{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Set up SuPy for Your Own Site\n" ] }, { "source": [ "This tutorial aims to demonstrate how to set up SuPy for your own site to model the surface energy balance (SEB).\n", "\n", "Please note: [SuPy](https://supy.readthedocs.io/) is a Python-enhanced urban climate model with [SUEWS, *Surface Urban Energy and Water Balance Scheme*](https://suews.readthedocs.io/), as its computation core.\n", "\n", "**We thus strongly recommend/encourage users to have a good understanding of SUEWS first before diving into the SuPy world.**" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this tutorial, We will use an [AmeriFlux](https://ameriflux.lbl.gov) site [US-AR1](https://doi.org/10.17190/AMF/1246137) as example: \n", "\n", "starting by preparation of input data, we show how to specify site characteristics and choose proper scheme options, then conduct simulations, finally provide some demo figures to help understand the simulation results.\n", "\n", "\n", "\n", "A brief structure is as follows:\n", "\n", "\n", "1. [Preparing the input data](#Prepare-input-data);\n", "2. [Running a simulation](#Run-simulations);\n", "3. [Examination of results](#Examine-results); and\n", "4. [Further exploration](#More-explorations-into-simulation-results)\n", "\n" ] }, { "source": [ "## Boilerplate code" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:24:37.761999Z", "start_time": "2020-07-06T10:24:36.983732Z" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import supy as sp\n", "import pandas as pd\n", "import numpy as np\n", "from pathlib import Path\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Prepare input data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Site-specific configuration of surface parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given `pandas.DataFrame` as the core data structure of SuPy, all operations, including modification, output, demonstration, etc., on SuPy inputs (`df_state_init` and `df_forcing`) can be done using `pandas`-based functions/methods.\n", "Please see [SuPy quickstart](https://supy.readthedocs.io/en/latest/tutorial/quick-start.html#Modification-of-SuPy-input) for methods to do so." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below we will modify several key properties of the chosen site with appropriate values to run SuPy.\n", "First, we copy the `df_state_init` to have a new DataFrame for manipulation." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:24:43.219174Z", "start_time": "2020-07-06T10:24:37.764487Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2020-07-06 11:24:40,102 - SuPy - INFO - All cache cleared.\n" ] } ], "source": [ "df_state_init,df_forcing=sp.load_SampleData()\n", "df_state_amf = df_state_init.copy()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:24:43.228096Z", "start_time": "2020-07-06T10:24:43.222283Z" } }, "outputs": [], "source": [ "# site identifier\n", "name_site = 'US-AR1'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Details for determining the proper values of selected physical parameters can be found [here](https://suews-parameters-docs.readthedocs.io/en/latest/)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### location" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:24:43.239674Z", "start_time": "2020-07-06T10:24:43.230023Z" } }, "outputs": [], "source": [ "# latitude\n", "df_state_amf.loc[:, 'lat'] = 41.37\n", "# longitude\n", "df_state_amf.loc[:, 'lng'] = -106.24\n", "# altitude\n", "df_state_amf.loc[:, 'alt'] = 611." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### land cover fraction\n", "\n", "[Land covers in SUEWS](https://suews.readthedocs.io/en/latest/introduction.html)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:24:43.264750Z", "start_time": "2020-07-06T10:24:43.241835Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ "ind_dim (0,) (1,) (2,) (3,) (4,) (5,) (6,)\n", "grid \n", "1 0.0 0.0 0.0 0.0 1.0 0.0 0.0" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# view the surface fraction variable: `sfr`\n", "df_state_amf.loc[:, 'sfr'] = 0\n", "df_state_amf.loc[:, ('sfr', '(4,)')] = 1\n", "df_state_amf.loc[:, 'sfr']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### albedo" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:24:43.276958Z", "start_time": "2020-07-06T10:24:43.267428Z" } }, "outputs": [], "source": [ "# we only set values for grass as the modelled site has a single land cover type: grass.\n", "df_state_amf.albmax_grass = 0.19\n", "df_state_amf.albmin_grass = 0.14" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:24:43.283913Z", "start_time": "2020-07-06T10:24:43.280384Z" } }, "outputs": [], "source": [ "# initial albedo value\n", "df_state_amf.loc[:, 'albgrass_id'] = 0.14" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### LAI/phenology" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:24:43.315635Z", "start_time": "2020-07-06T10:24:43.286944Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ "var laimax laimin laipower ... \\\n", "ind_dim (0,) (1,) (2,) (0,) (1,) (2,) (0, 0) (0, 1) (0, 2) (1, 0) ... \n", "grid ... \n", "1 5.1 5.5 5.9 4.0 1.0 1.6 0.04 0.04 0.04 0.001 ... \n", "\n", "var laitype laicalcyes lai_id \n", "ind_dim (3, 0) (3, 1) (3, 2) (0,) (1,) (2,) 0 (0,) (1,) (2,) \n", "grid \n", "1 0.0015 0.0015 0.0015 1.0 1.0 1.0 1 4.0 1.0 1.6 \n", "\n", "[1 rows x 25 columns]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_state_amf.filter(like='lai')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:24:43.329134Z", "start_time": "2020-07-06T10:24:43.317634Z" } }, "outputs": [], "source": [ "# properties to control vegetation phenology\n", "# you can skip the details for and just set them as provided below\n", "\n", "# LAI paramters\n", "df_state_amf.loc[:, ('laimax', '(2,)')] = 1\n", "df_state_amf.loc[:, ('laimin', '(2,)')] = 0.2\n", "# initial LAI\n", "df_state_amf.loc[:, ('lai_id', '(2,)')] = 0.2\n", "\n", "# BaseT\n", "df_state_amf.loc[:, ('baset', '(2,)')] = 5\n", "# BaseTe\n", "df_state_amf.loc[:, ('basete', '(2,)')] = 20\n", "\n", "# SDDFull\n", "df_state_amf.loc[:, ('sddfull', '(2,)')] = -1000\n", "# GDDFull\n", "df_state_amf.loc[:, ('gddfull', '(2,)')] = 1000" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### surface resistance" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:24:43.352353Z", "start_time": "2020-07-06T10:24:43.330888Z" } }, "outputs": [], "source": [ "# parameters to model surface resistance\n", "df_state_amf.maxconductance = 18.7\n", "df_state_amf.g1 = 1\n", "df_state_amf.g2 = 104.215\n", "df_state_amf.g3 = 0.424\n", "df_state_amf.g4 = 0.814\n", "df_state_amf.g5 = 36.945\n", "df_state_amf.g6 = 0.025" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### measurement height" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:24:43.359708Z", "start_time": "2020-07-06T10:24:43.354175Z" } }, "outputs": [], "source": [ "# height where forcing variables are measured/collected\n", "df_state_amf.z = 2.84" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### urban feature" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:24:43.370162Z", "start_time": "2020-07-06T10:24:43.361440Z" } }, "outputs": [], "source": [ "# disable anthropogenic heat by setting zero population\n", "df_state_amf.popdensdaytime = 0\n", "df_state_amf.popdensnighttime = 0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### check `df_state`" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:24:43.576976Z", "start_time": "2020-07-06T10:24:43.371760Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2020-07-06 11:24:43,372 - SuPy - INFO - SuPy is validating `df_state`...\n", "2020-07-06 11:24:43,574 - SuPy - INFO - All checks for `df_state` passed!\n" ] } ], "source": [ "# this procedure is to double-check proper values are set in `df_state_amf`\n", "sp.check_state(df_state_amf)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### prepare forcing conditions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we use the SuPy utility function `read_forcing` to read in forcing data from an external file in the format of SUEWS input.\n", "Also note, this `read_forcing` utility will also resample the forcing data to a proper temporal resolution to run SuPy/SUEWS, which is usually 5 min (300 s)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### load and resample forcing data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "UMEP workshop users: please note the AMF file path might be DIFFERENT from yours; please set it to the location where your downloaded file is placed.\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:24:46.300799Z", "start_time": "2020-07-06T10:24:43.851352Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2020-07-06 11:24:44,453 - SuPy - INFO - SuPy is validating `df_forcing`...\n", "2020-07-06 11:24:46,299 - SuPy - ERROR - Issues found in `df_forcing`:\n", "`kdown` should be between [0, 1400] but `-1.298` is found at 2010-01-01 00:05:00\n" ] } ], "source": [ "# load forcing data from an external file and resample to a resolution of 300 s.\n", "# Note this dataset has been gap-filled.\n", "df_forcing_amf = sp.util.read_forcing(\"data/US-AR1_2010_data_60.txt\", tstep_mod=300)\n", "\n", "# this procedure is to double-check proper forcing values are set in `df_forcing_amf`\n", "_ = sp.check_forcing(df_forcing_amf)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The checker detected invalid values in variable `kdown`: negative incoming solar radiation is found. We then need to fix this as follows:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:24:46.310279Z", "start_time": "2020-07-06T10:24:46.304336Z" } }, "outputs": [], "source": [ "# modify invalid values\n", "df_forcing_amf.kdown = df_forcing_amf.kdown.where(df_forcing_amf.kdown > 0, 0)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:24:48.525256Z", "start_time": "2020-07-06T10:24:46.312061Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2020-07-06 11:24:46,312 - SuPy - INFO - SuPy is validating `df_forcing`...\n", "2020-07-06 11:24:48,523 - SuPy - INFO - All checks for `df_forcing` passed!\n" ] } ], "source": [ "# check `df_forcing` again\n", "_ = sp.check_forcing(df_forcing_amf)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### examine forcing data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can examine the forcing data:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:24:51.971112Z", "start_time": "2020-07-06T10:24:48.527672Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "list_var_forcing = [\n", " \"kdown\",\n", " \"Tair\",\n", " \"RH\",\n", " \"pres\",\n", " \"U\",\n", " \"rain\",\n", "]\n", "dict_var_label = {\n", " \"kdown\": \"Incoming Solar\\n Radiation ($ \\mathrm{W \\ m^{-2}}$)\",\n", " \"Tair\": \"Air Temperature ($^{\\circ}}$C)\",\n", " \"RH\": r\"Relative Humidity (%)\",\n", " \"pres\": \"Air Pressure (hPa)\",\n", " \"rain\": \"Rainfall (mm)\",\n", " \"U\": \"Wind Speed (m $\\mathrm{s^{-1}}$)\",\n", "}\n", "df_plot_forcing_x = (\n", " df_forcing_amf.loc[:, list_var_forcing].copy().shift(-1).dropna(how=\"any\")\n", ")\n", "df_plot_forcing = df_plot_forcing_x.resample(\"1h\").mean()\n", "df_plot_forcing[\"rain\"] = df_plot_forcing_x[\"rain\"].resample(\"1h\").sum()\n", "\n", "axes = df_plot_forcing.plot(subplots=True, figsize=(8, 12), legend=False,)\n", "fig = axes[0].figure\n", "fig.tight_layout()\n", "fig.autofmt_xdate(bottom=0.2, rotation=0, ha=\"center\")\n", "for ax, var in zip(axes, list_var_forcing):\n", " _ = ax.set_ylabel(dict_var_label[var])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Run simulations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once met-forcing (via `df_forcing_amf`) and initial conditions (via `df_state_amf`) are loaded in, we call `sp.run_supy` to conduct a SUEWS simulation, which will return two `pandas` `DataFrame`s: `df_output` and `df_state_final`." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:01.978601Z", "start_time": "2020-07-06T10:24:51.972831Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2020-07-06 11:24:51,973 - SuPy - INFO - ====================\n", "2020-07-06 11:24:51,974 - SuPy - INFO - Simulation period:\n", "2020-07-06 11:24:51,975 - SuPy - INFO - Start: 2010-01-01 00:05:00\n", "2020-07-06 11:24:51,975 - SuPy - INFO - End: 2011-01-01 00:00:00\n", "2020-07-06 11:24:51,976 - SuPy - INFO - \n", "2020-07-06 11:24:51,977 - SuPy - INFO - No. of grids: 1\n", "2020-07-06 11:24:51,977 - SuPy - INFO - SuPy is running in serial mode\n", "2020-07-06 11:25:01,975 - SuPy - INFO - Execution time: 10.0 s\n", "2020-07-06 11:25:01,976 - SuPy - INFO - ====================\n", "\n" ] } ], "source": [ "df_output, df_state_final = sp.run_supy(df_forcing_amf, df_state_amf)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `df_output`\n", "\n", "`df_output` is an ensemble output collection of major SUEWS output groups, including:\n", "\n", "* SUEWS: the essential SUEWS output variables\n", "* DailyState: variables of daily state information\n", "* snow: snow output variables (effective when `snowuse = 1` set in `df_state_init`)\n", "* RSL: profile of air temperature, humidity and wind speed within roughness sub-layer.\n", "\n", "Detailed description of variables in `df_output` refers to [SuPy output](../data-structure/supy-io.html#df_output:-model-output-results)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:01.984779Z", "start_time": "2020-07-06T10:25:01.980757Z" } }, "outputs": [ { "data": { "text/plain": [ "Index(['SUEWS', 'snow', 'RSL', 'SOLWEIG', 'DailyState'], dtype='object', name='group')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_output.columns.levels[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `df_state_final`\n", "\n", "`df_state_final` is a `DataFrame` for holding:\n", "\n", "1. all model states if `save_state` is set to `True` when calling `sp.run_supy` (`supy` may run significantly slower for a large simulations);\n", "2. or, only the final state if `save_state` is set to `False` (the default setting) in which mode `supy` has a similar performance as the standalone compiled SUEWS executable.\n", "\n", "Entries in `df_state_final` have the same data structure as `df_state_init` and can thus be used for other SUEWS simulations staring at the timestamp as in `df_state_final`.\n", "\n", "Detailed description of variables in `df_state_final` refers to [SuPy output](../data-structure/supy-io.html#df_state_final:-model-final-states)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:02.001364Z", "start_time": "2020-07-06T10:25:01.986974Z" }, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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datetime2010-01-01 00:05:002011-01-01 00:05:00
grid11
varind_dim
ah_min(0,)15.015.0
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" ], "text/plain": [ "datetime 2010-01-01 00:05:00 2011-01-01 00:05:00\n", "grid 1 1\n", "var ind_dim \n", "ah_min (0,) 15.0 15.0\n", " (1,) 15.0 15.0\n", "ah_slope_cooling (0,) 2.7 2.7\n", " (1,) 2.7 2.7\n", "ah_slope_heating (0,) 2.7 2.7" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_state_final.T.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Examine results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thanks to the functionality inherited from `pandas` and other packages under the [PyData](https://pydata.org) stack, compared with the standard SUEWS simulation workflow, `supy` enables more convenient examination of SUEWS results by statistics calculation, resampling, plotting (and many more)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ouptut structure\n", "\n", "`df_output` is organised with `MultiIndex` `(grid,timestamp)` and `(group,varaible)` as `index` and `columns`, respectively." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:02.046081Z", "start_time": "2020-07-06T10:25:02.007502Z" } }, "outputs": [ { "data": { "text/html": [ "
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groupSUEWS...DailyState
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5 rows × 371 columns

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" ], "text/plain": [ "group SUEWS \\\n", "var Kdown Kup Ldown Lup Tsurf QN \n", "grid datetime \n", "1 2010-01-01 00:05:00 0.0 0.0 265.492652 305.638434 -1.593 -40.145783 \n", " 2010-01-01 00:10:00 0.0 0.0 265.492652 305.638434 -1.593 -40.145783 \n", " 2010-01-01 00:15:00 0.0 0.0 265.492652 307.825865 -1.593 -42.333213 \n", " 2010-01-01 00:20:00 0.0 0.0 265.492652 307.825865 -1.593 -42.333213 \n", " 2010-01-01 00:25:00 0.0 0.0 265.492652 307.825865 -1.593 -42.333213 \n", "\n", "group ... \\\n", "var QF QS QH QE ... \n", "grid datetime ... \n", "1 2010-01-01 00:05:00 0.0 -9.668746 -24.387976 1.284400 ... \n", " 2010-01-01 00:10:00 0.0 -9.424108 -6.676973 1.618190 ... \n", " 2010-01-01 00:15:00 0.0 -0.545992 16.458627 11.833592 ... \n", " 2010-01-01 00:20:00 0.0 -0.536225 15.988621 11.830741 ... \n", " 2010-01-01 00:25:00 0.0 -0.525680 15.537087 11.827934 ... \n", "\n", "group DailyState \\\n", "var DensSnow_Paved DensSnow_Bldgs DensSnow_EveTr \n", "grid datetime \n", "1 2010-01-01 00:05:00 NaN NaN NaN \n", " 2010-01-01 00:10:00 NaN NaN NaN \n", " 2010-01-01 00:15:00 NaN NaN NaN \n", " 2010-01-01 00:20:00 NaN NaN NaN \n", " 2010-01-01 00:25:00 NaN NaN NaN \n", "\n", "group \\\n", "var DensSnow_DecTr DensSnow_Grass DensSnow_BSoil \n", "grid datetime \n", "1 2010-01-01 00:05:00 NaN NaN NaN \n", " 2010-01-01 00:10:00 NaN NaN NaN \n", " 2010-01-01 00:15:00 NaN NaN NaN \n", " 2010-01-01 00:20:00 NaN NaN NaN \n", " 2010-01-01 00:25:00 NaN NaN NaN \n", "\n", "group \n", "var DensSnow_Water a1 a2 a3 \n", "grid datetime \n", "1 2010-01-01 00:05:00 NaN NaN NaN NaN \n", " 2010-01-01 00:10:00 NaN NaN NaN NaN \n", " 2010-01-01 00:15:00 NaN NaN NaN NaN \n", " 2010-01-01 00:20:00 NaN NaN NaN NaN \n", " 2010-01-01 00:25:00 NaN NaN NaN NaN \n", "\n", "[5 rows x 371 columns]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_output.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we demonstrate several typical scenarios for SUEWS results examination.\n", "\n", "The essential `SUEWS` output collection is extracted as a separate variable for easier processing in the following sections. More [advanced slicing techniques](http://pandas.pydata.org/pandas-docs/stable/advanced.html#multiindex-advanced-indexing) are available in `pandas` documentation." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:02.070377Z", "start_time": "2020-07-06T10:25:02.050298Z" } }, "outputs": [], "source": [ "grid = df_state_amf.index[0]\n", "df_output_suews = df_output.loc[grid, 'SUEWS']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Statistics Calculation\n", "\n", "We can use `.describe()` method for a quick overview of the key surface energy balance budgets." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:02.117913Z", "start_time": "2020-07-06T10:25:02.072518Z" } }, "outputs": [ { "data": { "text/html": [ "
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varQNQSQHQEQF
count105120.000000105120.000000105120.000000105120.000000105120.0
mean118.20788719.04764838.34967262.7907980.0
std214.33532861.95559885.050755112.5856430.0
min-104.566267-81.170768-212.925432-15.4839710.0
25%-33.437969-23.174678-15.9928760.3410170.0
50%-1.894385-2.6037279.8622413.0423280.0
75%248.96072352.29989868.13087165.2723840.0
max749.868243218.450452414.514498559.4721070.0
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" ], "text/plain": [ "var QN QS QH QE QF\n", "count 105120.000000 105120.000000 105120.000000 105120.000000 105120.0\n", "mean 118.207887 19.047648 38.349672 62.790798 0.0\n", "std 214.335328 61.955598 85.050755 112.585643 0.0\n", "min -104.566267 -81.170768 -212.925432 -15.483971 0.0\n", "25% -33.437969 -23.174678 -15.992876 0.341017 0.0\n", "50% -1.894385 -2.603727 9.862241 3.042328 0.0\n", "75% 248.960723 52.299898 68.130871 65.272384 0.0\n", "max 749.868243 218.450452 414.514498 559.472107 0.0" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_output_suews.loc[:, ['QN', 'QS', 'QH', 'QE', 'QF']].describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Basic example\n", "Plotting is very straightforward via the `.plot` method bounded with `pandas.DataFrame`.\n", "Note the usage of `loc` for to slices of the output `DataFrame`." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:02.124412Z", "start_time": "2020-07-06T10:25:02.120242Z" } }, "outputs": [], "source": [ "# a dict for better display variable names\n", "dict_var_disp = {\n", " \"QN\": \"$Q^*$\",\n", " \"QS\": r\"$\\Delta Q_S$\",\n", " \"QE\": \"$Q_E$\",\n", " \"QH\": \"$Q_H$\",\n", " \"QF\": \"$Q_F$\",\n", " \"Kdown\": r\"$K_{\\downarrow}$\",\n", " \"Kup\": r\"$K_{\\uparrow}$\",\n", " \"Ldown\": r\"$L_{\\downarrow}$\",\n", " \"Lup\": r\"$L_{\\uparrow}$\",\n", " \"Rain\": \"$P$\",\n", " \"Irr\": \"$I$\",\n", " \"Evap\": \"$E$\",\n", " \"RO\": \"$R$\",\n", " \"TotCh\": \"$\\Delta S$\",\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Peek at the simulation results:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:02.129012Z", "start_time": "2020-07-06T10:25:02.126645Z" } }, "outputs": [], "source": [ "grid = df_state_init.index[0]" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:02.835527Z", "start_time": "2020-07-06T10:25:02.130762Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax_output = (\n", " df_output_suews.loc[\"2010-06-01\":\"2010-06-07\", [\"QN\", \"QS\", \"QE\", \"QH\", \"QF\"]]\n", " .rename(columns=dict_var_disp)\n", " .plot()\n", ")\n", "_ = ax_output.set_xlabel(\"Date\")\n", "_ = ax_output.set_ylabel(\"Flux ($ \\mathrm{W \\ m^{-2}}$)\")\n", "_ = ax_output.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Plotting after resampling\n", "\n", "The suggested runtime/simulation frequency of SUEWS is `300 s`, which usually results in a large output and may be over-weighted for storage and analysis. \n", "Also, you may feel an apparent slowdown in producing the above figure as a large amount of data were used for the plotting.\n", "To slim down the result size for analysis and output, we can `resample` the default output very easily." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:02.893624Z", "start_time": "2020-07-06T10:25:02.837943Z" } }, "outputs": [], "source": [ "rsmp_1d = df_output_suews.resample(\"1d\")\n", "# daily mean values\n", "df_1d_mean = rsmp_1d.mean()\n", "# daily sum values\n", "df_1d_sum = rsmp_1d.sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then re-examine the above energy balance at hourly scale and plotting will be significantly faster." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:03.363266Z", "start_time": "2020-07-06T10:25:02.895617Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# energy balance\n", "ax_output = (\n", " df_1d_mean.loc[:, [\"QN\", \"QS\", \"QE\", \"QH\", \"QF\"]]\n", " .rename(columns=dict_var_disp)\n", " .plot(figsize=(10, 3), title=\"Surface Energy Balance\",)\n", ")\n", "_ = ax_output.set_xlabel(\"Date\")\n", "_ = ax_output.set_ylabel(\"Flux ($ \\mathrm{W \\ m^{-2}}$)\")\n", "_ = ax_output.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we use the hourly results for other analyses." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:03.879038Z", "start_time": "2020-07-06T10:25:03.365438Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# radiation balance\n", "ax_output = (\n", " df_1d_mean.loc[:, [\"QN\", \"Kdown\", \"Kup\", \"Ldown\", \"Lup\"]]\n", " .rename(columns=dict_var_disp)\n", " .plot(figsize=(10, 3), title=\"Radiation Balance\",)\n", ")\n", "_ = ax_output.set_xlabel(\"Date\")\n", "_ = ax_output.set_ylabel(\"Flux ($ \\mathrm{W \\ m^{-2}}$)\")\n", "_ = ax_output.legend()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:04.254199Z", "start_time": "2020-07-06T10:25:03.880636Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# water balance\n", "ax_output = (\n", " df_1d_sum.loc[:, [\"Rain\", \"Irr\", \"Evap\", \"RO\", \"TotCh\"]]\n", " .rename(columns=dict_var_disp)\n", " .plot(figsize=(10, 3), title=\"Surface Water Balance\",)\n", ")\n", "_ = ax_output.set_xlabel(\"Date\")\n", "_ = ax_output.set_ylabel(\"Water amount (mm)\")\n", "_ = ax_output.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get an overview of partitioning in energy and water balance at monthly scales:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:04.398606Z", "start_time": "2020-07-06T10:25:04.256445Z" } }, "outputs": [], "source": [ "# get a monthly Resampler\n", "df_plot = df_output_suews.copy()\n", "df_plot.index = df_plot.index.set_names(\"Month\")\n", "rsmp_1M = df_plot.shift(-1).dropna(how=\"all\").resample(\"1M\", kind=\"period\")\n", "# mean values\n", "df_1M_mean = rsmp_1M.mean()\n", "# sum values\n", "df_1M_sum = rsmp_1M.sum()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:05.053789Z", "start_time": "2020-07-06T10:25:04.400757Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# month names\n", "name_mon = [x.strftime(\"%b\") for x in rsmp_1M.groups]\n", "# create subplots showing two panels together\n", "fig, axes = plt.subplots(2, 1, sharex=True)\n", "# surface energy balance\n", "_ = (\n", " df_1M_mean.loc[:, [\"QN\", \"QS\", \"QE\", \"QH\", \"QF\"]]\n", " .rename(columns=dict_var_disp)\n", " .plot(\n", " ax=axes[0], # specify the axis for plotting\n", " figsize=(10, 6), # specify figure size\n", " title=\"Surface Energy Balance\",\n", " kind=\"bar\",\n", " )\n", ")\n", "# surface water balance\n", "_ = (\n", " df_1M_sum.loc[:, [\"Rain\", \"Irr\", \"Evap\", \"RO\", \"TotCh\"]]\n", " .rename(columns=dict_var_disp)\n", " .plot(\n", " ax=axes[1], # specify the axis for plotting\n", " title=\"Surface Water Balance\",\n", " kind=\"bar\",\n", " )\n", ")\n", "\n", "# annotations\n", "_ = axes[0].set_ylabel(\"Mean Flux ($ \\mathrm{W \\ m^{-2}}$)\")\n", "_ = axes[0].legend()\n", "_ = axes[1].set_xlabel(\"Month\")\n", "_ = axes[1].set_ylabel(\"Total Water Amount (mm)\")\n", "_ = axes[1].xaxis.set_ticklabels(name_mon, rotation=0)\n", "_ = axes[1].legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Save results to external files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The supy output can be saved as `txt` files for further analysis using supy function `save_supy`." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:10.688822Z", "start_time": "2020-07-06T10:25:05.055634Z" } }, "outputs": [], "source": [ "list_path_save = sp.save_supy(df_output, df_state_final)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:10.694294Z", "start_time": "2020-07-06T10:25:10.690737Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1_2010_DailyState.txt\n", "1_2010_SUEWS_60.txt\n", "1_2010_snow_60.txt\n", "1_2010_RSL_60.txt\n", "1_2010_SOLWEIG_60.txt\n", "df_state.csv\n" ] } ], "source": [ "for file_out in list_path_save:\n", " print(file_out.name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## More explorations into simulation results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this section, we will use the simulation results to explore more features revealed by SuPy/SUEWS simulations but *unavailable in your simple model*." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dynamics in rainfall and soil moisture deficit (SMD)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:10.716725Z", "start_time": "2020-07-06T10:25:10.696506Z" } }, "outputs": [], "source": [ "df_dailystate = (\n", " df_output.loc[grid, \"DailyState\"].dropna(how=\"all\").resample(\"1d\").mean()\n", ")" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:11.116164Z", "start_time": "2020-07-06T10:25:10.718882Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# daily rainfall\n", "ser_p = df_dailystate.P_day.rename(\"Rainfall\")\n", "ser_smd = df_output_suews.SMD\n", "ser_smd_dmax = ser_smd.resample(\"1d\").max().rename(\"SMD\")\n", "\n", "ax = pd.concat([ser_p, ser_smd_dmax], axis=1).plot(secondary_y=\"SMD\", figsize=(9, 4))\n", "_ = ax.set_xlabel(\"Time (month)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Variability in albedo" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### How does albedo change over time? " ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:11.368604Z", "start_time": "2020-07-06T10:25:11.118136Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ser_alb = df_dailystate.AlbGrass\n", "ax = ser_alb.plot()\n", "_ = ax.set_xlabel(\"Time (month)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### How is albedo associated with vegetation phenology?" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:11.769492Z", "start_time": "2020-07-06T10:25:11.370725Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ser_lai = df_dailystate.LAI_Grass\n", "pd.concat([ser_lai, ser_alb], axis=1).plot(secondary_y=\"AlbGrass\", figsize=(9, 4))\n", "ax = ser_lai.plot()\n", "_ = ax.set_xlabel(\"Time (month)\")" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:11.945485Z", "start_time": "2020-07-06T10:25:11.771228Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax_alb_lai = df_dailystate[[\"LAI_Grass\", \"AlbGrass\"]].plot.scatter(\n", " x=\"LAI_Grass\", y=\"AlbGrass\",\n", ")\n", "ax_alb_lai.set_aspect(\"auto\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Variability in surface resistance" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### How does surface resistance vary over time?" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:11.950768Z", "start_time": "2020-07-06T10:25:11.947737Z" } }, "outputs": [], "source": [ "ser_rs = df_output_suews.RS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- intra-annual " ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:12.272034Z", "start_time": "2020-07-06T10:25:11.953094Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = ser_rs.resample(\"1d\").median().plot()\n", "_ = ax.set_xlabel(\"Time (month)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- intra-daily" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:12.442371Z", "start_time": "2020-07-06T10:25:12.274076Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# a winter day\n", "ax = ser_rs.loc[\"2010-01-22\"].between_time(\"0830\", \"1600\").plot()\n", "_ = ax.set_xlabel(\"Time\")" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:12.614760Z", "start_time": "2020-07-06T10:25:12.444339Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# a summer day\n", "ax = ser_rs.loc[\"2010-07-01\"].between_time(\"0530\", \"1900\").plot()\n", "_ = ax.set_xlabel(\"Time\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### How is surface resistance associated with other surface properties?" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:12.789378Z", "start_time": "2020-07-06T10:25:12.616675Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# SMD\n", "ser_smd = df_output_suews.SMD\n", "df_x = (\n", " pd.concat([ser_smd, ser_rs], axis=1)\n", " .between_time(\"1000\", \"1600\")\n", " .resample(\"1d\")\n", " .mean()\n", ")\n", "df_x = df_x.loc[df_x.RS < 500]\n", "_ = df_x.plot.scatter(x=\"SMD\", y=\"RS\",)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:12.986328Z", "start_time": "2020-07-06T10:25:12.791703Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# LAI\n", "df_x = pd.concat(\n", " [ser_lai, ser_rs.between_time(\"1000\", \"1600\").resample(\"1d\").mean()], axis=1\n", ")\n", "df_x = df_x.loc[df_x.RS < 500]\n", "_ = df_x.plot.scatter(x=\"LAI_Grass\", y=\"RS\",)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### How is surface resistance dependent on meteorological conditions?" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:12.991816Z", "start_time": "2020-07-06T10:25:12.988693Z" } }, "outputs": [], "source": [ "cmap_sel = plt.cm.get_cmap('RdBu', 12)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:13.339796Z", "start_time": "2020-07-06T10:25:12.994159Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# solar radiation\n", "# colour by season\n", "ser_kdown = df_forcing_amf.kdown\n", "df_x = pd.concat([ser_kdown, ser_rs], axis=1).between_time('1000', '1600')\n", "df_x = df_x.loc[df_x.RS < 1500]\n", "df_plot = df_x.iloc[::20]\n", "ax = df_plot.plot.scatter(x='kdown',\n", " y='RS',\n", " c=df_plot.index.month,\n", " cmap=cmap_sel,\n", " sharex=False)\n", "fig = ax.figure\n", "_ = fig.axes[1].set_title('month')\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:13.673184Z", "start_time": "2020-07-06T10:25:13.342292Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# air temperature\n", "ser_ta = df_forcing_amf.Tair\n", "df_x = pd.concat([ser_ta, ser_rs], axis=1).between_time('1000', '1600')\n", "df_x = df_x.loc[df_x.RS < 1500]\n", "df_plot = df_x.iloc[::15]\n", "ax = df_plot.plot.scatter(x='Tair',\n", " y='RS',\n", " c=df_plot.index.month,\n", " cmap=cmap_sel,\n", " sharex=False)\n", "fig = ax.figure\n", "_ = fig.axes[1].set_title('month')\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "ExecuteTime": { "end_time": "2020-07-06T10:25:14.002303Z", "start_time": "2020-07-06T10:25:13.675515Z" }, "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# air humidity\n", "ser_rh = df_forcing_amf.RH\n", "df_x = pd.concat([ser_rh, ser_rs], axis=1).between_time('1000', '1600')\n", "df_x = df_x.loc[df_x.RS < 1500]\n", "df_plot = df_x.iloc[::15]\n", "ax = df_plot.plot.scatter(x='RH',\n", " y='RS',\n", " c=df_plot.index.month,\n", " cmap=cmap_sel,\n", " sharex=False)\n", "fig = ax.figure\n", "_ = fig.axes[1].set_title('month')\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- **Task:**\n", "\n", "Based on the above plots showing `RS` vs. met. conditions, explore these relationships again at the intra-daily scales." ] } ], "metadata": { "celltoolbar": "Raw Cell Format", "file_extension": ".py", "hide_input": false, "kernelspec": { "display_name": "Python 3", "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": "3.7.3" }, "mimetype": "text/x-python", "name": "python", "npconvert_exporter": "python", "pygments_lexer": "ipython3", "toc": { "base_numbering": 1, "nav_menu": { "height": "131px", "width": "174px" }, "number_sections": true, "sideBar": true, "skip_h1_title": true, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "276.390625px" }, "toc_section_display": true, "toc_window_display": true }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false }, "version": 3 }, "nbformat": 4, "nbformat_minor": 2 }