Spaces:
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Create app.py
Browse files
app.py
ADDED
@@ -0,0 +1,275 @@
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import gradio as gr
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import requests
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import json
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import pandas as pd
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from datetime import datetime
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import matplotlib.pyplot as plt
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import io
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import base64
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from PIL import Image
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import re
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# NIWA Snow Monitoring Stations
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SNOW_STATIONS = {
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"Mahanga EWS": {
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"name": "Mahanga Electronic Weather Station",
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"location": "Mount Mahanga, Tasman",
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"elevation": "1940m",
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"image_url": "https://webstatic.niwa.co.nz/snow-plots/mahanga-ews-snow-depth-web.png"
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},
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"Mueller Hut": {
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"name": "Mueller Hut",
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"location": "Aoraki/Mount Cook National Park",
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"elevation": "1800m",
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"image_url": "https://webstatic.niwa.co.nz/snow-plots/mueller-hut-snow-depth-web.png"
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},
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"Rose Ridge": {
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"name": "Rose Ridge",
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"location": "Canterbury",
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"elevation": "1580m",
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"image_url": "https://webstatic.niwa.co.nz/snow-plots/rose-ridge-snow-depth-web.png"
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}
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}
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def fetch_snow_depth_image(station_key):
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"""Fetch snow depth chart image from NIWA servers"""
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try:
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station = SNOW_STATIONS[station_key]
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image_url = station["image_url"]
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headers = {
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'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36'
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}
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response = requests.get(image_url, headers=headers, timeout=10)
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if response.status_code == 200:
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# Convert to PIL Image
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image = Image.open(io.BytesIO(response.content))
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info = f"""
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**Station:** {station['name']}
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**Location:** {station['location']}
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**Elevation:** {station['elevation']}
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**Last Updated:** {datetime.now().strftime('%Y-%m-%d %H:%M:%S')} (Image fetch time)
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*Note: This chart shows current snow depth relative to historical records. Data is updated weekly.*
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"""
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return image, info, "β
Successfully fetched snow depth data"
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else:
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return None, f"β Failed to fetch data. HTTP {response.status_code}", f"Error fetching from {image_url}"
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except Exception as e:
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return None, f"β Error: {str(e)}", "Failed to connect to NIWA servers"
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def try_fetch_json_data():
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"""Attempt to find JSON endpoints for snow data"""
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potential_endpoints = [
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"https://data.niwa.co.nz/api/snow/depth",
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"https://api.niwa.co.nz/snow/depth",
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"https://webstatic.niwa.co.nz/api/snow-data.json",
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"https://niwa.co.nz/api/snow/stations"
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]
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results = []
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headers = {'User-Agent': 'Mozilla/5.0 (compatible; SnowDataFetcher/1.0)'}
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for endpoint in potential_endpoints:
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try:
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response = requests.get(endpoint, headers=headers, timeout=5)
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if response.status_code == 200:
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try:
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data = response.json()
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results.append(f"β
{endpoint}: Found JSON data")
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except:
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results.append(f"π {endpoint}: Response received but not JSON")
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else:
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results.append(f"β {endpoint}: HTTP {response.status_code}")
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except:
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results.append(f"β {endpoint}: Connection failed")
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return "\n".join(results)
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def get_all_stations_data():
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"""Fetch data for all available stations"""
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results = []
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images = []
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for station_key in SNOW_STATIONS.keys():
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try:
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image, info, status = fetch_snow_depth_image(station_key)
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if image:
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images.append((image, f"{SNOW_STATIONS[station_key]['name']} Snow Depth"))
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results.append(f"β
{station_key}: {status}")
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else:
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results.append(f"β {station_key}: {status}")
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except Exception as e:
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results.append(f"β {station_key}: Error - {str(e)}")
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return images, "\n".join(results)
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def search_additional_endpoints():
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"""Search for additional NIWA data endpoints"""
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# Try to find other potential data sources
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search_urls = [
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"https://niwa.co.nz/freshwater/snow-and-ice-network/",
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"https://data.niwa.co.nz/",
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"https://developer.niwa.co.nz/"
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]
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findings = []
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headers = {'User-Agent': 'Mozilla/5.0'}
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for url in search_urls:
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try:
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response = requests.get(url, headers=headers, timeout=10)
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if response.status_code == 200:
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# Look for API references or data URLs in the content
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content = response.text.lower()
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if 'api' in content:
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findings.append(f"β
{url}: Contains API references")
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if 'json' in content:
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findings.append(f"π {url}: Contains JSON references")
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if 'data' in content:
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findings.append(f"π {url}: Contains data references")
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else:
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findings.append(f"β {url}: HTTP {response.status_code}")
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except:
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findings.append(f"β {url}: Connection failed")
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return "\n".join(findings) if findings else "No additional endpoints found"
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# Create Gradio Interface
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with gr.Blocks(title="NIWA Snow Depth Monitor", theme=gr.themes.Soft()) as app:
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gr.Markdown("""
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# ποΈ NIWA Snow Depth Data Fetcher
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This app fetches real-time snow depth data from New Zealand's National Institute of Water and Atmospheric Research (NIWA) public servers.
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**Data Sources:**
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- Snow depth charts from NIWA's Electronic Weather Stations
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- Updated weekly with quality-controlled data
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- Covers key South Island alpine monitoring sites
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""")
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with gr.Tab("π Individual Station Data"):
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with gr.Row():
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station_dropdown = gr.Dropdown(
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choices=list(SNOW_STATIONS.keys()),
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value="Mahanga EWS",
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label="Select Snow Monitoring Station",
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info="Choose a NIWA snow monitoring station"
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)
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fetch_btn = gr.Button("π Fetch Snow Data", variant="primary")
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with gr.Row():
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with gr.Column(scale=2):
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snow_image = gr.Image(label="Snow Depth Chart", height=400)
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with gr.Column(scale=1):
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station_info = gr.Markdown(label="Station Information")
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fetch_status = gr.Textbox(label="Status", interactive=False)
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with gr.Tab("πΊοΈ All Stations Overview"):
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with gr.Row():
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fetch_all_btn = gr.Button("π‘ Fetch All Station Data", variant="primary")
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all_stations_gallery = gr.Gallery(
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label="All Snow Monitoring Stations",
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columns=2,
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height=400
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)
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all_stations_status = gr.Textbox(label="Fetch Results", interactive=False)
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with gr.Tab("π API Discovery"):
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gr.Markdown("""
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### API Endpoint Discovery
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This section attempts to find additional JSON/API endpoints for accessing raw snow data.
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""")
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with gr.Row():
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search_json_btn = gr.Button("π Search for JSON APIs", variant="secondary")
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search_endpoints_btn = gr.Button("π Search Additional Endpoints", variant="secondary")
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json_results = gr.Textbox(label="JSON API Search Results", lines=8, interactive=False)
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endpoint_results = gr.Textbox(label="Additional Endpoint Search", lines=6, interactive=False)
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with gr.Tab("βΉοΈ About"):
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gr.Markdown("""
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### About This App
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**Data Source:** New Zealand's National Institute of Water and Atmospheric Research (NIWA)
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**Monitoring Stations:**
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- **Mahanga EWS**: Mount Mahanga, Tasman (1940m elevation)
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- **Mueller Hut**: Aoraki/Mount Cook National Park (1800m elevation)
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- **Rose Ridge**: Canterbury (1580m elevation)
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**Data Notes:**
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- Charts show current snow depth relative to historical records
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- Data is updated weekly from raw measurements
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- Single monitoring point may not represent entire surrounding area
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- Inherent uncertainty in snow depth measurements
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**Technical Details:**
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- Fetches PNG chart images from NIWA's public web servers
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- Attempts to discover JSON API endpoints for raw data access
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- No authentication required for public data
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**Use Cases:**
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- Alpine weather monitoring
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- Skiing and mountaineering planning
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- Climate research and analysis
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- Avalanche risk assessment support
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**Limitations:**
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- Visual charts only (numerical data requires NIWA DataHub registration)
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- Weekly update frequency
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- Limited to available monitoring stations
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For raw numerical data access, visit: https://data.niwa.co.nz/
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""")
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# Event handlers
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fetch_btn.click(
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fn=fetch_snow_depth_image,
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inputs=[station_dropdown],
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outputs=[snow_image, station_info, fetch_status]
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)
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fetch_all_btn.click(
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fn=get_all_stations_data,
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outputs=[all_stations_gallery, all_stations_status]
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)
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search_json_btn.click(
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fn=try_fetch_json_data,
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outputs=[json_results]
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)
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search_endpoints_btn.click(
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fn=search_additional_endpoints,
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outputs=[endpoint_results]
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)
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# Launch instructions for HuggingFace Spaces
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if __name__ == "__main__":
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app.launch()
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# Requirements for HuggingFace Spaces (requirements.txt):
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"""
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gradio>=4.0.0
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requests>=2.25.0
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pandas>=1.3.0
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matplotlib>=3.5.0
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Pillow>=8.0.0
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"""
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# App file structure for HuggingFace Spaces:
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"""
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app.py (this file)
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requirements.txt (with the above dependencies)
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README.md (with app description)
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"""
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