{ "cells": [ { "cell_type": "markdown", "id": "21f59b13", "metadata": {}, "source": [ "# Gaussian Kernal Density Estimation (method 2)" ] }, { "cell_type": "markdown", "id": "bb2c188e", "metadata": {}, "source": [ "This code uses the KDE function from sci-kit learn package to find the smoothing curve over the 2D histogram of particle counts in the horizontal plane and plots it over a grid with the same resolution as the particles' trajectories.\n", "\n", "It takes into account the grid cells that are over land to avoid unrealistic results." ] }, { "cell_type": "markdown", "id": "420abf33", "metadata": {}, "source": [ "-Author: Jimena Medina Rubio\n", "\n", "-Created on: 18/03/2023" ] }, { "cell_type": "markdown", "id": "735675c2", "metadata": {}, "source": [ "### 0. Imports and package versions" ] }, { "cell_type": "code", "execution_count": 1, "id": "c3ba9f66", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import xarray as xr\n", "import matplotlib.pyplot as plt\n", "import cartopy\n", "import cartopy.crs as ccrs\n", "import cmocean\n", "import cmocean.cm as cmo\n", "import pandas as pd\n", "from scipy.interpolate import griddata\n", "from sklearn.neighbors import KernelDensity\n", "from sklearn.model_selection import GridSearchCV" ] }, { "cell_type": "markdown", "id": "bb7a48ca", "metadata": {}, "source": [ "### 1. Loading the data" ] }, { "cell_type": "code", "execution_count": 2, "id": "98d8a8b0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Dimensions: (traj: 144, obs: 121)\n", "Dimensions without coordinates: traj, obs\n", "Data variables:\n", " trajectory (traj, obs) float64 ...\n", " time (traj, obs) datetime64[ns] ...\n", " lat (traj, obs) float32 ...\n", " lon (traj, obs) float32 ...\n", " z (traj, obs) float32 ...\n", " U (traj, obs) float32 ...\n", " V (traj, obs) float32 ...\n", "Attributes:\n", " feature_type: trajectory\n", " Conventions: CF-1.6/CF-1.7\n", " ncei_template_version: NCEI_NetCDF_Trajectory_Template_v2.0\n", " parcels_version: 2.3.1.dev20+g92f2fb90\n", " parcels_mesh: spherical>\n" ] } ], "source": [ "#select path of directory\n", "path=\"/Users/lienzo/Desktop/Thesis/Parcelscodes/\"\n", "\n", "#import OceanParcels output in netCDF\n", "file=\"toy_data_01.nc\"\n", "\n", "ds=xr.open_dataset(path+file)\n", "print(ds.keys)" ] }, { "cell_type": "markdown", "id": "8b8e5270", "metadata": {}, "source": [ "### 2. Definition of functions" ] }, { "cell_type": "code", "execution_count": 3, "id": "7caf59a5", "metadata": {}, "outputs": [], "source": [ "def land_mask_interpolated(land_mask, ds, bins_x, bins_y):\n", " \n", " \"\"\"\n", " Interpolates the input land_mask from a netCDF file to the desired grid on which the KDE function\n", " is displayed. The number of grid cells in the zonal & meridional direction is bins_x & bins_y respectively\n", " \n", " \"\"\"\n", " \n", " #use boolean indexing to select the values of longitude & latitude inside the domain\n", " land_mask = land_mask.sel(lat=slice(ds['lat'].min(), ds['lat'].max()), \n", " lon=slice(ds['lon'].min(), ds['lon'].max()))\n", "\n", " #define fine grid coordinates\n", " fine_x, fine_y = np.meshgrid(np.arange(0, np.shape(land_mask)[1]), np.arange(0, np.shape(land_mask)[0]))\n", "\n", " #define coarse grid coordinates with binx_x & bins_y cells in the x/y direction\n", " coarse_x, coarse_y = np.meshgrid(np.linspace(0, np.shape(land_mask)[1], bins_x), np.linspace(0, np.shape(land_mask)[0], bins_y))\n", " \n", " #flatten fine grid coordinates and mask\n", " flat_x, flat_y, flat_mask = fine_x.flatten(), fine_y.flatten(), land_mask.stack(z=('lat', 'lon'))\n", "\n", " #interpolate mask onto coarse grid\n", " coarse_mask = griddata((flat_x, flat_y), flat_mask, (coarse_x, coarse_y), method='nearest')\n", " \n", " #set NaN values in ocean\n", " coarse_mask[coarse_mask==100]=np.nan\n", " \n", " #create boolean mask in the same grid as used in kde with True in ocean\n", " ocean=np.isnan(coarse_mask)\n", " \n", " return ocean" ] }, { "cell_type": "code", "execution_count": 4, "id": "9d488bdf", "metadata": {}, "outputs": [], "source": [ "def kde_landmask(ds, bins_x, bins_y, ocean):\n", " \n", " \"\"\"\n", " Calculates the smoothing Gaussian function of the longitude and latitude samples from the particles' locations\n", " at each observation from the Dataset 'ds'. The bandwidth of such function is fitted to the samples and the \n", " resulting heat map is shown over an adjustable grid controlled by the parameters 'binx_x' & 'bins_y'.\n", " \n", " The input land mask 'ocean' is a boolean mask that restricts the KDE values to the ocean.\n", " \"\"\"\n", " #initialize an empty list to store the KDE values for each observation\n", " kde_values = []\n", "\n", " #loop over each observation in the dataset\n", " for i in range(ds.obs.size):\n", " \n", " #extract the lon/lat values for the current observation\n", " lon_lat = np.vstack([ds.lat[:,i], ds.lon[:,i]]).T\n", " \n", " #create a 2D grid of lat/lon values to evaluate the KDE on based on\n", " x, y = np.meshgrid(np.linspace(ds['lon'].min(), ds['lon'].max(), bins_x), np.linspace(ds['lat'].min(), ds['lat'].max(), bins_y))\n", " \n", " #flatten grid & the ocean mask\n", " xy = np.column_stack([y.ravel(), x.ravel()])\n", " ocean=ocean.ravel()\n", " \n", " #only consider points from xy grid in ocean\n", " xy = xy[ocean]\n", " \n", " #initialize a KDE object & fit it to the lon/lat values from the trajectories\n", " kde = KernelDensity( kernel=\"gaussian\", algorithm=\"ball_tree\")\n", " \n", " #suggest a range of possible values of bandwidth & find best fit\n", " bandwidth = np.arange(0.02, 1, 0.05)\n", " grid = GridSearchCV(kde, {'bandwidth': bandwidth})\n", " \n", " #find KDE for the given lat/lon values\n", " grid.fit(lon_lat)\n", " kde = grid.best_estimator_\n", "\n", " #evaluate the KDE on the 2D grid created & get log-likelihood\n", " log_density = kde.score_samples(xy)\n", " \n", " #obtain probability at each grid cell\n", " density = np.exp(log_density)\n", " \n", " #normalise results\n", " density /= density.sum()\n", " \n", " #initialise output matrix\n", " z = np.zeros(x.shape)\n", " \n", " #only keep values in the ocean\n", " z.ravel()[ocean] = density\n", " z.resize(x.shape)\n", " \n", " # append the KDE values of each grid cell to the list\n", " kde_values.append(z)\n", " \n", " #combine the KDE values into a DataArray\n", " kde_values = np.stack(kde_values)\n", " kde_da = xr.DataArray(kde_values,\n", " dims=(\"obs\", \"lat\", \"lon\"),\n", " coords={\"obs\": ds.obs.values,\n", " \"lat\": y[:, 0],\n", " \"lon\": x[0, :]},\n", " name=\"%\")\n", " \n", " #print the used bandwidth\n", " print(\"optimal bandwidth: \" + \"{:.2f}\".format(kde.bandwidth))\n", "\n", " #compute the cumulative sum of the particle distribution over time\n", " kde_total=np.sum(kde_da, axis=0)\n", " \n", " #obtain normalised result in percentage\n", " kde_total = kde_total*100/np.nansum(kde_total)\n", " \n", " #set to NaN zero value\n", " kde_total=kde_total.where(kde_total!= 0, np.nan)\n", " \n", " return kde_total" ] }, { "cell_type": "code", "execution_count": 5, "id": "c851dd47", "metadata": {}, "outputs": [], "source": [ "\n", "def probability_map(probability, xlim, ylim, title):\n", " \n", " \"\"\" All-included plot of the desired domain specified by xlim & ylim \"\"\"\n", " \n", " fig=plt.figure(figsize=(13,6)) \n", " ax = fig.add_subplot(111, projection=ccrs.PlateCarree(central_longitude=0.0))\n", "\n", " #create grid with [min, max] values of lons & lats\n", " ax.set_xlim(xlim)\n", " ax.set_ylim(ylim)\n", " \n", " #plot coastlines\n", " ax.coastlines(resolution='10m')\n", " ax.add_feature(cartopy.feature.LAND, facecolor='grey')\n", "\n", " #draw grid lines\n", " gl = ax.gridlines(crs=ccrs.PlateCarree(), draw_labels=True)\n", " gl.right_labels = False\n", " gl.top_labels = False\n", "\n", " #plot probability results \n", " probability.plot(ax=ax, cmap=cmo.matter)\n", " plt.title(title)\n", " \n", " return plt.show()" ] }, { "cell_type": "markdown", "id": "1fdea949", "metadata": {}, "source": [ "### 3. Results" ] }, { "cell_type": "markdown", "id": "a79a9f5c", "metadata": {}, "source": [ "**OBTAINING LAND MASK TO EXCLUDE FROM KDE ANALYSIS**\n", "\n", "Method: imput fine resolution land mask and interpolate it to the grid used to display the KDE on. \n", "Download land sea mask from NASA website" ] }, { "cell_type": "code", "execution_count": 6, "id": "c4604313", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "KeysView(\n", "Dimensions: (lon: 3602, lat: 1800)\n", "Coordinates:\n", " * lon (lon) float64 -0.05 0.05 0.15 0.25 ... 359.8 359.9 360.0 360.1\n", " * lat (lat) float64 -89.95 -89.85 -89.75 -89.65 ... 89.75 89.85 89.95\n", "Data variables:\n", " landseamask (lat, lon) float32 ...)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#import land mask\n", "land=xr.open_dataset('/Users/lienzo/Downloads/IMERG_land_sea_mask.nc')\n", "print(land.keys())\n", "land['landseamask'].plot()" ] }, { "cell_type": "code", "execution_count": 7, "id": "b42e110c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "optimal bandwidth: 0.92\n" ] } ], "source": [ "#choose bin size of the output grid\n", "bins_x=100\n", "bins_y=100\n", "\n", "#interpolate land mask to output grid\n", "ocean=land_mask_interpolated(land['landseamask'], ds, bins_x, bins_y)\n", "\n", "#calculate KDE over output grid\n", "kde_results=kde_landmask(ds, bins_x, bins_y, ocean)" ] }, { "cell_type": "markdown", "id": "888280a3", "metadata": {}, "source": [ "### 4. Plotting results" ] }, { "cell_type": "code", "execution_count": 8, "id": "ee2f2f47", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#choose the limits of the x & y axis of the graph\n", "xlim=[10, 47]\n", "ylim= [-47, -25]\n", "\n", "#plot results\n", "probability_map(kde_results, xlim, ylim, 'Kernel Distribution Estimation')" ] }, { "cell_type": "code", "execution_count": null, "id": "033953a9", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.18" } }, "nbformat": 4, "nbformat_minor": 5 }