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+28.6787154455157,77.2685891635406,0.000184600553123399,0.00028221785001294,0.887501345610299 +28.6787154455157,77.2703857941089,0.00018568602817155,0.000283286710031114,0.886766807666579 diff --git a/hcho_distribution/hcho_v1.py b/hcho_distribution/hcho_v1.py new file mode 100644 index 0000000..44ca935 --- /dev/null +++ b/hcho_distribution/hcho_v1.py @@ -0,0 +1,62 @@ +import pandas as pd +import numpy as np +import matplotlib.pyplot as plt +import cartopy.crs as ccrs +import cartopy.feature as cfeature + +# Load CSV file +filename = 'hcho_10by10_delhi.csv' # Path to the uploaded file +data = pd.read_csv(filename) + +# Extract columns +var1 = data.iloc[:, 2] +var2 = data.iloc[:, 3] +var3 = data.iloc[:, 4] +latitudes = data.iloc[:, 0] +longitudes = data.iloc[:, 1] + +# Plotting +fig, axes = plt.subplots(1, 3, figsize=(20, 10), subplot_kw={'projection': ccrs.PlateCarree()}) + +# Set extents for all plots +extent = [longitudes.min(), longitudes.max(), latitudes.min(), latitudes.max()] + +# Common function to plot each subplot +def plot_variable(ax, lon, lat, values, title, label): + ax.set_extent(extent) + ax.add_feature(cfeature.OCEAN, zorder=0) + ax.add_feature(cfeature.LAND, zorder=0) + ax.add_feature(cfeature.COASTLINE, zorder=1) + ax.add_feature(cfeature.BORDERS, linestyle=':', zorder=1) + ax.add_feature(cfeature.LAKES, alpha=0.5, zorder=1) + ax.add_feature(cfeature.RIVERS, zorder=1) + num_levels = 50 + scatter = ax.scatter(lon, lat, c=values, cmap='jet', alpha=0.8, zorder=2) + cbar = plt.colorbar(scatter, ax=ax, orientation='horizontal', pad=0.15, aspect=50) + cbar.set_label(label, fontsize=10) + cbar.ax.tick_params(rotation=60) + ax.set_title(title, fontsize=10, pad=20) + ax.set_xlabel('Longitude', fontsize=3) + ax.set_ylabel('Latitude', fontsize=3) + gl = ax.gridlines(draw_labels=True, linewidth=0.5, color='black', alpha=0.5, linestyle='--') + gl.right_labels = False + gl.top_labels = True + gl.left_labels = True + gl.bottom_labels = False + gl.xlocator = plt.MaxNLocator(nbins=5) + gl.ylocator = plt.MaxNLocator(nbins=5) + +# Plot for var1 +plot_variable(axes[0], longitudes, latitudes, var1, 'HCHO_slant_cnd', 'mol/m^2') + +# Plot for var2 +plot_variable(axes[1], longitudes, latitudes, var2, 'tropospheric_HCHO_cnd', 'mol/m^2') + +# Plot for var3 +plot_variable(axes[2], longitudes, latitudes, var3, 'tropospheric_HCHO_amf', 'mol/m^2') + +# Improve the appearance of the plot +plt.tight_layout(rect=[0, 0.1, 1, 0.95]) +plt.subplots_adjust(wspace=0.3) +plt.show() + diff --git a/hcho_distribution/hcho_v2.py b/hcho_distribution/hcho_v2.py new file mode 100644 index 0000000..26f8fac --- /dev/null +++ b/hcho_distribution/hcho_v2.py @@ -0,0 +1,73 @@ +import pandas as pd +import numpy as np +import matplotlib.pyplot as plt +import cartopy.crs as ccrs +import cartopy.feature as cfeature +from scipy.interpolate import griddata + +# Load CSV file +filename = 'hcho_10by10_delhi.csv' # Path to the uploaded file +data = pd.read_csv(filename) + +# Extract columns +var1 = data.iloc[:, 2] +var2 = data.iloc[:, 3] +var3 = data.iloc[:, 4] +latitudes = data.iloc[:, 0] +longitudes = data.iloc[:, 1] + +# Create a grid of points with higher resolution +lon_grid = np.linspace(longitudes.min(), longitudes.max(), 500) +lat_grid = np.linspace(latitudes.min(), latitudes.max(), 500) +lon_mesh, lat_mesh = np.meshgrid(lon_grid, lat_grid) + +# Interpolate values onto the grid for var1, var2, and var3 +grid_values_var1 = griddata((longitudes, latitudes), var1, (lon_mesh, lat_mesh), method='linear') +grid_values_var2 = griddata((longitudes, latitudes), var2, (lon_mesh, lat_mesh), method='linear') +grid_values_var3 = griddata((longitudes, latitudes), var3, (lon_mesh, lat_mesh), method='linear') + +# Plotting +fig, axes = plt.subplots(1, 3, figsize=(20, 10), subplot_kw={'projection': ccrs.PlateCarree()}) + +# Set extents for all plots +extent = [longitudes.min(), longitudes.max(), latitudes.min(), latitudes.max()] + +# Common function to plot each subplot +def plot_variable(ax, grid_values, title, label): + ax.set_extent(extent) + ax.add_feature(cfeature.OCEAN, zorder=0) + ax.add_feature(cfeature.LAND, zorder=0) + ax.add_feature(cfeature.COASTLINE, zorder=1) + ax.add_feature(cfeature.BORDERS, linestyle=':', zorder=1) + ax.add_feature(cfeature.LAKES, alpha=0.5, zorder=1) + ax.add_feature(cfeature.RIVERS, zorder=1) + num_levels = 50 + heatmap = ax.contourf(lon_mesh, lat_mesh, grid_values, levels=num_levels, transform=ccrs.PlateCarree(), cmap='jet', alpha=0.8, zorder=2) + cbar = plt.colorbar(heatmap, ax=ax, orientation='horizontal', pad=0.15, aspect=50) + cbar.set_label(label, fontsize=10) + cbar.ax.tick_params(rotation=60) + ax.set_title(title, fontsize=10, pad=20) + ax.set_xlabel('Longitude', fontsize=3) + ax.set_ylabel('Latitude', fontsize=3) + gl = ax.gridlines(draw_labels=True, linewidth=0.5, color='black', alpha=0.5, linestyle='--') + gl.right_labels = False + gl.top_labels = True + gl.left_labels = True + gl.bottom_labels = False + gl.xlocator = plt.MaxNLocator(nbins=5) + gl.ylocator = plt.MaxNLocator(nbins=5) + +# Plot for var1 +plot_variable(axes[0], grid_values_var1, 'HCHO_slant_cnd', 'mol/m^2') + +# Plot for var2 +plot_variable(axes[1], grid_values_var2, 'tropospheric_HCHO_cnd', 'mol/m^2') + +# Plot for var3 +plot_variable(axes[2], grid_values_var3, 'tropospheric_HCHO_cnd_amf', 'mol/m^2') + +# Improve the appearance of the plot +plt.tight_layout(rect=[0, 0.1, 1, 0.95]) +plt.subplots_adjust(wspace=0.3) +plt.show() + diff --git a/hcho_distribution/output.nc b/hcho_distribution/output.nc new file mode 100644 index 0000000..2217e03 Binary files /dev/null and b/hcho_distribution/output.nc differ diff --git a/hcho_distribution/to_nc.py b/hcho_distribution/to_nc.py new file mode 100644 index 0000000..63df2f4 --- /dev/null +++ b/hcho_distribution/to_nc.py @@ -0,0 +1,26 @@ +import pandas as pd +import xarray as xr + +# Load the CSV file +file_path = '1km_by_1km - Sheet1.csv' +data = pd.read_csv(file_path) + +# Rename the columns to something more meaningful +data.columns = ['lat', 'lon', 'variable1', 'variable2', 'variable3'] + +# Convert the DataFrame to an xarray Dataset +ds = xr.Dataset( + { + 'variable1': (['lat', 'lon'], data.pivot(index='lat', columns='lon', values='variable1').values), + 'variable2': (['lat', 'lon'], data.pivot(index='lat', columns='lon', values='variable2').values), + 'variable3': (['lat', 'lon'], data.pivot(index='lat', columns='lon', values='variable3').values), + }, + coords={ + 'lat': data['lat'].unique(), + 'lon': data['lon'].unique() + } +) + +# Save the Dataset to a NetCDF file +ds.to_netcdf('output.nc') + diff --git a/hcho_distribution/vehicle_heatmap.py b/hcho_distribution/vehicle_heatmap.py new file mode 100644 index 0000000..20f7183 --- /dev/null +++ b/hcho_distribution/vehicle_heatmap.py @@ -0,0 +1,51 @@ +import numpy as np +import matplotlib.pyplot as plt +import cartopy.crs as ccrs +import cartopy.feature as cfeature +from netCDF4 import Dataset + +# Load the NetCDF file +filename = 'detection_results_with_vehicles.nc' # Path to the NetCDF file +nc = Dataset(filename) + +# Extract the required variables +latitudes = nc.variables['lat'][:] +longitudes = nc.variables['lon'][:] +cars_2 = nc.variables['cars_2'][:] + +# Plotting +fig, ax = plt.subplots(figsize=(10, 8), subplot_kw={'projection': ccrs.PlateCarree()}) + +# Set extents for the plot +extent = [longitudes.min(), longitudes.max(), latitudes.min(), latitudes.max()] + +# Function to plot the points +def plot_points(ax, lons, lats, values, title, label): + ax.set_extent(extent) + ax.add_feature(cfeature.OCEAN, zorder=0) + ax.add_feature(cfeature.LAND, zorder=0) + ax.add_feature(cfeature.COASTLINE, zorder=1) + ax.add_feature(cfeature.BORDERS, linestyle=':', zorder=1) + ax.add_feature(cfeature.LAKES, alpha=0.5, zorder=1) + ax.add_feature(cfeature.RIVERS, zorder=1) + # Adjust the size of the points based on the values + sizes = 100 + (values / values.max() * 1000) # Scale the sizes for better visibility + scatter = ax.scatter(lons, lats, s=sizes, color='b', alpha=0.6, transform=ccrs.PlateCarree(), zorder=2) + ax.set_title(title, fontsize=10, pad=20) + ax.set_xlabel('Longitude', fontsize=10) + ax.set_ylabel('Latitude', fontsize=10) + gl = ax.gridlines(draw_labels=True, linewidth=0.5, color='black', alpha=0.5, linestyle='--') + gl.right_labels = False + gl.top_labels = False + gl.left_labels = True + gl.bottom_labels = True + gl.xlocator = plt.MaxNLocator(nbins=5) + gl.ylocator = plt.MaxNLocator(nbins=5) + +# Plot for cars_2 +plot_points(ax, longitudes, latitudes, cars_2, 'Vehicles Detected (Cars + Buses)', 'Number of Vehicles') + +# Improve the appearance of the plot +plt.tight_layout(rect=[0, 0.1, 1, 0.95]) +plt.show() + diff --git a/hcho_distribution/vehicles_heatmap.png b/hcho_distribution/vehicles_heatmap.png new file mode 100644 index 0000000..68e8aff Binary files /dev/null and b/hcho_distribution/vehicles_heatmap.png differ