate tethys\n"})}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Generate the portal config file"}),"\n"]}),"\n",(0,i.jsx)(n.pre,{children:(0,i.jsx)(n.code,{className:"language-bash",children:"tethys gen portal_config\n"})}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"configure database. In this case sqlite"}),"\n"]}),"\n",(0,i.jsx)(n.pre,{children:(0,i.jsx)(n.code,{className:"language-bash",children:"tethys db configure\n"})}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Install the application from source code by running the following command"}),"\n"]}),"\n",(0,i.jsx)(n.pre,{children:(0,i.jsx)(n.code,{className:"language-bash",children:"tethys install -d\n"})}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:["\n",(0,i.jsxs)(n.p,{children:["Under the path ",(0,i.jsx)(n.code,{children:"tethysapp/ngiab/workspaces/app_workspace"})," put the resource folder that you use to run ",(0,i.jsx)(n.code,{children:"NGIAB"})]}),"\n"]}),"\n",(0,i.jsxs)(n.li,{children:["\n",(0,i.jsx)(n.p,{children:"Spin an instance of GeoServer using the following command:"}),"\n"]}),"\n"]}),"\n",(0,i.jsx)(n.pre,{children:(0,i.jsx)(n.code,{className:"language-bash",children:"#this will pull the image, use default values, and when prompt to mount data directory, put a valid path\ntethys docker init -c geoserver\n\n#this will start the container\ntethys docker start -c geoserver\n"})}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"Start the dev server"}),"\n"]}),"\n",(0,i.jsx)(n.pre,{children:(0,i.jsx)(n.code,{className:"language-bash",children:"tethys manage start\n"})}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:["to access the app, you might use the following","\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:"user: admin"}),"\n",(0,i.jsx)(n.li,{children:"password: pass"}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,i.jsx)(n.h3,{id:"additional-resoruices-information",children:"Additional resoruices Information"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsx)(n.li,{children:(0,i.jsx)(n.a,{href:"https://docs.tethysplatform.org/en/stable/installation.html",children:"Getting Started with Tethys"})}),"\n",(0,i.jsx)(n.li,{children:(0,i.jsx)(n.a,{href:"https://github.com/CIROH-UA/ngiab-client",children:"Source code"})}),"\n",(0,i.jsx)(n.li,{children:(0,i.jsx)(n.a,{href:"https://hub.docker.com/repository/docker/gioelkin/tethys-ngiab/general",children:"Docker Image"})}),"\n"]})]})}function h(e={}){const{wrapper:n}={...(0,s.R)(),...e.components};return n?(0,i.jsx)(n,{...e,children:(0,i.jsx)(d,{...e})}):d(e)}},3519:(e,n,t)=>{t.d(n,{A:()=>i});const i=t.p+"assets/images/catchments-3a7d75c6f977b3a9c0ef3e2faf35e8d5.png"},2207:(e,n,t)=>{t.d(n,{A:()=>i});const i=t.p+"assets/images/first_page-a565cac6d50fcb21ea56ccd06d9bba48.png"},6914:(e,n,t)=>{t.d(n,{A:()=>i});const i=t.p+"assets/images/nexus-3a7d75c6f977b3a9c0ef3e2faf35e8d5.png"},8453:(e,n,t)=>{t.d(n,{R:()=>r,x:()=>l});var i=t(6540);const s={},a=i.createContext(s);function r(e){const n=i.useContext(a);return i.useMemo((function(){return"function"==typeof e?e(n):{...n,...e}}),[n,e])}function l(e){let n;return n=e.disableParentContext?"function"==typeof e.components?e.components(s):e.components||s:r(e.components),i.createElement(a.Provider,{value:n},e.children)}}}]);
\ No newline at end of file
diff --git a/assets/js/6dcc75e0.894a6b19.js b/assets/js/6dcc75e0.894a6b19.js
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@@ -0,0 +1 @@
+"use strict";(self.webpackChunkciroh_docuhub=self.webpackChunkciroh_docuhub||[]).push([[3340],{1677:(e,r,t)=>{t.r(r),t.d(r,{assets:()=>l,contentTitle:()=>s,default:()=>d,frontMatter:()=>o,metadata:()=>a,toc:()=>h});var i=t(4848),n=t(8453);const o={sidebar_position:5,title:"CIROH Research Portal",description:"CIROH Research Portal",tags:["tethys","django","bigquery","national water center"]},s="CIROH Research Portal",a={id:"products/tethysportal/index",title:"CIROH Research Portal",description:"CIROH Research Portal",source:"@site/docs/products/tethysportal/index.md",sourceDirName:"products/tethysportal",slug:"/products/tethysportal/",permalink:"/docs/products/tethysportal/",draft:!1,unlisted:!1,editUrl:"https://github.com/CIROH-UA/ciroh-ua_website/edit/main/docs/products/tethysportal/index.md",tags:[{label:"tethys",permalink:"/docs/tags/tethys"},{label:"django",permalink:"/docs/tags/django"},{label:"bigquery",permalink:"/docs/tags/bigquery"},{label:"national water center",permalink:"/docs/tags/national-water-center"}],version:"current",sidebarPosition:5,frontMatter:{sidebar_position:5,title:"CIROH Research Portal",description:"CIROH Research Portal",tags:["tethys","django","bigquery","national water center"]},sidebar:"products",previous:{title:"NextGen Datastream",permalink:"/docs/products/nextgenDatastream/"},next:{title:"CSES",permalink:"/docs/products/cses/"}},l={},h=[{value:"Technologies",id:"technologies",level:2},{value:"Research Applications",id:"research-applications",level:2},{value:"Access",id:"access",level:2},{value:"Contribute",id:"contribute",level:2},{value:"Applications",id:"applications",level:3},{value:"Data",id:"data",level:3},{value:"Publications",id:"publications",level:3},{value:"Learning Modules",id:"learning-modules",level:3},{value:"Resources",id:"resources",level:3},{value:"Code",id:"code",level:2},{value:"Bugs and Issues",id:"bugs-and-issues",level:2},{value:"Team",id:"team",level:2}];function c(e){const r={a:"a",code:"code",h1:"h1",h2:"h2",h3:"h3",img:"img",li:"li",ol:"ol",p:"p",ul:"ul",...(0,n.R)(),...e.components};return(0,i.jsxs)(i.Fragment,{children:[(0,i.jsx)(r.h1,{id:"ciroh-research-portal",children:"CIROH Research Portal"}),"\n",(0,i.jsx)(r.p,{children:"Comprised of a large technologically and topically diverse group of scientists, CIROH and NOAA NWM researchers require a means to organize, catalog, coordinate, and share research data products, tools, visualizations, and interactive software applications in an accessible, consistent, and intuitive manner. This project aims to address this need by building and seeding a web-based catalog of interactive web applications, notebooks, software tools, and learning modules that demonstrate and provide access to NWM modeling advances, datasets, visualizations, and information synthesis innovations."}),"\n",(0,i.jsx)(r.p,{children:(0,i.jsx)(r.img,{alt:"CIROH Portal",src:t(4155).A+"",width:"1464",height:"988"})}),"\n",(0,i.jsx)(r.p,{children:"The resulting serves as a pathway for advances in research tools to inform the development of future applications within the National Water Center \u2013 e.g. within the Water Prediction Operations Division (WPOD) and the Geo Intelligence Division (GID). This project is a cross-cutting activity, exposing NWM research results across disciplines and institutions. The NWM Research Apps Portal is a highly visible resource that NOAA and CIROH leadership can use to showcase the work accomplished by the collaboration and within the cooperative institute. It also serve as a communication tool to allow the broader hydrologic research community to connect with the NWM research activities."}),"\n",(0,i.jsx)(r.h2,{id:"technologies",children:"Technologies"}),"\n",(0,i.jsx)(r.p,{children:"The proposed catalog is being built using Django CMS, Tethys Platform, HydroShare, HydroLearn, Amazon AWS cloud computing infrastructure, Google BigQuery data services, and an agile, continuous integration development and deployment approach. Use the following links to learn more about the technologies powering the NWM Research Apps Portal:"}),"\n",(0,i.jsxs)(r.ul,{children:["\n",(0,i.jsxs)(r.li,{children:[(0,i.jsx)(r.a,{href:"https://www.django-cms.org/",children:"Django CMS"})," - A Content Management System built on the most popular open-source Python-based web framework: Django."]}),"\n",(0,i.jsxs)(r.li,{children:[(0,i.jsx)(r.a,{href:"https://www.tethysplatform.org/",children:"Tethys Platform"})," - An open-source web framework for build and hosting geospatial and scientific web applications."]}),"\n",(0,i.jsxs)(r.li,{children:[(0,i.jsx)(r.a,{href:"https://www.hydroshare.org/",children:"HydroShare"})," - CUAHSI's online collaboration environment for sharing data, models, and code."]}),"\n",(0,i.jsxs)(r.li,{children:[(0,i.jsx)(r.a,{href:"https://www.hydrolearn.org/",children:"HydroLearn"})," - A platform for instructors to find and collaborate on developing learning modules, and for students to discover and learn from authentic problems."]}),"\n",(0,i.jsxs)(r.li,{children:[(0,i.jsx)(r.a,{href:"https://aws.amazon.com/",children:"Amazon AWS"})," - The NWM Research Apps Portal is hosted on AWS cloud resources."]}),"\n",(0,i.jsxs)(r.li,{children:[(0,i.jsx)(r.a,{href:"https://cloud.google.com/bigquery",children:"Google BigQuery"})," - BigQuery is a serverless and cost-effective enterprise data warehouse that works across clouds and scales with your data. Use built-in ML/AI and BI for insights at scale."]}),"\n"]}),"\n",(0,i.jsx)(r.h2,{id:"research-applications",children:"Research Applications"}),"\n",(0,i.jsxs)(r.p,{children:["The portal includes applications developed using the ",(0,i.jsx)(r.a,{href:"https://www.tethysplatform.org/",children:"Tethys Platform framework"}),", and external applications. Please use the following links to learn more about the applications hosted in the portal:"]}),"\n",(0,i.jsxs)(r.ul,{children:["\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.a,{href:"https://github.com/BYU-Hydroinformatics/Water-Data-Explorer.git",children:"Water Data Explorer"})}),"\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.a,{href:"https://github.com/BYU-Hydroinformatics/tethysapp-metdataexplorer.git",children:"Met Data Explorer"})}),"\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.a,{href:"https://github.com/tethysplatform/tethysapp-hydrocompute.git",children:"HydroCompute && HydroLang Tethys Application Demo"})}),"\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.a,{href:"https://github.com/Aquaveo/tethysapp-swe.git",children:"SWE"})}),"\n",(0,i.jsxs)(r.li,{children:[(0,i.jsx)(r.a,{href:"https://github.com/Aquaveo/gwdm.git",children:"Ground Water Mapper Application"})," (GWDM)"]}),"\n",(0,i.jsxs)(r.li,{children:[(0,i.jsx)(r.a,{href:"https://github.com/Aquaveo/ggst.git",children:"Ground Subsseting Tool"})," (GGST)"]}),"\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.a,{href:"https://github.com/BYU-Hydroinformatics/snow-inspector",children:"Snow Inspector"})}),"\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.a,{href:"https://github.com/Aquaveo/OWP",children:"OWP Tethys App"})}),"\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.a,{href:"https://github.com/whitelightning450/Tethys-CSES",children:"Community Streamflow Evaluation System (CSES)"})}),"\n",(0,i.jsxs)(r.li,{children:[(0,i.jsx)(r.a,{href:"https://water.noaa.gov/map",children:"OWP NWM Map Viewer"})," (Proxy App)"]}),"\n",(0,i.jsxs)(r.li,{children:[(0,i.jsx)(r.a,{href:"https://jupyterhub.cuahsi.org/hub/login",children:"CIROH JupyterHub"})," (Proxy App)"]}),"\n",(0,i.jsxs)(r.li,{children:[(0,i.jsx)(r.a,{href:"https://www.hydroshare.org/home/",children:"HydroShare"})," (Proxy App)"]}),"\n"]}),"\n",(0,i.jsxs)(r.p,{children:["You can develop an application using the ",(0,i.jsx)(r.a,{href:"https://www.tethysplatform.org/",children:"Tethys platform"}),", which can later be installed in the portal for greater visibility."]}),"\n",(0,i.jsx)(r.h2,{id:"access",children:"Access"}),"\n",(0,i.jsxs)(r.p,{children:["The developed NWM Research Apps Portal is hosted at ",(0,i.jsx)(r.a,{href:"https://portal.ciroh.org",children:"https://portal.ciroh.org"})," and serves as a platform that links and organizes together a curated selection of publicly-facing NWM visualization and analysis tools developed by CIROH and NOAA."]}),"\n",(0,i.jsx)(r.h2,{id:"contribute",children:"Contribute"}),"\n",(0,i.jsx)(r.p,{children:"There are many ways to contribute to the NWM Research Apps Portal. You can contribute applications, datasets, learning modules, and publications, which will gain greater visibility within the CIROH community."}),"\n",(0,i.jsx)(r.h3,{id:"applications",children:"Applications"}),"\n",(0,i.jsxs)(r.p,{children:["If you would like any current application that you have to appear on the ",(0,i.jsx)(r.a,{href:"http://portal.ciroh.org/applications/",children:"portal application page"}),", you can create a ",(0,i.jsx)(r.a,{href:"https://www.hydroshare.org/home/",children:"HydroShare"})," resource containing your application information, and it will be displayed automatically in the portal. Follow these steps:"]}),"\n",(0,i.jsxs)(r.ol,{children:["\n",(0,i.jsx)(r.li,{children:"Log in to HydroShare or create an account."}),"\n",(0,i.jsx)(r.li,{children:"Create a HydroShare App Resource."}),"\n",(0,i.jsxs)(r.li,{children:["Add the following keyword: ",(0,i.jsx)(r.code,{children:"nwm_portal_app"}),"."]}),"\n",(0,i.jsxs)(r.li,{children:["Fill in the following metadata:","\n",(0,i.jsxs)(r.ul,{children:["\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.code,{children:"app_icon"})}),"\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.code,{children:"help_page_url"})}),"\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.code,{children:"app_home_page_url"})}),"\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.code,{children:"source_code_url"})}),"\n"]}),"\n"]}),"\n",(0,i.jsx)(r.li,{children:"Make the resource public."}),"\n"]}),"\n",(0,i.jsxs)(r.p,{children:["After following these steps, you will be able to see your app as shown below:\n",(0,i.jsx)(r.img,{alt:"applications",src:t(86).A+"",width:"1154",height:"961"})]}),"\n",(0,i.jsx)(r.h3,{id:"data",children:"Data"}),"\n",(0,i.jsxs)(r.p,{children:["If you would like any current data set that you have to appear on the ",(0,i.jsx)(r.a,{href:"http://portal.ciroh.org/data-access/",children:"portal data access page"}),", you can create a ",(0,i.jsx)(r.a,{href:"https://www.hydroshare.org/home/",children:"HydroShare"})," resource containing your dataset information, and it will be displayed automatically in the portal. Follow these steps:"]}),"\n",(0,i.jsxs)(r.ol,{children:["\n",(0,i.jsx)(r.li,{children:"Log in to HydroShare or create an account."}),"\n",(0,i.jsx)(r.li,{children:"Create a HydroShare App Resource."}),"\n",(0,i.jsxs)(r.li,{children:["Add the following keyword: ",(0,i.jsx)(r.code,{children:"nwm_portal_data"}),"."]}),"\n",(0,i.jsxs)(r.li,{children:["Fill in the following metadata:","\n",(0,i.jsxs)(r.ul,{children:["\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.code,{children:"app_icon"})}),"\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.code,{children:"help_page_url"})}),"\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.code,{children:"app_home_page_url"})}),"\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.code,{children:"source_code_url"})}),"\n"]}),"\n"]}),"\n",(0,i.jsx)(r.li,{children:"Make the resource public."}),"\n"]}),"\n",(0,i.jsx)(r.p,{children:"After following these steps, you will be able to see your dataset:"}),"\n",(0,i.jsx)(r.h3,{id:"publications",children:"Publications"}),"\n",(0,i.jsxs)(r.p,{children:["If you would like any current or previous publication to appear on the ",(0,i.jsx)(r.a,{href:"http://portal.ciroh.org/publications/",children:"portal publications page"}),", you can create a ",(0,i.jsx)(r.a,{href:"https://www.zotero.org/",children:"Zotero"})," item in the ",(0,i.jsx)(r.a,{href:"https://www.zotero.org/groups/5261687/ciroh/library",children:"Zotero CIROH Library Group"})," for your publications, and it will be displayed automatically in the portal. Follow these steps:"]}),"\n",(0,i.jsxs)(r.ol,{children:["\n",(0,i.jsxs)(r.li,{children:["Request access to the ",(0,i.jsx)(r.a,{href:"https://www.zotero.org/groups/5261687/ciroh/library",children:"Zotero CIROH Library Group"}),"."]}),"\n",(0,i.jsx)(r.li,{children:"Return to your Zotero library."}),"\n",(0,i.jsx)(r.li,{children:"Sync your Zotero account to see your group folder."}),"\n",(0,i.jsx)(r.li,{children:"Click on a group folder, then add new citations using the Zotero icon in the URL bar or drag and drop items from other folders into your group folders."}),"\n"]}),"\n",(0,i.jsxs)(r.p,{children:["After following these steps, you will be able to see your publications:\n",(0,i.jsx)(r.img,{alt:"publications",src:t(9730).A+"",width:"1146",height:"889"})]}),"\n",(0,i.jsx)(r.h3,{id:"learning-modules",children:"Learning Modules"}),"\n",(0,i.jsxs)(r.p,{children:["If you would like any ",(0,i.jsx)(r.a,{href:"https://www.hydrolearn.org/",children:"HydroLearn"})," learning module to appear on the ",(0,i.jsx)(r.a,{href:"http://portal.ciroh.org/learning-modules/",children:"portal learning modules page"}),", you can create a HydroShare resource containing your learning module information, and it will be displayed automatically in the portal. Follow these steps:"]}),"\n",(0,i.jsxs)(r.ol,{children:["\n",(0,i.jsx)(r.li,{children:"Log in to HydroShare or create an account."}),"\n",(0,i.jsx)(r.li,{children:"Create a HydroShare App Resource."}),"\n",(0,i.jsxs)(r.li,{children:["Add the following keyword: ",(0,i.jsx)(r.code,{children:"nwm_portal_module"}),"."]}),"\n",(0,i.jsx)(r.li,{children:"Make the resource public."}),"\n"]}),"\n",(0,i.jsx)(r.p,{children:"After following these steps, you will be able to see your learning module:"}),"\n",(0,i.jsx)(r.h3,{id:"resources",children:"Resources"}),"\n",(0,i.jsxs)(r.ul,{children:["\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.a,{href:"https://help.hydroshare.org/sharing-and-privacy/sharing-and-publishing-resources/",children:"Making Resources Public"})}),"\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.a,{href:"https://help.hydroshare.org/hydroshare-resources/",children:"HydroShare Resources"})}),"\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.a,{href:"https://help.hydroshare.org/creating-and-managing-resources/",children:"Uploading and Publishing Data and Models"})}),"\n"]}),"\n",(0,i.jsx)(r.h2,{id:"code",children:"Code"}),"\n",(0,i.jsx)(r.p,{children:"The source code for the NWM Research Apps Portal can be found on GitHub:"}),"\n",(0,i.jsxs)(r.ul,{children:["\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.a,{href:"https://github.com/CIROH-UA/tethysportal-ciroh",children:"https://github.com/CIROH-UA/tethysportal-ciroh"})}),"\n"]}),"\n",(0,i.jsx)(r.h2,{id:"bugs-and-issues",children:"Bugs and Issues"}),"\n",(0,i.jsx)(r.p,{children:"Please report bugs and issues on the GitHub Issues page:"}),"\n",(0,i.jsxs)(r.ul,{children:["\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.a,{href:"https://github.com/CIROH-UA/tethysportal-ciroh/issues",children:"https://github.com/CIROH-UA/tethysportal-ciroh/issues"})}),"\n"]}),"\n",(0,i.jsx)(r.h2,{id:"team",children:"Team"}),"\n",(0,i.jsxs)(r.ul,{children:["\n",(0,i.jsx)(r.li,{children:"Brigham Young University - Roja Najafi, Iman Maghami, Dan Ames, Jim Nelson"}),"\n",(0,i.jsx)(r.li,{children:"University of Iowa - Ibrahim Demir"}),"\n",(0,i.jsx)(r.li,{children:"Aquaveo Contractors - Gio Romero, Michael Souffront, Nathan Swain"}),"\n"]})]})}function d(e={}){const{wrapper:r}={...(0,n.R)(),...e.components};return r?(0,i.jsx)(r,{...e,children:(0,i.jsx)(c,{...e})}):c(e)}},86:(e,r,t)=>{t.d(r,{A:()=>i});const i=t.p+"assets/images/applications-d8d43b7d369abacbfeeb50edec89dbcf.png"},4155:(e,r,t)=>{t.d(r,{A:()=>i});const i=t.p+"assets/images/ciroh-tethys-apps-library-34210787164a6e66dcb274b64be41f22.png"},9730:(e,r,t)=>{t.d(r,{A:()=>i});const i=t.p+"assets/images/publications-5cddc0ef29c37fdf0ca69182e270551d.png"},8453:(e,r,t)=>{t.d(r,{R:()=>s,x:()=>a});var i=t(6540);const n={},o=i.createContext(n);function s(e){const r=i.useContext(o);return i.useMemo((function(){return"function"==typeof e?e(r):{...r,...e}}),[r,e])}function a(e){let r;return r=e.disableParentContext?"function"==typeof e.components?e.components(n):e.components||n:s(e.components),i.createElement(o.Provider,{value:r},e.children)}}}]);
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diff --git a/assets/js/6dcc75e0.d01b34be.js b/assets/js/6dcc75e0.d01b34be.js
deleted file mode 100644
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@@ -1 +0,0 @@
-"use strict";(self.webpackChunkciroh_docuhub=self.webpackChunkciroh_docuhub||[]).push([[3340],{1677:(e,r,t)=>{t.r(r),t.d(r,{assets:()=>l,contentTitle:()=>s,default:()=>d,frontMatter:()=>o,metadata:()=>a,toc:()=>h});var i=t(4848),n=t(8453);const o={sidebar_position:5,title:"CIROH Research Portal",description:"CIROH Research Portal",tags:["tethys","django","bigquery","national water center"]},s="CIROH Research Portal",a={id:"products/tethysportal/index",title:"CIROH Research Portal",description:"CIROH Research Portal",source:"@site/docs/products/tethysportal/index.md",sourceDirName:"products/tethysportal",slug:"/products/tethysportal/",permalink:"/docs/products/tethysportal/",draft:!1,unlisted:!1,editUrl:"https://github.com/CIROH-UA/ciroh-ua_website/edit/main/docs/products/tethysportal/index.md",tags:[{label:"tethys",permalink:"/docs/tags/tethys"},{label:"django",permalink:"/docs/tags/django"},{label:"bigquery",permalink:"/docs/tags/bigquery"},{label:"national water center",permalink:"/docs/tags/national-water-center"}],version:"current",sidebarPosition:5,frontMatter:{sidebar_position:5,title:"CIROH Research Portal",description:"CIROH Research Portal",tags:["tethys","django","bigquery","national water center"]},sidebar:"products",previous:{title:"NextGen in Box Client",permalink:"/docs/products/ngiabclient/"},next:{title:"CSES",permalink:"/docs/products/cses/"}},l={},h=[{value:"Technologies",id:"technologies",level:2},{value:"Research Applications",id:"research-applications",level:2},{value:"Access",id:"access",level:2},{value:"Contribute",id:"contribute",level:2},{value:"Applications",id:"applications",level:3},{value:"Data",id:"data",level:3},{value:"Publications",id:"publications",level:3},{value:"Learning Modules",id:"learning-modules",level:3},{value:"Resources",id:"resources",level:3},{value:"Code",id:"code",level:2},{value:"Bugs and Issues",id:"bugs-and-issues",level:2},{value:"Team",id:"team",level:2}];function c(e){const r={a:"a",code:"code",h1:"h1",h2:"h2",h3:"h3",img:"img",li:"li",ol:"ol",p:"p",ul:"ul",...(0,n.R)(),...e.components};return(0,i.jsxs)(i.Fragment,{children:[(0,i.jsx)(r.h1,{id:"ciroh-research-portal",children:"CIROH Research Portal"}),"\n",(0,i.jsx)(r.p,{children:"Comprised of a large technologically and topically diverse group of scientists, CIROH and NOAA NWM researchers require a means to organize, catalog, coordinate, and share research data products, tools, visualizations, and interactive software applications in an accessible, consistent, and intuitive manner. This project aims to address this need by building and seeding a web-based catalog of interactive web applications, notebooks, software tools, and learning modules that demonstrate and provide access to NWM modeling advances, datasets, visualizations, and information synthesis innovations."}),"\n",(0,i.jsx)(r.p,{children:(0,i.jsx)(r.img,{alt:"CIROH Portal",src:t(4155).A+"",width:"1464",height:"988"})}),"\n",(0,i.jsx)(r.p,{children:"The resulting serves as a pathway for advances in research tools to inform the development of future applications within the National Water Center \u2013 e.g. within the Water Prediction Operations Division (WPOD) and the Geo Intelligence Division (GID). This project is a cross-cutting activity, exposing NWM research results across disciplines and institutions. The NWM Research Apps Portal is a highly visible resource that NOAA and CIROH leadership can use to showcase the work accomplished by the collaboration and within the cooperative institute. It also serve as a communication tool to allow the broader hydrologic research community to connect with the NWM research activities."}),"\n",(0,i.jsx)(r.h2,{id:"technologies",children:"Technologies"}),"\n",(0,i.jsx)(r.p,{children:"The proposed catalog is being built using Django CMS, Tethys Platform, HydroShare, HydroLearn, Amazon AWS cloud computing infrastructure, Google BigQuery data services, and an agile, continuous integration development and deployment approach. Use the following links to learn more about the technologies powering the NWM Research Apps Portal:"}),"\n",(0,i.jsxs)(r.ul,{children:["\n",(0,i.jsxs)(r.li,{children:[(0,i.jsx)(r.a,{href:"https://www.django-cms.org/",children:"Django CMS"})," - A Content Management System built on the most popular open-source Python-based web framework: Django."]}),"\n",(0,i.jsxs)(r.li,{children:[(0,i.jsx)(r.a,{href:"https://www.tethysplatform.org/",children:"Tethys Platform"})," - An open-source web framework for build and hosting geospatial and scientific web applications."]}),"\n",(0,i.jsxs)(r.li,{children:[(0,i.jsx)(r.a,{href:"https://www.hydroshare.org/",children:"HydroShare"})," - CUAHSI's online collaboration environment for sharing data, models, and code."]}),"\n",(0,i.jsxs)(r.li,{children:[(0,i.jsx)(r.a,{href:"https://www.hydrolearn.org/",children:"HydroLearn"})," - A platform for instructors to find and collaborate on developing learning modules, and for students to discover and learn from authentic problems."]}),"\n",(0,i.jsxs)(r.li,{children:[(0,i.jsx)(r.a,{href:"https://aws.amazon.com/",children:"Amazon AWS"})," - The NWM Research Apps Portal is hosted on AWS cloud resources."]}),"\n",(0,i.jsxs)(r.li,{children:[(0,i.jsx)(r.a,{href:"https://cloud.google.com/bigquery",children:"Google BigQuery"})," - BigQuery is a serverless and cost-effective enterprise data warehouse that works across clouds and scales with your data. Use built-in ML/AI and BI for insights at scale."]}),"\n"]}),"\n",(0,i.jsx)(r.h2,{id:"research-applications",children:"Research Applications"}),"\n",(0,i.jsxs)(r.p,{children:["The portal includes applications developed using the ",(0,i.jsx)(r.a,{href:"https://www.tethysplatform.org/",children:"Tethys Platform framework"}),", and external applications. Please use the following links to learn more about the applications hosted in the portal:"]}),"\n",(0,i.jsxs)(r.ul,{children:["\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.a,{href:"https://github.com/BYU-Hydroinformatics/Water-Data-Explorer.git",children:"Water Data Explorer"})}),"\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.a,{href:"https://github.com/BYU-Hydroinformatics/tethysapp-metdataexplorer.git",children:"Met Data Explorer"})}),"\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.a,{href:"https://github.com/tethysplatform/tethysapp-hydrocompute.git",children:"HydroCompute && HydroLang Tethys Application Demo"})}),"\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.a,{href:"https://github.com/Aquaveo/tethysapp-swe.git",children:"SWE"})}),"\n",(0,i.jsxs)(r.li,{children:[(0,i.jsx)(r.a,{href:"https://github.com/Aquaveo/gwdm.git",children:"Ground Water Mapper Application"})," (GWDM)"]}),"\n",(0,i.jsxs)(r.li,{children:[(0,i.jsx)(r.a,{href:"https://github.com/Aquaveo/ggst.git",children:"Ground Subsseting Tool"})," (GGST)"]}),"\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.a,{href:"https://github.com/BYU-Hydroinformatics/snow-inspector",children:"Snow Inspector"})}),"\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.a,{href:"https://github.com/Aquaveo/OWP",children:"OWP Tethys App"})}),"\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.a,{href:"https://github.com/whitelightning450/Tethys-CSES",children:"Community Streamflow Evaluation System (CSES)"})}),"\n",(0,i.jsxs)(r.li,{children:[(0,i.jsx)(r.a,{href:"https://water.noaa.gov/map",children:"OWP NWM Map Viewer"})," (Proxy App)"]}),"\n",(0,i.jsxs)(r.li,{children:[(0,i.jsx)(r.a,{href:"https://jupyterhub.cuahsi.org/hub/login",children:"CIROH JupyterHub"})," (Proxy App)"]}),"\n",(0,i.jsxs)(r.li,{children:[(0,i.jsx)(r.a,{href:"https://www.hydroshare.org/home/",children:"HydroShare"})," (Proxy App)"]}),"\n"]}),"\n",(0,i.jsxs)(r.p,{children:["You can develop an application using the ",(0,i.jsx)(r.a,{href:"https://www.tethysplatform.org/",children:"Tethys platform"}),", which can later be installed in the portal for greater visibility."]}),"\n",(0,i.jsx)(r.h2,{id:"access",children:"Access"}),"\n",(0,i.jsxs)(r.p,{children:["The developed NWM Research Apps Portal is hosted at ",(0,i.jsx)(r.a,{href:"https://portal.ciroh.org",children:"https://portal.ciroh.org"})," and serves as a platform that links and organizes together a curated selection of publicly-facing NWM visualization and analysis tools developed by CIROH and NOAA."]}),"\n",(0,i.jsx)(r.h2,{id:"contribute",children:"Contribute"}),"\n",(0,i.jsx)(r.p,{children:"There are many ways to contribute to the NWM Research Apps Portal. You can contribute applications, datasets, learning modules, and publications, which will gain greater visibility within the CIROH community."}),"\n",(0,i.jsx)(r.h3,{id:"applications",children:"Applications"}),"\n",(0,i.jsxs)(r.p,{children:["If you would like any current application that you have to appear on the ",(0,i.jsx)(r.a,{href:"http://portal.ciroh.org/applications/",children:"portal application page"}),", you can create a ",(0,i.jsx)(r.a,{href:"https://www.hydroshare.org/home/",children:"HydroShare"})," resource containing your application information, and it will be displayed automatically in the portal. Follow these steps:"]}),"\n",(0,i.jsxs)(r.ol,{children:["\n",(0,i.jsx)(r.li,{children:"Log in to HydroShare or create an account."}),"\n",(0,i.jsx)(r.li,{children:"Create a HydroShare App Resource."}),"\n",(0,i.jsxs)(r.li,{children:["Add the following keyword: ",(0,i.jsx)(r.code,{children:"nwm_portal_app"}),"."]}),"\n",(0,i.jsxs)(r.li,{children:["Fill in the following metadata:","\n",(0,i.jsxs)(r.ul,{children:["\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.code,{children:"app_icon"})}),"\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.code,{children:"help_page_url"})}),"\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.code,{children:"app_home_page_url"})}),"\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.code,{children:"source_code_url"})}),"\n"]}),"\n"]}),"\n",(0,i.jsx)(r.li,{children:"Make the resource public."}),"\n"]}),"\n",(0,i.jsxs)(r.p,{children:["After following these steps, you will be able to see your app as shown below:\n",(0,i.jsx)(r.img,{alt:"applications",src:t(86).A+"",width:"1154",height:"961"})]}),"\n",(0,i.jsx)(r.h3,{id:"data",children:"Data"}),"\n",(0,i.jsxs)(r.p,{children:["If you would like any current data set that you have to appear on the ",(0,i.jsx)(r.a,{href:"http://portal.ciroh.org/data-access/",children:"portal data access page"}),", you can create a ",(0,i.jsx)(r.a,{href:"https://www.hydroshare.org/home/",children:"HydroShare"})," resource containing your dataset information, and it will be displayed automatically in the portal. Follow these steps:"]}),"\n",(0,i.jsxs)(r.ol,{children:["\n",(0,i.jsx)(r.li,{children:"Log in to HydroShare or create an account."}),"\n",(0,i.jsx)(r.li,{children:"Create a HydroShare App Resource."}),"\n",(0,i.jsxs)(r.li,{children:["Add the following keyword: ",(0,i.jsx)(r.code,{children:"nwm_portal_data"}),"."]}),"\n",(0,i.jsxs)(r.li,{children:["Fill in the following metadata:","\n",(0,i.jsxs)(r.ul,{children:["\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.code,{children:"app_icon"})}),"\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.code,{children:"help_page_url"})}),"\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.code,{children:"app_home_page_url"})}),"\n",(0,i.jsx)(r.li,{children:(0,i.jsx)(r.code,{children:"source_code_url"})}),"\n"]}),"\n"]}),"\n",(0,i.jsx)(r.li,{children:"Make the resource public."}),"\n"]}),"\n",(0,i.jsx)(r.p,{children:"After following these steps, you will be able to see your dataset:"}),"\n",(0,i.jsx)(r.h3,{id:"publications",children:"Publications"}),"\n",(0,i.jsxs)(r.p,{children:["If you would like any current or previous publication to appear on the ",(0,i.jsx)(r.a,{href:"http://portal.ciroh.org/publications/",children:"portal publications page"}),", you can create a ",(0,i.jsx)(r.a,{href:"https://www.zotero.org/",children:"Zotero"})," item in the ",(0,i.jsx)(r.a,{href:"https://www.zotero.org/groups/5261687/ciroh/library",children:"Zotero CIROH Library Group"})," for your publications, and it will be displayed automatically in the portal. Follow these steps:"]}),"\n",(0,i.jsxs)(r.ol,{children:["\n",(0,i.jsxs)(r.li,{children:["Request access to the ",(0,i.jsx)(r.a,{href:"https://www.zotero.org/groups/5261687/ciroh/library",children:"Zotero CIROH Library Group"}),"."]}),"\n",(0,i.jsx)(r.li,{children:"Return to your Zotero library."}),"\n",(0,i.jsx)(r.li,{children:"Sync your Zotero account to see your group folder."}),"\n",(0,i.jsx)(r.li,{children:"Click on a group folder, then add new citations using the Zotero icon in the URL bar or drag and drop items from other folders into your group folders."}),"\n"]}),"\n",(0,i.jsxs)(r.p,{children:["After following these steps, you will be able to see your publications:\n",(0,i.jsx)(r.img,{alt:"publications",src:t(9730).A+"",width:"1146",height:"889"})]}),"\n",(0,i.jsx)(r.h3,{id:"learning-modules",children:"Learning Modules"}),"\n",(0,i.jsxs)(r.p,{children:["If you would like any ",(0,i.jsx)(r.a,{href:"https://www.hydrolearn.org/",children:"HydroLearn"})," learning module to appear on the ",(0,i.jsx)(r.a,{href:"http://portal.ciroh.org/learning-modules/",children:"portal learning modules page"}),", you can create a HydroShare resource containing your learning module information, and it will be displayed automatically in the portal. 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Community Streamflow Evaluation System (CSES) is a Python-based, user friendly, fast, and model agnostic streamflow evaluator tool. This tool can be used to evaluate any hydrological model that uses NHDPlus dataset. It allows a user to evaluate the performance of a hydrological model at the collocated USGS gauges and NHDPlus stream reaches. This Python-based tool helps visualize the results and investigate the model performance interactively. The current version of the tool is available on GitHub and can be accessed using the following link.
