From cffd890c8ab8ba0c50cec0abb81f632bffd0c10f Mon Sep 17 00:00:00 2001 From: Robert Schwarz Date: Wed, 7 Jun 2023 12:22:26 +0200 Subject: [PATCH 01/11] replace DataFrame.append with pandas.concat append was depecrated in pandas 1 and removed in pandas 2. --- tsam/timeseriesaggregation.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tsam/timeseriesaggregation.py b/tsam/timeseriesaggregation.py index b1d0804..5dd3768 100644 --- a/tsam/timeseriesaggregation.py +++ b/tsam/timeseriesaggregation.py @@ -61,7 +61,7 @@ def unstackToPeriods(timeSeries, timeStepsPerPeriod): rep_data = unstackedTimeSeries.head(attached_timesteps) # append them at the end of the time series - unstackedTimeSeries = unstackedTimeSeries.append(rep_data, ignore_index=False) + unstackedTimeSeries = pd.concat([unstackedTimeSeries, rep_data]) # create period and step index for ii in range(0, len(unstackedTimeSeries)): From 83147798351ca11661f18f942fb5e0330dc1272d Mon Sep 17 00:00:00 2001 From: Robert Schwarz Date: Wed, 7 Jun 2023 12:33:38 +0200 Subject: [PATCH 02/11] tests: replace sum(level=0) with groupby and sum See https://github.com/pandas-dev/pandas/issues/39983 --- test/test_cluster_order.py | 8 ++++---- test/test_hierarchical.py | 4 ++-- test/test_k_medoids.py | 4 ++-- test/test_segmentation.py | 4 ++-- 4 files changed, 10 insertions(+), 10 deletions(-) diff --git a/test/test_cluster_order.py b/test/test_cluster_order.py index 3fbbe4c..0948755 100644 --- a/test/test_cluster_order.py +++ b/test/test_cluster_order.py @@ -81,19 +81,19 @@ def test_cluster_order(): # sort the typical days in order to avoid error assertion due to different order sortedDaysOrig1 = ( - orig_raw_predefClusterOrder.sum(axis=0, level=0).sort_values("GHI").index + orig_raw_predefClusterOrder.groupby(level=0).sum().sort_values("GHI").index ) sortedDaysTest1 = ( - typPeriods_predefClusterOrder.sum(axis=0, level=0).sort_values("GHI").index + typPeriods_predefClusterOrder.groupby(level=0).sum().sort_values("GHI").index ) sortedDaysOrig2 = ( - orig_raw_predefClusterOrderAndClusterCenters.sum(axis=0, level=0) + orig_raw_predefClusterOrderAndClusterCenters.groupby(level=0).sum() .sort_values("GHI") .index ) sortedDaysTest2 = ( - typPeriods_predefClusterOrderAndClusterCenters.sum(axis=0, level=0) + typPeriods_predefClusterOrderAndClusterCenters.groupby(level=0).sum() .sort_values("GHI") .index ) diff --git a/test/test_hierarchical.py b/test/test_hierarchical.py index 7025ce3..40d2f88 100644 --- a/test/test_hierarchical.py +++ b/test/test_hierarchical.py @@ -42,8 +42,8 @@ def test_hierarchical(): print("Clustering took " + str(time.time() - starttime)) # sort the typical days in order to avoid error assertion due to different order - sortedDaysOrig = orig_raw.sum(axis=0, level=0).sort_values("GHI").index - sortedDaysTest = typPeriods.sum(axis=0, level=0).sort_values("GHI").index + sortedDaysOrig = orig_raw.groupby(level=0).sum().sort_values("GHI").index + sortedDaysTest = typPeriods.groupby(level=0).sum().sort_values("GHI").index # rearange their order orig = orig_raw[typPeriods.columns].unstack().loc[sortedDaysOrig, :].stack() diff --git a/test/test_k_medoids.py b/test/test_k_medoids.py index 5c53de7..b373dbf 100644 --- a/test/test_k_medoids.py +++ b/test/test_k_medoids.py @@ -39,8 +39,8 @@ def test_k_medoids(): print("Clustering took " + str(time.time() - starttime)) # sort the typical days in order to avoid error assertion due to different order - sortedDaysOrig = orig_raw.sum(axis=0, level=0).sort_values("GHI").index - sortedDaysTest = typPeriods.sum(axis=0, level=0).sort_values("GHI").index + sortedDaysOrig = orig_raw.groupby(level=0).sum().sort_values("GHI").index + sortedDaysTest = typPeriods.groupby(level=0).sum().sort_values("GHI").index # rearange their order orig = orig_raw[typPeriods.columns].unstack().loc[sortedDaysOrig, :].stack() diff --git a/test/test_segmentation.py b/test/test_segmentation.py index 894ce4d..7dfd99b 100644 --- a/test/test_segmentation.py +++ b/test/test_segmentation.py @@ -41,8 +41,8 @@ def test_segmentation(): print("Clustering took " + str(time.time() - starttime)) # sort the typical days in order to avoid error assertion due to different order - sortedDaysOrig = orig_raw.sum(axis=0, level=0).sort_values("GHI").index - sortedDaysTest = typPeriods.sum(axis=0, level=0).sort_values("GHI").index + sortedDaysOrig = orig_raw.groupby(level=0).sum().sort_values("GHI").index + sortedDaysTest = typPeriods.groupby(level=0).sum().sort_values("GHI").index # rearange their order orig = orig_raw[typPeriods.columns].unstack().loc[sortedDaysOrig, :].stack() From 7f6bdd05a496ecaeb431dc198d8f72d3554a1aaa Mon Sep 17 00:00:00 2001 From: Robert Schwarz Date: Wed, 7 Jun 2023 12:35:25 +0200 Subject: [PATCH 03/11] Explicitly set dtype of array of (variable length) Python lists. This avoids the ValueError: setting an array element with a sequence. --- tsam/periodAggregation.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tsam/periodAggregation.py b/tsam/periodAggregation.py index 768d16f..52b1128 100644 --- a/tsam/periodAggregation.py +++ b/tsam/periodAggregation.py @@ -49,7 +49,7 @@ def aggregatePeriods( clusterOrder.append( [n_clusters - 1] * int(n_sets - cluster_size * n_clusters) ) - clusterOrder = np.hstack(np.array(clusterOrder)) + clusterOrder = np.hstack(np.array(clusterOrder, dtype=object)) clusterCenters, clusterCenterIndices = representations( candidates, clusterOrder, From c235dbf2173cd69f033e5203c2f1ec5e216b7949 Mon Sep 17 00:00:00 2001 From: l-kotzur Date: Wed, 28 Jun 2023 14:27:54 +0200 Subject: [PATCH 04/11] contain sum of time series in case of distribution min max and add possibility to define segment representation --- test/test_durationRepresentation.py | 11 +++++- test/test_segmentation.py | 53 ++++++++++++++++++++++++++++ tsam/timeseriesaggregation.py | 28 +++++++++++++-- tsam/utils/durationRepresentation.py | 36 +++++++++++++++++-- tsam/utils/segmentation.py | 1 - 5 files changed, 122 insertions(+), 7 deletions(-) diff --git a/test/test_durationRepresentation.py b/test/test_durationRepresentation.py index 7e74faf..09d84b7 100644 --- a/test/test_durationRepresentation.py +++ b/test/test_durationRepresentation.py @@ -101,7 +101,8 @@ def test_distributionMinMaxRepresentation(): predictedPeriods = aggregation.predictOriginalData() - # make sure that max and min of the newly predicted time series are the same as from the original + # make sure that max and min of the newly predicted time series are the same as + # from the original np.testing.assert_array_equal( raw.max(), predictedPeriods.max(), @@ -111,6 +112,14 @@ def test_distributionMinMaxRepresentation(): predictedPeriods.min(), ) + assert np.isclose( + raw.mean(), + predictedPeriods.mean(), + atol=1e-4 + ).all() + + + def test_distributionRepresentation_keeps_mean(): diff --git a/test/test_segmentation.py b/test/test_segmentation.py index 894ce4d..eea00c3 100644 --- a/test/test_segmentation.py +++ b/test/test_segmentation.py @@ -51,5 +51,58 @@ def test_segmentation(): np.testing.assert_array_almost_equal(orig.values, test.values, decimal=4) + + +def test_representation_in_segmentation(): + + segmentationCandidates = np.array([[0. , 0.38936961, 0.27539063, 0.25 ], + [0. , 0.35591778, 0.26841518, 0.25 ], + [0. , 0.35045773, 0.265625 , 0.25 ], + [0. , 0.36418749, 0.25372024, 0.25 ], + [0. , 0.38386857, 0.25167411, 0.25 ], + [0. , 0.42710529, 0.24237351, 0.16666667], + [0. , 0.5798638 , 0.23707217, 0.1922619 ], + [0. , 0.70166596, 0.24507068, 0.16666667], + [0.01838546, 0.74661296, 0.24739583, 0.18363095], + [0.06893491, 0.75398663, 0.26041667, 0.16666667], + [0.0942519 , 0.77160913, 0.28385417, 0.16666667], + [0.14374472, 0.80191153, 0.3046875 , 0.25 ], + [0.11999155, 0.79502066, 0.3125 , 0.22678571], + [0.10016906, 0.77613611, 0.31845238, 0.16666667], + [0.07438715, 0.76489634, 0.3203125 , 0.16666667], + [0.0101437 , 0.75082659, 0.31538318, 0.16666667], + [0. , 0.74856422, 0.3077567 , 0.16666667], + [0. , 0.76062049, 0.29678199, 0.08333333], + [0. , 0.78148316, 0.29427083, 0.16666667], + [0. , 0.75668439, 0.28738839, 0.16666667], + [0. , 0.67461737, 0.2859933 , 0.16666667], + [0. , 0.624061 , 0.28041295, 0.16666667], + [0. , 0.56076035, 0.2734375 , 0.16666667], + [0. , 0.4734255 , 0.27092634, 0.16666667]]) + + clusterOrder = np.array([5, 5, 5, 5, 5, 7, 3, 2, 2, 2, 2, 0, 0, 0, 0, 1, 1, 1, 1, 1, 6, 6, + 4, 4]) + + clusterCenters_mean, clusterCenterIndices = tsam.representations( + segmentationCandidates, + clusterOrder, + default="meanRepresentation", + representationMethod="meanRepresentation", + distributionPeriodWise=False, + timeStepsPerPeriod=1, + ) + + clusterCenters_dist, clusterCenterIndices = tsam.representations( + segmentationCandidates, + clusterOrder, + default="meanRepresentation", + representationMethod="distributionRepresentation", + distributionPeriodWise=True, + timeStepsPerPeriod=1, + ) + + assert np.isclose(clusterCenters_mean, clusterCenters_dist).all() + + if __name__ == "__main__": test_segmentation() diff --git a/tsam/timeseriesaggregation.py b/tsam/timeseriesaggregation.py index b1d0804..e6781fd 100644 --- a/tsam/timeseriesaggregation.py +++ b/tsam/timeseriesaggregation.py @@ -130,6 +130,7 @@ def __init__( representationMethod=None, representationDict=None, distributionPeriodWise=True, + segmentRepresentationMethod=None, predefClusterOrder=None, predefClusterCenterIndices=None, solver="highs", @@ -229,6 +230,17 @@ def __init__( each cluster should be separately preserved or that of the original time series only (default: True) :type distributionPeriodWise: + :param segmentRepresentationMethod: Chosen representation for the segments. If specified, the segments are + represented in the chosen way. Otherwise, it is inherited from the representationMethod. + |br| Options are: + + * 'meanRepresentation' (default of 'averaging' and 'k_means') + * 'medoidRepresentation' (default of 'k_medoids', 'hierarchical' and 'adjacent_periods') + * 'minmaxmeanRepresentation' + * 'durationRepresentation'/ 'distributionRepresentation' + * 'distribtionAndMinMaxRepresentation' + :type segmentRepresentationMethod: string + :param predefClusterOrder: Instead of aggregating a time series, a predefined grouping is taken which is given by this list. optional (default: None) :type predefClusterOrder: list or array @@ -299,6 +311,8 @@ def __init__( self.distributionPeriodWise = distributionPeriodWise + self.segmentRepresentationMethod = segmentRepresentationMethod + self.predefClusterOrder = predefClusterOrder self.predefClusterCenterIndices = predefClusterCenterIndices @@ -437,6 +451,17 @@ def _check_init_args(self): + "the following: " + "{}".format(self.REPRESENTATION_METHODS) ) + + # check representationMethod + if self.segmentRepresentationMethod is None: + self.segmentRepresentationMethod = self.representationMethod + else: + if self.segmentRepresentationMethod not in self.REPRESENTATION_METHODS: + raise ValueError( + "If specified, segmentRepresentationMethod needs to be one of " + + "the following: " + + "{}".format(self.REPRESENTATION_METHODS) + ) # if representationDict None, represent by maximum time steps in each cluster if self.representationDict is None: @@ -1055,8 +1080,7 @@ def createTypicalPeriods(self): self.normalizedTypicalPeriods, self.noSegments, self.timeStepsPerPeriod, - self.solver, - representationMethod=self.representationMethod, + representationMethod=self.segmentRepresentationMethod, representationDict=self.representationDict, distributionPeriodWise=self.distributionPeriodWise, ) diff --git a/tsam/utils/durationRepresentation.py b/tsam/utils/durationRepresentation.py index 48e3310..3ddd388 100644 --- a/tsam/utils/durationRepresentation.py +++ b/tsam/utils/durationRepresentation.py @@ -65,6 +65,8 @@ def durationRepresentation( representationValues.loc[ representationValues.index[-1] ] = sortedAttr.values[-1] + + # get the order of the representation values such that euclidean distance to the candidates is minimized order = candidateValues.mean().sort_values().index # arrange @@ -113,9 +115,37 @@ def durationRepresentation( counter += j # respect max and min of the attributes if representMinMax: - representationValues[-1] = sortedAttr.max() - representationValues[0] = sortedAttr.min() - # transform all representation values to a data frame and arrange it according to the order of the sorted + # first retrieve the change of the values to the min and max values + # of the original time series and their duration in the original + # time series + delta_max = sortedAttr.max() - representationValues[-1] + appearance_max = meansAndWeightsSorted[1].iloc[-1] + delta_min = sortedAttr.min() - representationValues[0] + appearance_min = meansAndWeightsSorted[1].iloc[0] + + # change the values of the duration curve such that the min and max + # values are preserved + representationValues[-1] += delta_max + representationValues[0] += delta_min + + # now anticipate the shift of the sum of the time series + # due to the change of the min and max values + # of the duration curve + delta_sum = delta_max * appearance_max + delta_min * appearance_min + # and derive how much the other values have to be changed to preserve + # the mean of the duration curve + correction_factor = - delta_sum / (meansAndWeightsSorted[1].iloc[1:-1] + * representationValues[1:-1]).sum() + + # correct the values of the duration curve such + # that the mean of the duration curve is preserved + # since the min and max values are changed + representationValues[1:-1] = np.multiply(representationValues[1:-1], ( + 1+ correction_factor)) + + + # transform all representation values to a data frame and arrange it + # according to the order of the sorted # centroid values representationValues = pd.DataFrame(np.array(representationValues)) representationValues.index = order diff --git a/tsam/utils/segmentation.py b/tsam/utils/segmentation.py index 28c3811..f69909b 100644 --- a/tsam/utils/segmentation.py +++ b/tsam/utils/segmentation.py @@ -10,7 +10,6 @@ def segmentation( normalizedTypicalPeriods, noSegments, timeStepsPerPeriod, - solver, representationMethod=None, representationDict=None, distributionPeriodWise=True, From fa6f7203874c950045242398de8d426fab365d75 Mon Sep 17 00:00:00 2001 From: l-kotzur Date: Wed, 28 Jun 2023 14:28:33 +0200 Subject: [PATCH 05/11] update recommended aggregation method --- README.md | 4 +- examples/aggregation_example.ipynb | 179 ++++++++++++++++++++++------- 2 files changed, 138 insertions(+), 45 deletions(-) diff --git a/README.md b/README.md index eebd2de..2e6bee2 100644 --- a/README.md +++ b/README.md @@ -55,14 +55,14 @@ Read in the time series data set with pandas raw = pd.read_csv('testdata.csv', index_col = 0) ``` -Initialize an aggregation object and define the length of a single period, the number of typical periods, the number of segments in each period, the aggregation method and the representation method - here duration/distribution representation which +Initialize an aggregation object and define the length of a single period, the number of typical periods, the number of segments in each period, the aggregation method and the representation method - here duration/distribution representation which contains the minimum and maximum value of the original time series ```python aggregation = tsam.TimeSeriesAggregation(raw, noTypicalPeriods = 8, hoursPerPeriod = 24, rescaleClusterPeriods = False, segmentation = True, - representationMethod = "distributionRepresentation", + representationMethod = "distributionAndMinMaxRepresentation", distributionPeriodWise = False clusterMethod = 'hierarchical') ``` diff --git a/examples/aggregation_example.ipynb b/examples/aggregation_example.ipynb index 5948c3a..6b7468b 100644 --- a/examples/aggregation_example.ipynb +++ b/examples/aggregation_example.ipynb @@ -1,12 +1,14 @@ { "cells": [ { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# tsam - 1. Example\n", "Example usage of the time series aggregation module (tsam)\n", "Date: 08.05.2017\n", + "Update: 28.06.2023\n", "\n", "Author: Leander Kotzur" ] @@ -20,9 +22,18 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 35, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n" + ] + } + ], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", @@ -50,7 +61,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -66,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -145,7 +156,7 @@ "2010-01-01 03:30:00 0 -3.2 9.4 345.161449" ] }, - "execution_count": 3, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -163,7 +174,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 38, "metadata": { "scrolled": true }, @@ -174,7 +185,7 @@ "(8760, 4)" ] }, - "execution_count": 4, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -192,7 +203,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -218,14 +229,14 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 40, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -254,7 +265,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -271,7 +282,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -287,7 +298,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 43, "metadata": {}, "outputs": [ { @@ -296,7 +307,7 @@ "(192, 4)" ] }, - "execution_count": 9, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } @@ -314,7 +325,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -330,7 +341,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -346,12 +357,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 46, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -387,7 +398,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -406,7 +417,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 48, "metadata": {}, "outputs": [], "source": [ @@ -422,7 +433,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 49, "metadata": {}, "outputs": [ { @@ -488,7 +499,7 @@ "Wind 0.144376 0.049884 0.112975" ] }, - "execution_count": 15, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" } @@ -506,7 +517,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ @@ -522,7 +533,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -538,12 +549,12 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 52, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -563,6 +574,78 @@ "Now also the days with the minimal temperature are integrated into the typical periods." ] }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Advanced aggregation method" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Combining hierarchical clustering of periods, segments inside the periods, and representation reproducing the distribution of the original data" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "aggregation = tsam.TimeSeriesAggregation(\n", + " raw, \n", + " noTypicalPeriods = 24, \n", + " clusterMethod = 'hierarchical', \n", + " segmentation=True,\n", + " noSegments=8,\n", + " representationMethod = \"distributionAndMinMaxRepresentation\",\n", + " distributionPeriodWise=False,\n", + " hoursPerPeriod = 24, \n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/leander/workspace/fzj/tsam/tsam/timeseriesaggregation.py:1103: UserWarning: Something went wrong: At least one minimal value of the aggregated time series exceeds the minimal value the input time series\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "predictedPeriodsAdvanced = aggregation.predictOriginalData()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotTS(predictedPeriodsAdvanced['T'], 24, vmin = raw['T'].min(), vmax = raw['T'].max())" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -573,24 +656,24 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0,0.5,'Duration Load [MW]')" + "Text(0, 0.5, 'Duration Load [MW]')" ] }, - "execution_count": 19, + "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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", 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" ] }, "metadata": {}, @@ -598,11 +681,13 @@ } ], "source": [ - "fig, axes = plt.subplots(figsize = [6, 2], dpi = 100, nrows = 1, ncols = 1)\n", - "raw['Load'].sort_values(ascending=False).reset_index(drop=True).plot(label = 'Original')\n", - "predictedPeriods['Load'].sort_values(ascending=False).reset_index(drop=True).plot(label = '8 typ days')\n", + "fig, axes = plt.subplots(figsize = [10, 6], dpi = 100, nrows = 1, ncols = 1)\n", + "raw['Load'].sort_values(ascending=False).reset_index(drop=True).plot(label = 'Original', lw=3)\n", + "predictedPeriods['Load'].sort_values(ascending=False).reset_index(drop=True).plot(label='8 typ days')\n", "predictedPeriodsWithEx['Load'].sort_values(\n", - " ascending=False).reset_index(drop=True).plot(label = '8 typ days \\n + peak period')\n", + " ascending=False).reset_index(drop=True).plot(label = '8 typ days peak period')\n", + "predictedPeriodsAdvanced['Load'].sort_values(\n", + " ascending=False).reset_index(drop=True).plot(label = '24 typ days with 8 segments')\n", "plt.legend()\n", "plt.xlabel('Hours [h]')\n", "plt.ylabel('Duration Load [MW]')" @@ -617,24 +702,24 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0,0.5,'Load [MW]')" + "Text(0, 0.5, 'Load [MW]')" ] }, - "execution_count": 20, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] }, "metadata": {}, @@ -642,13 +727,21 @@ } ], "source": [ - "fig, axes = plt.subplots(figsize = [6, 2], dpi = 100, nrows = 1, ncols = 1)\n", - "raw['Load']['20100210':'20100218'].plot(label = 'Original')\n", + "fig, axes = plt.subplots(figsize = [10, 6], dpi = 100, nrows = 1, ncols = 1)\n", + "raw['Load']['20100210':'20100218'].plot(label = 'Original', lw=3)\n", "predictedPeriods['Load']['20100210':'20100218'].plot(label = '8 typ days')\n", "predictedPeriodsWithEx['Load']['20100210':'20100218'].plot(label = '8 typ days \\n + peak period')\n", + "predictedPeriodsAdvanced['Load']['20100210':'20100218'].plot(label = '24 typ days \\n + 8 segments ')\n", "plt.legend()\n", "plt.ylabel('Load [MW]')" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -667,7 +760,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.5" + "version": "3.10.6" } }, "nbformat": 4, From 66ce77edca1b99b4a22e747a7b09ba04dfb4e758 Mon Sep 17 00:00:00 2001 From: l-kotzur Date: Wed, 28 Jun 2023 15:09:59 +0200 Subject: [PATCH 06/11] improve warnings --- examples/aggregation_example.ipynb | 118 ++++++++++++++++----------- test/test_durationRepresentation.py | 2 +- tsam/timeseriesaggregation.py | 12 ++- tsam/utils/durationRepresentation.py | 100 +++++++++++++++++------ 4 files changed, 154 insertions(+), 78 deletions(-) diff --git a/examples/aggregation_example.ipynb b/examples/aggregation_example.ipynb index 6b7468b..6275695 100644 --- a/examples/aggregation_example.ipynb +++ b/examples/aggregation_example.ipynb @@ -22,18 +22,9 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] - } - ], + "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", @@ -61,7 +52,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -77,7 +68,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -156,7 +147,7 @@ "2010-01-01 03:30:00 0 -3.2 9.4 345.161449" ] }, - "execution_count": 37, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -174,7 +165,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 4, "metadata": { "scrolled": true }, @@ -185,7 +176,7 @@ "(8760, 4)" ] }, - "execution_count": 38, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -203,7 +194,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -229,7 +220,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 6, "metadata": { "scrolled": true }, @@ -265,7 +256,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -282,7 +273,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -298,7 +289,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -307,7 +298,7 @@ "(192, 4)" ] }, - "execution_count": 43, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -325,7 +316,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -341,7 +332,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -357,12 +348,12 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -398,7 +389,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -417,7 +408,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -433,7 +424,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -499,7 +490,7 @@ "Wind 0.144376 0.049884 0.112975" ] }, - "execution_count": 49, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -517,7 +508,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -533,7 +524,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -549,7 +540,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -592,7 +583,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -604,21 +595,23 @@ " noSegments=8,\n", " representationMethod = \"distributionAndMinMaxRepresentation\",\n", " distributionPeriodWise=False,\n", - " hoursPerPeriod = 24, \n", + " hoursPerPeriod = 24,\n", " )" ] }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/home/leander/workspace/fzj/tsam/tsam/timeseriesaggregation.py:1103: UserWarning: Something went wrong: At least one minimal value of the aggregated time series exceeds the minimal value the input time series\n", - " warnings.warn(\n" + "/home/leander/workspace/fzj/tsam/tsam/utils/durationRepresentation.py:190: UserWarning: The cluster is to small to preserve the sum of the duration curve and additionally the min and max values of the original cluster members. The min max values of the cluster are not preserved. This does not necessarily mean that the min and max values of the original time series are not preserved.\n", + " warnings.warn(\"The cluster is to small to preserve the sum of the duration curve and additionally the min and max values of the original cluster members. The min max values of the cluster are not preserved. This does not necessarily mean that the min and max values of the original time series are not preserved.\")\n", + "/home/leander/workspace/fzj/tsam/tsam/utils/durationRepresentation.py:190: UserWarning: The cluster is to small to preserve the sum of the duration curve and additionally the min and max values of the original cluster members. The min max values of the cluster are not preserved. This does not necessarily mean that the min and max values of the original time series are not preserved.\n", + " warnings.warn(\"The cluster is to small to preserve the sum of the duration curve and additionally the min and max values of the original cluster members. The min max values of the cluster are not preserved. This does not necessarily mean that the min and max values of the original time series are not preserved.\")\n" ] } ], @@ -628,7 +621,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -656,7 +649,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -665,13 +658,13 @@ "Text(0, 0.5, 'Duration Load [MW]')" ] }, - "execution_count": 56, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -702,7 +695,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -711,13 +704,13 @@ "Text(0, 0.5, 'Load [MW]')" ] }, - "execution_count": 57, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -738,10 +731,39 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Solar irradiance [W/m2]')" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(figsize = [10, 6], dpi = 100, nrows = 1, ncols = 1)\n", + "raw['GHI']['20100210':'20100218'].plot(label = 'Original', lw=3)\n", + "predictedPeriods['GHI']['20100210':'20100218'].plot(label = '8 typ days')\n", + "predictedPeriodsWithEx['GHI']['20100210':'20100218'].plot(label = '8 typ days \\n + peak period')\n", + "predictedPeriodsAdvanced['GHI']['20100210':'20100218'].plot(label = '24 typ days \\n + 8 segments ')\n", + "plt.legend()\n", + "plt.ylabel('Solar irradiance [W/m2]')" + ] } ], "metadata": { diff --git a/test/test_durationRepresentation.py b/test/test_durationRepresentation.py index 09d84b7..8de31b9 100644 --- a/test/test_durationRepresentation.py +++ b/test/test_durationRepresentation.py @@ -88,7 +88,7 @@ def test_distributionMinMaxRepresentation(): aggregation = tsam.TimeSeriesAggregation( raw, - noTypicalPeriods=8, + noTypicalPeriods=24, segmentation=True, noSegments=8, hoursPerPeriod=24, diff --git a/tsam/timeseriesaggregation.py b/tsam/timeseriesaggregation.py index e6781fd..b2934c3 100644 --- a/tsam/timeseriesaggregation.py +++ b/tsam/timeseriesaggregation.py @@ -1094,14 +1094,22 @@ def createTypicalPeriods(self): if np.array( self.typicalPeriods.max(axis=0) > self.timeSeries.max(axis=0) ).any(): + warning_list = self.typicalPeriods.max(axis=0) < self.timeSeries.max(axis=0) warnings.warn( - "Something went wrong: At least one maximal value of the aggregated time series exceeds the maximal value the input time series" + "Something went wrong... At least one maximal value of the " + + "aggregated time series exceeds the maximal value " + + "the input time series for: " + + "{}".format(list(warning_list[warning_list>0].index)) ) if np.array( self.typicalPeriods.min(axis=0) < self.timeSeries.min(axis=0) ).any(): + warning_list = self.typicalPeriods.min(axis=0) < self.timeSeries.min(axis=0) warnings.warn( - "Something went wrong: At least one minimal value of the aggregated time series exceeds the minimal value the input time series" + "Something went wrong... At least one minimal value of the " + + "aggregated time series exceeds the minimal value " + + "the input time series for: " + + "{}".format(list(warning_list[warning_list>0].index)) ) return self.typicalPeriods diff --git a/tsam/utils/durationRepresentation.py b/tsam/utils/durationRepresentation.py index 3ddd388..155efdb 100644 --- a/tsam/utils/durationRepresentation.py +++ b/tsam/utils/durationRepresentation.py @@ -1,6 +1,8 @@ # -*- coding: utf-8 -*- """Orders a set of representation values to fit several candidate value sets""" +import warnings + import numpy as np import pandas as pd @@ -115,33 +117,12 @@ def durationRepresentation( counter += j # respect max and min of the attributes if representMinMax: - # first retrieve the change of the values to the min and max values - # of the original time series and their duration in the original - # time series - delta_max = sortedAttr.max() - representationValues[-1] - appearance_max = meansAndWeightsSorted[1].iloc[-1] - delta_min = sortedAttr.min() - representationValues[0] - appearance_min = meansAndWeightsSorted[1].iloc[0] - - # change the values of the duration curve such that the min and max - # values are preserved - representationValues[-1] += delta_max - representationValues[0] += delta_min - - # now anticipate the shift of the sum of the time series - # due to the change of the min and max values - # of the duration curve - delta_sum = delta_max * appearance_max + delta_min * appearance_min - # and derive how much the other values have to be changed to preserve - # the mean of the duration curve - correction_factor = - delta_sum / (meansAndWeightsSorted[1].iloc[1:-1] - * representationValues[1:-1]).sum() - - # correct the values of the duration curve such - # that the mean of the duration curve is preserved - # since the min and max values are changed - representationValues[1:-1] = np.multiply(representationValues[1:-1], ( - 1+ correction_factor)) + representationValues = _representMinMax( + representationValues, + sortedAttr, + meansAndWeightsSorted, + keepSum=True, + ) # transform all representation values to a data frame and arrange it @@ -156,3 +137,68 @@ def durationRepresentation( clusterCenters = np.array(pd.concat(clusterCentersList, axis=1)) return clusterCenters + + + +def _representMinMax(representationValues, sortedAttr, meansAndWeightsSorted, + keepSum=True): + """ + Represents the the min and max values of the original time series in the + duration curve representation such that the min and max values of the + original time series are preserved. + + :param representationValues: The duration curve representation values + :type representationValues: np.array + + :param sortedAttr: The sorted original time series + :type sortedAttr: np.array + + :param meansAndWeightsSorted: The number of occureance of + the original time series. + :type meansAndWeightsSorted: pd.DataFrame + + :param keepSum: If the sum of the duration curve should be preserved + :type keepSum: bool + """ + + if np.any(np.array(representationValues) < 0): + raise ValueError("Negative values in the duration curve representation") + + # first retrieve the change of the values to the min and max values + # of the original time series and their duration in the original + # time series + delta_max = sortedAttr.max() - representationValues[-1] + appearance_max = meansAndWeightsSorted[1].iloc[-1] + delta_min = sortedAttr.min() - representationValues[0] + appearance_min = meansAndWeightsSorted[1].iloc[0] + + if delta_min == 0 and delta_max == 0: + return representationValues + + if keepSum: + + # now anticipate the shift of the sum of the time series + # due to the change of the min and max values + # of the duration curve + delta_sum = delta_max * appearance_max + delta_min * appearance_min + # and derive how much the other values have to be changed to preserve + # the mean of the duration curve + correction_factor = - delta_sum / (meansAndWeightsSorted[1].iloc[1:-1] + * representationValues[1:-1]).sum() + + if correction_factor < -1 or correction_factor > 1: + warnings.warn("The cluster is to small to preserve the sum of the duration curve and additionally the min and max values of the original cluster members. The min max values of the cluster are not preserved. This does not necessarily mean that the min and max values of the original time series are not preserved.") + return representationValues + + # correct the values of the duration curve such + # that the mean of the duration curve is preserved + # since the min and max values are changed + representationValues[1:-1] = np.multiply(representationValues[1:-1], ( + 1+ correction_factor)) + + # change the values of the duration curve such that the min and max + # values are preserved + representationValues[-1] += delta_max + representationValues[0] += delta_min + + return representationValues From 44bb72031aba224dbabff276b68dae269d3a4edb Mon Sep 17 00:00:00 2001 From: l-kotzur Date: Wed, 28 Jun 2023 15:23:46 +0200 Subject: [PATCH 07/11] add github workflows --- .github/workflows/pytest.yml | 36 ++++++++++++++++++++++++++++++++++++ 1 file changed, 36 insertions(+) create mode 100644 .github/workflows/pytest.yml diff --git a/.github/workflows/pytest.yml b/.github/workflows/pytest.yml new file mode 100644 index 0000000..b540bfc --- /dev/null +++ b/.github/workflows/pytest.yml @@ -0,0 +1,36 @@ +# This workflow will install Python dependencies and run tests and lint with a single version of Python +# For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions + +# Based on David Neuroth pylpg + +name: pytest + +on: + push: + pull_request: + branches: [ main ] + +jobs: + build: + runs-on: ubuntu-latest + + steps: + - uses: actions/checkout@v2 + - name: Set up Python 3.10 + uses: actions/setup-python@v2 + with: + python-version: '3.10' + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install pytest + pip install pytest-cov + pip install codecov + if [ -f requirements.txt ]; then pip install -r requirements.txt; fi + pip install --no-cache-dir -e . + + - name: Test with pytest + working-directory: ./test/ + run: | + pytest + codecov \ No newline at end of file From 06114bfcdb283c777e0c103aa91f972d064ac024 Mon Sep 17 00:00:00 2001 From: l-kotzur Date: Wed, 28 Jun 2023 15:30:09 +0200 Subject: [PATCH 08/11] replace travis badge with github badge --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 2e6bee2..8990f54 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -[![Build Status](https://travis-ci.com/FZJ-IEK3-VSA/tsam.svg?branch=master)](https://travis-ci.com/FZJ-IEK3-VSA/tsam) [![Version](https://img.shields.io/pypi/v/tsam.svg)](https://pypi.python.org/pypi/tsam) [![Documentation Status](https://readthedocs.org/projects/tsam/badge/?version=latest)](https://tsam.readthedocs.io/en/latest/) [![PyPI - License](https://img.shields.io/pypi/l/tsam)]((https://github.com/FZJ-IEK3-VSA/tsam/blob/master/LICENSE.txt)) [![codecov](https://codecov.io/gh/FZJ-IEK3-VSA/tsam/branch/master/graph/badge.svg)](https://codecov.io/gh/FZJ-IEK3-VSA/tsam) +[![pytest master 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Forschungszentrum Juelich Logo From 3666f3d418f1d8098007af584908eef4f5ce1b58 Mon Sep 17 00:00:00 2001 From: l-kotzur Date: Wed, 28 Jun 2023 15:34:59 +0200 Subject: [PATCH 09/11] add test for weeks instead of days as period --- test/test_hierarchical.py | 22 ++++++++++++++++++++++ 1 file changed, 22 insertions(+) diff --git a/test/test_hierarchical.py b/test/test_hierarchical.py index 40d2f88..ac74406 100644 --- a/test/test_hierarchical.py +++ b/test/test_hierarchical.py @@ -51,6 +51,28 @@ def test_hierarchical(): np.testing.assert_array_almost_equal(orig.values, test.values, decimal=4) +def test_hierarchical_for_weeks(): + + raw = pd.read_csv( + os.path.join(os.path.dirname(__file__), "..", "examples", "testdata.csv"), + index_col=0, + ) + + starttime = time.time() + + aggregation = tsam.TimeSeriesAggregation( + raw, + noTypicalPeriods=8, + hoursPerPeriod=24*7, + clusterMethod="hierarchical", + extremePeriodMethod="new_cluster_center", + addPeakMin=["T"], + addPeakMax=["Load"], + ) + + typPeriods = aggregation.createTypicalPeriods() + + print("Clustering took " + str(time.time() - starttime)) if __name__ == "__main__": test_hierarchical() From d27363100f8a0f6fe78c0aa3c41c36010b921ddf Mon Sep 17 00:00:00 2001 From: l-kotzur Date: Wed, 28 Jun 2023 23:13:18 +0200 Subject: [PATCH 10/11] fix test --- examples/results/testperiods_segmentation.csv | 480 +++++++++--------- test/test_segmentation.py | 1 + 2 files changed, 241 insertions(+), 240 deletions(-) diff --git a/examples/results/testperiods_segmentation.csv b/examples/results/testperiods_segmentation.csv index 9d3a834..bbe4937 100644 --- a/examples/results/testperiods_segmentation.csv +++ b/examples/results/testperiods_segmentation.csv @@ -1,241 +1,241 @@ ,Segment Step,Segment Duration,GHI,Load,T,Wind -0,0,4,0.0,403.31070830819016,1.025025168465811,2.2267766945893706 -0,1,2,0.0,424.39335066951395,1.122830292060599,3.340165041884055 -0,2,1,0.0,495.1187115575324,1.171732853857992,3.340165041884055 -0,3,2,11.182789850010714,541.6657655742491,1.5629533482371485,3.340165041884055 -0,4,4,74.55193233340476,547.6976314865256,2.2720404942993624,2.2267766945893706 -0,5,2,80.94209796198233,544.4529035902766,3.0300302021589736,1.1133883472946853 -0,6,1,19.17049688573265,536.2185978240874,1.7585635954267225,2.2267766945893706 -0,7,1,0.0,536.1585102653291,0.6827072358840496,1.1133883472946853 -0,8,3,0.0,550.7043201522206,-0.3279457079287635,2.5979061436875988 -0,9,2,0.0,504.6009896282758,-1.517908044998689,3.340165041884055 -0,10,1,0.0,468.89280579687244,-1.8602259775804484,3.340165041884055 -0,11,1,0.0,434.5458361225407,-2.1536413483648134,3.340165041884055 -1,0,6,2.1300552095258505,355.0453813891941,14.701441617803722,1.6700825209420276 -1,1,1,154.42900269062417,420.70721044429393,15.255670651507522,1.1133883472946853 -1,2,1,319.5082814288776,451.17622185931646,15.842501393076247,1.1133883472946853 -1,3,1,489.9126981909456,474.69356573520906,17.60299361778244,2.2267766945893706 -1,4,1,625.1712039958371,487.8712282671113,18.581044853730326,2.2267766945893706 -1,5,2,720.4911746221189,502.65276626268223,19.31458328069124,1.1133883472946853 -1,6,3,699.0131179260666,502.78834844009765,21.678207100898625,3.340165041884055 -1,7,1,500.56297423857495,486.3413067412652,22.00422417954792,2.2267766945893706 -1,8,1,337.61375070984724,475.33141816592683,21.710808808763556,3.340165041884055 -1,9,1,162.94922352872757,470.3210406770789,21.515198561573975,2.2267766945893706 -1,10,4,4.2601104190517,457.8517178812173,18.72775253912251,1.6700825209420276 -1,11,2,0.0,406.83854098666797,16.233721887455403,3.340165041884055 -2,0,1,0.0,409.3275523307768,1.6607584718319366,5.566941736473424 -2,1,1,0.0,396.57974689581187,1.6607584718319366,4.453553389178741 -2,2,2,0.0,386.3278859190202,1.7585635954267245,6.68033008376811 -2,3,5,3.8340993771465297,378.7494588209897,1.6216364223940174,5.344264067014489 -2,4,1,54.31640784290918,425.2230211343208,1.3673431010475703,5.566941736473424 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+19,3,1,17.666666666666668,423.72765826000006,-1.9666666666666681,1.7333333333333332 +19,4,1,68.93333333333332,444.01306286000005,-1.8400000000000007,1.7999999999999996 +19,5,4,123.10000000000002,465.30352010999997,-1.0016666666666665,2.1999999999999997 +19,6,1,63.4,453.30137853333326,-0.806666666666667,2.1333333333333333 +19,7,2,8.566666666666666,451.27795213666667,-1.05,2.2333333333333334 +19,8,3,0.0,473.0424051244445,-1.782222222222222,1.9244444444444444 +19,9,1,0.0,448.29724524666665,-2.1466666666666665,1.5466666666666666 +19,10,2,0.0,437.7526137566667,-2.2466666666666684,2.0833333333333335 +19,11,1,0.0,411.46307604666674,-2.193333333333335,2.3866666666666667 diff --git a/test/test_segmentation.py b/test/test_segmentation.py index 7dfd99b..ad14e53 100644 --- a/test/test_segmentation.py +++ b/test/test_segmentation.py @@ -32,6 +32,7 @@ def test_segmentation(): noTypicalPeriods=20, hoursPerPeriod=24, clusterMethod="hierarchical", + representationMethod="meanRepresentation", segmentation=True, noSegments=12, ) From f867f6bc6784212e6728f6ba72087634b8fe69cf Mon Sep 17 00:00:00 2001 From: l-kotzur Date: Wed, 28 Jun 2023 23:16:55 +0200 Subject: [PATCH 11/11] fix doc string --- tsam/timeseriesaggregation.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/tsam/timeseriesaggregation.py b/tsam/timeseriesaggregation.py index 306d0ab..703c3a9 100644 --- a/tsam/timeseriesaggregation.py +++ b/tsam/timeseriesaggregation.py @@ -1146,7 +1146,8 @@ def clusterPeriodIdx(self): @property def clusterOrder(self): """ - How often does a typical period occur in the original time series + The sequence/order of the typical period to represent + the original time series """ if not hasattr(self, "_clusterOrder"): self.createTypicalPeriods()