{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## An example of custom remote SHC model evaluation" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/conda/lib/python3.7/site-packages/spacepy/pycdf/__init__.py:1209: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated, and in 3.8 it will stop working\n", " class CDF(collections.MutableMapping):\n", "[1/1] Processing: 0%| | [ Elapsed: 00:00, Remaining: ? ]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Can't download new leap second table\n", "Can't find leap second table. Using one built into code.\n", "Last leap second in built in table is on Jan 01 2017. \n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[1/1] Processing: 100%|██████████| [ Elapsed: 00:04, Remaining: 00:00 ]\n", " Downloading: 100%|██████████| [ Elapsed: 00:00, Remaining: 00:00 ] (7.695MB)\n" ] } ], "source": [ "# load data from VirES server\n", "from eoxmagmod.data import CHAOS6_CORE_LATEST as CUSTOM_SHC_FILE\n", "from viresclient import SwarmRequest\n", "\n", "request = SwarmRequest(\"https://staging.viresdisc.vires.services/openows\")\n", "request.set_collection(\"SW_OPER_MAGA_LR_1B\")\n", "request.set_products(\n", " measurements=['B_NEC'],\n", " auxiliaries=['QDLat'],\n", " sampling_step=\"PT1S\",\n", " custom_model=CUSTOM_SHC_FILE,\n", ")\n", "data = request.get_between(\n", " start_time=\"2014-01-01T00:00:00Z\",\n", " end_time=\"2014-01-02T00:00:00Z\"\n", ").as_xarray()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# extract times, coordinates and other data\n", "\n", "from numpy import asarray, datetime64, stack\n", "\n", "NS2DAYS = 1.0/(24*60*60*1e9) # nano seconds to days scale factor\n", "\n", "# time as MJD2000\n", "times = (\n", " asarray(data[\"Timestamp\"], dtype=\"M8[ns]\") - datetime64('2000')\n", ").astype('int64') * NS2DAYS\n", "\n", "# spherical coordinates\n", "coords = stack((\n", " data[\"Latitude\"].values, # latitude in deg\n", " data[\"Longitude\"].values, # latitude in deg\n", " data[\"Radius\"].values*1e-3, # radius in km\n", "), axis=1)\n", "\n", "# measurements\n", "b_nec_measured = data[\"B_NEC\"].values\n", "\n", "# model values\n", "b_nec_model = data[\"B_NEC_Custom_Model\"]\n", "\n", "# quasi-dipole latitudes\n", "qdlats = data[\"QDLat\"].values" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# display residuals\n", "\n", "from matplotlib.pyplot import figure, subplot, show\n", "\n", "b_nec_res = b_nec_measured - b_nec_model\n", "\n", "fig = figure(figsize=(12, 6), dpi=100)\n", "ax = subplot(111)\n", "ax.plot(qdlats, b_nec_res[..., 2])\n", "ax.grid()\n", "ax.set_xlabel('QD Latitude / deg')\n", "ax.set_ylabel('B_C residual / nT')\n", "\n", "show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.7 (conda)", "language": "python", "name": "python_3.7_conda" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.0" } }, "nbformat": 4, "nbformat_minor": 2 }