{ "cells": [ { "cell_type": "markdown", "id": "2f8718e4", "metadata": {}, "source": [ "### Identify the dispersion around the center of mass for 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 center of mass of this flock gives a hint about XXXX.\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": "5b5afc5a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wed Jun 28 16:10:56 2023\n" ] } ], "source": [ "import os\n", "import time\n", "\n", "import numpy as np\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 center_of_mass_displacement, center_of_mass_spread\n", "\n", "print(time.ctime(time.time()))" ] }, { "cell_type": "markdown", "id": "a0d0c79d", "metadata": {}, "source": [ "### 1. Load the data\n", "load the toy data:" ] }, { "cell_type": "code", "execution_count": 2, "id": "7cd6b213", "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": "06a7dd53", "metadata": {}, "source": [ "### 2. Calculate the center of mass displacement of a flock\n", "\n", "It can be calculated in the following way:" ] }, { "cell_type": "code", "execution_count": 3, "id": "d0f9f2ee", "metadata": {}, "outputs": [], "source": [ "M_lat,M_lon = center_of_mass_displacement(lon.data, lat.data)\n", "mean_lat = np.mean(lon.data[:,0])\n", "mean_lon = np.mean(lat.data[:,0])" ] }, { "cell_type": "code", "execution_count": 4, "id": "4851541b", "metadata": {}, "outputs": [], "source": [ "D_lat, D_lon = center_of_mass_spread(lon.data, lat.data, M_x=M_lat, M_y=M_lon)" ] }, { "cell_type": "code", "execution_count": 5, "id": "923fbfa1", "metadata": {}, "outputs": [ { "data": { "image/png": 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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", "cc = ax1.scatter(M_lat+mean_lat, M_lon+mean_lon, \n", " transform=cartopy.crs.PlateCarree(), c=np.sqrt(D_lat**2 + D_lon**2))\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", "plt.colorbar(cc, shrink=0.3)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "1a3d29f2", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "06e0d3da", "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": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 5 }