From 59e32a3996c804ab596af9eb37075aac9c69f046 Mon Sep 17 00:00:00 2001 From: James McCreight Date: Sun, 15 Sep 2024 22:10:18 -0600 Subject: [PATCH] add sagehen_mf6 --- .../common/drn_stressperioddata.txt | 3195 ++++++ test_data/sagehen_mf6/common/figspecs.py | 583 + .../sagehen_mf6/common/gwf_sagehen-gsf.chd | 17 + .../sagehen_mf6/common/gwf_sagehen-gsf.dis | 1850 +++ .../common/gwf_sagehen-gsf.dis.grb | Bin 0 -> 447112 bytes .../sagehen_mf6/common/gwf_sagehen-gsf.drn | 15 + .../sagehen_mf6/common/gwf_sagehen-gsf.mvr | 19 + .../sagehen_mf6/common/gwf_sagehen-gsf.npf | 1477 +++ .../sagehen_mf6/common/gwf_sagehen-gsf.sfr | 20 + .../common/gwf_sagehen-gsf_transient.ims | 19 + .../sagehen_mf6/common/mvr_perioddata.txt | 9954 +++++++++++++++++ .../sagehen_mf6/common/sfr_connectiondata.txt | 201 + .../sagehen_mf6/common/sfr_packagedata.txt | 201 + test_data/sagehen_mf6/common/sshead01.txt | 73 + test_data/sagehen_mf6/common/sshead02.txt | 73 + test_data/sagehen_mf6/common/sy01.txt | 366 + test_data/sagehen_mf6/common/sy02.txt | 366 + test_data/sagehen_mf6/common/transient.txt | 2 + .../sagehen_mf6/common/uzf_packagedata.txt | 6772 +++++++++++ test_data/sagehen_mf6/common/uzf_spd.txt | 3386 ++++++ test_data/sagehen_mf6/hru_weights.npz | Bin 0 -> 61300 bytes test_data/sagehen_mf6/prms_grid_v3-Copy1.nc | Bin 0 -> 278440 bytes .../sagehen_mf6/sagehen_postprocess_graphs.py | 598 + .../sagehenmodel/ex-gwf-sagehen-gsf.tdis | 13 + .../sagehenmodel/gwf_sagehen-gsf.ic | 6 + .../sagehenmodel/gwf_sagehen-gsf.nam | 19 + .../sagehenmodel/gwf_sagehen-gsf.oc | 12 + .../sagehenmodel/gwf_sagehen-gsf.sto | 18 + .../sagehenmodel/gwf_sagehen-gsf.uzf | 24 + test_data/sagehen_mf6/sagehenmodel/mfsim.nam | 20 + .../sagehen_observed_streamflow.csv | 5845 ++++++++++ 31 files changed, 35144 insertions(+) create mode 100644 test_data/sagehen_mf6/common/drn_stressperioddata.txt create mode 100644 test_data/sagehen_mf6/common/figspecs.py create mode 100644 test_data/sagehen_mf6/common/gwf_sagehen-gsf.chd create mode 100644 test_data/sagehen_mf6/common/gwf_sagehen-gsf.dis create mode 100644 test_data/sagehen_mf6/common/gwf_sagehen-gsf.dis.grb create mode 100644 test_data/sagehen_mf6/common/gwf_sagehen-gsf.drn create mode 100644 test_data/sagehen_mf6/common/gwf_sagehen-gsf.mvr create mode 100644 test_data/sagehen_mf6/common/gwf_sagehen-gsf.npf create mode 100644 test_data/sagehen_mf6/common/gwf_sagehen-gsf.sfr create mode 100644 test_data/sagehen_mf6/common/gwf_sagehen-gsf_transient.ims create mode 100644 test_data/sagehen_mf6/common/mvr_perioddata.txt create mode 100644 test_data/sagehen_mf6/common/sfr_connectiondata.txt create mode 100644 test_data/sagehen_mf6/common/sfr_packagedata.txt create mode 100644 test_data/sagehen_mf6/common/sshead01.txt create mode 100644 test_data/sagehen_mf6/common/sshead02.txt create mode 100644 test_data/sagehen_mf6/common/sy01.txt create mode 100644 test_data/sagehen_mf6/common/sy02.txt create mode 100644 test_data/sagehen_mf6/common/transient.txt create mode 100644 test_data/sagehen_mf6/common/uzf_packagedata.txt create mode 100644 test_data/sagehen_mf6/common/uzf_spd.txt create mode 100644 test_data/sagehen_mf6/hru_weights.npz create mode 100644 test_data/sagehen_mf6/prms_grid_v3-Copy1.nc create mode 100644 test_data/sagehen_mf6/sagehen_postprocess_graphs.py create mode 100644 test_data/sagehen_mf6/sagehenmodel/ex-gwf-sagehen-gsf.tdis create mode 100644 test_data/sagehen_mf6/sagehenmodel/gwf_sagehen-gsf.ic create mode 100644 test_data/sagehen_mf6/sagehenmodel/gwf_sagehen-gsf.nam create mode 100644 test_data/sagehen_mf6/sagehenmodel/gwf_sagehen-gsf.oc create mode 100644 test_data/sagehen_mf6/sagehenmodel/gwf_sagehen-gsf.sto create mode 100644 test_data/sagehen_mf6/sagehenmodel/gwf_sagehen-gsf.uzf create mode 100644 test_data/sagehen_mf6/sagehenmodel/mfsim.nam create mode 100644 test_data/sagehen_mf6/sagehenmodel/sagehen_observed_streamflow.csv diff --git 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@@ +import sys +import numpy as np +import matplotlib as mpl +import matplotlib.pyplot as plt + + +class USGSFigure: + def __init__( + self, figure_type="map", family="Arial Narrow", font_path=None, + verbose=False + ): + """Create a USGSFigure object + + Parameters + ---------- + figure_type : str + figure type ("map", "graph") + family : str + font family name (default is Arial Narrow) + verbose : bool + boolean that define if debug information should be written + """ + # initialize members + self.family = None + self.figure_type = None + self.verbose = verbose + + self.set_font_family(family=family, font_path=font_path) + self.set_specifications(figure_type=figure_type) + + def set_specifications(self, figure_type="map"): + """Set matplotlib parameters + + Parameters + ---------- + figure_type : str + figure type ("map", "graph") + + Returns + ------- + + """ + self.figure_type = self._validate_figure_type(figure_type) + + def set_font_family(self, family="Arial Narrow", font_path=None): + """Set font family + + Parameters + ---------- + family : str + font family (default is Arial Narrow) + font_path : str + path to fonts not available to matplotlib (not implemented) + + Returns + ------- + + """ + if font_path is not None: + errmsg = "specification of font_path is not implemented" + raise NotImplemented(errmsg) + self.family = self._set_fontfamily(family) + + def graph_legend(self, ax=None, handles=None, labels=None, **kwargs): + """Add a USGS-style legend to a matplotlib axis object + + Parameters + ---------- + ax : axis object + matplotlib axis object (default is None) + handles : list + list of legend handles + labels : list + list of labels for legend handles + kwargs : kwargs + matplotlib legend kwargs + + Returns + ------- + leg : object + matplotlib legend object + + """ + if ax is None: + ax = plt.gca() + + font = self._set_fontspec(bold=True, italic=False) + if handles is None or labels is None: + handles, labels = ax.get_legend_handles_labels() + leg = ax.legend(handles, labels, prop=font, **kwargs) + + # add title to legend + if "title" in kwargs: + title = kwargs.pop("title") + else: + title = None + leg = self.graph_legend_title(leg, title=title) + return leg + + def graph_legend_title(self, leg, title=None): + """Set the legend title for a matplotlib legend object + + Parameters + ---------- + leg : legend object + matplotlib legend object + title : str + title for legend + + Returns + ------- + leg : object + matplotlib legend object + + """ + if title is None: + title = "EXPLANATION" + elif title.lower() == "none": + title = None + font = self._set_fontspec(bold=True, italic=False) + leg.set_title(title, prop=font) + return leg + + def heading(self, ax=None, letter=None, heading=None, x=0.00, y=1.01, idx=None): + """Add a USGS-style heading to a matplotlib axis object + + Parameters + ---------- + ax : axis object + matplotlib axis object (default is None) + letter : str + string that defines the subplot (A, B, C, etc.) + heading : str + text string + x : float + location of the heading in the x-direction in normalized plot dimensions + ranging from 0 to 1 (default is 0.00) + y : float + location of the heading in the y-direction in normalized plot dimensions + ranging from 0 to 1 (default is 1.01) + idx : int + index for programatically generating the heading letter when letter + is None and idx is not None. idx = 0 will generate A (default is None) + + Returns + ------- + text : object + matplotlib text object + + """ + if ax is None: + ax = plt.gca() + + if letter is None and idx is not None: + letter = chr(ord("A") + idx) + + text = None + if letter is not None: + font = self._set_fontspec(bold=True, italic=True) + if heading is None: + letter = letter.replace(".", "") + else: + letter = letter.rstrip() + if letter[-1] != ".": + letter += "." + letter += " " + ax.text( + x, + y, + letter, + va="bottom", + ha="left", + fontdict=font, + transform=ax.transAxes, + ) + bbox = ax.get_window_extent().transformed( + plt.gcf().dpi_scale_trans.inverted() + ) + width = bbox.width * 25.4 # inches to mm + x += len(letter) * 1.0 / width + if heading is not None: + font = self._set_fontspec(bold=True, italic=False) + text = ax.text( + x, + y, + heading, + va="bottom", + ha="left", + fontdict=font, + transform=ax.transAxes, + ) + return text + + def add_text( + self, + ax=None, + text="", + x=0.0, + y=0.0, + transform=True, + bold=True, + italic=True, + fontsize=9, + ha="left", + va="bottom", + **kwargs + ): + """Add USGS-style text to a axis object + + Parameters + ---------- + ax : axis object + matplotlib axis object (default is None) + text : str + text string + x : float + x-location of text string (default is 0.) + y : float + y-location of text string (default is 0.) + transform : bool + boolean that determines if a transformed (True) or data (False) coordinate + system is used to define the (x, y) location of the text string + (default is True) + bold : bool + boolean indicating if bold font (default is True) + italic : bool + boolean indicating if italic font (default is True) + fontsize : int + font size (default is 9 points) + ha : str + matplotlib horizontal alignment keyword (default is left) + va : str + matplotlib vertical alignment keyword (default is bottom) + kwargs : dict + dictionary with valid matplotlib text object keywords + + Returns + ------- + text_obj : object + matplotlib text object + + """ + if ax is None: + ax = plt.gca() + + if transform: + transform = ax.transAxes + else: + transform = ax.transData + + font = self._set_fontspec(bold=bold, italic=italic, fontsize=fontsize) + + text_obj = ax.text( + x, y, text, va=va, ha=ha, fontdict=font, transform=transform, **kwargs + ) + return text_obj + + def add_annotation( + self, + ax=None, + text="", + xy=None, + xytext=None, + bold=True, + italic=True, + fontsize=9, + ha="left", + va="bottom", + **kwargs + ): + """Add an annotation to a axis object + + Parameters + ---------- + ax : axis object + matplotlib axis object (default is None) + text : str + text string + xy : tuple + tuple with the location of the annotation (default is None) + xytext : tuple + tuple with the location of the text + bold : bool + boolean indicating if bold font (default is True) + italic : bool + boolean indicating if italic font (default is True) + fontsize : int + font size (default is 9 points) + ha : str + matplotlib horizontal alignment keyword (default is left) + va : str + matplotlib vertical alignment keyword (default is bottom) + kwargs : dict + dictionary with valid matplotlib annotation object keywords + + Returns + ------- + ann_obj : object + matplotlib annotation object + + """ + if ax is None: + ax = plt.gca() + + if xy is None: + xy = (0.0, 0.0) + + if xytext is None: + xytext = (0.0, 0.0) + + font = self._set_fontspec(bold=bold, italic=italic, fontsize=fontsize) + + # add font information to kwargs + if kwargs is None: + kwargs = font + else: + for key, value in font.items(): + kwargs[key] = value + + # create annotation + ann_obj = ax.annotate(text, xy, xytext, va=va, ha=ha, **kwargs) + + return ann_obj + + def remove_edge_ticks(self, ax=None): + """Remove unnecessary ticks on the edges of the plot + + Parameters + ---------- + ax : axis object + matplotlib axis object (default is None) + + Returns + ------- + ax : axis object + matplotlib axis object + + """ + if ax is None: + ax = plt.gca() + + # update tick objects + plt.draw() + + # get min and max value and ticks + ymin, ymax = ax.get_ylim() + + # check for condition where y-axis values are reversed + if ymax < ymin: + y = ymin + ymin = ymax + ymax = y + yticks = ax.get_yticks() + + if self.verbose: + print("y-axis: ", ymin, ymax) + print(yticks) + + # remove edge ticks on y-axis + ticks = ax.yaxis.majorTicks + for iloc in [0, -1]: + if np.allclose(float(yticks[iloc]), ymin): + ticks[iloc].tick1line.set_visible = False + ticks[iloc].tick2line.set_visible = False + if np.allclose(float(yticks[iloc]), ymax): + ticks[iloc].tick1line.set_visible = False + ticks[iloc].tick2line.set_visible = False + + # get min and max value and ticks + xmin, xmax = ax.get_xlim() + + # check for condition where x-axis values are reversed + if xmax < xmin: + x = xmin + xmin = xmax + xmax = x + + xticks = ax.get_xticks() + if self.verbose: + print("x-axis: ", xmin, xmax) + print(xticks) + + # remove edge ticks on y-axis + ticks = ax.xaxis.majorTicks + for iloc in [0, -1]: + if np.allclose(float(xticks[iloc]), xmin): + ticks[iloc].tick1line.set_visible = False + ticks[iloc].tick2line.set_visible = False + if np.allclose(float(xticks[iloc]), xmax): + ticks[iloc].tick1line.set_visible = False + ticks[iloc].tick2line.set_visible = False + + return ax + + # protected methods + # protected method + def _validate_figure_type(self, figure_type): + """Set figure type after validation of specified figure type + + Parameters + ---------- + figure_type : str + figure type ("map", "graph") + + Returns + ------- + figure_type : str + validated figure_type + + """ + # validate figure type + valid_types = ("map", "graph") + if figure_type not in valid_types: + errmsg = "invalid figure_type specified ({}) ".format( + figure_type + ) + "valid types are '{}'.".format(", ".join(valid_types)) + raise ValueError(errmsg) + + # set figure_type + if figure_type == "map": + self._set_map_specifications() + elif figure_type == "graph": + self._set_map_specifications() + + return figure_type + + # protected method + def _set_graph_specifications(self): + """Set matplotlib rcparams to USGS-style specifications for graphs + + Returns + ------- + + """ + rc_dict = { + "font.family": self.family, + "font.size": 7, + "axes.labelsize": 9, + "axes.titlesize": 9, + "axes.linewidth": 0.5, + "xtick.labelsize": 8, + "xtick.top": True, + "xtick.bottom": True, + "xtick.major.size": 7.2, + "xtick.minor.size": 3.6, + "xtick.major.width": 0.5, + "xtick.minor.width": 0.5, + "xtick.direction": "in", + "ytick.labelsize": 8, + "ytick.left": True, + "ytick.right": True, + "ytick.major.size": 7.2, + "ytick.minor.size": 3.6, + "ytick.major.width": 0.5, + "ytick.minor.width": 0.5, + "ytick.direction": "in", + "pdf.fonttype": 42, + "savefig.dpi": 300, + "savefig.transparent": True, + "legend.fontsize": 9, + "legend.frameon": False, + "legend.markerscale": 1.0, + } + mpl.rcParams.update(rc_dict) + + # protected method + def _set_map_specifications(self): + """Set matplotlib rcparams to USGS-style specifications for maps + + Returns + ------- + + """ + rc_dict = { + "font.family": self.family, + "font.size": 7, + "axes.labelsize": 9, + "axes.titlesize": 9, + "axes.linewidth": 0.5, + "xtick.labelsize": 7, + "xtick.top": True, + "xtick.bottom": True, + "xtick.major.size": 7.2, + "xtick.minor.size": 3.6, + "xtick.major.width": 0.5, + "xtick.minor.width": 0.5, + "xtick.direction": "in", + "ytick.labelsize": 7, + "ytick.left": True, + "ytick.right": True, + "ytick.major.size": 7.2, + "ytick.minor.size": 3.6, + "ytick.major.width": 0.5, + "ytick.minor.width": 0.5, + "ytick.direction": "in", + "pdf.fonttype": 42, + "savefig.dpi": 300, + "savefig.transparent": True, + "legend.fontsize": 9, + "legend.frameon": False, + "legend.markerscale": 1.0, + } + mpl.rcParams.update(rc_dict) + + # protected method + def _set_fontspec(self, bold=True, italic=True, fontsize=9): + """Create fontspec dictionary for matplotlib pyplot objects + + Parameters + ---------- + bold : bool + boolean indicating if font is bold (default is True) + italic : bool + boolean indicating if font is italic (default is True) + fontsize : int + font size (default is 9 point) + + + Returns + ------- + + """ + if "Univers" in self.family: + reset_family = True + else: + reset_family = False + family = self.family + + if bold: + weight = "bold" + if reset_family: + family = "Univers 67" + else: + weight = "normal" + if reset_family: + family = "Univers 57" + + if italic: + if reset_family: + family += " Condensed Oblique" + style = "oblique" + else: + style = "italic" + else: + if reset_family: + family += " Condensed" + style = "normal" + + # define fontspec dictionary + fontspec = { + "family": family, + "size": fontsize, + "weight": weight, + "style": style, + } + + if self.verbose: + sys.stdout.write("font specifications:\n ") + for key, value in fontspec.items(): + sys.stdout.write("{}={} ".format(key, value)) + sys.stdout.write("\n") + + return fontspec + + def _set_fontfamily(self, family): + """Set font family to Liberation Sans Narrow on linux if default Arial Narrow + is being used + + Parameters + ---------- + family : str + font family name (default is Arial Narrow) + + Returns + ------- + family : str + font family name + + """ + if sys.platform.lower() in ("linux",): + if family == "Arial Narrow": + family = "Liberation Sans Narrow" + return family diff --git a/test_data/sagehen_mf6/common/gwf_sagehen-gsf.chd b/test_data/sagehen_mf6/common/gwf_sagehen-gsf.chd new file 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a/test_data/sagehen_mf6/sagehen_postprocess_graphs.py b/test_data/sagehen_mf6/sagehen_postprocess_graphs.py new file mode 100644 index 00000000..fb000914 --- /dev/null +++ b/test_data/sagehen_mf6/sagehen_postprocess_graphs.py @@ -0,0 +1,598 @@ +#!/usr/bin/env python +# coding: utf-8 + +import os +import pathlib as pl +import sys +import datetime + +import flopy +import geopandas as gpd + +import matplotlib.dates as mdates +import matplotlib.pyplot as plt +import numpy as np + +import netCDF4 as nc +import pandas as pd + +# import hydrofunctions as hf + +get_ipython().run_line_magic("matplotlib", "inline") + + +sys.path.append(os.path.join("../common")) +from figspecs import USGSFigure + + +fig_dir = pl.Path("figures") +fig_dir.mkdir(exist_ok=True) + +# Figure dimensions and figure type +figwidth = 85 # mm +figwidth = figwidth / 10 / 2.54 # inches + +fs = USGSFigure(figure_type="graph") + + +# Process the geodatabase +root_dir = pl.Path("../").resolve() +file = root_dir / "Sagehen.gdb" +hru = gpd.read_file(file, driver="FileGDB", layer="HRU") +river = gpd.read_file(file, driver="FileGDB", layer="stream") + +ws = root_dir / "run_dir" +sim = flopy.mf6.MFSimulation().load(sim_ws=ws) +gwf = sim.get_model("sagehenmodel") + +# Set coordinate information for model grid +gwf.modelgrid.set_coord_info( + xoff=214860, yoff=4365620, epsg=26911, angrot=12.013768668935385975 +) +# ##### Print model discretization shape +gwf.modelgrid.shape, gwf.modelgrid.nnodes +# #### Get PRMS output from stand-alone run +fpth = root_dir / "run_dir/output/pywatershed_output.npz" +prms_out = np.load(fpth) +# #### Get prms output times +idx0 = 730 # 365 # Throw out data before this time step +times = prms_out["time"] +ndays = times.shape[0] +print("Number of PRMS days to process {}".format(ndays)) + +# #### Get MODFLOW output times +tobj = flopy.utils.CellBudgetFile( + root_dir / "run_dir/output/gwf_sagehen-gsf.sfr.cbc", precision="double" +) +times = np.array(tobj.get_times()) +ndays = times.shape[0] +print("Number of MODFLOW days to process {}".format(ndays)) + + +# ##### Calculate cell area and conversion factors +cell_area = 90.0 * 90.0 +cum2m = 1.0 / cell_area +m2mm = 1000.0 +cum2mpd = cum2m / ndays +cum2mmpd = cum2mpd * m2mm + +m2ft = 3.28081 +in2m = 1.0 / (12.0 * m2ft) + +d2sec = 60.0 * 60.0 * 24.0 + + +# #### Get observed streamflow data +# hydrofunctions looks like it needs a tune up +# I'll just stash the data locally + +start = "1980-10-01" +start_dt = datetime.datetime.strptime(start, "%Y-%m-%d") +end_dt = start_dt + datetime.timedelta(days=ndays - 1) +end = end_dt.strftime("%Y-%m-%d") +start_dt, end_dt, start, end +site = "10343500" +site_name = f"Site {site}" +# sagehen = hf.NWIS(site, "dv", start, end) +# sagehen +# sagehenStreamFlow = (sagehen.df()["USGS:10343500:00060:00003"] / (m2ft**3)).to_frame() +# sagehenStreamFlow.rename(columns={"USGS:10343500:00060:00003": site_name}, inplace=True) +# sagehenStreamFlow.to_csv("sagehen_observed_streamflow.nc") + +times_dt64 = (times + 365 * 10.755).astype("datetime64[D]") + + +sagehenStreamFlow = pd.read_csv("sagehen_observed_streamflow.csv") +sagehenStreamFlow["datetimeUTC"] = np.array( + [ss[0:10] for ss in sagehenStreamFlow["datetimeUTC"].tolist()], + dtype="datetime64[D]", +) +# sagehenStreamFlow["datetimeUTC"] = pd.to_datetime( sagehenStreamFlow["datetimeUTC"], utc=False)obs_times = sagehenStreamFlow["datetimeUTC"].values +obs_times = sagehenStreamFlow["datetimeUTC"].values +wh_obs_mod = np.isin(obs_times, times_dt64) +sagehenStreamFlow = sagehenStreamFlow.set_index("datetimeUTC") +sagehenStreamFlow = sagehenStreamFlow[wh_obs_mod] + +# Get simulated stream flow +sobj = flopy.utils.CellBudgetFile( + root_dir / "run_dir/output/gwf_sagehen-gsf.sfr.cbc", precision="double" +) +sagehenSimQ_lst = [] +for idx, totim in enumerate(times): + sagehenSimQ_lst.append( + -sobj.get_data(totim=totim, text="EXT-OUTFLOW")[0]["q"][-1] / d2sec + ) + +sagehenSimQ = pd.DataFrame( + sagehenSimQ_lst, index=sagehenStreamFlow.index, columns=("Simulated",) +) +sagehenSimQ + +# Add simulate streamflow to dataframe +sagehenStreamFlow["Simulated"] = sagehenSimQ["Simulated"] + +# Set the plot times +plt_times = sagehenStreamFlow.index[idx0:] +plt_times.shape + + +def streamflow_fig(): + figheight = figwidth * 0.5 + fig, ax = plt.subplots( + figsize=(figwidth, figheight), + ncols=1, + nrows=1, + constrained_layout=True, + ) + fig.set_constrained_layout_pads( + w_pad=4 / 72, + h_pad=4 / 72, + hspace=0, + wspace=0, + ) + + for name, color in zip( + ( + site_name, + "Simulated", + ), + ( + "black", + "red", + ), + ): + ax.plot( + plt_times, + sagehenStreamFlow[name][idx0:], + linewidth=0.25, + color=color, + label=name, + ) + leg = fs.graph_legend(ax) + + ax.set_xlim(plt_times[0], plt_times[-1]) + # ax.set_ylim(0, 10) + + ax.set_xlabel("Date") + ax.set_ylabel(r"Streamflow (m$^3$/s)") + + fpth = pl.Path(root_dir / "figures/sagehen_pywatershed_streamflow.png") + plt.savefig(fpth, dpi=600) + + +# ##### Save dataframe index +df_index = sagehenStreamFlow.index + +# ##### Get idomain for mapping +idomain = gwf.dis.idomain.array + +# #### Get HRU areas and convert to square meters +ds = nc.Dataset(root_dir / "prms_grid_v3-Copy1.nc") +hru_area = ds["hru_area"][:] # m2 +acre2m2 = 43560.0 / (m2ft * m2ft) +hru_area *= acre2m2 + +# ##### Calculate model area +nactive_cells = idomain[0, :, :].sum() +active_area = cell_area * nactive_cells +nactive_cells, active_area + +# #### Process SFR, CBC, UZF budget output +fpth = root_dir / "run_dir/output/gwf_sagehen-gsf.sfr.cbc" +sfrobj = flopy.utils.CellBudgetFile(fpth, precision="double") +sfrobj.get_unique_record_names(0) + +cbcobj = flopy.utils.CellBudgetFile( + root_dir / "run_dir/output/gwf_sagehen-gsf.cbc", precision="double" +) +cbcobj.get_unique_record_names() +uzfobj = flopy.utils.CellBudgetFile( + root_dir / "run_dir/output/gwf_sagehen-gsf.uzf.cbc", precision="double" +) +uzfobj.get_unique_record_names() + + +# #### Map PRMS data to MODFLOW grid +list(prms_out.keys()) +prms_out["ppt"].shape + + +# #### Function to sum MODFLOW 6 terms +def sum_terms(bobj, text="UZET", vmult=1.0, gridBased=False): + v = np.zeros(times.shape[0], dtype=float) + for idx, totim in enumerate(times): + if gridBased: + v[idx] = vmult * bobj.get_data(totim=totim, text=text)[0].sum() + else: + v[idx] = ( + vmult * bobj.get_data(totim=totim, text=text)[0]["q"].sum() + ) + return v + + +# ##### Create empty data frame for summation arrays +dfObj = pd.DataFrame( + columns=( + "ppt", + "prms_actet", + "uzf_actet", + "gwf_actet", + "prms_infil", + "runoff", + "interflow", + "gwf_sto", + "uzf_sto", + "tot_sto", + "underflow", + "sfr_runoff", + "seepage", + "baseflow", + ), + index=df_index, +) + + +# #### Add PRMS flows to the data frame +dfObj["ppt"] = np.sum(prms_out["ppt"][:ndays], axis=1) / active_area +dfObj["prms_actet"] = np.sum(prms_out["actet"][:ndays], axis=1) / active_area +dfObj["prms_infil"] = np.sum(prms_out["infil"][:ndays], axis=1) / active_area +dfObj["runoff"] = np.sum(prms_out["runoff"][:ndays], axis=1) / active_area +dfObj["interflow"] = ( + np.sum(prms_out["interflow"][:ndays], axis=1) / active_area +) + + +# #### Add evapotranspiration flows to the data frame +dfObj["uzf_actet"] = sum_terms(uzfobj, text="UZET", vmult=-1) / active_area +dfObj["gwf_actet"] = sum_terms(cbcobj, text="UZF-GWET", vmult=-1) / active_area + + +# #### Add storage flows to the data frame +dfObj["uzf_sto"] = sum_terms(uzfobj, text="STORAGE") / active_area +dfObj["gwf_sto"] = ( + sum_terms(cbcobj, text="STO-SS", gridBased=True) / active_area +) +dfObj["gwf_sto"] += ( + sum_terms(cbcobj, text="STO-SY", gridBased=True) / active_area +) +dfObj["tot_sto"] = dfObj["uzf_sto"] + dfObj["gwf_sto"] + + +# #### Add streamflows to the data frame +dfObj["baseflow"] = sum_terms(sfrobj, text="GWF") / active_area +dfObj["sfr_runoff"] = sum_terms(sfrobj, text="RUNOFF") / active_area +dfObj["interflow"] += ( + sum_terms(uzfobj, text="REJ-INF-TO-MVR", vmult=-1.0) / active_area +) +dfObj["seepage"] = ( + sum_terms(cbcobj, text="DRN-TO-MVR", vmult=-1.0) / active_area +) +dfObj["underflow"] = sum_terms(cbcobj, text="CHD", vmult=-1.0) / active_area + + +# ##### Function to calculate cumulative values +def cum_calc(v, i0=idx0): + return v[i0:].cumsum() + + +def et_recharge_ppt_fig(): + # #### Plot evapotranspiration terms with soil infiltration and precipitation + vtot = np.zeros(plt_times.shape, dtype=float) + colors = ("#c36f31", "#cab39f", "#b7bf5e") + for name, color in zip(dfObj.columns[1:4], colors): + v = cum_calc(dfObj[name]) + plt.fill_between(plt_times, vtot + v, y2=vtot, color=color, label=name) + vtot += v + # cum_et = vtot.copy() + plt.plot( + plt_times, cum_calc(dfObj["ppt"]), lw=1, color="cyan", label="ppt" + ) + plt.plot( + plt_times, + cum_calc(dfObj["prms_infil"]), + lw=1, + color="green", + label="soil recharge", + ) + plt.legend(loc="upper left") + + print( + "total Rainfall {:.4g}".format(cum_calc(dfObj["ppt"])[-1]), + "total ET {:.4g}".format(vtot[-1]), + "prms_actet {:.4g} ({:.4%})".format( + cum_calc(dfObj["prms_actet"])[-1], + (cum_calc(dfObj["prms_actet"]) / vtot)[-1], + ), + "uzf_actet {:.4g} ({:.4%})".format( + cum_calc(dfObj["uzf_actet"])[-1], + (cum_calc(dfObj["uzf_actet"]) / vtot)[-1], + ), + "gwf_actet {:.4g} ({:.4%})".format( + cum_calc(dfObj["gwf_actet"])[-1], + (cum_calc(dfObj["gwf_actet"]) / vtot)[-1], + ), + ) + return + + +def gwf_uzf_storage_changes_fig(): + # plt.plot(df_index, dfObj["uzf_sto"], color="red") + # plt.plot(df_index, dfObj["gwf_sto"], color="blue") + # plt.plot(df_index, dfObj["tot_sto"], color="black") + + vtot = np.zeros(plt_times.shape, dtype=float) + colors = ("#c36f31", "#cab39f", "#b7bf5e") + for name, color in zip( + ( + "uzf_sto", + "gwf_sto", + ), + colors, + ): + v = cum_calc(dfObj[name]) + plt.fill_between(plt_times, vtot + v, y2=vtot, color=color, label=name) + vtot += v + plt.legend(loc="upper left") + return + + +def cumulative_streamflow_fig(): + vtot = np.zeros(plt_times.shape, dtype=float) + colors = ( + "#FF9AA2", + "#FFB7B2", + "#FFDAC1", + "#E2F0CB", + "#B5EAD7", + "#C7CEEA", + )[::-1] + for name, color in zip( + ( + "underflow", + "runoff", + "interflow", + "seepage", + "baseflow", + "underflow", + ), + colors, + ): + v = cum_calc(dfObj[name]) + plt.fill_between(plt_times, vtot + v, y2=vtot, color=color, label=name) + vtot += v + # print(vtot[-1]) + + plt.legend(loc="upper left") + return + + +vtot = cum_calc(dfObj["runoff"])[-1] +vtot += cum_calc(dfObj["interflow"])[-1] +vtot += cum_calc(dfObj["baseflow"])[-1] +vtot += cum_calc(dfObj["seepage"])[-1] +print( + " total observed streamflow {:.4g}\n".format( + cum_calc(sagehenStreamFlow[site_name])[-1] * d2sec / active_area + ), + "total simulated streamflow {:.4g}\n".format(vtot), + "runoff {:.4g} ({:.4%})".format( + cum_calc(dfObj["runoff"])[-1], cum_calc(dfObj["runoff"])[-1] / vtot + ), + "interflow {:.4g} ({:.4%})".format( + cum_calc(dfObj["interflow"])[-1], + cum_calc(dfObj["interflow"])[-1] / vtot, + ), + "baseflow {:.4g} ({:.4%})".format( + cum_calc(dfObj["baseflow"])[-1], cum_calc(dfObj["baseflow"])[-1] / vtot + ), + "seepage {:.4g} ({:.4%})".format( + cum_calc(dfObj["seepage"])[-1], cum_calc(dfObj["seepage"])[-1] / vtot + ), +) + + +Qsim = sagehenStreamFlow["Simulated"][idx0:] +Qobs = sagehenStreamFlow[site_name][idx0:] +me = (Qsim - Qobs).mean() +Qmean = Qobs.mean() +numer = ((Qsim - Qobs) ** 2).sum() +denom = ((Qsim - Qmean) ** 2).sum() +nse = 1 - numer / denom +me, nse + + +def composite_fig(): + figheight = figwidth * 1.25 + fig, axes = plt.subplots( + figsize=(figwidth, figheight), + ncols=1, + nrows=3, + sharex=True, + constrained_layout=True, + ) + fig.set_constrained_layout_pads( + w_pad=4 / 72, + h_pad=4 / 72, + hspace=0, + wspace=0, + ) + + handletextpad = 0.1 + markerscale = 1 + handlelength = 1.25 + columnspacing = 0.5 + labelspacing = 0.25 + + for idx, ax in enumerate(axes): + ax.set_xlim(plt_times[0], plt_times[-1]) + if idx == 0: + ax.set_ylabel(r"Streamflow (m$^3$/s)") + else: + ax.set_ylabel("Cumulative flow (m)") + ax.get_yaxis().set_label_coords(-0.05, 0.5) + + ax = axes[0] + ax.set_ylim(0, 35) + zorder = 100 + for name, color, linestyle in zip( + ( + site_name, + "Simulated", + ), + ( + "blue", + "black", + ), + ( + ":", + "-", + ), + ): + ax.plot( + plt_times, + sagehenStreamFlow[name][idx0:], + linewidth=0.75, + linestyle=linestyle, + color=color, + zorder=zorder, + label=name, + ) + zorder -= 10 + # ax.set_ylim(0, ax.get_ylim()[1]) + leg = fs.graph_legend( + ax, + ncol=2, + loc="upper right", + handletextpad=handletextpad, + handlelength=handlelength, + columnspacing=columnspacing, + labelspacing=labelspacing, + ) + fs.heading(ax=ax, idx=0) + fs.remove_edge_ticks() + + ax = axes[1] + ax.set_ylim(0, 9) + vtot = np.zeros(plt_times.shape, dtype=float) + colors = ( + "#FF9AA2", + "#FFB7B2", + "#FFDAC1", + "#E2F0CB", + "#B5EAD7", + "#C7CEEA", + )[::-1] + labels = ( + "Runoff", + "Interflow", + "Groundwater\nSeepage", + "Baseflow", + "Basin\nUnderflow", + ) + names = ( + "runoff", + "interflow", + "seepage", + "baseflow", + ) + for name, color, label in zip(names, colors, labels): + v = cum_calc(dfObj[name]) + ax.fill_between(plt_times, vtot + v, y2=vtot, color=color) + ax.plot( + [-1], + [-1], + lw=0, + marker="s", + markerfacecolor=color, + markeredgecolor=color, + label=label, + ) + vtot += v + # ax.set_ylim(0, ax.get_ylim()[1]) + fs.graph_legend( + ax=ax, + loc="upper left", + ncol=2, + handletextpad=handletextpad, + markerscale=markerscale, + handlelength=handlelength, + columnspacing=columnspacing, + labelspacing=labelspacing, + ) + + ax = axes[2] + ax.set_ylim(0, 9) + vtot = np.zeros(plt_times.shape, dtype=float) + colors_met = ( + "#FF6962", + "#FFE08E", + "#FFB346", + ) + names_met = ( + "prms_actet", + "uzf_actet", + "gwf_actet", + ) + labels_met = ( + "PRMS ET", + "Unsaturated zone ET", + "Groundwater ET", + ) + + # ax.plot(plt_times, cum_calc(dfObj["ppt"]), lw=1.25, color="cyan", label="Rainfall") + for name, color, label in zip(names_met, colors_met, labels_met): + v = cum_calc(dfObj[name]) + ax.fill_between(plt_times, vtot + v, y2=vtot, color=color) + ax.plot( + [-1], + [-1], + lw=0, + marker="s", + markerfacecolor=color, + markeredgecolor=color, + label=label, + ) + vtot += v + # ax.set_ylim(0, ax.get_ylim()[1]) + fs.graph_legend( + ax=ax, + loc="upper left", + ncol=1, + handletextpad=handletextpad, + markerscale=markerscale, + handlelength=handlelength, + columnspacing=columnspacing, + labelspacing=labelspacing, + ) + fs.heading(ax=ax, idx=1) + fs.remove_edge_ticks() + + ax.set_xlabel("Date") + ax.xaxis.set_major_formatter(mdates.DateFormatter("%-m/%Y")) + ax.xaxis.set_tick_params(rotation=45) + fs.heading(ax=ax, idx=2) + fs.remove_edge_ticks() + + fpth = pl.Path(root_dir / "figures/sagehen_pywatershed_graphs.png") + plt.savefig(fpth, dpi=600) + return diff --git a/test_data/sagehen_mf6/sagehenmodel/ex-gwf-sagehen-gsf.tdis b/test_data/sagehen_mf6/sagehenmodel/ex-gwf-sagehen-gsf.tdis new file mode 100644 index 00000000..5000d610 --- /dev/null +++ b/test_data/sagehen_mf6/sagehenmodel/ex-gwf-sagehen-gsf.tdis @@ -0,0 +1,13 @@ +# File generated by Flopy version 3.3.3 on 02/05/2021 at 13:07:20. +# Originally run for 5844.0 days and 5844 time steps +BEGIN options + TIME_UNITS days +END options + +BEGIN dimensions + NPER 1 +END dimensions + +BEGIN perioddata + 5844.00000000 5844 1.00000000 +END perioddata diff --git a/test_data/sagehen_mf6/sagehenmodel/gwf_sagehen-gsf.ic b/test_data/sagehen_mf6/sagehenmodel/gwf_sagehen-gsf.ic new file mode 100644 index 00000000..e8cceb29 --- /dev/null +++ b/test_data/sagehen_mf6/sagehenmodel/gwf_sagehen-gsf.ic @@ -0,0 +1,6 @@ +# File generated by Flopy version 3.3.3 on 02/05/2021 at 13:07:20. +BEGIN griddata + strt LAYERED + open/close ../common/sshead01.txt + open/close ../common/sshead02.txt +END griddata diff --git a/test_data/sagehen_mf6/sagehenmodel/gwf_sagehen-gsf.nam b/test_data/sagehen_mf6/sagehenmodel/gwf_sagehen-gsf.nam new file mode 100644 index 00000000..797d0d37 --- /dev/null +++ b/test_data/sagehen_mf6/sagehenmodel/gwf_sagehen-gsf.nam @@ -0,0 +1,19 @@ +# File generated by Flopy version 3.3.3 on 02/05/2021 at 13:07:20. +BEGIN options + SAVE_FLOWS + NEWTON UNDER_RELAXATION + LIST output/gwf_sagehen-gsf.lst +END options + +BEGIN packages + DIS6 ../common/gwf_sagehen-gsf.dis dis + IC6 gwf_sagehen-gsf.ic ic + NPF6 ../common/gwf_sagehen-gsf.npf npf + STO6 gwf_sagehen-gsf.sto sto + OC6 gwf_sagehen-gsf.oc oc + CHD6 ../common/gwf_sagehen-gsf.chd chd-1 + SFR6 ../common/gwf_sagehen-gsf.sfr sfr-1 + UZF6 gwf_sagehen-gsf.uzf uzf-1 + DRN6 ../common/gwf_sagehen-gsf.drn drn-1 + MVR6 ../common/gwf_sagehen-gsf.mvr mvr1 +END packages diff --git a/test_data/sagehen_mf6/sagehenmodel/gwf_sagehen-gsf.oc b/test_data/sagehen_mf6/sagehenmodel/gwf_sagehen-gsf.oc new file mode 100644 index 00000000..893fa673 --- /dev/null +++ b/test_data/sagehen_mf6/sagehenmodel/gwf_sagehen-gsf.oc @@ -0,0 +1,12 @@ +# File generated by Flopy version 3.3.3 on 02/05/2021 at 13:07:20. +BEGIN options + BUDGET FILEOUT output/gwf_sagehen-gsf.cbc + HEAD FILEOUT output/gwf_sagehen-gsf.hds + HEAD PRINT_FORMAT COLUMNS 10 WIDTH 15 DIGITS 6 GENERAL +END options + +BEGIN period 1 + SAVE HEAD ALL + SAVE BUDGET ALL + PRINT BUDGET ALL +END period 1 diff --git a/test_data/sagehen_mf6/sagehenmodel/gwf_sagehen-gsf.sto b/test_data/sagehen_mf6/sagehenmodel/gwf_sagehen-gsf.sto new file mode 100644 index 00000000..7d783e8b --- /dev/null +++ b/test_data/sagehen_mf6/sagehenmodel/gwf_sagehen-gsf.sto @@ -0,0 +1,18 @@ +# File generated by Flopy version 3.3.3 on 02/05/2021 at 13:07:20. +BEGIN options +END options + +BEGIN griddata + iconvert LAYERED + constant 1 + constant 0 + ss + CONSTANT 2.00000000E-06 + sy LAYERED + open/close ../common/sy01.txt + open/close ../common/sy02.txt +END griddata + +BEGIN period 1 + open/close ../common/transient.txt +END period 1 diff --git a/test_data/sagehen_mf6/sagehenmodel/gwf_sagehen-gsf.uzf b/test_data/sagehen_mf6/sagehenmodel/gwf_sagehen-gsf.uzf new file mode 100644 index 00000000..87101973 --- /dev/null +++ b/test_data/sagehen_mf6/sagehenmodel/gwf_sagehen-gsf.uzf @@ -0,0 +1,24 @@ +# File generated by Flopy version 3.3.3 on 02/05/2021 at 13:07:20. +BEGIN options + BOUNDNAMES + SAVE_FLOWS + WATER_CONTENT FILEOUT output/gwf_sagehen-gsf.water_content.bin + BUDGET FILEOUT output/gwf_sagehen-gsf.uzf.cbc + SIMULATE_ET + LINEAR_GWET + MOVER +END options + +BEGIN dimensions + NUZFCELLS 6772 + NTRAILWAVES 15 + NWAVESETS 250 +END dimensions + +BEGIN packagedata + open/close ../common/uzf_packagedata.txt +END packagedata + +BEGIN period 1 + open/close ../common/uzf_spd.txt +END period 1 diff --git a/test_data/sagehen_mf6/sagehenmodel/mfsim.nam b/test_data/sagehen_mf6/sagehenmodel/mfsim.nam new file mode 100644 index 00000000..ae4c022b --- /dev/null +++ b/test_data/sagehen_mf6/sagehenmodel/mfsim.nam @@ -0,0 +1,20 @@ +# File generated by Flopy version 3.3.3 on 02/05/2021 at 13:07:20. +BEGIN options + CONTINUE + MEMORY_PRINT_OPTION ALL +END options + +BEGIN timing + TDIS6 ex-gwf-sagehen-gsf.tdis +END timing + +BEGIN models + gwf6 gwf_sagehen-gsf.nam sagehenmodel +END models + +BEGIN exchanges +END exchanges + +BEGIN solutiongroup 1 + ims6 ../common/gwf_sagehen-gsf_transient.ims sagehenmodel +END solutiongroup 1 diff --git a/test_data/sagehen_mf6/sagehenmodel/sagehen_observed_streamflow.csv b/test_data/sagehen_mf6/sagehenmodel/sagehen_observed_streamflow.csv new file mode 100644 index 00000000..45a9e89b --- /dev/null +++ b/test_data/sagehen_mf6/sagehenmodel/sagehen_observed_streamflow.csv @@ -0,0 +1,5845 @@ +datetimeUTC,Site 10343500 +1980-10-01 00:00:00+00:00,0.06513052755347817 +1980-10-02 00:00:00+00:00,0.06513052755347817 +1980-10-03 00:00:00+00:00,0.06513052755347817 +1980-10-04 00:00:00+00:00,0.06513052755347817 +1980-10-05 00:00:00+00:00,0.06513052755347817 +1980-10-06 00:00:00+00:00,0.06513052755347817 +1980-10-07 00:00:00+00:00,0.06229876548593566 +1980-10-08 00:00:00+00:00,0.06229876548593566 +1980-10-09 00:00:00+00:00,0.06513052755347817 +1980-10-10 00:00:00+00:00,0.06513052755347817 +1980-10-11 00:00:00+00:00,0.06513052755347817 +1980-10-12 00:00:00+00:00,0.11327048270170119 +1980-10-13 00:00:00+00:00,0.08212109995873336 +1980-10-14 00:00:00+00:00,0.09061638616136096 +1980-10-15 00:00:00+00:00,0.08778462409381842 +1980-10-16 00:00:00+00:00,0.09061638616136096 +1980-10-17 00:00:00+00:00,0.08495286202627589 +1980-10-18 00:00:00+00:00,0.08212109995873336 +1980-10-19 00:00:00+00:00,0.07928933789119083 +1980-10-20 00:00:00+00:00,0.0764575758236483 +1980-10-21 00:00:00+00:00,0.0764575758236483 +1980-10-22 00:00:00+00:00,0.0764575758236483 +1980-10-23 00:00:00+00:00,0.07362581375610577 +1980-10-24 00:00:00+00:00,0.07362581375610577 +1980-10-25 00:00:00+00:00,0.09344814822890347 +1980-10-26 00:00:00+00:00,0.096279910296446 +1980-10-27 00:00:00+00:00,0.08778462409381842 +1980-10-28 00:00:00+00:00,0.07928933789119083 +1980-10-29 00:00:00+00:00,0.07928933789119083 +1980-10-30 00:00:00+00:00,0.0764575758236483 +1980-10-31 00:00:00+00:00,0.0764575758236483 +1980-11-01 00:00:00+00:00,0.07362581375610577 +1980-11-02 00:00:00+00:00,0.07362581375610577 +1980-11-03 00:00:00+00:00,0.07362581375610577 +1980-11-04 00:00:00+00:00,0.07362581375610577 +1980-11-05 00:00:00+00:00,0.07362581375610577 +1980-11-06 00:00:00+00:00,0.07362581375610577 +1980-11-07 00:00:00+00:00,0.09061638616136096 +1980-11-08 00:00:00+00:00,0.1047751964990736 +1980-11-09 00:00:00+00:00,0.08212109995873336 +1980-11-10 00:00:00+00:00,0.07928933789119083 +1980-11-11 00:00:00+00:00,0.096279910296446 +1980-11-12 00:00:00+00:00,0.09344814822890347 +1980-11-13 00:00:00+00:00,0.08495286202627589 +1980-11-14 00:00:00+00:00,0.07928933789119083 +1980-11-15 00:00:00+00:00,0.08212109995873336 +1980-11-16 00:00:00+00:00,0.0764575758236483 +1980-11-17 00:00:00+00:00,0.07928933789119083 +1980-11-18 00:00:00+00:00,0.0764575758236483 +1980-11-19 00:00:00+00:00,0.0764575758236483 +1980-11-20 00:00:00+00:00,0.0764575758236483 +1980-11-21 00:00:00+00:00,0.0764575758236483 +1980-11-22 00:00:00+00:00,0.08212109995873336 +1980-11-23 00:00:00+00:00,0.08212109995873336 +1980-11-24 00:00:00+00:00,0.07928933789119083 +1980-11-25 00:00:00+00:00,0.0764575758236483 +1980-11-26 00:00:00+00:00,0.0764575758236483 +1980-11-27 00:00:00+00:00,0.0764575758236483 +1980-11-28 00:00:00+00:00,0.07928933789119083 +1980-11-29 00:00:00+00:00,0.07928933789119083 +1980-11-30 00:00:00+00:00,0.08778462409381842 +1980-12-01 00:00:00+00:00,0.08778462409381842 +1980-12-02 00:00:00+00:00,0.10760695856661612 +1980-12-03 00:00:00+00:00,0.15857867578238166 +1980-12-04 00:00:00+00:00,0.21521391713323224 +1980-12-05 00:00:00+00:00,0.1161022447692437 +1980-12-06 00:00:00+00:00,0.10194343443153107 +1980-12-07 00:00:00+00:00,0.09344814822890347 +1980-12-08 00:00:00+00:00,0.08778462409381842 +1980-12-09 00:00:00+00:00,0.08495286202627589 +1980-12-10 00:00:00+00:00,0.08212109995873336 +1980-12-11 00:00:00+00:00,0.07928933789119083 +1980-12-12 00:00:00+00:00,0.07928933789119083 +1980-12-13 00:00:00+00:00,0.07928933789119083 +1980-12-14 00:00:00+00:00,0.07928933789119083 +1980-12-15 00:00:00+00:00,0.08212109995873336 +1980-12-16 00:00:00+00:00,0.08212109995873336 +1980-12-17 00:00:00+00:00,0.08495286202627589 +1980-12-18 00:00:00+00:00,0.09061638616136096 +1980-12-19 00:00:00+00:00,0.09061638616136096 +1980-12-20 00:00:00+00:00,0.09061638616136096 +1980-12-21 00:00:00+00:00,0.11327048270170119 +1980-12-22 00:00:00+00:00,0.12742929303941383 +1980-12-23 00:00:00+00:00,0.1047751964990736 +1980-12-24 00:00:00+00:00,0.096279910296446 +1980-12-25 00:00:00+00:00,0.11327048270170119 +1980-12-26 00:00:00+00:00,0.11893400683678625 +1980-12-27 00:00:00+00:00,0.12176576890432877 +1980-12-28 00:00:00+00:00,0.11043872063415866 +1980-12-29 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