diff --git a/Python_Engine/Python/src/python_toolkit/plot/polar.py b/Python_Engine/Python/src/python_toolkit/plot/polar.py new file mode 100644 index 0000000..32dc80a --- /dev/null +++ b/Python_Engine/Python/src/python_toolkit/plot/polar.py @@ -0,0 +1,162 @@ +from typing import List +import matplotlib.patches as mpatches +import matplotlib.pyplot as plt +import matplotlib.ticker as mticker +import numpy as np +import pandas as pd +from matplotlib.cm import ScalarMappable +from matplotlib.collections import PatchCollection +from matplotlib.colors import Colormap, ListedColormap, Normalize, to_hex +from matplotlib.patches import Rectangle +from pandas.tseries.frequencies import to_offset +import textwrap + +from .utilities import process_polar_data, format_polar_plot + + +def polar( + data: pd.DataFrame, + value_column: str = "Value", + direction_column: str = "Direction", + ax: plt.Axes = None, + directions: int = 36, + value_bins: List[float] = None, + colours: list[str | tuple[float] | Colormap] = None, #set of colours to use for the value bins + title: str = None, + legend: bool = True, + ylim: tuple[float] = None, + label: bool = False, + density: bool = True, + ) -> plt.Axes: + """Create a polar plot showing frequencies by direction. + + Args: + data (pd.DataFrame): + The data to plot. must be a dataframe with value and direction columns + value_column (str, optional): + The name of the column in the dataframe containing values. + Defaults to 'Value'. + direction_column (str): + The name of the column in the dataframe containing directions. + Defaults to 'Direction'. + ax (plt.Axes, optional): + The axes to plot this chart on. Defaults to None. + directions (int, optional): + The number of directions to use. Defaults to 36. + value_bins (list[float]): + The bins to use for the magnitudes of the values. + colours: (str | tuple[float] | Colormap, optional): + A list of colours to use for the value_bins. May also be a matplotlib colormap. + title (str, optional): + title to display above the plot. Defaults to the source of this wind object. + legend (bool, optional): + Set to False to remove the legend. Defaults to True. + ylim (tuple[float], optional): + The y-axis limits. Defaults to None. + label (bool, optional): + Set to False to remove the bin labels. Defaults to False. + density (bool, optional): + Set to False to see the sum of the values instead of their frequency density. Defaults to True. + Returns: + plt.Axes: The axes object. + """ + + if ax is None: + _, ax = plt.subplots(subplot_kw={"projection": "polar"}) + + # create grouped data for plotting + binned = process_polar_data( + data, + value_column, + direction_column, + directions, + value_bins, + density + ) + + # set colors + if colours is None: + colours = [ + to_hex(plt.get_cmap("viridis")(i)) + for i in np.linspace(0, 1, len(binned.columns)) + ] + if isinstance(colours, str): + colours = plt.get_cmap(colours) + if isinstance(colours, Colormap): + colours = [to_hex(colours(i)) for i in np.linspace(0, 1, len(binned.columns))] + if isinstance(colours, list | tuple): + if len(colours) != len(binned.columns): + raise ValueError( + f"colors must be a list of length {len(binned.columns)}, or a colormap." + ) + + # HACK to ensure that bar ends are curved when using a polar plot. + fig = plt.figure() + rect = [0.1, 0.1, 0.8, 0.8] + hist_ax = plt.Axes(fig, rect) + hist_ax.bar(np.array([1]), np.array([1])) + # END HACK + + if title is None or title == "": + ax.set_title(textwrap.fill(f"{value_column}", 75)) + else: + ax.set_title(title) + + theta_width = np.deg2rad(360 / directions) + patches = [] + color_list = [] + x = theta_width / 2 + for _, data_values in binned.iterrows(): + y = 0 + for n, val in enumerate(data_values.values): + patches.append( + Rectangle( + xy=(x, y), + width=theta_width, + height=val, + alpha=1, + ) + ) + color_list.append(colours[n]) + y += val + if label: + ax.text(x, y, f"{y:0.1%}", ha="center", va="center", fontsize="x-small") + x += theta_width + local_cmap = ListedColormap(np.array(color_list).flatten()) + pc = PatchCollection(patches, cmap=local_cmap) + pc.set_array(np.arange(len(color_list))) + ax.add_collection(pc) + + # construct legend + if legend: + handles = [ + mpatches.Patch(color=colours[n], label=(f"{i} to {j}" if str(j) != str(np.inf) else f"{i} and above")) + for n, (i, j) in enumerate(binned.columns.values) + ] + _ = ax.legend( + handles=handles, + bbox_to_anchor=(1.1, 0.5), + loc="center left", + ncol=1, + borderaxespad=0, + frameon=False, + fontsize="small", + title=binned.columns.name, + title_fontsize="small", + ) + + # set y-axis limits + if ylim is None: + ylim = (0, max(binned.sum(axis=1))) + ax.set_ylim(ylim) + elif len(ylim) != 2: + raise ValueError("ylim must be a tuple of length 2.") + else: + ax.set_ylim(ylim) + + if density: + ax.yaxis.set_major_formatter(mticker.PercentFormatter(xmax=1)) + + format_polar_plot(ax, yticklabels=True) + + return ax \ No newline at end of file diff --git a/Python_Engine/Python/src/python_toolkit/plot/utilities.py b/Python_Engine/Python/src/python_toolkit/plot/utilities.py index fd71cc9..a5b5eac 100644 --- a/Python_Engine/Python/src/python_toolkit/plot/utilities.py +++ b/Python_Engine/Python/src/python_toolkit/plot/utilities.py @@ -4,9 +4,11 @@ import colorsys import io from pathlib import Path -from typing import Any +from typing import Any, List import copy +import pandas as pd + import numpy as np from matplotlib.colors import ( LinearSegmentedColormap, @@ -24,6 +26,7 @@ from matplotlib.tri import Triangulation from PIL import Image from ..bhom.analytics import bhom_analytics +from ..bhom.logging import CONSOLE_LOGGER @bhom_analytics() def average_color(colors: Any, keep_alpha: bool = False) -> str: @@ -595,3 +598,100 @@ def format_polar_plot(ax: plt.Axes, yticklabels: bool = True) -> plt.Axes: ) if not yticklabels: ax.set_yticklabels([]) + +def process_polar_data(data:pd.DataFrame, values_column:str, directions_column:str, directions:int=36, value_bins:List[float]=None, density:bool=True): + """Process data for a polar plot by grouping by value and direction bins, either as value counts, or sums (determined by density) + + """ + if values_column not in data.columns: + raise ValueError(f"Values column `{values_column}` could not be found in the input dataframe.") + + if directions_column not in data.columns: + raise ValueError(f"Directions column `{directions_column}` could not be found in the input dataframe") + + if value_bins is None: + value_bins = np.linspace(min(data[values_column]), max(data[values_column]), 11) + + direction_bins = np.unique( + ((np.linspace(0, 360, directions + 1) - ((360 / directions) / 2)) % 360).tolist() + + [0, 360] + ) + + values_ser = data[values_column].copy() + directions_ser = data[directions_column].copy() + + categories = pd.cut(values_ser, bins=value_bins, include_lowest=False) + dir_categories = pd.cut(directions_ser, bins=direction_bins, include_lowest=True) + bin_tuples = [tuple([i.left, i.right]) for i in categories.cat.categories.tolist()] + dir_tuples = [tuple([i.left, i.right]) for i in dir_categories.cat.categories.tolist()][1:-1] + dir_tuples.append((dir_tuples[-1][1], dir_tuples[0][0])) + + mapper = dict( + zip( + *[ + categories.cat.categories.tolist(), + bin_tuples, + ] + ) + ) + mapper[np.nan] = bin_tuples[0] + + dir_mapper = dict( + zip( + *[ + dir_categories.cat.categories.tolist(), + [dir_tuples[-1]] + dir_tuples, + ] + ) + ) + + categories = pd.Series( + [mapper[i] for i in categories], + index=categories.index, + name=categories.name, + ) + + dir_categories = pd.Series( + [dir_mapper[i] for i in dir_categories], + index=dir_categories.index, + name=dir_categories.name, + ) + + # pivot dataframe + if density: + df = pd.concat([dir_categories, categories], axis=1) + df = ( + df.groupby([df.columns[0], df.columns[1]], observed=True) + .value_counts() + .unstack() + .fillna(0) + .astype(int) + ) + else: + #This allows plots like radiation roses, where the sum of the radiation from that direction is more useful than the counts + df = pd.concat([dir_categories, categories, values_ser], axis=1) + df.columns = [df.columns[0], df.columns[1], "Value"] + df = ( + df.groupby([df.columns[0], df.columns[1]], observed=True) + .sum() + .unstack() + .fillna(0) + .astype(float) + ) + df.droplevel(level=0, axis=1) + + for b in bin_tuples: + if b not in df.columns: + df[b] = 0 + df.sort_index(axis=1, inplace=True) + df = df.T + for b in dir_tuples: + if b not in df.columns: + df[b] = 0 + df.sort_index(axis=1, inplace=True) + df = df.T + + if density: + df = df / df.values.sum() #show density values as a percentage of the total number of values. + + return df diff --git a/Python_Engine/Python/tests/__init__.py b/Python_Engine/Python/tests/__init__.py index d4a8a8e..36bd126 100644 --- a/Python_Engine/Python/tests/__init__.py +++ b/Python_Engine/Python/tests/__init__.py @@ -11,7 +11,13 @@ def get_timeseries(): df = df.set_index(pd.to_datetime(df.index)) return pd.Series(df["Value"], index=df.index) -TIMESERIES_COLLECTION = get_timeseries() +def get_test_data(): + df = pd.read_csv(Path(__file__).parent / "assets" / "example_timeseries.csv", index_col="Timestamp") + df = df.set_index(pd.to_datetime(df.index)) + return df + +TEST_DATA = get_test_data() +TIMESERIES_COLLECTION = pd.Series(TEST_DATA["Value"], index=TEST_DATA.index) #use 'agg' for testing plot methods, as tkinter occasionally throws strange errors (missing component/library when component isn't missing) when the default backend is used only when using pytest mpl.use("agg") \ No newline at end of file diff --git a/Python_Engine/Python/tests/assets/example_timeseries.csv b/Python_Engine/Python/tests/assets/example_timeseries.csv index cec5b49..203d041 100644 --- a/Python_Engine/Python/tests/assets/example_timeseries.csv +++ b/Python_Engine/Python/tests/assets/example_timeseries.csv @@ -1,8761 +1,8761 @@ -Timestamp,Value -2023-01-01 00:00:00,26.671274041326747 -2023-01-01 01:00:00,25.737655245610785 -2023-01-01 02:00:00,26.654791839873543 -2023-01-01 03:00:00,21.62376943541548 -2023-01-01 04:00:00,23.97713023497657 -2023-01-01 05:00:00,18.29513184321908 -2023-01-01 06:00:00,20.65370658952132 -2023-01-01 07:00:00,5.3552583449115065 -2023-01-01 08:00:00,24.401930747413708 -2023-01-01 09:00:00,5.000146515045349 -2023-01-01 10:00:00,25.545045749449525 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20:00:00,18.435487814193696 -2023-01-10 21:00:00,1.3702635177922495 -2023-01-10 22:00:00,15.010612575131246 -2023-01-10 23:00:00,10.50982008633807 -2023-01-11 00:00:00,25.746711620247183 -2023-01-11 01:00:00,2.7680693733810315 -2023-01-11 02:00:00,26.573199797202875 -2023-01-11 03:00:00,26.190496086585703 -2023-01-11 04:00:00,14.914001314478917 -2023-01-11 05:00:00,17.71646599120036 -2023-01-11 06:00:00,19.73046947090025 -2023-01-11 07:00:00,13.072318427394537 -2023-01-11 08:00:00,13.40361246416164 -2023-01-11 09:00:00,9.116006569395068 -2023-01-11 10:00:00,29.00087086818906 -2023-01-11 11:00:00,21.74787667432025 -2023-01-11 12:00:00,15.069336534739849 -2023-01-11 13:00:00,16.966472280023655 -2023-01-11 14:00:00,6.919726361176258 -2023-01-11 15:00:00,22.91074359514145 -2023-01-11 16:00:00,11.81935450845753 -2023-01-11 17:00:00,20.361259615812926 -2023-01-11 18:00:00,13.545469882285904 -2023-01-11 19:00:00,3.968167694792478 -2023-01-11 20:00:00,8.871476816916946 -2023-01-11 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05:00:00,29.028570819274623 -2023-10-22 06:00:00,23.85530061031212 -2023-10-22 07:00:00,7.9856554952529635 -2023-10-22 08:00:00,22.3108720403423 -2023-10-22 09:00:00,1.6883403230493987 -2023-10-22 10:00:00,17.636839226953875 -2023-10-22 11:00:00,1.9340153413541767 -2023-10-22 12:00:00,20.176747328077475 -2023-10-22 13:00:00,0.2199243682675622 -2023-10-22 14:00:00,13.053456458505256 -2023-10-22 15:00:00,16.434320943687087 -2023-10-22 16:00:00,23.18705188779436 -2023-10-22 17:00:00,23.286384237593587 -2023-10-22 18:00:00,21.14105335397631 -2023-10-22 19:00:00,26.328051454118704 -2023-10-22 20:00:00,23.989110560403432 -2023-10-22 21:00:00,26.75915569980813 -2023-10-22 22:00:00,15.641737701284528 -2023-10-22 23:00:00,27.727488707925268 -2023-10-23 00:00:00,26.4646773046201 -2023-10-23 01:00:00,0.0226310532746332 -2023-10-23 02:00:00,7.372036451889191 -2023-10-23 03:00:00,22.43456803778464 -2023-10-23 04:00:00,6.817786447672071 -2023-10-23 05:00:00,24.034196049926063 -2023-10-23 06:00:00,21.17502366358663 -2023-10-23 07:00:00,17.918131156331246 -2023-10-23 08:00:00,7.814362797587857 -2023-10-23 09:00:00,15.64465450590689 -2023-10-23 10:00:00,17.72681119377559 -2023-10-23 11:00:00,25.85874492706293 -2023-10-23 12:00:00,13.216447388780017 -2023-10-23 13:00:00,4.472761412190814 -2023-10-23 14:00:00,7.80871145271536 -2023-10-23 15:00:00,15.126572409220891 -2023-10-23 16:00:00,7.089969343686887 -2023-10-23 17:00:00,12.422236534053418 -2023-10-23 18:00:00,25.60026723652937 -2023-10-23 19:00:00,0.0801616800508719 -2023-10-23 20:00:00,19.56027215764677 -2023-10-23 21:00:00,9.041027487956304 -2023-10-23 22:00:00,28.01627302021017 -2023-10-23 23:00:00,11.808591617445137 -2023-10-24 00:00:00,17.65868096174124 -2023-10-24 01:00:00,27.87983346588871 -2023-10-24 02:00:00,20.126020187059183 -2023-10-24 03:00:00,12.189773056547272 -2023-10-24 04:00:00,23.23359568975781 -2023-10-24 05:00:00,16.779818037111347 -2023-10-24 06:00:00,6.30136933805296 -2023-10-24 07:00:00,26.81319766007935 -2023-10-24 08:00:00,6.363706174206543 -2023-10-24 09:00:00,15.15526531619831 -2023-10-24 10:00:00,8.73733091432841 -2023-10-24 11:00:00,1.7891200618090377 -2023-10-24 12:00:00,13.73213442352589 -2023-10-24 13:00:00,8.502480678779486 -2023-10-24 14:00:00,4.8033911388747565 -2023-10-24 15:00:00,18.90325432924976 -2023-10-24 16:00:00,15.901907329857824 -2023-10-24 17:00:00,17.220138300453137 -2023-10-24 18:00:00,11.87553137260602 -2023-10-24 19:00:00,18.84521565733111 -2023-10-24 20:00:00,11.29261305155426 -2023-10-24 21:00:00,3.220863025872088 -2023-10-24 22:00:00,16.160900043774163 -2023-10-24 23:00:00,0.3465755988995822 -2023-10-25 00:00:00,20.528642042094383 -2023-10-25 01:00:00,2.202616003839541 -2023-10-25 02:00:00,12.400091666645 -2023-10-25 03:00:00,0.7960723822983007 -2023-10-25 04:00:00,15.318562316792525 -2023-10-25 05:00:00,19.93011577792633 -2023-10-25 06:00:00,0.2087405065002423 -2023-10-25 07:00:00,26.249845472068227 -2023-10-25 08:00:00,26.444450997586696 -2023-10-25 09:00:00,27.537325234183093 -2023-10-25 10:00:00,5.03244518781694 -2023-10-25 11:00:00,25.839995698894324 -2023-10-25 12:00:00,4.079341123785553 -2023-10-25 13:00:00,0.3085849106041305 -2023-10-25 14:00:00,11.406985014784992 -2023-10-25 15:00:00,26.720281261775337 -2023-10-25 16:00:00,11.54651306511913 -2023-10-25 17:00:00,13.382335228787134 -2023-10-25 18:00:00,15.3684770150765 -2023-10-25 19:00:00,1.742810176098284 -2023-10-25 20:00:00,16.158950501293134 -2023-10-25 21:00:00,3.308663194138525 -2023-10-25 22:00:00,3.067814934390828 -2023-10-25 23:00:00,26.40332153411032 -2023-10-26 00:00:00,2.931897862399073 -2023-10-26 01:00:00,15.00036538367285 -2023-10-26 02:00:00,27.39324040086565 -2023-10-26 03:00:00,8.943728715572586 -2023-10-26 04:00:00,7.596968735439569 -2023-10-26 05:00:00,19.539543402549917 -2023-10-26 06:00:00,6.820043414658273 -2023-10-26 07:00:00,26.020075905390733 -2023-10-26 08:00:00,6.118911421717417 -2023-10-26 09:00:00,24.28146240915885 -2023-10-26 10:00:00,18.40529683335004 -2023-10-26 11:00:00,19.65625108738412 -2023-10-26 12:00:00,16.41081725053332 -2023-10-26 13:00:00,18.103888793914194 -2023-10-26 14:00:00,27.23632758153328 -2023-10-26 15:00:00,23.45742814225587 -2023-10-26 16:00:00,21.08037743797633 -2023-10-26 17:00:00,1.4112747201428388 -2023-10-26 18:00:00,24.286743931540137 -2023-10-26 19:00:00,24.43608930195793 -2023-10-26 20:00:00,29.31406658628063 -2023-10-26 21:00:00,15.181234731585066 -2023-10-26 22:00:00,28.526170921680528 -2023-10-26 23:00:00,11.377877492541224 -2023-10-27 00:00:00,21.203883252072806 -2023-10-27 01:00:00,9.659848213727845 -2023-10-27 02:00:00,12.457372434956511 -2023-10-27 03:00:00,1.393534998771314 -2023-10-27 04:00:00,11.44492031291128 -2023-10-27 05:00:00,16.14493504877008 -2023-10-27 06:00:00,6.722896909605728 -2023-10-27 07:00:00,13.224737414261652 -2023-10-27 08:00:00,5.546057834280523 -2023-10-27 09:00:00,10.310426558502376 -2023-10-27 10:00:00,9.680688340799673 -2023-10-27 11:00:00,22.90416687083767 -2023-10-27 12:00:00,21.22743885524652 -2023-10-27 13:00:00,25.936283034379684 -2023-10-27 14:00:00,26.98639832158583 -2023-10-27 15:00:00,27.681806205844342 -2023-10-27 16:00:00,10.995452720514658 -2023-10-27 17:00:00,26.60204104803415 -2023-10-27 18:00:00,4.304507865610699 -2023-10-27 19:00:00,0.5454534738578809 -2023-10-27 20:00:00,26.816405615596526 -2023-10-27 21:00:00,8.945946837851464 -2023-10-27 22:00:00,25.00320753139024 -2023-10-27 23:00:00,23.542764222518645 -2023-10-28 00:00:00,22.1477881036701 -2023-10-28 01:00:00,26.136886900278988 -2023-10-28 02:00:00,11.543720318564636 -2023-10-28 03:00:00,0.6005063301393065 -2023-10-28 04:00:00,20.172212458949065 -2023-10-28 05:00:00,18.884349998482 -2023-10-28 06:00:00,13.476444758335056 -2023-10-28 07:00:00,9.035845577951756 -2023-10-28 08:00:00,21.34182600298673 -2023-10-28 09:00:00,26.57861783580204 -2023-10-28 10:00:00,16.20735377166583 -2023-10-28 11:00:00,8.317580985954793 -2023-10-28 12:00:00,25.17248163754398 -2023-10-28 13:00:00,15.10256338885629 -2023-10-28 14:00:00,16.999335963038455 -2023-10-28 15:00:00,28.28475779759103 -2023-10-28 16:00:00,9.93745136748438 -2023-10-28 17:00:00,8.269134493928597 -2023-10-28 18:00:00,25.36712093054073 -2023-10-28 19:00:00,5.830351060832632 -2023-10-28 20:00:00,3.223303427782971 -2023-10-28 21:00:00,10.773541729086222 -2023-10-28 22:00:00,6.869830001393737 -2023-10-28 23:00:00,27.72742714941997 -2023-10-29 00:00:00,16.59838036552755 -2023-10-29 01:00:00,24.25873639606648 -2023-10-29 02:00:00,19.90968224930816 -2023-10-29 03:00:00,15.534801509080564 -2023-10-29 04:00:00,14.99974599619606 -2023-10-29 05:00:00,1.0140140925141603 -2023-10-29 06:00:00,27.357081921817517 -2023-10-29 07:00:00,22.836745297492065 -2023-10-29 08:00:00,4.944663572894804 -2023-10-29 09:00:00,21.19514005913049 -2023-10-29 10:00:00,21.442565039438573 -2023-10-29 11:00:00,1.949106523338785 -2023-10-29 12:00:00,27.09076582189748 -2023-10-29 13:00:00,16.34468678349173 -2023-10-29 14:00:00,0.696633591010487 -2023-10-29 15:00:00,25.125916820765507 -2023-10-29 16:00:00,23.53809254331336 -2023-10-29 17:00:00,3.943935114954852 -2023-10-29 18:00:00,26.35865560100265 -2023-10-29 19:00:00,25.978986354978225 -2023-10-29 20:00:00,4.496963827297118 -2023-10-29 21:00:00,26.217472544119545 -2023-10-29 22:00:00,2.1426017320735555 -2023-10-29 23:00:00,3.553342660860248 -2023-10-30 00:00:00,1.822041754322855 -2023-10-30 01:00:00,8.295295855000704 -2023-10-30 02:00:00,26.645932437155484 -2023-10-30 03:00:00,20.230292543009643 -2023-10-30 04:00:00,7.289876136978544 -2023-10-30 05:00:00,23.274123483986678 -2023-10-30 06:00:00,15.88103909121682 -2023-10-30 07:00:00,15.19416797049064 -2023-10-30 08:00:00,19.11215601445085 -2023-10-30 09:00:00,3.819907951912377 -2023-10-30 10:00:00,21.59366339114749 -2023-10-30 11:00:00,13.96209460119334 -2023-10-30 12:00:00,6.540236073541122 -2023-10-30 13:00:00,16.86390810360181 -2023-10-30 14:00:00,21.22836804285792 -2023-10-30 15:00:00,16.753647859260415 -2023-10-30 16:00:00,16.06880459252332 -2023-10-30 17:00:00,4.602316283260281 -2023-10-30 18:00:00,12.519559752042236 -2023-10-30 19:00:00,27.210781732847877 -2023-10-30 20:00:00,19.47847210614422 -2023-10-30 21:00:00,12.993128426548438 -2023-10-30 22:00:00,24.26242663036418 -2023-10-30 23:00:00,15.46357322464942 -2023-10-31 00:00:00,6.048633561827578 -2023-10-31 01:00:00,10.585528320376987 -2023-10-31 02:00:00,3.716370151290632 -2023-10-31 03:00:00,21.10735518537062 -2023-10-31 04:00:00,27.87091389103783 -2023-10-31 05:00:00,27.682724302164964 -2023-10-31 06:00:00,29.706324912655816 -2023-10-31 07:00:00,13.71449956112436 -2023-10-31 08:00:00,27.36735241668598 -2023-10-31 09:00:00,13.936298960443043 -2023-10-31 10:00:00,19.6044534231454 -2023-10-31 11:00:00,10.674215025673297 -2023-10-31 12:00:00,21.38366429690674 -2023-10-31 13:00:00,1.6759250832898764 -2023-10-31 14:00:00,17.89131657513903 -2023-10-31 15:00:00,10.907687276910323 -2023-10-31 16:00:00,18.780736309447278 -2023-10-31 17:00:00,26.693468842305258 -2023-10-31 18:00:00,10.27142786401345 -2023-10-31 19:00:00,23.569031897630285 -2023-10-31 20:00:00,28.09284534284033 -2023-10-31 21:00:00,21.619720594058045 -2023-10-31 22:00:00,11.777802003066329 -2023-10-31 23:00:00,2.6983083704722235 -2023-11-01 00:00:00,21.472815660376117 -2023-11-01 01:00:00,12.229135691461105 -2023-11-01 02:00:00,1.3326120085986193 -2023-11-01 03:00:00,3.174218686524229 -2023-11-01 04:00:00,13.3346171052882 -2023-11-01 05:00:00,20.415646142153697 -2023-11-01 06:00:00,15.034392986547564 -2023-11-01 07:00:00,21.342168069155367 -2023-11-01 08:00:00,16.012127632169662 -2023-11-01 09:00:00,10.974044822528356 -2023-11-01 10:00:00,20.67844626553196 -2023-11-01 11:00:00,22.56763491995027 -2023-11-01 12:00:00,14.443114857611231 -2023-11-01 13:00:00,2.1267226051853405 -2023-11-01 14:00:00,14.959964488210971 -2023-11-01 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07:00:00,29.778183240202665 -2023-11-18 08:00:00,14.73066766195329 -2023-11-18 09:00:00,25.11785540885335 -2023-11-18 10:00:00,21.319227379946785 -2023-11-18 11:00:00,25.01863124874184 -2023-11-18 12:00:00,19.836530609981388 -2023-11-18 13:00:00,10.30948840510025 -2023-11-18 14:00:00,27.736947324010934 -2023-11-18 15:00:00,23.611365274518413 -2023-11-18 16:00:00,11.618959767420735 -2023-11-18 17:00:00,16.08944885966686 -2023-11-18 18:00:00,16.564921100701913 -2023-11-18 19:00:00,11.9970591118027 -2023-11-18 20:00:00,1.3108693148438788 -2023-11-18 21:00:00,12.725043823900569 -2023-11-18 22:00:00,2.89707579316264 -2023-11-18 23:00:00,18.077312161347432 -2023-11-19 00:00:00,29.374769187118986 -2023-11-19 01:00:00,14.691719443580798 -2023-11-19 02:00:00,24.83858770896361 -2023-11-19 03:00:00,6.104879840323415 -2023-11-19 04:00:00,22.00519404769126 -2023-11-19 05:00:00,12.310809522712104 -2023-11-19 06:00:00,4.10162081216452 -2023-11-19 07:00:00,27.05722874144899 -2023-11-19 08:00:00,18.99957649717028 -2023-11-19 09:00:00,9.375280008895992 -2023-11-19 10:00:00,11.723016810959066 -2023-11-19 11:00:00,23.332863019552143 -2023-11-19 12:00:00,2.5686040128914667 -2023-11-19 13:00:00,20.62221898087312 -2023-11-19 14:00:00,11.622806107550266 -2023-11-19 15:00:00,11.404447497448723 -2023-11-19 16:00:00,19.37570385407112 -2023-11-19 17:00:00,25.51564602452469 -2023-11-19 18:00:00,9.691618814933983 -2023-11-19 19:00:00,8.272838481678894 -2023-11-19 20:00:00,4.475252286994892 -2023-11-19 21:00:00,18.65573207805841 -2023-11-19 22:00:00,21.100117995442183 -2023-11-19 23:00:00,1.854451042477956 -2023-11-20 00:00:00,22.124172040050546 -2023-11-20 01:00:00,23.39878569567006 -2023-11-20 02:00:00,20.673949424657 -2023-11-20 03:00:00,7.406537404054854 -2023-11-20 04:00:00,3.6683397314400015 -2023-11-20 05:00:00,13.015523385644784 -2023-11-20 06:00:00,22.797070569350407 -2023-11-20 07:00:00,9.21481699123248 -2023-11-20 08:00:00,4.5419506406109 -2023-11-20 09:00:00,18.659321492181288 -2023-11-20 10:00:00,0.9585932147977884 -2023-11-20 11:00:00,18.91762544014846 -2023-11-20 12:00:00,19.937901740468984 -2023-11-20 13:00:00,7.791326380280223 -2023-11-20 14:00:00,18.155466015058803 -2023-11-20 15:00:00,1.989282520127783 -2023-11-20 16:00:00,27.46075471141395 -2023-11-20 17:00:00,9.09734281065781 -2023-11-20 18:00:00,27.46197251219121 -2023-11-20 19:00:00,25.85119882382163 -2023-11-20 20:00:00,29.934597488239763 -2023-11-20 21:00:00,20.8000954263222 -2023-11-20 22:00:00,22.78643012773332 -2023-11-20 23:00:00,14.059084857722604 -2023-11-21 00:00:00,2.4180789773457203 -2023-11-21 01:00:00,12.22954321143498 -2023-11-21 02:00:00,21.1210759235 -2023-11-21 03:00:00,28.437062257170048 -2023-11-21 04:00:00,4.448938896386591 -2023-11-21 05:00:00,25.041394348826167 -2023-11-21 06:00:00,15.221510559410412 -2023-11-21 07:00:00,1.3714475597793463 -2023-11-21 08:00:00,22.390118445477786 -2023-11-21 09:00:00,0.8001650345574385 -2023-11-21 10:00:00,10.473525124599426 -2023-11-21 11:00:00,11.794347578997748 -2023-11-21 12:00:00,11.680987190803862 -2023-11-21 13:00:00,28.62812071079137 -2023-11-21 14:00:00,8.056186827999714 -2023-11-21 15:00:00,3.372605769971886 -2023-11-21 16:00:00,20.670196859160917 -2023-11-21 17:00:00,0.0535551585066162 -2023-11-21 18:00:00,29.31396430530977 -2023-11-21 19:00:00,4.755539296607434 -2023-11-21 20:00:00,27.733222102617194 -2023-11-21 21:00:00,22.862816294935858 -2023-11-21 22:00:00,23.235991224176853 -2023-11-21 23:00:00,4.551334843597255 -2023-11-22 00:00:00,24.89612365564988 -2023-11-22 01:00:00,24.54071864304225 -2023-11-22 02:00:00,18.84168193354533 -2023-11-22 03:00:00,28.97712744143395 -2023-11-22 04:00:00,13.381382793758526 -2023-11-22 05:00:00,24.3742642102072 -2023-11-22 06:00:00,9.115265939407276 -2023-11-22 07:00:00,18.963753897857263 -2023-11-22 08:00:00,7.835215063694616 -2023-11-22 09:00:00,28.59091971561378 -2023-11-22 10:00:00,9.79187973511362 -2023-11-22 11:00:00,13.803936118775836 -2023-11-22 12:00:00,17.747106802945293 -2023-11-22 13:00:00,2.215598205376763 -2023-11-22 14:00:00,25.09097537347817 -2023-11-22 15:00:00,2.578922867653869 -2023-11-22 16:00:00,17.26666620798754 -2023-11-22 17:00:00,16.612816203257054 -2023-11-22 18:00:00,4.306899615798331 -2023-11-22 19:00:00,12.845130438349166 -2023-11-22 20:00:00,28.718972122183224 -2023-11-22 21:00:00,15.72160691670584 -2023-11-22 22:00:00,27.3305672686303 -2023-11-22 23:00:00,2.773465008501103 -2023-11-23 00:00:00,24.540485439580188 -2023-11-23 01:00:00,3.302728657409346 -2023-11-23 02:00:00,24.352235989967912 -2023-11-23 03:00:00,9.529175578415067 -2023-11-23 04:00:00,1.3147271649525205 -2023-11-23 05:00:00,9.826636886832162 -2023-11-23 06:00:00,6.810916129553744 -2023-11-23 07:00:00,17.161991499834354 -2023-11-23 08:00:00,7.917035774638599 -2023-11-23 09:00:00,29.489348894227195 -2023-11-23 10:00:00,29.80136628141148 -2023-11-23 11:00:00,12.49150141288262 -2023-11-23 12:00:00,8.617065151577693 -2023-11-23 13:00:00,25.529161587973928 -2023-11-23 14:00:00,7.119146639332875 -2023-11-23 15:00:00,11.710182648114 -2023-11-23 16:00:00,12.273397197411644 -2023-11-23 17:00:00,7.815562939114655 -2023-11-23 18:00:00,28.900845511514863 -2023-11-23 19:00:00,10.66029380950734 -2023-11-23 20:00:00,12.189830466599778 -2023-11-23 21:00:00,22.58323154626081 -2023-11-23 22:00:00,9.194312161552212 -2023-11-23 23:00:00,21.974350676476988 -2023-11-24 00:00:00,26.18957712967072 -2023-11-24 01:00:00,5.998151962921319 -2023-11-24 02:00:00,22.014431946577183 -2023-11-24 03:00:00,29.410226757813728 -2023-11-24 04:00:00,22.48518797480305 -2023-11-24 05:00:00,20.879425306174166 -2023-11-24 06:00:00,9.364801595857912 -2023-11-24 07:00:00,11.4136323018177 -2023-11-24 08:00:00,23.708159516318965 -2023-11-24 09:00:00,15.420567068661338 -2023-11-24 10:00:00,21.030281718312487 -2023-11-24 11:00:00,29.15476785076141 -2023-11-24 12:00:00,8.162222887018096 -2023-11-24 13:00:00,2.2452040160163 -2023-11-24 14:00:00,7.061494816033905 -2023-11-24 15:00:00,11.196588595516962 -2023-11-24 16:00:00,11.036855866073124 -2023-11-24 17:00:00,14.089693066739285 -2023-11-24 18:00:00,22.761507109559545 -2023-11-24 19:00:00,24.764702400064667 -2023-11-24 20:00:00,2.91334456623522 -2023-11-24 21:00:00,0.5191332173985486 -2023-11-24 22:00:00,0.7064352332758783 -2023-11-24 23:00:00,1.179328281560622 -2023-11-25 00:00:00,26.394899562013983 -2023-11-25 01:00:00,28.493718031067843 -2023-11-25 02:00:00,10.621233898967445 -2023-11-25 03:00:00,14.060217517936564 -2023-11-25 04:00:00,21.021950078439907 -2023-11-25 05:00:00,27.60915199377981 -2023-11-25 06:00:00,7.08742927079369 -2023-11-25 07:00:00,9.208636656569938 -2023-11-25 08:00:00,14.835085448489668 -2023-11-25 09:00:00,17.76575230907383 -2023-11-25 10:00:00,5.021382049779426 -2023-11-25 11:00:00,26.253754579093307 -2023-11-25 12:00:00,23.830487238357343 -2023-11-25 13:00:00,12.196938640200448 -2023-11-25 14:00:00,26.87403405320604 -2023-11-25 15:00:00,16.80108132691198 -2023-11-25 16:00:00,29.86448300793328 -2023-11-25 17:00:00,26.97868874135034 -2023-11-25 18:00:00,26.33955063035871 -2023-11-25 19:00:00,20.05322722029412 -2023-11-25 20:00:00,10.89085921971572 -2023-11-25 21:00:00,19.454253447798028 -2023-11-25 22:00:00,12.647286803944866 -2023-11-25 23:00:00,25.550463633887468 -2023-11-26 00:00:00,29.03466557587327 -2023-11-26 01:00:00,14.043896436572252 -2023-11-26 02:00:00,10.208317442811923 -2023-11-26 03:00:00,17.34204941002036 -2023-11-26 04:00:00,11.262320752507511 -2023-11-26 05:00:00,6.725300964653584 -2023-11-26 06:00:00,22.88692182971801 -2023-11-26 07:00:00,22.60398384315152 -2023-11-26 08:00:00,5.534885508739212 -2023-11-26 09:00:00,9.863447636978467 -2023-11-26 10:00:00,24.59605295839536 -2023-11-26 11:00:00,25.393976177929968 -2023-11-26 12:00:00,18.646947450059447 -2023-11-26 13:00:00,25.953516610554537 -2023-11-26 14:00:00,27.422020886186747 -2023-11-26 15:00:00,28.031115575372816 -2023-11-26 16:00:00,23.11775186007802 -2023-11-26 17:00:00,7.472707600711858 -2023-11-26 18:00:00,27.832955567648497 -2023-11-26 19:00:00,1.1744423052557218 -2023-11-26 20:00:00,11.32255053187761 -2023-11-26 21:00:00,11.538777856881222 -2023-11-26 22:00:00,24.490888067272728 -2023-11-26 23:00:00,2.225750722841896 -2023-11-27 00:00:00,6.640515107405035 -2023-11-27 01:00:00,20.56510427489441 -2023-11-27 02:00:00,20.36340175526792 -2023-11-27 03:00:00,20.72913157654562 -2023-11-27 04:00:00,21.92023678005777 -2023-11-27 05:00:00,4.845119184260474 -2023-11-27 06:00:00,25.514571642764977 -2023-11-27 07:00:00,6.232257851621212 -2023-11-27 08:00:00,23.1276510407768 -2023-11-27 09:00:00,4.9520168595903815 -2023-11-27 10:00:00,3.171885668581421 -2023-11-27 11:00:00,6.064365074384515 -2023-11-27 12:00:00,21.712603916930053 -2023-11-27 13:00:00,11.240130694429803 -2023-11-27 14:00:00,25.429173398367944 -2023-11-27 15:00:00,4.842366994406397 -2023-11-27 16:00:00,7.8208115083543 -2023-11-27 17:00:00,4.040496915205312 -2023-11-27 18:00:00,0.318587773664265 -2023-11-27 19:00:00,18.04875480308388 -2023-11-27 20:00:00,14.092611255104504 -2023-11-27 21:00:00,17.028763784148047 -2023-11-27 22:00:00,19.659082410882107 -2023-11-27 23:00:00,11.66858530268825 -2023-11-28 00:00:00,23.47588763432626 -2023-11-28 01:00:00,9.239505781589283 -2023-11-28 02:00:00,19.64500302846149 -2023-11-28 03:00:00,14.943600336166329 -2023-11-28 04:00:00,1.0684904054349398 -2023-11-28 05:00:00,20.939239085826014 -2023-11-28 06:00:00,12.089705215466394 -2023-11-28 07:00:00,22.36814983687151 -2023-11-28 08:00:00,19.8711735303664 -2023-11-28 09:00:00,21.122884920896222 -2023-11-28 10:00:00,2.1469367645943613 -2023-11-28 11:00:00,0.5519796836007562 -2023-11-28 12:00:00,13.269734079955114 -2023-11-28 13:00:00,25.830778006683357 -2023-11-28 14:00:00,3.9258382900596014 -2023-11-28 15:00:00,2.3981050922925573 -2023-11-28 16:00:00,12.581760157114235 -2023-11-28 17:00:00,3.7637909568480032 -2023-11-28 18:00:00,12.93680511662466 -2023-11-28 19:00:00,24.612094694600145 -2023-11-28 20:00:00,20.25021225438899 -2023-11-28 21:00:00,11.958390788511904 -2023-11-28 22:00:00,9.820406864975835 -2023-11-28 23:00:00,8.420852194958911 -2023-11-29 00:00:00,5.194957507265373 -2023-11-29 01:00:00,21.25669101021681 -2023-11-29 02:00:00,12.314676359647912 -2023-11-29 03:00:00,8.73190613930777 -2023-11-29 04:00:00,10.68957792026332 -2023-11-29 05:00:00,27.82320215048312 -2023-11-29 06:00:00,20.57256976930246 -2023-11-29 07:00:00,19.39185009416908 -2023-11-29 08:00:00,26.888947828056075 -2023-11-29 09:00:00,8.527275649476714 -2023-11-29 10:00:00,20.14950974319087 -2023-11-29 11:00:00,12.918746634548446 -2023-11-29 12:00:00,6.251756382136065 -2023-11-29 13:00:00,27.71416746773809 -2023-11-29 14:00:00,19.39493615119697 -2023-11-29 15:00:00,19.61267293766945 -2023-11-29 16:00:00,26.654399287967287 -2023-11-29 17:00:00,25.767742680047167 -2023-11-29 18:00:00,5.191266747441387 -2023-11-29 19:00:00,5.49779596180576 -2023-11-29 20:00:00,14.314782775045082 -2023-11-29 21:00:00,11.661721036671258 -2023-11-29 22:00:00,17.007078848139944 -2023-11-29 23:00:00,15.006548603695856 -2023-11-30 00:00:00,12.704962036097102 -2023-11-30 01:00:00,4.504820208070402 -2023-11-30 02:00:00,29.37388398937297 -2023-11-30 03:00:00,10.37647830599621 -2023-11-30 04:00:00,28.078246002145697 -2023-11-30 05:00:00,6.985138895815752 -2023-11-30 06:00:00,17.627396980045738 -2023-11-30 07:00:00,3.67319373592608 -2023-11-30 08:00:00,9.930159741042395 -2023-11-30 09:00:00,16.574994259524342 -2023-11-30 10:00:00,19.20005224427394 -2023-11-30 11:00:00,25.6107995632524 -2023-11-30 12:00:00,25.82672961491588 -2023-11-30 13:00:00,15.528698336865776 -2023-11-30 14:00:00,7.607596376059228 -2023-11-30 15:00:00,4.0370610901569846 -2023-11-30 16:00:00,0.2005309812526878 -2023-11-30 17:00:00,8.003261221988874 -2023-11-30 18:00:00,26.07089988300313 -2023-11-30 19:00:00,8.785369192396452 -2023-11-30 20:00:00,11.894401363576623 -2023-11-30 21:00:00,10.779041632548529 -2023-11-30 22:00:00,18.288898741933483 -2023-11-30 23:00:00,14.703189024650198 -2023-12-01 00:00:00,7.289529448647654 -2023-12-01 01:00:00,23.51172997387264 -2023-12-01 02:00:00,28.549547714234265 -2023-12-01 03:00:00,27.289303439331643 -2023-12-01 04:00:00,2.0616303811737904 -2023-12-01 05:00:00,23.58989846093089 -2023-12-01 06:00:00,8.739083752394803 -2023-12-01 07:00:00,27.70470824522705 -2023-12-01 08:00:00,19.36219311245679 -2023-12-01 09:00:00,26.795353234041627 -2023-12-01 10:00:00,1.430696614560728 -2023-12-01 11:00:00,25.79057982630949 -2023-12-01 12:00:00,18.63824328841274 -2023-12-01 13:00:00,17.549384281808095 -2023-12-01 14:00:00,17.35767761151472 -2023-12-01 15:00:00,11.215583920943931 -2023-12-01 16:00:00,1.596838525263382 -2023-12-01 17:00:00,4.812338694292738 -2023-12-01 18:00:00,20.291292668075723 -2023-12-01 19:00:00,16.035218757345465 -2023-12-01 20:00:00,17.031901908672225 -2023-12-01 21:00:00,24.020672108355136 -2023-12-01 22:00:00,19.50777176847436 -2023-12-01 23:00:00,28.504225465444865 -2023-12-02 00:00:00,14.094648586372903 -2023-12-02 01:00:00,3.6049593857005457 -2023-12-02 02:00:00,19.103573752305845 -2023-12-02 03:00:00,2.771518262481072 -2023-12-02 04:00:00,27.074783836956662 -2023-12-02 05:00:00,19.56595845436491 -2023-12-02 06:00:00,13.773022809892328 -2023-12-02 07:00:00,14.89289521387425 -2023-12-02 08:00:00,21.19011689314517 -2023-12-02 09:00:00,21.614916795280973 -2023-12-02 10:00:00,22.66944496639688 -2023-12-02 11:00:00,3.270507046407211 -2023-12-02 12:00:00,2.1074635622720197 -2023-12-02 13:00:00,27.432004582264536 -2023-12-02 14:00:00,0.5215046250387512 -2023-12-02 15:00:00,23.29831828185985 -2023-12-02 16:00:00,14.086352898289867 -2023-12-02 17:00:00,19.62015643332897 -2023-12-02 18:00:00,3.1938750005374104 -2023-12-02 19:00:00,21.12810432162249 -2023-12-02 20:00:00,9.305369510719052 -2023-12-02 21:00:00,27.561495148922937 -2023-12-02 22:00:00,25.682706229621427 -2023-12-02 23:00:00,5.34822853032228 -2023-12-03 00:00:00,4.485893067885906 -2023-12-03 01:00:00,3.303015820693518 -2023-12-03 02:00:00,5.986468569981512 -2023-12-03 03:00:00,21.03887161518759 -2023-12-03 04:00:00,21.035197911257963 -2023-12-03 05:00:00,23.379487018560965 -2023-12-03 06:00:00,29.199791980922424 -2023-12-03 07:00:00,18.530258393507488 -2023-12-03 08:00:00,29.276172465366106 -2023-12-03 09:00:00,28.794234543059204 -2023-12-03 10:00:00,21.478117802238742 -2023-12-03 11:00:00,21.091474814137637 -2023-12-03 12:00:00,21.191850822623483 -2023-12-03 13:00:00,25.503549013512384 -2023-12-03 14:00:00,0.6465133750030239 -2023-12-03 15:00:00,2.1180297449681285 -2023-12-03 16:00:00,20.35009102360377 -2023-12-03 17:00:00,0.6957660610873551 -2023-12-03 18:00:00,24.373364833912326 -2023-12-03 19:00:00,12.644171779514515 -2023-12-03 20:00:00,11.077952818292207 -2023-12-03 21:00:00,4.543517193586094 -2023-12-03 22:00:00,25.487833038889335 -2023-12-03 23:00:00,15.183327124875811 -2023-12-04 00:00:00,29.036320828890187 -2023-12-04 01:00:00,27.48529228903303 -2023-12-04 02:00:00,12.769176056521848 -2023-12-04 03:00:00,19.157106566132107 -2023-12-04 04:00:00,26.69401072456447 -2023-12-04 05:00:00,20.731217587016356 -2023-12-04 06:00:00,0.6750230022989312 -2023-12-04 07:00:00,5.329871921686275 -2023-12-04 08:00:00,18.726349220384822 -2023-12-04 09:00:00,19.693004393499773 -2023-12-04 10:00:00,14.55240204319536 -2023-12-04 11:00:00,25.081839904593608 -2023-12-04 12:00:00,25.73689536928876 -2023-12-04 13:00:00,0.1928575851994496 -2023-12-04 14:00:00,10.16787649019894 -2023-12-04 15:00:00,7.746974814851676 -2023-12-04 16:00:00,14.058620678423123 -2023-12-04 17:00:00,2.857689360531773 -2023-12-04 18:00:00,9.350383703315456 -2023-12-04 19:00:00,9.499921243916903 -2023-12-04 20:00:00,7.780543561593878 -2023-12-04 21:00:00,21.710520119466832 -2023-12-04 22:00:00,7.6813830852410625 -2023-12-04 23:00:00,1.996246866194703 -2023-12-05 00:00:00,8.924887485727165 -2023-12-05 01:00:00,1.662534963631943 -2023-12-05 02:00:00,8.442557822517351 -2023-12-05 03:00:00,6.40822699170854 -2023-12-05 04:00:00,2.969691062300148 -2023-12-05 05:00:00,29.61169414630311 -2023-12-05 06:00:00,16.711135330308878 -2023-12-05 07:00:00,21.163482897988025 -2023-12-05 08:00:00,16.360570845265112 -2023-12-05 09:00:00,4.873784836581977 -2023-12-05 10:00:00,7.228097688771285 -2023-12-05 11:00:00,22.979925609605736 -2023-12-05 12:00:00,25.26862823686168 -2023-12-05 13:00:00,7.202764633491313 -2023-12-05 14:00:00,23.541185330877 -2023-12-05 15:00:00,15.421298898545482 -2023-12-05 16:00:00,21.525611991836964 -2023-12-05 17:00:00,2.9408387838222283 -2023-12-05 18:00:00,7.555957443837434 -2023-12-05 19:00:00,23.676322444124622 -2023-12-05 20:00:00,29.679660204809515 -2023-12-05 21:00:00,3.9564055411888543 -2023-12-05 22:00:00,13.779009575781968 -2023-12-05 23:00:00,9.516217289526269 -2023-12-06 00:00:00,0.3906882574139048 -2023-12-06 01:00:00,26.665743268409805 -2023-12-06 02:00:00,28.571290604664007 -2023-12-06 03:00:00,14.831052633227484 -2023-12-06 04:00:00,10.288390080998848 -2023-12-06 05:00:00,8.008983171905356 -2023-12-06 06:00:00,20.58104146679328 -2023-12-06 07:00:00,5.332891394544187 -2023-12-06 08:00:00,9.289435120456632 -2023-12-06 09:00:00,23.426299069197157 -2023-12-06 10:00:00,10.799670195995914 -2023-12-06 11:00:00,11.9419130713985 -2023-12-06 12:00:00,28.05631351572485 -2023-12-06 13:00:00,15.83163352537008 -2023-12-06 14:00:00,3.401874639532392 -2023-12-06 15:00:00,10.26666161224792 -2023-12-06 16:00:00,0.858527975055684 -2023-12-06 17:00:00,2.267370654813722 -2023-12-06 18:00:00,17.465520148783355 -2023-12-06 19:00:00,19.1474268146088 -2023-12-06 20:00:00,10.944794365517808 -2023-12-06 21:00:00,10.128323277353774 -2023-12-06 22:00:00,13.209682796465472 -2023-12-06 23:00:00,21.982894159567515 -2023-12-07 00:00:00,19.66580238544553 -2023-12-07 01:00:00,8.235630373574875 -2023-12-07 02:00:00,28.772845328128938 -2023-12-07 03:00:00,7.355318371502561 -2023-12-07 04:00:00,23.90472280047404 -2023-12-07 05:00:00,19.86263097553848 -2023-12-07 06:00:00,17.63017535623944 -2023-12-07 07:00:00,22.61162068286279 -2023-12-07 08:00:00,25.182199764757137 -2023-12-07 09:00:00,22.61696106729609 -2023-12-07 10:00:00,27.882882126429017 -2023-12-07 11:00:00,2.2251525790598348 -2023-12-07 12:00:00,18.728589447059285 -2023-12-07 13:00:00,17.994365698226552 -2023-12-07 14:00:00,16.370621527941964 -2023-12-07 15:00:00,23.29855726575681 -2023-12-07 16:00:00,9.105591750796624 -2023-12-07 17:00:00,29.54974955738866 -2023-12-07 18:00:00,11.565042165615475 -2023-12-07 19:00:00,28.814632827391197 -2023-12-07 20:00:00,18.282956287788966 -2023-12-07 21:00:00,22.81177045913153 -2023-12-07 22:00:00,21.060701717256936 -2023-12-07 23:00:00,23.785724598235877 -2023-12-08 00:00:00,8.75329796601958 -2023-12-08 01:00:00,5.249763696833433 -2023-12-08 02:00:00,20.996926069673293 -2023-12-08 03:00:00,13.838609427575996 -2023-12-08 04:00:00,14.86192238115656 -2023-12-08 05:00:00,13.99390572204326 -2023-12-08 06:00:00,24.82559224631937 -2023-12-08 07:00:00,23.268969398137507 -2023-12-08 08:00:00,29.847284669170797 -2023-12-08 09:00:00,27.162779104936 -2023-12-08 10:00:00,27.892846477033245 -2023-12-08 11:00:00,15.446289969615789 -2023-12-08 12:00:00,10.5681269592777 -2023-12-08 13:00:00,15.051860388141238 -2023-12-08 14:00:00,10.897524366581218 -2023-12-08 15:00:00,12.58640516725366 -2023-12-08 16:00:00,9.522753489304224 -2023-12-08 17:00:00,8.322485903491875 -2023-12-08 18:00:00,13.420798393688878 -2023-12-08 19:00:00,27.8026918367833 -2023-12-08 20:00:00,1.4407094647294594 -2023-12-08 21:00:00,24.852429050477745 -2023-12-08 22:00:00,3.846613212891228 -2023-12-08 23:00:00,11.841287649258769 -2023-12-09 00:00:00,20.00127602502953 -2023-12-09 01:00:00,27.59039563244645 -2023-12-09 02:00:00,24.30017817486328 -2023-12-09 03:00:00,19.77409474856244 -2023-12-09 04:00:00,6.224270141718968 -2023-12-09 05:00:00,15.584753645103364 -2023-12-09 06:00:00,15.673784641811745 -2023-12-09 07:00:00,26.720957118060127 -2023-12-09 08:00:00,7.562029828398497 -2023-12-09 09:00:00,24.67161992300168 -2023-12-09 10:00:00,24.605505920462573 -2023-12-09 11:00:00,21.735910891384272 -2023-12-09 12:00:00,11.390596385674163 -2023-12-09 13:00:00,26.69919318496643 -2023-12-09 14:00:00,0.2764406091921512 -2023-12-09 15:00:00,23.917525739164784 -2023-12-09 16:00:00,25.190533612461017 -2023-12-09 17:00:00,27.786386764527855 -2023-12-09 18:00:00,20.608165657630693 -2023-12-09 19:00:00,9.057002321632774 -2023-12-09 20:00:00,25.60654836280373 -2023-12-09 21:00:00,24.40208506660241 -2023-12-09 22:00:00,16.79287992282642 -2023-12-09 23:00:00,5.921505261432071 -2023-12-10 00:00:00,14.29925243265392 -2023-12-10 01:00:00,23.871104869673218 -2023-12-10 02:00:00,16.991337990408287 -2023-12-10 03:00:00,12.230090419718472 -2023-12-10 04:00:00,16.426045874833957 -2023-12-10 05:00:00,20.32321101727144 -2023-12-10 06:00:00,0.6281764400139167 -2023-12-10 07:00:00,24.756845446686377 -2023-12-10 08:00:00,15.518886838502723 -2023-12-10 09:00:00,24.637036226736416 -2023-12-10 10:00:00,4.819818718521471 -2023-12-10 11:00:00,14.38417231479716 -2023-12-10 12:00:00,19.54533442393439 -2023-12-10 13:00:00,11.950376718098337 -2023-12-10 14:00:00,4.555305701448443 -2023-12-10 15:00:00,14.473977056499654 -2023-12-10 16:00:00,2.602883284813701 -2023-12-10 17:00:00,25.77352285275932 -2023-12-10 18:00:00,4.2664488079491845 -2023-12-10 19:00:00,14.4632322772849 -2023-12-10 20:00:00,24.06492794812994 -2023-12-10 21:00:00,7.4090249036584925 -2023-12-10 22:00:00,19.92912762922526 -2023-12-10 23:00:00,6.79468849183194 -2023-12-11 00:00:00,28.833409922111965 -2023-12-11 01:00:00,8.848472234042305 -2023-12-11 02:00:00,7.450708777756848 -2023-12-11 03:00:00,11.385623158506537 -2023-12-11 04:00:00,21.650727375913263 -2023-12-11 05:00:00,23.048434559788703 -2023-12-11 06:00:00,14.852885716671375 -2023-12-11 07:00:00,11.359438270852245 -2023-12-11 08:00:00,25.95784988907122 -2023-12-11 09:00:00,10.810161575590808 -2023-12-11 10:00:00,20.7931888183971 -2023-12-11 11:00:00,6.555366092428203 -2023-12-11 12:00:00,17.762472952778346 -2023-12-11 13:00:00,28.189644025797 -2023-12-11 14:00:00,0.9095278953356544 -2023-12-11 15:00:00,21.69940931829221 -2023-12-11 16:00:00,18.55631722191808 -2023-12-11 17:00:00,4.152575951546181 -2023-12-11 18:00:00,20.74362375938366 -2023-12-11 19:00:00,21.2806605165132 -2023-12-11 20:00:00,4.5010414689253375 -2023-12-11 21:00:00,27.598966819542223 -2023-12-11 22:00:00,27.704749298188812 -2023-12-11 23:00:00,5.186158289447075 -2023-12-12 00:00:00,24.866815020986667 -2023-12-12 01:00:00,7.608942224948135 -2023-12-12 02:00:00,10.02833834046001 -2023-12-12 03:00:00,5.090485531960752 -2023-12-12 04:00:00,16.736947559746156 -2023-12-12 05:00:00,3.3203941569237507 -2023-12-12 06:00:00,23.629211138237896 -2023-12-12 07:00:00,23.19521870522643 -2023-12-12 08:00:00,27.16894256500042 -2023-12-12 09:00:00,4.254771875527745 -2023-12-12 10:00:00,28.69760775798991 -2023-12-12 11:00:00,11.044775137487502 -2023-12-12 12:00:00,2.553340220583001 -2023-12-12 13:00:00,4.995890112812996 -2023-12-12 14:00:00,6.020235453012077 -2023-12-12 15:00:00,5.669318661602264 -2023-12-12 16:00:00,27.087193255688543 -2023-12-12 17:00:00,27.6519131314804 -2023-12-12 18:00:00,11.58886786628093 -2023-12-12 19:00:00,0.4233545134732774 -2023-12-12 20:00:00,4.849517078343101 -2023-12-12 21:00:00,9.881511321808338 -2023-12-12 22:00:00,11.84164176136361 -2023-12-12 23:00:00,28.408811974394105 -2023-12-13 00:00:00,29.92002914192284 -2023-12-13 01:00:00,14.723607408360722 -2023-12-13 02:00:00,10.089283002337805 -2023-12-13 03:00:00,28.517651947576407 -2023-12-13 04:00:00,8.229259843529846 -2023-12-13 05:00:00,21.199691240449937 -2023-12-13 06:00:00,9.683469114319376 -2023-12-13 07:00:00,22.866865394727323 -2023-12-13 08:00:00,16.388653486086724 -2023-12-13 09:00:00,13.648516043952355 -2023-12-13 10:00:00,13.80388138345183 -2023-12-13 11:00:00,29.1610786022345 -2023-12-13 12:00:00,1.254746282217365 -2023-12-13 13:00:00,16.289191238140333 -2023-12-13 14:00:00,0.9578188559579814 -2023-12-13 15:00:00,3.7214041994154448 -2023-12-13 16:00:00,29.992084671916064 -2023-12-13 17:00:00,1.2782030413318235 -2023-12-13 18:00:00,2.4781719290086035 -2023-12-13 19:00:00,11.039989372547636 -2023-12-13 20:00:00,1.5227349568442528 -2023-12-13 21:00:00,14.184528840965232 -2023-12-13 22:00:00,3.7331836262197218 -2023-12-13 23:00:00,14.14718196153092 -2023-12-14 00:00:00,24.357080763393444 -2023-12-14 01:00:00,0.1871944467513464 -2023-12-14 02:00:00,23.909671148276765 -2023-12-14 03:00:00,10.19083621933493 -2023-12-14 04:00:00,18.90165724047561 -2023-12-14 05:00:00,6.664328842268175 -2023-12-14 06:00:00,7.535443766758063 -2023-12-14 07:00:00,12.935208509808469 -2023-12-14 08:00:00,21.59679260926109 -2023-12-14 09:00:00,6.150208961004382 -2023-12-14 10:00:00,13.537479154900224 -2023-12-14 11:00:00,25.85115738890372 -2023-12-14 12:00:00,18.893354546336564 -2023-12-14 13:00:00,23.146440484177703 -2023-12-14 14:00:00,17.199407661591597 -2023-12-14 15:00:00,19.0067418682844 -2023-12-14 16:00:00,11.181169268053628 -2023-12-14 17:00:00,25.12397963149484 -2023-12-14 18:00:00,13.452197374872464 -2023-12-14 19:00:00,7.367656311317788 -2023-12-14 20:00:00,1.8638434629730103 -2023-12-14 21:00:00,29.282507247158527 -2023-12-14 22:00:00,26.332230252697112 -2023-12-14 23:00:00,14.0002736449705 -2023-12-15 00:00:00,11.975690903837954 -2023-12-15 01:00:00,2.4552154555361483 -2023-12-15 02:00:00,15.270103662278483 -2023-12-15 03:00:00,1.513384394473335 -2023-12-15 04:00:00,4.290199353532362 -2023-12-15 05:00:00,17.113293856307816 -2023-12-15 06:00:00,22.85379550221861 -2023-12-15 07:00:00,13.43770635089668 -2023-12-15 08:00:00,27.24274075273843 -2023-12-15 09:00:00,29.161958294020533 -2023-12-15 10:00:00,28.58780301401005 -2023-12-15 11:00:00,21.920973875948164 -2023-12-15 12:00:00,27.656385840287776 -2023-12-15 13:00:00,0.2626784269670756 -2023-12-15 14:00:00,22.840147094170334 -2023-12-15 15:00:00,14.636828761641665 -2023-12-15 16:00:00,23.039532876854167 -2023-12-15 17:00:00,23.680272282496528 -2023-12-15 18:00:00,3.5187060424090566 -2023-12-15 19:00:00,29.74832331887671 -2023-12-15 20:00:00,15.24975855158287 -2023-12-15 21:00:00,3.5420953798204344 -2023-12-15 22:00:00,18.827675903009105 -2023-12-15 23:00:00,3.61458458044834 -2023-12-16 00:00:00,8.884100651271135 -2023-12-16 01:00:00,8.146658668011344 -2023-12-16 02:00:00,24.268955385481743 -2023-12-16 03:00:00,26.418911457539767 -2023-12-16 04:00:00,3.5005643766601766 -2023-12-16 05:00:00,17.365452834025334 -2023-12-16 06:00:00,27.31733443004482 -2023-12-16 07:00:00,25.995139582439585 -2023-12-16 08:00:00,27.27190551334332 -2023-12-16 09:00:00,5.230051559826595 -2023-12-16 10:00:00,1.5863317897878426 -2023-12-16 11:00:00,28.878167639345023 -2023-12-16 12:00:00,5.859513746299223 -2023-12-16 13:00:00,26.67956741497554 -2023-12-16 14:00:00,3.75745242239553 -2023-12-16 15:00:00,4.878345651973579 -2023-12-16 16:00:00,5.227303865000828 -2023-12-16 17:00:00,18.85636596041027 -2023-12-16 18:00:00,29.782076366992925 -2023-12-16 19:00:00,26.89190922796544 -2023-12-16 20:00:00,1.592714683216142 -2023-12-16 21:00:00,0.5539390559693502 -2023-12-16 22:00:00,19.64971745752353 -2023-12-16 23:00:00,8.30571171857417 -2023-12-17 00:00:00,25.487786360422408 -2023-12-17 01:00:00,4.638035435530079 -2023-12-17 02:00:00,5.620484406881138 -2023-12-17 03:00:00,5.89646139589237 -2023-12-17 04:00:00,17.369194664774213 -2023-12-17 05:00:00,19.705565703642595 -2023-12-17 06:00:00,13.92279600152981 -2023-12-17 07:00:00,4.014004073998413 -2023-12-17 08:00:00,25.365916384392577 -2023-12-17 09:00:00,19.505304766350843 -2023-12-17 10:00:00,7.9385808905385025 -2023-12-17 11:00:00,3.998743252811876 -2023-12-17 12:00:00,14.661623439611056 -2023-12-17 13:00:00,21.927760975673035 -2023-12-17 14:00:00,4.973077461057347 -2023-12-17 15:00:00,10.261647251125472 -2023-12-17 16:00:00,13.570785780770306 -2023-12-17 17:00:00,6.144185654555122 -2023-12-17 18:00:00,9.885214799902204 -2023-12-17 19:00:00,8.285303013079968 -2023-12-17 20:00:00,9.18443375436569 -2023-12-17 21:00:00,10.622212770481912 -2023-12-17 22:00:00,16.7795619448689 -2023-12-17 23:00:00,15.13152994825574 -2023-12-18 00:00:00,24.43076546871281 -2023-12-18 01:00:00,20.86908744511053 -2023-12-18 02:00:00,6.081763253731837 -2023-12-18 03:00:00,26.33685429416559 -2023-12-18 04:00:00,18.976644353933217 -2023-12-18 05:00:00,21.68746924671925 -2023-12-18 06:00:00,27.81740186519616 -2023-12-18 07:00:00,13.58966820877604 -2023-12-18 08:00:00,4.411763244250126 -2023-12-18 09:00:00,29.535845332942618 -2023-12-18 10:00:00,29.74125190573048 -2023-12-18 11:00:00,1.000156320988097 -2023-12-18 12:00:00,15.527880515584435 -2023-12-18 13:00:00,11.069734748476357 -2023-12-18 14:00:00,19.426399842581628 -2023-12-18 15:00:00,8.052570877805485 -2023-12-18 16:00:00,2.4449217136355528 -2023-12-18 17:00:00,4.196162165785914 -2023-12-18 18:00:00,9.942063985737793 -2023-12-18 19:00:00,17.51497815952106 -2023-12-18 20:00:00,21.434851058784 -2023-12-18 21:00:00,24.70457209076442 -2023-12-18 22:00:00,0.6217724179500361 -2023-12-18 23:00:00,25.209602191563604 -2023-12-19 00:00:00,12.081317164947984 -2023-12-19 01:00:00,19.232272326854705 -2023-12-19 02:00:00,5.921718343138856 -2023-12-19 03:00:00,28.4719919070508 -2023-12-19 04:00:00,11.57640419829164 -2023-12-19 05:00:00,7.614276919292608 -2023-12-19 06:00:00,6.131614739997923 -2023-12-19 07:00:00,12.141114983521932 -2023-12-19 08:00:00,7.91451620387432 -2023-12-19 09:00:00,21.628471599951776 -2023-12-19 10:00:00,5.710353457264654 -2023-12-19 11:00:00,8.269114000168194 -2023-12-19 12:00:00,4.25161424377253 -2023-12-19 13:00:00,4.619899074354783 -2023-12-19 14:00:00,27.823744807900862 -2023-12-19 15:00:00,10.662761540671376 -2023-12-19 16:00:00,29.450106296291388 -2023-12-19 17:00:00,22.896578368699288 -2023-12-19 18:00:00,14.193613712263014 -2023-12-19 19:00:00,27.64291236325934 -2023-12-19 20:00:00,26.079186963749173 -2023-12-19 21:00:00,20.92789705689445 -2023-12-19 22:00:00,29.37606769609872 -2023-12-19 23:00:00,27.71141000674841 -2023-12-20 00:00:00,10.42933345098178 -2023-12-20 01:00:00,27.330581394313835 -2023-12-20 02:00:00,24.194405502925235 -2023-12-20 03:00:00,29.586072703731 -2023-12-20 04:00:00,12.03029241973825 -2023-12-20 05:00:00,28.725874009589504 -2023-12-20 06:00:00,6.039948567804548 -2023-12-20 07:00:00,17.837627986602083 -2023-12-20 08:00:00,2.5558913478027057 -2023-12-20 09:00:00,10.39589881679788 -2023-12-20 10:00:00,17.15171213969604 -2023-12-20 11:00:00,20.10745733272847 -2023-12-20 12:00:00,11.542481045459557 -2023-12-20 13:00:00,5.191285244481609 -2023-12-20 14:00:00,26.748791971667192 -2023-12-20 15:00:00,14.683808507992763 -2023-12-20 16:00:00,20.31868063253993 -2023-12-20 17:00:00,20.772476418821007 -2023-12-20 18:00:00,0.3409528873054901 -2023-12-20 19:00:00,4.408257933901458 -2023-12-20 20:00:00,6.923506378648213 -2023-12-20 21:00:00,18.38341668300341 -2023-12-20 22:00:00,4.435130539524921 -2023-12-20 23:00:00,26.444676555111485 -2023-12-21 00:00:00,18.593975572506267 -2023-12-21 01:00:00,21.92625028429478 -2023-12-21 02:00:00,29.8464263037512 -2023-12-21 03:00:00,0.6247588267888793 -2023-12-21 04:00:00,5.07059729356818 -2023-12-21 05:00:00,20.86846234624284 -2023-12-21 06:00:00,28.754763911557603 -2023-12-21 07:00:00,20.361977482718896 -2023-12-21 08:00:00,0.2875962862443859 -2023-12-21 09:00:00,13.653416012616937 -2023-12-21 10:00:00,10.084655326244247 -2023-12-21 11:00:00,23.067362365008616 -2023-12-21 12:00:00,2.678957980130481 -2023-12-21 13:00:00,4.091092391216867 -2023-12-21 14:00:00,4.798924013260607 -2023-12-21 15:00:00,2.783044663424575 -2023-12-21 16:00:00,9.575908749596833 -2023-12-21 17:00:00,3.294305418241628 -2023-12-21 18:00:00,22.415096256767324 -2023-12-21 19:00:00,7.022360733126299 -2023-12-21 20:00:00,14.84161105458158 -2023-12-21 21:00:00,9.39926229712712 -2023-12-21 22:00:00,0.3140531987706374 -2023-12-21 23:00:00,5.63910689296209 -2023-12-22 00:00:00,28.655699513023933 -2023-12-22 01:00:00,28.794843078792752 -2023-12-22 02:00:00,20.640290853127816 -2023-12-22 03:00:00,20.29211724756853 -2023-12-22 04:00:00,13.706960904978075 -2023-12-22 05:00:00,13.376817916493174 -2023-12-22 06:00:00,20.245493691806203 -2023-12-22 07:00:00,7.116680205848656 -2023-12-22 08:00:00,17.17587612215872 -2023-12-22 09:00:00,11.41312613849608 -2023-12-22 10:00:00,16.271458964828234 -2023-12-22 11:00:00,19.352297193251086 -2023-12-22 12:00:00,20.13098123970491 -2023-12-22 13:00:00,19.0311002458484 -2023-12-22 14:00:00,15.768904418198924 -2023-12-22 15:00:00,14.059897502946516 -2023-12-22 16:00:00,16.084655824088493 -2023-12-22 17:00:00,29.315154959489305 -2023-12-22 18:00:00,0.1061893573916317 -2023-12-22 19:00:00,4.941875188970231 -2023-12-22 20:00:00,7.294465601265545 -2023-12-22 21:00:00,17.387984180637503 -2023-12-22 22:00:00,17.393005700416523 -2023-12-22 23:00:00,19.31562860262856 -2023-12-23 00:00:00,21.28972490543845 -2023-12-23 01:00:00,4.605223934904985 -2023-12-23 02:00:00,15.720693486024045 -2023-12-23 03:00:00,10.06534272200083 -2023-12-23 04:00:00,18.67067606203396 -2023-12-23 05:00:00,2.985053687959589 -2023-12-23 06:00:00,4.668432362231379 -2023-12-23 07:00:00,11.29504882927118 -2023-12-23 08:00:00,20.45781953020429 -2023-12-23 09:00:00,15.25427946324583 -2023-12-23 10:00:00,12.74872647401941 -2023-12-23 11:00:00,29.26009462919202 -2023-12-23 12:00:00,3.093868167529129 -2023-12-23 13:00:00,20.455557089962262 -2023-12-23 14:00:00,2.0095657619815688 -2023-12-23 15:00:00,9.788176477449896 -2023-12-23 16:00:00,21.95901681154123 -2023-12-23 17:00:00,6.898654534076755 -2023-12-23 18:00:00,5.841748198726807 -2023-12-23 19:00:00,17.506304954831997 -2023-12-23 20:00:00,21.811767663704707 -2023-12-23 21:00:00,16.05882765911005 -2023-12-23 22:00:00,22.909568807248046 -2023-12-23 23:00:00,27.50236692320185 -2023-12-24 00:00:00,2.3879286134851743 -2023-12-24 01:00:00,16.250583926651238 -2023-12-24 02:00:00,23.90235636362773 -2023-12-24 03:00:00,13.309572905066045 -2023-12-24 04:00:00,8.54315552952575 -2023-12-24 05:00:00,3.355869188359224 -2023-12-24 06:00:00,14.742761299959998 -2023-12-24 07:00:00,17.42113406689626 -2023-12-24 08:00:00,22.9131073404928 -2023-12-24 09:00:00,0.8015471322737122 -2023-12-24 10:00:00,5.857755303271305 -2023-12-24 11:00:00,20.35855244486672 -2023-12-24 12:00:00,11.390906354733623 -2023-12-24 13:00:00,7.893096458615868 -2023-12-24 14:00:00,26.788363034790684 -2023-12-24 15:00:00,19.107134769293506 -2023-12-24 16:00:00,10.312941940500046 -2023-12-24 17:00:00,23.09766203361275 -2023-12-24 18:00:00,28.566077424986677 -2023-12-24 19:00:00,2.7800134397275142 -2023-12-24 20:00:00,14.328270461487309 -2023-12-24 21:00:00,28.17628421050493 -2023-12-24 22:00:00,7.427034364434819 -2023-12-24 23:00:00,8.159297493109374 -2023-12-25 00:00:00,21.373367124412688 -2023-12-25 01:00:00,10.01222374711034 -2023-12-25 02:00:00,21.189552991086305 -2023-12-25 03:00:00,7.756645257688386 -2023-12-25 04:00:00,22.07537562329483 -2023-12-25 05:00:00,6.196698161699073 -2023-12-25 06:00:00,15.306332191834546 -2023-12-25 07:00:00,19.820804320943907 -2023-12-25 08:00:00,17.466402992594052 -2023-12-25 09:00:00,9.532733984103633 -2023-12-25 10:00:00,16.14739171613074 -2023-12-25 11:00:00,0.6462993729582389 -2023-12-25 12:00:00,19.721117488805607 -2023-12-25 13:00:00,27.26732264757972 -2023-12-25 14:00:00,1.062187929892534 -2023-12-25 15:00:00,10.83024927250093 -2023-12-25 16:00:00,25.28694016942204 -2023-12-25 17:00:00,28.41361123952729 -2023-12-25 18:00:00,24.06827226146187 -2023-12-25 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20:00,14.503989564519696,94.65746353 +31/12/2023 21:00,21.058564352441323,339.5954209 +31/12/2023 22:00,8.974262390360574,328.553351 +31/12/2023 23:00,10.552427692635623,205.7639384 diff --git a/Python_Engine/Python/tests/test_plot.py b/Python_Engine/Python/tests/test_plot.py index 3544bc6..e639423 100644 --- a/Python_Engine/Python/tests/test_plot.py +++ b/Python_Engine/Python/tests/test_plot.py @@ -4,6 +4,7 @@ import pytest from python_toolkit.plot.diurnal import diurnal, stacked_diurnals from python_toolkit.plot.heatmap import heatmap +from python_toolkit.plot.polar import polar from python_toolkit.plot.spatial_heatmap import spatial_heatmap from python_toolkit.plot.utilities import ( colormap_sequential, @@ -15,7 +16,7 @@ from matplotlib.figure import Figure from pathlib import Path -from . import TIMESERIES_COLLECTION +from . import TEST_DATA, TIMESERIES_COLLECTION def test_create_triangulation(): """_""" @@ -160,4 +161,11 @@ def test_heatmap(): ), plt.Axes, ) - plt.close("all") \ No newline at end of file + plt.close("all") + +def test_polar(): + """_""" + assert isinstance(polar(TEST_DATA), plt.Axes) + plt.close("all") + + \ No newline at end of file