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Nws Flood Thresholds

Community
xuansenpa1
nws-flood-thresholds

Download flood stage thresholds from NWS (National Weather Service). Use when determining flood levels for USGS stations, accessing action/minor/moderate/major flood stages, or matching stations to their flood thresholds.

Overview

Publisherxuansenpa1
Repositoryskillrevise
Skill namenws-flood-thresholds
Stars
56
Forks
3
Bundled files
Instructions only
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by xuansenpa1 on GitHub. Read the source before you install it.

Installation

Install the Nws Flood Thresholds AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/xuansenpa1/skillrevise/tree/main/data/skillsbench/tasks/flood-risk-analysis/environment/skills/nws-flood-thresholds
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/xuansenpa1/skillrevise.git /tmp/skillrevise
mkdir -p .claude/skills
cp -r /tmp/skillrevise/data/skillsbench/tasks/flood-risk-analysis/environment/skills/nws-flood-thresholds .claude/skills/nws-flood-thresholds
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Nws Flood Thresholds in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Nws Flood Thresholds on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Nws Flood Thresholds is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

NWS Flood Thresholds Guide

Overview

The National Weather Service (NWS) maintains flood stage thresholds for thousands of stream gages across the United States. These thresholds define when water levels become hazardous.

Data Sources

Option 1: Bulk CSV Download (Recommended for Multiple Stations)

https://water.noaa.gov/resources/downloads/reports/nwps_all_gauges_report.csv

Option 2: Individual Station Pages

https://water.noaa.gov/gauges/<station_id>

Example: https://water.noaa.gov/gauges/04118105

Flood Stage Categories

CategoryCSV ColumnDescription
Action Stageaction stageWater level requiring monitoring, preparation may be needed
Flood Stage (Minor)flood stageMinimal property damage, some public threat. Use this to determine if flooding occurred.
Moderate Flood Stagemoderate flood stageStructure inundation, evacuations may be needed
Major Flood Stagemajor flood stageExtensive damage, significant evacuations required

For general flood detection, use the flood stage column as the threshold.

Downloading Bulk CSV

python
import pandas as pd
import csv
import urllib.request
import io

nws_url = "https://water.noaa.gov/resources/downloads/reports/nwps_all_gauges_report.csv"

response = urllib.request.urlopen(nws_url)
content = response.read().decode('utf-8')
reader = csv.reader(io.StringIO(content))
headers = next(reader)
data = [row[:43] for row in reader]  # Truncate to 43 columns
nws_df = pd.DataFrame(data, columns=headers)

Important: CSV Column Mismatch

The NWS CSV has a known issue: header row has 43 columns but data rows have 44 columns. Always truncate data rows to match header count:

python
data = [row[:43] for row in reader]

Key Columns

Column NameDescription
usgs idUSGS station ID (8-digit string)
location nameStation name/location
stateTwo-letter state code
action stageAction threshold (feet)
flood stageMinor flood threshold (feet)
moderate flood stageModerate flood threshold (feet)
major flood stageMajor flood threshold (feet)

Converting to Numeric

Threshold columns need conversion from strings:

python
nws_df['flood stage'] = pd.to_numeric(nws_df['flood stage'], errors='coerce')

Filtering by State

python
# Get stations for a specific state
state_stations = nws_df[
    (nws_df['state'] == '<STATE_CODE>') &
    (nws_df['usgs id'].notna()) &
    (nws_df['usgs id'] != '') &
    (nws_df['flood stage'].notna()) &
    (nws_df['flood stage'] != -9999)
]

Matching Thresholds to Station IDs

python
# Build a dictionary of station thresholds
station_ids = ['<id_1>', '<id_2>', '<id_3>']
thresholds = {}

for _, row in nws_df.iterrows():
    usgs_id = str(row['usgs id']).strip()
    if usgs_id in station_ids:
        thresholds[usgs_id] = {
            'name': row['location name'],
            'flood': row['flood stage']
        }

Common Issues

IssueCauseSolution
Column mismatch errorCSV has 44 data columns but 43 headersTruncate rows to 43 columns
Missing thresholdsStation not in NWS databaseSkip station or use alternative source
Value is -9999No threshold definedFilter out these values
Empty usgs idNWS-only stationFilter by usgs id != ''

Best Practices

  • Always truncate CSV rows to match header count
  • Convert threshold columns to numeric before comparison
  • Filter out -9999 values (indicates no threshold defined)
  • Match stations by USGS ID (8-digit string with leading zeros)
  • Some stations may have flood stage but not action/moderate/major

Frequently asked questions

What does the Nws Flood Thresholds AI skill do?

Download flood stage thresholds from NWS (National Weather Service). Use when determining flood levels for USGS stations, accessing action/minor/moderate/major flood stages, or matching stations to their flood thresholds.

Why use Nws Flood Thresholds on TypingMind?

Because you install it once and use it with any model. Nws Flood Thresholds is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Nws Flood Thresholds in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/xuansenpa1/skillrevise/tree/main/data/skillsbench/tasks/flood-risk-analysis/environment/skills/nws-flood-thresholds. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Nws Flood Thresholds?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Nws Flood Thresholds?

As many as you like. As long as a model supports skills, you can use Nws Flood Thresholds with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Nws Flood Thresholds AI skill free?

Yes. It is published on GitHub by xuansenpa1 under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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