From 6f3f52df68280c4043b48b589b1229d3b6a75ab5 Mon Sep 17 00:00:00 2001
From: Shubham Ghosal <66195319+shbmmm@users.noreply.github.com>
Date: Mon, 15 Jul 2024 14:16:21 +0530
Subject: [PATCH] Add files via upload

---
 hcho_distribution/1km2_conti.png              |  Bin 0 -> 164748 bytes
 hcho_distribution/1km2_distribution.png       |  Bin 0 -> 126048 bytes
 hcho_distribution/1km_by_1km - Sheet1.csv     |  121 +
 hcho_distribution/detection_results.nc        |  Bin 0 -> 7486 bytes
 .../detection_results_with_vehicles.nc        |  Bin 0 -> 19473 bytes
 hcho_distribution/hcho_10by10_delhi.csv       | 2851 +++++++++++++++++
 hcho_distribution/hcho_v1.py                  |   62 +
 hcho_distribution/hcho_v2.py                  |   73 +
 hcho_distribution/output.nc                   |  Bin 0 -> 11248 bytes
 hcho_distribution/to_nc.py                    |   26 +
 hcho_distribution/vehicle_heatmap.py          |   51 +
 hcho_distribution/vehicles_heatmap.png        |  Bin 0 -> 78756 bytes
 12 files changed, 3184 insertions(+)
 create mode 100644 hcho_distribution/1km2_conti.png
 create mode 100644 hcho_distribution/1km2_distribution.png
 create mode 100644 hcho_distribution/1km_by_1km - Sheet1.csv
 create mode 100644 hcho_distribution/detection_results.nc
 create mode 100644 hcho_distribution/detection_results_with_vehicles.nc
 create mode 100644 hcho_distribution/hcho_10by10_delhi.csv
 create mode 100644 hcho_distribution/hcho_v1.py
 create mode 100644 hcho_distribution/hcho_v2.py
 create mode 100644 hcho_distribution/output.nc
 create mode 100644 hcho_distribution/to_nc.py
 create mode 100644 hcho_distribution/vehicle_heatmap.py
 create mode 100644 hcho_distribution/vehicles_heatmap.png

diff --git a/hcho_distribution/1km2_conti.png b/hcho_distribution/1km2_conti.png
new file mode 100644
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diff --git a/hcho_distribution/1km2_distribution.png b/hcho_distribution/1km2_distribution.png
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diff --git a/hcho_distribution/1km_by_1km - Sheet1.csv b/hcho_distribution/1km_by_1km - Sheet1.csv
new file mode 100644
index 0000000..aa56f88
--- /dev/null
+++ b/hcho_distribution/1km_by_1km - Sheet1.csv	
@@ -0,0 +1,121 @@
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diff --git a/hcho_distribution/detection_results.nc b/hcho_distribution/detection_results.nc
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diff --git a/hcho_distribution/hcho_10by10_delhi.csv b/hcho_distribution/hcho_10by10_delhi.csv
new file mode 100644
index 0000000..63bb93d
--- /dev/null
+++ b/hcho_distribution/hcho_10by10_delhi.csv
@@ -0,0 +1,2851 @@
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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
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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
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