Tutorial 51: Manual Creation of Element Dataframes

This Example demonstrates the capabilities of the class Dataframes_SIR3S_Model that extends SIR3S_Model be abilities to work directley with pandas dataframes. It is shown how to create dataframes containing information about elements such as Nodes, Pipes, etc. existing in a SIR 3S Model. The methods presented are manual, user-defined and detailed. For creating more general dataframes with less input necessary, see Tutorial 52.

Toolkit Release

[57]:

#pip install

Imports

SIR 3S Toolkit

Regular Import/Init

[58]:

SIR3S_SIRGRAF_DIR = r"C:\3S\SIR 3S\SirGraf-90-15-00-24_Quebec-Upd2" #change to local path

[59]:

from sir3stoolkit.core import wrapper

[60]:

wrapper

[60]:

<module 'sir3stoolkit.core.wrapper' from 'C:\\Users\\aUsername\\3S\\sir3stoolkit\\src\\sir3stoolkit\\core\\wrapper.py'>

[61]:

wrapper.Initialize_Toolkit(SIR3S_SIRGRAF_DIR)

[2026-10-07 12:47:33,154] INFO in sir3stoolkit.core.wrapper: [Initialization] Using provided SirGraf path: C:\3S\SIR 3S\SirGraf-90-15-00-24_Quebec-Upd2
[2026-10-07 12:47:33,157] INFO in sir3stoolkit.core.wrapper: [Initialization] Initializing toolkit with SirGraf path: C:\3S\SIR 3S\SirGraf-90-15-00-24_Quebec-Upd2

Additional Import/Init for Dataframes class

[62]:

from sir3stoolkit.mantle.dataframes import SIR3S_Model_Dataframes

[63]:

s3s = SIR3S_Model_Dataframes()

[2026-10-07 12:47:33,539] INFO in sir3stoolkit.core.wrapper: [Model Class Initialization] Initialization complete

Open Model

[65]:

s3s.OpenModel(dbName=r"Toolkit_Tutorial51_Model.db3",
              providerType=s3s.ProviderTypes.SQLite,
              Mid="M-1-0-1",
              saveCurrentlyOpenModel=False,
              namedInstance="",
              userID="",
              password="")

[2026-10-07 12:47:52,698] INFO in sir3stoolkit.core.wrapper: Model is open for further operation

Calculate Model

[66]:

#s3s.ExecCalculation(True) # To ensure result data

Manual Dataframe creation

model_data - Nodes

We can use the generate_element_model_data_dataframe() method to obtain a dataframe for all instances of a specifc component type (Nodes, Pipes, etc.) with user defined model_data properties (all non-result data related to a component) to be added. For this example we will use nodes.

In this case we are interested in Nodes, let’s check what model_data properties are available for this element.

[67]:

s3s.GetPropertiesofElementType(s3s.ObjectTypes.Node)

[67]:

['Name',
 'Ktyp',
 'Zkor',
 'QmEin',
 'Lfakt',
 'Fkpzon',
 'Fkfstf',
 'Fkutmp',
 'Fkfqps',
 'Fkcont',
 'Fk2lknot',
 'Beschreibung',
 'Idreferenz',
 'Iplanung',
 'Kvr',
 'Qakt',
 'Xkor',
 'Ykor',
 'NodeNamePosition',
 'ShowNodeName',
 'KvrKlartext',
 'NumberOfVERB',
 'HasBlockConnection',
 'Tk',
 'Pk',
 'InVariant',
 'GeometriesDiffer',
 'SymbolFactor',
 'bz.Drakonz',
 'bz.Fk',
 'bz.Fkpvar',
 'bz.Fkqvar',
 'bz.Fklfkt',
 'bz.PhEin',
 'bz.Tm',
 'bz.Te',
 'bz.PhMin']

In the below subcases differnt choices of parameters for creating the model_data dataframe manually are shown. Note that not all possible combination of paramters are shown here.

Subcase 1: Minimal

Let’s say for now we only want a dataframe with all node tks without any related data.

[68]:

(s3s.generate_element_model_data_dataframe(element_type=s3s.ObjectTypes.Node
                                        ,properties=[]
                                        )).head(3)

[2026-10-07 12:47:52,859] INFO in sir3stoolkit.mantle.dataframes: [model_data] Generating model_data dataframe for element type: ObjectTypes.Node
[2026-10-07 12:47:52,859] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieved 517 element(s) of element type ObjectTypes.Node.
[2026-10-07 12:47:52,870] INFO in sir3stoolkit.mantle.dataframes: [Resolving model_data Properties] Using 0 model_data properties.
[2026-10-07 12:47:52,872] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieving ...
[2026-10-07 12:47:52,879] INFO in sir3stoolkit.mantle.dataframes: [model_data] Done. Shape: (517, 1)

[68]:
tk
0 5669301360686511351
1 5397948523091900401
2 5239335112004772156

Subcase 2: Specific Properties

Let’s say we now want the minimal dataframe extended with supply/return info (kvr) and height (Zkor) of the nodes.

[69]:

(s3s.generate_element_model_data_dataframe(element_type=s3s.ObjectTypes.Node
                                        ,properties=["Kvr", "Zkor"]
                                        )).head(3)

[2026-10-07 12:47:52,940] INFO in sir3stoolkit.mantle.dataframes: [model_data] Generating model_data dataframe for element type: ObjectTypes.Node
[2026-10-07 12:47:52,946] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieved 517 element(s) of element type ObjectTypes.Node.
[2026-10-07 12:47:52,951] INFO in sir3stoolkit.mantle.dataframes: [Resolving model_data Properties] Using 2 model_data properties.
[2026-10-07 12:47:52,954] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieving model_data properties ['Kvr', 'Zkor']...
[2026-10-07 12:47:53,160] INFO in sir3stoolkit.mantle.dataframes: [model_data] Done. Shape: (517, 3)

[69]:
tk Kvr Zkor
0 5669301360686511351 1 554.04
1 5397948523091900401 1 556.16
2 5239335112004772156 1 561.01

Subcase 3: Maximal

Let’s say now we want basically all available model_data (non-result data) related to nodes.

If geometry=True, the 2D Point geometry will be added for Nodes and it will be attempted to transform the DataFrame into a GeoDataFrame using the SRID (eg. EPSG: 25832) defined in the model. If no SRID is defined, the DataFrame will remain as a DataFrame, but the geometry column with be added nonetheless.

[70]:

(s3s.generate_element_model_data_dataframe(element_type=s3s.ObjectTypes.Node
                                        ,properties=None # Instead of an empty or filled list, we pass None to indicate we want all available properties
                                        ,geometry=True # geometry data has to be explicitly requested
                                        )).head(3)

[2026-10-07 12:47:53,199] INFO in sir3stoolkit.mantle.dataframes: [model_data] Generating model_data dataframe for element type: ObjectTypes.Node
[2026-10-07 12:47:53,204] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieved 517 element(s) of element type ObjectTypes.Node.
[2026-10-07 12:47:53,211] INFO in sir3stoolkit.mantle.dataframes: [Resolving model_data Properties] No properties given → using ALL model_data properties for ObjectTypes.Node.
[2026-10-07 12:47:53,212] INFO in sir3stoolkit.mantle.dataframes: [Resolving model_data Properties] Using 37 model_data properties.
[2026-10-07 12:47:53,214] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieving model_data properties ['Name', 'Ktyp', 'Zkor', 'QmEin', 'Lfakt', 'Fkpzon', 'Fkfstf', 'Fkutmp', 'Fkfqps', 'Fkcont', 'Fk2lknot', 'Beschreibung', 'Idreferenz', 'Iplanung', 'Kvr', 'Qakt', 'Xkor', 'Ykor', 'NodeNamePosition', 'ShowNodeName', 'KvrKlartext', 'NumberOfVERB', 'HasBlockConnection', 'Tk', 'Pk', 'InVariant', 'GeometriesDiffer', 'SymbolFactor', 'bz.Drakonz', 'bz.Fk', 'bz.Fkpvar', 'bz.Fkqvar', 'bz.Fklfkt', 'bz.PhEin', 'bz.Tm', 'bz.Te', 'bz.PhMin'], geometry...
[2026-10-07 12:47:56,648] INFO in sir3stoolkit.mantle.dataframes: [model_data] Transforming DataFrame to GeoDataFrame successful with EPSG: 25832
[2026-10-07 12:47:56,651] INFO in sir3stoolkit.mantle.dataframes: [model_data] Done. Shape: (517, 39)

[70]:
tk Name Ktyp Zkor QmEin Lfakt Fkpzon Fkfstf Fkutmp Fkfqps Fkcont Fk2lknot Beschreibung Idreferenz Iplanung Kvr Qakt Xkor Ykor NodeNamePosition ShowNodeName KvrKlartext NumberOfVERB HasBlockConnection Tk Pk InVariant GeometriesDiffer SymbolFactor bz.Drakonz bz.Fk bz.Fkpvar bz.Fkqvar bz.Fklfkt bz.PhEin bz.Tm bz.Te bz.PhMin geometry
0 5669301360686511351 V-K03S QKON 554.04 0 1 5520728169779652386 4798673252636751115 5591325053703727727 -1 5029128874972463118 5761544923588724980 Abzw. Am Sonnenbühl 3S3768E2953006F125B34916F6A1681667 1 1 0 713620.267807 5.578828e+06 1 False Vorlauf 0 False 5669301360686511351 5669301360686511351 False False 0.2 0 5669301360686511351 -1 -1 -1 0 0 0 0 POINT (713620.268 5578828.419)
1 5397948523091900401 V-K13S QKON 556.16 0 1 5520728169779652386 4798673252636751115 5591325053703727727 -1 5029128874972463118 4749864932928780363 Anfangsknoten generiert von SirDB 3SC30ED954AA2F1D59B1F92FFEBCCB7B5B 1 1 0 713602.294600 5.578860e+06 1 False Vorlauf 0 False 5397948523091900401 5397948523091900401 False False 0.2 0 5397948523091900401 -1 -1 -1 0 0 0 0 POINT (713602.295 5578860.106)
2 5239335112004772156 V-K23S QKON 561.01 0 1 5520728169779652386 4798673252636751115 5591325053703727727 -1 5029128874972463118 4899862460906451371 Anfangsknoten generiert von SirDB 3SC30ED954AA2F1D59B1F92FFEBCCB7B5B 1 1 0 713574.061627 5.578910e+06 1 False Vorlauf 0 False 5239335112004772156 5239335112004772156 False False 0.2 0 5239335112004772156 -1 -1 -1 0 0 0 0 POINT (713574.062 5578909.873)

Subcase 4: Filtering + Element Type Col

Let’s say we only want nodes inside a specific container and we also want to have an element type col adding “Node” to each row (useful when joining with other dataframes later).

[71]:

for container_id in (s3s.GetTksofElementType(s3s.ObjectTypes.ObjectContainerSymbol)):
    print(f"{container_id}: {s3s.GetValue(container_id, 'Name')[0]}")

5029128874972463118: M-1-0-1
5027846505677995694: Erzeugung
5172832702839270493: TS
5152808213068069018: Laststeuerung
5467315850619588583: Sekundärwerte
5320319133990336755: Netztrennung

[72]:

all_tks = s3s.GetTksofElementType(s3s.ObjectTypes.Node)

[73]:

good_tks = []

[74]:

for tk in all_tks:
    if s3s.GetValue(tk, "FkCont")[0] == "5029128874972463118": # Main container
        if s3s.GetValue(tk, "Kvr")[0] == "1": # Supply/Vorlauf
            good_tks.append(tk)

[75]:

(s3s.generate_element_model_data_dataframe(element_type=s3s.ObjectTypes.Node
                                        ,properties=[]
                                        ,tks=good_tks
                                        ,geometry=True
                                        ,element_type_col=True
                                        )).head(3)

[2026-10-07 12:47:56,948] INFO in sir3stoolkit.mantle.dataframes: [model_data] Generating model_data dataframe for element type: ObjectTypes.Node
[2026-10-07 12:47:56,957] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] Retrieved 517 element(s) of element type ObjectTypes.Node.
[2026-10-07 12:47:56,961] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] 250 tks remain after filtering for given tks.
[2026-10-07 12:47:56,966] INFO in sir3stoolkit.mantle.dataframes: [Resolving model_data Properties] Using 0 model_data properties.
[2026-10-07 12:47:56,972] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieving geometry...
[2026-10-07 12:47:57,115] INFO in sir3stoolkit.mantle.dataframes: [model_data] Transforming DataFrame to GeoDataFrame successful with EPSG: 25832
[2026-10-07 12:47:57,118] INFO in sir3stoolkit.mantle.dataframes: [model_data] Done. Shape: (250, 3)

[75]:
tk geometry element type
0 5669301360686511351 POINT (713620.268 5578828.419) Node
1 5397948523091900401 POINT (713602.295 5578860.106) Node
2 5239335112004772156 POINT (713574.062 5578909.873) Node

Result Data - Pipes

We can use the generate_element_results_dataframe() method to obtain a dataframe for all instances of a specifc component type (Nodes, Pipes, etc.) with user defined result values for certain timestamps to be added. For this example we will use pipes.

If the methods for result retrieval presented here are too slow for you check out tutorial 57.

Let’s check what result properties are available for Pipes.

[76]:

s3s.GetResultProperties_from_elementType(elementType=s3s.ObjectTypes.Pipe
                                         ,onlySelectedVectors=False
                                         )

[76]:

['A',
 'ACALC',
 'CPI',
 'CPK',
 'DH',
 'DP',
 'DRAGRED',
 'DRAKONZ',
 'DSI',
 'DSK',
 'DTTR',
 'DWVERL',
 'DWVERLABS',
 'ETAAV',
 'FS',
 'HR',
 'HVEC',
 'IAKTIV',
 'IRTRENN',
 'JV',
 'JV2',
 'LAMBDA',
 'LECKEINAUS',
 'LECKMENGE',
 'LECKORT',
 'LINEPACK',
 'LINEPACKGEOM',
 'LINEPACKRATE',
 'MAINELEMENT',
 'MAV',
 'MI',
 'MK',
 'MKOND',
 'MMAX_INST',
 'MMIN_INST',
 'MVEC',
 'MVECMAX_INST',
 'MVECMIN_INST',
 'PAV',
 'PDAMPF',
 'PHR',
 'PHVEC',
 'PMAX',
 'PMIN',
 'PR',
 'PVEC',
 'PVECMAX_INST',
 'PVECMIN_INST',
 'QI2',
 'QK2',
 'QMAV',
 'QMI',
 'QMK',
 'QMMAX_INST',
 'QMMIN_INST',
 'QMVEC',
 'QSVB',
 'RHOAV',
 'RHOI',
 'RHOK',
 'RHOVEC',
 'SVEC',
 'TAV',
 'TI',
 'TK',
 'TTRVEC',
 'TVEC',
 'TVECMAX_INST',
 'TVECMIN_INST',
 'VAV',
 'VI',
 'VK',
 'VMAX_INST',
 'VMIN_INST',
 'VOLDA',
 'WALTERI',
 'WALTERK',
 'WVL',
 'ZAUS',
 'ZEIN',
 'ZHKNR',
 'ZVEC']

Let’s also check what simulation timestamps are available in the model.

[77]:

s3s.GetTimeStamps()[0] # list of simulation timestamps

[77]:

['2023-02-13 00:00:00.000 +01:00',
 '2023-02-13 01:00:00.000 +01:00',
 '2023-02-13 02:00:00.000 +01:00',
 '2023-02-13 03:00:00.000 +01:00',
 '2023-02-13 04:00:00.000 +01:00',
 '2023-02-13 05:00:00.000 +01:00',
 '2023-02-13 06:00:00.000 +01:00',
 '2023-02-13 07:00:00.000 +01:00',
 '2023-02-13 08:00:00.000 +01:00',
 '2023-02-13 09:00:00.000 +01:00',
 '2023-02-13 10:00:00.000 +01:00',
 '2023-02-13 11:00:00.000 +01:00',
 '2023-02-13 12:00:00.000 +01:00',
 '2023-02-13 13:00:00.000 +01:00',
 '2023-02-13 14:00:00.000 +01:00',
 '2023-02-13 15:00:00.000 +01:00',
 '2023-02-13 16:00:00.000 +01:00',
 '2023-02-13 17:00:00.000 +01:00',
 '2023-02-13 18:00:00.000 +01:00',
 '2023-02-13 19:00:00.000 +01:00',
 '2023-02-13 20:00:00.000 +01:00',
 '2023-02-13 21:00:00.000 +01:00',
 '2023-02-13 22:00:00.000 +01:00',
 '2023-02-13 23:00:00.000 +01:00',
 '2023-02-14 00:00:00.000 +01:00']

[78]:

s3s.GetTimeStamps()[1] # Static

[78]:

'2023-02-13 00:00:00.000 +01:00'

In the below subcases differnt choices of parameters for creating the result dataframe manually are shown. Note that not all possible combination of paramters are shown here.

Subcase 1: Static + All Result Values

[79]:

(s3s.generate_element_results_dataframe(element_type=s3s.ObjectTypes.Pipe
                                        ,properties=None # None => All available properties
                                        ,timestamps=[s3s.GetTimeStamps()[1]] # static
                                        )).head(3)

[2026-10-07 12:47:58,760] INFO in sir3stoolkit.mantle.dataframes: [results] Generating results dataframe for element type: ObjectTypes.Pipe
[2026-10-07 12:47:58,917] INFO in sir3stoolkit.mantle.dataframes: [Resolving Timestamps] Only static timestamp 2023-02-13 00:00:00.000 +01:00 is used
[2026-10-07 12:47:58,920] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] Retrieved 524 element(s) of element type ObjectTypes.Pipe.
[2026-10-07 12:47:58,924] INFO in sir3stoolkit.mantle.dataframes: [results] No properties given → using ALL result properties for ObjectTypes.Pipe.
[2026-10-07 12:47:58,927] INFO in sir3stoolkit.mantle.dataframes: [results] Using 82 result properties.
[2026-10-07 12:47:58,971] INFO in sir3stoolkit.mantle.dataframes: [results] 1 timestamp(s), 524 element(s), 82 properties resolved (0.2 s).
[2026-10-07 12:47:58,973] INFO in sir3stoolkit.mantle.dataframes: [results] Retrieving result values... (bulk=False)
[2026-10-07 12:48:02,092] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 20 % (8,610/42,968 values, 3.1 s)
[2026-10-07 12:48:04,495] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 40 % (17,220/42,968 values, 5.5 s)
[2026-10-07 12:48:07,925] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 60 % (25,830/42,968 values, 8.9 s)
[2026-10-07 12:48:12,702] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 80 % (34,440/42,968 values, 13.7 s)
[2026-10-07 12:48:14,643] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 100 % (42,968/42,968 values, 15.7 s)
[2026-10-07 12:48:14,715] INFO in sir3stoolkit.mantle.dataframes: [results] 42,968 value(s) retrieved via GetResultfortimestamp() (15.7 s).
[2026-10-07 12:50:09,204] INFO in sir3stoolkit.mantle.dataframes: [results] 26724 fully NaN columns dropped.
[2026-10-07 12:50:09,205] INFO in sir3stoolkit.mantle.dataframes: [results] DataFrame assembled (1.9 s).
[2026-10-07 12:50:09,361] INFO in sir3stoolkit.mantle.dataframes: [results] Names/end nodes of 524 element(s) looked up (0.1 s).
[2026-10-07 12:50:09,694] INFO in sir3stoolkit.mantle.dataframes: [results] Done. Shape: (1, 16244) (130.9 s in total)

[79]:
tk 5442010239090746007 4917786378639043296 4762482310382009633 4987229536643024523 5722206630503885118 5089459212485379804 5526871502288882655 4809089329099085219 5170001087020228683 5625716875961234775 5501916898830363065 5192970129555982907 5027225217797463802 5107343838750080243 4840056338230495043 ... 5269134948859572308 5491353045770208506 5351083508550202918 5405503540588733856 5409157591891833907 5288551187767515760 5273136311620767333 5331559348183931626 5263881428814102490 5139154449387664728 4919408196640282331 4957957828740199285 5499776682108862751 5285235772707481262 5373158549695106826
name Rohr V-K03S V-K13S Rohr V-K13S V-K23S Rohr V-K23S V-K33S Rohr V-K33S V-K43S Rohr V-K43S V-K53S Rohr V-K53S V-K63S Rohr V-K63S V-K73S Rohr V-K73S V-K83S Rohr V-K83S V-K93S Rohr V-K93S V-K103S Rohr V-K103S V-K113S Rohr V-K113S V-K123S Rohr V-K123S V-K133S Rohr V-K133S V-K143S Rohr V-K153S V-K163S ... Rohr R-K2953S R-K4863S Rohr R-K4863S R-K4873S Rohr R-K4873S R-K2633S Rohr R-K3243S R-K4353S Rohr R-K2953S R-K4883S Rohr R-K4883S R-K3053S Rohr R-K4893S R-K4903S Rohr R-K4903S R-K4913S Rohr R-K4913S R-K4923S Rohr R-K4923S R-K4933S Rohr R-K4933S R-K3223S Rohr R-K4583S R-K4943S Rohr R-K4943S R-K4953S Rohr V-TS-S V-K1403S Rohr R-TS-S R-K3883S
end_nodes ('5669301360686511351', '5397948523091900401', '-1', '-1') ('5397948523091900401', '5239335112004772156', '-1', '-1') ('5239335112004772156', '5298886695042021307', '-1', '-1') ('5298886695042021307', '4993257270457791438', '-1', '-1') ('4993257270457791438', '5317865645994989592', '-1', '-1') ('5317865645994989592', '5085491372308261877', '-1', '-1') ('5085491372308261877', '4989694427717344427', '-1', '-1') ('4989694427717344427', '5097833100706648505', '-1', '-1') ('5097833100706648505', '5748593725990350490', '-1', '-1') ('5748593725990350490', '5498236250497948633', '-1', '-1') ('5498236250497948633', '4764732356959599958', '-1', '-1') ('4764732356959599958', '5648425495460137243', '-1', '-1') ('5648425495460137243', '5603354735453128217', '-1', '-1') ('5603354735453128217', '5554918259063780747', '-1', '-1') ('4992867596416688120', '4921884425075838112', '-1', '-1') ... ('5633597914934904333', '5574991124367751476', '-1', '-1') ('5574991124367751476', '4975214249705490510', '-1', '-1') ('4975214249705490510', '5094432188973309704', '-1', '-1') ('5646336073962561060', '5587691779179476160', '-1', '-1') ('5633597914934904333', '5612942068225970373', '-1', '-1') ('5612942068225970373', '5229197186883323186', '-1', '-1') ('4739104474621250459', '5580718637254253308', '-1', '-1') ('5580718637254253308', '5169329782661335841', '-1', '-1') ('5169329782661335841', '5085846975953784416', '-1', '-1') ('5085846975953784416', '5330057762618897371', '-1', '-1') ('5330057762618897371', '5000360659046308972', '-1', '-1') ('4863932769493405228', '5295548655235318963', '-1', '-1') ('5295548655235318963', '5475286394948521111', '-1', '-1') ('5172212715463480789', '5392476601138952594', '-1', '-1') ('5093129494518007690', '5337935179219974656', '-1', '-1')
property A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI ... QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC PDAMPF PHR PMIN PVEC PVECMAX_INST PVECMIN_INST QMAV QMI QMK RHOI RHOK RHOVEC SVEC TI TK TTRVEC TVEC VAV VI VK VOLDA WVL ZVEC
timestamp
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966.122\t966.1342\t966.1464\t966.1585 0\t9.44853\t18.89706\t28.34559 89.2966 89.235786 0.5308085\t0.5357814\t0.5407543\t0.5457271 89.2966\t89.27634\t89.25607\t89.23578 0.527781 0.527792 0.527772 0.0 336.178009 565.13\t565.5367\t565.9433\t566.35 0.0 0.057364 17.784269 0.725678 0.0 0.0 0.087932 0.4454001\t0.4454001\t0.4454001\t0.4454001\t0.... 0.676058 0.003588 3.116338 3.25354\t3.2261\t3.19866\t3.17122\t3.14378\t3.... 3.25354\t3.2261\t3.19866\t3.17122\t3.14378\t3.... 3.25354\t3.2261\t3.19866\t3.17122\t3.14378\t3.... 1.60344 1.60344 1.60344 966.158508 966.406372 966.1585\t966.2081\t966.2576\t966.3073\t966.35... 0\t8.1609\t16.3218\t24.4827\t32.6436\t40.8045 89.235786 88.847992 0.5457272\t0.5572001\t0.568673\t0.5801458\t0.5... 89.23578\t89.15823\t89.08069\t89.00311\t88.925... 0.197589 0.197615 0.197564 0.0 54.834511 566.35\t566.632\t566.914\t567.196\t567.478\t56... 0.0 0.057824 24.692181 2.629668 0.0 0.0 0.308809 2.641599\t2.641599\t2.641599\t2.641599\t2.6415... 0.692036 0.032887 3.458471 3.662805\t3.64423\t3.625655\t3.60708\t3.588505... 3.662805\t3.64423\t3.625655\t3.60708\t3.588505... 3.662805\t3.64423\t3.625655\t3.60708\t3.588505... 9.509756 9.509756 ... -61.579399 -61.579399 983.822815 983.795898 983.8228\t983.8211\t983.8195\t983.8177\t983.81... 0\t9.767344\t19.53469\t29.30203\t39.06937\t48.... 59.75441 59.80825 0.2026442\t0.1971826\t0.191721\t0.1862594\t0.1... 59.75443\t59.75778\t59.76114\t59.76453\t59.767... -0.49677 -0.496764 -0.496777 0.0 0.0 558.81\t559.0231\t559.2363\t559.4493\t559.6625... 0.0 0.017306 24.6924 0.6862 0.0 0.0 0.080464 -15.35888\t-15.35888\t-15.35888\t-15.35888 0.197326 0.002236 2.073852 2.14494\t2.121245\t2.09755\t2.07385 2.14494\t2.121245\t2.09755\t2.07385 2.14494\t2.121245\t2.09755\t2.07385 -55.291969 -55.291969 -55.291969 983.806824 983.801514 983.8068\t983.8051\t983.8033\t983.8015 0\t9.263307\t18.52661\t27.78992 59.7864 59.797058 0.1283654\t0.1225967\t0.1168279\t0.1110592 59.78641\t59.78995\t59.79352\t59.79706 -0.446051 -0.44605 -0.446052 0.0 0.0 562.22\t562.4733\t562.7266\t562.98 0.0 0.014931 24.63221 0.578067 0.0 0.0 0.077303 -15.03341\t-15.03341\t-15.03341\t-15.03341 0.197375 0.001814 2.011987 2.07385\t2.05323\t2.03261\t2.011985 2.07385\t2.05323\t2.03261\t2.011985 2.07385\t2.05323\t2.03261\t2.011985 -54.120258 -54.120258 -54.120258 983.803711 983.799072 983.8037\t983.8022\t983.8006\t983.7991 0\t7.82264\t15.64528\t23.46792 59.79266 59.801861 0.1134637\t0.1084867\t0.1035097\t0.09853269 59.79266\t59.79575\t59.7988\t59.80188 -0.4366 -0.436599 -0.436601 0.0 0.0 562.98\t563.2\t563.42\t563.64 0.0 26.05582 0.0 0.0 1.0 0.0 9.849004e-23 -4.292815E-10\t-4.292815E-10\t-4.292815E-10\t-... 0.0123 2.566239e-24 1.0 1\t1.03891\t1.077825\t1.116735 1\t1.03891\t1.077825\t1.116735 1\t1.03891\t1.077825\t1.116735 -1.545413e-09 -1.545413e-09 -1.545413e-09 1000.299988 1000.299988 1000.3\t1000.3\t1000.3\t1000.3 0\t8.685273\t17.37055\t26.05582 9.999994 9.999994 1.284349E+08\t1.284349E+08\t1.284348E+08\t1.28... 10\t10\t10\t10 -5.530307e-13 -5.530307e-13 -5.530307e-13 0.0 0.0 551.36\t550.9633\t550.5667\t550.17 0.0 0.008468 24.68115 0.532601 0.0 0.0 0.192034 24.37467\t24.37467\t24.37467\t24.37467 0.197364 0.004144 2.458543 2.45854\t2.47742\t2.4963\t2.51518 2.45854\t2.47742\t2.4963\t2.51518 2.45854\t2.47742\t2.4963\t2.51518 87.748787 87.748787 87.748787 983.80072 983.803284 983.8007\t983.8016\t983.8025\t983.8033 0\t7.193083\t14.38617\t21.57925 59.79858 59.793369 0.1535359\t0.1563585\t0.1591811\t0.1620037 59.79858\t59.79684\t59.7951\t59.79337 0.707888 0.707889 0.707887 0.0 0.0 558.81\t558.6\t558.39\t558.18 0.0 0.017298 24.636801 1.103176 0.0 0.0 0.197824 24.7595\t24.7595\t24.7595\t24.7595\t24.7595\t2... 0.197321 0.008858 2.51518 2.51518\t2.559525\t2.60387\t2.648215\t2.69256\... 2.51518\t2.559525\t2.60387\t2.648215\t2.69256\... 2.51518\t2.559525\t2.60387\t2.648215\t2.69256\... 89.134193 89.134193 89.134193 983.801697 983.807129 983.8017\t983.8028\t983.8038\t983.8049\t983.80... 0\t8.95551\t17.91102\t26.86653\t35.82204\t44.7... 59.796581 59.785919 0.1594857\t0.1629453\t0.1664049\t0.1698644\t0.... 59.7966\t59.79446\t59.79233\t59.79019\t59.7880... 0.719063 0.719065 0.719061 0.0 0.0 558.18\t557.702\t557.224\t556.746\t556.268\t55... 0.0 25.214769 0.0 0.0 1.0 0.0 0.0 0\t0\t0\t0 0.0123 0.0 1.304095 1.34039\t1.32829\t1.316195\t1.304095 1.34039\t1.32829\t1.316195\t1.304095 1.34039\t1.32829\t1.316195\t1.304095 0.0 0.0 0.0 1000.299988 1000.299988 1000.3\t1000.3\t1000.3\t1000.3 0\t8.404923\t16.80985\t25.21477 9.999994 9.999994 31.9595\t31.9595\t31.9595\t31.9595 10\t10\t10\t10 0.0 0.0 0.0 0.0 0.0 547.89\t548.0134\t548.1367\t548.26 0.0 13.48946 0.0 0.0 1.0 0.0 1.591515e-24 -5.456968E-11\t-5.456968E-11\t-5.456968E-11 0.0123 2.146868e-26 1.288402 1.304095\t1.29625\t1.2884 1.304095\t1.29625\t1.2884 1.304095\t1.29625\t1.2884 -1.964509e-10 -1.964509e-10 -1.964509e-10 1000.299988 1000.299988 1000.3\t1000.3\t1000.3 0\t6.74473\t13.48946 9.999994 9.999994 13.48946\t6.74473\t0 10\t10\t10 -7.030052e-14 -7.030052e-14 -7.030052e-14 0.0 0.0 548.26\t548.34\t548.42 0.0 8.799599 0.0 0.0 1.0 0.0 0.0 0\t0 0.0123 0.0 1.266818 1.2884\t1.26682 1.2884\t1.26682 1.2884\t1.26682 0.0 0.0 0.0 1000.299988 1000.299988 1000.3\t1000.3 0\t8.799599 9.999994 9.999994 8.799599\t8.799599 10\t10 0.0 0.0 0.0 0.0 0.0 548.42\t548.64 0.0 11.09779 0.0 0.0 1.0 0.0 7.702934e-24 1.200533E-10\t1.200533E-10\t1.200533E-10 0.0123 8.548555e-26 1.215812 1.26682\t1.241315\t1.21581 1.26682\t1.241315\t1.21581 1.26682\t1.241315\t1.21581 4.321919e-10 4.321919e-10 4.321919e-10 1000.299988 1000.299988 1000.3\t1000.3\t1000.3 0\t5.548895\t11.09779 9.999994 9.999994 0\t5.548895\t11.09779 10\t10\t10 1.546611e-13 1.546611e-13 1.546611e-13 0.0 0.0 548.64\t548.9\t549.16 0.0 26.07811 0.0 0.0 1.0 0.0 8.558816e-25 -4.001777E-11\t-4.001777E-11\t-4.001777E-11\t-... 0.0123 2.231977e-26 1.107903 1.21581\t1.179845\t1.143875\t1.107905 1.21581\t1.179845\t1.143875\t1.107905 1.21581\t1.179845\t1.143875\t1.107905 -1.440640e-10 -1.440640e-10 -1.440640e-10 1000.299988 1000.299988 1000.3\t1000.3\t1000.3\t1000.3 0\t8.692703\t17.38541\t26.07811 9.999994 9.999994 1.28435E+08\t1.28435E+08\t1.28435E+08\t1.28435... 10\t10\t10\t10 -5.155371e-14 -5.155371e-14 -5.155371e-14 0.0 0.0 549.16\t549.5267\t549.8933\t550.26 0.0 17.345261 0.0 0.0 1.0 0.0 0.0 0\t0\t0 0.0123 0.0 1.383552 1.638605\t1.51108\t1.38355 1.638605\t1.51108\t1.38355 1.638605\t1.51108\t1.38355 0.0 0.0 0.0 1000.299988 1000.299988 1000.3\t1000.3\t1000.3 0\t8.67263\t17.34526 9.999994 9.999994 85.67538\t85.67538\t85.67538 10\t10\t10 0.0 0.0 0.0 0.0 0.0 544.85\t546.15\t547.45 0.0 20.64109 0.0 0.0 1.0 0.0 1.018570e-24 4.365575E-11\t4.365575E-11\t4.365575E-11\t4.36... 0.0123 2.102439e-26 1.068668 1.38355\t1.27859\t1.17363\t1.06867 1.38355\t1.27859\t1.17363\t1.06867 1.38355\t1.27859\t1.17363\t1.06867 1.571607e-10 1.571607e-10 1.571607e-10 1000.299988 1000.299988 1000.3\t1000.3\t1000.3\t1000.3 0\t6.880363\t13.76073\t20.64109 9.999994 9.999994 0\t6.880363\t13.76073\t20.64109 10\t10\t10\t10 5.624041e-14 5.624041e-14 5.624041e-14 0.0 0.0 547.45\t548.52\t549.59\t550.66 0.0 0.002894 22.784241 0.227842 0.0 0.0 0.757062 8.40759\t8.40759 0.473539 0.007571 4.839617 4.839615\t4.84539 4.839615\t4.84539 4.839615\t4.84539 30.267321 30.267321 30.267321 972.200012 972.203918 972.2\t972.2039 0\t10 79.999992 79.993553 0\t0.002893685 80\t79.99356 0.959945 0.959947 0.959943 0.0 708.314819 546.23\t546.09 0.0 0.002928 16.215811 0.162158 0.0 0.0 0.7658 -8.407589\t-8.407589 0.198149 0.007658 3.981986 3.981985\t3.997365 3.981985\t3.997365 3.981985\t3.997365 -30.267321 -30.267321 -30.267321 983.759583 983.757324 983.7596\t983.7573 0\t10 59.880871 59.885479 0.04499995\t0.04207187 59.88086\t59.8855 -0.948668 -0.948667 -0.948669 0.0 0.0 546.26\t546.18

1 rows × 16244 columns

Note that a multi index on the columns is created, holding the most important model_data.

  • Level 0: tk (device ID)

  • Level 1: name (device name)

  • Level 2: end_nodes (tuple of connected node IDs as string)

  • Level 3: property (result name)

As can be seen a lot of 99999.0 placeholder values are inserted, because we attempt to access many result values that SIR Calc can calculate but are not requested for this model. Therefore using all available result properties(properties=None), is generally not recommended.

Subcase 2: All Timestamps + Specific Values

[80]:

df_pipes_2 = s3s.generate_element_results_dataframe(element_type=s3s.ObjectTypes.Pipe
                                                    ,properties=["DTTR", "PHR"] # Specify result properties of interest
                                                    ,timestamps=None # None => All available simulation timestamps
                                                    )

[2026-10-07 12:50:12,472] INFO in sir3stoolkit.mantle.dataframes: [results] Generating results dataframe for element type: ObjectTypes.Pipe
[2026-10-07 12:50:13,056] INFO in sir3stoolkit.mantle.dataframes: [Resolving Timestamps] No timestamps were given. Checking available simulation timestamps (SIR3S_Model.GetTimeStamps()[0]).
[2026-10-07 12:50:13,063] INFO in sir3stoolkit.mantle.dataframes: [Resolving Timestamps] 25 simulation timestamp(s) are available.
[2026-10-07 12:50:13,063] INFO in sir3stoolkit.mantle.dataframes: [Resolving Timestamps] Using 25 timestamps: ['2023-02-13 00:00:00.000 +01:00', '2023-02-13 01:00:00.000 +01:00', '2023-02-13 02:00:00.000 +01:00', '2023-02-13 03:00:00.000 +01:00', '2023-02-13 04:00:00.000 +01:00', '2023-02-13 05:00:00.000 +01:00', '2023-02-13 06:00:00.000 +01:00', '2023-02-13 07:00:00.000 +01:00', '2023-02-13 08:00:00.000 +01:00', '2023-02-13 09:00:00.000 +01:00', '2023-02-13 10:00:00.000 +01:00', '2023-02-13 11:00:00.000 +01:00', '2023-02-13 12:00:00.000 +01:00', '2023-02-13 13:00:00.000 +01:00', '2023-02-13 14:00:00.000 +01:00', '2023-02-13 15:00:00.000 +01:00', '2023-02-13 16:00:00.000 +01:00', '2023-02-13 17:00:00.000 +01:00', '2023-02-13 18:00:00.000 +01:00', '2023-02-13 19:00:00.000 +01:00', '2023-02-13 20:00:00.000 +01:00', '2023-02-13 21:00:00.000 +01:00', '2023-02-13 22:00:00.000 +01:00', '2023-02-13 23:00:00.000 +01:00', '2023-02-14 00:00:00.000 +01:00']
[2026-10-07 12:50:13,074] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] Retrieved 524 element(s) of element type ObjectTypes.Pipe.
[2026-10-07 12:50:13,080] INFO in sir3stoolkit.mantle.dataframes: [results] Using 2 result properties.
[2026-10-07 12:50:13,177] INFO in sir3stoolkit.mantle.dataframes: [results] 25 timestamp(s), 524 element(s), 2 properties resolved (0.7 s).
[2026-10-07 12:50:13,183] INFO in sir3stoolkit.mantle.dataframes: [results] Retrieving result values... (bulk=False)
[2026-10-07 12:50:15,009] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 20 % (5,240/26,200 values, 1.8 s)
[2026-10-07 12:50:23,175] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 40 % (10,480/26,200 values, 10.0 s)
[2026-10-07 12:50:30,518] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 60 % (15,720/26,200 values, 17.3 s)
[2026-10-07 12:50:37,612] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 80 % (20,960/26,200 values, 24.4 s)
[2026-10-07 12:50:47,318] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 100 % (26,200/26,200 values, 34.1 s)
[2026-10-07 12:50:47,324] INFO in sir3stoolkit.mantle.dataframes: [results] 26,200 value(s) retrieved via GetResultfortimestamp() (34.1 s).
[2026-10-07 12:50:47,638] INFO in sir3stoolkit.mantle.dataframes: [results] 0 fully NaN columns dropped.
[2026-10-07 12:50:47,638] INFO in sir3stoolkit.mantle.dataframes: [results] DataFrame assembled (0.0 s).
[2026-10-07 12:50:48,275] INFO in sir3stoolkit.mantle.dataframes: [results] Names/end nodes of 524 element(s) looked up (0.6 s).
[2026-10-07 12:50:48,295] INFO in sir3stoolkit.mantle.dataframes: [results] Done. Shape: (25, 1048) (35.8 s in total)

[81]:

df_pipes_2.head(3)

[81]:
tk 5442010239090746007 4917786378639043296 4762482310382009633 4987229536643024523 5722206630503885118 5089459212485379804 5526871502288882655 4809089329099085219 5170001087020228683 5625716875961234775 5501916898830363065 5192970129555982907 5027225217797463802 5107343838750080243 4840056338230495043 5700872284015490704 5290590848336792638 4781821593135991761 4770083637349644299 5140383994159421977 4615723899944629797 5485743457841402038 5061682782623660813 4868922965129592512 5253822763469470014 5468996363795343031 5339499657518903527 4811306899232458618 4928779983564758026 4965578769510488820 5600841315591171772 4995034655758156710 5209057104414292468 5726827761099671871 5080791944541542127 4996979568467922520 4893521402166887668 4943852467771545411 5294908835443772392 5407639481169980338 5494345815849234157 5559756735287401600 4688455252738739891 5120913591494019846 5189136483684313738 5027271755713739562 4843364651593046845 4763398616537422727 5211657964305638265 4899878437571936054 5017291090985710926 4968195666913259627 4872293615039533867 5073852406571450055 5460451359190976355 5680559127926603859 5701217076123185999 5343389149567015241 5004534437760811077 5638727652971481339 4933247170382646480 5144558095415012328 4676843093813396651 5238385499211955735 5431464167607748731 5021757307925561906 5735390708503613465 5602200558168325137 4976126317058169697 5611058499224570176 4951309552891536851 4734625425618016004 5003475594426980558 5199984776776235548 5146987453990281112 4664282009021425543 4730098385004060223 5143417057295500465 4870893641534242754 4751771958060245818 5431352512414392985 4756919352045195395 4950699445422043390 5443612009555325057 5130272059781459965 5030450908543536722 5425728209090108132 4897883139609927597 5385910423114382788 4815053638180850703 5520594566396266859 4822932207368532352 4943632133505495565 5136719248606301905 5222700144096421193 5209596079625295991 5215757535605464866 5089350764087843246 4922208128354560629 5176883269076091732 4882993749777364317 5374456943006507008 4843836890906700052 5535463940319820632 5012186927559751405 4986912592668362327 5119633900217288954 5293317689029296733 4766100927082653384 5638908776577558151 5244494914545547298 4818046255571175936 4826614335972511296 5223081641641736592 5248841557788033271 5612538195203776712 5446352019210100674 5198739705259994278 5120004980087359327 5081007708328729580 5332936729509410779 5193926613850153217 5669055683311185692 5142801769428353146 5570925755149935463 5089627882145801048 5749509498631743083 5313314888424094938 5672198676406030965 5492269585462839687 4878085949235357089 5009009696813138306 5417154223408487165 4888087184557203150 5482200169109927461 5506250915346749683 5249576152024204638 5377200445080630699 5293057810555927426 4869711570166799356 5116990929886803340 5735615340560878820 4881353465437199724 5621715799375882738 5012002718030878203 5398733809575429001 5028247962181469636 4900101542637177072 5277687384123072302 5494173646602854486 5052735000191334434 5539639795342428023 5278182790120832611 5199049455293895634 4921179458989199657 4916972176026821426 5022571509924021844 4763784987464972068 5277721701940071811 5134029809569092929 5078017899111203433 5254059088049802980 5371971925339056665 5431036277668526595 5483354135827032665 5285379841869150294 5293405653296791451 4819969964299896962 5351904744714142235 5646757598295302988 5691533564979419761 5048873293262650113 5643610361723733925 5199821632200720341 5532148500642435090 5595641383032896800 5473664242867087532 5537095863454943245 4971302338639629382 5013314486814762862 5242300102291724928 5546837522852121331 5019054790932573745 4728990773140988900 5367689158219221191 5218286473243188911 5539804019387586531 5617925833435212075 5306936070034225058 5358411267245496507 4713734746689397424 5149494653460530987 5084014870632527368 5657819787231956123 4869220947327072403 4715322105206840823 5187233458674428963 5629674368074184841 5435501069470547583 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name Rohr V-K03S V-K13S Rohr V-K13S V-K23S Rohr V-K23S V-K33S Rohr V-K33S V-K43S Rohr V-K43S V-K53S Rohr V-K53S V-K63S Rohr V-K63S V-K73S Rohr V-K73S V-K83S Rohr V-K83S V-K93S Rohr V-K93S V-K103S Rohr V-K103S V-K113S Rohr V-K113S V-K123S Rohr V-K123S V-K133S Rohr V-K133S V-K143S Rohr V-K153S V-K163S Rohr V-K163S V-K143S Rohr V-K143S V-K173S Rohr V-K173S V-K183S Rohr V-K183S V-K193S Rohr V-K193S V-K203S Rohr V-K203S V-K213S Rohr V-K213S V-K223S Rohr V-K233S V-K243S Rohr V-K243S V-K253S Rohr V-K253S V-K263S Rohr V-K263S V-K273S Rohr V-K273S V-K153S Rohr V-K283S V-K293S Rohr V-K293S V-K303S Rohr V-K303S V-K313S Rohr V-K313S V-K323S Rohr V-K323S V-K333S Rohr V-K333S V-K03S Rohr V-K03S V-K343S Rohr V-K353S V-K363S Rohr V-K363S V-K373S Rohr V-K373S V-K383S Rohr V-K383S V-K393S Rohr V-K393S V-K403S Rohr V-K403S V-K413S Rohr V-K413S V-K423S Rohr V-K423S V-K433S Rohr V-K433S V-K443S Rohr V-K443S V-K453S Rohr V-K453S V-K463S Rohr V-K463S V-K473S Rohr V-K423S V-K483S Rohr V-K483S V-K493S Rohr V-K493S V-K503S Rohr V-K503S V-K513S Rohr V-K513S V-K523S Rohr V-K523S V-K533S Rohr V-K533S V-K543S Rohr V-K543S V-K553S Rohr V-K553S V-K563S Rohr V-K573S V-K583S Rohr V-K153S V-K593S Rohr V-K593S V-K603S Rohr V-K603S V-K283S Rohr V-K353S V-K613S Rohr V-K343S V-K623S Rohr V-K623S V-K633S Rohr V-K633S V-K643S Rohr V-K643S V-K653S Rohr V-K653S V-K663S Rohr V-K663S V-K673S Rohr V-K673S V-K683S Rohr V-K683S V-K693S Rohr V-K693S V-K703S Rohr V-K703S V-K713S Rohr V-K713S V-K723S Rohr V-K723S V-K733S Rohr V-K733S V-K743S Rohr V-K743S V-K753S Rohr V-K753S V-K763S Rohr V-K223S V-K773S Rohr V-K783S V-K793S Rohr V-K793S V-K803S Rohr V-K803S V-K813S Rohr V-K813S V-K823S Rohr V-K823S V-K833S Rohr V-K833S V-K843S Rohr V-K843S V-K853S Rohr V-K853S V-K863S Rohr V-K863S V-K873S Rohr V-K873S V-K883S Rohr V-K883S V-K893S Rohr V-K893S V-K903S Rohr V-K903S V-K913S Rohr V-K913S V-K923S Rohr V-K923S V-K503S Rohr V-K503S V-K353S Rohr V-K933S V-K943S Rohr V-K943S V-K953S Rohr V-K953S V-K963S Rohr V-K963S V-K973S Rohr V-K973S V-K983S Rohr V-K983S V-K993S Rohr V-K993S V-K1003S Rohr V-K1003S V-K1013S Rohr V-K1013S V-K1023S Rohr V-K1023S V-K1033S Rohr V-K283S V-K1043S Rohr V-K1043S V-K1053S Rohr V-K1053S V-K1063S Rohr V-K1063S V-K1073S Rohr V-K1073S V-K1083S Rohr V-K1083S V-K573S Rohr V-K1093S V-K1103S Rohr V-K1103S V-K1113S Rohr V-K1113S V-K1123S Rohr V-K1123S V-K1133S Rohr V-K1133S V-K1143S Rohr V-K1143S V-K1153S Rohr V-K1153S V-K953S Rohr V-K1163S V-K1173S Rohr V-K1173S V-K1153S Rohr V-K1153S V-K1033S Rohr V-K1033S V-K1183S Rohr V-K1183S V-K1193S Rohr V-K1193S V-K1203S Rohr V-K1203S V-K1213S Rohr V-K1213S V-K1223S Rohr V-K1223S V-K03S Rohr V-K1233S V-K1223S Rohr V-K23S V-K1243S Rohr V-K1243S V-K1253S Rohr V-K1253S V-K1263S Rohr V-K1263S V-K1273S Rohr V-K1273S V-K1283S Rohr V-K1283S V-K1293S Rohr V-K1293S V-K1303S Rohr V-K1303S V-K13S Rohr V-K83S V-K1313S Rohr V-K1313S V-K1323S Rohr V-K1323S V-K1333S Rohr V-K1333S V-K1343S Rohr V-K1343S V-K1353S Rohr V-K1353S V-K1363S Rohr V-K1363S V-K1373S Rohr V-K133S V-SP01 Rohr V-K333S V-K1393S Rohr V-K963S V-TS-P Rohr V-K1403S V-K1413S Rohr V-K1403S V-K1423S Rohr V-K1423S V-K1433S Rohr V-K1433S V-K1443S Rohr V-K1443S V-K1453S Rohr V-K1453S V-K1463S Rohr V-K1463S V-K1473S Rohr V-K1473S V-K1483S Rohr V-K1483S V-K1493S Rohr V-K1493S V-K1503S Rohr V-K1503S V-K1513S Rohr V-K1513S V-K1523S Rohr V-K1523S V-K1533S Rohr V-K1533S V-K1543S Rohr V-K1543S V-K1553S Rohr V-K1553S V-K1563S Rohr V-K1563S V-K1573S Rohr V-K1573S V-K1583S Rohr V-K1583S V-K623S Rohr V-SP02 V-K1603S Rohr V-K1603S V-K1613S Rohr V-K1613S V-K1623S Rohr V-K1623S V-K253S Rohr V-K1603S V-K1633S Rohr V-K263S V-K1643S Rohr V-K1643S V-K1653S Rohr V-K1653S V-K1663S Rohr V-E0 V-K1683S Rohr V-K1683S V-K1693S Rohr V-K1703S V-K1713S Rohr V-K1713S V-K1723S Rohr V-K1723S V-K1733S Rohr V-K1733S V-K1743S Rohr V-K1743S V-K1753S Rohr V-K1753S V-K1763S Rohr V-K1763S V-K1773S Rohr V-K1773S V-K1783S Rohr V-K1783S V-K1793S Rohr V-K1793S V-K1803S Rohr V-K1803S V-K1813S Rohr V-K1813S V-K1823S Rohr V-K1833S V-K1843S Rohr V-K1843S V-K1853S Rohr V-K1853S V-K1863S Rohr V-K1873S V-K1883S Rohr V-K1883S V-K1893S Rohr V-K1893S V-K1903S Rohr V-K1903S V-K1703S Rohr V-K1703S V-K1913S Rohr V-K1913S V-K1763S Rohr V-K1763S V-K1923S Rohr V-K1923S V-K1833S Rohr V-K523S V-K1933S Rohr V-K1933S V-K1943S Rohr V-K1943S V-K1953S Rohr V-K1953S V-K1963S Rohr V-K1963S V-K1973S Rohr V-K243S V-K1983S Rohr V-K483S V-K1993S Rohr V-K1993S V-K2003S Rohr V-K2003S V-K2013S Rohr V-K2013S V-K2023S Rohr V-K2023S V-K573S Rohr V-K833S V-K2033S Rohr V-K2033S V-K2043S Rohr V-K1693S V-K2053S Rohr V-K2053S V-K813S Rohr V-K2063S V-K2073S Rohr V-K323S V-K2083S Rohr V-K2083S V-K1093S Rohr V-K1093S V-K1073S Rohr V-K2093S V-K2103S Rohr V-K2103S V-K2113S Rohr V-K2113S V-K2123S Rohr V-K2123S V-K2133S Rohr V-K2133S V-K1833S Rohr V-K1413S V-K2143S Rohr V-K1083S V-K2153S Rohr V-K823S V-K2043S Rohr V-K2043S V-K2163S Rohr V-K2163S V-K1693S Rohr V-K2173S V-K933S ... Rohr R-K2873S R-K2883S Rohr R-K2883S R-K2893S Rohr R-K2893S R-K2903S Rohr R-K2903S R-K2913S Rohr R-K2913S R-K2923S Rohr R-K2923S R-K2933S Rohr R-K2933S R-K2943S Rohr R-K2943S R-K2953S Rohr R-K2903S R-K2963S Rohr R-K2963S R-K2973S Rohr R-K2973S R-K2983S Rohr R-K2983S R-K2993S Rohr R-K2993S R-K3003S Rohr R-K3003S R-K3013S Rohr R-K3013S R-K3023S Rohr R-K3023S R-K3033S Rohr R-K3033S R-K3043S Rohr R-K3053S R-K3063S Rohr R-K2633S R-K3073S Rohr R-K3073S R-K3083S Rohr R-K3083S R-K2763S Rohr R-K2833S R-K3093S Rohr R-K2823S R-K3103S Rohr R-K3103S R-K3113S Rohr R-K3113S R-K3123S Rohr R-K3123S R-K3133S Rohr R-K3133S R-K3143S Rohr R-K3143S R-K3153S Rohr R-K3153S R-K3163S Rohr R-K3163S R-K3173S Rohr R-K3173S R-K3183S Rohr R-K3183S R-K3193S Rohr R-K3193S R-K3203S Rohr R-K3203S R-K3213S Rohr R-K3213S R-K3223S Rohr R-K3223S R-K3233S Rohr R-K3233S R-K3243S Rohr R-K2703S R-K3253S Rohr R-K3263S R-K3273S Rohr R-K3273S R-K3283S Rohr R-K3283S R-K3293S Rohr R-K3293S R-K3303S Rohr R-K3303S R-K3313S Rohr 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timestamp
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0.002292 0.003403 0.001011 0.001501 0.001440 0.002138 0.013224 0.003241 0.039443 0.012299 0.022698 0.010943 0.005645 0.003656 0.003123 0.002790 0.003176 0.002837 0.002825 0.000901 0.003778 0.001591 0.041939 0.025022 0.027287 0.031906 0.013556 0.002356 0.032755 0.015463 0.120189 0.016694 0.029787 0.007404 0.003461 0.003682 0.002508 0.002668 0.003021 0.002380 0.028257 0.012704 76.11499 0.0 0.044766 0.021614 0.198833 0.005308 0.002615 0.000217 0.004329 0.000359 0.021532 0.001788 0.018336 0.002189 0.004399 0.000736 0.002740 0.000458 0.162641 0.003740 0.001846 0.000923 0.015261 0.015772 0.001728 0.000814 0.001787 0.000841 0.002722 0.000675 0.014217 0.003524 0.026766 0.002458 0.034400 0.007609 0.075256 0.023431 0.026752 0.025282 0.033609 0.005711 0.00941 0.014277 0.012629 0.010987 0.003993 0.013964 0.004990 0.011896 0.005167 0.006407 0.006188 0.006993 0.004334 0.007655 0.004110 0.007258 0.006365 0.005370 0.022683 0.015802 0.009986 0.006957 0.037527 0.006078 22.46283 2.367313e-26 11.13411 3.450465e-25 18.746161 1.318466e-24 27.98768 1.348187e-24 32.478939 3.361727e-25 63.818771 0.0 0.032015 0.014828 0.026397 0.013598 0.007729 0.002356 0.020752 0.008679 0.028053 0.012045 0.035126 0.013129 0.019297 0.008694 0.013370 0.002938 0.004788 0.002398 0.003901 0.001954 10.56986 1.001124e-14 14.57936 1.380899e-14 19.879881 1.882938e-14 24.450741 2.315862e-14 23.61157 2.236373e-14 50.966759 4.827341e-14 21.2934 4.150396e-24 16.31768 3.066634e-24 21.15114 7.623296e-25 6.620245 2.229464e-25 5.387928 0.000000e+00 11.07489 2.132729e-26 6.690278 0.000000e+00 21.847469 8.901269e-26 18.86606 3.416249e-26 26.745211 6.973918e-24 17.53896 4.109367e-24 15.2731 3.049117e-24 7.780674 2.157625e-24 35.01923 3.316753e-14 18.988621 1.798446e-14 14.42032 2.693456e-26 16.00222 8.405074e-26 40.991829 8.379603e-26 37.581631 0.000000e+00 3.547835 5.276279e-27 34.969742 2.003576e-26 105.895203 1.078617e-25 80.626907 3.269567e-22 36.441181 0.0 31.60874 4.704737e-26 0.046666 0.001475 0.037778 0.004245 0.015447 0.006193 0.005388 0.002698 0.004216 0.002111 18.812719 7.621628e-23 15.6488 0.0 0.027100 0.011042 45.47781 0.0 0.079724 0.033676 34.576649 0.0 8.426783 5.379443e-27 22.795759 8.529784e-26 33.267208 0.000000e+00 18.762501 0.000000e+00 14.43095 3.307259e-26 0.031798 0.005404 0.020523 0.018597 16.76996 2.236866e-23 0.004494 0.002250 0.001954 0.000979 0.002507 0.000800 ... 13.37522 1.989140e-26 0.032346 0.031221 0.007689 0.003542 0.011461 0.007862 0.009509 0.008860 0.015716 0.008488 0.013664 0.009167 0.023488 0.011116 14.29888 0.000000e+00 6.310922 0.0 59.923 0.0 99.992989 0.0 14.00829 5.573602e-27 5.560995 3.308086e-26 17.37406 8.466452e-26 126.115997 2.230173e-26 21.51779 1.841668e-26 0.028383 0.026582 0.036295 0.006037 0.113995 0.003779 0.012966 0.000080 42.035919 2.116783e-26 23.029949 2.610022e-22 117.747498 1.332601e-24 25.77541 3.371094e-25 18.48974 0.000000e+00 20.08946 1.945360e-25 20.21883 2.613705e-25 71.859657 0.0 24.848619 1.299179e-27 25.31222 1.097170e-26 30.197519 2.135992e-26 36.381729 1.876027e-25 34.991982 1.940497e-25 6.78462 8.465496e-26 33.2108 1.908083e-25 50.190609 1.919096e-25 47.194481 0.0 50.84296 3.236694e-25 50.563492 0.0 41.892811 0.000000e+00 9.602071 0.000000e+00 25.539921 1.728438e-24 0.010912 0.005438 0.011466 0.005715 0.020344 0.010140 0.016544 0.008245 0.015716 0.007833 35.89539 1.210252e-26 72.463982 0.000000e+00 71.66468 0.000000e+00 49.03616 0.0 54.56744 0.0 92.769531 0.0 0.022842 0.012159 0.019133 0.009847 0.018105 0.009891 0.028120 0.020064 0.005440 0.002156 0.004290 0.001700 0.004947 0.001960 0.006423 0.001893 0.021405 0.019270 0.006304 0.003411 0.002365 0.003365 0.001043 0.001484 0.001486 0.002114 0.007866 0.012860 0.040648 0.012299 0.023354 0.010941 0.005750 0.003765 0.003181 0.002865 0.003235 0.002914 0.002877 0.000930 0.003848 0.001639 0.042719 0.025722 0.041660 0.011897 0.013807 0.002459 0.033362 0.015922 0.083692 0.048455 0.030335 0.007637 0.003853 0.003186 0.002792 0.002308 0.003398 0.002026 0.028774 0.013084 76.11499 0.0 0.045580 0.022364 0.201073 0.005638 0.002651 0.000228 0.004388 0.000377 0.021828 0.001876 0.018599 0.002288 0.004464 0.000767 0.004205 0.000173 0.165209 0.003928 0.001880 0.000949 0.015540 0.016175 0.001760 0.000840 0.001820 0.000868 0.002772 0.000700 0.014476 0.003655 0.027250 0.002578 0.035024 0.007899 0.076642 0.024343 0.027235 0.025786 0.034008 0.005901 0.009521 0.014480 0.012779 0.011176 0.004040 0.014130 0.005049 0.012061 0.005228 0.006518 0.006261 0.007118 0.004386 0.007785 0.004158 0.007382 0.006440 0.005483 0.022950 0.016188 0.010102 0.007125 0.037961 0.006277 22.46283 7.936916e-26 11.13411 0.000000e+00 18.746161 1.364322e-24 27.98768 1.348187e-24 32.478939 8.594241e-26 63.818771 0.0 0.032595 0.015499 0.026882 0.014025 0.007871 0.002435 0.021135 0.008946 0.021985 0.020292 0.035774 0.013544 0.019651 0.008976 0.013614 0.003050 0.004878 0.002431 0.003975 0.001981 10.56986 1.601785e-13 14.57936 2.209397e-13 19.879881 3.012660e-13 24.450741 3.705344e-13 23.61157 3.578169e-13 50.966759 7.723658e-13 21.2934 8.317811e-26 16.31768 8.414228e-26 21.15114 0.000000e+00 6.620245 3.288472e-26 5.387928 2.104679e-26 11.07489 8.274361e-26 6.690278 0.000000e+00 21.847469 0.000000e+00 18.86606 1.921640e-26 26.745211 1.220511e-23 17.53896 6.909652e-24 15.2731 8.469769e-24 7.780674 6.819160e-24 35.01923 5.306961e-13 18.988621 2.877614e-13 14.42032 2.115087e-24 16.00222 8.915491e-25 40.991829 3.351841e-25 37.581631 7.682486e-26 3.547835 2.110512e-26 34.969742 8.014303e-26 105.895203 1.078617e-25 80.626907 3.328993e-22 36.441181 0.0 31.60874 0.000000e+00 0.047522 0.001561 0.038480 0.004450 0.015735 0.006385 0.005489 0.002736 0.004294 0.002140 18.812719 7.131746e-23 15.6488 0.0 0.027604 0.011447 45.47781 0.0 0.081183 0.034893 34.576649 0.0 8.426783 2.095524e-26 22.795759 8.529784e-26 33.267208 1.359164e-24 18.762501 7.615252e-25 14.43095 9.653892e-25 0.032169 0.005580 0.020904 0.019149 16.76996 0.0 0.004578 0.002282 0.001991 0.000992 0.002553 0.000814 0.010334 0.005151 0.004458 0.002222 0.003134 0.001562 0.004147 0.004176 0.027056 0.008458 64.709373 0.000000e+00 80.917519 3.388132e-25 102.0578 1.663248e-24 47.21349 3.423575e-25 0.015104 0.007379 0.016708 0.002903 0.028125 0.004886 42.44363 7.013738e-22 12.77701 5.189308e-23 27.497089 0.000000e+00 5.377964 8.447903e-26 2.779566 8.363599e-29 2.251996 6.694277e-27 9.412791 2.127350e-26 3.21121 8.199819e-27 2.603956 4.377349e-26 5.753166 1.565872e-25 17.964899 4.831949e-26 0.086375 0.015727 0.017106 0.002285 0.014759 0.001854 26.05582 1.026496e-23 0.008370 0.004236 0.017098 0.009056 25.214769 0.000000e+00 13.48946 2.146868e-26 8.799599 2.016676e-26 11.09779 2.268625e-26 26.07811 2.231977e-26 17.345261 0.000000e+00 20.64109 2.102439e-26 0.002860 0.007742 0.002894 0.007831
2023-02-13 02:00:00.000 +01:00 0.013074 0.010982 0.024696 0.015397 0.017354 0.011451 0.002893 0.001909 0.003172 0.002093 0.003523 0.002325 0.038416 0.019516 0.001583 0.002369 0.002872 0.001121 0.002190 0.000855 0.011712 0.004574 0.015522 0.005012 0.014520 0.009781 0.055843 0.003769 0.056261 0.034639 165.780594 0.0 3.842942 1.191275e-26 64.195343 3.433976e-25 51.010349 2.029594e-26 83.961197 3.420814e-25 64.287239 3.565079e-25 43.0797 3.120333e-25 0.089602 0.003931 0.007628 0.002712 0.016594 0.007166 0.031586 0.016442 0.012474 0.009365 0.001831 0.003209 0.005373 0.008880 0.005348 0.008840 0.009356 0.014411 0.003970 0.005685 0.023301 0.024149 52.374901 2.592820e-25 13.53016 8.613383e-26 12.6086 1.713872e-24 10.49419 0.000000e+00 8.190004 1.347262e-24 13.37522 1.186665e-24 0.031266 0.031260 0.007431 0.003534 0.011076 0.007871 0.009189 0.008893 0.015186 0.008502 0.013202 0.009198 0.022693 0.011161 14.29888 0.0 6.310922 0.0 59.923 0.0 99.992989 0.0 14.00829 5.317067e-25 5.560995 3.308086e-26 17.37406 5.393882e-27 126.115997 5.354645e-25 21.51779 0.0 0.027421 0.027080 0.037884 0.005200 0.126788 0.002867 0.016467 0.000047 42.035919 6.468937e-26 23.029949 2.193821e-26 117.747498 1.469192e-24 25.77541 1.348437e-24 18.48974 2.109437e-24 20.08946 8.529602e-26 20.21883 4.763323e-26 71.859657 0.0 24.848619 1.196296e-26 25.31222 1.323418e-27 30.197519 8.543967e-26 36.381729 8.337900e-26 34.991982 2.004850e-26 6.78462 2.116374e-26 33.2108 5.300232e-25 50.190609 7.676384e-25 47.194481 1.355253e-24 50.84296 1.382428e-24 50.563492 1.374829e-24 41.892811 1.370205e-24 9.602071 7.631413e-25 25.539921 0.0 0.010542 0.005531 0.011077 0.005812 0.019655 0.010313 0.015983 0.008387 0.015184 0.007967 35.89539 0.000000e+00 72.463982 3.464952e-25 71.66468 0.000000e+00 49.03616 0.0 54.56744 0.0 92.769531 0.0 0.022070 0.012317 0.018486 0.009973 0.018053 0.009413 0.029374 0.017421 0.005790 0.001800 0.004565 0.001420 0.005265 0.001637 0.006912 0.001546 0.023789 0.014865 0.008105 0.001993 0.002256 0.003509 0.000995 0.001547 0.001417 0.002204 0.013016 0.003341 0.038823 0.012677 0.022341 0.011281 0.005557 0.003767 0.003074 0.002875 0.003127 0.002924 0.002780 0.000928 0.003718 0.001639 0.041279 0.025784 0.026856 0.032896 0.013342 0.002426 0.032235 0.015937 0.118303 0.017196 0.029320 0.007627 0.003407 0.003794 0.002469 0.002750 0.002974 0.002452 0.027815 0.013087 76.11499 0.0 0.044072 0.022257 0.195570 0.005472 0.002573 0.000224 0.004259 0.000370 0.021184 0.001843 0.018041 0.002256 0.004328 0.000759 0.002696 0.000472 0.160042 0.003854 0.001818 0.000950 0.015023 0.016250 0.001701 0.000838 0.001759 0.000867 0.002680 0.000695 0.013996 0.003629 0.026351 0.002530 0.033866 0.007834 0.074080 0.024130 0.026322 0.026077 0.033081 0.005881 0.00926 0.014721 0.012429 0.011326 0.003929 0.014399 0.004911 0.012265 0.005085 0.006604 0.006090 0.007208 0.004266 0.007890 0.004045 0.007481 0.006265 0.005533 0.022330 0.016276 0.009830 0.007165 0.036944 0.006257 22.46283 7.730048e-25 11.13411 0.000000e+00 18.746161 1.318466e-24 27.98768 3.370467e-25 32.478939 0.000000e+00 63.818771 0.0 0.031524 0.015258 0.025985 0.014007 0.007608 0.002427 0.020427 0.008942 0.027616 0.012405 0.034573 0.013527 0.018994 0.008957 0.013160 0.003026 0.004712 0.002473 0.003840 0.002015 10.56986 1.001130e-14 14.57936 1.380886e-14 19.879881 1.882922e-14 24.450741 2.315862e-14 23.61157 2.236382e-14 50.966759 4.827328e-14 21.2934 6.865451e-24 16.31768 5.435083e-24 21.15114 5.421011e-24 6.620245 5.821731e-25 5.387928 3.385422e-25 11.07489 2.132729e-26 6.690278 8.347782e-26 21.847469 8.901269e-26 18.86606 0.000000e+00 26.745211 5.339405e-24 17.53896 3.019127e-24 15.2731 2.117442e-24 7.780674 7.663189e-25 35.01923 3.316764e-14 18.988621 1.798462e-14 14.42032 2.672777e-26 16.00222 0.000000e+00 40.991829 1.719123e-24 37.581631 1.744110e-24 3.547835 4.748651e-26 34.969742 0.000000e+00 105.895203 1.078617e-25 80.626907 3.332369e-22 36.441181 0.0 31.60874 4.704737e-26 0.045936 0.001518 0.037185 0.004371 0.015202 0.006382 0.005303 0.002782 0.004149 0.002177 18.812719 8.693412e-23 15.6488 0.0 0.026670 0.011379 45.47781 0.0 0.078487 0.034678 34.576649 0.0 8.426783 5.100040e-27 22.795759 0.000000e+00 33.267208 8.494775e-26 18.762501 8.461392e-26 14.43095 2.242879e-25 0.031298 0.005564 0.020197 0.019169 16.76996 5.394522e-25 0.004422 0.002321 0.001923 0.001009 0.002467 0.000824 ... 13.37522 1.362452e-24 0.031839 0.032156 0.007568 0.003648 0.011281 0.008098 0.009359 0.009127 0.015468 0.008743 0.013448 0.009444 0.023116 0.011454 14.29888 8.568289e-26 6.310922 0.0 59.923 0.0 99.992989 0.0 14.00829 5.208222e-27 5.560995 3.826087e-25 17.37406 1.354903e-24 126.115997 2.230173e-26 21.51779 1.841668e-26 0.027934 0.027404 0.035711 0.006221 0.112143 0.003894 0.012749 0.000082 42.035919 1.905105e-25 23.029949 2.048243e-21 117.747498 1.679410e-23 25.77541 1.348437e-24 18.48974 3.401727e-25 20.08946 5.287571e-25 20.21883 2.613705e-25 71.859657 0.0 24.848619 1.329217e-27 25.31222 1.679232e-27 30.197519 3.375001e-25 36.381729 8.337900e-26 34.991982 2.004850e-26 6.78462 2.116374e-26 33.2108 7.632334e-25 50.190609 1.714827e-24 47.194481 0.0 50.84296 3.236694e-25 50.563492 0.0 41.892811 0.000000e+00 9.602071 3.423812e-25 25.539921 8.743659e-26 0.010739 0.005607 0.011284 0.005891 0.020022 0.010453 0.016282 0.008501 0.015467 0.008075 35.89539 7.048671e-25 72.463982 0.000000e+00 71.66468 0.000000e+00 49.03616 0.0 54.56744 0.0 92.769531 0.0 0.022479 0.012535 0.018829 0.010151 0.017816 0.010196 0.027677 0.020674 0.005355 0.002221 0.004222 0.001751 0.004869 0.002019 0.006322 0.001950 0.021070 0.019850 0.006206 0.003511 0.002328 0.003467 0.001027 0.001529 0.001463 0.002178 0.007742 0.013254 0.040009 0.012672 0.022987 0.011275 0.005660 0.003877 0.003131 0.002951 0.003184 0.003002 0.002832 0.000958 0.003787 0.001689 0.042047 0.026497 0.041000 0.012259 0.013588 0.002532 0.032833 0.016404 0.082371 0.049920 0.029860 0.007865 0.003793 0.003281 0.002748 0.002378 0.003345 0.002086 0.028325 0.013473 76.11499 0.0 0.044873 0.023021 0.197842 0.005807 0.002608 0.000235 0.004318 0.000388 0.021481 0.001932 0.018303 0.002357 0.004393 0.000790 0.004138 0.000178 0.162591 0.004045 0.001851 0.000978 0.015297 0.016659 0.001732 0.000864 0.001791 0.000894 0.002729 0.000720 0.014251 0.003762 0.026828 0.002653 0.034480 0.008130 0.075444 0.025060 0.026797 0.026588 0.033474 0.006074 0.009370 0.014928 0.012576 0.011519 0.003976 0.014567 0.004969 0.012432 0.005145 0.006717 0.006162 0.007335 0.004317 0.008022 0.004093 0.007606 0.006339 0.005648 0.022592 0.016668 0.009944 0.007336 0.037371 0.006459 22.46283 1.367007e-24 11.13411 0.000000e+00 18.746161 1.364322e-24 27.98768 3.370467e-25 32.478939 8.594241e-26 63.818771 0.0 0.032096 0.015942 0.026463 0.014442 0.007748 0.002507 0.020805 0.009213 0.021642 0.020897 0.035212 0.013949 0.019343 0.009244 0.013400 0.003141 0.004801 0.002506 0.003912 0.002042 10.56986 1.601783e-13 14.57936 2.209400e-13 19.879881 3.012666e-13 24.450741 3.705351e-13 23.61157 3.578190e-13 50.966759 7.723678e-13 21.2934 8.317811e-26 16.31768 7.572805e-25 21.15114 7.621744e-25 6.620245 2.229464e-25 5.387928 1.907669e-25 11.07489 8.274361e-26 6.690278 3.419088e-25 21.847469 0.000000e+00 18.86606 1.921640e-26 26.745211 6.129420e-24 17.53896 3.019127e-24 15.2731 2.117442e-24 7.780674 7.663189e-25 35.01923 5.306924e-13 18.988621 2.877598e-13 14.42032 7.609906e-25 16.00222 2.580806e-25 40.991829 5.361206e-25 37.581631 1.797011e-25 3.547835 0.000000e+00 34.969742 2.003576e-26 105.895203 0.000000e+00 80.626907 3.263006e-22 36.441181 0.0 31.60874 3.382868e-25 0.046779 0.001606 0.037876 0.004580 0.015485 0.006579 0.005402 0.002820 0.004226 0.002207 18.812719 7.629288e-23 15.6488 0.0 0.027165 0.011791 45.47781 0.0 0.079923 0.035917 34.576649 0.0 8.426783 2.095524e-26 22.795759 8.529784e-26 33.267208 3.397910e-25 18.762501 8.461392e-26 14.43095 3.307259e-26 0.031664 0.005745 0.020572 0.019730 16.76996 0.0 0.004505 0.002352 0.001959 0.001023 0.002513 0.000839 0.010171 0.005310 0.004387 0.002291 0.003084 0.001610 0.004081 0.004305 0.026628 0.008718 64.709373 0.000000e+00 80.917519 0.000000e+00 102.0578 1.848053e-25 47.21349 0.000000e+00 0.014869 0.007597 0.016448 0.002988 0.027688 0.005029 42.44363 7.330598e-22 12.77701 5.619025e-23 27.497089 1.869125e-25 5.377964 0.000000e+00 2.779566 7.959044e-26 2.251996 6.694277e-27 9.412791 1.905699e-25 3.21121 4.006781e-26 2.603956 6.693013e-27 5.753166 3.481665e-26 17.964899 5.368832e-27 0.085008 0.016205 0.016836 0.002354 0.014525 0.001910 26.05582 6.170899e-24 0.008237 0.004367 0.016827 0.009334 25.214769 2.158086e-26 13.48946 2.075902e-26 8.799599 2.130270e-26 11.09779 2.009578e-26 26.07811 2.231977e-26 17.345261 9.618895e-26 20.64109 0.000000e+00 0.002815 0.007985 0.002848 0.008074

3 rows × 1048 columns

We can access individual values as follows.

[82]:

df_pipes_2.loc[
    "2023-02-13 00:00:00.000 +01:00",
    ("5442010239090746007", slice(None), slice(None), "DTTR")
].item()

[82]:

0.01343678031116724

Subcase 3: Specific Timestamps + Specific Values

We can specify the list of timestamps to include either as a list of str timestamps …

[83]:

(s3s.generate_element_results_dataframe(element_type=s3s.ObjectTypes.Pipe
                                        ,properties=["DTTR", "PHR"]
                                        ,timestamps=['2023-02-13 00:00:00.000 +01:00', '2023-02-13 05:00:00.000 +01:00', '2023-02-13 23:00:00.000 +01:00']
                                        )).head(3)

[2026-10-07 12:50:55,114] INFO in sir3stoolkit.mantle.dataframes: [results] Generating results dataframe for element type: ObjectTypes.Pipe
[2026-10-07 12:50:55,963] INFO in sir3stoolkit.mantle.dataframes: [Resolving Timestamps] Using 3 timestamps: ['2023-02-13 00:00:00.000 +01:00', '2023-02-13 05:00:00.000 +01:00', '2023-02-13 23:00:00.000 +01:00']
[2026-10-07 12:50:55,969] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] Retrieved 524 element(s) of element type ObjectTypes.Pipe.
[2026-10-07 12:50:55,980] INFO in sir3stoolkit.mantle.dataframes: [results] Using 2 result properties.
[2026-10-07 12:50:56,216] INFO in sir3stoolkit.mantle.dataframes: [results] 3 timestamp(s), 524 element(s), 2 properties resolved (1.1 s).
[2026-10-07 12:50:56,239] INFO in sir3stoolkit.mantle.dataframes: [results] Retrieving result values... (bulk=False)
[2026-10-07 12:50:56,824] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 20 % (630/3,144 values, 0.6 s)
[2026-10-07 12:50:57,499] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 40 % (1,258/3,144 values, 1.3 s)
[2026-10-07 12:50:58,138] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 60 % (1,888/3,144 values, 1.9 s)
[2026-10-07 12:50:58,643] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 80 % (2,516/3,144 values, 2.4 s)
[2026-10-07 12:50:59,157] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 100 % (3,144/3,144 values, 2.9 s)
[2026-10-07 12:50:59,163] INFO in sir3stoolkit.mantle.dataframes: [results] 3,144 value(s) retrieved via GetResultfortimestamp() (2.9 s).
[2026-10-07 12:50:59,355] INFO in sir3stoolkit.mantle.dataframes: [results] 0 fully NaN columns dropped.
[2026-10-07 12:50:59,363] INFO in sir3stoolkit.mantle.dataframes: [results] DataFrame assembled (0.0 s).
[2026-10-07 12:50:59,830] INFO in sir3stoolkit.mantle.dataframes: [results] Names/end nodes of 524 element(s) looked up (0.5 s).
[2026-10-07 12:50:59,851] INFO in sir3stoolkit.mantle.dataframes: [results] Done. Shape: (3, 1048) (4.7 s in total)

[83]:
tk 5442010239090746007 4917786378639043296 4762482310382009633 4987229536643024523 5722206630503885118 5089459212485379804 5526871502288882655 4809089329099085219 5170001087020228683 5625716875961234775 5501916898830363065 5192970129555982907 5027225217797463802 5107343838750080243 4840056338230495043 5700872284015490704 5290590848336792638 4781821593135991761 4770083637349644299 5140383994159421977 4615723899944629797 5485743457841402038 5061682782623660813 4868922965129592512 5253822763469470014 5468996363795343031 5339499657518903527 4811306899232458618 4928779983564758026 4965578769510488820 5600841315591171772 4995034655758156710 5209057104414292468 5726827761099671871 5080791944541542127 4996979568467922520 4893521402166887668 4943852467771545411 5294908835443772392 5407639481169980338 5494345815849234157 5559756735287401600 4688455252738739891 5120913591494019846 5189136483684313738 5027271755713739562 4843364651593046845 4763398616537422727 5211657964305638265 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timestamp
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0.002638 0.004265 0.002064 18.812719 9.789557e-23 15.6488 0.0 0.027419 0.010803 45.47781 0.0 0.080638 0.032965 34.576649 0.0 8.426783 4.756933e-26 22.795759 1.364765e-24 33.267208 7.645297e-25 18.762501 3.384557e-25 14.43095 1.602735e-25 0.032167 0.005290 0.020764 0.018191 16.76996 1.275769e-27 0.004546 0.002200 0.001977 0.000957 0.002536 0.000782 ... 13.37522 1.034402e-24 0.032720 0.030558 0.007778 0.003467 0.011594 0.007695 0.009619 0.008671 0.015899 0.008306 0.013823 0.008970 0.023763 0.010876 14.29888 2.178246e-26 6.310922 0.0 59.923 0.0 99.992989 0.0 14.00829 5.573602e-27 5.560995 1.073874e-25 17.37406 1.893254e-25 126.115997 2.230173e-26 21.51779 1.841668e-26 0.028714 0.025998 0.036726 0.005907 0.115365 0.003698 0.013126 0.000078 42.035919 1.905105e-25 23.029949 1.229937e-21 117.747498 5.330402e-24 25.77541 1.348437e-24 18.48974 1.360691e-24 20.08946 2.220325e-26 20.21883 5.148573e-27 71.859657 0.0 24.848619 1.187250e-26 25.31222 6.263065e-26 30.197519 8.331703e-26 36.381729 2.084475e-26 34.991982 1.045740e-24 6.78462 1.904737e-25 33.2108 3.392148e-25 50.190609 3.411726e-25 47.194481 0.000000e+00 50.84296 3.236694e-25 50.563492 0.0 41.892811 3.425513e-25 9.602071 0.000000e+00 25.539921 1.033314e-24 0.011039 0.005319 0.011600 0.005589 0.020583 0.009917 0.016737 0.008065 0.015900 0.007661 35.89539 1.600332e-25 72.463982 3.332966e-25 71.66468 3.168207e-25 49.03616 0.000000e+00 54.56744 0.0 92.769531 0.0 0.023111 0.011893 0.019357 0.009632 0.018318 0.009675 0.028447 0.019632 0.005504 0.002110 0.004340 0.001664 0.005004 0.001918 0.006498 0.001853 0.021653 0.018858 0.006376 0.003339 0.002393 0.003292 0.001055 0.001452 0.001503 0.002068 0.007957 0.012580 0.041119 0.012034 0.023626 0.010705 0.005816 0.003685 0.003218 0.002804 0.003273 0.002852 0.002910 0.000911 0.003892 0.001605 0.043215 0.025172 0.042147 0.011640 0.013968 0.002407 0.033753 0.015579 0.084669 0.047416 0.030686 0.007475 0.003897 0.003118 0.002824 0.002259 0.003437 0.001983 0.029106 0.012807 76.11499 0.0 0.046102 0.021898 0.203459 0.005518 0.002682 0.000223 0.004440 0.000369 0.022085 0.001836 0.018817 0.002239 0.004516 0.000750 0.004254 0.000169 0.167143 0.003845 0.001902 0.000929 0.015718 0.015831 0.001780 0.000822 0.001841 0.000850 0.002803 0.000685 0.014642 0.003579 0.027562 0.002526 0.035425 0.007734 0.077527 0.023833 0.027558 0.025218 0.034402 0.005777 0.009633 0.014163 0.012929 0.010933 0.004087 0.013820 0.005108 0.011797 0.005289 0.006377 0.006334 0.006964 0.004437 0.007617 0.004207 0.007222 0.006515 0.005366 0.023215 0.015846 0.010218 0.006975 0.038396 0.006148 22.46283 2.122042e-24 11.13411 3.361424e-25 18.746161 1.364322e-24 27.98768 1.348187e-24 32.478939 8.594241e-26 63.818771 0.0 0.032964 0.015184 0.027192 0.013729 0.007962 0.002383 0.021380 0.008757 0.022239 0.019862 0.036189 0.013256 0.019879 0.008786 0.013771 0.002986 0.004935 0.002378 0.004021 0.001937 10.56986 1.601794e-13 14.57936 2.209403e-13 19.879881 3.012663e-13 24.450741 3.705333e-13 23.61157 3.578169e-13 50.966759 7.723658e-13 21.2934 7.699906e-25 16.31768 3.365691e-25 21.15114 1.355570e-24 6.620245 5.821731e-25 5.387928 2.149697e-26 11.07489 0.0 6.690278 8.347782e-26 21.847469 8.901269e-26 18.86606 1.921640e-26 26.745211 1.743479e-24 17.53896 7.939847e-25 15.2731 8.469769e-26 7.780674 8.805733e-26 35.01923 5.306949e-13 18.988621 2.877611e-13 14.42032 0.000000e+00 16.00222 5.157225e-27 40.991829 3.351841e-25 37.581631 3.256417e-25 3.547835 1.899460e-25 34.969742 2.003576e-26 105.895203 0.0 80.626907 3.422624e-22 36.441181 0.0 31.60874 0.000000e+00 0.048071 0.001530 0.038926 0.004357 0.015920 0.006248 0.005553 0.002676 0.004345 0.002093 18.812719 8.143580e-23 15.6488 0.0 0.027928 0.011203 45.47781 0.0 0.082113 0.034165 34.576649 0.0 8.426783 2.151777e-26 22.795759 3.411914e-25 33.267208 7.511758e-25 18.762501 7.615252e-25 14.43095 5.837865e-25 0.032542 0.005464 0.021149 0.018736 16.76996 0.0 0.004631 0.002231 0.002014 0.000970 0.002583 0.000796 0.010455 0.005038 0.004510 0.002173 0.003170 0.001528 0.004195 0.004084 0.027372 0.008274 64.709373 3.388132e-25 80.917519 3.388132e-25 102.0578 1.663248e-24 47.21349 3.391375e-25 0.015279 0.007224 0.016900 0.002843 0.028449 0.004785 42.44363 6.857933e-22 12.77701 5.615462e-23 27.497089 2.144340e-26 5.377964 8.492779e-26 2.779566 7.864395e-29 2.251996 6.694277e-27 9.412791 1.905699e-25 3.21121 8.199819e-27 2.603956 1.392119e-25 5.753166 2.281439e-25 17.964899 5.368832e-27 0.087385 0.015387 0.017306 0.002236 0.014931 0.001814 26.05582 2.566239e-24 0.008468 0.004144 0.017298 0.008858 25.214769 0.000000e+00 13.48946 2.146868e-26 8.799599 0.000000e+00 11.09779 8.548555e-26 26.07811 2.231977e-26 17.345261 0.000000e+00 20.64109 2.102439e-26 0.002894 0.007571 0.002928 0.007658
2023-02-13 05:00:00.000 +01:00 0.008582 0.024733 0.016281 0.034243 0.011407 0.025622 0.001901 0.004271 0.002085 0.004683 0.002315 0.005201 0.025257 0.043559 0.001041 0.005314 0.001889 0.002490 0.001440 0.001899 0.007704 0.010156 0.010211 0.011108 0.009559 0.021708 0.036863 0.008110 0.036897 0.077415 165.780594 0.0 3.842942 3.828531e-25 64.195343 3.016109e-24 51.010349 2.167155e-26 83.961197 3.420814e-25 64.287239 0.000000e+00 43.0797 3.120333e-25 0.059068 0.008448 0.005003 0.006019 0.010888 0.016004 0.020712 0.036899 0.008177 0.021090 0.001201 0.007273 0.003524 0.020115 0.003508 0.020023 0.006137 0.032622 0.002605 0.012860 0.015289 0.054495 52.374901 1.464745e-21 13.53016 2.124730e-24 12.6086 5.287819e-25 10.49419 1.352835e-24 8.190004 1.356111e-24 13.37522 4.719655e-27 0.020528 0.069634 0.004876 0.007855 0.007266 0.017565 0.006026 0.019906 0.009951 0.019017 0.008650 0.020620 0.014847 0.025094 14.29888 3.297236e-25 6.310922 0.0 59.923 0.0 99.992989 0.0 14.00829 3.390980e-25 5.560995 1.073874e-25 17.37406 4.793622e-26 126.115997 2.007156e-25 21.51779 0.0 0.017954 0.061609 0.024664 0.011677 0.082209 0.006387 0.010536 0.000106 42.035919 1.073386e-25 23.029949 6.337380e-22 117.747498 2.998351e-24 25.77541 3.371094e-25 18.48974 7.754264e-25 20.08946 2.115029e-24 20.21883 6.419984e-25 71.859657 0.0 24.848619 1.329217e-27 25.31222 1.071969e-25 30.197519 3.375001e-25 36.381729 1.876027e-25 34.991982 8.935195e-26 6.78462 2.116374e-26 33.2108 1.038846e-24 50.190609 3.070550e-24 47.194481 0.0 50.84296 0.000000e+00 50.563492 0.000000e+00 41.892811 0.0 9.602071 4.143689e-24 25.539921 0.0 0.006896 0.012587 0.007246 0.013226 0.012857 0.023468 0.010455 0.019084 0.009932 0.018129 35.89539 3.324141e-25 72.463982 3.464952e-25 71.66468 3.426732e-25 49.03616 0.0 54.56744 0.0 92.769531 0.0 0.014413 0.028009 0.012073 0.022672 0.011766 0.021422 0.019227 0.039188 0.003792 0.004025 0.002990 0.003174 0.003448 0.003660 0.004528 0.003444 0.015596 0.033246 0.005328 0.004390 0.001481 0.007930 0.000653 0.003497 0.000930 0.004982 0.008543 0.007482 0.025470 0.028465 0.014647 0.025442 0.003649 0.008384 0.002018 0.006419 0.002052 0.006529 0.001825 0.002061 0.002439 0.003650 0.027071 0.057641 0.017585 0.074491 0.008730 0.005360 0.021077 0.035764 0.077635 0.038057 0.019257 0.016933 0.002238 0.008490 0.001622 0.006152 0.001954 0.005472 0.018286 0.029045 76.11499 0.0 0.029036 0.048957 0.126363 0.012287 0.001671 0.000503 0.002767 0.000832 0.013761 0.004138 0.011733 0.005072 0.002818 0.001707 0.001755 0.001063 0.104369 0.008547 0.001195 0.002111 0.009882 0.036183 0.001119 0.001852 0.001158 0.001916 0.001764 0.001526 0.009214 0.007971 0.017369 0.005478 0.022308 0.017172 0.048680 0.053147 0.017089 0.059823 0.021703 0.012884 0.006051 0.033382 0.008126 0.025555 0.002570 0.032704 0.003213 0.027763 0.003329 0.014858 0.003988 0.016201 0.002796 0.017726 0.002651 0.016807 0.004109 0.012337 0.014684 0.035950 0.006464 0.015826 0.024331 0.013598 22.46283 5.480473e-24 11.13411 1.344570e-24 18.746161 0.000000e+00 27.98768 0.000000e+00 32.478939 0.0 63.818771 0.0 0.020852 0.032981 0.017089 0.031027 0.004999 0.005376 0.013417 0.019870 0.018162 0.027351 0.022676 0.030115 0.012465 0.019897 0.008638 0.006677 0.003083 0.005627 0.002512 0.004585 10.56986 1.001107e-14 14.57936 1.380858e-14 19.879881 1.882882e-14 24.450741 2.315809e-14 23.61157 2.236330e-14 50.966759 4.827263e-14 21.2934 6.865451e-24 16.31768 3.029122e-24 21.15114 4.150461e-24 6.620245 4.776889e-25 5.387928 8.463555e-26 11.07489 2.132729e-26 6.690278 8.750027e-26 21.847469 0.000000e+00 18.86606 1.921640e-26 26.745211 3.099519e-24 17.53896 1.341834e-24 15.2731 1.355163e-24 7.780674 7.663189e-25 35.01923 3.316954e-14 18.988621 1.798556e-14 14.42032 2.693456e-26 16.00222 0.000000e+00 40.991829 5.361206e-25 37.581631 7.467164e-25 3.547835 5.276279e-27 34.969742 8.929517e-26 105.895203 1.078617e-25 80.626907 3.307408e-22 36.441181 0.0 31.60874 3.296731e-26 0.030179 0.003276 0.024399 0.009567 0.009935 0.014319 0.003469 0.006332 0.002714 0.004954 18.812719 8.671723e-23 15.6488 0.0 0.017428 0.025397 45.47781 0.0 0.051701 0.076219 34.576649 0.0 8.426783 4.756933e-26 22.795759 8.529784e-26 33.267208 7.645297e-25 18.762501 8.461392e-26 14.43095 3.307259e-26 0.020533 0.012190 0.013198 0.043084 16.76996 5.767366e-24 0.002893 0.005281 0.001258 0.002296 0.001615 0.001866 ... 13.37522 2.128687e-26 0.020906 0.070945 0.004966 0.008029 0.007400 0.017899 0.006138 0.020238 0.010136 0.019373 0.008811 0.020973 0.015123 0.025517 14.29888 2.178270e-26 6.310922 0.0 59.923 0.0 99.992989 0.0 14.00829 5.573602e-27 5.560995 3.308086e-26 17.37406 1.917449e-25 126.115997 2.230173e-26 21.51779 1.841668e-26 0.018290 0.061885 0.023207 0.013912 0.072521 0.008666 0.008144 0.000184 42.035919 2.116783e-26 23.029949 1.190538e-22 117.747498 1.332601e-24 25.77541 0.000000e+00 18.48974 0.000000e+00 20.08946 2.220325e-26 20.21883 5.148573e-27 71.859657 0.0 24.848619 1.196296e-26 25.31222 3.477990e-26 30.197519 1.890486e-25 36.381729 5.327635e-25 34.991982 2.004850e-26 6.78462 0.000000e+00 33.2108 3.392148e-25 50.190609 7.594064e-25 47.194481 0.000000e+00 50.84296 0.000000e+00 50.563492 0.0 41.892811 0.000000e+00 9.602071 1.350304e-24 25.539921 3.570896e-24 0.007024 0.012662 0.007381 0.013305 0.013097 0.023608 0.010650 0.019198 0.010117 0.018237 35.89539 2.558311e-25 72.463982 3.332966e-25 71.66468 3.168207e-25 49.03616 0.000000e+00 54.56744 0.0 92.769531 0.0 0.014680 0.028270 0.012296 0.022888 0.011619 0.022989 0.018141 0.046046 0.003513 0.004915 0.002770 0.003875 0.003194 0.004469 0.004149 0.004301 0.013845 0.043945 0.004094 0.007662 0.001529 0.007767 0.000674 0.003426 0.000961 0.004880 0.005084 0.029737 0.026259 0.028186 0.015075 0.025200 0.003717 0.008547 0.002055 0.006528 0.002091 0.006640 0.001858 0.002108 0.002485 0.003726 0.027575 0.058675 0.026824 0.027331 0.008892 0.005536 0.021468 0.036464 0.053923 0.110876 0.019613 0.017299 0.002492 0.007259 0.001806 0.005260 0.002199 0.004600 0.018623 0.029625 76.11499 0.0 0.029568 0.050149 0.128427 0.012813 0.001700 0.000519 0.002814 0.000859 0.013997 0.004273 0.011936 0.005222 0.002867 0.001753 0.002700 0.000391 0.106223 0.008862 0.001217 0.002151 0.010063 0.036756 0.001140 0.001893 0.001179 0.001957 0.001796 0.001567 0.009383 0.008186 0.017686 0.005688 0.022716 0.017651 0.049580 0.054641 0.017394 0.060466 0.021960 0.013212 0.006123 0.033649 0.008222 0.025826 0.002600 0.032896 0.003251 0.027973 0.003369 0.015016 0.004035 0.016381 0.002829 0.017908 0.002682 0.016980 0.004158 0.012511 0.014857 0.036562 0.006540 0.016093 0.024614 0.013944 22.46283 2.108214e-24 11.13411 0.000000e+00 18.746161 3.296165e-25 27.98768 3.370467e-25 32.478939 8.594241e-26 63.818771 0.0 0.021234 0.034096 0.017405 0.031686 0.005091 0.005500 0.013665 0.020281 0.014228 0.045978 0.023096 0.030761 0.012696 0.020338 0.008797 0.006864 0.003140 0.005660 0.002559 0.004612 10.56986 1.601787e-13 14.57936 2.209400e-13 19.879881 3.012663e-13 24.450741 3.705347e-13 23.61157 3.578169e-13 50.966759 7.723657e-13 21.2934 3.398291e-25 16.31768 8.414228e-26 21.15114 1.355570e-24 6.620245 2.229464e-25 5.387928 2.149697e-26 11.07489 0.0 6.690278 3.339113e-25 21.847469 6.181437e-26 18.86606 1.921640e-26 26.745211 4.842998e-24 17.53896 2.096616e-24 15.2731 2.117442e-24 7.780674 1.373914e-24 35.01923 5.306949e-13 18.988621 2.877611e-13 14.42032 7.631948e-25 16.00222 4.281134e-25 40.991829 0.000000e+00 37.581631 2.153223e-26 3.547835 0.000000e+00 34.969742 0.000000e+00 105.895203 0.0 80.626907 3.449610e-22 36.441181 0.0 31.60874 0.000000e+00 0.030736 0.003433 0.024853 0.009922 0.010120 0.014617 0.003533 0.006369 0.002765 0.004983 18.812719 8.143813e-23 15.6488 0.0 0.017752 0.026050 45.47781 0.0 0.052653 0.078166 34.576649 0.0 8.426783 2.095524e-26 22.795759 8.529784e-26 33.267208 0.000000e+00 18.762501 0.000000e+00 14.43095 3.307259e-26 0.020773 0.012497 0.013443 0.043911 16.76996 0.0 0.002947 0.005312 0.001282 0.002310 0.001645 0.001884 0.006653 0.011992 0.002870 0.005173 0.002017 0.003637 0.002672 0.009729 0.017432 0.019575 64.709373 0.000000e+00 80.917519 3.388132e-25 102.0578 2.956885e-24 47.21349 1.358067e-24 0.009775 0.016620 0.010824 0.006462 0.018221 0.010877 42.44363 6.418639e-22 12.77701 5.185884e-23 27.497089 0.000000e+00 5.377964 8.492779e-26 2.779566 7.943415e-26 2.251996 6.694277e-27 9.412791 1.905699e-25 3.21121 4.006781e-26 2.603956 1.390118e-25 5.753166 1.095352e-26 17.964899 5.368832e-27 0.055607 0.036133 0.011015 0.005235 0.009504 0.004245 26.05582 4.777325e-24 0.005387 0.009818 0.011004 0.020997 25.214769 2.158086e-26 13.48946 2.075902e-26 8.799599 1.917243e-25 11.09779 8.548555e-26 26.07811 1.888880e-25 17.345261 0.000000e+00 20.64109 2.102439e-26 0.001839 0.018179 0.001861 0.018278
2023-02-13 23:00:00.000 +01:00 0.012623 0.011749 0.023853 0.016452 0.016756 0.012243 0.002793 0.002041 0.003063 0.002238 0.003401 0.002485 0.037095 0.020861 0.001529 0.002533 0.002773 0.001198 0.002115 0.000914 0.011310 0.004887 0.014988 0.005354 0.014022 0.010449 0.053944 0.004016 0.054312 0.037033 165.780594 0.0 3.842942 4.289871e-25 64.195343 1.348729e-24 51.010349 1.908720e-25 83.961197 3.420814e-25 64.287239 3.073971e-25 43.0797 3.120333e-25 0.086543 0.004188 0.007364 0.002898 0.016020 0.007661 0.030491 0.017585 0.012041 0.010019 0.001767 0.003435 0.005187 0.009506 0.005163 0.009462 0.009032 0.015425 0.003833 0.006084 0.022495 0.025840 52.374901 5.943979e-22 13.53016 7.752044e-25 12.6086 1.713872e-24 10.49419 3.051399e-24 8.190004 3.051250e-24 13.37522 1.915818e-25 0.030186 0.033409 0.007174 0.003777 0.010693 0.008414 0.008871 0.009509 0.014659 0.009090 0.012744 0.009837 0.021902 0.011939 14.29888 0.000000e+00 6.310922 0.0 59.923 0.0 99.992989 0.0 14.00829 4.763609e-24 5.560995 1.300518e-27 17.37406 5.393882e-27 126.115997 0.000000e+00 21.51779 0.0 0.026467 0.028999 0.036551 0.005561 0.122300 0.003064 0.015868 0.000050 42.035919 1.073386e-25 23.029949 2.608250e-22 117.747498 2.998351e-24 25.77541 3.371094e-25 18.48974 8.841090e-26 20.08946 8.529602e-26 20.21883 4.763323e-26 71.859657 0.0 24.848619 1.196296e-26 25.31222 1.323418e-27 30.197519 0.000000e+00 36.381729 2.322517e-26 34.991982 2.004850e-26 6.78462 2.116374e-26 33.2108 3.392148e-25 50.190609 1.960197e-25 47.194481 0.0 50.84296 0.000000e+00 50.563492 1.374829e-24 41.892811 0.0 9.602071 7.631413e-25 25.539921 0.0 0.010174 0.005923 0.010691 0.006224 0.018969 0.011044 0.015426 0.008981 0.014654 0.008532 35.89539 8.493045e-26 72.463982 3.332966e-25 71.66468 3.426732e-25 49.03616 0.0 54.56744 0.0 92.769531 0.0 0.021297 0.013189 0.017839 0.010678 0.017419 0.010080 0.028351 0.018636 0.005589 0.001925 0.004407 0.001518 0.005082 0.001750 0.006672 0.001652 0.022964 0.015893 0.007826 0.002128 0.002178 0.003755 0.000960 0.001656 0.001368 0.002359 0.012566 0.003572 0.037478 0.013559 0.021565 0.012071 0.005365 0.004026 0.002968 0.003073 0.003019 0.003126 0.002684 0.000991 0.003590 0.001752 0.039849 0.027567 0.025921 0.035212 0.012877 0.002592 0.031109 0.017046 0.114213 0.018369 0.028309 0.008150 0.003289 0.004057 0.002383 0.002940 0.002871 0.002621 0.026858 0.013982 76.11499 0.0 0.042565 0.023759 0.188514 0.005855 0.002481 0.000239 0.004108 0.000396 0.020431 0.001971 0.017401 0.002414 0.004175 0.000812 0.002601 0.000506 0.154411 0.004118 0.001755 0.001015 0.014507 0.017366 0.001643 0.000895 0.001699 0.000926 0.002588 0.000742 0.013516 0.003873 0.025451 0.002697 0.032707 0.008361 0.071528 0.025764 0.025390 0.027938 0.031936 0.006276 0.008936 0.015760 0.011994 0.012120 0.003792 0.015417 0.004740 0.013128 0.004908 0.007065 0.005878 0.007710 0.004118 0.008439 0.003905 0.008002 0.006048 0.005914 0.021562 0.017381 0.009492 0.007652 0.035680 0.006672 22.46283 4.149739e-24 11.13411 3.361424e-25 18.746161 3.296165e-25 27.98768 3.370467e-25 32.478939 0.0 63.818771 0.0 0.030458 0.016262 0.025092 0.014962 0.007346 0.002593 0.019722 0.009554 0.026667 0.013246 0.033376 0.014457 0.018337 0.009570 0.012705 0.003231 0.004548 0.002648 0.003706 0.002158 10.56986 1.001130e-14 14.57936 1.380885e-14 19.879881 1.882938e-14 24.450741 2.315853e-14 23.61157 2.236373e-14 50.966759 4.827301e-14 21.2934 8.675526e-26 16.31768 8.414228e-26 21.15114 3.388132e-25 6.620245 1.198788e-26 5.387928 0.000000e+00 11.07489 2.132729e-26 6.690278 8.750027e-26 21.847469 8.901269e-26 18.86606 3.416249e-26 26.745211 1.547414e-23 17.53896 8.515981e-24 15.2731 6.860513e-24 7.780674 2.114256e-24 35.01923 3.316764e-14 18.988621 1.798477e-14 14.42032 1.667917e-24 16.00222 3.362030e-25 40.991829 7.609492e-24 37.581631 5.435957e-24 3.547835 4.290176e-25 34.969742 8.014303e-26 105.895203 0.000000e+00 80.626907 3.249739e-22 36.441181 0.0 31.60874 8.802630e-25 0.044353 0.001618 0.035899 0.004665 0.014670 0.006826 0.005118 0.002980 0.004004 0.002331 18.812719 7.621628e-23 15.6488 0.0 0.025736 0.012165 45.47781 0.0 0.075801 0.037016 34.576649 0.0 8.426783 5.379443e-27 22.795759 8.529784e-26 33.267208 3.397910e-25 18.762501 7.615252e-25 14.43095 1.620557e-24 0.030215 0.005939 0.019490 0.020505 16.76996 5.206335e-27 0.004268 0.002485 0.001856 0.001081 0.002381 0.000882 ... 13.37522 3.406130e-25 0.030740 0.034339 0.007307 0.003895 0.010891 0.008650 0.009035 0.009752 0.014931 0.009341 0.012981 0.010091 0.022310 0.012243 14.29888 8.568281e-26 6.310922 0.0 59.923 0.0 99.992989 0.0 14.00829 5.208222e-27 5.560995 1.300518e-27 17.37406 8.468144e-26 126.115997 2.230173e-26 21.51779 1.841668e-26 0.026962 0.029326 0.034447 0.006652 0.108130 0.004162 0.012280 0.000088 42.035919 2.116783e-26 23.029949 5.085812e-23 117.747498 1.332601e-24 25.77541 0.000000e+00 18.48974 1.360691e-24 20.08946 1.945360e-25 20.21883 2.583225e-25 71.859657 0.0 24.848619 1.196296e-26 25.31222 1.092795e-26 30.197519 5.286713e-25 36.381729 5.327635e-25 34.991982 1.045740e-24 6.78462 1.904737e-25 33.2108 2.120093e-26 50.190609 2.131756e-26 47.194481 3.388132e-25 50.84296 0.000000e+00 50.563492 0.0 41.892811 0.000000e+00 9.602071 0.000000e+00 25.539921 5.312493e-25 0.010364 0.006000 0.010891 0.006305 0.019324 0.011187 0.015714 0.009097 0.014928 0.008642 35.89539 1.085037e-25 72.463982 0.000000e+00 71.66468 3.426732e-25 49.03616 3.551769e-25 54.56744 0.0 92.769531 0.0 0.021693 0.013412 0.018170 0.010861 0.017191 0.010909 0.026716 0.022097 0.005170 0.002372 0.004076 0.001871 0.004701 0.002157 0.006104 0.002083 0.020344 0.021204 0.005994 0.003746 0.002248 0.003708 0.000991 0.001635 0.001412 0.002329 0.007475 0.014175 0.038625 0.013543 0.022190 0.012055 0.005464 0.004140 0.003023 0.003152 0.003074 0.003206 0.002734 0.001023 0.003656 0.001803 0.040590 0.028305 0.039570 0.013104 0.013114 0.002702 0.031686 0.017531 0.079505 0.053341 0.028830 0.008397 0.003662 0.003505 0.002654 0.002540 0.003230 0.002228 0.027351 0.014384 76.11499 0.0 0.043339 0.024555 0.190838 0.006200 0.002517 0.000251 0.004167 0.000415 0.020726 0.002063 0.017662 0.002518 0.004239 0.000844 0.003993 0.000190 0.156913 0.004317 0.001787 0.001044 0.014772 0.017789 0.001673 0.000922 0.001730 0.000954 0.002635 0.000768 0.013763 0.004013 0.025912 0.002826 0.033301 0.008669 0.072846 0.026734 0.025848 0.028463 0.032315 0.006479 0.009042 0.015973 0.012137 0.012319 0.003837 0.015589 0.004796 0.013300 0.004966 0.007182 0.005948 0.007841 0.004167 0.008576 0.003951 0.008131 0.006119 0.006034 0.021815 0.017790 0.009603 0.007830 0.036092 0.006885 22.46283 7.514240e-25 11.13411 3.361424e-25 18.746161 1.364322e-24 27.98768 0.000000e+00 32.478939 8.594241e-26 63.818771 0.0 0.031011 0.016976 0.025554 0.015414 0.007481 0.002676 0.020087 0.009837 0.020898 0.022309 0.033992 0.014896 0.018674 0.009869 0.012937 0.003351 0.004633 0.002682 0.003775 0.002185 10.56986 1.601794e-13 14.57936 2.209403e-13 19.879881 3.012663e-13 24.450741 3.705347e-13 23.61157 3.578169e-13 50.966759 7.723657e-13 21.2934 7.592591e-25 16.31768 8.414228e-26 21.15114 3.384476e-25 6.620245 3.288472e-26 5.387928 2.149697e-26 11.07489 0.0 6.690278 3.419088e-25 21.847469 8.901269e-26 18.86606 0.000000e+00 26.745211 9.156293e-26 17.53896 8.386463e-26 15.2731 0.000000e+00 7.780674 7.947174e-26 35.01923 5.306940e-13 18.988621 2.877604e-13 14.42032 0.000000e+00 16.00222 5.546316e-27 40.991829 1.043826e-24 37.581631 1.701312e-24 3.547835 1.921356e-25 34.969742 0.000000e+00 105.895203 0.0 80.626907 3.409194e-22 36.441181 0.0 31.60874 3.383435e-25 0.045167 0.001711 0.036566 0.004884 0.014943 0.007031 0.005213 0.003018 0.004079 0.002361 18.812719 8.143617e-23 15.6488 0.0 0.026215 0.012595 45.47781 0.0 0.077190 0.038307 34.576649 0.0 8.426783 2.151777e-26 22.795759 8.529784e-26 33.267208 8.494775e-26 18.762501 0.000000e+00 14.43095 3.307259e-26 0.030568 0.006127 0.019852 0.021088 16.76996 0.0 0.004348 0.002517 0.001891 0.001095 0.002426 0.000897 0.009816 0.005682 0.004234 0.002451 0.002977 0.001723 0.003939 0.004607 0.025701 0.009325 64.709373 3.388132e-25 80.917519 3.388132e-25 102.0578 1.848053e-25 47.21349 8.354778e-26 0.014357 0.008107 0.015883 0.003185 0.026738 0.005361 42.44363 6.867050e-22 12.77701 5.615462e-23 27.497089 2.123966e-24 5.377964 3.388130e-25 2.779566 7.959044e-26 2.251996 6.694277e-27 9.412791 2.127350e-26 3.21121 8.308066e-27 2.603956 4.377349e-26 5.753166 3.474229e-26 17.964899 5.368832e-27 0.082044 0.017322 0.016249 0.002516 0.014019 0.002041 26.05582 8.920279e-26 0.007950 0.004671 0.016239 0.009986 25.214769 0.000000e+00 13.48946 0.000000e+00 8.799599 8.292336e-26 11.09779 2.009578e-26 26.07811 3.410683e-25 17.345261 7.066944e-26 20.64109 2.102439e-26 0.002716 0.008551 0.002748 0.008642

3 rows × 1048 columns

… or as a list of int indices.

[84]:

simulation_timestamps=s3s.GetTimeStamps()[0]

[85]:

for idx, timestamp in enumerate(simulation_timestamps):
    print(idx, timestamp)

0 2023-02-13 00:00:00.000 +01:00
1 2023-02-13 01:00:00.000 +01:00
2 2023-02-13 02:00:00.000 +01:00
3 2023-02-13 03:00:00.000 +01:00
4 2023-02-13 04:00:00.000 +01:00
5 2023-02-13 05:00:00.000 +01:00
6 2023-02-13 06:00:00.000 +01:00
7 2023-02-13 07:00:00.000 +01:00
8 2023-02-13 08:00:00.000 +01:00
9 2023-02-13 09:00:00.000 +01:00
10 2023-02-13 10:00:00.000 +01:00
11 2023-02-13 11:00:00.000 +01:00
12 2023-02-13 12:00:00.000 +01:00
13 2023-02-13 13:00:00.000 +01:00
14 2023-02-13 14:00:00.000 +01:00
15 2023-02-13 15:00:00.000 +01:00
16 2023-02-13 16:00:00.000 +01:00
17 2023-02-13 17:00:00.000 +01:00
18 2023-02-13 18:00:00.000 +01:00
19 2023-02-13 19:00:00.000 +01:00
20 2023-02-13 20:00:00.000 +01:00
21 2023-02-13 21:00:00.000 +01:00
22 2023-02-13 22:00:00.000 +01:00
23 2023-02-13 23:00:00.000 +01:00
24 2023-02-14 00:00:00.000 +01:00

[86]:

(s3s.generate_element_results_dataframe(element_type=s3s.ObjectTypes.Pipe
                                        ,properties=["DTTR", "PHR"]
                                        ,timestamps=[0, 5, -2]
                                        )).head(3)

[2026-10-07 12:51:06,176] INFO in sir3stoolkit.mantle.dataframes: [results] Generating results dataframe for element type: ObjectTypes.Pipe
[2026-10-07 12:51:06,972] INFO in sir3stoolkit.mantle.dataframes: [Resolving Timestamps] Using 3 timestamps: ['2023-02-13 00:00:00.000 +01:00', '2023-02-13 05:00:00.000 +01:00', '2023-02-13 23:00:00.000 +01:00']
[2026-10-07 12:51:06,979] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] Retrieved 524 element(s) of element type ObjectTypes.Pipe.
[2026-10-07 12:51:06,985] INFO in sir3stoolkit.mantle.dataframes: [results] Using 2 result properties.
[2026-10-07 12:51:07,028] INFO in sir3stoolkit.mantle.dataframes: [results] 3 timestamp(s), 524 element(s), 2 properties resolved (0.8 s).
[2026-10-07 12:51:07,029] INFO in sir3stoolkit.mantle.dataframes: [results] Retrieving result values... (bulk=False)
[2026-10-07 12:51:07,430] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 20 % (630/3,144 values, 0.4 s)
[2026-10-07 12:51:07,973] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 40 % (1,258/3,144 values, 0.9 s)
[2026-10-07 12:51:08,408] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 60 % (1,888/3,144 values, 1.4 s)
[2026-10-07 12:51:08,937] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 80 % (2,516/3,144 values, 1.9 s)
[2026-10-07 12:51:09,389] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 100 % (3,144/3,144 values, 2.4 s)
[2026-10-07 12:51:09,390] INFO in sir3stoolkit.mantle.dataframes: [results] 3,144 value(s) retrieved via GetResultfortimestamp() (2.4 s).
[2026-10-07 12:51:09,503] INFO in sir3stoolkit.mantle.dataframes: [results] 0 fully NaN columns dropped.
[2026-10-07 12:51:09,505] INFO in sir3stoolkit.mantle.dataframes: [results] DataFrame assembled (0.0 s).
[2026-10-07 12:51:09,769] INFO in sir3stoolkit.mantle.dataframes: [results] Names/end nodes of 524 element(s) looked up (0.3 s).
[2026-10-07 12:51:09,781] INFO in sir3stoolkit.mantle.dataframes: [results] Done. Shape: (3, 1048) (3.6 s in total)

[86]:
tk 5442010239090746007 4917786378639043296 4762482310382009633 4987229536643024523 5722206630503885118 5089459212485379804 5526871502288882655 4809089329099085219 5170001087020228683 5625716875961234775 5501916898830363065 5192970129555982907 5027225217797463802 5107343838750080243 4840056338230495043 5700872284015490704 5290590848336792638 4781821593135991761 4770083637349644299 5140383994159421977 4615723899944629797 5485743457841402038 5061682782623660813 4868922965129592512 5253822763469470014 5468996363795343031 5339499657518903527 4811306899232458618 4928779983564758026 4965578769510488820 5600841315591171772 4995034655758156710 5209057104414292468 5726827761099671871 5080791944541542127 4996979568467922520 4893521402166887668 4943852467771545411 5294908835443772392 5407639481169980338 5494345815849234157 5559756735287401600 4688455252738739891 5120913591494019846 5189136483684313738 5027271755713739562 4843364651593046845 4763398616537422727 5211657964305638265 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5176883269076091732 4882993749777364317 5374456943006507008 4843836890906700052 5535463940319820632 5012186927559751405 4986912592668362327 5119633900217288954 5293317689029296733 4766100927082653384 5638908776577558151 5244494914545547298 4818046255571175936 4826614335972511296 5223081641641736592 5248841557788033271 5612538195203776712 5446352019210100674 5198739705259994278 5120004980087359327 5081007708328729580 5332936729509410779 5193926613850153217 5669055683311185692 5142801769428353146 5570925755149935463 5089627882145801048 5749509498631743083 5313314888424094938 5672198676406030965 5492269585462839687 4878085949235357089 5009009696813138306 5417154223408487165 4888087184557203150 5482200169109927461 5506250915346749683 5249576152024204638 5377200445080630699 5293057810555927426 4869711570166799356 5116990929886803340 5735615340560878820 4881353465437199724 5621715799375882738 5012002718030878203 5398733809575429001 5028247962181469636 4900101542637177072 5277687384123072302 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name Rohr V-K03S V-K13S Rohr V-K13S V-K23S Rohr V-K23S V-K33S Rohr V-K33S V-K43S Rohr V-K43S V-K53S Rohr V-K53S V-K63S Rohr V-K63S V-K73S Rohr V-K73S V-K83S Rohr V-K83S V-K93S Rohr V-K93S V-K103S Rohr V-K103S V-K113S Rohr V-K113S V-K123S Rohr V-K123S V-K133S Rohr V-K133S V-K143S Rohr V-K153S V-K163S Rohr V-K163S V-K143S Rohr V-K143S V-K173S Rohr V-K173S V-K183S Rohr V-K183S V-K193S Rohr V-K193S V-K203S Rohr V-K203S V-K213S Rohr V-K213S V-K223S Rohr V-K233S V-K243S Rohr V-K243S V-K253S Rohr V-K253S V-K263S Rohr V-K263S V-K273S Rohr V-K273S V-K153S Rohr V-K283S V-K293S Rohr V-K293S V-K303S Rohr V-K303S V-K313S Rohr V-K313S V-K323S Rohr V-K323S V-K333S Rohr V-K333S V-K03S Rohr V-K03S V-K343S Rohr V-K353S V-K363S Rohr V-K363S V-K373S Rohr V-K373S V-K383S Rohr V-K383S V-K393S Rohr V-K393S V-K403S Rohr V-K403S V-K413S Rohr V-K413S V-K423S Rohr V-K423S V-K433S Rohr V-K433S V-K443S Rohr V-K443S V-K453S Rohr V-K453S V-K463S Rohr V-K463S V-K473S Rohr V-K423S V-K483S Rohr V-K483S V-K493S Rohr V-K493S V-K503S Rohr V-K503S V-K513S Rohr V-K513S V-K523S Rohr V-K523S V-K533S Rohr V-K533S V-K543S Rohr V-K543S V-K553S Rohr V-K553S V-K563S Rohr V-K573S V-K583S Rohr V-K153S V-K593S Rohr V-K593S V-K603S Rohr V-K603S V-K283S Rohr V-K353S V-K613S Rohr V-K343S V-K623S Rohr V-K623S V-K633S Rohr V-K633S V-K643S Rohr V-K643S V-K653S Rohr V-K653S V-K663S Rohr V-K663S V-K673S Rohr V-K673S V-K683S Rohr V-K683S V-K693S Rohr V-K693S V-K703S Rohr V-K703S V-K713S Rohr V-K713S V-K723S Rohr V-K723S V-K733S Rohr V-K733S V-K743S Rohr V-K743S V-K753S Rohr V-K753S V-K763S Rohr V-K223S V-K773S Rohr V-K783S V-K793S Rohr V-K793S V-K803S Rohr V-K803S V-K813S Rohr V-K813S V-K823S Rohr V-K823S V-K833S Rohr V-K833S V-K843S Rohr V-K843S V-K853S Rohr V-K853S V-K863S Rohr V-K863S V-K873S Rohr V-K873S V-K883S Rohr V-K883S V-K893S Rohr V-K893S V-K903S Rohr V-K903S V-K913S Rohr V-K913S V-K923S Rohr V-K923S V-K503S Rohr V-K503S V-K353S Rohr V-K933S V-K943S Rohr V-K943S V-K953S Rohr V-K953S V-K963S Rohr V-K963S V-K973S Rohr V-K973S V-K983S Rohr V-K983S V-K993S Rohr V-K993S V-K1003S Rohr V-K1003S V-K1013S Rohr V-K1013S V-K1023S Rohr V-K1023S V-K1033S Rohr V-K283S V-K1043S Rohr V-K1043S V-K1053S Rohr V-K1053S V-K1063S Rohr V-K1063S V-K1073S Rohr V-K1073S V-K1083S Rohr V-K1083S V-K573S Rohr V-K1093S V-K1103S Rohr V-K1103S V-K1113S Rohr V-K1113S V-K1123S Rohr V-K1123S V-K1133S Rohr V-K1133S V-K1143S Rohr V-K1143S V-K1153S Rohr V-K1153S V-K953S Rohr V-K1163S V-K1173S Rohr V-K1173S V-K1153S Rohr V-K1153S V-K1033S Rohr V-K1033S V-K1183S Rohr V-K1183S V-K1193S Rohr V-K1193S V-K1203S Rohr V-K1203S V-K1213S Rohr V-K1213S V-K1223S Rohr V-K1223S V-K03S Rohr V-K1233S V-K1223S Rohr V-K23S V-K1243S Rohr V-K1243S V-K1253S Rohr V-K1253S V-K1263S Rohr V-K1263S V-K1273S Rohr V-K1273S V-K1283S Rohr V-K1283S V-K1293S Rohr V-K1293S V-K1303S Rohr V-K1303S V-K13S Rohr V-K83S V-K1313S Rohr V-K1313S V-K1323S Rohr V-K1323S V-K1333S Rohr V-K1333S V-K1343S Rohr V-K1343S V-K1353S Rohr V-K1353S V-K1363S Rohr V-K1363S V-K1373S Rohr V-K133S V-SP01 Rohr V-K333S V-K1393S Rohr V-K963S V-TS-P Rohr V-K1403S V-K1413S Rohr V-K1403S V-K1423S Rohr V-K1423S V-K1433S Rohr V-K1433S V-K1443S Rohr V-K1443S V-K1453S Rohr V-K1453S V-K1463S Rohr V-K1463S V-K1473S Rohr V-K1473S V-K1483S Rohr V-K1483S V-K1493S Rohr V-K1493S V-K1503S Rohr V-K1503S V-K1513S Rohr V-K1513S V-K1523S Rohr V-K1523S V-K1533S Rohr V-K1533S V-K1543S Rohr V-K1543S V-K1553S Rohr V-K1553S V-K1563S Rohr V-K1563S V-K1573S Rohr V-K1573S V-K1583S Rohr V-K1583S V-K623S Rohr V-SP02 V-K1603S Rohr V-K1603S V-K1613S Rohr V-K1613S V-K1623S Rohr V-K1623S V-K253S Rohr V-K1603S V-K1633S Rohr V-K263S V-K1643S Rohr V-K1643S V-K1653S Rohr V-K1653S V-K1663S Rohr V-E0 V-K1683S Rohr V-K1683S V-K1693S Rohr V-K1703S V-K1713S Rohr V-K1713S V-K1723S Rohr V-K1723S V-K1733S Rohr V-K1733S V-K1743S Rohr V-K1743S V-K1753S Rohr V-K1753S V-K1763S Rohr V-K1763S V-K1773S Rohr V-K1773S V-K1783S Rohr V-K1783S V-K1793S Rohr V-K1793S V-K1803S Rohr V-K1803S V-K1813S Rohr V-K1813S V-K1823S Rohr V-K1833S V-K1843S Rohr V-K1843S V-K1853S Rohr V-K1853S V-K1863S Rohr V-K1873S V-K1883S Rohr V-K1883S V-K1893S Rohr V-K1893S V-K1903S Rohr V-K1903S V-K1703S Rohr V-K1703S V-K1913S Rohr V-K1913S V-K1763S Rohr V-K1763S V-K1923S Rohr V-K1923S V-K1833S Rohr V-K523S V-K1933S Rohr V-K1933S V-K1943S Rohr V-K1943S V-K1953S Rohr V-K1953S V-K1963S Rohr V-K1963S V-K1973S Rohr V-K243S V-K1983S Rohr V-K483S V-K1993S Rohr V-K1993S V-K2003S Rohr V-K2003S V-K2013S Rohr V-K2013S V-K2023S Rohr V-K2023S V-K573S Rohr V-K833S V-K2033S Rohr V-K2033S V-K2043S Rohr V-K1693S V-K2053S Rohr V-K2053S V-K813S Rohr V-K2063S V-K2073S Rohr V-K323S V-K2083S Rohr V-K2083S V-K1093S Rohr V-K1093S V-K1073S Rohr V-K2093S V-K2103S Rohr V-K2103S V-K2113S Rohr V-K2113S V-K2123S Rohr V-K2123S V-K2133S Rohr V-K2133S V-K1833S Rohr V-K1413S V-K2143S Rohr V-K1083S V-K2153S Rohr V-K823S V-K2043S Rohr V-K2043S V-K2163S Rohr V-K2163S V-K1693S Rohr V-K2173S V-K933S ... Rohr R-K2873S R-K2883S Rohr R-K2883S R-K2893S Rohr R-K2893S R-K2903S Rohr R-K2903S R-K2913S Rohr R-K2913S R-K2923S Rohr R-K2923S R-K2933S Rohr R-K2933S R-K2943S Rohr R-K2943S R-K2953S Rohr R-K2903S R-K2963S Rohr R-K2963S R-K2973S Rohr R-K2973S R-K2983S Rohr R-K2983S R-K2993S Rohr R-K2993S R-K3003S Rohr R-K3003S R-K3013S Rohr R-K3013S R-K3023S Rohr R-K3023S R-K3033S Rohr R-K3033S R-K3043S Rohr R-K3053S R-K3063S Rohr R-K2633S R-K3073S Rohr R-K3073S R-K3083S Rohr R-K3083S R-K2763S Rohr R-K2833S R-K3093S Rohr R-K2823S R-K3103S Rohr R-K3103S R-K3113S Rohr R-K3113S R-K3123S Rohr R-K3123S R-K3133S Rohr R-K3133S R-K3143S Rohr R-K3143S R-K3153S Rohr R-K3153S R-K3163S Rohr R-K3163S R-K3173S Rohr R-K3173S R-K3183S Rohr R-K3183S R-K3193S Rohr R-K3193S R-K3203S Rohr R-K3203S R-K3213S Rohr R-K3213S R-K3223S Rohr R-K3223S R-K3233S Rohr R-K3233S R-K3243S Rohr R-K2703S R-K3253S Rohr R-K3263S R-K3273S Rohr R-K3273S R-K3283S Rohr R-K3283S R-K3293S Rohr R-K3293S R-K3303S Rohr R-K3303S R-K3313S Rohr 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timestamp
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1.073874e-25 17.37406 4.793622e-26 126.115997 2.007156e-25 21.51779 0.0 0.017954 0.061609 0.024664 0.011677 0.082209 0.006387 0.010536 0.000106 42.035919 1.073386e-25 23.029949 6.337380e-22 117.747498 2.998351e-24 25.77541 3.371094e-25 18.48974 7.754264e-25 20.08946 2.115029e-24 20.21883 6.419984e-25 71.859657 0.0 24.848619 1.329217e-27 25.31222 1.071969e-25 30.197519 3.375001e-25 36.381729 1.876027e-25 34.991982 8.935195e-26 6.78462 2.116374e-26 33.2108 1.038846e-24 50.190609 3.070550e-24 47.194481 0.0 50.84296 0.000000e+00 50.563492 0.000000e+00 41.892811 0.0 9.602071 4.143689e-24 25.539921 0.0 0.006896 0.012587 0.007246 0.013226 0.012857 0.023468 0.010455 0.019084 0.009932 0.018129 35.89539 3.324141e-25 72.463982 3.464952e-25 71.66468 3.426732e-25 49.03616 0.0 54.56744 0.0 92.769531 0.0 0.014413 0.028009 0.012073 0.022672 0.011766 0.021422 0.019227 0.039188 0.003792 0.004025 0.002990 0.003174 0.003448 0.003660 0.004528 0.003444 0.015596 0.033246 0.005328 0.004390 0.001481 0.007930 0.000653 0.003497 0.000930 0.004982 0.008543 0.007482 0.025470 0.028465 0.014647 0.025442 0.003649 0.008384 0.002018 0.006419 0.002052 0.006529 0.001825 0.002061 0.002439 0.003650 0.027071 0.057641 0.017585 0.074491 0.008730 0.005360 0.021077 0.035764 0.077635 0.038057 0.019257 0.016933 0.002238 0.008490 0.001622 0.006152 0.001954 0.005472 0.018286 0.029045 76.11499 0.0 0.029036 0.048957 0.126363 0.012287 0.001671 0.000503 0.002767 0.000832 0.013761 0.004138 0.011733 0.005072 0.002818 0.001707 0.001755 0.001063 0.104369 0.008547 0.001195 0.002111 0.009882 0.036183 0.001119 0.001852 0.001158 0.001916 0.001764 0.001526 0.009214 0.007971 0.017369 0.005478 0.022308 0.017172 0.048680 0.053147 0.017089 0.059823 0.021703 0.012884 0.006051 0.033382 0.008126 0.025555 0.002570 0.032704 0.003213 0.027763 0.003329 0.014858 0.003988 0.016201 0.002796 0.017726 0.002651 0.016807 0.004109 0.012337 0.014684 0.035950 0.006464 0.015826 0.024331 0.013598 22.46283 5.480473e-24 11.13411 1.344570e-24 18.746161 0.000000e+00 27.98768 0.000000e+00 32.478939 0.0 63.818771 0.0 0.020852 0.032981 0.017089 0.031027 0.004999 0.005376 0.013417 0.019870 0.018162 0.027351 0.022676 0.030115 0.012465 0.019897 0.008638 0.006677 0.003083 0.005627 0.002512 0.004585 10.56986 1.001107e-14 14.57936 1.380858e-14 19.879881 1.882882e-14 24.450741 2.315809e-14 23.61157 2.236330e-14 50.966759 4.827263e-14 21.2934 6.865451e-24 16.31768 3.029122e-24 21.15114 4.150461e-24 6.620245 4.776889e-25 5.387928 8.463555e-26 11.07489 2.132729e-26 6.690278 8.750027e-26 21.847469 0.000000e+00 18.86606 1.921640e-26 26.745211 3.099519e-24 17.53896 1.341834e-24 15.2731 1.355163e-24 7.780674 7.663189e-25 35.01923 3.316954e-14 18.988621 1.798556e-14 14.42032 2.693456e-26 16.00222 0.000000e+00 40.991829 5.361206e-25 37.581631 7.467164e-25 3.547835 5.276279e-27 34.969742 8.929517e-26 105.895203 1.078617e-25 80.626907 3.307408e-22 36.441181 0.0 31.60874 3.296731e-26 0.030179 0.003276 0.024399 0.009567 0.009935 0.014319 0.003469 0.006332 0.002714 0.004954 18.812719 8.671723e-23 15.6488 0.0 0.017428 0.025397 45.47781 0.0 0.051701 0.076219 34.576649 0.0 8.426783 4.756933e-26 22.795759 8.529784e-26 33.267208 7.645297e-25 18.762501 8.461392e-26 14.43095 3.307259e-26 0.020533 0.012190 0.013198 0.043084 16.76996 5.767366e-24 0.002893 0.005281 0.001258 0.002296 0.001615 0.001866 ... 13.37522 2.128687e-26 0.020906 0.070945 0.004966 0.008029 0.007400 0.017899 0.006138 0.020238 0.010136 0.019373 0.008811 0.020973 0.015123 0.025517 14.29888 2.178270e-26 6.310922 0.0 59.923 0.0 99.992989 0.0 14.00829 5.573602e-27 5.560995 3.308086e-26 17.37406 1.917449e-25 126.115997 2.230173e-26 21.51779 1.841668e-26 0.018290 0.061885 0.023207 0.013912 0.072521 0.008666 0.008144 0.000184 42.035919 2.116783e-26 23.029949 1.190538e-22 117.747498 1.332601e-24 25.77541 0.000000e+00 18.48974 0.000000e+00 20.08946 2.220325e-26 20.21883 5.148573e-27 71.859657 0.0 24.848619 1.196296e-26 25.31222 3.477990e-26 30.197519 1.890486e-25 36.381729 5.327635e-25 34.991982 2.004850e-26 6.78462 0.000000e+00 33.2108 3.392148e-25 50.190609 7.594064e-25 47.194481 0.000000e+00 50.84296 0.000000e+00 50.563492 0.0 41.892811 0.000000e+00 9.602071 1.350304e-24 25.539921 3.570896e-24 0.007024 0.012662 0.007381 0.013305 0.013097 0.023608 0.010650 0.019198 0.010117 0.018237 35.89539 2.558311e-25 72.463982 3.332966e-25 71.66468 3.168207e-25 49.03616 0.000000e+00 54.56744 0.0 92.769531 0.0 0.014680 0.028270 0.012296 0.022888 0.011619 0.022989 0.018141 0.046046 0.003513 0.004915 0.002770 0.003875 0.003194 0.004469 0.004149 0.004301 0.013845 0.043945 0.004094 0.007662 0.001529 0.007767 0.000674 0.003426 0.000961 0.004880 0.005084 0.029737 0.026259 0.028186 0.015075 0.025200 0.003717 0.008547 0.002055 0.006528 0.002091 0.006640 0.001858 0.002108 0.002485 0.003726 0.027575 0.058675 0.026824 0.027331 0.008892 0.005536 0.021468 0.036464 0.053923 0.110876 0.019613 0.017299 0.002492 0.007259 0.001806 0.005260 0.002199 0.004600 0.018623 0.029625 76.11499 0.0 0.029568 0.050149 0.128427 0.012813 0.001700 0.000519 0.002814 0.000859 0.013997 0.004273 0.011936 0.005222 0.002867 0.001753 0.002700 0.000391 0.106223 0.008862 0.001217 0.002151 0.010063 0.036756 0.001140 0.001893 0.001179 0.001957 0.001796 0.001567 0.009383 0.008186 0.017686 0.005688 0.022716 0.017651 0.049580 0.054641 0.017394 0.060466 0.021960 0.013212 0.006123 0.033649 0.008222 0.025826 0.002600 0.032896 0.003251 0.027973 0.003369 0.015016 0.004035 0.016381 0.002829 0.017908 0.002682 0.016980 0.004158 0.012511 0.014857 0.036562 0.006540 0.016093 0.024614 0.013944 22.46283 2.108214e-24 11.13411 0.000000e+00 18.746161 3.296165e-25 27.98768 3.370467e-25 32.478939 8.594241e-26 63.818771 0.0 0.021234 0.034096 0.017405 0.031686 0.005091 0.005500 0.013665 0.020281 0.014228 0.045978 0.023096 0.030761 0.012696 0.020338 0.008797 0.006864 0.003140 0.005660 0.002559 0.004612 10.56986 1.601787e-13 14.57936 2.209400e-13 19.879881 3.012663e-13 24.450741 3.705347e-13 23.61157 3.578169e-13 50.966759 7.723657e-13 21.2934 3.398291e-25 16.31768 8.414228e-26 21.15114 1.355570e-24 6.620245 2.229464e-25 5.387928 2.149697e-26 11.07489 0.0 6.690278 3.339113e-25 21.847469 6.181437e-26 18.86606 1.921640e-26 26.745211 4.842998e-24 17.53896 2.096616e-24 15.2731 2.117442e-24 7.780674 1.373914e-24 35.01923 5.306949e-13 18.988621 2.877611e-13 14.42032 7.631948e-25 16.00222 4.281134e-25 40.991829 0.000000e+00 37.581631 2.153223e-26 3.547835 0.000000e+00 34.969742 0.000000e+00 105.895203 0.0 80.626907 3.449610e-22 36.441181 0.0 31.60874 0.000000e+00 0.030736 0.003433 0.024853 0.009922 0.010120 0.014617 0.003533 0.006369 0.002765 0.004983 18.812719 8.143813e-23 15.6488 0.0 0.017752 0.026050 45.47781 0.0 0.052653 0.078166 34.576649 0.0 8.426783 2.095524e-26 22.795759 8.529784e-26 33.267208 0.000000e+00 18.762501 0.000000e+00 14.43095 3.307259e-26 0.020773 0.012497 0.013443 0.043911 16.76996 0.0 0.002947 0.005312 0.001282 0.002310 0.001645 0.001884 0.006653 0.011992 0.002870 0.005173 0.002017 0.003637 0.002672 0.009729 0.017432 0.019575 64.709373 0.000000e+00 80.917519 3.388132e-25 102.0578 2.956885e-24 47.21349 1.358067e-24 0.009775 0.016620 0.010824 0.006462 0.018221 0.010877 42.44363 6.418639e-22 12.77701 5.185884e-23 27.497089 0.000000e+00 5.377964 8.492779e-26 2.779566 7.943415e-26 2.251996 6.694277e-27 9.412791 1.905699e-25 3.21121 4.006781e-26 2.603956 1.390118e-25 5.753166 1.095352e-26 17.964899 5.368832e-27 0.055607 0.036133 0.011015 0.005235 0.009504 0.004245 26.05582 4.777325e-24 0.005387 0.009818 0.011004 0.020997 25.214769 2.158086e-26 13.48946 2.075902e-26 8.799599 1.917243e-25 11.09779 8.548555e-26 26.07811 1.888880e-25 17.345261 0.000000e+00 20.64109 2.102439e-26 0.001839 0.018179 0.001861 0.018278
2023-02-13 23:00:00.000 +01:00 0.012623 0.011749 0.023853 0.016452 0.016756 0.012243 0.002793 0.002041 0.003063 0.002238 0.003401 0.002485 0.037095 0.020861 0.001529 0.002533 0.002773 0.001198 0.002115 0.000914 0.011310 0.004887 0.014988 0.005354 0.014022 0.010449 0.053944 0.004016 0.054312 0.037033 165.780594 0.0 3.842942 4.289871e-25 64.195343 1.348729e-24 51.010349 1.908720e-25 83.961197 3.420814e-25 64.287239 3.073971e-25 43.0797 3.120333e-25 0.086543 0.004188 0.007364 0.002898 0.016020 0.007661 0.030491 0.017585 0.012041 0.010019 0.001767 0.003435 0.005187 0.009506 0.005163 0.009462 0.009032 0.015425 0.003833 0.006084 0.022495 0.025840 52.374901 5.943979e-22 13.53016 7.752044e-25 12.6086 1.713872e-24 10.49419 3.051399e-24 8.190004 3.051250e-24 13.37522 1.915818e-25 0.030186 0.033409 0.007174 0.003777 0.010693 0.008414 0.008871 0.009509 0.014659 0.009090 0.012744 0.009837 0.021902 0.011939 14.29888 0.000000e+00 6.310922 0.0 59.923 0.0 99.992989 0.0 14.00829 4.763609e-24 5.560995 1.300518e-27 17.37406 5.393882e-27 126.115997 0.000000e+00 21.51779 0.0 0.026467 0.028999 0.036551 0.005561 0.122300 0.003064 0.015868 0.000050 42.035919 1.073386e-25 23.029949 2.608250e-22 117.747498 2.998351e-24 25.77541 3.371094e-25 18.48974 8.841090e-26 20.08946 8.529602e-26 20.21883 4.763323e-26 71.859657 0.0 24.848619 1.196296e-26 25.31222 1.323418e-27 30.197519 0.000000e+00 36.381729 2.322517e-26 34.991982 2.004850e-26 6.78462 2.116374e-26 33.2108 3.392148e-25 50.190609 1.960197e-25 47.194481 0.0 50.84296 0.000000e+00 50.563492 1.374829e-24 41.892811 0.0 9.602071 7.631413e-25 25.539921 0.0 0.010174 0.005923 0.010691 0.006224 0.018969 0.011044 0.015426 0.008981 0.014654 0.008532 35.89539 8.493045e-26 72.463982 3.332966e-25 71.66468 3.426732e-25 49.03616 0.0 54.56744 0.0 92.769531 0.0 0.021297 0.013189 0.017839 0.010678 0.017419 0.010080 0.028351 0.018636 0.005589 0.001925 0.004407 0.001518 0.005082 0.001750 0.006672 0.001652 0.022964 0.015893 0.007826 0.002128 0.002178 0.003755 0.000960 0.001656 0.001368 0.002359 0.012566 0.003572 0.037478 0.013559 0.021565 0.012071 0.005365 0.004026 0.002968 0.003073 0.003019 0.003126 0.002684 0.000991 0.003590 0.001752 0.039849 0.027567 0.025921 0.035212 0.012877 0.002592 0.031109 0.017046 0.114213 0.018369 0.028309 0.008150 0.003289 0.004057 0.002383 0.002940 0.002871 0.002621 0.026858 0.013982 76.11499 0.0 0.042565 0.023759 0.188514 0.005855 0.002481 0.000239 0.004108 0.000396 0.020431 0.001971 0.017401 0.002414 0.004175 0.000812 0.002601 0.000506 0.154411 0.004118 0.001755 0.001015 0.014507 0.017366 0.001643 0.000895 0.001699 0.000926 0.002588 0.000742 0.013516 0.003873 0.025451 0.002697 0.032707 0.008361 0.071528 0.025764 0.025390 0.027938 0.031936 0.006276 0.008936 0.015760 0.011994 0.012120 0.003792 0.015417 0.004740 0.013128 0.004908 0.007065 0.005878 0.007710 0.004118 0.008439 0.003905 0.008002 0.006048 0.005914 0.021562 0.017381 0.009492 0.007652 0.035680 0.006672 22.46283 4.149739e-24 11.13411 3.361424e-25 18.746161 3.296165e-25 27.98768 3.370467e-25 32.478939 0.0 63.818771 0.0 0.030458 0.016262 0.025092 0.014962 0.007346 0.002593 0.019722 0.009554 0.026667 0.013246 0.033376 0.014457 0.018337 0.009570 0.012705 0.003231 0.004548 0.002648 0.003706 0.002158 10.56986 1.001130e-14 14.57936 1.380885e-14 19.879881 1.882938e-14 24.450741 2.315853e-14 23.61157 2.236373e-14 50.966759 4.827301e-14 21.2934 8.675526e-26 16.31768 8.414228e-26 21.15114 3.388132e-25 6.620245 1.198788e-26 5.387928 0.000000e+00 11.07489 2.132729e-26 6.690278 8.750027e-26 21.847469 8.901269e-26 18.86606 3.416249e-26 26.745211 1.547414e-23 17.53896 8.515981e-24 15.2731 6.860513e-24 7.780674 2.114256e-24 35.01923 3.316764e-14 18.988621 1.798477e-14 14.42032 1.667917e-24 16.00222 3.362030e-25 40.991829 7.609492e-24 37.581631 5.435957e-24 3.547835 4.290176e-25 34.969742 8.014303e-26 105.895203 0.000000e+00 80.626907 3.249739e-22 36.441181 0.0 31.60874 8.802630e-25 0.044353 0.001618 0.035899 0.004665 0.014670 0.006826 0.005118 0.002980 0.004004 0.002331 18.812719 7.621628e-23 15.6488 0.0 0.025736 0.012165 45.47781 0.0 0.075801 0.037016 34.576649 0.0 8.426783 5.379443e-27 22.795759 8.529784e-26 33.267208 3.397910e-25 18.762501 7.615252e-25 14.43095 1.620557e-24 0.030215 0.005939 0.019490 0.020505 16.76996 5.206335e-27 0.004268 0.002485 0.001856 0.001081 0.002381 0.000882 ... 13.37522 3.406130e-25 0.030740 0.034339 0.007307 0.003895 0.010891 0.008650 0.009035 0.009752 0.014931 0.009341 0.012981 0.010091 0.022310 0.012243 14.29888 8.568281e-26 6.310922 0.0 59.923 0.0 99.992989 0.0 14.00829 5.208222e-27 5.560995 1.300518e-27 17.37406 8.468144e-26 126.115997 2.230173e-26 21.51779 1.841668e-26 0.026962 0.029326 0.034447 0.006652 0.108130 0.004162 0.012280 0.000088 42.035919 2.116783e-26 23.029949 5.085812e-23 117.747498 1.332601e-24 25.77541 0.000000e+00 18.48974 1.360691e-24 20.08946 1.945360e-25 20.21883 2.583225e-25 71.859657 0.0 24.848619 1.196296e-26 25.31222 1.092795e-26 30.197519 5.286713e-25 36.381729 5.327635e-25 34.991982 1.045740e-24 6.78462 1.904737e-25 33.2108 2.120093e-26 50.190609 2.131756e-26 47.194481 3.388132e-25 50.84296 0.000000e+00 50.563492 0.0 41.892811 0.000000e+00 9.602071 0.000000e+00 25.539921 5.312493e-25 0.010364 0.006000 0.010891 0.006305 0.019324 0.011187 0.015714 0.009097 0.014928 0.008642 35.89539 1.085037e-25 72.463982 0.000000e+00 71.66468 3.426732e-25 49.03616 3.551769e-25 54.56744 0.0 92.769531 0.0 0.021693 0.013412 0.018170 0.010861 0.017191 0.010909 0.026716 0.022097 0.005170 0.002372 0.004076 0.001871 0.004701 0.002157 0.006104 0.002083 0.020344 0.021204 0.005994 0.003746 0.002248 0.003708 0.000991 0.001635 0.001412 0.002329 0.007475 0.014175 0.038625 0.013543 0.022190 0.012055 0.005464 0.004140 0.003023 0.003152 0.003074 0.003206 0.002734 0.001023 0.003656 0.001803 0.040590 0.028305 0.039570 0.013104 0.013114 0.002702 0.031686 0.017531 0.079505 0.053341 0.028830 0.008397 0.003662 0.003505 0.002654 0.002540 0.003230 0.002228 0.027351 0.014384 76.11499 0.0 0.043339 0.024555 0.190838 0.006200 0.002517 0.000251 0.004167 0.000415 0.020726 0.002063 0.017662 0.002518 0.004239 0.000844 0.003993 0.000190 0.156913 0.004317 0.001787 0.001044 0.014772 0.017789 0.001673 0.000922 0.001730 0.000954 0.002635 0.000768 0.013763 0.004013 0.025912 0.002826 0.033301 0.008669 0.072846 0.026734 0.025848 0.028463 0.032315 0.006479 0.009042 0.015973 0.012137 0.012319 0.003837 0.015589 0.004796 0.013300 0.004966 0.007182 0.005948 0.007841 0.004167 0.008576 0.003951 0.008131 0.006119 0.006034 0.021815 0.017790 0.009603 0.007830 0.036092 0.006885 22.46283 7.514240e-25 11.13411 3.361424e-25 18.746161 1.364322e-24 27.98768 0.000000e+00 32.478939 8.594241e-26 63.818771 0.0 0.031011 0.016976 0.025554 0.015414 0.007481 0.002676 0.020087 0.009837 0.020898 0.022309 0.033992 0.014896 0.018674 0.009869 0.012937 0.003351 0.004633 0.002682 0.003775 0.002185 10.56986 1.601794e-13 14.57936 2.209403e-13 19.879881 3.012663e-13 24.450741 3.705347e-13 23.61157 3.578169e-13 50.966759 7.723657e-13 21.2934 7.592591e-25 16.31768 8.414228e-26 21.15114 3.384476e-25 6.620245 3.288472e-26 5.387928 2.149697e-26 11.07489 0.0 6.690278 3.419088e-25 21.847469 8.901269e-26 18.86606 0.000000e+00 26.745211 9.156293e-26 17.53896 8.386463e-26 15.2731 0.000000e+00 7.780674 7.947174e-26 35.01923 5.306940e-13 18.988621 2.877604e-13 14.42032 0.000000e+00 16.00222 5.546316e-27 40.991829 1.043826e-24 37.581631 1.701312e-24 3.547835 1.921356e-25 34.969742 0.000000e+00 105.895203 0.0 80.626907 3.409194e-22 36.441181 0.0 31.60874 3.383435e-25 0.045167 0.001711 0.036566 0.004884 0.014943 0.007031 0.005213 0.003018 0.004079 0.002361 18.812719 8.143617e-23 15.6488 0.0 0.026215 0.012595 45.47781 0.0 0.077190 0.038307 34.576649 0.0 8.426783 2.151777e-26 22.795759 8.529784e-26 33.267208 8.494775e-26 18.762501 0.000000e+00 14.43095 3.307259e-26 0.030568 0.006127 0.019852 0.021088 16.76996 0.0 0.004348 0.002517 0.001891 0.001095 0.002426 0.000897 0.009816 0.005682 0.004234 0.002451 0.002977 0.001723 0.003939 0.004607 0.025701 0.009325 64.709373 3.388132e-25 80.917519 3.388132e-25 102.0578 1.848053e-25 47.21349 8.354778e-26 0.014357 0.008107 0.015883 0.003185 0.026738 0.005361 42.44363 6.867050e-22 12.77701 5.615462e-23 27.497089 2.123966e-24 5.377964 3.388130e-25 2.779566 7.959044e-26 2.251996 6.694277e-27 9.412791 2.127350e-26 3.21121 8.308066e-27 2.603956 4.377349e-26 5.753166 3.474229e-26 17.964899 5.368832e-27 0.082044 0.017322 0.016249 0.002516 0.014019 0.002041 26.05582 8.920279e-26 0.007950 0.004671 0.016239 0.009986 25.214769 0.000000e+00 13.48946 0.000000e+00 8.799599 8.292336e-26 11.09779 2.009578e-26 26.07811 3.410683e-25 17.345261 7.066944e-26 20.64109 2.102439e-26 0.002716 0.008551 0.002748 0.008642

3 rows × 1048 columns

Subcase 4: Specific Timestamps + Specific Values + Filtering

If we want to filter for more than just the container, we have to filter tks outside the function and then pass them. Works same way as for model_data.

[87]:

all_tks = s3s.GetTksofElementType(s3s.ObjectTypes.Pipe)

[88]:

len(all_tks)

[88]:

524

[89]:

good_tks = []

[90]:

for tk in all_tks:
    if s3s.GetValue(tk, "FkCont")[0] == "5029128874972463118":
        if s3s.GetValue(tk, "bz.Irtrenn")[0] == "0": # Rohr nicht getrennt
            good_tks.append(tk)

[91]:

len(good_tks)

[91]:

480

[92]:

(s3s.generate_element_results_dataframe(element_type=s3s.ObjectTypes.Pipe
                                        ,tks=good_tks # here we specify that not all available tks should be used
                                        ,properties=["DTTR", "PHR"]
                                        ,timestamps=[0, 5, -2]
                                        )).head(3)

[2026-10-07 12:51:16,357] INFO in sir3stoolkit.mantle.dataframes: [results] Generating results dataframe for element type: ObjectTypes.Pipe
[2026-10-07 12:51:16,674] INFO in sir3stoolkit.mantle.dataframes: [Resolving Timestamps] Using 3 timestamps: ['2023-02-13 00:00:00.000 +01:00', '2023-02-13 05:00:00.000 +01:00', '2023-02-13 23:00:00.000 +01:00']
[2026-10-07 12:51:16,680] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] Retrieved 524 element(s) of element type ObjectTypes.Pipe.
[2026-10-07 12:51:16,693] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] 480 tks remain after filtering for given tks.
[2026-10-07 12:51:16,698] INFO in sir3stoolkit.mantle.dataframes: [results] Using 2 result properties.
[2026-10-07 12:51:16,814] INFO in sir3stoolkit.mantle.dataframes: [results] 3 timestamp(s), 480 element(s), 2 properties resolved (0.5 s).
[2026-10-07 12:51:16,817] INFO in sir3stoolkit.mantle.dataframes: [results] Retrieving result values... (bulk=False)
[2026-10-07 12:51:17,447] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 20 % (576/2,880 values, 0.6 s)
[2026-10-07 12:51:17,781] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 40 % (1,152/2,880 values, 1.0 s)
[2026-10-07 12:51:18,083] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 60 % (1,728/2,880 values, 1.3 s)
[2026-10-07 12:51:18,348] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 80 % (2,304/2,880 values, 1.5 s)
[2026-10-07 12:51:18,572] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 100 % (2,880/2,880 values, 1.8 s)
[2026-10-07 12:51:18,582] INFO in sir3stoolkit.mantle.dataframes: [results] 2,880 value(s) retrieved via GetResultfortimestamp() (1.8 s).
[2026-10-07 12:51:18,746] INFO in sir3stoolkit.mantle.dataframes: [results] 0 fully NaN columns dropped.
[2026-10-07 12:51:18,750] INFO in sir3stoolkit.mantle.dataframes: [results] DataFrame assembled (0.0 s).
[2026-10-07 12:51:18,978] INFO in sir3stoolkit.mantle.dataframes: [results] Names/end nodes of 480 element(s) looked up (0.2 s).
[2026-10-07 12:51:18,998] INFO in sir3stoolkit.mantle.dataframes: [results] Done. Shape: (3, 960) (2.6 s in total)

[92]:
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5701217076123185999 5343389149567015241 5004534437760811077 5638727652971481339 4933247170382646480 5144558095415012328 4676843093813396651 5238385499211955735 5431464167607748731 5021757307925561906 5602200558168325137 4976126317058169697 5611058499224570176 4951309552891536851 4734625425618016004 5003475594426980558 5199984776776235548 5146987453990281112 4664282009021425543 4730098385004060223 5143417057295500465 4870893641534242754 4751771958060245818 4756919352045195395 4950699445422043390 5443612009555325057 5130272059781459965 5030450908543536722 4897883139609927597 5385910423114382788 4815053638180850703 4943632133505495565 5136719248606301905 5222700144096421193 5209596079625295991 5215757535605464866 5089350764087843246 4922208128354560629 5176883269076091732 4882993749777364317 5374456943006507008 4843836890906700052 5535463940319820632 5012186927559751405 4986912592668362327 5119633900217288954 5293317689029296733 4766100927082653384 5638908776577558151 5244494914545547298 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timestamp
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0.010263 0.004968 0.004427 0.002143 0.003112 0.001506 0.005878 0.001646 0.026869 0.008126 64.709373 0.000000e+00 80.917519 1.355253e-24 102.0578 6.652992e-24 0.015003 0.006977 0.016596 0.002722 0.027941 0.004584 42.44363 7.332739e-22 12.77701 4.468494e-23 27.497089 1.718584e-24 5.377964 3.473755e-26 2.779566 1.180151e-26 2.251996 3.334096e-26 9.412791 5.288662e-25 3.21121 0.000000e+00 2.603956 4.004051e-26 5.753166 6.490781e-26 ... 51.010349 8.391243e-26 83.961197 3.420814e-25 64.287239 3.565079e-25 43.0797 0.000000e+00 0.093736 0.003953 0.007984 0.002667 0.017370 0.006993 0.033065 0.015980 0.013060 0.009075 0.001917 0.003084 0.005625 0.008539 0.005599 0.008499 0.009795 0.013864 0.004156 0.005472 0.024393 0.023300 13.53016 1.355268e-24 12.6086 4.527567e-25 10.49419 8.330419e-26 8.190004 3.390278e-25 0.032720 0.030558 0.007778 0.003467 0.011594 0.007695 0.009619 0.008671 0.015899 0.008306 0.013823 0.008970 0.023763 0.010876 59.923 0.0 14.00829 5.573602e-27 5.560995 1.073874e-25 17.37406 1.893254e-25 126.115997 2.230173e-26 21.51779 1.841668e-26 0.028714 0.025998 0.036726 0.005907 0.115365 0.003698 0.013126 0.000078 42.035919 1.905105e-25 23.029949 1.229937e-21 117.747498 5.330402e-24 25.77541 1.348437e-24 18.48974 1.360691e-24 20.08946 2.220325e-26 20.21883 5.148573e-27 24.848619 1.187250e-26 25.31222 6.263065e-26 30.197519 8.331703e-26 36.381729 2.084475e-26 34.991982 1.045740e-24 6.78462 1.904737e-25 33.2108 3.392148e-25 50.190609 3.411726e-25 47.194481 0.000000e+00 50.84296 3.236694e-25 50.563492 0.0 41.892811 3.425513e-25 9.602071 0.000000e+00 0.011039 0.005319 0.011600 0.005589 0.020583 0.009917 0.016737 0.008065 0.015900 0.007661 72.463982 3.332966e-25 71.66468 3.168207e-25 49.03616 0.000000e+00 0.023111 0.011893 0.019357 0.009632 0.018318 0.009675 0.028447 0.019632 0.005504 0.002110 0.004340 0.001664 0.005004 0.001918 0.006498 0.001853 0.021653 0.018858 0.006376 0.003339 0.002393 0.003292 0.001055 0.001452 0.001503 0.002068 0.007957 0.012580 0.041119 0.012034 0.023626 0.010705 0.005816 0.003685 0.003218 0.002804 0.003273 0.002852 0.002910 0.000911 0.003892 0.001605 0.043215 0.025172 0.042147 0.011640 0.013968 0.002407 0.033753 0.015579 0.084669 0.047416 0.030686 0.007475 0.003897 0.003118 0.002824 0.002259 0.003437 0.001983 0.029106 0.012807 0.046102 0.021898 0.203459 0.005518 0.002682 0.000223 0.004440 0.000369 0.022085 0.001836 0.018817 0.002239 0.004516 0.000750 0.004254 0.000169 0.167143 0.003845 0.001902 0.000929 0.015718 0.015831 0.001780 0.000822 0.001841 0.000850 0.002803 0.000685 0.014642 0.003579 0.027562 0.002526 0.035425 0.007734 0.077527 0.023833 0.027558 0.025218 0.034402 0.005777 0.009633 0.014163 0.012929 0.010933 0.004087 0.013820 0.005108 0.011797 0.005289 0.006377 0.006334 0.006964 0.004437 0.007617 0.004207 0.007222 0.006515 0.005366 0.023215 0.015846 0.010218 0.006975 0.038396 0.006148 11.13411 3.361424e-25 18.746161 1.364322e-24 27.98768 1.348187e-24 32.478939 8.594241e-26 0.032964 0.015184 0.027192 0.013729 0.007962 0.002383 0.021380 0.008757 0.022239 0.019862 0.036189 0.013256 0.019879 0.008786 0.013771 0.002986 0.004935 0.002378 0.004021 0.001937 10.56986 1.601794e-13 14.57936 2.209403e-13 19.879881 3.012663e-13 24.450741 3.705333e-13 23.61157 3.578169e-13 50.966759 7.723658e-13 21.2934 7.699906e-25 16.31768 3.365691e-25 21.15114 1.355570e-24 6.620245 5.821731e-25 5.387928 2.149697e-26 11.07489 0.0 6.690278 8.347782e-26 21.847469 8.901269e-26 18.86606 1.921640e-26 26.745211 1.743479e-24 17.53896 7.939847e-25 15.2731 8.469769e-26 7.780674 8.805733e-26 35.01923 5.306949e-13 18.988621 2.877611e-13 14.42032 0.000000e+00 16.00222 5.157225e-27 40.991829 3.351841e-25 37.581631 3.256417e-25 3.547835 1.899460e-25 34.969742 2.003576e-26 105.895203 0.0 80.626907 3.422624e-22 0.048071 0.001530 0.038926 0.004357 0.015920 0.006248 0.005553 0.002676 0.004345 0.002093 18.812719 8.143580e-23 0.027928 0.011203 0.082113 0.034165 8.426783 2.151777e-26 22.795759 3.411914e-25 33.267208 7.511758e-25 18.762501 7.615252e-25 14.43095 5.837865e-25 0.032542 0.005464 0.021149 0.018736 0.004631 0.002231 0.002014 0.000970 0.002583 0.000796 0.010455 0.005038 0.004510 0.002173 0.003170 0.001528 0.004195 0.004084 0.027372 0.008274 64.709373 3.388132e-25 80.917519 3.388132e-25 102.0578 1.663248e-24 0.015279 0.007224 0.016900 0.002843 0.028449 0.004785 42.44363 6.857933e-22 12.77701 5.615462e-23 27.497089 2.144340e-26 5.377964 8.492779e-26 2.779566 7.864395e-29 2.251996 6.694277e-27 9.412791 1.905699e-25 3.21121 8.199819e-27 2.603956 1.392119e-25 5.753166 2.281439e-25 17.964899 5.368832e-27 0.087385 0.015387 0.017306 0.002236 0.014931 0.001814 26.05582 2.566239e-24 0.008468 0.004144 0.017298 0.008858 25.214769 0.000000e+00 13.48946 2.146868e-26 8.799599 0.000000e+00 11.09779 8.548555e-26 26.07811 2.231977e-26 17.345261 0.000000e+00 20.64109 2.102439e-26 0.002894 0.007571 0.002928 0.007658
2023-02-13 05:00:00.000 +01:00 0.008582 0.024733 0.016281 0.034243 0.011407 0.025622 0.001901 0.004271 0.002085 0.004683 0.002315 0.005201 0.025257 0.043559 0.001041 0.005314 0.001889 0.002490 0.001440 0.001899 0.007704 0.010156 0.010211 0.011108 0.009559 0.021708 0.036863 0.008110 0.036897 0.077415 64.195343 3.016109e-24 51.010349 2.167155e-26 83.961197 3.420814e-25 64.287239 0.000000e+00 43.0797 3.120333e-25 0.059068 0.008448 0.005003 0.006019 0.010888 0.016004 0.020712 0.036899 0.008177 0.021090 0.001201 0.007273 0.003524 0.020115 0.003508 0.020023 0.006137 0.032622 0.002605 0.012860 0.015289 0.054495 13.53016 2.124730e-24 12.6086 5.287819e-25 10.49419 1.352835e-24 8.190004 1.356111e-24 0.020528 0.069634 0.004876 0.007855 0.007266 0.017565 0.006026 0.019906 0.009951 0.019017 0.008650 0.020620 0.014847 0.025094 59.923 0.0 14.00829 3.390980e-25 5.560995 1.073874e-25 17.37406 4.793622e-26 126.115997 2.007156e-25 21.51779 0.0 0.017954 0.061609 0.024664 0.011677 0.082209 0.006387 0.010536 0.000106 42.035919 1.073386e-25 23.029949 6.337380e-22 117.747498 2.998351e-24 25.77541 3.371094e-25 18.48974 7.754264e-25 20.08946 2.115029e-24 20.21883 6.419984e-25 24.848619 1.329217e-27 25.31222 1.071969e-25 30.197519 3.375001e-25 36.381729 1.876027e-25 34.991982 8.935195e-26 6.78462 2.116374e-26 33.2108 1.038846e-24 50.190609 3.070550e-24 47.194481 0.0 50.84296 0.000000e+00 50.563492 0.000000e+00 41.892811 0.0 9.602071 4.143689e-24 0.006896 0.012587 0.007246 0.013226 0.012857 0.023468 0.010455 0.019084 0.009932 0.018129 72.463982 3.464952e-25 71.66468 3.426732e-25 49.03616 0.0 0.014413 0.028009 0.012073 0.022672 0.011766 0.021422 0.019227 0.039188 0.003792 0.004025 0.002990 0.003174 0.003448 0.003660 0.004528 0.003444 0.015596 0.033246 0.005328 0.004390 0.001481 0.007930 0.000653 0.003497 0.000930 0.004982 0.008543 0.007482 0.025470 0.028465 0.014647 0.025442 0.003649 0.008384 0.002018 0.006419 0.002052 0.006529 0.001825 0.002061 0.002439 0.003650 0.027071 0.057641 0.017585 0.074491 0.008730 0.005360 0.021077 0.035764 0.077635 0.038057 0.019257 0.016933 0.002238 0.008490 0.001622 0.006152 0.001954 0.005472 0.018286 0.029045 0.029036 0.048957 0.126363 0.012287 0.001671 0.000503 0.002767 0.000832 0.013761 0.004138 0.011733 0.005072 0.002818 0.001707 0.001755 0.001063 0.104369 0.008547 0.001195 0.002111 0.009882 0.036183 0.001119 0.001852 0.001158 0.001916 0.001764 0.001526 0.009214 0.007971 0.017369 0.005478 0.022308 0.017172 0.048680 0.053147 0.017089 0.059823 0.021703 0.012884 0.006051 0.033382 0.008126 0.025555 0.002570 0.032704 0.003213 0.027763 0.003329 0.014858 0.003988 0.016201 0.002796 0.017726 0.002651 0.016807 0.004109 0.012337 0.014684 0.035950 0.006464 0.015826 0.024331 0.013598 11.13411 1.344570e-24 18.746161 0.000000e+00 27.98768 0.000000e+00 32.478939 0.0 0.020852 0.032981 0.017089 0.031027 0.004999 0.005376 0.013417 0.019870 0.018162 0.027351 0.022676 0.030115 0.012465 0.019897 0.008638 0.006677 0.003083 0.005627 0.002512 0.004585 10.56986 1.001107e-14 14.57936 1.380858e-14 19.879881 1.882882e-14 24.450741 2.315809e-14 23.61157 2.236330e-14 50.966759 4.827263e-14 21.2934 6.865451e-24 16.31768 3.029122e-24 21.15114 4.150461e-24 6.620245 4.776889e-25 5.387928 8.463555e-26 11.07489 2.132729e-26 6.690278 8.750027e-26 21.847469 0.000000e+00 18.86606 1.921640e-26 26.745211 3.099519e-24 17.53896 1.341834e-24 15.2731 1.355163e-24 7.780674 7.663189e-25 35.01923 3.316954e-14 18.988621 1.798556e-14 14.42032 2.693456e-26 16.00222 0.000000e+00 40.991829 5.361206e-25 37.581631 7.467164e-25 3.547835 5.276279e-27 34.969742 8.929517e-26 105.895203 1.078617e-25 80.626907 3.307408e-22 0.030179 0.003276 0.024399 0.009567 0.009935 0.014319 0.003469 0.006332 0.002714 0.004954 18.812719 8.671723e-23 0.017428 0.025397 0.051701 0.076219 8.426783 4.756933e-26 22.795759 8.529784e-26 33.267208 7.645297e-25 18.762501 8.461392e-26 14.43095 3.307259e-26 0.020533 0.012190 0.013198 0.043084 0.002893 0.005281 0.001258 0.002296 0.001615 0.001866 0.006531 0.011921 0.002817 0.005143 0.001981 0.003615 0.003744 0.003926 0.017112 0.019390 64.709373 1.355253e-24 80.917519 0.000000e+00 102.0578 2.956885e-24 0.009597 0.016223 0.010628 0.006253 0.017893 0.010528 42.44363 7.971734e-22 12.77701 6.160603e-23 27.497089 1.356088e-24 5.377964 1.565756e-25 2.779566 1.601400e-25 2.251996 1.600902e-25 9.412791 5.288662e-25 3.21121 8.470329e-26 2.603956 8.317251e-27 5.753166 1.316370e-27 ... 51.010349 8.668621e-26 83.961197 8.552034e-26 64.287239 3.073971e-25 43.0797 3.120333e-25 0.060156 0.008834 0.005096 0.006166 0.011090 0.016289 0.021097 0.037430 0.008329 0.021341 0.001223 0.007310 0.003590 0.020223 0.003573 0.020130 0.006252 0.032810 0.002653 0.012940 0.015574 0.054938 13.53016 1.355268e-24 12.6086 2.411581e-25 10.49419 2.120072e-24 8.190004 0.000000e+00 0.020906 0.070945 0.004966 0.008029 0.007400 0.017899 0.006138 0.020238 0.010136 0.019373 0.008811 0.020973 0.015123 0.025517 59.923 0.0 14.00829 5.573602e-27 5.560995 3.308086e-26 17.37406 1.917449e-25 126.115997 2.230173e-26 21.51779 1.841668e-26 0.018290 0.061885 0.023207 0.013912 0.072521 0.008666 0.008144 0.000184 42.035919 2.116783e-26 23.029949 1.190538e-22 117.747498 1.332601e-24 25.77541 0.000000e+00 18.48974 0.000000e+00 20.08946 2.220325e-26 20.21883 5.148573e-27 24.848619 1.196296e-26 25.31222 3.477990e-26 30.197519 1.890486e-25 36.381729 5.327635e-25 34.991982 2.004850e-26 6.78462 0.000000e+00 33.2108 3.392148e-25 50.190609 7.594064e-25 47.194481 0.000000e+00 50.84296 0.000000e+00 50.563492 0.0 41.892811 0.000000e+00 9.602071 1.350304e-24 0.007024 0.012662 0.007381 0.013305 0.013097 0.023608 0.010650 0.019198 0.010117 0.018237 72.463982 3.332966e-25 71.66468 3.168207e-25 49.03616 0.000000e+00 0.014680 0.028270 0.012296 0.022888 0.011619 0.022989 0.018141 0.046046 0.003513 0.004915 0.002770 0.003875 0.003194 0.004469 0.004149 0.004301 0.013845 0.043945 0.004094 0.007662 0.001529 0.007767 0.000674 0.003426 0.000961 0.004880 0.005084 0.029737 0.026259 0.028186 0.015075 0.025200 0.003717 0.008547 0.002055 0.006528 0.002091 0.006640 0.001858 0.002108 0.002485 0.003726 0.027575 0.058675 0.026824 0.027331 0.008892 0.005536 0.021468 0.036464 0.053923 0.110876 0.019613 0.017299 0.002492 0.007259 0.001806 0.005260 0.002199 0.004600 0.018623 0.029625 0.029568 0.050149 0.128427 0.012813 0.001700 0.000519 0.002814 0.000859 0.013997 0.004273 0.011936 0.005222 0.002867 0.001753 0.002700 0.000391 0.106223 0.008862 0.001217 0.002151 0.010063 0.036756 0.001140 0.001893 0.001179 0.001957 0.001796 0.001567 0.009383 0.008186 0.017686 0.005688 0.022716 0.017651 0.049580 0.054641 0.017394 0.060466 0.021960 0.013212 0.006123 0.033649 0.008222 0.025826 0.002600 0.032896 0.003251 0.027973 0.003369 0.015016 0.004035 0.016381 0.002829 0.017908 0.002682 0.016980 0.004158 0.012511 0.014857 0.036562 0.006540 0.016093 0.024614 0.013944 11.13411 0.000000e+00 18.746161 3.296165e-25 27.98768 3.370467e-25 32.478939 8.594241e-26 0.021234 0.034096 0.017405 0.031686 0.005091 0.005500 0.013665 0.020281 0.014228 0.045978 0.023096 0.030761 0.012696 0.020338 0.008797 0.006864 0.003140 0.005660 0.002559 0.004612 10.56986 1.601787e-13 14.57936 2.209400e-13 19.879881 3.012663e-13 24.450741 3.705347e-13 23.61157 3.578169e-13 50.966759 7.723657e-13 21.2934 3.398291e-25 16.31768 8.414228e-26 21.15114 1.355570e-24 6.620245 2.229464e-25 5.387928 2.149697e-26 11.07489 0.0 6.690278 3.339113e-25 21.847469 6.181437e-26 18.86606 1.921640e-26 26.745211 4.842998e-24 17.53896 2.096616e-24 15.2731 2.117442e-24 7.780674 1.373914e-24 35.01923 5.306949e-13 18.988621 2.877611e-13 14.42032 7.631948e-25 16.00222 4.281134e-25 40.991829 0.000000e+00 37.581631 2.153223e-26 3.547835 0.000000e+00 34.969742 0.000000e+00 105.895203 0.0 80.626907 3.449610e-22 0.030736 0.003433 0.024853 0.009922 0.010120 0.014617 0.003533 0.006369 0.002765 0.004983 18.812719 8.143813e-23 0.017752 0.026050 0.052653 0.078166 8.426783 2.095524e-26 22.795759 8.529784e-26 33.267208 0.000000e+00 18.762501 0.000000e+00 14.43095 3.307259e-26 0.020773 0.012497 0.013443 0.043911 0.002947 0.005312 0.001282 0.002310 0.001645 0.001884 0.006653 0.011992 0.002870 0.005173 0.002017 0.003637 0.002672 0.009729 0.017432 0.019575 64.709373 0.000000e+00 80.917519 3.388132e-25 102.0578 2.956885e-24 0.009775 0.016620 0.010824 0.006462 0.018221 0.010877 42.44363 6.418639e-22 12.77701 5.185884e-23 27.497089 0.000000e+00 5.377964 8.492779e-26 2.779566 7.943415e-26 2.251996 6.694277e-27 9.412791 1.905699e-25 3.21121 4.006781e-26 2.603956 1.390118e-25 5.753166 1.095352e-26 17.964899 5.368832e-27 0.055607 0.036133 0.011015 0.005235 0.009504 0.004245 26.05582 4.777325e-24 0.005387 0.009818 0.011004 0.020997 25.214769 2.158086e-26 13.48946 2.075902e-26 8.799599 1.917243e-25 11.09779 8.548555e-26 26.07811 1.888880e-25 17.345261 0.000000e+00 20.64109 2.102439e-26 0.001839 0.018179 0.001861 0.018278
2023-02-13 23:00:00.000 +01:00 0.012623 0.011749 0.023853 0.016452 0.016756 0.012243 0.002793 0.002041 0.003063 0.002238 0.003401 0.002485 0.037095 0.020861 0.001529 0.002533 0.002773 0.001198 0.002115 0.000914 0.011310 0.004887 0.014988 0.005354 0.014022 0.010449 0.053944 0.004016 0.054312 0.037033 64.195343 1.348729e-24 51.010349 1.908720e-25 83.961197 3.420814e-25 64.287239 3.073971e-25 43.0797 3.120333e-25 0.086543 0.004188 0.007364 0.002898 0.016020 0.007661 0.030491 0.017585 0.012041 0.010019 0.001767 0.003435 0.005187 0.009506 0.005163 0.009462 0.009032 0.015425 0.003833 0.006084 0.022495 0.025840 13.53016 7.752044e-25 12.6086 1.713872e-24 10.49419 3.051399e-24 8.190004 3.051250e-24 0.030186 0.033409 0.007174 0.003777 0.010693 0.008414 0.008871 0.009509 0.014659 0.009090 0.012744 0.009837 0.021902 0.011939 59.923 0.0 14.00829 4.763609e-24 5.560995 1.300518e-27 17.37406 5.393882e-27 126.115997 0.000000e+00 21.51779 0.0 0.026467 0.028999 0.036551 0.005561 0.122300 0.003064 0.015868 0.000050 42.035919 1.073386e-25 23.029949 2.608250e-22 117.747498 2.998351e-24 25.77541 3.371094e-25 18.48974 8.841090e-26 20.08946 8.529602e-26 20.21883 4.763323e-26 24.848619 1.196296e-26 25.31222 1.323418e-27 30.197519 0.000000e+00 36.381729 2.322517e-26 34.991982 2.004850e-26 6.78462 2.116374e-26 33.2108 3.392148e-25 50.190609 1.960197e-25 47.194481 0.0 50.84296 0.000000e+00 50.563492 1.374829e-24 41.892811 0.0 9.602071 7.631413e-25 0.010174 0.005923 0.010691 0.006224 0.018969 0.011044 0.015426 0.008981 0.014654 0.008532 72.463982 3.332966e-25 71.66468 3.426732e-25 49.03616 0.0 0.021297 0.013189 0.017839 0.010678 0.017419 0.010080 0.028351 0.018636 0.005589 0.001925 0.004407 0.001518 0.005082 0.001750 0.006672 0.001652 0.022964 0.015893 0.007826 0.002128 0.002178 0.003755 0.000960 0.001656 0.001368 0.002359 0.012566 0.003572 0.037478 0.013559 0.021565 0.012071 0.005365 0.004026 0.002968 0.003073 0.003019 0.003126 0.002684 0.000991 0.003590 0.001752 0.039849 0.027567 0.025921 0.035212 0.012877 0.002592 0.031109 0.017046 0.114213 0.018369 0.028309 0.008150 0.003289 0.004057 0.002383 0.002940 0.002871 0.002621 0.026858 0.013982 0.042565 0.023759 0.188514 0.005855 0.002481 0.000239 0.004108 0.000396 0.020431 0.001971 0.017401 0.002414 0.004175 0.000812 0.002601 0.000506 0.154411 0.004118 0.001755 0.001015 0.014507 0.017366 0.001643 0.000895 0.001699 0.000926 0.002588 0.000742 0.013516 0.003873 0.025451 0.002697 0.032707 0.008361 0.071528 0.025764 0.025390 0.027938 0.031936 0.006276 0.008936 0.015760 0.011994 0.012120 0.003792 0.015417 0.004740 0.013128 0.004908 0.007065 0.005878 0.007710 0.004118 0.008439 0.003905 0.008002 0.006048 0.005914 0.021562 0.017381 0.009492 0.007652 0.035680 0.006672 11.13411 3.361424e-25 18.746161 3.296165e-25 27.98768 3.370467e-25 32.478939 0.0 0.030458 0.016262 0.025092 0.014962 0.007346 0.002593 0.019722 0.009554 0.026667 0.013246 0.033376 0.014457 0.018337 0.009570 0.012705 0.003231 0.004548 0.002648 0.003706 0.002158 10.56986 1.001130e-14 14.57936 1.380885e-14 19.879881 1.882938e-14 24.450741 2.315853e-14 23.61157 2.236373e-14 50.966759 4.827301e-14 21.2934 8.675526e-26 16.31768 8.414228e-26 21.15114 3.388132e-25 6.620245 1.198788e-26 5.387928 0.000000e+00 11.07489 2.132729e-26 6.690278 8.750027e-26 21.847469 8.901269e-26 18.86606 3.416249e-26 26.745211 1.547414e-23 17.53896 8.515981e-24 15.2731 6.860513e-24 7.780674 2.114256e-24 35.01923 3.316764e-14 18.988621 1.798477e-14 14.42032 1.667917e-24 16.00222 3.362030e-25 40.991829 7.609492e-24 37.581631 5.435957e-24 3.547835 4.290176e-25 34.969742 8.014303e-26 105.895203 0.000000e+00 80.626907 3.249739e-22 0.044353 0.001618 0.035899 0.004665 0.014670 0.006826 0.005118 0.002980 0.004004 0.002331 18.812719 7.621628e-23 0.025736 0.012165 0.075801 0.037016 8.426783 5.379443e-27 22.795759 8.529784e-26 33.267208 3.397910e-25 18.762501 7.615252e-25 14.43095 1.620557e-24 0.030215 0.005939 0.019490 0.020505 0.004268 0.002485 0.001856 0.001081 0.002381 0.000882 0.009636 0.005610 0.004157 0.002420 0.002922 0.001701 0.005519 0.001858 0.025229 0.009169 64.709373 0.000000e+00 80.917519 0.000000e+00 102.0578 2.956885e-24 0.014097 0.007841 0.015597 0.003054 0.026260 0.005142 42.44363 7.494701e-22 12.77701 5.280877e-23 27.497089 1.356088e-24 5.377964 1.565756e-25 2.779566 4.784698e-25 2.251996 1.600902e-25 9.412791 1.905699e-25 3.21121 8.470329e-26 2.603956 8.219689e-27 5.753166 1.316370e-27 ... 51.010349 8.391243e-26 83.961197 8.552034e-26 64.287239 3.565079e-25 43.0797 0.000000e+00 0.088127 0.004418 0.007500 0.002996 0.016317 0.007863 0.031057 0.017982 0.012265 0.010218 0.001800 0.003477 0.005283 0.009624 0.005259 0.009580 0.009200 0.015624 0.003904 0.006166 0.022913 0.026243 13.53016 3.388170e-25 12.6086 1.576123e-24 10.49419 8.580944e-26 8.190004 3.390278e-25 0.030740 0.034339 0.007307 0.003895 0.010891 0.008650 0.009035 0.009752 0.014931 0.009341 0.012981 0.010091 0.022310 0.012243 59.923 0.0 14.00829 5.208222e-27 5.560995 1.300518e-27 17.37406 8.468144e-26 126.115997 2.230173e-26 21.51779 1.841668e-26 0.026962 0.029326 0.034447 0.006652 0.108130 0.004162 0.012280 0.000088 42.035919 2.116783e-26 23.029949 5.085812e-23 117.747498 1.332601e-24 25.77541 0.000000e+00 18.48974 1.360691e-24 20.08946 1.945360e-25 20.21883 2.583225e-25 24.848619 1.196296e-26 25.31222 1.092795e-26 30.197519 5.286713e-25 36.381729 5.327635e-25 34.991982 1.045740e-24 6.78462 1.904737e-25 33.2108 2.120093e-26 50.190609 2.131756e-26 47.194481 3.388132e-25 50.84296 0.000000e+00 50.563492 0.0 41.892811 0.000000e+00 9.602071 0.000000e+00 0.010364 0.006000 0.010891 0.006305 0.019324 0.011187 0.015714 0.009097 0.014928 0.008642 72.463982 0.000000e+00 71.66468 3.426732e-25 49.03616 3.551769e-25 0.021693 0.013412 0.018170 0.010861 0.017191 0.010909 0.026716 0.022097 0.005170 0.002372 0.004076 0.001871 0.004701 0.002157 0.006104 0.002083 0.020344 0.021204 0.005994 0.003746 0.002248 0.003708 0.000991 0.001635 0.001412 0.002329 0.007475 0.014175 0.038625 0.013543 0.022190 0.012055 0.005464 0.004140 0.003023 0.003152 0.003074 0.003206 0.002734 0.001023 0.003656 0.001803 0.040590 0.028305 0.039570 0.013104 0.013114 0.002702 0.031686 0.017531 0.079505 0.053341 0.028830 0.008397 0.003662 0.003505 0.002654 0.002540 0.003230 0.002228 0.027351 0.014384 0.043339 0.024555 0.190838 0.006200 0.002517 0.000251 0.004167 0.000415 0.020726 0.002063 0.017662 0.002518 0.004239 0.000844 0.003993 0.000190 0.156913 0.004317 0.001787 0.001044 0.014772 0.017789 0.001673 0.000922 0.001730 0.000954 0.002635 0.000768 0.013763 0.004013 0.025912 0.002826 0.033301 0.008669 0.072846 0.026734 0.025848 0.028463 0.032315 0.006479 0.009042 0.015973 0.012137 0.012319 0.003837 0.015589 0.004796 0.013300 0.004966 0.007182 0.005948 0.007841 0.004167 0.008576 0.003951 0.008131 0.006119 0.006034 0.021815 0.017790 0.009603 0.007830 0.036092 0.006885 11.13411 3.361424e-25 18.746161 1.364322e-24 27.98768 0.000000e+00 32.478939 8.594241e-26 0.031011 0.016976 0.025554 0.015414 0.007481 0.002676 0.020087 0.009837 0.020898 0.022309 0.033992 0.014896 0.018674 0.009869 0.012937 0.003351 0.004633 0.002682 0.003775 0.002185 10.56986 1.601794e-13 14.57936 2.209403e-13 19.879881 3.012663e-13 24.450741 3.705347e-13 23.61157 3.578169e-13 50.966759 7.723657e-13 21.2934 7.592591e-25 16.31768 8.414228e-26 21.15114 3.384476e-25 6.620245 3.288472e-26 5.387928 2.149697e-26 11.07489 0.0 6.690278 3.419088e-25 21.847469 8.901269e-26 18.86606 0.000000e+00 26.745211 9.156293e-26 17.53896 8.386463e-26 15.2731 0.000000e+00 7.780674 7.947174e-26 35.01923 5.306940e-13 18.988621 2.877604e-13 14.42032 0.000000e+00 16.00222 5.546316e-27 40.991829 1.043826e-24 37.581631 1.701312e-24 3.547835 1.921356e-25 34.969742 0.000000e+00 105.895203 0.0 80.626907 3.409194e-22 0.045167 0.001711 0.036566 0.004884 0.014943 0.007031 0.005213 0.003018 0.004079 0.002361 18.812719 8.143617e-23 0.026215 0.012595 0.077190 0.038307 8.426783 2.151777e-26 22.795759 8.529784e-26 33.267208 8.494775e-26 18.762501 0.000000e+00 14.43095 3.307259e-26 0.030568 0.006127 0.019852 0.021088 0.004348 0.002517 0.001891 0.001095 0.002426 0.000897 0.009816 0.005682 0.004234 0.002451 0.002977 0.001723 0.003939 0.004607 0.025701 0.009325 64.709373 3.388132e-25 80.917519 3.388132e-25 102.0578 1.848053e-25 0.014357 0.008107 0.015883 0.003185 0.026738 0.005361 42.44363 6.867050e-22 12.77701 5.615462e-23 27.497089 2.123966e-24 5.377964 3.388130e-25 2.779566 7.959044e-26 2.251996 6.694277e-27 9.412791 2.127350e-26 3.21121 8.308066e-27 2.603956 4.377349e-26 5.753166 3.474229e-26 17.964899 5.368832e-27 0.082044 0.017322 0.016249 0.002516 0.014019 0.002041 26.05582 8.920279e-26 0.007950 0.004671 0.016239 0.009986 25.214769 0.000000e+00 13.48946 0.000000e+00 8.799599 8.292336e-26 11.09779 2.009578e-26 26.07811 3.410683e-25 17.345261 7.066944e-26 20.64109 2.102439e-26 0.002716 0.008551 0.002748 0.008642

3 rows × 960 columns

Subcase 5: Specific Vectorized results + Specific Timestamps

For pipes we have interior point result values. These are usually found as vectors with the postfix VEC.

[93]:

available_result_props=s3s.GetResultProperties_from_elementType(s3s.ObjectTypes.Pipe,False)

[94]:

available_result_props

[94]:

['A',
 'ACALC',
 'CPI',
 'CPK',
 'DH',
 'DP',
 'DRAGRED',
 'DRAKONZ',
 'DSI',
 'DSK',
 'DTTR',
 'DWVERL',
 'DWVERLABS',
 'ETAAV',
 'FS',
 'HR',
 'HVEC',
 'IAKTIV',
 'IRTRENN',
 'JV',
 'JV2',
 'LAMBDA',
 'LECKEINAUS',
 'LECKMENGE',
 'LECKORT',
 'LINEPACK',
 'LINEPACKGEOM',
 'LINEPACKRATE',
 'MAINELEMENT',
 'MAV',
 'MI',
 'MK',
 'MKOND',
 'MMAX_INST',
 'MMIN_INST',
 'MVEC',
 'MVECMAX_INST',
 'MVECMIN_INST',
 'PAV',
 'PDAMPF',
 'PHR',
 'PHVEC',
 'PMAX',
 'PMIN',
 'PR',
 'PVEC',
 'PVECMAX_INST',
 'PVECMIN_INST',
 'QI2',
 'QK2',
 'QMAV',
 'QMI',
 'QMK',
 'QMMAX_INST',
 'QMMIN_INST',
 'QMVEC',
 'QSVB',
 'RHOAV',
 'RHOI',
 'RHOK',
 'RHOVEC',
 'SVEC',
 'TAV',
 'TI',
 'TK',
 'TTRVEC',
 'TVEC',
 'TVECMAX_INST',
 'TVECMIN_INST',
 'VAV',
 'VI',
 'VK',
 'VMAX_INST',
 'VMIN_INST',
 'VOLDA',
 'WALTERI',
 'WALTERK',
 'WVL',
 'ZAUS',
 'ZEIN',
 'ZHKNR',
 'ZVEC']

[95]:

available_result_vector_props=[available_result_props for available_result_props in available_result_props if "VEC" in available_result_props]

[96]:

available_result_vector_props

[96]:

['HVEC',
 'MVEC',
 'MVECMAX_INST',
 'MVECMIN_INST',
 'PHVEC',
 'PVEC',
 'PVECMAX_INST',
 'PVECMIN_INST',
 'QMVEC',
 'RHOVEC',
 'SVEC',
 'TTRVEC',
 'TVEC',
 'TVECMAX_INST',
 'TVECMIN_INST',
 'ZVEC']

[97]:

df_pipes = s3s.generate_element_results_dataframe(element_type=s3s.ObjectTypes.Pipe
                                        ,properties=["TTRVEC", "MVEC", "DTTR"]
                                        ,timestamps=[0, 5, -2]
                                        )

[2026-10-07 12:51:22,062] INFO in sir3stoolkit.mantle.dataframes: [results] Generating results dataframe for element type: ObjectTypes.Pipe
[2026-10-07 12:51:22,605] INFO in sir3stoolkit.mantle.dataframes: [Resolving Timestamps] Using 3 timestamps: ['2023-02-13 00:00:00.000 +01:00', '2023-02-13 05:00:00.000 +01:00', '2023-02-13 23:00:00.000 +01:00']
[2026-10-07 12:51:22,611] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] Retrieved 524 element(s) of element type ObjectTypes.Pipe.
[2026-10-07 12:51:22,623] INFO in sir3stoolkit.mantle.dataframes: [results] Using 3 result properties.
[2026-10-07 12:51:22,802] INFO in sir3stoolkit.mantle.dataframes: [results] 3 timestamp(s), 524 element(s), 3 properties resolved (0.7 s).
[2026-10-07 12:51:22,809] INFO in sir3stoolkit.mantle.dataframes: [results] Retrieving result values... (bulk=False)
[2026-10-07 12:51:23,381] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 20 % (945/4,716 values, 0.6 s)
[2026-10-07 12:51:23,757] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 40 % (1,887/4,716 values, 0.9 s)
[2026-10-07 12:51:24,197] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 60 % (2,832/4,716 values, 1.4 s)
[2026-10-07 12:51:24,645] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 80 % (3,774/4,716 values, 1.8 s)
[2026-10-07 12:51:25,017] INFO in sir3stoolkit.mantle.dataframes: [results] GetResultfortimestamp(): 100 % (4,716/4,716 values, 2.2 s)
[2026-10-07 12:51:25,022] INFO in sir3stoolkit.mantle.dataframes: [results] 4,716 value(s) retrieved via GetResultfortimestamp() (2.2 s).
[2026-10-07 12:51:26,043] INFO in sir3stoolkit.mantle.dataframes: [results] 0 fully NaN columns dropped.
[2026-10-07 12:51:26,044] INFO in sir3stoolkit.mantle.dataframes: [results] DataFrame assembled (0.1 s).
[2026-10-07 12:51:26,359] INFO in sir3stoolkit.mantle.dataframes: [results] Names/end nodes of 524 element(s) looked up (0.3 s).
[2026-10-07 12:51:26,380] INFO in sir3stoolkit.mantle.dataframes: [results] Done. Shape: (3, 1572) (4.3 s in total)

[98]:

df_pipes.head(3)

[98]:
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property TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR ... TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR TTRVEC MVEC DTTR
timestamp
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3 rows × 1572 columns

As can be seen, the vectorized result values are written as strings with “/” seperators. For better access we can extend these values to a multiindex using add_interior_points_as_multiindex().

[99]:

df_pipes_interior_points = s3s.add_interior_points_to_start_end_sequence(df_pipes)

[100]:

df_pipes_interior_points.head(3)

[100]:
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property TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end ... MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR
timestamp
2023-02-13 00:00:00.000 +01:00 0.322723 0.336159 (0.3227227, 0.326082, 0.3294411, 0.3328003, 0.... 14.68007 14.68007 (14.68007, 14.68007, 14.68007, 14.68007, 14.68... 0.013437 0.336159 0.361531 (0.3361595, 0.3403881, 0.3446167, 0.3488452, 0... 8.242750 8.242750 (8.24275, 8.24275, 8.24275, 8.24275, 8.24275, ... 0.025371 0.428837 0.446670 (0.4288373, 0.4324038, 0.4359702, 0.4395368, 0... 8.403428 8.403428 (8.403428, 8.403428, 8.403428, 8.403428, 8.403... 0.017832 0.446670 0.449642 (0.4466697, 0.4496421) 8.403428 8.403428 (8.403428, 8.403428) 0.002972 0.449642 0.452902 (0.4496421, 0.4529015) 8.403428 8.403428 (8.403428, 8.403428) 0.003259 0.452902 0.456521 (0.4529015, 0.4565214) 8.403428 8.403428 (8.403428, 8.403428) 0.003620 0.456521 0.495997 (0.4565214, 0.4609075, 0.4652937, 0.4696798, 0... 7.680472 7.680472 (7.680472, 7.680472, 7.680472, 7.680472, 7.680... 0.039475 0.495997 0.497624 (0.4959968, 0.4976238) 6.748159 6.748159 (6.748159, 6.748159) 0.001627 0.497624 0.500575 (0.4976238, 0.5005747) 4.251046 4.251046 (4.251046, 4.251046) 0.002951 0.500575 0.502825 (0.5005747, 0.502825) 4.251046 4.251046 (4.251046, 4.251046) 0.002250 0.502825 0.514860 (0.502825, 0.5068365, 0.5108481, 0.5148597) 4.251046 4.251046 (4.251046, 4.251046, 4.251046, 4.251046) 0.012035 0.514860 0.530809 (0.5148597, 0.520176, 0.5254923, 0.5308086) 3.980511 3.980511 (3.980511, 3.980511, 3.980511, 3.980511) 0.015949 0.530809 0.545727 (0.5308085, 0.5357814, 0.5407543, 0.5457271) 2.725789 2.725789 (2.725789, 2.725789, 2.725789, 2.725789) 0.014919 0.545727 0.603092 (0.5457272, 0.5572001, 0.568673, 0.5801458, 0.... 0.445400 0.445400 (0.4454001, 0.4454001, 0.4454001, 0.4454001, 0... 0.057364 0.335120 0.392943 (0.3351198, 0.3403764, 0.3456331, 0.3508899, 0... 2.641599 2.641599 (2.641599, 2.641599, 2.641599, 2.641599, 2.641... 0.057824 166.2786 166.2786 (166.2786, 166.2786, 166.2786, 166.2786, 166.2... 0.0 0.0 (0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... 165.780594 0.603092 4.446033 (0.6030915, 4.446033) 3.556124e-10 3.556124e-10 (3.556124e-10, 3.556124e-10) 3.842942 115.205700 51.01035 (115.2057, 106.0349, 96.86417, 87.69341, 78.52... -1.000444e-10 -1.000444e-10 (-1.000444e-10, -1.000444e-10, -1.000444e-10, ... 64.195343 51.01035 0.0000 (51.01035, 42.50863, 34.0069, 25.50517, 17.003... -1.946319e-10 -1.946319e-10 (-1.946319e-10, -1.946319e-10, -1.946319e-10, ... 51.010349 137.6447 137.6447 (137.6447, 137.6447, 137.6447, 137.6447, 137.6... 0.000000e+00 0.000000e+00 (0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... 83.961197 107.3669 43.0797 (107.3669, 98.18304, 88.99916, 79.81527, 70.63... -9.458745e-11 -9.458745e-11 (-9.458745e-11, -9.458745e-11, -9.458745e-11, ... 64.287239 43.0797 0.0 (43.0797, 34.46376, 25.84782, 17.23188, 8.6159... -2.328306e-10 -2.328306e-10 (-2.328306e-10, -2.328306e-10, -2.328306e-10, ... 43.0797 0.497351 0.405298 (0.4973508, 0.4820088, 0.4666667, 0.4513246, 0... -0.382465 -0.382465 (-0.3824652, -0.3824652, -0.3824652, -0.382465... 0.092052 0.405298 0.397459 (0.4052984, 0.4013786, 0.3974588) -1.370786 -1.370786 (-1.370786, -1.370786, -1.370786) 0.007840 0.397459 0.380404 (0.3974588, 0.3931952, 0.3889315, 0.3846679, 0... -4.400413 -4.400413 (-4.400413, -4.400413, -4.400413, -4.400413, -... 0.017054 0.380404 0.347941 (0.3804043, 0.3757667, 0.3711291, 0.3664915, 0... -7.743463 -7.743463 (-7.743463, -7.743463, -7.743463, -7.743463, -... 0.032463 0.347941 0.335120 (0.3479411, 0.3447357, 0.3415304, 0.3383251, 0... -8.782109 -8.782109 (-8.782109, -8.782109, -8.782109, -8.782109, -... 0.012821 0.272179 0.274061 (0.2721793, 0.2740607) 18.87828 18.87828 (18.87828, 18.87828) 0.001881 0.274061 0.279583 (0.2740607, 0.2768218, 0.2795828) 18.50257 18.50257 (18.50257, 18.50257, 18.50257) 0.005522 0.279583 0.285079 (0.2795828, 0.2823311, 0.2850795) 18.50257 18.50257 (18.50257, 18.50257, 18.50257) 0.005497 0.285079 0.294695 (0.2850795, 0.2874834, 0.2898873, 0.2922912, 0... 18.06279 18.06279 (18.06279, 18.06279, 18.06279, 18.06279, 18.06... 0.009616 0.294695 0.298776 (0.2946951, 0.2967353, 0.2987756) 17.61799 17.61799 (17.61799, 17.61799, 17.61799) 0.004080 0.298776 0.322723 (0.2987755, 0.3021966, 0.3056176, 0.3090386, 0... 15.77509 15.77509 (15.77509, 15.77509, 15.77509, 15.77509, 15.77... 0.023947 218.927800 166.55290 (218.9278, 210.1986, 201.4695, 192.7403, 184.0... -1.709708e-10 -1.709708e-10 (-1.709708e-10, -1.709708e-10, -1.709708e-10, ... 52.374901 0.00000 13.53016 (0.0, 6.76508, 13.53016) 1.091394e-10 1.091394e-10 (1.091394e-10, 1.091394e-10, 1.091394e-10) 13.53016 13.53016 26.13876 (13.53016, 19.83446, 26.13876) 3.924470e-10 3.924470e-10 (3.92447e-10, 3.92447e-10, 3.92447e-10) 12.6086 26.13876 36.63295 (26.13876, 31.38585, 36.63295) 2.464731e-10 2.464731e-10 (2.464731e-10, 2.464731e-10, 2.464731e-10) 10.49419 36.63295 44.82296 (36.63295, 44.82296) 5.566108e-10 5.566108e-10 (5.566108e-10, 5.566108e-10) 8.190004 44.82296 58.198180 (44.82296, 51.51056, 58.19818) 7.075869e-10 7.075869e-10 (7.075869e-10, 7.075869e-10, 7.075869e-10) 13.37522 0.329083 0.296951 (0.3290827, 0.3237274, 0.3183721, 0.3130168, 0... -1.141451 -1.141451 (-1.141451, -1.141451, -1.141451, -1.141451, -... 0.032132 0.296951 0.289313 (0.2969509, 0.2931322, 0.2893134) -1.516425 -1.516425 (-1.516425, -1.516425, -1.516425) 0.007637 0.289313 0.277929 (0.2893134, 0.2855188, 0.2817242, 0.2779295) -1.742625 -1.742625 (-1.742625, -1.742625, -1.742625, -1.742625) 0.011384 0.277929 0.268485 (0.2779295, 0.2732073, 0.2684851) -1.938758 -1.938758 (-1.938758, -1.938758, -1.938758) 0.009444 0.268485 0.252876 (0.2684851, 0.263282, 0.258079, 0.252876) -2.556055 -2.556055 (-2.556055, -2.556055, -2.556055, -2.556055) 0.015609 0.252876 0.239306 (0.252876, 0.2483525, 0.2438291, 0.2393056) -2.756550 -2.756550 (-2.75655, -2.75655, -2.75655, -2.75655) 0.013570 0.239306 0.215977 (0.2393056, 0.23464, 0.2299744, 0.2253088, 0.2... -4.601390 -4.601390 (-4.60139, -4.60139, -4.60139, -4.60139, -4.60... 0.023328 14.443540 14.44354 (14.44354, 14.44354, 14.44354) 0.000000e+00 0.000000e+00 (0.0, 0.0, 0.0) 14.29888 6.310922 6.310922 (6.310922, 6.310922) 0.0 0.0 (0.0, 0.0) 6.310922 59.923 59.923 (59.923, 59.923, 59.923, 59.923, 59.923, 59.92... 0.0 0.0 (0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0) 59.923 164.58680 164.58680 (164.5868, 164.5868, 164.5868, 164.5868, 164.5... 0.0 0.0 (0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... 99.992989 129.1877 115.17940 (129.1877, 122.1835, 115.1794) -6.375558e-10 -6.375558e-10 (-6.375558e-10, -6.375558e-10, -6.375558e-10) 14.00829 115.17940 120.74040 (115.1794, 120.7404) 2.091838e-11 2.091838e-11 (2.091838e-11, 2.091838e-11) 5.560995 143.49010 126.11600 (143.4901, 134.803, 126.116) -7.185008e-11 -7.185008e-11 (-7.185008e-11, -7.185008e-11, -7.185008e-11) 17.37406 126.1160 0.0000 (126.116, 116.4148, 106.7135, 97.0123, 87.3110... -1.818989e-11 -1.818989e-11 (-1.818989e-11, -1.818989e-11, -1.818989e-11, ... 126.115997 21.51779 21.51779 (21.51779, 21.51779, 21.51779, 21.51779) 0.0 0.0 (0.0, 0.0, 0.0, 0.0) 21.51779 0.180769 0.152582 (0.180769, 0.1779504, 0.1751317, 0.172313, 0.1... -51.71067 -51.71067 (-51.71067, -51.71067, -51.71067, -51.71067, -... 0.028187 0.335120 0.374072 (0.3351198, 0.3429102, 0.3507006, 0.358491, 0.... 2.956162 2.956162 (2.956162, 2.956162, 2.956162, 2.956162, 2.956... 0.038952 0.374072 0.504458 (0.3740719, 0.3885592, 0.4030466, 0.4175339, 0... 1.571639 1.571639 (1.571639, 1.571639, 1.571639, 1.571639, 1.571... 0.130386 0.504458 0.521404 (0.5044578, 0.5214043) 0.754369 0.754369 (0.7543691, 0.7543691) 0.016946 0.00000 42.03592 (0.0, 8.407184, 16.81437, 25.22155, 33.62873, ... 5.366019e-11 5.366019e-11 (5.366019e-11, 5.366019e-11, 5.366019e-11, 5.3... 42.035919 166.55290 143.52290 (166.5529, 158.8762, 151.1996, 143.5229) -1.824674e-10 -1.824674e-10 (-1.824674e-10, -1.824674e-10, -1.824674e-10, ... 23.029949 143.52290 25.77541 (143.5229, 133.7106, 123.8983, 114.086, 104.27... -2.983143e-10 -2.983143e-10 (-2.983143e-10, -2.983143e-10, -2.983143e-10, ... 117.747498 25.77541 4.042199e-15 (25.77541, 17.18361, 8.591803, 4.042199e-15) -3.128662e-10 -3.128662e-10 (-3.128662e-10, -3.128662e-10, -3.128662e-10, ... 25.77541 0.0000 18.48974 (0.0, 9.24487, 18.48974) 9.458745e-11 9.458745e-11 (9.458745e-11, 9.458745e-11, 9.458745e-11) 18.48974 20.08946 0.0 ... (-3.274181e-11, -3.274181e-11, -3.274181e-11, ... 34.969742 105.8952 105.8952 (105.8952, 105.8952, 105.8952, 105.8952, 105.8... 0.0 0.0 (0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... 105.895203 0.026153 80.65306 (0.02615335, 8.984699, 17.94324, 26.90179, 35.... 2.806416e-09 2.806416e-09 (2.806416e-09, 2.806416e-09, 2.806416e-09, 2.8... 80.626907 43.60472 43.60472 (43.60472, 43.60472, 43.60472, 43.60472, 43.60... 0.0 0.0 (0.0, 0.0, 0.0, 0.0, 0.0) 36.441181 31.60874 31.60874 (31.60874, 31.60874, 31.60874, 31.60874, 31.60... 0.000000e+00 0.000000e+00 (0.0, 0.0, 0.0, 0.0, 0.0) 31.60874 0.0 0.048071 (0.0, 0.01602369, 0.03204738, 0.04807106) 0.345869 0.345869 (0.3458695, 0.3458695, 0.3458695, 0.3458695) 0.048071 0.030716 0.069642 (0.03071576, 0.04044738, 0.05017901, 0.0599106... 0.541296 0.541296 (0.5412959, 0.5412959, 0.5412959, 0.5412959, 0... 0.038926 0.016296 0.032215 (0.01629578, 0.02160233, 0.02690887, 0.03221542) 2.313303 2.313303 (2.313303, 2.313303, 2.313303, 2.313303) 0.015920 0.291237 0.296790 (0.2912369, 0.2940134, 0.2967899) 79.74766 79.74766 (79.74766, 79.74766, 79.74766) 0.005553 0.296790 0.301135 (0.2967899, 0.2989623, 0.3011346) 79.74766 79.74766 (79.74766, 79.74766, 79.74766) 0.004345 0.307780 19.12050 (0.30778, 9.71414, 19.1205) 2.833985e-09 2.833985e-09 (2.833985e-09, 2.833985e-09, 2.833985e-09) 18.812719 25.20905 25.20905 (25.20905, 25.20905, 25.20905) 0.0 0.0 (0.0, 0.0, 0.0) 15.6488 0.027928 0.0 (0.02792781, 0.02094586, 0.01396391, 0.0069819... -0.849219 -0.849219 (-0.8492188, -0.8492188, -0.8492188, -0.849218... 0.027928 45.56185 45.56185 (45.56185, 45.56185, 45.56185, 45.56185, 45.56... 0.0 0.0 (0.0, 0.0, 0.0, 0.0, 0.0, 0.0) 45.47781 0.0 0.082113 (0.0, 0.006842781, 0.01368556, 0.02052834, 0.0... 0.860151 0.860151 (0.8601506, 0.8601506, 0.8601506, 0.8601506, 0... 0.082113 34.68333 34.68333 (34.68333, 34.68333, 34.68333, 34.68333, 34.68... 0.0 0.0 (0.0, 0.0, 0.0, 0.0, 0.0) 34.576649 145.08700 136.660200 (145.087, 136.6602) -6.912160e-11 -6.912160e-11 (-6.91216e-11, -6.91216e-11) 8.426783 136.66020 113.86450 (136.6602, 129.0616, 121.4631, 113.8645) -1.673470e-10 -1.673470e-10 (-1.67347e-10, -1.67347e-10, -1.67347e-10, -1.... 22.795759 113.86450 80.59726 (113.8645, 105.5477, 97.23086, 88.91406, 80.59... -2.055458e-10 -2.055458e-10 (-2.055458e-10, -2.055458e-10, -2.055458e-10, ... 33.267208 80.59726 61.83476 (80.59726, 71.216, 61.83476) -2.755769e-10 -2.755769e-10 (-2.755769e-10, -2.755769e-10, -2.755769e-10) 18.762501 61.83476 47.40380 (61.83476, 54.61928, 47.4038) -2.751221e-10 -2.751221e-10 (-2.751221e-10, -2.751221e-10, -2.751221e-10) 14.43095 0.032542 0.0 (0.03254228, 0.02440671, 0.01627114, 0.0081355... -0.624868 -0.624868 (-0.6248678, -0.6248678, -0.6248678, -0.624867... 0.032542 0.021149 0.0 (0.02114942, 0.01586206, 0.01057471, 0.0052873... -1.120643 -1.120643 (-1.120643, -1.120643, -1.120643, -1.120643, -... 0.021149 16.92053 16.92053 (16.92053, 16.92053, 16.92053) 0.0 0.0 (0.0, 0.0, 0.0) 16.76996 0.301135 0.305766 (0.3011346, 0.3034503, 0.305766) 79.74766 79.74766 (79.74766, 79.74766, 79.74766) 0.004631 0.305766 0.307780 (0.3057659, 0.30778) 79.74766 79.74766 (79.74766, 79.74766) 0.002014 0.230775 0.233358 (0.2307746, 0.2333578) 54.61621 54.61621 (54.61621, 54.61621) 0.002583 0.197242 0.207697 (0.197242, 0.1998558, 0.2024696, 0.2050834, 0.... 79.74766 79.74766 (79.74766, 79.74766, 79.74766, 79.74766, 79.74... 0.010455 0.207697 0.212207 (0.2076972, 0.2099522, 0.2122073) 79.74766 79.74766 (79.74766, 79.74766, 79.74766) 0.004510 0.212207 0.215378 (0.2122073, 0.2153778) 79.74766 79.74766 (79.74766, 79.74766) 0.003170 0.205092 0.209287 (0.2050919, 0.2071895, 0.209287) 53.01466 53.01466 (53.01466, 53.01466, 53.01466) 0.004195 0.204943 0.232315 (0.2049427, 0.208853, 0.2127632, 0.2166735, 0.... 54.25417 54.25417 (54.25417, 54.25417, 54.25417, 54.25417, 54.25... 0.027372 0.0000 64.70937 (0.0, 9.244196, 18.48839, 27.73259, 36.97678, ... 9.897889e-11 9.897889e-11 (9.897889e-11, 9.897889e-11, 9.897889e-11, 9.8... 64.709373 230.1888 149.2713 (230.1888, 221.198, 212.2071, 203.2163, 194.22... -8.851255e-11 -8.851255e-11 (-8.851255e-11, -8.851255e-11, -8.851255e-11, ... 80.917519 149.2713 47.21349 (149.2713, 139.9933, 130.7153, 121.4373, 112.1... -1.746230e-10 -1.746230e-10 (-1.74623e-10, -1.74623e-10, -1.74623e-10, -1.... 102.0578 47.21349 0.000004 (47.21349, 37.77079, 28.32809, 18.8854, 9.4426... -1.164153e-10 -1.164153e-10 (-1.164153e-10, -1.164153e-10, -1.164153e-10, ... 47.21349 0.046798 0.031520 (0.04679836, 0.04170547, 0.03661257, 0.03151968) -0.899610 -0.899610 (-0.8996096, -0.8996096, -0.8996096, -0.8996096) 0.015279 0.045349 0.028449 (0.04534864, 0.03689872, 0.0284488) -0.625276 -0.625276 (-0.6252758, -0.6252758, -0.6252758) 0.016900 0.028449 0.000000e+00 (0.0284488, 0.01896586, 0.009482932, 0.0) -0.625276 -0.625276 (-0.6252758, -0.6252758, -0.6252758, -0.6252758) 0.028449 0.0 42.44363 (0.0, 8.488726, 16.97745, 25.46618, 33.9549, 4... 5.475158e-09 5.475158e-09 (5.475158e-09, 5.475158e-09, 5.475158e-09, 5.4... 42.44363 42.44363 55.22064 (42.44363, 48.83213, 55.22064) 2.867637e-09 2.867637e-09 (2.867637e-09, 2.867637e-09, 2.867637e-09) 12.77701 34.96974 62.46683 (34.96974, 44.13544, 53.30113, 62.46683) 3.819878e-11 3.819878e-11 (3.819878e-11, 3.819878e-11, 3.819878e-11, 3.8... 27.497089 62.46683 67.844800 (62.46683, 67.8448) 1.718945e-10 1.718945e-10 (1.718945e-10, 1.718945e-10) 5.377964 26.012680 23.23312 (26.01268, 23.23312) -7.275958e-12 -7.275958e-12 (-7.275958e-12, -7.275958e-12) 2.779566 23.233120 20.98112 (23.23312, 20.98112) -7.457857e-11 -7.457857e-11 (-7.457857e-11, -7.457857e-11) 2.251996 20.98112 11.568330 (20.98112, 11.56833) -1.946319e-10 -1.946319e-10 (-1.946319e-10, -1.946319e-10) 9.412791 11.568330 8.357122 (11.56833, 8.357122) -6.912160e-11 -6.912160e-11 (-6.91216e-11, -6.91216e-11) 3.21121 8.357122 5.753166 (8.357122, 5.753166) -3.162768e-10 -3.162768e-10 (-3.162768e-10, -3.162768e-10) 2.603956 5.753166 0.000000 (5.753166, 0.0) -2.723937e-10 -2.723937e-10 (-2.723937e-10, -2.723937e-10) 5.753166 0.000000 17.96490 (0.0, 8.98245, 17.9649) 2.364686e-11 2.364686e-11 (2.364686e-11, 2.364686e-11, 2.364686e-11) 17.964899 0.202644 0.115259 (0.2026442, 0.1971826, 0.191721, 0.1862594, 0.... -17.10539 -17.10539 (-17.10539, -17.10539, -17.10539, -17.10539, -... 0.087385 0.128365 0.111059 (0.1283654, 0.1225967, 0.1168279, 0.1110592) -15.35888 -15.35888 (-15.35888, -15.35888, -15.35888, -15.35888) 0.017306 0.113464 0.098533 (0.1134637, 0.1084867, 0.1035097, 0.09853269) -15.03341 -15.03341 (-15.03341, -15.03341, -15.03341, -15.03341) 0.014931 1.284349e+08 1.284348e+08 (128434900.0, 128434900.0, 128434800.0, 128434... -4.292815e-10 -4.292815e-10 (-4.292815e-10, -4.292815e-10, -4.292815e-10, ... 26.05582 0.153536 0.162004 (0.1535359, 0.1563585, 0.1591811, 0.1620037) 24.37467 24.37467 (24.37467, 24.37467, 24.37467, 24.37467) 0.008468 0.159486 0.176784 (0.1594857, 0.1629453, 0.1664049, 0.1698644, 0... 24.75950 24.75950 (24.7595, 24.7595, 24.7595, 24.7595, 24.7595, ... 0.017298 31.95950 31.95950 (31.9595, 31.9595, 31.9595, 31.9595) 0.000000e+00 0.000000e+00 (0.0, 0.0, 0.0, 0.0) 25.214769 13.48946 0.00000 (13.48946, 6.74473, 0.0) -5.456968e-11 -5.456968e-11 (-5.456968e-11, -5.456968e-11, -5.456968e-11) 13.48946 8.799599e+00 8.799599e+00 (8.799599, 8.799599) 0.000000e+00 0.000000e+00 (0.0, 0.0) 8.799599 0.000000e+00 1.109779e+01 (0.0, 5.548895, 11.09779) 1.200533e-10 1.200533e-10 (1.200533e-10, 1.200533e-10, 1.200533e-10) 11.09779 1.284350e+08 1.284350e+08 (128435000.0, 128435000.0, 128435000.0, 128435... -4.001777e-11 -4.001777e-11 (-4.001777e-11, -4.001777e-11, -4.001777e-11, ... 26.07811 85.67538 85.67538 (85.67538, 85.67538, 85.67538) 0.000000e+00 0.000000e+00 (0.0, 0.0, 0.0) 17.345261 0.00000 20.64109 (0.0, 6.880363, 13.76073, 20.64109) 4.365575e-11 4.365575e-11 (4.365575e-11, 4.365575e-11, 4.365575e-11, 4.3... 20.64109 0.0 0.002894 (0.0, 0.002893685) 8.407590 8.407590 (8.40759, 8.40759) 0.002894 0.045000 0.042072 (0.04499995, 0.04207187) -8.407589 -8.407589 (-8.407589, -8.407589) 0.002928
2023-02-13 05:00:00.000 +01:00 0.205780 0.214362 (0.2057801, 0.2079255, 0.2100708, 0.2122163, 0... 22.98423 22.98423 (22.98423, 22.98423, 22.98423, 22.98423, 22.98... 0.008582 0.214362 0.230643 (0.2143616, 0.2170752, 0.2197887, 0.2225022, 0... 12.844030 12.844030 (12.84403, 12.84403, 12.84403, 12.84403, 12.84... 0.016281 0.273826 0.285233 (0.2738259, 0.2761073, 0.2783886, 0.28067, 0.2... 13.135820 13.135820 (13.13582, 13.13582, 13.13582, 13.13582, 13.13... 0.011407 0.285233 0.287134 (0.2852326, 0.287134) 13.135820 13.135820 (13.13582, 13.13582) 0.001901 0.287134 0.289219 (0.2871339, 0.2892189) 13.135820 13.135820 (13.13582, 13.13582) 0.002085 0.289219 0.291534 (0.2892189, 0.2915344) 13.135820 13.135820 (13.13582, 13.13582) 0.002315 0.291534 0.316792 (0.2915344, 0.2943408, 0.2971472, 0.2999535, 0... 12.002410 12.002410 (12.00241, 12.00241, 12.00241, 12.00241, 12.00... 0.025257 0.316792 0.317833 (0.3167919, 0.3178332) 10.542170 10.542170 (10.54217, 10.54217) 0.001041 0.317833 0.319722 (0.3178332, 0.3197221) 6.639919 6.639919 (6.639919, 6.639919) 0.001889 0.319722 0.321163 (0.3197221, 0.3211626) 6.639919 6.639919 (6.639919, 6.639919) 0.001440 0.321163 0.328867 (0.3211626, 0.3237306, 0.3262985, 0.3288665) 6.639919 6.639919 (6.639919, 6.639919, 6.639919, 6.639919) 0.007704 0.328867 0.339077 (0.3288665, 0.3322701, 0.3356737, 0.3390773) 6.216444 6.216444 (6.216444, 6.216444, 6.216444, 6.216444) 0.010211 0.339077 0.348636 (0.3390773, 0.3422636, 0.34545, 0.3486363) 4.253380 4.253380 (4.25338, 4.25338, 4.25338, 4.25338) 0.009559 0.348636 0.385499 (0.3486363, 0.3560089, 0.3633816, 0.3707542, 0... 0.692953 0.692953 (0.6929528, 0.6929528, 0.6929528, 0.6929528, 0... 0.036863 0.213329 0.250226 (0.2133286, 0.2166829, 0.2200372, 0.2233914, 0... 4.139502 4.139502 (4.139502, 4.139502, 4.139502, 4.139502, 4.139... 0.036897 166.0984 166.0984 (166.0984, 166.0984, 166.0984, 166.0984, 166.0... 0.0 0.0 (0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... 165.780594 0.385499 4.228442 (0.3854995, 4.228442) 4.279173e-10 4.279173e-10 (4.279173e-10, 4.279173e-10) 3.842942 4.228442 68.42378 (4.228442, 13.3992, 22.56997, 31.74073, 40.911... 2.964953e-10 2.964953e-10 (2.964953e-10, 2.964953e-10, 2.964953e-10, 2.9... 64.195343 68.42378 119.4341 (68.42378, 76.92551, 85.42723, 93.92896, 102.4... 2.819434e-11 2.819434e-11 (2.819434e-11, 2.819434e-11, 2.819434e-11, 2.8... 51.010349 119.4341 203.3953 (119.4341, 128.7632, 138.0922, 147.4212, 156.7... 8.731149e-11 8.731149e-11 (8.731149e-11, 8.731149e-11, 8.731149e-11, 8.7... 83.961197 187.5247 187.5247 (187.5247, 187.5247, 187.5247, 187.5247, 187.5... 0.000000e+00 0.000000e+00 (0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0) 64.287239 43.0797 0.0 (43.0797, 34.46376, 25.84782, 17.23188, 8.6159... -1.164153e-10 -1.164153e-10 (-1.164153e-10, -1.164153e-10, -1.164153e-10, ... 43.0797 0.317176 0.258108 (0.3171761, 0.3073314, 0.2974868, 0.2876421, 0... -0.595944 -0.595944 (-0.595944, -0.595944, -0.595944, -0.595944, -... 0.059068 0.258108 0.253105 (0.2581081, 0.2556067, 0.2531053) -2.147868 -2.147868 (-2.147868, -2.147868, -2.147868) 0.005003 0.253105 0.242218 (0.2531053, 0.2503833, 0.2476614, 0.2449394, 0... -6.892200 -6.892200 (-6.8922, -6.8922, -6.8922, -6.8922, -6.8922) 0.010888 0.242218 0.221505 (0.2422175, 0.2392586, 0.2362997, 0.2333408, 0... -12.135940 -12.135940 (-12.13594, -12.13594, -12.13594, -12.13594, -... 0.020712 0.221505 0.213329 (0.2215053, 0.2194611, 0.217417, 0.2153728, 0.... -13.769940 -13.769940 (-13.76994, -13.76994, -13.76994, -13.76994, -... 0.008177 0.173516 0.174717 (0.1735163, 0.1747169) 29.58272 29.58272 (29.58272, 29.58272) 0.001201 0.174717 0.178241 (0.1747169, 0.1764789, 0.178241) 28.99121 28.99121 (28.99121, 28.99121, 28.99121) 0.003524 0.178241 0.181749 (0.178241, 0.1799949, 0.1817489) 28.99121 28.99121 (28.99121, 28.99121, 28.99121) 0.003508 0.181749 0.187886 (0.1817489, 0.1832832, 0.1848175, 0.1863518, 0... 28.29897 28.29897 (28.29897, 28.29897, 28.29897, 28.29897, 28.29... 0.006137 0.187886 0.190491 (0.1878861, 0.1891884, 0.1904907) 27.59895 27.59895 (27.59895, 27.59895, 27.59895) 0.002605 0.190491 0.205780 (0.1904907, 0.1926749, 0.1948591, 0.1970433, 0... 24.70661 24.70661 (24.70661, 24.70661, 24.70661, 24.70661, 24.70... 0.015289 257.507000 205.13200 (257.507, 248.7778, 240.0486, 231.3195, 222.59... -2.629719e-10 -2.629719e-10 (-2.629719e-10, -2.629719e-10, -2.629719e-10, ... 52.374901 58.40779 44.87763 (58.40779, 51.64271, 44.87763) -5.420588e-10 -5.420588e-10 (-5.420588e-10, -5.420588e-10, -5.420588e-10) 13.53016 44.87763 32.26903 (44.87763, 38.57333, 32.26903) -2.801244e-10 -2.801244e-10 (-2.801244e-10, -2.801244e-10, -2.801244e-10) 12.6086 32.26903 21.77484 (32.26903, 27.02194, 21.77484) -4.911271e-10 -4.911271e-10 (-4.911271e-10, -4.911271e-10, -4.911271e-10) 10.49419 21.77484 13.58484 (21.77484, 13.58484) -5.566108e-10 -5.566108e-10 (-5.566108e-10, -5.566108e-10) 8.190004 13.58484 0.209616 (13.58484, 6.897226, 0.2096161) -2.546585e-11 -2.546585e-11 (-2.546585e-11, -2.546585e-11, -2.546585e-11) 13.37522 0.209616 0.189088 (0.2096161, 0.2061948, 0.2027735, 0.1993522, 0... -1.786469 -1.786469 (-1.786469, -1.786469, -1.786469, -1.786469, -... 0.020528 0.189088 0.184212 (0.1890883, 0.1866502, 0.1842121) -2.374926 -2.374926 (-2.374926, -2.374926, -2.374926) 0.004876 0.184212 0.176946 (0.1842121, 0.1817902, 0.1793683, 0.1769464) -2.730102 -2.730102 (-2.730102, -2.730102, -2.730102, -2.730102) 0.007266 0.176946 0.170920 (0.1769464, 0.1739333, 0.1709203) -3.038318 -3.038318 (-3.038318, -3.038318, -3.038318) 0.006026 0.170920 0.160969 (0.1709203, 0.1676032, 0.164286, 0.1609689) -4.009034 -4.009034 (-4.009034, -4.009034, -4.009034, -4.009034) 0.009951 0.160969 0.152319 (0.1609689, 0.1580857, 0.1552025, 0.1523193) -4.324564 -4.324564 (-4.324564, -4.324564, -4.324564, -4.324564) 0.008650 0.152319 0.137473 (0.1523193, 0.14935, 0.1463807, 0.1434114, 0.1... -7.229881 -7.229881 (-7.229881, -7.229881, -7.229881, -7.229881, -... 0.014847 0.184212 14.48309 (0.1842121, 7.333652, 14.48309) 7.617018e-12 7.617018e-12 (7.617018e-12, 7.617018e-12, 7.617018e-12) 14.29888 13.552470 13.552470 (13.55247, 13.55247) 0.0 0.0 (0.0, 0.0) 6.310922 59.923 59.923 (59.923, 59.923, 59.923, 59.923, 59.923, 59.92... 0.0 0.0 (0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0) 59.923 99.99299 99.99299 (99.99299, 99.99299, 99.99299, 99.99299, 99.99... 0.0 0.0 (0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... 99.992989 0.0000 14.00829 (0.0, 7.004145, 14.00829) 2.128218e-10 2.128218e-10 (2.128218e-10, 2.128218e-10, 2.128218e-10) 14.00829 102.54080 108.10180 (102.5408, 108.1018) 1.900844e-10 1.900844e-10 (1.900844e-10, 1.900844e-10) 5.560995 108.10180 125.47590 (108.1018, 116.7888, 125.4759) 7.185008e-11 7.185008e-11 (7.185008e-11, 7.185008e-11, 7.185008e-11) 17.37406 125.4759 251.5919 (125.4759, 135.1771, 144.8783, 154.5796, 164.2... 5.456968e-11 5.456968e-11 (5.456968e-11, 5.456968e-11, 5.456968e-11, 5.4... 126.115997 147.31370 147.31370 (147.3137, 147.3137, 147.3137, 147.3137) 0.0 0.0 (0.0, 0.0, 0.0, 0.0) 21.51779 0.115068 0.097114 (0.1150682, 0.1132727, 0.1114773, 0.1096819, 0... -81.17969 -81.17969 (-81.17969, -81.17969, -81.17969, -81.17969, -... 0.017954 0.213329 0.237992 (0.2133286, 0.2182614, 0.2231941, 0.2281268, 0... 4.668489 4.668489 (4.668489, 4.668489, 4.668489, 4.668489, 4.668... 0.024664 0.237992 0.320202 (0.2379922, 0.2471266, 0.256261, 0.2653953, 0.... 2.492375 2.492375 (2.492375, 2.492375, 2.492375, 2.492375, 2.492... 0.082209 0.320202 0.330737 (0.3202016, 0.3307372) 1.213211 1.213211 (1.213211, 1.213211) 0.010536 42.03592 0.00000 (42.03592, 33.62873, 25.22155, 16.81437, 8.407... -6.912160e-11 -6.912160e-11 (-6.91216e-11, -6.91216e-11, -6.91216e-11, -6.... 42.035919 205.13200 182.10210 (205.132, 197.4554, 189.7787, 182.1021) -2.608544e-10 -2.608544e-10 (-2.608544e-10, -2.608544e-10, -2.608544e-10, ... 23.029949 182.10210 64.35461 (182.1021, 172.2898, 162.4775, 152.6652, 142.8... -2.182787e-10 -2.182787e-10 (-2.182787e-10, -2.182787e-10, -2.182787e-10, ... 117.747498 64.35461 3.857920e+01 (64.35461, 55.76281, 47.171, 38.5792) -1.564331e-10 -1.564331e-10 (-1.564331e-10, -1.564331e-10, -1.564331e-10, ... 25.77541 38.5792 20.08946 (38.5792, 29.33433, 20.08946) -2.801244e-10 -2.801244e-10 (-2.801244e-10, -2.801244e-10, -2.801244e-10) 18.48974 20.08946 0.0 ... (0.0, 0.0, 0.0, 0.0, 0.0) 34.969742 105.8952 105.8952 (105.8952, 105.8952, 105.8952, 105.8952, 105.8... 0.0 0.0 (0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... 105.895203 0.016691 80.64359 (0.01669068, 8.975237, 17.93378, 26.89233, 35.... 2.817444e-09 2.817444e-09 (2.817444e-09, 2.817444e-09, 2.817444e-09, 2.8... 80.626907 43.59962 43.59962 (43.59962, 43.59962, 43.59962, 43.59962, 43.59... 0.0 0.0 (0.0, 0.0, 0.0, 0.0, 0.0) 36.441181 31.60874 31.60874 (31.60874, 31.60874, 31.60874, 31.60874, 31.60... 0.000000e+00 0.000000e+00 (0.0, 0.0, 0.0, 0.0, 0.0) 31.60874 0.0 0.030736 (0.0, 0.01024524, 0.02049048, 0.03073572) 0.540934 0.540934 (0.5409343, 0.5409343, 0.5409343, 0.5409343) 0.030736 0.019611 0.044464 (0.01961089, 0.02582406, 0.03203722, 0.0382503... 0.847795 0.847795 (0.8477945, 0.8477945, 0.8477945, 0.8477945, 0... 0.024853 0.010359 0.020478 (0.01035857, 0.01373177, 0.01710498, 0.02047818) 3.639107 3.639107 (3.639107, 3.639107, 3.639107, 3.639107) 0.010120 0.185319 0.188853 (0.1853193, 0.1870861, 0.1888528) 125.32090 125.32090 (125.3209, 125.3209, 125.3209) 0.003533 0.188853 0.191617 (0.1888528, 0.1902351, 0.1916174) 125.32090 125.32090 (125.3209, 125.3209, 125.3209) 0.002765 0.195846 19.00857 (0.1958459, 9.602206, 19.00857) 2.833985e-09 2.833985e-09 (2.833985e-09, 2.833985e-09, 2.833985e-09) 18.812719 25.15308 25.15308 (25.15308, 25.15308, 25.15308) 0.0 0.0 (0.0, 0.0, 0.0) 15.6488 0.017752 0.0 (0.0177516, 0.0133137, 0.008875802, 0.00443790... -1.336024 -1.336024 (-1.336024, -1.336024, -1.336024, -1.336024, -... 0.017752 45.53145 45.53145 (45.53145, 45.53145, 45.53145, 45.53145, 45.53... 0.0 0.0 (0.0, 0.0, 0.0, 0.0, 0.0, 0.0) 45.47781 0.0 0.052653 (0.0, 0.004387782, 0.008775565, 0.01316335, 0.... 1.341370 1.341370 (1.34137, 1.34137, 1.34137, 1.34137, 1.34137, ... 0.052653 34.64471 34.64471 (34.64471, 34.64471, 34.64471, 34.64471, 34.64... 0.0 0.0 (0.0, 0.0, 0.0, 0.0, 0.0) 34.576649 0.00000 8.426783 (0.0, 8.426783) 6.821210e-11 6.821210e-11 (6.82121e-11, 6.82121e-11) 8.426783 22.79576 0.00000 (22.79576, 15.19717, 7.598586, 0.0) -8.367351e-11 -8.367351e-11 (-8.367351e-11, -8.367351e-11, -8.367351e-11, ... 22.795759 33.26721 33.26721 (33.26721, 33.26721, 33.26721, 33.26721, 33.26... 0.000000e+00 0.000000e+00 (0.0, 0.0, 0.0, 0.0, 0.0) 33.267208 40.24685 40.24685 (40.24685, 40.24685, 40.24685) 0.000000e+00 0.000000e+00 (0.0, 0.0, 0.0) 18.762501 42.96870 28.53775 (42.9687, 35.75322, 28.53775) -6.548362e-11 -6.548362e-11 (-6.548362e-11, -6.548362e-11, -6.548362e-11) 14.43095 0.020773 0.0 (0.02077348, 0.01558011, 0.01038674, 0.0051933... -0.978862 -0.978862 (-0.9788617, -0.9788617, -0.9788617, -0.978861... 0.020773 0.013443 0.0 (0.01344275, 0.01008207, 0.006721377, 0.003360... -1.763086 -1.763086 (-1.763086, -1.763086, -1.763086, -1.763086, -... 0.013443 21.66680 21.66680 (21.6668, 21.6668, 21.6668) 0.0 0.0 (0.0, 0.0, 0.0) 16.76996 0.191617 0.194564 (0.1916174, 0.1930909, 0.1945644) 125.32090 125.32090 (125.3209, 125.3209, 125.3209) 0.002947 0.194564 0.195846 (0.1945643, 0.1958459) 125.32090 125.32090 (125.3209, 125.3209) 0.001282 0.146966 0.148611 (0.1469658, 0.1486109) 85.75827 85.75827 (85.75827, 85.75827) 0.001645 0.125509 0.132162 (0.1255091, 0.1271723, 0.1288355, 0.1304987, 0... 125.32090 125.32090 (125.3209, 125.3209, 125.3209, 125.3209, 125.3... 0.006653 0.132162 0.135032 (0.1321619, 0.1335968, 0.1350317) 125.32090 125.32090 (125.3209, 125.3209, 125.3209) 0.002870 0.135032 0.137049 (0.1350317, 0.1370491) 125.32090 125.32090 (125.3209, 125.3209) 0.002017 0.130622 0.133294 (0.1306222, 0.1319581, 0.133294) 83.23583 83.23583 (83.23583, 83.23583, 83.23583) 0.002672 0.130519 0.147951 (0.130519, 0.1330092, 0.1354995, 0.1379898, 0.... 85.18728 85.18728 (85.18728, 85.18728, 85.18728, 85.18728, 85.18... 0.017432 179.8038 179.80380 (179.8038, 179.8038, 179.8038, 179.8038, 179.8... 0.000000e+00 0.000000e+00 (0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0) 64.709373 230.1888 149.2713 (230.1888, 221.198, 212.2071, 203.2163, 194.22... -8.851255e-11 -8.851255e-11 (-8.851255e-11, -8.851255e-11, -8.851255e-11, ... 80.917519 149.2713 47.21349 (149.2713, 139.9933, 130.7153, 121.4373, 112.1... -2.328306e-10 -2.328306e-10 (-2.328306e-10, -2.328306e-10, -2.328306e-10, ... 102.0578 47.21349 0.000004 (47.21349, 37.77079, 28.32809, 18.8854, 9.4426... -2.310117e-10 -2.310117e-10 (-2.310117e-10, -2.310117e-10, -2.310117e-10, ... 47.21349 0.029940 0.020165 (0.02993974, 0.02668154, 0.02342333, 0.02016513) -1.406136 -1.406136 (-1.406136, -1.406136, -1.406136, -1.406136) 0.009775 0.029046 0.018221 (0.02904567, 0.02363358, 0.01822149) -0.976218 -0.976218 (-0.9762182, -0.9762182, -0.9762182) 0.010824 0.018221 0.000000e+00 (0.01822149, 0.01214766, 0.00607383, 0.0) -0.976218 -0.976218 (-0.9762182, -0.9762182, -0.9762182, -0.9762182) 0.018221 0.0 42.44363 (0.0, 8.488726, 16.97745, 25.46618, 33.9549, 4... 5.296897e-09 5.296897e-09 (5.296897e-09, 5.296897e-09, 5.296897e-09, 5.2... 42.44363 42.44363 55.22064 (42.44363, 48.83213, 55.22064) 2.755769e-09 2.755769e-09 (2.755769e-09, 2.755769e-09, 2.755769e-09) 12.77701 27.49709 27.49709 (27.49709, 27.49709, 27.49709, 27.49709) 0.000000e+00 0.000000e+00 (0.0, 0.0, 0.0, 0.0) 27.497089 0.00000 5.377964 (0.0, 5.377964) 1.718945e-10 1.718945e-10 (1.718945e-10, 1.718945e-10) 5.377964 5.377964 8.15753 (5.377964, 8.15753) 2.312390e-10 2.312390e-10 (2.31239e-10, 2.31239e-10) 2.779566 2.251996 0.00000 (2.251996, 0.0) -7.457857e-11 -7.457857e-11 (-7.457857e-11, -7.457857e-11) 2.251996 0.00000 9.412791 (0.0, 9.412791) 1.946319e-10 1.946319e-10 (1.946319e-10, 1.946319e-10) 9.412791 9.412791 12.624000 (9.412791, 12.624) 1.527951e-10 1.527951e-10 (1.527951e-10, 1.527951e-10) 3.21121 2.603956 0.000000 (2.603956, 0.0) -3.160494e-10 -3.160494e-10 (-3.160494e-10, -3.160494e-10) 2.603956 0.000000 5.753166 (0.0, 5.753166) 5.968559e-11 5.968559e-11 (5.968559e-11, 5.968559e-11) 5.753166 5.753166 23.71806 (5.753166, 14.73561, 23.71806) 2.364686e-11 2.364686e-11 (2.364686e-11, 2.364686e-11, 2.364686e-11) 17.964899 0.129143 0.073537 (0.1291435, 0.1256681, 0.1221927, 0.1187173, 0... -26.87990 -26.87990 (-26.8799, -26.8799, -26.8799, -26.8799, -26.8... 0.055607 0.081916 0.070901 (0.08191609, 0.07824447, 0.07457284, 0.07090122) -24.13036 -24.13036 (-24.13036, -24.13036, -24.13036, -24.13036) 0.011015 0.072439 0.062936 (0.07243909, 0.06927125, 0.0661034, 0.06293556) -23.61808 -23.61808 (-23.61808, -23.61808, -23.61808, -23.61808) 0.009504 6.853064e+07 6.853062e+07 (68530640.0, 68530630.0, 68530620.0, 68530620.0) -5.857146e-10 -5.857146e-10 (-5.857146e-10, -5.857146e-10, -5.857146e-10, ... 26.05582 0.097808 0.103194 (0.09780774, 0.09960334, 0.1013989, 0.1031945) 38.31432 38.31432 (38.31432, 38.31432, 38.31432, 38.31432) 0.005387 0.101586 0.112590 (0.1015863, 0.1037871, 0.1059878, 0.1081885, 0... 38.92087 38.92087 (38.92087, 38.92087, 38.92087, 38.92087, 38.92... 0.011004 25.21477 0.00000 (25.21477, 16.80984, 8.404922, 0.0) -4.001777e-11 -4.001777e-11 (-4.001777e-11, -4.001777e-11, -4.001777e-11, ... 25.214769 0.00000 13.48946 (0.0, 6.74473, 13.48946) 5.366019e-11 5.366019e-11 (5.366019e-11, 5.366019e-11, 5.366019e-11) 13.48946 6.853077e+07 6.853076e+07 (68530770.0, 68530760.0) -2.019078e-10 -2.019078e-10 (-2.019078e-10, -2.019078e-10) 8.799599 6.853076e+07 6.853075e+07 (68530760.0, 68530750.0, 68530750.0) -1.200533e-10 -1.200533e-10 (-1.200533e-10, -1.200533e-10, -1.200533e-10) 11.09779 6.853075e+07 6.853072e+07 (68530750.0, 68530740.0, 68530730.0, 68530720.0) -1.164153e-10 -1.164153e-10 (-1.164153e-10, -1.164153e-10, -1.164153e-10, ... 26.07811 35.83712 35.83712 (35.83712, 35.83712, 35.83712) 0.000000e+00 0.000000e+00 (0.0, 0.0, 0.0) 17.345261 20.64109 0.00000 (20.64109, 13.76073, 6.880363, 0.0) -4.365575e-11 -4.365575e-11 (-4.365575e-11, -4.365575e-11, -4.365575e-11, ... 20.64109 0.0 0.001839 (0.0, 0.001839305) 13.227220 13.227220 (13.22722, 13.22722) 0.001839 0.028603 0.026741 (0.02860258, 0.02674145) -13.227220 -13.227220 (-13.22722, -13.22722) 0.001861
2023-02-13 23:00:00.000 +01:00 0.303077 0.315700 (0.303077, 0.3062327, 0.3093883, 0.312544, 0.3... 15.62684 15.62684 (15.62684, 15.62684, 15.62684, 15.62684, 15.62... 0.012623 0.315700 0.339552 (0.3156996, 0.3196751, 0.3236506, 0.3276261, 0... 8.767406 8.767406 (8.767406, 8.767406, 8.767406, 8.767406, 8.767... 0.023853 0.402829 0.419585 (0.4028289, 0.4061802, 0.4095314, 0.4128827, 0... 8.942982 8.942982 (8.942982, 8.942982, 8.942982, 8.942982, 8.942... 0.016756 0.419585 0.422378 (0.4195851, 0.4223781) 8.942982 8.942982 (8.942982, 8.942982) 0.002793 0.422378 0.425441 (0.4223781, 0.4254409) 8.942982 8.942982 (8.942982, 8.942982) 0.003063 0.425441 0.428842 (0.4254409, 0.4288423) 8.942982 8.942982 (8.942982, 8.942982) 0.003401 0.428842 0.465937 (0.4288423, 0.4329639, 0.4370855, 0.4412072, 0... 8.173227 8.173227 (8.173227, 8.173227, 8.173227, 8.173227, 8.173... 0.037095 0.465937 0.467466 (0.465937, 0.4674659) 7.180723 7.180723 (7.180723, 7.180723) 0.001529 0.467466 0.470239 (0.4674659, 0.470239) 4.523407 4.523407 (4.523407, 4.523407) 0.002773 0.470239 0.472354 (0.470239, 0.4723538) 4.523407 4.523407 (4.523407, 4.523407) 0.002115 0.472354 0.483664 (0.4723538, 0.4761237, 0.4798937, 0.4836636) 4.523407 4.523407 (4.523407, 4.523407, 4.523407, 4.523407) 0.011310 0.483664 0.498652 (0.4836636, 0.4886598, 0.493656, 0.4986521) 4.235434 4.235434 (4.235434, 4.235434, 4.235434, 4.235434) 0.014988 0.498652 0.512675 (0.4986521, 0.5033262, 0.5080003, 0.5126745) 2.899950 2.899950 (2.89995, 2.89995, 2.89995, 2.89995) 0.014022 0.512675 0.566618 (0.5126745, 0.5234632, 0.534252, 0.5450408, 0.... 0.473623 0.473623 (0.4736231, 0.4736231, 0.4736231, 0.4736231, 0... 0.053944 0.314652 0.368963 (0.3146518, 0.3195892, 0.3245266, 0.329464, 0.... 2.812374 2.812374 (2.812374, 2.812374, 2.812374, 2.812374, 2.812... 0.054312 166.2484 166.2484 (166.2484, 166.2484, 166.2484, 166.2484, 166.2... 0.0 0.0 (0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... 165.780594 310.376800 306.533800 (310.3768, 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149.2713 (230.1888, 221.198, 212.2071, 203.2163, 194.22... -8.851255e-11 -8.851255e-11 (-8.851255e-11, -8.851255e-11, -8.851255e-11, ... 80.917519 149.2713 47.21349 (149.2713, 139.9933, 130.7153, 121.4373, 112.1... -5.820766e-11 -5.820766e-11 (-5.820766e-11, -5.820766e-11, -5.820766e-11, ... 102.0578 47.21349 0.000004 (47.21349, 37.77079, 28.32809, 18.8854, 9.4426... -5.729817e-11 -5.729817e-11 (-5.729817e-11, -5.729817e-11, -5.729817e-11, ... 47.21349 0.043975 0.029618 (0.04397531, 0.03918964, 0.03440398, 0.02961831) -0.957358 -0.957358 (-0.9573578, -0.9573578, -0.9573578, -0.9573578) 0.014357 0.042621 0.026738 (0.04262127, 0.03467956, 0.02673785) -0.665286 -0.665286 (-0.6652857, -0.6652857, -0.6652857) 0.015883 0.026738 3.947460e-18 (0.02673785, 0.01782523, 0.008912618, 3.94746e... -0.665286 -0.665286 (-0.6652857, -0.6652857, -0.6652857, -0.6652857) 0.026738 0.0 42.44363 (0.0, 8.488726, 16.97745, 25.46618, 33.9549, 4... 5.478796e-09 5.478796e-09 (5.478796e-09, 5.478796e-09, 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-8.957068 -8.957068 (-8.957068, -8.957068) 0.002748

3 rows × 3668 columns

We can access individual values as follows.

[101]:

df_pipes_interior_points.loc[
    "2023-02-13 00:00:00.000 +01:00",
    ("5442010239090746007", slice(None), slice(None), "MVEC_sequence")
].item()

[101]:

(14.68007, 14.68007, 14.68007, 14.68007, 14.68007)

We can also collapse the three time rows into one tuple.

[102]:

df_pipes_simplified, timestamp_to_tuple_index = s3s.convert_rows_to_single_tuple_row(df_pipes_interior_points)

[2026-10-07 12:51:33,858] INFO in sir3stoolkit.mantle.dataframes: [rows_to_tuple_row] Collapsing dataframe rows into tuple row...
[2026-10-07 12:51:34,180] INFO in sir3stoolkit.mantle.dataframes: [rows_to_tuple_row] Done. Shape: (1, 3668)

[103]:

df_pipes_simplified

[103]:
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property TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end ... MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR
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(0.0284488, 0.01822149, 0.02673785) (0.0, 0.0, 0.0) (42.44363, 42.44363, 42.44363) ((0.0, 8.488726, 16.97745, 25.46618, 33.9549, ... (5.475158e-09, 5.296897e-09, 5.478796e-09) (5.475158e-09, 5.296897e-09, 5.478796e-09) ((5.475158e-09, 5.475158e-09, 5.475158e-09, 5.... (42.44363, 42.44363, 42.44363) (42.44363, 42.44363, 42.44363) (55.22064, 55.22064, 55.22064) ((42.44363, 48.83213, 55.22064), (42.44363, 48... (2.867637e-09, 2.755769e-09, 2.867637e-09) (2.867637e-09, 2.755769e-09, 2.867637e-09) ((2.867637e-09, 2.867637e-09, 2.867637e-09), (... (12.77701, 12.77701, 12.77701) (34.96974, 27.49709, 82.12129) (62.46683, 27.49709, 109.6184) ((34.96974, 44.13544, 53.30113, 62.46683), (27... (3.819878e-11, 0.0, 3.801688e-10) (3.819878e-11, 0.0, 3.801688e-10) ((3.819878e-11, 3.819878e-11, 3.819878e-11, 3.... (27.49709, 27.49709, 27.49709) (62.46683, 0.0, 109.6184) (67.8448, 5.377964, 114.9963) ((62.46683, 67.8448), (0.0, 5.377964), (109.61... 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(0.01493099, 0.009503534, 0.01401895) (128434900.0, 68530640.0, 70.33999) (128434800.0, 68530620.0, 44.28417) ((128434900.0, 128434900.0, 128434800.0, 12843... (-4.292815e-10, -5.857146e-10, -8.003553e-11) (-4.292815e-10, -5.857146e-10, -8.003553e-11) ((-4.292815e-10, -4.292815e-10, -4.292815e-10,... (26.05582, 26.05582, 26.05582) (0.1535359, 0.09780774, 0.1441697) (0.1620037, 0.1031945, 0.1521194) ((0.1535359, 0.1563585, 0.1591811, 0.1620037),... (24.37467, 38.31432, 25.96312) (24.37467, 38.31432, 25.96312) ((24.37467, 24.37467, 24.37467, 24.37467), (38... (0.008467774, 0.005386795, 0.007949654) (0.1594857, 0.1015863, 0.1497539) (0.1767835, 0.1125899, 0.1659932) ((0.1594857, 0.1629453, 0.1664049, 0.1698644, ... (24.7595, 38.92087, 26.37323) (24.7595, 38.92087, 26.37323) ((24.7595, 24.7595, 24.7595, 24.7595, 24.7595,... (0.01729781, 0.01100357, 0.01623928) (31.9595, 25.21477, 25.21477) (31.9595, 0.0, 25.21477) ((31.9595, 31.9595, 31.9595, 31.9595), (25.214... 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1 rows × 3668 columns

For every result value we now have a tuple with each entry corresponding to one simulation timestamp.

[104]:

df_pipes_simplified.loc[
    0,
    ("5442010239090746007", slice(None), slice(None), "DTTR")
].item()

[104]:

(0.01343678, 0.008581558, 0.01262256)

We can access individual values via the dict, that was returned.

[105]:

df_pipes_simplified.loc[
    0,
    ("5442010239090746007", slice(None), slice(None), "DTTR")
].item()[timestamp_to_tuple_index['2023-02-13 00:00:00.000 +01:00']]

[105]:

0.01343678

For vectorized result properties (pipe interior points) we will receive a tuple of tuples. With the time tuple as the higher level one.

[106]:

df_pipes_simplified.loc[
    0,
    ("5442010239090746007", slice(None), slice(None), "MVEC_sequence")
].item()

[106]:

((14.68007, 14.68007, 14.68007, 14.68007, 14.68007),
 (22.98423, 22.98423, 22.98423, 22.98423, 22.98423),
 (15.62684, 15.62684, 15.62684, 15.62684, 15.62684))

[107]:

df_pipes_simplified.loc[
    0,
    ("5442010239090746007", slice(None), slice(None), "MVEC_sequence")
].item()[timestamp_to_tuple_index['2023-02-13 00:00:00.000 +01:00']]

[107]:

(14.68007, 14.68007, 14.68007, 14.68007, 14.68007)

Merge model_data and Result Dataframes (for one timestamp)

Create Dataframes - For pipes

model_data

[108]:

df_pipes_model_data = s3s.generate_element_model_data_dataframe(element_type=s3s.ObjectTypes.Pipe
                                                            ,properties=["L", "DN"]
                                                            ,geometry=True
                                                            )

[2026-10-07 12:51:36,820] INFO in sir3stoolkit.mantle.dataframes: [model_data] Generating model_data dataframe for element type: ObjectTypes.Pipe
[2026-10-07 12:51:36,827] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieved 524 element(s) of element type ObjectTypes.Pipe.
[2026-10-07 12:51:36,833] INFO in sir3stoolkit.mantle.dataframes: [Resolving model_data Properties] Using 2 model_data properties.
[2026-10-07 12:51:36,834] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieving model_data properties ['L', 'DN'], geometry...
[2026-10-07 12:51:37,532] INFO in sir3stoolkit.mantle.dataframes: [model_data] Transforming DataFrame to GeoDataFrame successful with EPSG: 25832
[2026-10-07 12:51:37,534] INFO in sir3stoolkit.mantle.dataframes: [model_data] Done. Shape: (524, 4)

[109]:

df_pipes_model_data.head(3)

[109]:
tk L DN geometry
0 5442010239090746007 36.42935 150 LINESTRING (713620.268 5578828.419, 713602.295...
1 4917786378639043296 57.21781 125 LINESTRING (713602.295 5578860.106, 713574.062...
2 4762482310382009633 40.99482 125 LINESTRING (713574.062 5578909.873, 713553.84 ...

Results

[110]:

df_pipes_simplified.head(3)

[110]:
tk 5442010239090746007 4917786378639043296 4762482310382009633 4987229536643024523 5722206630503885118 5089459212485379804 5526871502288882655 4809089329099085219 5170001087020228683 5625716875961234775 5501916898830363065 5192970129555982907 5027225217797463802 5107343838750080243 4840056338230495043 5700872284015490704 5290590848336792638 4781821593135991761 4770083637349644299 5140383994159421977 4615723899944629797 5485743457841402038 5061682782623660813 4868922965129592512 5253822763469470014 5468996363795343031 5339499657518903527 4811306899232458618 4928779983564758026 4965578769510488820 5600841315591171772 4995034655758156710 5209057104414292468 5726827761099671871 5080791944541542127 4996979568467922520 4893521402166887668 4943852467771545411 5294908835443772392 5407639481169980338 5494345815849234157 5559756735287401600 4688455252738739891 5120913591494019846 5189136483684313738 5027271755713739562 4843364651593046845 4763398616537422727 5211657964305638265 4899878437571936054 5017291090985710926 4968195666913259627 4872293615039533867 5073852406571450055 5460451359190976355 5680559127926603859 5701217076123185999 5343389149567015241 5004534437760811077 5638727652971481339 4933247170382646480 5144558095415012328 4676843093813396651 5238385499211955735 5431464167607748731 ... 4663021439473051607 5288784997737800489 5300463730694955198 5199813036506389861 5259997559642942680 4966137347301400903 5265646923527127094 5267684323378048607 5172603529959074868 5204837016964086891 5125273453451056492 4840577257896235184 5314980284944318634 5569015712468846406 5608266520595830790 5670634661786163203 5547929108205842356 5325979640694265557 5309389718470399165 4858769154205497127 4744152276765399160 4832141333841349233 5685600617346450154 4794261027124244870 5299861566239260044 4919359344392474301 4819106626657300012 5634392781200984475 4895368922126406008 5377073214297285114 4806335761459244120 5445675821666151876 5151948180726626898 5216604222073162798 4922860284273709287 4623301797443553869 4936935202016711641 5547051071040108641 5320576812120795706 5693000264828698789 5411578293161860891 4905468706944801791 5579607382442232035 5506211537324438173 5542801165145139080 5013949825709681825 4631495679500266540 5268910820355280011 4673529796143308930 5502845593951347652 5269134948859572308 5491353045770208506 5351083508550202918 5405503540588733856 5409157591891833907 5288551187767515760 5273136311620767333 5331559348183931626 5263881428814102490 5139154449387664728 4919408196640282331 4957957828740199285 5499776682108862751 5285235772707481262 5373158549695106826
name Rohr V-K03S V-K13S Rohr V-K13S V-K23S Rohr V-K23S V-K33S Rohr V-K33S V-K43S Rohr V-K43S V-K53S Rohr V-K53S V-K63S Rohr V-K63S V-K73S Rohr V-K73S V-K83S Rohr V-K83S V-K93S Rohr V-K93S V-K103S Rohr V-K103S V-K113S Rohr V-K113S V-K123S Rohr V-K123S V-K133S Rohr V-K133S V-K143S Rohr V-K153S V-K163S Rohr V-K163S V-K143S Rohr V-K143S V-K173S Rohr V-K173S V-K183S Rohr V-K183S V-K193S Rohr V-K193S V-K203S Rohr V-K203S V-K213S Rohr V-K213S V-K223S Rohr V-K233S V-K243S Rohr V-K243S V-K253S Rohr V-K253S V-K263S Rohr V-K263S V-K273S Rohr V-K273S V-K153S Rohr V-K283S V-K293S Rohr V-K293S V-K303S Rohr V-K303S V-K313S Rohr V-K313S V-K323S Rohr V-K323S V-K333S Rohr V-K333S V-K03S Rohr V-K03S V-K343S Rohr V-K353S V-K363S Rohr V-K363S V-K373S Rohr V-K373S V-K383S Rohr V-K383S V-K393S Rohr V-K393S V-K403S Rohr V-K403S V-K413S Rohr V-K413S V-K423S Rohr V-K423S V-K433S Rohr V-K433S V-K443S Rohr V-K443S V-K453S Rohr V-K453S V-K463S Rohr V-K463S V-K473S Rohr V-K423S V-K483S Rohr V-K483S V-K493S Rohr V-K493S V-K503S Rohr V-K503S V-K513S Rohr V-K513S V-K523S Rohr V-K523S V-K533S Rohr V-K533S V-K543S Rohr V-K543S V-K553S Rohr V-K553S V-K563S Rohr V-K573S V-K583S Rohr V-K153S V-K593S Rohr V-K593S V-K603S Rohr V-K603S V-K283S Rohr V-K353S V-K613S Rohr V-K343S V-K623S Rohr V-K623S V-K633S Rohr V-K633S V-K643S Rohr V-K643S V-K653S Rohr V-K653S V-K663S ... Rohr R-K4433S R-K4443S Rohr R-K4443S R-K4453S Rohr R-K2723S R-K4463S Rohr R-K2963S R-K4473S Rohr R-K4473S R-K4483S Rohr R-K4483S R-K4493S Rohr R-K4493S R-K4503S Rohr R-K4503S R-K3053S Rohr R-K3313S R-K4513S Rohr R-K4513S R-K4523S Rohr R-K4173S R-K4533S Rohr R-K4533S R-K3293S Rohr R-K4543S R-K4553S Rohr R-K2803S R-K4563S Rohr R-K4563S R-K3573S Rohr R-K3573S R-K3553S Rohr R-K4573S R-K4583S Rohr R-K4583S R-K4593S Rohr R-K4593S R-K4603S Rohr R-K4603S R-K4613S Rohr R-K4613S R-K4313S Rohr R-K3893S R-K4623S Rohr R-K3563S R-K4633S Rohr R-K3303S R-K4523S Rohr R-K4523S R-K4643S Rohr R-K4643S R-K4173S Rohr R-K4653S R-K3413S Rohr R-K3413S R-K4663S Rohr R-K4663S R-K4673S Rohr R-K4673S R-K3363S Rohr R-K3063S R-K4543S Rohr R-K4543S R-K4653S Rohr R-K4683S R-K4693S Rohr R-K4693S R-K4703S Rohr R-K4703S R-K4713S Rohr R-K4713S R-K2713S Rohr R-K2643S R-K4723S Rohr R-K4723S R-K4733S Rohr R-K4733S R-K4743S Rohr R-K4743S R-K4753S Rohr R-K4753S R-K4763S Rohr R-K4433S R-K4773S Rohr R-K4773S R-K4783S Rohr R-K4783S R-K4793S Rohr R-K4793S R-K4803S Rohr R-K4803S R-K4813S Rohr R-K4813S R-K4823S Rohr R-K4823S R-K4833S Rohr R-K4833S R-K4843S Rohr R-K4843S R-K4853S Rohr R-K2953S R-K4863S Rohr R-K4863S R-K4873S Rohr R-K4873S R-K2633S Rohr R-K3243S R-K4353S Rohr R-K2953S R-K4883S Rohr R-K4883S R-K3053S Rohr R-K4893S R-K4903S Rohr R-K4903S R-K4913S Rohr R-K4913S R-K4923S Rohr R-K4923S R-K4933S Rohr R-K4933S R-K3223S Rohr R-K4583S R-K4943S Rohr R-K4943S R-K4953S Rohr V-TS-S V-K1403S Rohr R-TS-S R-K3883S
end_nodes ('5669301360686511351', '5397948523091900401', '-1', '-1') ('5397948523091900401', '5239335112004772156', '-1', '-1') ('5239335112004772156', '5298886695042021307', '-1', '-1') ('5298886695042021307', '4993257270457791438', '-1', '-1') ('4993257270457791438', '5317865645994989592', '-1', '-1') ('5317865645994989592', '5085491372308261877', '-1', '-1') ('5085491372308261877', '4989694427717344427', '-1', '-1') ('4989694427717344427', '5097833100706648505', '-1', '-1') ('5097833100706648505', '5748593725990350490', '-1', '-1') ('5748593725990350490', '5498236250497948633', '-1', '-1') ('5498236250497948633', '4764732356959599958', '-1', '-1') ('4764732356959599958', '5648425495460137243', '-1', '-1') ('5648425495460137243', '5603354735453128217', '-1', '-1') ('5603354735453128217', '5554918259063780747', '-1', '-1') ('4992867596416688120', '4921884425075838112', '-1', '-1') ('4921884425075838112', '5554918259063780747', '-1', '-1') ('5554918259063780747', '4858392140572707635', '-1', '-1') ('4858392140572707635', '5167668521501299921', '-1', '-1') ('5167668521501299921', '5362725334032147732', '-1', '-1') ('5362725334032147732', '5129584372458662150', '-1', '-1') ('5129584372458662150', '5332825919690090061', '-1', '-1') ('5332825919690090061', '5210475429427900126', '-1', '-1') ('5434645737310584056', '4704578559698354879', '-1', '-1') ('4704578559698354879', '5387381929229094663', '-1', '-1') ('5387381929229094663', '5013768275797703467', '-1', '-1') ('5013768275797703467', '4950953160915280698', '-1', '-1') ('4950953160915280698', '4992867596416688120', '-1', '-1') ('4837439299025862974', '4875518068053211860', '-1', '-1') ('4875518068053211860', '5707217883382799589', '-1', '-1') ('5707217883382799589', '4828712762216403101', '-1', '-1') ('4828712762216403101', '5367059433340055050', '-1', '-1') ('5367059433340055050', '5238084795626970067', '-1', '-1') ('5238084795626970067', '5669301360686511351', '-1', '-1') ('5669301360686511351', '5465373302536437394', '-1', '-1') ('5410685318833377843', '4802589718533126890', '-1', '-1') ('4802589718533126890', '5632245635473463750', '-1', '-1') ('5632245635473463750', '5230986483568148243', '-1', '-1') ('5230986483568148243', '4801385615342002045', '-1', '-1') ('4801385615342002045', '4904406262418068960', '-1', '-1') ('4904406262418068960', '5703446318103772746', '-1', '-1') ('5703446318103772746', '4756268502535762819', '-1', '-1') ('4756268502535762819', '5717050538368872906', '-1', '-1') ('5717050538368872906', '4846562656571022181', '-1', '-1') ('4846562656571022181', '5059391084010659866', '-1', '-1') ('5059391084010659866', '4691767919037833493', '-1', '-1') ('4691767919037833493', '5106194195554624313', '-1', '-1') ('4756268502535762819', '4801826053079629861', '-1', '-1') ('4801826053079629861', '5222710839316246625', '-1', '-1') ('5222710839316246625', '5373922381814742970', '-1', '-1') ('5373922381814742970', '4679560319206791571', '-1', '-1') ('4679560319206791571', '5125670034830080427', '-1', '-1') ('5125670034830080427', '5385747398230313715', '-1', '-1') ('5385747398230313715', '5682077941199528270', '-1', '-1') ('5682077941199528270', '5288302333781890204', '-1', '-1') ('5288302333781890204', '5214452879555859312', '-1', '-1') ('4625205862037772071', '5065957056051197909', '-1', '-1') ('4992867596416688120', '5697901115782543421', '-1', '-1') ('5697901115782543421', '5183140649386078661', '-1', '-1') ('5183140649386078661', '4837439299025862974', '-1', '-1') ('5410685318833377843', '5730391678266121794', '-1', '-1') ('5465373302536437394', '5096338383840942957', '-1', '-1') ('5096338383840942957', '5580207271446803052', '-1', '-1') ('5580207271446803052', '5089982444476988042', '-1', '-1') ('5089982444476988042', '4764069541719599379', '-1', '-1') ('4764069541719599379', '5473349641166457155', '-1', '-1') ... ('4832493725368326102', '4824709943498888078', '-1', '-1') ('4824709943498888078', '5242043803699326835', '-1', '-1') ('4870323282224769724', '5131834603526434285', '-1', '-1') ('5496071800608334196', '4683787039494665493', '-1', '-1') ('4683787039494665493', '5313172503496044082', '-1', '-1') ('5313172503496044082', '4880783238370597838', '-1', '-1') ('4880783238370597838', '5260747394464055002', '-1', '-1') ('5260747394464055002', '5229197186883323186', '-1', '-1') ('4918715377977607945', '4875054825941361274', '-1', '-1') ('4875054825941361274', '5191457421068378074', '-1', '-1') ('5469753985021987570', '5385413415279756470', '-1', '-1') ('5385413415279756470', '5113264931156671975', '-1', '-1') ('5554757167019358046', '4896713612054565548', '-1', '-1') ('4619682681341516951', '5648442424993180509', '-1', '-1') ('5648442424993180509', '5652483950434911434', '-1', '-1') ('5652483950434911434', '5291192650440997700', '-1', '-1') ('5221401180418699998', '4863932769493405228', '-1', '-1') ('4863932769493405228', '5675189382062604781', '-1', '-1') ('5675189382062604781', '5176124386205223063', '-1', '-1') ('5176124386205223063', '5611267768413515094', '-1', '-1') ('5611267768413515094', '4976642361691228622', '-1', '-1') ('5227412283498738344', '5569330674289915959', '-1', '-1') ('4661083779224541265', '4641873728186434336', '-1', '-1') ('4706689184833447355', '5191457421068378074', '-1', '-1') ('5191457421068378074', '5207603338578264169', '-1', '-1') ('5207603338578264169', '5469753985021987570', '-1', '-1') ('5078930962877391270', '5355274838118702868', '-1', '-1') ('5355274838118702868', '5714466027671261404', '-1', '-1') ('5714466027671261404', '5229890734982792937', '-1', '-1') ('5229890734982792937', '5039855148666634241', '-1', '-1') ('4644079766211329121', '5554757167019358046', '-1', '-1') ('5554757167019358046', '5078930962877391270', '-1', '-1') ('5043437169764801353', '5531695788918646648', '-1', '-1') ('5531695788918646648', '4884146225313121431', '-1', '-1') ('4884146225313121431', '5395214589547810761', '-1', '-1') ('5395214589547810761', '5186627743244018598', '-1', '-1') ('4781599812820388803', '5106357201076318352', '-1', '-1') ('5106357201076318352', '4817952446236154840', '-1', '-1') ('4817952446236154840', '5250288294065645228', '-1', '-1') ('5250288294065645228', '5248036124336986711', '-1', '-1') ('5248036124336986711', '5304050774275937189', '-1', '-1') ('4832493725368326102', '5020678070865088221', '-1', '-1') ('5020678070865088221', '4927773616466819887', '-1', '-1') ('4927773616466819887', '5138259542701384037', '-1', '-1') ('5138259542701384037', '4863218137164189270', '-1', '-1') ('4863218137164189270', '5268524137370980576', '-1', '-1') ('5268524137370980576', '5277267967688513217', '-1', '-1') ('5277267967688513217', '5680412857076151835', '-1', '-1') ('5680412857076151835', '4736070283705012552', '-1', '-1') ('4736070283705012552', '5713141944622207943', '-1', '-1') ('5633597914934904333', '5574991124367751476', '-1', '-1') ('5574991124367751476', '4975214249705490510', '-1', '-1') ('4975214249705490510', '5094432188973309704', '-1', '-1') ('5646336073962561060', '5587691779179476160', '-1', '-1') ('5633597914934904333', '5612942068225970373', '-1', '-1') ('5612942068225970373', '5229197186883323186', '-1', '-1') ('4739104474621250459', '5580718637254253308', '-1', '-1') ('5580718637254253308', '5169329782661335841', '-1', '-1') ('5169329782661335841', '5085846975953784416', '-1', '-1') ('5085846975953784416', '5330057762618897371', '-1', '-1') ('5330057762618897371', '5000360659046308972', '-1', '-1') ('4863932769493405228', '5295548655235318963', '-1', '-1') ('5295548655235318963', '5475286394948521111', '-1', '-1') ('5172212715463480789', '5392476601138952594', '-1', '-1') ('5093129494518007690', '5337935179219974656', '-1', '-1')
property TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end ... MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR TTRVEC_start TTRVEC_end TTRVEC_sequence MVEC_start MVEC_end MVEC_sequence DTTR
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(0.0, -4.001777e-11, 0.0) (0.0, -4.001777e-11, 0.0) ((0.0, 0.0, 0.0, 0.0), (-4.001777e-11, -4.0017... (25.21477, 25.21477, 25.21477) (13.48946, 0.0, 13.48946) (0.0, 13.48946, 13.48946) ((13.48946, 6.74473, 0.0), (0.0, 6.74473, 13.4... (-5.456968e-11, 5.366019e-11, 0.0) (-5.456968e-11, 5.366019e-11, 0.0) ((-5.456968e-11, -5.456968e-11, -5.456968e-11)... (13.48946, 13.48946, 13.48946) (8.799599, 68530770.0, 0.0) (8.799599, 68530760.0, 8.799599) ((8.799599, 8.799599), (68530770.0, 68530760.0... (0.0, -2.019078e-10, 1.327862e-10) (0.0, -2.019078e-10, 1.327862e-10) ((0.0, 0.0), (-2.019078e-10, -2.019078e-10), (... (8.799599, 8.799599, 8.799599) (0.0, 68530760.0, 8.799599) (11.09779, 68530750.0, 19.89739) ((0.0, 5.548895, 11.09779), (68530760.0, 68530... (1.200533e-10, -1.200533e-10, 5.820766e-11) (1.200533e-10, -1.200533e-10, 5.820766e-11) ((1.200533e-10, 1.200533e-10, 1.200533e-10), (... (11.09779, 11.09779, 11.09779) (128435000.0, 68530750.0, 19.89739) (128435000.0, 68530720.0, 45.9755) ((128435000.0, 128435000.0, 128435000.0, 12843... (-4.001777e-11, -1.164153e-10, 1.564331e-10) (-4.001777e-11, -1.164153e-10, 1.564331e-10) ((-4.001777e-11, -4.001777e-11, -4.001777e-11,... (26.07811, 26.07811, 26.07811) (85.67538, 35.83712, 56.06297) (85.67538, 35.83712, 73.40823) ((85.67538, 85.67538, 85.67538), (35.83712, 35... (0.0, 0.0, 8.731149e-11) (0.0, 0.0, 8.731149e-11) ((0.0, 0.0, 0.0), (0.0, 0.0, 0.0), (8.731149e-... (17.34526, 17.34526, 17.34526) (0.0, 20.64109, 20.64109) (20.64109, 0.0, 0.0) ((0.0, 6.880363, 13.76073, 20.64109), (20.6410... (4.365575e-11, -4.365575e-11, -4.365575e-11) (4.365575e-11, -4.365575e-11, -4.365575e-11) ((4.365575e-11, 4.365575e-11, 4.365575e-11, 4.... (20.64109, 20.64109, 20.64109) (0.0, 0.0, 0.0) (0.002893685, 0.001839305, 0.002716169) ((0.0, 0.002893685), (0.0, 0.001839305), (0.0,... (8.40759, 13.22722, 8.957069) (8.40759, 13.22722, 8.957069) ((8.40759, 8.40759), (13.22722, 13.22722), (8.... (0.002893685, 0.001839305, 0.002716169) (0.04499995, 0.02860258, 0.04223923) (0.04207187, 0.02674145, 0.03949079) ((0.04499995, 0.04207187), (0.02860258, 0.0267... (-8.407589, -13.22722, -8.957068) (-8.407589, -13.22722, -8.957068) ((-8.407589, -8.407589), (-13.22722, -13.22722... (0.002928082, 0.00186113, 0.002748447)

1 rows × 3668 columns

Merge

[111]:

df_pipes_simplified.columns = df_pipes_simplified.columns.droplevel([1, 2])
df_pipes_simplified = df_pipes_simplified.T.unstack(level=0).T
df_pipes_simplified = df_pipes_simplified.droplevel(0, axis=0)
df_pipes = df_pipes_model_data.merge(on="tk",
                    how="outer",
                    right=df_pipes_simplified)

[112]:

df_pipes.head(3)

[112]:
tk L DN geometry DTTR MVEC_end MVEC_sequence MVEC_start TTRVEC_end TTRVEC_sequence TTRVEC_start
0 4614463970292122863 7.780674 999 LINESTRING (714262.483 5578857.42, 714269.543 ... (7.780674, 7.780674, 7.780674) (-1.455192e-10, -5.748007e-10, 1.382432e-10) ((-1.455192e-10, -1.455192e-10), (-5.748007e-1... (-1.455192e-10, -5.748007e-10, 1.382432e-10) (128434800.0, 68530540.0, 7.780674) ((128434800.0, 128434800.0), (68530550.0, 6853... (128434800.0, 68530550.0, 0.0)
1 4615723899944629797 64.287240 999 LINESTRING (713738.297 5579219.902, 713793.23 ... (64.28724, 64.28724, 64.28724) (-9.458745e-11, 0.0, -9.458745e-11) ((-9.458745e-11, -9.458745e-11, -9.458745e-11,... (-9.458745e-11, 0.0, -9.458745e-11) (43.0797, 187.5247, 43.0797) ((107.3669, 98.18304, 88.99916, 79.81527, 70.6... (107.3669, 187.5247, 107.3669)
2 4621030304810285220 3.956838 100 LINESTRING (713650.613 5578990.488, 713649.498... (0.00229145, 0.00146701, 0.00215347) (-4.251046, -6.639919, -4.523407) ((-4.251046, -4.251046), (-6.639919, -6.639919... (-4.251046, -6.639919, -4.523407) (0.05315936, 0.03403337, 0.04995843) ((0.05545081, 0.05315936), (0.03550038, 0.0340... (0.05545081, 0.03550038, 0.0521119)

To get this dataframe without having to perform all intermediate steps, use generate_element_dataframe(), described in Tutorial 52.