diff --git a/.DS_Store b/.DS_Store
new file mode 100644
index 0000000000000000000000000000000000000000..1a07c06c0500ebfdb6c47baa927d00978672bc1d
Binary files /dev/null and b/.DS_Store differ
diff --git a/GTN Report.xlsx b/GTN Report.xlsx
new file mode 100644
index 0000000000000000000000000000000000000000..9d2ab56483bc81579f4f973b4e174dcdc760ccda
Binary files /dev/null and b/GTN Report.xlsx differ
diff --git a/Glacier.zip b/Glacier.zip
new file mode 100644
index 0000000000000000000000000000000000000000..97abb44ec469d744caccd7ae1c6ca911b797028f
Binary files /dev/null and b/Glacier.zip differ
diff --git a/README.md b/README.md
index 54f5cd21d48b3c9cd63eaf1ec9f955ada2198fa2..e6e5ac07e6f960ef536f0fe48c671a9909296a45 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,4 @@
+<<<<<<< HEAD
# GlacierH2O
@@ -91,3 +92,6 @@ For open source projects, say how it is licensed.
## Project status
If you have run out of energy or time for your project, put a note at the top of the README saying that development has slowed down or stopped completely. Someone may choose to fork your project or volunteer to step in as a maintainer or owner, allowing your project to keep going. You can also make an explicit request for maintainers.
+=======
+# GLACIERH2O
+>>>>>>> new-main
diff --git a/analyze_glacier_data.py b/analyze_glacier_data.py
new file mode 100644
index 0000000000000000000000000000000000000000..827c8a214988cf7602287e8f39559f7c001b49f9
--- /dev/null
+++ b/analyze_glacier_data.py
@@ -0,0 +1,88 @@
+import pandas as pd
+import json
+# Generate visualizations and display them directly to the user using ace_tools
+import ace_tools as tools
+import matplotlib.pyplot as plt
+
+
+# Load the glacier data
+with open('/Users/hamza/glacier/data/glacier_data.json', 'r') as file:
+ glacier_data = json.load(file)
+
+# Load the GTN report data
+with open('/Users/hamza/glacier/data/gtn_report.json', 'r') as file:
+ gtn_report = json.load(file)
+
+# Convert to DataFrames for easier manipulation
+glacier_df = pd.DataFrame(glacier_data)
+gtn_df = pd.DataFrame(gtn_report)
+
+# Extract unique regions from glacier data
+unique_regions = glacier_df['region'].unique()
+
+# Mapping countries from GTN report to corresponding glacier regions manually
+region_country_mapping = {
+ "1_alaska": ["US - UNITED STATES"],
+ "2_western_canada_us": ["CA - CANADA", "US - UNITED STATES"],
+ "3_arctic_canada": ["CA - CANADA"],
+ "4_greenland": ["GL - GREENLAND"],
+ "5_iceland": ["IS - ICELAND"],
+ "6_svalbard_jan_mayen": ["SJ - SVALBARD AND JAN MAYEN"],
+ "7_scandinavia": ["NO - NORWAY", "SE - SWEDEN", "FI - FINLAND"],
+ "8_russian_arctic": ["RU - RUSSIAN FEDERATION"],
+ "9_siberia": ["RU - RUSSIAN FEDERATION"],
+ "10_central_asia": ["KZ - KAZAKHSTAN", "TJ - TAJIKISTAN", "UZ - UZBEKISTAN", "KG - KYRGYZSTAN"],
+ "11_himalaya": ["NP - NEPAL", "IN - INDIA", "CN - CHINA", "BT - BHUTAN", "PK - PAKISTAN"],
+ "12_caucasus_middle_east": ["GE - GEORGIA", "TR - TURKEY", "IR - IRAN"],
+ "13_southern_andes": ["CL - CHILE", "AR - ARGENTINA"],
+ "14_new_zealand": ["NZ - NEW ZEALAND"],
+ "15_africa": ["MA - MOROCCO"],
+ "16_antarctic": ["AQ - ANTARCTICA"],
+}
+
+# Assign regions to the GTN report based on country mapping
+def assign_region(country_code):
+ for region, countries in region_country_mapping.items():
+ if country_code in countries:
+ return region
+ return "Unknown"
+
+gtn_df['region'] = gtn_df['GRDCCOUNTRY'].apply(assign_region)
+
+# Merge glacier data with GTN report based on 'region'
+merged_df = pd.merge(glacier_df, gtn_df, on='region', how='inner')
+
+import ace_tools as tools; tools.display_dataframe_to_user(name="Merged Glacier and GTN Data", dataframe=merged_df)
+
+# Display the first few rows of the merged dataframe
+merged_df.head()
+
+
+
+# Plot 1: Glacier Mass Change vs Station Elevation
+fig1, ax1 = plt.subplots(figsize=(12, 8))
+ax1.scatter(merged_df['glacier_mass_change'], merged_df['station_elevation'], alpha=0.7, edgecolors='k', s=80)
+ax1.set_title('Glacier Mass Change vs Station Elevation', fontsize=14)
+ax1.set_xlabel('Glacier Mass Change (Gt)', fontsize=12)
+ax1.set_ylabel('Station Elevation (m)', fontsize=12)
+ax1.grid(True)
+
+# Plot 2: Average Glacier Mass Change by Region
+fig2, ax2 = plt.subplots(figsize=(14, 8))
+region_mass_change = merged_df.groupby('region')['glacier_mass_change'].mean().sort_values()
+region_mass_change.plot(kind='barh', ax=ax2, color='skyblue', edgecolor='black')
+ax2.set_title('Average Glacier Mass Change by Region', fontsize=14)
+ax2.set_xlabel('Average Mass Change (Gt)', fontsize=12)
+ax2.set_ylabel('Region', fontsize=12)
+ax2.grid(axis='x', linestyle='--', alpha=0.7)
+
+# Plot 3: Station Elevation vs Glacier Area
+fig3, ax3 = plt.subplots(figsize=(12, 8))
+ax3.scatter(merged_df['glacier_area'], merged_df['station_elevation'], alpha=0.7, color='green', edgecolors='k', s=80)
+ax3.set_title('Station Elevation vs Glacier Area', fontsize=14)
+ax3.set_xlabel('Glacier Area (km²)', fontsize=12)
+ax3.set_ylabel('Station Elevation (m)', fontsize=12)
+ax3.grid(True)
+
+# Display the plots to the user
+tools.display_dataframe_to_user(name="Merged Glacier and GTN Data", dataframe=merged_df)
diff --git a/app.py b/app.py
new file mode 100644
index 0000000000000000000000000000000000000000..62c4b4679b4fead9753132bb822b701d3ad59220
--- /dev/null
+++ b/app.py
@@ -0,0 +1,200 @@
+import dash
+from dash import dcc, html, Input, Output
+def trigger_event(event):
+ pass
+import plotly.express as px
+import plotly.graph_objects as go
+import pandas as pd
+import os
+import zipfile
+import numpy as np
+
+
+
+
+# Load and prepare data
+zip_path = "Glacier.zip"
+gtn_report_path = "GTN Report.xlsx"
+extract_dir = "glacier_data"
+
+# Extract glacier zip contents
+with zipfile.ZipFile(zip_path, 'r') as zip_ref:
+ zip_ref.extractall(extract_dir)
+
+# Load regional glacier CSV files and assign approximate coordinates for visualization
+region_coordinates = {
+ '1_alaska': (64.2008, -149.4937),
+ '2_western_canada_us': (52.9399, -106.4509),
+ '3_arctic_canada_north': (75.0000, -100.0000),
+ '4_arctic_canada_south': (65.0000, -100.0000),
+ '5_greenland_periphery': (72.0000, -40.0000),
+ '6_iceland': (64.9631, -19.0208),
+ '7_svalbard': (78.0000, 16.0000),
+ '8_scandinavia': (60.0000, 15.0000),
+ '9_russian_arctic': (70.0000, 100.0000),
+ '10_north_asia': (60.0000, 90.0000),
+ '11_central_europe': (47.0000, 10.0000),
+ '12_caucasus_middle_east': (42.0000, 45.0000),
+ '13_central_asia': (43.0000, 75.0000),
+ '14_south_asia_west': (35.0000, 70.0000),
+ '15_south_asia_east': (27.0000, 85.0000),
+ '16_low_latitudes': (0.0000, -60.0000),
+ '17_southern_andes': (-40.0000, -70.0000),
+ '18_new_zealand': (-41.2865, 174.7762),
+ '19_antarctic_and_subantarctic': (-75.0000, 0.0000)
+}
+
+# Load glacier data into a combined DataFrame
+glacier_data = []
+region_files = [file for file in os.listdir(extract_dir) if file.endswith('.csv') and file != '0_global.csv']
+for file in region_files:
+ region_name = file.replace('.csv', '')
+ df_region = pd.read_csv(os.path.join(extract_dir, file))
+ df_region['region'] = region_name
+ df_region['latitude'], df_region['longitude'] = region_coordinates.get(region_name, (0, 0))
+ glacier_data.append(df_region)
+
+df_glacier_regions = pd.concat(glacier_data, ignore_index=True)
+
+# Simulate river discharge based on glacier melt trends
+def simulate_discharge(glacier_mass_loss):
+ max_discharge = 500 # Max discharge in cubic meters per second
+ normalized_loss = (glacier_mass_loss - glacier_mass_loss.min()) / (glacier_mass_loss.max() - glacier_mass_loss.min())
+ simulated_discharge = max_discharge * (1 - normalized_loss) + np.random.normal(0, 10, size=len(glacier_mass_loss))
+ return np.clip(simulated_discharge, 50, max_discharge)
+
+# Enhance DataFrame with simulated discharge
+df_glacier_regions['simulated_discharge'] = simulate_discharge(df_glacier_regions['combined_gt'])
+
+# Initialize Dash app
+app = dash.Dash(__name__)
+app.title = "Glacier Melt Impact on Water Resources - Interactive Visualization"
+
+# Layout with 3D globe map and a side chart for selected region details
+app.layout = html.Div([
+ html.H1("🌍 Glacier Melt and Water Resources Visualization",
+ style={'textAlign': 'center', 'fontSize': '28px', 'marginBottom': '20px', 'color': '#2C3E50'}),
+
+ html.Div([
+ dcc.Graph(id='world-map-visualization', style={'height': '75vh', 'width': '65%', 'display': 'inline-block'}),
+ dcc.Graph(id='region-detail-chart', style={'height': '75vh', 'width': '33%', 'display': 'inline-block', 'paddingLeft': '1%'})
+ ], style={'display': 'flex', 'justifyContent': 'center'}),
+
+ html.Div([
+ html.Label("⏩ Animation Speed:", style={'fontWeight': 'bold', 'fontSize': '16px'}),
+ dcc.Slider(
+ id='animation-speed',
+ min=50,
+ max=1000,
+ step=50,
+ value=300,
+ marks={50: 'Fast', 500: 'Medium', 1000: 'Slow'},
+ tooltip={"placement": "bottom", "always_visible": True}
+ )
+ ], style={'width': '60%', 'margin': 'auto', 'paddingTop': '20px'})
+])
+
+# Callback to update the 3D world map for smoother panning and zooming
+@app.callback(
+ Output('world-map-visualization', 'figure'),
+ [Input('animation-speed', 'value')]
+)
+def update_world_map(animation_speed):
+ min_size, max_size = 4, 15
+ normalized_sizes = (
+ (df_glacier_regions['glacier_area'] - df_glacier_regions['glacier_area'].min()) /
+ (df_glacier_regions['glacier_area'].max() - df_glacier_regions['glacier_area'].min())
+ )
+ bubble_sizes = normalized_sizes * (max_size - min_size) + min_size
+
+ fig = go.Figure()
+ fig.add_trace(go.Scattergeo(
+ lat=df_glacier_regions['latitude'],
+ lon=df_glacier_regions['longitude'],
+ mode='markers',
+ marker=dict(
+ size=bubble_sizes,
+ color=df_glacier_regions['simulated_discharge'],
+ colorscale='Viridis',
+ cmin=df_glacier_regions['simulated_discharge'].min(),
+ cmax=df_glacier_regions['simulated_discharge'].max(),
+ showscale=True,
+ colorbar=dict(title="Discharge (m³/s)", thickness=15, len=0.5),
+ line=dict(width=0.4, color='DarkSlateGrey')
+ ),
+ text=df_glacier_regions.apply(lambda row: (
+ f"Region: {row['region']}<br>Year: {row['end_dates']}<br>Glacier Area: {row['glacier_area']:.2f} km²<Br>Discharge: {row['simulated_discharge']:.2f} m³/s"
+ ), axis=1),
+ hoverinfo='text',
+ customdata=df_glacier_regions[['region']]
+ ))
+
+ fig.update_geos(
+ projection_type="orthographic",
+ showland=True,
+ landcolor="rgb(230, 230, 230)",
+ showocean=True,
+ oceancolor="rgb(180, 210, 255)",
+ showcountries=True,
+ countrycolor="rgb(150, 150, 150)",
+ center=dict(lat=20, lon=0),
+ resolution=50,
+ )
+
+ fig.update_layout(
+ title="🌍 3D Globe - Glacier Melt and Water Resources",
+ margin=dict(l=0, r=0, t=40, b=0),
+ dragmode='pan',
+ geo=dict(
+ projection_rotation=dict(lon=0, lat=0),
+ projection_scale=0.9,
+ lataxis=dict(range=[-90, 90]),
+ lonaxis=dict(range=[-180, 180]),
+ ),
+ font=dict(family="Arial", size=13, color="#2C3E50"),
+ )
+
+ return fig
+
+# Callback to update the region detail chart when a bubble is clicked
+@app.callback(
+ Output('region-detail-chart', 'figure'),
+ [Input('world-map-visualization', 'clickData')]
+)
+def update_region_chart(clickData):
+ if not clickData:
+ return go.Figure(layout=dict(title="Select a region to see details", font=dict(size=14)))
+
+ selected_region = clickData['points'][0]['customdata'][0]
+ region_data = df_glacier_regions[df_glacier_regions['region'] == selected_region].sort_values(by='end_dates')
+
+ fig = go.Figure()
+ fig.add_trace(go.Scatter(
+ x=region_data['end_dates'],
+ y=region_data['combined_gt'],
+ mode='lines+markers',
+ name='Glacier Mass Change (Gt)',
+ line=dict(color='blue')
+ ))
+ fig.add_trace(go.Scatter(
+ x=region_data['end_dates'],
+ y=region_data['simulated_discharge'],
+ mode='lines+markers',
+ name='Simulated River Discharge (m³/s)',
+ line=dict(color='green')
+ ))
+
+ fig.update_layout(
+ title=f"Glacier Mass vs Water Discharge - {selected_region.replace('_', ' ').title()}",
+ xaxis_title="Year",
+ yaxis_title="Value",
+ legend=dict(x=0.02, y=0.98),
+ margin=dict(l=30, r=20, t=40, b=40),
+ font=dict(family="Arial", size=12)
+ )
+
+ return fig
+
+if __name__ == '__main__':
+ app.run_server(debug=True, port=8060)
+
diff --git a/css/styles.css b/css/styles.css
new file mode 100644
index 0000000000000000000000000000000000000000..b0daeb6e7cac794979fc62bf07b66df5b72e2ba7
--- /dev/null
+++ b/css/styles.css
@@ -0,0 +1,164 @@
+:root {
+ --background-color: #f4f4f9;
+ --text-color: #34495e;
+ --button-bg: #34495e;
+ --button-text: #fff;
+ --box-shadow: 0 4px 8px rgba(0, 0, 0, 0.2);
+ --border-radius: 12px;
+}
+
+.dark-mode {
+ --background-color: #2c3e50;
+ --text-color: #ecf0f1;
+ --button-bg: #e74c3c;
+ --button-text: #fff;
+ --box-shadow: 0 4px 8px rgba(0, 0, 0, 0.4);
+}
+
+body {
+ font-family: Arial, sans-serif;
+ background-color: var(--background-color);
+ color: var(--text-color);
+ margin: 0;
+ padding: 10px;
+ height: 100vh;
+ display: flex;
+ flex-direction: column;
+}
+
+h1 {
+ font-size: 30px;
+ font-weight: bold;
+ margin-bottom: 20px;
+ text-align: center;
+}
+
+#controls {
+ display: flex;
+ justify-content: center;
+ align-items: center;
+ gap: 15px;
+ padding: 10px;
+ margin-bottom: 15px;
+ background-color: var(--background-color);
+ border-radius: var(--border-radius);
+ box-shadow: var(--box-shadow);
+}
+
+.dark-mode #controls {
+ background-color: #34495e !important;
+ box-shadow: 0 4px 8px rgba(0, 0, 0, 0.4) !important;
+}
+
+.dark-mode #controls button,
+.dark-mode #controls select,
+.dark-mode #controls input,
+.dark-mode #controls label {
+ color: #ecf0f1 !important;
+ background-color: rgba(255, 255, 255, 0.1) !important;
+ border: 1px solid rgba(255, 255, 255, 0.2) !important;
+}
+
+.year-control {
+ display: flex;
+ align-items: center;
+ gap: 8px;
+}
+
+#year-input {
+ width: 70px;
+ padding: 5px;
+ border-radius: 6px;
+ text-align: center;
+ border: 1px solid #ccc;
+}
+
+#year-slider {
+ width: 200px;
+}
+
+button, select, input[type="number"], input[type="range"] {
+ padding: 6px 12px;
+ border-radius: 8px;
+ border: 1px solid #ccc;
+ cursor: pointer;
+ transition: all 0.2s ease;
+}
+
+button:hover, select:hover, input:hover {
+ box-shadow: 0 0 8px rgba(0, 0, 0, 0.3);
+}
+
+#container {
+ display: flex;
+ justify-content: space-between;
+ gap: 20px;
+ flex-grow: 1;
+}
+
+#map-container {
+ flex: 1;
+ max-width: 70%;
+ height: 80vh;
+ position: relative;
+ border-radius: var(--border-radius);
+ box-shadow: var(--box-shadow);
+}
+
+#map {
+ width: 100%;
+ height: 100%;
+ border-radius: var(--border-radius);
+ position: relative;
+ z-index: 1;
+}
+
+#chart-container {
+ flex: 1;
+ max-width: 28%;
+ height: 80vh;
+ display: flex;
+ flex-direction: column;
+ gap: 20px;
+}
+
+#region-chart {
+ width: 100%;
+ height: 100%;
+ border-radius: var(--border-radius);
+ box-shadow: var(--box-shadow);
+}
+
+/* Legend Styles */
+#legend {
+ position: absolute;
+ top: 10px;
+ right: 10px;
+ background-color: rgba(255, 255, 255, 0.9);
+ padding: 10px;
+ border-radius: 8px;
+ box-shadow: var(--box-shadow);
+ font-weight: bold;
+ width: 200px;
+ z-index: 1002;
+}
+
+#legend .legend-title {
+ text-align: center;
+ font-size: 14px;
+ margin-bottom: 8px;
+}
+
+#legend .legend-item {
+ display: flex;
+ align-items: center;
+ margin-bottom: 5px;
+}
+
+#legend .color-box {
+ width: 20px;
+ height: 20px;
+ margin-right: 8px;
+ border-radius: 4px;
+ border: 1px solid #ccc;
+}
\ No newline at end of file
diff --git a/data/glacier_data.json b/data/glacier_data.json
new file mode 100644
index 0000000000000000000000000000000000000000..a03af068f873d98636019de77403e573aeedbcc8
--- /dev/null
+++ b/data/glacier_data.json
@@ -0,0 +1,4562 @@
+[
+ {
+ "region": "12_caucasus_middle_east",
+ "start_date": 2000.0,
+ "end_date": 2001.0,
+ "glacier_area": 1282.75515,
+ "glacier_mass_change": -1.5256898932375544,
+ "simulated_discharge": 441.54079982858934,
+ "latitude": 42.0,
+ "longitude": 45.0
+ },
+ {
+ "region": "12_caucasus_middle_east",
+ "start_date": 2001.0,
+ "end_date": 2002.0,
+ "glacier_area": 1275.82805,
+ "glacier_mass_change": -0.7523721686565512,
+ "simulated_discharge": 283.5918221724801,
+ "latitude": 42.0,
+ "longitude": 45.0
+ },
+ {
+ "region": "12_caucasus_middle_east",
+ "start_date": 2002.0,
+ "end_date": 2003.0,
+ "glacier_area": 1268.90095,
+ "glacier_mass_change": 0.3736522375370595,
+ "simulated_discharge": 53.60303732926075,
+ "latitude": 42.0,
+ "longitude": 45.0
+ },
+ {
+ "region": "12_caucasus_middle_east",
+ "start_date": 2003.0,
+ "end_date": 2004.0,
+ "glacier_area": 1261.97385,
+ "glacier_mass_change": 0.3913096299000091,
+ "simulated_discharge": 49.996541599046154,
+ "latitude": 42.0,
+ "longitude": 45.0
+ },
+ {
+ "region": "12_caucasus_middle_east",
+ "start_date": 2004.0,
+ "end_date": 2005.0,
+ "glacier_area": 1255.04675,
+ "glacier_mass_change": 0.6360925487896292,
+ "simulated_discharge": 0.0,
+ "latitude": 42.0,
+ "longitude": 45.0
+ },
+ {
+ "region": "12_caucasus_middle_east",
+ "start_date": 2005.0,
+ "end_date": 2006.0,
+ "glacier_area": 1248.11965,
+ "glacier_mass_change": 0.2166234935187321,
+ "simulated_discharge": 85.67592120600898,
+ "latitude": 42.0,
+ "longitude": 45.0
+ },
+ {
+ "region": "12_caucasus_middle_east",
+ "start_date": 2006.0,
+ "end_date": 2007.0,
+ "glacier_area": 1241.19255,
+ "glacier_mass_change": -1.0808310207835916,
+ "simulated_discharge": 350.6790467976166,
+ "latitude": 42.0,
+ "longitude": 45.0
+ },
+ {
+ "region": "12_caucasus_middle_east",
+ "start_date": 2007.0,
+ "end_date": 2008.0,
+ "glacier_area": 1234.26545,
+ "glacier_mass_change": -1.5967452192637428,
+ "simulated_discharge": 456.05374288694077,
+ "latitude": 42.0,
+ "longitude": 45.0
+ },
+ {
+ "region": "12_caucasus_middle_east",
+ "start_date": 2008.0,
+ "end_date": 2009.0,
+ "glacier_area": 1227.33835,
+ "glacier_mass_change": -0.5404262217384886,
+ "simulated_discharge": 240.3021825199011,
+ "latitude": 42.0,
+ "longitude": 45.0
+ },
+ {
+ "region": "12_caucasus_middle_east",
+ "start_date": 2009.0,
+ "end_date": 2010.0,
+ "glacier_area": 1220.41125,
+ "glacier_mass_change": -0.4336528707431656,
+ "simulated_discharge": 218.49388679026964,
+ "latitude": 42.0,
+ "longitude": 45.0
+ },
+ {
+ "region": "12_caucasus_middle_east",
+ "start_date": 2010.0,
+ "end_date": 2011.0,
+ "glacier_area": 1213.48415,
+ "glacier_mass_change": -0.8591613718604939,
+ "simulated_discharge": 305.40335569178774,
+ "latitude": 42.0,
+ "longitude": 45.0
+ },
+ {
+ "region": "12_caucasus_middle_east",
+ "start_date": 2011.0,
+ "end_date": 2012.0,
+ "glacier_area": 1206.55705,
+ "glacier_mass_change": -0.7173569958488278,
+ "simulated_discharge": 276.4400259939708,
+ "latitude": 42.0,
+ "longitude": 45.0
+ },
+ {
+ "region": "12_caucasus_middle_east",
+ "start_date": 2012.0,
+ "end_date": 2013.0,
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\ No newline at end of file
diff --git a/data/gtn_report.json b/data/gtn_report.json
new file mode 100644
index 0000000000000000000000000000000000000000..e24b1d8fa7420b4db55e1c9428b0f4b925bd9787
--- /dev/null
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+ "NAT_STA_ID":"112101B",
+ "GRDCCOUNTRY":"AU - AUSTRALIA"
+ },
+ {
+ "station_name":"URENGOY",
+ "station_no":2997120,
+ "station_id":1073406,
+ "station_latitude":65.97,
+ "station_longitude":78.35,
+ "station_status":"Active",
+ "river_name":"PUR",
+ "station_elevation":6.0,
+ "CATCHMENT_SIZE":"80400,00 km\u00b2",
+ "NAT_STA_ID":"11571",
+ "GRDCCOUNTRY":"RU - RUSSIAN FEDERATION"
+ },
+ {
+ "station_name":"USINA ALTAMIRA",
+ "station_no":3652039,
+ "station_id":1068538,
+ "station_latitude":-11.73472,
+ "station_longitude":-37.80333,
+ "station_status":"Active",
+ "river_name":"RIO ITAPICURU",
+ "station_elevation":17.0,
+ "CATCHMENT_SIZE":"35150,00 km\u00b2",
+ "NAT_STA_ID":"50595000",
+ "GRDCCOUNTRY":"BR - BRAZIL"
+ },
+ {
+ "station_name":"USK",
+ "station_no":4245250,
+ "station_id":1068072,
+ "station_latitude":54.630554,
+ "station_longitude":-128.43195,
+ "station_status":"Active",
+ "river_name":"SKEENA RIVER",
+ "station_elevation":100.0,
+ "CATCHMENT_SIZE":"42200,00 km\u00b2",
+ "NAT_STA_ID":"08EF001",
+ "GRDCCOUNTRY":"CA - CANADA"
+ },
+ {
+ "station_name":"UST'-PINEGA",
+ "station_no":6970250,
+ "station_id":1067225,
+ "station_latitude":64.13,
+ "station_longitude":41.92,
+ "station_status":"Active",
+ "river_name":"SEVERNAYA DVINA",
+ "station_elevation":2.0,
+ "CATCHMENT_SIZE":"348000,00 km\u00b2",
+ "NAT_STA_ID":"70801",
+ "GRDCCOUNTRY":"RU - RUSSIAN FEDERATION"
+ },
+ {
+ "station_name":"VARGOENS KRV",
+ "station_no":6233315,
+ "station_id":1066477,
+ "station_latitude":58.3551,
+ "station_longitude":12.3749,
+ "station_status":"Active",
+ "river_name":"GOTA ALV",
+ "station_elevation":44.0,
+ "CATCHMENT_SIZE":"46882,71 km\u00b2",
+ "NAT_STA_ID":"1954",
+ "GRDCCOUNTRY":"SE - SWEDEN"
+ },
+ {
+ "station_name":"VARZUGA",
+ "station_no":6971600,
+ "station_id":1067783,
+ "station_latitude":66.4,
+ "station_longitude":36.58,
+ "station_status":"Active",
+ "river_name":"VARZUGA",
+ "station_elevation":9.0,
+ "CATCHMENT_SIZE":"7940,00 km\u00b2",
+ "NAT_STA_ID":"71186",
+ "GRDCCOUNTRY":"RU - RUSSIAN FEDERATION"
+ },
+ {
+ "station_name":"VERKHNE-TULOMSKIY GES",
+ "station_no":6971130,
+ "station_id":1066124,
+ "station_latitude":68.6,
+ "station_longitude":31.75,
+ "station_status":"Active",
+ "river_name":"TULOMA",
+ "station_elevation":-999.0,
+ "CATCHMENT_SIZE":"17500,00 km\u00b2",
+ "NAT_STA_ID":"71060",
+ "GRDCCOUNTRY":"RU - RUSSIAN FEDERATION"
+ },
+ {
+ "station_name":"VERNOR",
+ "station_no":5101503,
+ "station_id":1074240,
+ "station_latitude":-27.4675,
+ "station_longitude":152.599,
+ "station_status":"Closed",
+ "river_name":"BRISBANE RIVER",
+ "station_elevation":21.83,
+ "CATCHMENT_SIZE":"10056,00 km\u00b2",
+ "NAT_STA_ID":"143001B",
+ "GRDCCOUNTRY":"AU - AUSTRALIA"
+ },
+ {
+ "station_name":"VICKSBURG, MS",
+ "station_no":4127800,
+ "station_id":1068162,
+ "station_latitude":32.315,
+ "station_longitude":-90.9058,
+ "station_status":"Active",
+ "river_name":"MISSISSIPPI RIVER",
+ "station_elevation":14.09,
+ "CATCHMENT_SIZE":"2964255,00 km\u00b2",
+ "NAT_STA_ID":"07289000",
+ "GRDCCOUNTRY":"US - UNITED STATES"
+ },
+ {
+ "station_name":"VINCES-DCP",
+ "station_no":3844450,
+ "station_id":1068372,
+ "station_latitude":-1.549167,
+ "station_longitude":-79.750556,
+ "station_status":"Active",
+ "river_name":"RIO VINCES",
+ "station_elevation":41.0,
+ "CATCHMENT_SIZE":"4400,00 km\u00b2",
+ "NAT_STA_ID":"H348",
+ "GRDCCOUNTRY":"EC - ECUADOR"
+ },
+ {
+ "station_name":"VIOOLSDRIF (27811003)",
+ "station_no":1159100,
+ "station_id":1067539,
+ "station_latitude":-28.75798997,
+ "station_longitude":17.72159144,
+ "station_status":"Active",
+ "river_name":"ORANGE RIVER",
+ "station_elevation":152.0,
+ "CATCHMENT_SIZE":"866486,00 km\u00b2",
+ "NAT_STA_ID":"D8H003",
+ "GRDCCOUNTRY":"ZA - SOUTH AFRICA"
+ },
+ {
+ "station_name":"VOLGOGRAD POWER PLANT",
+ "station_no":6977100,
+ "station_id":1067161,
+ "station_latitude":48.804722,
+ "station_longitude":44.585833,
+ "station_status":"Active",
+ "river_name":"VOLGA",
+ "station_elevation":null,
+ "CATCHMENT_SIZE":"1360000,00 km\u00b2",
+ "NAT_STA_ID":null,
+ "GRDCCOUNTRY":"RU - RUSSIAN FEDERATION"
+ },
+ {
+ "station_name":"VORONTSOVO",
+ "station_no":2903981,
+ "station_id":1071852,
+ "station_latitude":69.58,
+ "station_longitude":147.35,
+ "station_status":"Closed",
+ "river_name":"INDIGIRKA",
+ "station_elevation":4.0,
+ "CATCHMENT_SIZE":"305000,00 km\u00b2",
+ "NAT_STA_ID":"03871",
+ "GRDCCOUNTRY":"RU - RUSSIAN FEDERATION"
+ },
+ {
+ "station_name":"WALKERS BEND",
+ "station_no":5109151,
+ "station_id":1073749,
+ "station_latitude":-18.1617,
+ "station_longitude":140.858,
+ "station_status":"Active",
+ "river_name":"FLINDERS RIVER",
+ "station_elevation":2.097,
+ "CATCHMENT_SIZE":"106300,00 km\u00b2",
+ "NAT_STA_ID":"915003A",
+ "GRDCCOUNTRY":"AU - AUSTRALIA"
+ },
+ {
+ "station_name":"WALLA",
+ "station_no":5101470,
+ "station_id":1073745,
+ "station_latitude":-25.1362,
+ "station_longitude":151.982,
+ "station_status":"Active",
+ "river_name":"BURNETT RIVER",
+ "station_elevation":16.427,
+ "CATCHMENT_SIZE":"32455,00 km\u00b2",
+ "NAT_STA_ID":"136001B",
+ "GRDCCOUNTRY":"AU - AUSTRALIA"
+ },
+ {
+ "station_name":"WHARTON, TEX.",
+ "station_no":4150450,
+ "station_id":1069475,
+ "station_latitude":29.3091,
+ "station_longitude":-96.1038,
+ "station_status":"Active",
+ "river_name":"COLORADO RIVER",
+ "station_elevation":15.98,
+ "CATCHMENT_SIZE":"108788,00 km\u00b2",
+ "NAT_STA_ID":"08162000",
+ "GRDCCOUNTRY":"US - UNITED STATES"
+ },
+ {
+ "station_name":"WILLARE",
+ "station_no":5607025,
+ "station_id":1074209,
+ "station_latitude":-17.7362,
+ "station_longitude":123.646,
+ "station_status":"Active",
+ "river_name":"FITZROY RIVER",
+ "station_elevation":19.0,
+ "CATCHMENT_SIZE":"91902,00 km\u00b2",
+ "NAT_STA_ID":"802008",
+ "GRDCCOUNTRY":"AU - AUSTRALIA"
+ },
+ {
+ "station_name":"WUZHOU 3",
+ "station_no":2186800,
+ "station_id":1073307,
+ "station_latitude":23.48,
+ "station_longitude":111.3,
+ "station_status":"Active",
+ "river_name":"XI JIANG",
+ "station_elevation":null,
+ "CATCHMENT_SIZE":"329705,00 km\u00b2",
+ "NAT_STA_ID":"81016",
+ "GRDCCOUNTRY":"CN - CHINA"
+ }
+]
\ No newline at end of file
diff --git a/data/region_to_country_mapping.csv b/data/region_to_country_mapping.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8b137891791fe96927ad78e64b0aad7bded08bdc
--- /dev/null
+++ b/data/region_to_country_mapping.csv
@@ -0,0 +1 @@
+
diff --git a/data_analysis.py b/data_analysis.py
new file mode 100644
index 0000000000000000000000000000000000000000..cd7cee3a8d651f4a914442429e0078e087566f8c
--- /dev/null
+++ b/data_analysis.py
@@ -0,0 +1,51 @@
+import pandas as pd
+import matplotlib.pyplot as plt
+import seaborn as sns
+
+# Load the glacier data (assumed to be preloaded)
+region_data = pd.read_csv('glacier_data/1_alaska.csv') # Example file, adjust as necessary
+
+# Load the GTN dataset
+gtn_data = pd.read_excel('GTN Report.xlsx') # Example for GTN data
+
+# Set the plot style
+sns.set(style="whitegrid")
+
+# Create a figure with 3 subplots
+fig, axes = plt.subplots(3, 1, figsize=(10, 18))
+fig.suptitle('Glacier and River Discharge Visualization Prototype', fontsize=16)
+
+# 1. Time-based Change (Glacier Mass Change Over Time)
+axes[0].plot(region_data['end_dates'], region_data['combined_gt'], marker='o', color='b', label='Mass Change (Gt)')
+axes[0].set_title('Glacier Mass Change Over Time', fontsize=14)
+axes[0].set_xlabel('Year')
+axes[0].set_ylabel('Mass Change (Gt)')
+axes[0].legend()
+
+# 2. Size-based Relationship (Glacier Area vs. Glacier Mass Change)
+axes[1].scatter(region_data['glacier_area'], region_data['combined_gt'], c=region_data['end_dates'], cmap='viridis')
+axes[1].set_title('Glacier Area vs. Mass Change', fontsize=14)
+axes[1].set_xlabel('Glacier Area (km²)')
+axes[1].set_ylabel('Mass Change (Gt)')
+cbar = fig.colorbar(plt.cm.ScalarMappable(cmap='viridis'), ax=axes[1])
+cbar.set_label('Year')
+
+# 3. Scatter Plot: Glacier Mass Change vs. Catchment Size (Matching regions and years)
+# Filter data for matching years and regions (for Alaska in this case)
+region_name = 'alaska'
+catchment_data = gtn_data[gtn_data['river_name'].str.contains(region_name, case=False, na=False)] # Adjust for region
+
+# Merge datasets based on year (assuming region_data and catchment_data are aligned)
+merged_data = pd.merge(region_data, catchment_data, left_on='end_dates', right_on='station_elevation', how='inner')
+
+# Ensure both datasets have matching rows
+if not merged_data.empty:
+ axes[2].scatter(merged_data['CATCHMENT_SIZE'], merged_data['combined_gt'], color='r', alpha=0.5)
+ axes[2].set_title('Glacier Mass Change vs. Catchment Size', fontsize=14)
+ axes[2].set_xlabel('Catchment Size (km²)')
+ axes[2].set_ylabel('Mass Change (Gt)')
+else:
+ axes[2].text(0.5, 0.5, 'No matching data for selected region', ha='center', va='center', fontsize=12, color='red')
+
+plt.tight_layout(rect=[0, 0, 1, 0.97])
+plt.show()
diff --git a/data_preprocessing.py b/data_preprocessing.py
new file mode 100644
index 0000000000000000000000000000000000000000..af03cc27faf687fa88c0ef2f616b63926a8dc997
--- /dev/null
+++ b/data_preprocessing.py
@@ -0,0 +1,55 @@
+import zipfile
+import pandas as pd
+import json
+import os
+
+# Paths
+zip_path = "Glacier.zip"
+xlsx_path = "GTN Report.xlsx"
+extract_dir = "glacier_data"
+output_dir = "data"
+
+# Create data directory if it doesn't exist
+os.makedirs(output_dir, exist_ok=True)
+
+# Process glacier data
+glacier_data = []
+region_coordinates = {
+ '1_alaska': (64.2008, -149.4937), '2_western_canada_us': (52.9399, -106.4509),
+ '3_arctic_canada_north': (75.0, -100.0), '4_arctic_canada_south': (65.0, -100.0),
+ '5_greenland_periphery': (72.0, -40.0), '6_iceland': (64.9631, -19.0208),
+ '7_svalbard': (78.0, 16.0), '8_scandinavia': (60.0, 15.0),
+ '9_russian_arctic': (70.0, 100.0), '10_north_asia': (60.0, 90.0),
+ '11_central_europe': (47.0, 10.0), '12_caucasus_middle_east': (42.0, 45.0),
+ '13_central_asia': (43.0, 75.0), '14_south_asia_west': (35.0, 70.0),
+ '15_south_asia_east': (27.0, 85.0), '16_low_latitudes': (0.0, -60.0),
+ '17_southern_andes': (-40.0, -70.0), '18_new_zealand': (-41.2865, 174.7762),
+ '19_antarctic_and_subantarctic': (-75.0, 0.0)
+}
+
+for file in os.listdir(extract_dir):
+ if file.endswith('.csv') and file != '0_global.csv':
+ region = file.replace('.csv', '')
+ df = pd.read_csv(os.path.join(extract_dir, file))
+ lat, lon = region_coordinates.get(region, (0, 0))
+ for _, row in df.iterrows():
+ glacier_data.append({
+ "region": region,
+ "start_date": row['start_dates'],
+ "end_date": row['end_dates'],
+ "glacier_area": row['glacier_area'],
+ "glacier_mass_change": row['combined_gt'],
+ "simulated_discharge": 500 * (1 - ((row['combined_gt'] - df['combined_gt'].min()) / (df['combined_gt'].max() - df['combined_gt'].min()))),
+ "latitude": lat,
+ "longitude": lon
+ })
+
+# Save glacier data to JSON
+with open(os.path.join(output_dir, 'glacier_data.json'), 'w') as f:
+ json.dump(glacier_data, f, indent=4)
+
+# Convert GTN Report to JSON
+df_gtn = pd.read_excel(xlsx_path)
+df_gtn.to_json(os.path.join(output_dir, 'gtn_report.json'), orient='records', indent=4)
+
+print("✅ Data successfully converted and saved in 'data/' directory.")
diff --git a/glacier_data/0_global.csv b/glacier_data/0_global.csv
new file mode 100644
index 0000000000000000000000000000000000000000..87f3dc26a3483ffa1ab39559795625d33e2fd86b
--- /dev/null
+++ b/glacier_data/0_global.csv
@@ -0,0 +1,25 @@
+start_dates,end_dates,glacier_area,region,combined_gt,combined_gt_errors,combined_mwe,combined_mwe_errors
+2000.0,2001.0,704082.6956499998,global,-78.04414729402814,111.56095088251794,-0.1111786793375206,0.1583621138501352
+2001.0,2002.0,701805.4987500003,global,-215.16931097001844,95.3001011576375,-0.3075164866023069,0.1350498121659405
+2002.0,2003.0,699528.3018500003,global,-128.46636738674923,91.14634450070768,-0.1841997326262217,0.1289299604899674
+2003.0,2004.0,697251.1049500001,global,-192.6724697716301,72.79887688516011,-0.2771630264606625,0.1028951725208123
+2004.0,2005.0,694973.9080500001,global,-229.2369109878561,73.022158218317,-0.3308421919121849,0.1028436503023272
+2005.0,2006.0,692696.71115,global,-315.0371756633185,74.19065798809451,-0.4561666396999292,0.1044578602427483
+2006.0,2007.0,690419.51425,global,-279.8898739792978,72.77317030930298,-0.4066108567264724,0.1025138185768302
+2007.0,2008.0,688142.31735,global,-323.16570882967466,71.78509732133082,-0.4710335566158922,0.1010360421851532
+2008.0,2009.0,685865.12045,global,-178.6324817323364,71.86184704387401,-0.2612321087124307,0.1011209402057232
+2009.0,2010.0,683587.9235500002,global,-231.2381243724868,71.29354455724742,-0.3392890923913098,0.1001020384598227
+2010.0,2011.0,681310.7266500002,global,-231.1966727048064,72.2582027545506,-0.3403621001158775,0.101352981542154
+2011.0,2012.0,679033.5297499998,global,-365.9472468839626,68.11267549573648,-0.540545313270877,0.0950926143458494
+2012.0,2013.0,676756.3328500001,global,-188.0208512243996,67.35045471659744,-0.2786624991943321,0.0941254547446842
+2013.0,2014.0,674479.1359500001,global,-304.73798136525033,66.47051377096227,-0.4531718327704068,0.0925856747213776
+2014.0,2015.0,672201.9390499997,global,-149.889416279315,65.94044282966604,-0.2236536803279121,0.0920570437100916
+2015.0,2016.0,669924.74215,global,-284.97423508815865,66.77259130583126,-0.4266624477275931,0.0932270670335857
+2016.0,2017.0,667647.5452499996,global,-340.6076946742656,68.35959222730513,-0.5116960211749099,0.0952916518024702
+2017.0,2018.0,665370.3483500001,global,-217.68675972042345,66.39070274109359,-0.3281507593734814,0.0924077513562398
+2018.0,2019.0,663093.1514499999,global,-243.81282612823085,66.54077158950466,-0.3687965484035694,0.0924649491234518
+2019.0,2020.0,660815.9545499999,global,-412.9645781490086,69.99144862252744,-0.6268117422048606,0.0969733224466875
+2020.0,2021.0,658538.75765,global,-405.0394156368366,76.20680182507151,-0.6169085501621713,0.1065416966938755
+2021.0,2022.0,656261.5607500002,global,-217.7163545547422,81.6846283807594,-0.3327506622695744,0.1151000186974428
+2022.0,2023.0,653984.3638500002,global,-460.2989143829609,100.8285184125692,-0.7059556646949124,0.138700930079604
+2023.0,2024.0,651707.1669499998,global,-548.025110248126,120.16099017378784,-0.8434372990227316,0.1662574332317422
diff --git a/glacier_data/10_north_asia.csv b/glacier_data/10_north_asia.csv
new file mode 100644
index 0000000000000000000000000000000000000000..960b00c4c20bfa7b0e4edb0a81ca7d334e1ec447
--- /dev/null
+++ b/glacier_data/10_north_asia.csv
@@ -0,0 +1,25 @@
+start_dates,end_dates,glacier_area,region,combined_gt,combined_gt_errors,combined_mwe,combined_mwe_errors
+2000.0,2001.0,2487.7225,north_asia,-0.9197019532932548,1.0265275291265996,-0.3708087865014635,0.4267978293382843
+2001.0,2002.0,2477.3595,north_asia,-1.5411560324271425,0.5757372429047373,-0.6239681453842844,0.2374580820623789
+2002.0,2003.0,2466.9965,north_asia,-2.008519104670919,0.5971520843045376,-0.8166054524398674,0.2449868095663878
+2003.0,2004.0,2456.6335,north_asia,-1.3367036448471714,0.5605964144603081,-0.5457573636092294,0.2316484965833838
+2004.0,2005.0,2446.2705,north_asia,-0.6073020718796399,0.5800062732919948,-0.2490033135176266,0.2410596415169421
+2005.0,2006.0,2435.9075,north_asia,-0.4421699496148141,0.543997009186656,-0.1820678539590347,0.2262170617791567
+2006.0,2007.0,2425.5445,north_asia,-1.4369095884292484,0.5547031793605927,-0.5941895884796716,0.2289152797255827
+2007.0,2008.0,2415.1815,north_asia,-1.5576011706781698,0.555112921025605,-0.6468615442700755,0.2287454249490515
+2008.0,2009.0,2404.8185,north_asia,-1.7288465569663265,0.5495905128318924,-0.7210725895012671,0.2258850833242974
+2009.0,2010.0,2394.4555,north_asia,0.4721992168201645,0.5558080553432801,0.1977986548721905,0.2311109134930584
+2010.0,2011.0,2384.0925,north_asia,-1.278298719425217,0.549382943810827,-0.5377916984722222,0.2270930475136839
+2011.0,2012.0,2373.7295,north_asia,-2.1266620946428576,0.5504841757070587,-0.8986117746265077,0.2247891996692553
+2012.0,2013.0,2363.3665,north_asia,-2.082237426114749,0.5503336578162555,-0.8836982900957205,0.2249054279600158
+2013.0,2014.0,2353.0035,north_asia,-0.9064403927766193,0.5632256664521381,-0.3863861215956616,0.2336466676687554
+2014.0,2015.0,2342.6405,north_asia,-0.7676348462089759,0.5665440381989155,-0.3286653160182816,0.2352461601417673
+2015.0,2016.0,2332.2775,north_asia,-1.9092539350345972,0.578671943989981,-0.8210853690566785,0.2375356175403869
+2016.0,2017.0,2321.9145,north_asia,-1.0968359067228153,0.5699045112972384,-0.4738056959762406,0.2360857122049479
+2017.0,2018.0,2311.5515,north_asia,-2.229459832807573,0.5802175682894745,-0.9673884998110736,0.2369800852580313
+2018.0,2019.0,2301.1885,north_asia,-1.4296283286683342,0.5770101437116635,-0.6231258843095254,0.2382938770019798
+2019.0,2020.0,2290.8255,north_asia,-0.8149763258916679,0.551439985831076,-0.356827096488514,0.2288743209514384
+2020.0,2021.0,2280.4625,north_asia,-1.0545339240245566,0.6479196117270417,-0.4638125139790883,0.2687609048907057
+2021.0,2022.0,2270.0995,north_asia,-1.2541491015757211,0.6493331246844912,-0.5541267553189984,0.2689804421564722
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diff --git a/glacier_data/11_central_europe.csv b/glacier_data/11_central_europe.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bd1f9847b9b1ed4c2d0cb2874a6a7f9927e64956
--- /dev/null
+++ b/glacier_data/11_central_europe.csv
@@ -0,0 +1,25 @@
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diff --git a/glacier_data/12_caucasus_middle_east.csv b/glacier_data/12_caucasus_middle_east.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0f3770a30fb62dbd2af5ce6d557103406c42212e
--- /dev/null
+++ b/glacier_data/12_caucasus_middle_east.csv
@@ -0,0 +1,25 @@
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diff --git a/glacier_data/13_central_asia.csv b/glacier_data/13_central_asia.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5bffab66d3a0efd33704a4db0804792e02a79c0c
--- /dev/null
+++ b/glacier_data/13_central_asia.csv
@@ -0,0 +1,25 @@
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diff --git a/glacier_data/14_south_asia_west.csv b/glacier_data/14_south_asia_west.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3a5e582f756024d81de15fc06ecfbac7165575ff
--- /dev/null
+++ b/glacier_data/14_south_asia_west.csv
@@ -0,0 +1,25 @@
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diff --git a/glacier_data/15_south_asia_east.csv b/glacier_data/15_south_asia_east.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bee8e16bee599fada34accf6f4d5284c6021595e
--- /dev/null
+++ b/glacier_data/15_south_asia_east.csv
@@ -0,0 +1,25 @@
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diff --git a/glacier_data/16_low_latitudes.csv b/glacier_data/16_low_latitudes.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2f701d40fc6971a31ea057706a3856fdaa517eaa
--- /dev/null
+++ b/glacier_data/16_low_latitudes.csv
@@ -0,0 +1,25 @@
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diff --git a/glacier_data/17_southern_andes.csv b/glacier_data/17_southern_andes.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0336cb75131cdae1428b9886066fc82d65baa3f2
--- /dev/null
+++ b/glacier_data/17_southern_andes.csv
@@ -0,0 +1,25 @@
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diff --git a/glacier_data/18_new_zealand.csv b/glacier_data/18_new_zealand.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cb5ba70ed08b964b00d8e874059b746bcef5bd5b
--- /dev/null
+++ b/glacier_data/18_new_zealand.csv
@@ -0,0 +1,25 @@
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diff --git a/glacier_data/19_antarctic_and_subantarctic.csv b/glacier_data/19_antarctic_and_subantarctic.csv
new file mode 100644
index 0000000000000000000000000000000000000000..151f8b3482e6284cc5ccd75bcbd66ab0f1550a2d
--- /dev/null
+++ b/glacier_data/19_antarctic_and_subantarctic.csv
@@ -0,0 +1,25 @@
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diff --git a/glacier_data/1_alaska.csv b/glacier_data/1_alaska.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7d14f2b83998bd8e10d6f840e7fd908bfdc8e6f2
--- /dev/null
+++ b/glacier_data/1_alaska.csv
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diff --git a/glacier_data/2_western_canada_us.csv b/glacier_data/2_western_canada_us.csv
new file mode 100644
index 0000000000000000000000000000000000000000..099edc4a3159c9ed1f4f21c0416d59d0235722b9
--- /dev/null
+++ b/glacier_data/2_western_canada_us.csv
@@ -0,0 +1,25 @@
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diff --git a/glacier_data/3_arctic_canada_north.csv b/glacier_data/3_arctic_canada_north.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4e3e6589dd78b8c5395495949c8d2bc5239a0fd3
--- /dev/null
+++ b/glacier_data/3_arctic_canada_north.csv
@@ -0,0 +1,25 @@
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diff --git a/glacier_data/4_arctic_canada_south.csv b/glacier_data/4_arctic_canada_south.csv
new file mode 100644
index 0000000000000000000000000000000000000000..df8e76d0139f868181ea795171c59496367fa520
--- /dev/null
+++ b/glacier_data/4_arctic_canada_south.csv
@@ -0,0 +1,25 @@
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diff --git a/glacier_data/5_greenland_periphery.csv b/glacier_data/5_greenland_periphery.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1ef1dc5fc632ed5722ccd4e976f37d23ace4752d
--- /dev/null
+++ b/glacier_data/5_greenland_periphery.csv
@@ -0,0 +1,25 @@
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diff --git a/glacier_data/6_iceland.csv b/glacier_data/6_iceland.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b0521810db32881113dad67ae223dad4c6677ccc
--- /dev/null
+++ b/glacier_data/6_iceland.csv
@@ -0,0 +1,25 @@
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+2020.0,2021.0,10203.956,iceland,-9.140112202280346,6.022850703712587,-0.8984373362078995,0.5446254855752175
+2021.0,2022.0,10164.14,iceland,-12.546547907083468,6.130173165829964,-1.2381077798526985,0.5530143876508594
+2022.0,2023.0,10124.324,iceland,1.975963970068084,6.617995812759047,0.19575723763538,0.6001057699684678
+2023.0,2024.0,10084.508,iceland,-10.314387865321638,9.371491575966754,-1.0258729665081174,0.8485937583402879
diff --git a/glacier_data/7_svalbard.csv b/glacier_data/7_svalbard.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e93946d9d463a7f2ff53cb862a1cfe4791abb7f1
--- /dev/null
+++ b/glacier_data/7_svalbard.csv
@@ -0,0 +1,25 @@
+start_dates,end_dates,glacier_area,region,combined_gt,combined_gt_errors,combined_mwe,combined_mwe_errors
+2000.0,2001.0,34444.6137,svalbard,5.85973224228223,11.083688554617016,0.1706323196560655,0.3272521256079329
+2001.0,2002.0,34356.3203,svalbard,-11.143703096330642,10.105549871997376,-0.3253327103465396,0.2980222964142529
+2002.0,2003.0,34268.0269,svalbard,-10.250925533265024,9.845739411238746,-0.3000397681432435,0.2904082953939729
+2003.0,2004.0,34179.7335,svalbard,-16.59267211556013,7.089062030575299,-0.486914267933249,0.2079429079141126
+2004.0,2005.0,34091.4401,svalbard,-13.80339462074514,6.085182907824757,-0.4061116036272124,0.1785715036483082
+2005.0,2006.0,34003.1467,svalbard,-9.303333767132411,6.088282675861296,-0.2744254181153053,0.1792971736745494
+2006.0,2007.0,33914.8533,svalbard,-4.636312178454609,6.065740312949929,-0.1371158213842746,0.1790261098857296
+2007.0,2008.0,33826.5599,svalbard,-4.167827196014192,6.03418694957874,-0.1235824249724236,0.1781187216019453
+2008.0,2009.0,33738.2665,svalbard,8.898909088510552,6.130919812299276,0.2645567503283372,0.1806046177541355
+2009.0,2010.0,33649.9731,svalbard,-7.622036302257484,6.094954749331444,-0.22719100527023,0.1796676115583862
+2010.0,2011.0,33561.6797,svalbard,-0.3143960034536954,7.094889280341375,-0.0093958953294677,0.2095533003652641
+2011.0,2012.0,33473.3863,svalbard,-16.06662024252455,6.1302030159850505,-0.4814261991156349,0.1794995669355213
+2012.0,2013.0,33385.0929,svalbard,-3.3211945074716787,5.868641311831714,-0.0997807039706257,0.1732660929034964
+2013.0,2014.0,33296.7995,svalbard,-28.17079520779257,6.396883247663932,-0.8485969317703638,0.1843004289753631
+2014.0,2015.0,33208.5061,svalbard,-11.484639850071742,6.178035926857084,-0.3468749063180213,0.1816838179402434
+2015.0,2016.0,33120.212700000004,svalbard,-12.732022496611268,5.976228809156995,-0.3855752260039856,0.1755088876268902
+2016.0,2017.0,33031.9193,svalbard,-26.151076923306224,6.115742545145028,-0.7940733320322727,0.1764570851401571
+2017.0,2018.0,32943.6259,svalbard,-17.7612648718528,5.987427632022826,-0.5407634561212445,0.1748879258532447
+2018.0,2019.0,32855.3325,svalbard,-18.7418685432444,6.226761519791363,-0.5721525823317762,0.1818182828455348
+2019.0,2020.0,32767.0391,svalbard,-19.3136979603446,6.26384483144987,-0.5911981653705852,0.1827963437063611
+2020.0,2021.0,32678.7457,svalbard,-39.71242876629833,7.367721383032264,-1.2188939228447218,0.2095604170708659
+2021.0,2022.0,32590.4523,svalbard,-7.953819778136595,7.091334393209247,-0.2447880429461956,0.2091191890331557
+2022.0,2023.0,32502.1589,svalbard,-42.11223980325151,8.2780330820747,-1.2995738776377503,0.2364572527522733
+2023.0,2024.0,32413.8655,svalbard,-24.48600796123645,11.62016898695594,-0.7576907796542612,0.3413016777956906
diff --git a/glacier_data/8_scandinavia.csv b/glacier_data/8_scandinavia.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7cc62d4abb91e948de45e937ff7722b80f8e7b98
--- /dev/null
+++ b/glacier_data/8_scandinavia.csv
@@ -0,0 +1,25 @@
+start_dates,end_dates,glacier_area,region,combined_gt,combined_gt_errors,combined_mwe,combined_mwe_errors
+2000.0,2001.0,2960.94345,scandinavia,0.8445266836084478,0.923866344543825,0.2860804002421115,0.3138955147419732
+2001.0,2002.0,2952.98115,scandinavia,-2.1991190686074744,0.5545600353244062,-0.7469523730077972,0.1848713060535852
+2002.0,2003.0,2945.01885,scandinavia,-4.026071661226791,0.6161477892966664,-1.3711919772216228,0.1980630886630486
+2003.0,2004.0,2937.05655,scandinavia,-4.215089346015239,0.599647084746878,-1.4394590611499332,0.1909391788779985
+2004.0,2005.0,2929.09425,scandinavia,-0.6708575916169709,0.6414623711386273,-0.2297216008934517,0.2178746381510352
+2005.0,2006.0,2921.13195,scandinavia,-1.028301421986082,0.5977995076624393,-0.3530808010273277,0.2025691758323705
+2006.0,2007.0,2913.16965,scandinavia,-5.233164247312704,0.6179085420780166,-1.80178692313833,0.1903891125248742
+2007.0,2008.0,2905.20735,scandinavia,0.2174491141998074,0.6653668679534063,0.0750732729879769,0.2262732691494355
+2008.0,2009.0,2897.24505,scandinavia,0.2234919590341321,0.6348393161658972,0.0773715887067633,0.2158870506175567
+2009.0,2010.0,2889.28275,scandinavia,-1.850892814863128,0.5767912450269116,-0.6425339304253037,0.1936356938535793
+2010.0,2011.0,2881.32045,scandinavia,-2.7932180431987925,0.5553297789362552,-0.9723399255832847,0.1828072071542048
+2011.0,2012.0,2873.35815,scandinavia,-3.1497490108565325,0.6042335330282362,-1.099489352181635,0.1984076463935409
+2012.0,2013.0,2865.39585,scandinavia,1.616198486336387,0.5930602138415199,0.5657374255464349,0.1998293525020472
+2013.0,2014.0,2857.43355,scandinavia,-3.2996106704306336,0.6122441452849038,-1.158220910612434,0.2005326732987237
+2014.0,2015.0,2849.47125,scandinavia,-2.818199598557766,0.6439089028393591,-0.9920014590321544,0.2136969474310804
+2015.0,2016.0,2841.50895,scandinavia,1.7778450224721014,0.6138097811187486,0.627551993559962,0.2065671284000276
+2016.0,2017.0,2833.5466499999998,scandinavia,-1.1893070315883585,0.5968325053068001,-0.4209867829966101,0.2019836056580751
+2017.0,2018.0,2825.58435,scandinavia,-0.0301437619599587,0.5534288605776797,-0.0107002522703053,0.1882306152989854
+2018.0,2019.0,2817.62205,scandinavia,-4.212927232509297,0.5456267605424232,-1.4997057694956732,0.1711902790282569
+2019.0,2020.0,2809.65975,scandinavia,-1.4351922971850946,0.6018051979337271,-0.5123434713666368,0.2032246455536964
+2020.0,2021.0,2801.69745,scandinavia,0.4944919959301292,0.7062267943630811,0.177028371046039,0.2400534477469109
+2021.0,2022.0,2793.73515,scandinavia,-2.4255083424878463,0.6364868968277927,-0.8708079442592027,0.2125148760206184
+2022.0,2023.0,2785.77285,scandinavia,-1.4723308948231677,0.873194474676976,-0.5301082528527918,0.2959321300617251
+2023.0,2024.0,2777.81055,scandinavia,-3.1568268459350413,0.8714005955469484,-1.1398638483122103,0.2914766887650764
diff --git a/glacier_data/9_russian_arctic.csv b/glacier_data/9_russian_arctic.csv
new file mode 100644
index 0000000000000000000000000000000000000000..422d94da271f21b99f69eeb5e0ad375a5e7e60b2
--- /dev/null
+++ b/glacier_data/9_russian_arctic.csv
@@ -0,0 +1,25 @@
+start_dates,end_dates,glacier_area,region,combined_gt,combined_gt_errors,combined_mwe,combined_mwe_errors
+2000.0,2001.0,51612.6368,russian_arctic,8.519843072055021,16.83852313593046,0.1655695201874821,0.3272558751828727
+2001.0,2002.0,51571.3632,russian_arctic,-10.13503584712864,14.884953959372003,-0.1971158374278154,0.2892132239895944
+2002.0,2003.0,51530.0896,russian_arctic,-7.559339588150589,14.936792206722348,-0.1471389998453962,0.2902957850505115
+2003.0,2004.0,51488.816,russian_arctic,-8.908960921205653,10.754602498668811,-0.1735477511443126,0.2089026706976959
+2004.0,2005.0,51447.5424,russian_arctic,-25.41459065221258,9.031469650025716,-0.4954768032562778,0.1738357193832817
+2005.0,2006.0,51406.2688,russian_arctic,-14.261778926584304,9.041293367543714,-0.278267482537093,0.1752258005348916
+2006.0,2007.0,51364.9952,russian_arctic,-5.90635950470559,8.928674158972823,-0.1153340300595766,0.1734889302574243
+2007.0,2008.0,51323.7216,russian_arctic,-16.05897200870474,8.71637492039037,-0.313837215779299,0.1687360206283844
+2008.0,2009.0,51282.448,russian_arctic,2.617551605043185,8.804955433054952,0.0511954477818475,0.171159755662064
+2009.0,2010.0,51241.1744,russian_arctic,3.355955051219893,8.983269267720505,0.0656903993764133,0.1746148274010283
+2010.0,2011.0,51199.9008,russian_arctic,1.8542126867048536,10.862218761176116,0.0363241341063991,0.2111665883159242
+2011.0,2012.0,51158.6272,russian_arctic,-28.4607306217242,8.85990229576888,-0.5579971804035616,0.1700106293831719
+2012.0,2013.0,51117.3536,russian_arctic,-8.370259542081753,8.583246633777788,-0.1642386643372891,0.1666699074808103
+2013.0,2014.0,51076.08,russian_arctic,-24.013597848216985,8.93582131366647,-0.4715682059872326,0.17214747028107
+2014.0,2015.0,51034.8064,russian_arctic,1.6598696379314568,8.698154515198176,0.0326221327768831,0.1690946339724458
+2015.0,2016.0,50993.5328,russian_arctic,-19.01366050987852,8.974493519796871,-0.3739861131815193,0.1734929891098213
+2016.0,2017.0,50952.2592,russian_arctic,-38.72567230076549,9.224829587638965,-0.7623253513645547,0.175346330997787
+2017.0,2018.0,50910.9856,russian_arctic,-9.23312758170906,8.55164055408476,-0.1819039683381615,0.1660114921498525
+2018.0,2019.0,50869.712,russian_arctic,-19.85869850503244,8.902138807527425,-0.391558219685465,0.1719880927857434
+2019.0,2020.0,50828.4384,russian_arctic,-27.58499190115624,9.0339738741464,-0.5443408603484208,0.1735720720989747
+2020.0,2021.0,50787.1648,russian_arctic,-60.4847308697026,10.989710164137534,-1.1945288007668282,0.2054038172990117
+2021.0,2022.0,50745.8912,russian_arctic,-4.299174110625859,10.867987304658904,-0.0849745731128615,0.2112450946969196
+2022.0,2023.0,50704.6176,russian_arctic,-40.067190725521854,12.697161647787336,-0.7925856833103166,0.2437557760189884
+2023.0,2024.0,50663.344,russian_arctic,-34.07823465673737,18.704402660586183,-0.674664842251638,0.3621235566221768
diff --git a/glacier_data/__MACOSX/._0_global.csv b/glacier_data/__MACOSX/._0_global.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7bf122a362ec34729644d0962a6ccac2620995d8
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diff --git a/glacier_data/__MACOSX/._10_north_asia.csv b/glacier_data/__MACOSX/._10_north_asia.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7bf122a362ec34729644d0962a6ccac2620995d8
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diff --git a/glacier_data/__MACOSX/._11_central_europe.csv b/glacier_data/__MACOSX/._11_central_europe.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7bf122a362ec34729644d0962a6ccac2620995d8
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diff --git a/glacier_data/__MACOSX/._12_caucasus_middle_east.csv b/glacier_data/__MACOSX/._12_caucasus_middle_east.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7bf122a362ec34729644d0962a6ccac2620995d8
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diff --git a/glacier_data/__MACOSX/._13_central_asia.csv b/glacier_data/__MACOSX/._13_central_asia.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7bf122a362ec34729644d0962a6ccac2620995d8
Binary files /dev/null and b/glacier_data/__MACOSX/._13_central_asia.csv differ
diff --git a/glacier_data/__MACOSX/._14_south_asia_west.csv b/glacier_data/__MACOSX/._14_south_asia_west.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7bf122a362ec34729644d0962a6ccac2620995d8
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diff --git a/glacier_data/__MACOSX/._15_south_asia_east.csv b/glacier_data/__MACOSX/._15_south_asia_east.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7bf122a362ec34729644d0962a6ccac2620995d8
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diff --git a/glacier_data/__MACOSX/._16_low_latitudes.csv b/glacier_data/__MACOSX/._16_low_latitudes.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7bf122a362ec34729644d0962a6ccac2620995d8
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diff --git a/glacier_data/__MACOSX/._17_southern_andes.csv b/glacier_data/__MACOSX/._17_southern_andes.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7bf122a362ec34729644d0962a6ccac2620995d8
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diff --git a/glacier_data/__MACOSX/._18_new_zealand.csv b/glacier_data/__MACOSX/._18_new_zealand.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7bf122a362ec34729644d0962a6ccac2620995d8
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diff --git a/glacier_data/__MACOSX/._19_antarctic_and_subantarctic.csv b/glacier_data/__MACOSX/._19_antarctic_and_subantarctic.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7bf122a362ec34729644d0962a6ccac2620995d8
Binary files /dev/null and b/glacier_data/__MACOSX/._19_antarctic_and_subantarctic.csv differ
diff --git a/glacier_data/__MACOSX/._1_alaska.csv b/glacier_data/__MACOSX/._1_alaska.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7bf122a362ec34729644d0962a6ccac2620995d8
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diff --git a/glacier_data/__MACOSX/._2_western_canada_us.csv b/glacier_data/__MACOSX/._2_western_canada_us.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7bf122a362ec34729644d0962a6ccac2620995d8
Binary files /dev/null and b/glacier_data/__MACOSX/._2_western_canada_us.csv differ
diff --git a/glacier_data/__MACOSX/._3_arctic_canada_north.csv b/glacier_data/__MACOSX/._3_arctic_canada_north.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7bf122a362ec34729644d0962a6ccac2620995d8
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diff --git a/glacier_data/__MACOSX/._4_arctic_canada_south.csv b/glacier_data/__MACOSX/._4_arctic_canada_south.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7bf122a362ec34729644d0962a6ccac2620995d8
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diff --git a/glacier_data/__MACOSX/._5_greenland_periphery.csv b/glacier_data/__MACOSX/._5_greenland_periphery.csv
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index 0000000000000000000000000000000000000000..7bf122a362ec34729644d0962a6ccac2620995d8
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diff --git a/glacier_data/__MACOSX/._6_iceland.csv b/glacier_data/__MACOSX/._6_iceland.csv
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diff --git a/glacier_data/__MACOSX/._7_svalbard.csv b/glacier_data/__MACOSX/._7_svalbard.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7bf122a362ec34729644d0962a6ccac2620995d8
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diff --git a/glacier_data/__MACOSX/._8_scandinavia.csv b/glacier_data/__MACOSX/._8_scandinavia.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7bf122a362ec34729644d0962a6ccac2620995d8
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diff --git a/glacier_data/__MACOSX/._9_russian_arctic.csv b/glacier_data/__MACOSX/._9_russian_arctic.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7bf122a362ec34729644d0962a6ccac2620995d8
Binary files /dev/null and b/glacier_data/__MACOSX/._9_russian_arctic.csv differ
diff --git a/glacier_summary.csv b/glacier_summary.csv
new file mode 100644
index 0000000000000000000000000000000000000000..aab318422c3a6709bc558383ec586a2826592a09
--- /dev/null
+++ b/glacier_summary.csv
@@ -0,0 +1,21 @@
+Region,Rows,Columns,Missing Values,Start Date Range,End Date Range,Glacier Area Range (km²),Combined Mass Change (Gt)
+12_caucasus_middle_east,24,"['start_dates', 'end_dates', 'glacier_area', 'region', 'combined_gt', 'combined_gt_errors', 'combined_mwe', 'combined_mwe_errors']","{'start_dates': 0, 'end_dates': 0, 'glacier_area': 0, 'region': 0, 'combined_gt': 0, 'combined_gt_errors': 0, 'combined_mwe': 0, 'combined_mwe_errors': 0}",2000.0 - 2023.0,2001.0 - 2024.0,1123.43185 - 1282.75515,-1.8119059633143595 - 0.6360925487896292
+17_southern_andes,24,"['start_dates', 'end_dates', 'glacier_area', 'region', 'combined_gt', 'combined_gt_errors', 'combined_mwe', 'combined_mwe_errors']","{'start_dates': 0, 'end_dates': 0, 'glacier_area': 0, 'region': 0, 'combined_gt': 0, 'combined_gt_errors': 0, 'combined_mwe': 0, 'combined_mwe_errors': 0}",2000.0 - 2023.0,2001.0 - 2024.0,28184.1533 - 29402.5139,-67.135862594548 - 7.61001311639548
+1_alaska,24,"['start_dates', 'end_dates', 'glacier_area', 'region', 'combined_gt', 'combined_gt_errors', 'combined_mwe', 'combined_mwe_errors']","{'start_dates': 0, 'end_dates': 0, 'glacier_area': 0, 'region': 0, 'combined_gt': 0, 'combined_gt_errors': 0, 'combined_mwe': 0, 'combined_mwe_errors': 0}",2000.0 - 2023.0,2001.0 - 2024.0,80272.66 - 89847.1,-144.96724967946653 - 55.42475171089546
+19_antarctic_and_subantarctic,24,"['start_dates', 'end_dates', 'glacier_area', 'region', 'combined_gt', 'combined_gt_errors', 'combined_mwe', 'combined_mwe_errors']","{'start_dates': 0, 'end_dates': 0, 'glacier_area': 0, 'region': 0, 'combined_gt': 0, 'combined_gt_errors': 0, 'combined_mwe': 0, 'combined_mwe_errors': 0}",2000.0 - 2023.0,2001.0 - 2024.0,119414.21625 - 127665.25695,-82.18509811946437 - 54.21030700577958
+9_russian_arctic,24,"['start_dates', 'end_dates', 'glacier_area', 'region', 'combined_gt', 'combined_gt_errors', 'combined_mwe', 'combined_mwe_errors']","{'start_dates': 0, 'end_dates': 0, 'glacier_area': 0, 'region': 0, 'combined_gt': 0, 'combined_gt_errors': 0, 'combined_mwe': 0, 'combined_mwe_errors': 0}",2000.0 - 2023.0,2001.0 - 2024.0,50663.344 - 51612.6368,-60.4847308697026 - 8.519843072055021
+11_central_europe,24,"['start_dates', 'end_dates', 'glacier_area', 'region', 'combined_gt', 'combined_gt_errors', 'combined_mwe', 'combined_mwe_errors']","{'start_dates': 0, 'end_dates': 0, 'glacier_area': 0, 'region': 0, 'combined_gt': 0, 'combined_gt_errors': 0, 'combined_mwe': 0, 'combined_mwe_errors': 0}",2000.0 - 2023.0,2001.0 - 2024.0,1693.1602 - 2140.639,-6.237435177272426 - 0.4019665729881813
+8_scandinavia,24,"['start_dates', 'end_dates', 'glacier_area', 'region', 'combined_gt', 'combined_gt_errors', 'combined_mwe', 'combined_mwe_errors']","{'start_dates': 0, 'end_dates': 0, 'glacier_area': 0, 'region': 0, 'combined_gt': 0, 'combined_gt_errors': 0, 'combined_mwe': 0, 'combined_mwe_errors': 0}",2000.0 - 2023.0,2001.0 - 2024.0,2777.81055 - 2960.94345,-5.233164247312704 - 1.7778450224721014
+7_svalbard,24,"['start_dates', 'end_dates', 'glacier_area', 'region', 'combined_gt', 'combined_gt_errors', 'combined_mwe', 'combined_mwe_errors']","{'start_dates': 0, 'end_dates': 0, 'glacier_area': 0, 'region': 0, 'combined_gt': 0, 'combined_gt_errors': 0, 'combined_mwe': 0, 'combined_mwe_errors': 0}",2000.0 - 2023.0,2001.0 - 2024.0,32413.8655 - 34444.6137,-42.11223980325151 - 8.898909088510552
+14_south_asia_west,24,"['start_dates', 'end_dates', 'glacier_area', 'region', 'combined_gt', 'combined_gt_errors', 'combined_mwe', 'combined_mwe_errors']","{'start_dates': 0, 'end_dates': 0, 'glacier_area': 0, 'region': 0, 'combined_gt': 0, 'combined_gt_errors': 0, 'combined_mwe': 0, 'combined_mwe_errors': 0}",2000.0 - 2023.0,2001.0 - 2024.0,30728.1472 - 33507.5776,-34.3384991492528 - 9.726773430882623
+4_arctic_canada_south,24,"['start_dates', 'end_dates', 'glacier_area', 'region', 'combined_gt', 'combined_gt_errors', 'combined_mwe', 'combined_mwe_errors']","{'start_dates': 0, 'end_dates': 0, 'glacier_area': 0, 'region': 0, 'combined_gt': 0, 'combined_gt_errors': 0, 'combined_mwe': 0, 'combined_mwe_errors': 0}",2000.0 - 2023.0,2001.0 - 2024.0,40119.3056 - 40871.6448,-50.54712713038396 - 1.5608686349126528
+3_arctic_canada_north,24,"['start_dates', 'end_dates', 'glacier_area', 'region', 'combined_gt', 'combined_gt_errors', 'combined_mwe', 'combined_mwe_errors']","{'start_dates': 0, 'end_dates': 0, 'glacier_area': 0, 'region': 0, 'combined_gt': 0, 'combined_gt_errors': 0, 'combined_mwe': 0, 'combined_mwe_errors': 0}",2000.0 - 2023.0,2001.0 - 2024.0,103308.34635 - 105000.63345,-83.30383705815383 - 14.803773171172445
+10_north_asia,24,"['start_dates', 'end_dates', 'glacier_area', 'region', 'combined_gt', 'combined_gt_errors', 'combined_mwe', 'combined_mwe_errors']","{'start_dates': 0, 'end_dates': 0, 'glacier_area': 0, 'region': 0, 'combined_gt': 0, 'combined_gt_errors': 0, 'combined_mwe': 0, 'combined_mwe_errors': 0}",2000.0 - 2023.0,2001.0 - 2024.0,2249.3735 - 2487.7225,-2.383431710308152 - 0.4721992168201645
+15_south_asia_east,24,"['start_dates', 'end_dates', 'glacier_area', 'region', 'combined_gt', 'combined_gt_errors', 'combined_mwe', 'combined_mwe_errors']","{'start_dates': 0, 'end_dates': 0, 'glacier_area': 0, 'region': 0, 'combined_gt': 0, 'combined_gt_errors': 0, 'combined_mwe': 0, 'combined_mwe_errors': 0}",2000.0 - 2023.0,2001.0 - 2024.0,13314.3791 - 14907.1245,-17.589780221019534 - 0.8262841166758295
+18_new_zealand,24,"['start_dates', 'end_dates', 'glacier_area', 'region', 'combined_gt', 'combined_gt_errors', 'combined_mwe', 'combined_mwe_errors']","{'start_dates': 0, 'end_dates': 0, 'glacier_area': 0, 'region': 0, 'combined_gt': 0, 'combined_gt_errors': 0, 'combined_mwe': 0, 'combined_mwe_errors': 0}",2000.0 - 2023.0,2001.0 - 2024.0,797.1901 - 981.5995,-2.1815863332370538 - 0.8406476913557156
+16_low_latitudes,24,"['start_dates', 'end_dates', 'glacier_area', 'region', 'combined_gt', 'combined_gt_errors', 'combined_mwe', 'combined_mwe_errors']","{'start_dates': 0, 'end_dates': 0, 'glacier_area': 0, 'region': 0, 'combined_gt': 0, 'combined_gt_errors': 0, 'combined_mwe': 0, 'combined_mwe_errors': 0}",2000.0 - 2023.0,2001.0 - 2024.0,1714.1972500000002 - 2354.92895,-2.769504894430206 - 1.0742074293211157
+5_greenland_periphery,24,"['start_dates', 'end_dates', 'glacier_area', 'region', 'combined_gt', 'combined_gt_errors', 'combined_mwe', 'combined_mwe_errors']","{'start_dates': 0, 'end_dates': 0, 'glacier_area': 0, 'region': 0, 'combined_gt': 0, 'combined_gt_errors': 0, 'combined_mwe': 0, 'combined_mwe_errors': 0}",2000.0 - 2023.0,2001.0 - 2024.0,72428.5341 - 89349.1603,-86.27339719312873 - 21.19402971840975
+13_central_asia,24,"['start_dates', 'end_dates', 'glacier_area', 'region', 'combined_gt', 'combined_gt_errors', 'combined_mwe', 'combined_mwe_errors']","{'start_dates': 0, 'end_dates': 0, 'glacier_area': 0, 'region': 0, 'combined_gt': 0, 'combined_gt_errors': 0, 'combined_mwe': 0, 'combined_mwe_errors': 0}",2000.0 - 2023.0,2001.0 - 2024.0,47661.2101 - 49702.3543,-40.61362594960092 - 23.07038904132115
+2_western_canada_us,24,"['start_dates', 'end_dates', 'glacier_area', 'region', 'combined_gt', 'combined_gt_errors', 'combined_mwe', 'combined_mwe_errors']","{'start_dates': 0, 'end_dates': 0, 'glacier_area': 0, 'region': 0, 'combined_gt': 0, 'combined_gt_errors': 0, 'combined_mwe': 0, 'combined_mwe_errors': 0}",2000.0 - 2023.0,2001.0 - 2024.0,12759.334 - 14563.2148,-33.28211098254605 - 12.22074313575233
+0_global,24,"['start_dates', 'end_dates', 'glacier_area', 'region', 'combined_gt', 'combined_gt_errors', 'combined_mwe', 'combined_mwe_errors']","{'start_dates': 0, 'end_dates': 0, 'glacier_area': 0, 'region': 0, 'combined_gt': 0, 'combined_gt_errors': 0, 'combined_mwe': 0, 'combined_mwe_errors': 0}",2000.0 - 2023.0,2001.0 - 2024.0,651707.1669499998 - 704082.6956499998,-548.025110248126 - -78.04414729402814
+6_iceland,24,"['start_dates', 'end_dates', 'glacier_area', 'region', 'combined_gt', 'combined_gt_errors', 'combined_mwe', 'combined_mwe_errors']","{'start_dates': 0, 'end_dates': 0, 'glacier_area': 0, 'region': 0, 'combined_gt': 0, 'combined_gt_errors': 0, 'combined_mwe': 0, 'combined_mwe_errors': 0}",2000.0 - 2023.0,2001.0 - 2024.0,10084.508 - 11000.276,-30.63731167132132 - 6.969062312583269
diff --git a/gtn_summary.csv b/gtn_summary.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9cc38798da374d3e8707194cf73cd26d5753f75b
--- /dev/null
+++ b/gtn_summary.csv
@@ -0,0 +1,2 @@
+Columns,Rows,Missing Values
+"['station_name', 'station_no', 'station_id', 'station_latitude', 'station_longitude', 'station_status', 'river_name', 'station_elevation', 'CATCHMENT_SIZE', 'NAT_STA_ID', 'GRDCCOUNTRY']",324,"{'station_name': 0, 'station_no': 0, 'station_id': 0, 'station_latitude': 0, 'station_longitude': 0, 'station_status': 0, 'river_name': 0, 'station_elevation': 72, 'CATCHMENT_SIZE': 0, 'NAT_STA_ID': 18, 'GRDCCOUNTRY': 0}"
diff --git a/index.html b/index.html
new file mode 100644
index 0000000000000000000000000000000000000000..fa4252480636315fbb72668c8043921d4ab55108
--- /dev/null
+++ b/index.html
@@ -0,0 +1,39 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+ <meta charset="UTF-8">
+ <title>🌍 GlacierH2O</title>
+ <link rel="stylesheet" href="css/styles.css">
+ <script src="https://cdn.jsdelivr.net/npm/d3@7"></script>
+ <script src="https://unpkg.com/leaflet@1.9.4/dist/leaflet.js"></script>
+ <link rel="stylesheet" href="https://unpkg.com/leaflet@1.9.4/dist/leaflet.css" />
+ <script src="https://cdn.jsdelivr.net/npm/chart.js@4.4.0/dist/chart.umd.min.js"></script>
+</head>
+<body>
+ <h1>🌍 GlacierH2O</h1>
+
+ <div id="controls">
+ <div class="year-control">
+ <label for="year-input">Year:</label>
+ <input type="number" id="year-input" min="2000" max="2025" value="2000" step="1">
+ <input type="range" id="year-slider" min="2000" max="2025" value="2000" step="1">
+ </div>
+ <select id="basemap-select">
+ <option value="OpenStreetMap">OpenStreetMap</option>
+ <option value="Satellite">Satellite</option>
+ </select>
+ <button id="dark-mode-toggle">🌙 Dark Mode</button>
+ </div>
+
+ <div id="container">
+ <div id="map-container">
+ <div id="map"></div>
+ </div>
+ <div id="chart-container">
+ <canvas id="region-chart"></canvas>
+ </div>
+ </div>
+
+ <script type="module" src="js/main.js"></script>
+</body>
+</html>
\ No newline at end of file
diff --git a/js/chart.js b/js/chart.js
new file mode 100644
index 0000000000000000000000000000000000000000..8ec6c716a009c9dae7a4e86ee8bb4738c0e31680
--- /dev/null
+++ b/js/chart.js
@@ -0,0 +1,91 @@
+let chartInstance = null;
+
+export function updateChart(region, darkMode = false) {
+ d3.json("data/glacier_data.json").then((data) => {
+ // Filter data for the selected region
+ const regionData = data
+ .filter(d => d.region === region)
+ .sort((a, b) => new Date(a.end_date) - new Date(b.end_date));
+
+ const ctx = document.getElementById("region-chart").getContext("2d");
+
+ // Destroy existing chart if it exists
+ if (chartInstance) {
+ chartInstance.destroy();
+ }
+
+ // Determine text and grid colors based on dark mode
+ const textColor = darkMode ? "#ecf0f1" : "#34495e";
+ const gridColor = darkMode ? "rgba(255, 255, 255, 0.2)" : "rgba(0, 0, 0, 0.1)";
+
+ // Chart options
+ const options = {
+ responsive: true,
+ maintainAspectRatio: false,
+ plugins: {
+ legend: {
+ labels: {
+ color: textColor
+ }
+ },
+ title: {
+ display: true,
+ text: region === 'global' ? 'Global Glacier Mass Change' : `${region.replace(/_/g, ' ')} Glacier Mass Change`,
+ font: {
+ size: 14
+ },
+ color: textColor
+ }
+ },
+ scales: {
+ x: {
+ title: {
+ display: true,
+ text: "Year",
+ color: textColor
+ },
+ ticks: {
+ color: textColor
+ },
+ grid: {
+ color: gridColor
+ }
+ },
+ y: {
+ title: {
+ display: true,
+ text: "Mass Change (Gt)",
+ color: textColor
+ },
+ ticks: {
+ color: textColor
+ },
+ grid: {
+ color: gridColor
+ }
+ }
+ }
+ };
+
+ // Create the chart
+ chartInstance = new Chart(ctx, {
+ type: "line",
+ data: {
+ labels: regionData.map(d => d.end_date),
+ datasets: [{
+ label: region === 'global' ? "Global Glacier Mass Change" : `${region.replace(/_/g, ' ')} Glacier Mass Change`,
+ data: regionData.map(d => d.glacier_mass_change),
+ borderColor: "#3498db",
+ backgroundColor: "rgba(52, 152, 219, 0.2)",
+ fill: true,
+ tension: 0.4,
+ pointRadius: 3,
+ pointBackgroundColor: "#3498db"
+ }]
+ },
+ options: options
+ });
+ });
+}
+
+export { chartInstance };
\ No newline at end of file
diff --git a/js/controls.js b/js/controls.js
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/js/main.js b/js/main.js
new file mode 100644
index 0000000000000000000000000000000000000000..9473d0caced633647252242602f6d020c331bf24
--- /dev/null
+++ b/js/main.js
@@ -0,0 +1,154 @@
+import { updateChart, chartInstance } from "./chart.js";
+
+document.addEventListener("DOMContentLoaded", () => {
+ const yearSlider = document.getElementById("year-slider");
+ const yearInput = document.getElementById("year-input");
+ const baseMapSelector = document.getElementById("basemap-select");
+ const darkModeToggle = document.getElementById("dark-mode-toggle");
+
+ let glacierData = [];
+ let currentRegion = 'global'; // Default to global view
+
+ // Initialize the map
+ const map = L.map("map").setView([20, 0], 2);
+
+ // Define base map layers
+ const baseMaps = {
+ "OpenStreetMap": L.tileLayer("https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png"),
+ "Satellite": L.tileLayer("https://server.arcgisonline.com/ArcGIS/rest/services/World_Imagery/MapServer/tile/{z}/{y}/{x}")
+ };
+
+ // Add initial base layer
+ let currentBaseLayer = baseMaps["OpenStreetMap"];
+ currentBaseLayer.addTo(map);
+
+ // Handle base map selection
+ baseMapSelector.addEventListener("change", (e) => {
+ map.removeLayer(currentBaseLayer);
+ currentBaseLayer = baseMaps[e.target.value];
+ currentBaseLayer.addTo(map);
+ });
+
+ // Create legend for map
+ const createLegend = () => {
+ const legend = L.control({ position: "topright" });
+
+ legend.onAdd = () => {
+ const div = L.DomUtil.create("div", "info legend");
+ div.setAttribute("id", "legend");
+ div.innerHTML = `
+ <div class="legend-title">Glacier Mass Change</div>
+ <div class="legend-item">
+ <div class="color-box" style="background-color: #003366;"></div>
+ <span>Freeze (≥ 10 Gt)</span>
+ </div>
+ <div class="legend-item">
+ <div class="color-box" style="background-color: #33cc33;"></div>
+ <span>Stable (-10 to 10 Gt)</span>
+ </div>
+ <div class="legend-item">
+ <div class="color-box" style="background-color: #ff3300;"></div>
+ <span>Melting (< -10 Gt)</span>
+ </div>
+ `;
+
+ // Prevent map interactions when clicking on legend
+ L.DomEvent.disableClickPropagation(div);
+ return div;
+ };
+
+ legend.addTo(map);
+ };
+
+ // Update map markers based on selected year
+ const updateMapMarkers = (year) => {
+ // Clear existing markers
+ map.eachLayer(layer => {
+ if (layer instanceof L.CircleMarker) {
+ map.removeLayer(layer);
+ }
+ });
+
+ // Add new markers for the selected year
+ glacierData
+ .filter(d => Math.round(d.end_date) === +year)
+ .forEach((data) => {
+ // Determine color based on mass change
+ let fillColor;
+ if (data.glacier_mass_change >= 10) {
+ fillColor = "#003366"; // Freeze
+ } else if (data.glacier_mass_change <= -10) {
+ fillColor = "#ff3300"; // Melting
+ } else {
+ fillColor = "#33cc33"; // Stable
+ }
+
+ // Create circle marker
+ const marker = L.circleMarker([data.latitude, data.longitude], {
+ radius: Math.max(data.glacier_area / 2000, 6),
+ fillColor,
+ color: "#222",
+ weight: 1,
+ fillOpacity: 0.8
+ });
+
+ // Add popup with region information
+ marker.bindPopup(`
+ <strong>Region:</strong> ${data.region.replace(/_/g, " ")}<br>
+ <strong>Mass Change:</strong> ${data.glacier_mass_change} Gt
+ `);
+
+ // Add click event to update charts
+ marker.on('click', function() {
+ currentRegion = data.region;
+ updateChart(data.region, document.body.classList.contains('dark-mode'));
+ });
+
+ // Add marker to map
+ marker.addTo(map);
+ });
+ };
+
+ // Handle year slider input
+ yearSlider.addEventListener("input", (e) => {
+ yearInput.value = e.target.value;
+ updateMapMarkers(e.target.value);
+ });
+
+ // Handle year input changes
+ yearInput.addEventListener("input", (e) => {
+ const year = Math.max(2000, Math.min(2025, e.target.value));
+ yearSlider.value = year;
+ updateMapMarkers(year);
+ });
+
+ // Toggle dark mode
+ darkModeToggle.addEventListener("click", () => {
+ document.body.classList.toggle("dark-mode");
+ darkModeToggle.textContent = document.body.classList.contains("dark-mode")
+ ? "☀️ Light Mode"
+ : "🌙 Dark Mode";
+
+ // Update charts with new theme
+ updateChart(currentRegion, document.body.classList.contains('dark-mode'));
+ });
+
+ // Add window resize handler
+ window.addEventListener('resize', () => {
+ if (chartInstance) {
+ chartInstance.resize();
+ }
+ });
+
+ // Initialize the application
+ Promise.all([
+ d3.json("data/glacier_data.json")
+ ]).then(([data]) => {
+ glacierData = data;
+ updateMapMarkers(yearSlider.value);
+ createLegend();
+ updateChart('global', document.body.classList.contains('dark-mode'));
+ }).catch(error => {
+ console.error("Error loading data:", error);
+ });
+});
\ No newline at end of file
diff --git a/setup_project.sh b/setup_project.sh
new file mode 100644
index 0000000000000000000000000000000000000000..65adb963c1dab6f9503846a7c15d826ac16b4bf3
--- /dev/null
+++ b/setup_project.sh
@@ -0,0 +1,90 @@
+#!/bin/bash
+
+# Project name
+PROJECT_NAME="glacier-visualization"
+
+# Create base directories
+mkdir -p $PROJECT_NAME/{public,src/{components,data},src/styles}
+
+# Create essential files
+touch $PROJECT_NAME/public/index.html
+touch $PROJECT_NAME/src/{App.jsx,index.js,styles/styles.css}
+touch $PROJECT_NAME/src/components/{GlobeVisualization.jsx,RegionDetailChart.jsx,Controls.jsx}
+touch $PROJECT_NAME/src/data/{glacier_data.json,gtn_report.json}
+touch $PROJECT_NAME/data_preprocessing.py
+touch $PROJECT_NAME/package.json
+
+# Add basic content to files
+echo "<!DOCTYPE html>
+<html lang='en'>
+<head>
+ <meta charset='UTF-8'>
+ <title>Glacier Melt Visualization</title>
+</head>
+<body>
+ <div id='root'></div>
+</body>
+</html>" > $PROJECT_NAME/public/index.html
+
+echo "import React from 'react';
+import ReactDOM from 'react-dom';
+import App from './App';
+import './styles/styles.css';
+
+ReactDOM.render(<App />, document.getElementById('root'));" > $PROJECT_NAME/src/index.js
+
+echo "{
+ \"name\": \"glacier-visualization\",
+ \"version\": \"1.0.0\",
+ \"scripts\": {
+ \"start\": \"react-scripts start\",
+ \"build\": \"react-scripts build\"
+ },
+ \"dependencies\": {
+ \"react\": \"^18.0.0\",
+ \"react-dom\": \"^18.0.0\",
+ \"react-scripts\": \"5.0.1\",
+ \"d3\": \"^7.0.0\",
+ \"topojson-client\": \"^3.1.0\",
+ \"react-chartjs-2\": \"^4.0.0\",
+ \"chart.js\": \"^3.5.0\"
+ }
+}" > $PROJECT_NAME/package.json
+
+echo "# Python script to process data
+import zipfile
+import pandas as pd
+import os
+import json
+
+zip_path = 'Glacier.zip'
+xlsx_path = 'GTN Report.xlsx'
+extract_dir = 'glacier_data'
+
+with zipfile.ZipFile(zip_path, 'r') as zip_ref:
+ zip_ref.extractall(extract_dir)
+
+glacier_data = []
+for file in os.listdir(extract_dir):
+ if file.endswith('.csv') and file != '0_global.csv':
+ df = pd.read_csv(os.path.join(extract_dir, file))
+ region = file.replace('.csv', '')
+ for _, row in df.iterrows():
+ glacier_data.append({
+ \"region\": region,
+ \"start_dates\": row['start_dates'],
+ \"end_dates\": row['end_dates'],
+ \"glacier_area\": row['glacier_area'],
+ \"combined_gt\": row['combined_gt'],
+ \"combined_mwe\": row['combined_mwe']
+ })
+
+with open('src/data/glacier_data.json', 'w') as f:
+ json.dump(glacier_data, f, indent=4)
+
+pd.read_excel(xlsx_path).to_json('src/data/gtn_report.json', orient='records', indent=4)
+print('✅ Data converted!')" > $PROJECT_NAME/data_preprocessing.py
+
+# Display final structure
+echo "✅ Project structure created successfully!"
+tree $PROJECT_NAME