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usgs-data-download

作者 wu-uk · GitHub ↗ · v0.1.0 · MIT-0
cross-platform ✓ 安全检测通过
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在 OpenClaw 中安装
/install flood-risk-analysis-usgs-data-download
功能描述
Download water level data from USGS using the dataretrieval package. Use when accessing real-time or historical streamflow data, downloading gage height or d...
使用说明 (SKILL.md)

USGS Data Download Guide

Overview

This guide covers downloading water level data from USGS using the dataretrieval Python package. USGS maintains thousands of stream gages across the United States that record water levels at 15-minute intervals.

Installation

pip install dataretrieval

nwis Module (Recommended)

The NWIS module is reliable and straightforward for accessing gage height data.

from dataretrieval import nwis

# Get instantaneous values (15-min intervals)
df, meta = nwis.get_iv(
    sites='\x3Cstation_id>',
    start='\x3Cstart_date>',
    end='\x3Cend_date>',
    parameterCd='00065'
)

# Get daily values
df, meta = nwis.get_dv(
    sites='\x3Cstation_id>',
    start='\x3Cstart_date>',
    end='\x3Cend_date>',
    parameterCd='00060'
)

# Get site information
info, meta = nwis.get_info(sites='\x3Cstation_id>')

Parameter Codes

Code Parameter Unit Description
00065 Gage height feet Water level above datum
00060 Discharge cfs Streamflow volume

nwis Module Functions

Function Description Data Frequency
nwis.get_iv() Instantaneous values ~15 minutes
nwis.get_dv() Daily values Daily
nwis.get_info() Site information N/A
nwis.get_stats() Statistical summaries N/A
nwis.get_peaks() Annual peak discharge Annual

Returned DataFrame Structure

The DataFrame has a datetime index and these columns:

Column Description
site_no Station ID
00065 Water level value
00065_cd Quality code (can ignore)

Downloading Multiple Stations

from dataretrieval import nwis

station_ids = ['\x3Cid_1>', '\x3Cid_2>', '\x3Cid_3>']
all_data = {}

for site_id in station_ids:
    try:
        df, meta = nwis.get_iv(
            sites=site_id,
            start='\x3Cstart_date>',
            end='\x3Cend_date>',
            parameterCd='00065'
        )
        if len(df) > 0:
            all_data[site_id] = df
    except Exception as e:
        print(f"Failed to download {site_id}: {e}")

print(f"Successfully downloaded: {len(all_data)} stations")

Extracting the Value Column

# Find the gage height column (excludes quality code column)
gage_col = [c for c in df.columns if '00065' in str(c) and '_cd' not in str(c)]

if gage_col:
    water_levels = df[gage_col[0]]
    print(water_levels.head())

Common Issues

Issue Cause Solution
Empty DataFrame Station has no data for date range Try different dates or use get_iv()
get_dv() returns empty No daily gage height data Use get_iv() and aggregate
Connection error Network issue Wrap in try/except, retry
Rate limited Too many requests Add delays between requests

Best Practices

  • Always wrap API calls in try/except for failed downloads
  • Check len(df) > 0 before processing
  • Station IDs are 8-digit strings with leading zeros (e.g., '04119000')
  • Use get_iv() for gage height, as daily data is often unavailable
  • Filter columns to exclude quality code columns (_cd)
  • Break up large requests into smaller time periods to avoid timeouts
安全使用建议
This guide appears coherent and appropriate for downloading USGS data. Before using it: run pip install in an isolated virtualenv, pin or review the dataretrieval package/version you install, be aware that downloads can be large and USGS may rate-limit requests (add delays or split date ranges), and verify station IDs and date ranges to avoid empty downloads. No credentials are required by the guide.
功能分析
Type: OpenClaw Skill Name: flood-risk-analysis-usgs-data-download Version: 0.1.0 The skill bundle provides legitimate instructions and code snippets for using the 'dataretrieval' Python library to access USGS water level data. All code examples in SKILL.md are aligned with the stated purpose, and there are no indicators of data exfiltration, malicious execution, or prompt injection.
能力评估
Purpose & Capability
Name and description match the content: the SKILL.md explains how to use the dataretrieval package to fetch USGS gage data (instantaneous and daily), including code examples and parameter codes. Nothing requested is unrelated to downloading USGS data.
Instruction Scope
Runtime instructions are narrowly scoped to installing dataretrieval, calling nwis.get_iv/get_dv/get_info, handling empty results, and rate-limiting. The guide does not instruct reading unrelated files, accessing environment variables, or sending data to unexpected endpoints.
Install Mechanism
There is no platform install spec (instruction-only), but the guide tells the user to run `pip install dataretrieval`. This is expected for a Python-based HOWTO; be aware pip installs code from PyPI (unreviewed) — consider using a virtualenv, pinning a version, and reviewing the package source before installation.
Credentials
The skill declares no required environment variables, credentials, or config paths and the instructions do not reference any secrets. Network access to USGS endpoints is required, which is appropriate for the stated purpose.
Persistence & Privilege
Skill is instruction-only with no install-time persistence requested and always:false. It does not request permanent presence or modify other skills or system-wide configurations.
如何使用
  1. 确保已安装 OpenClaw(本地或 Docker 部署)
  2. 在对话框中输入安装命令:/install flood-risk-analysis-usgs-data-download
  3. 安装完成后,直接呼叫该 Skill 的名称或使用 /flood-risk-analysis-usgs-data-download 触发
  4. 根据 Skill 的参数说明提供必要输入,即可获得结构化输出
版本历史
v0.1.0
Bulk publish from all-task-skills-dedup
元数据
Slug flood-risk-analysis-usgs-data-download
版本 0.1.0
许可证 MIT-0
累计安装 0
当前安装数 0
历史版本数 1
常见问题

usgs-data-download 是什么?

Download water level data from USGS using the dataretrieval package. Use when accessing real-time or historical streamflow data, downloading gage height or d... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 76 次。

如何安装 usgs-data-download?

在 OpenClaw 或 Claude Code 对话框中运行命令「/install flood-risk-analysis-usgs-data-download」即可一键安装,无需额外配置。

usgs-data-download 是免费的吗?

是的,usgs-data-download 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。

usgs-data-download 支持哪些平台?

usgs-data-download 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(cross-platform)。

谁开发了 usgs-data-download?

由 wu-uk(@wu-uk)开发并维护,当前版本 v0.1.0。

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