{ "cells": [ { "cell_type": "markdown", "id": "39f83d3a", "metadata": {}, "source": [ "# Identify the mediod of a flock of particels\n", "\n", "When a group of particles, or trajectories, join together is space, they can be considered a *flock*. Such clusters have specific diagnostics and spatial temporal statistics, of which some are shown below. The *mediod* is the trajectory that has the least combined separation distance from all trajectories.\n", "\n", "### 0. Import of libraries\n", "\n", "General libraries are imported, but also the specific functions which are situated in this folder" ] }, { "cell_type": "code", "execution_count": 1, "id": "4061823a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Thu Jun 15 15:49:59 2023\n" ] } ], "source": [ "import os\n", "import time\n", "\n", "import netCDF4 as nc\n", "\n", "import cartopy\n", "import matplotlib.pyplot as plt\n", "from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n", "\n", "from Functions.flock_measures import mediod\n", "\n", "print(time.ctime(time.time()))" ] }, { "cell_type": "markdown", "id": "6ec524e9", "metadata": {}, "source": [ "### 1. Load the data\n", "load the toy data:" ] }, { "cell_type": "code", "execution_count": 2, "id": "5633feeb", "metadata": {}, "outputs": [], "source": [ "fn = 'toy_data_01.nc'\n", "ds = nc.Dataset(os.path.join(os.pardir, 'Simulations', fn))\n", "\n", "lat, lon = ds['lat'][:], ds['lon'][:]\n", "tim, id = ds['time'][:], ds['trajectory'][:]\n", "\n", "# make a selection so a relatively coherent flock is present\n", "lat, lon, tim = lat[100:,:40], lon[100:,:40], tim[100:,:40]" ] }, { "cell_type": "markdown", "id": "f0cbaad2", "metadata": {}, "source": [ "### 2. Calculate the mediod of a flock\n", "\n", "The toy data example consist of parcels that are released at the same time, within an square box. As time progresses these parcels create trajectories. One trajectory which might describe the general trajectory best is the medoid. In respect to all others, this spatial temporal path has the least separation distance, along the whole timespan. It can be calculated in the following way:" ] }, { "cell_type": "code", "execution_count": 3, "id": "a4a76baa", "metadata": {}, "outputs": [], "source": [ "id_mean = mediod(lon.data, lat.data, spherical=True, robust=False)" ] }, { "cell_type": "markdown", "id": "be1a88de", "metadata": {}, "source": [ "In the code above, the mean distance is used, but to be less sensative to outliers, the median can be used as well:" ] }, { "cell_type": "code", "execution_count": 4, "id": "739cb818", "metadata": {}, "outputs": [], "source": [ "id_medi = mediod(lon.data, lat.data, spherical=True, robust=True)" ] }, { "cell_type": "markdown", "id": "90204290", "metadata": {}, "source": [ "Now these can be plotted:" ] }, { "cell_type": "code", "execution_count": 5, "id": "5bb28324", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,17)) #(17,5)\n", "ax1 = plt.subplot(111, projection=cartopy.crs.PlateCarree())\n", " \n", "ax1.coastlines(resolution='50m')\n", "ax1.plot(lon.data.T, lat.data.T, transform=cartopy.crs.PlateCarree(), \n", " color='xkcd:greyish blue', alpha=0.4, linewidth=2)\n", "ax1.plot(lon.data[id_mean,...], lat.data[id_mean,...], \n", " transform=cartopy.crs.PlateCarree(), color='xkcd:bright pink')\n", "ax1.plot(lon.data[id_medi,...], lat.data[id_medi,...], \n", " transform=cartopy.crs.PlateCarree(), color='xkcd:deep pink')\n", "ax1.set_xlim([15, 35])\n", "ax1.set_ylim([-42, -32])\n", "gl = ax1.gridlines(crs=cartopy.crs.PlateCarree(), draw_labels=True)\n", "gl.top_labels = False\n", "gl.right_labels = False\n", "gl.xformatter = LONGITUDE_FORMATTER\n", "gl.yformatter = LATITUDE_FORMATTER\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "a31bcb14", "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 }