{ "metadata": { "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5-final" }, "orig_nbformat": 2, "kernelspec": { "name": "python3", "display_name": "Python 3.8.5 64-bit (conda)", "metadata": { "interpreter": { "hash": "1b27a185e5e38addd349bee67c436665dc7832e161e2a923b2540665280bf8fe" } } } }, "nbformat": 4, "nbformat_minor": 2, "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from mikeio.eum import EUMType, ItemInfo\n", "from fmskill.model import ModelResult\n", "from fmskill.observation import TrackObservation\n", "import matplotlib.pyplot as plt\n", "from IPython.display import set_matplotlib_formats\n", "set_matplotlib_formats('png')" ] }, { "source": [ "# Extract track without having observation as dfs0" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Dfsu2D\n", "Number of elements: 958\n", "Number of nodes: 570\n", "Projection: LONG/LAT\n", "Items:\n", " 0: Surface elevation (meter)\n", " 1: Wind speed (meter per sec)\n", "Time: 67 steps with dt=3600.0s\n", " 2017-10-27 00:00:00 -- 2017-10-29 18:00:00" ] }, "metadata": {}, "execution_count": 2 } ], "source": [ "fn = '../tests/testdata/NorthSeaHD_and_windspeed.dfsu'\n", "mr = ModelResult(fn, name='HD')\n", "mr.dfs" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "fn = '../tests/testdata/altimetry_NorthSea_20171027.csv'\n", "df = pd.read_csv(fn, index_col=0, parse_dates=True)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "o1 = TrackObservation(df, item=2, name='alti')\n", "o1.itemInfo = ItemInfo(EUMType.Surface_Elevation) # if TrackObservation is created with a df, itemInfo needs to be added manually" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "mr.add_observation(o1, item=0)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "cc = mr.extract()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "cc['alti'].scatter()" ] }, { "source": [ "# Extract track from dfs0\n", "ModelResult is now a dfs0" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "\n", "Timeaxis: TimeAxisType.NonEquidistantCalendar\n", "Items:\n", " 0: Longitude (undefined)\n", " 1: Latitude (undefined)\n", " 2: Model_surface_elevation (undefined)\n", " 3: Model_wind_speed (undefined)" ] }, "metadata": {}, "execution_count": 8 } ], "source": [ "fn = '../tests/testdata/NorthSeaHD_extracted_track.dfs0'\n", "mr = ModelResult(fn, name='HD')\n", "mr.dfs" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "fn = '../tests/testdata/altimetry_NorthSea_20171027.csv'\n", "df = pd.read_csv(fn, index_col=0, parse_dates=True)\n", "o1 = TrackObservation(df, item=2, name='alti')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "mr.add_observation(o1, item=2)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "cc = mr.extract()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "cc['alti'].scatter()" ] }, { "source": [ "# Big data\n", "Run the download.ipynb first" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "fn = '../data/SW_gwm_3a_extracted_2018.dfs0'\n", "mr = ModelResult(fn, name='GWM')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "fn = '../data/altimetry_3a_2018_filter1.dfs0'\n", "o1 = TrackObservation(fn, item=2, name='3a')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "mr.add_observation(o1, item=2)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "cc = mr.extract()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " n bias rmse urmse mae cc \\\n", "observation \n", "3a 372356 -0.475229 0.633093 0.418287 0.510757 0.940399 \n", "\n", " si r2 \n", "observation \n", "3a 0.116879 0.968706 " ], "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
nbiasrmseurmsemaeccsir2
observation
3a372356-0.4752290.6330930.4182870.5107570.9403990.1168790.968706
\n
" }, "metadata": {}, "execution_count": 17 } ], "source": [ "cc['3a'].skill(end='2018-1-15')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "cc['3a'].scatter(end='2018-7-1', area=[0,50,10,60], binsize=0.1, cmap='YlOrRd')" ] }, { "source": [ "# Spatial binning" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "import xarray as xr\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "df = cc.all_df" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "df['lonBin'] = pd.cut(df.x,bins=360)\n", "df['latBin'] = pd.cut(df.y,bins=180)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "QIs = []\n", "min_observations = 30\n", "for (lonBin,latBin),dfi in df.groupby(['lonBin','latBin']):\n", " n = len(dfi)\n", " if n < min_observations:\n", " continue\n", "\n", " QIi = pd.DataFrame(index=[1],data=dict(N_obs=dfi['obs_val'].count(),mean_obs=dfi['obs_val'].mean(),\n", " N_mdl=dfi['mod_val'].count(),mean_mdl=dfi['mod_val'].mean()))\n", " resi = dfi['obs_val'] - dfi['mod_val']\n", " \n", " QIi['n'] = n\n", " QIi['bias'] = QIi['mean_mdl']-QIi['mean_obs'] \n", " QIi['rmse'] = np.sqrt(np.mean(resi**2))\n", " \n", " QIi['lon'] = lonBin.mid\n", " QIi['lat'] = latBin.mid\n", " QIs.append(QIi.set_index(['lon','lat']))" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "QI = pd.concat(QIs)\n", "ds = QI.to_xarray()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "ds['bias'].plot(x='lon',y='lat');" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "ds['rmse'].plot(x='lon',y='lat');" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ] }