Tutorial 53: Creation of Non-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 that does not concern individual elements types such as Nodes, Pipes, etc. but instead concerning more abstract SIR 3S data such as longitudinal sections or concatenations of multiple element types like hydraulic edges.

Toolkit Release

[1]:
#pip install

Imports

SIR 3S Toolkit

Regular Import/Init

[ ]:
SIR3S_SIRGRAF_DIR = r"C:\3S\SIR 3S\SirGraf-90-15-00-24_Quebec-Upd2" #change to local path
[3]:
from sir3stoolkit.core import wrapper
[4]:
wrapper
[4]:
<module 'sir3stoolkit.core.wrapper' from 'C:\\Users\\aUsername\\3S\\sir3stoolkit\\src\\sir3stoolkit\\core\\wrapper.py'>
[5]:
wrapper.Initialize_Toolkit(SIR3S_SIRGRAF_DIR)

Additional Import/Init for Dataframes class

[6]:
from sir3stoolkit.mantle.dataframes import SIR3S_Model_Dataframes
[7]:
s3s = SIR3S_Model_Dataframes()
Initialization complete

Additional

[8]:
import pandas as pd
from shapely.geometry import Point
import re
import folium
from folium.plugins import HeatMap
import numpy as np
import geopandas as gpd
from shapely import wkt
import matplotlib.pyplot as plt
import contextily as cx

Open Model

[9]:
s3s.OpenModel(dbName=r"Toolkit_Tutorial53_Model.db3",
              providerType=s3s.ProviderTypes.SQLite,
              Mid="M-1-0-1",
              saveCurrentlyOpenModel=False,
              namedInstance="",
              userID="",
              password="")
Model is open for further operation

Calculate Model

[10]:
s3s.ExecCalculation(True) # To ensure result data
Model Calculation is complete

Generate Non-Element Dataframes

AGSN (Longitudinal Sections)

We can use the method generate_longitudinal_section_dataframes() to obtain a list indexed by (lfdnr-1) filled with size-2-tuples with 0 - Supply and 1 - Return..

[11]:
dfs = s3s.generate_longitudinal_section_dataframes()
[2026-03-03 15:33:02,655] INFO in sir3stoolkit.mantle.dataframes: [model_data] Generating model_data dataframe for element type: ObjectTypes.AGSN_HydraulicProfile
[2026-03-03 15:33:02,662] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieved 3 element(s) of element type ObjectTypes.AGSN_HydraulicProfile.
[2026-03-03 15:33:02,677] INFO in sir3stoolkit.mantle.dataframes: [Resolving model_data Properties] No properties given → using ALL model_data properties for ObjectTypes.AGSN_HydraulicProfile.
[2026-03-03 15:33:02,678] INFO in sir3stoolkit.mantle.dataframes: [Resolving model_data Properties] Using 9 model_data properties.
[2026-03-03 15:33:02,678] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieving model_data properties ['Name', 'Lfdnr', 'Aktiv', 'AllNodesAndLinks', 'ObjsString', 'MainWay', 'Tk', 'Pk', 'InVariant']...
[2026-03-03 15:33:02,698] INFO in sir3stoolkit.mantle.dataframes: [model_data] Done. Shape: (3, 10)
[2026-03-03 15:33:02,707] INFO in sir3stoolkit.mantle.dataframes: Retrieving Hydraulic Profile with Lfdnr: 1.
[2026-03-03 15:33:02,722] INFO in sir3stoolkit.mantle.dataframes: [generate_element_dataframe] Generating df for element type: ObjectTypes.Pipe ...
[2026-03-03 15:33:02,722] DEBUG in sir3stoolkit.mantle.dataframes: [generate_element_dataframe] Generating df_model_data for element type: ObjectTypes.Pipe ...
[2026-03-03 15:33:02,858] INFO in sir3stoolkit.mantle.dataframes: [model_data] Generating model_data dataframe for element type: ObjectTypes.Pipe
[2026-03-03 15:33:02,858] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] Retrieved 524 element(s) of element type ObjectTypes.Pipe.
[2026-03-03 15:33:02,858] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] 44 tks remain after filtering for given tks.
[2026-03-03 15:33:02,858] INFO in sir3stoolkit.mantle.dataframes: [Resolving model_data Properties] No properties given → using ALL model_data properties for ObjectTypes.Pipe.
[2026-03-03 15:33:02,858] INFO in sir3stoolkit.mantle.dataframes: [Resolving model_data Properties] Using 46 model_data properties.
[2026-03-03 15:33:02,868] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieving model_data properties ['Name', 'FkdtroRowd', 'Fkltgr', 'Fkstrasse', 'L', 'Lzu', 'Rau', 'Jlambs', 'Lambda0', 'Zein', 'Zaus', 'Zuml', 'Asoll', 'Indschall', 'Baujahr', 'Hal', 'Fkcont', 'Fk2lrohr', 'Beschreibung', 'Idreferenz', 'Iplanung', 'Kvr', 'LineWidthMM', 'DottedLine', 'DN', 'Di', 'KvrKlartext', 'HasClosedNSCHs', 'Tk', 'Pk', 'InVariant', 'Xkor', 'Ykor', 'GeometriesDiffer', 'bz.Fk', 'bz.Qsvb', 'bz.Irtrenn', 'bz.Leckstatus', 'bz.Leckstart', 'bz.Leckend', 'bz.Leckort', 'bz.Leckmenge', 'bz.Imptnz', 'bz.Zvlimptnz', 'bz.Kantenzv', 'bz.ITrennWithNSCH'], geometry, end nodes...
[2026-03-03 15:33:03,198] INFO in sir3stoolkit.mantle.dataframes: [model_data] 2 non-empty end node columns were created.
[2026-03-03 15:33:03,269] INFO in sir3stoolkit.mantle.dataframes: [model_data] Transforming DataFrame to GeoDataFrame successful with EPSG: 25832
[2026-03-03 15:33:03,270] INFO in sir3stoolkit.mantle.dataframes: [model_data] Done. Shape: (44, 50)
[2026-03-03 15:33:03,343] DEBUG in sir3stoolkit.mantle.dataframes: [generate_element_dataframe] Generating df_results for element type: ObjectTypes.Pipe; at timestamp: 2023-02-13 00:00:00.000 +01:00 ...
[2026-03-03 15:33:03,344] INFO in sir3stoolkit.mantle.dataframes: [results] Generating results dataframe for element type: ObjectTypes.Pipe
[2026-03-03 15:33:03,408] INFO in sir3stoolkit.mantle.dataframes: [Resolving Timestamps] Only static timestamp 2023-02-13 00:00:00.000 +01:00 is used
[2026-03-03 15:33:03,409] INFO in sir3stoolkit.mantle.dataframes: [Resolving Timestamps] 1 valid timestamp(s) will be used.
[2026-03-03 15:33:03,411] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] Retrieved 524 element(s) of element type ObjectTypes.Pipe.
[2026-03-03 15:33:03,411] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] 44 tks remain after filtering for given tks.
[2026-03-03 15:33:03,414] INFO in sir3stoolkit.mantle.dataframes: [results] Using 82 result properties.
[2026-03-03 15:33:03,429] INFO in sir3stoolkit.mantle.dataframes: [results] Retrieving result values...
[2026-03-03 15:33:03,829] INFO in sir3stoolkit.mantle.dataframes: [results] 2244 fully NaN columns dropped.
[2026-03-03 15:33:04,087] INFO in sir3stoolkit.mantle.dataframes: [results] Done. Shape: (1, 1364)
[2026-03-03 15:33:04,088] DEBUG in sir3stoolkit.mantle.dataframes: [generate_element_dataframe] Merging df_model_data with df_results for element type: ObjectTypes.Pipe ...
[2026-03-03 15:33:04,123] INFO in sir3stoolkit.mantle.dataframes: [generate_element_dataframe] Generating df for element type: ObjectTypes.Pipe ...
[2026-03-03 15:33:04,124] DEBUG in sir3stoolkit.mantle.dataframes: [generate_element_dataframe] Generating df_model_data for element type: ObjectTypes.Pipe ...
[2026-03-03 15:33:04,130] INFO in sir3stoolkit.mantle.dataframes: [model_data] Generating model_data dataframe for element type: ObjectTypes.Pipe
[2026-03-03 15:33:04,132] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] Retrieved 524 element(s) of element type ObjectTypes.Pipe.
[2026-03-03 15:33:04,134] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] 44 tks remain after filtering for given tks.
[2026-03-03 15:33:04,135] INFO in sir3stoolkit.mantle.dataframes: [Resolving model_data Properties] No properties given → using ALL model_data properties for ObjectTypes.Pipe.
[2026-03-03 15:33:04,136] INFO in sir3stoolkit.mantle.dataframes: [Resolving model_data Properties] Using 46 model_data properties.
[2026-03-03 15:33:04,137] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieving model_data properties ['Name', 'FkdtroRowd', 'Fkltgr', 'Fkstrasse', 'L', 'Lzu', 'Rau', 'Jlambs', 'Lambda0', 'Zein', 'Zaus', 'Zuml', 'Asoll', 'Indschall', 'Baujahr', 'Hal', 'Fkcont', 'Fk2lrohr', 'Beschreibung', 'Idreferenz', 'Iplanung', 'Kvr', 'LineWidthMM', 'DottedLine', 'DN', 'Di', 'KvrKlartext', 'HasClosedNSCHs', 'Tk', 'Pk', 'InVariant', 'Xkor', 'Ykor', 'GeometriesDiffer', 'bz.Fk', 'bz.Qsvb', 'bz.Irtrenn', 'bz.Leckstatus', 'bz.Leckstart', 'bz.Leckend', 'bz.Leckort', 'bz.Leckmenge', 'bz.Imptnz', 'bz.Zvlimptnz', 'bz.Kantenzv', 'bz.ITrennWithNSCH'], geometry, end nodes...
[2026-03-03 15:33:04,283] INFO in sir3stoolkit.mantle.dataframes: [model_data] 2 non-empty end node columns were created.
[2026-03-03 15:33:04,365] INFO in sir3stoolkit.mantle.dataframes: [model_data] Transforming DataFrame to GeoDataFrame successful with EPSG: 25832
[2026-03-03 15:33:04,365] INFO in sir3stoolkit.mantle.dataframes: [model_data] Done. Shape: (44, 50)
[2026-03-03 15:33:04,449] DEBUG in sir3stoolkit.mantle.dataframes: [generate_element_dataframe] Generating df_results for element type: ObjectTypes.Pipe; at timestamp: 2023-02-13 00:00:00.000 +01:00 ...
[2026-03-03 15:33:04,449] INFO in sir3stoolkit.mantle.dataframes: [results] Generating results dataframe for element type: ObjectTypes.Pipe
[2026-03-03 15:33:04,532] INFO in sir3stoolkit.mantle.dataframes: [Resolving Timestamps] Only static timestamp 2023-02-13 00:00:00.000 +01:00 is used
[2026-03-03 15:33:04,533] INFO in sir3stoolkit.mantle.dataframes: [Resolving Timestamps] 1 valid timestamp(s) will be used.
[2026-03-03 15:33:04,536] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] Retrieved 524 element(s) of element type ObjectTypes.Pipe.
[2026-03-03 15:33:04,537] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] 44 tks remain after filtering for given tks.
[2026-03-03 15:33:04,540] INFO in sir3stoolkit.mantle.dataframes: [results] Using 82 result properties.
[2026-03-03 15:33:04,576] INFO in sir3stoolkit.mantle.dataframes: [results] Retrieving result values...
[2026-03-03 15:33:05,239] INFO in sir3stoolkit.mantle.dataframes: [results] 2244 fully NaN columns dropped.
[2026-03-03 15:33:05,448] INFO in sir3stoolkit.mantle.dataframes: [results] Done. Shape: (1, 1364)
[2026-03-03 15:33:05,453] DEBUG in sir3stoolkit.mantle.dataframes: [generate_element_dataframe] Merging df_model_data with df_results for element type: ObjectTypes.Pipe ...
[2026-03-03 15:33:05,498] INFO in sir3stoolkit.mantle.dataframes: Retrieving Hydraulic Profile with Lfdnr: 2.
[2026-03-03 15:33:05,499] INFO in sir3stoolkit.mantle.dataframes: [generate_element_dataframe] Generating df for element type: ObjectTypes.Pipe ...
[2026-03-03 15:33:05,501] DEBUG in sir3stoolkit.mantle.dataframes: [generate_element_dataframe] Generating df_model_data for element type: ObjectTypes.Pipe ...
[2026-03-03 15:33:05,508] INFO in sir3stoolkit.mantle.dataframes: [model_data] Generating model_data dataframe for element type: ObjectTypes.Pipe
[2026-03-03 15:33:05,512] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] Retrieved 524 element(s) of element type ObjectTypes.Pipe.
[2026-03-03 15:33:05,513] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] 44 tks remain after filtering for given tks.
[2026-03-03 15:33:05,515] INFO in sir3stoolkit.mantle.dataframes: [Resolving model_data Properties] No properties given → using ALL model_data properties for ObjectTypes.Pipe.
[2026-03-03 15:33:05,515] INFO in sir3stoolkit.mantle.dataframes: [Resolving model_data Properties] Using 46 model_data properties.
[2026-03-03 15:33:05,518] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieving model_data properties ['Name', 'FkdtroRowd', 'Fkltgr', 'Fkstrasse', 'L', 'Lzu', 'Rau', 'Jlambs', 'Lambda0', 'Zein', 'Zaus', 'Zuml', 'Asoll', 'Indschall', 'Baujahr', 'Hal', 'Fkcont', 'Fk2lrohr', 'Beschreibung', 'Idreferenz', 'Iplanung', 'Kvr', 'LineWidthMM', 'DottedLine', 'DN', 'Di', 'KvrKlartext', 'HasClosedNSCHs', 'Tk', 'Pk', 'InVariant', 'Xkor', 'Ykor', 'GeometriesDiffer', 'bz.Fk', 'bz.Qsvb', 'bz.Irtrenn', 'bz.Leckstatus', 'bz.Leckstart', 'bz.Leckend', 'bz.Leckort', 'bz.Leckmenge', 'bz.Imptnz', 'bz.Zvlimptnz', 'bz.Kantenzv', 'bz.ITrennWithNSCH'], geometry, end nodes...
[2026-03-03 15:33:05,727] INFO in sir3stoolkit.mantle.dataframes: [model_data] 2 non-empty end node columns were created.
[2026-03-03 15:33:05,877] INFO in sir3stoolkit.mantle.dataframes: [model_data] Transforming DataFrame to GeoDataFrame successful with EPSG: 25832
[2026-03-03 15:33:05,877] INFO in sir3stoolkit.mantle.dataframes: [model_data] Done. Shape: (44, 50)
[2026-03-03 15:33:05,995] DEBUG in sir3stoolkit.mantle.dataframes: [generate_element_dataframe] Generating df_results for element type: ObjectTypes.Pipe; at timestamp: 2023-02-13 00:00:00.000 +01:00 ...
[2026-03-03 15:33:05,995] INFO in sir3stoolkit.mantle.dataframes: [results] Generating results dataframe for element type: ObjectTypes.Pipe
[2026-03-03 15:33:06,089] INFO in sir3stoolkit.mantle.dataframes: [Resolving Timestamps] Only static timestamp 2023-02-13 00:00:00.000 +01:00 is used
[2026-03-03 15:33:06,089] INFO in sir3stoolkit.mantle.dataframes: [Resolving Timestamps] 1 valid timestamp(s) will be used.
[2026-03-03 15:33:06,098] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] Retrieved 524 element(s) of element type ObjectTypes.Pipe.
[2026-03-03 15:33:06,100] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] 44 tks remain after filtering for given tks.
[2026-03-03 15:33:06,103] INFO in sir3stoolkit.mantle.dataframes: [results] Using 82 result properties.
[2026-03-03 15:33:06,144] INFO in sir3stoolkit.mantle.dataframes: [results] Retrieving result values...
[2026-03-03 15:33:06,807] INFO in sir3stoolkit.mantle.dataframes: [results] 2244 fully NaN columns dropped.
[2026-03-03 15:33:07,024] INFO in sir3stoolkit.mantle.dataframes: [results] Done. Shape: (1, 1364)
[2026-03-03 15:33:07,035] DEBUG in sir3stoolkit.mantle.dataframes: [generate_element_dataframe] Merging df_model_data with df_results for element type: ObjectTypes.Pipe ...
[2026-03-03 15:33:07,081] INFO in sir3stoolkit.mantle.dataframes: [generate_element_dataframe] Generating df for element type: ObjectTypes.Pipe ...
[2026-03-03 15:33:07,082] DEBUG in sir3stoolkit.mantle.dataframes: [generate_element_dataframe] Generating df_model_data for element type: ObjectTypes.Pipe ...
[2026-03-03 15:33:07,087] INFO in sir3stoolkit.mantle.dataframes: [model_data] Generating model_data dataframe for element type: ObjectTypes.Pipe
[2026-03-03 15:33:07,092] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] Retrieved 524 element(s) of element type ObjectTypes.Pipe.
[2026-03-03 15:33:07,094] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] 44 tks remain after filtering for given tks.
[2026-03-03 15:33:07,096] INFO in sir3stoolkit.mantle.dataframes: [Resolving model_data Properties] No properties given → using ALL model_data properties for ObjectTypes.Pipe.
[2026-03-03 15:33:07,098] INFO in sir3stoolkit.mantle.dataframes: [Resolving model_data Properties] Using 46 model_data properties.
[2026-03-03 15:33:07,099] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieving model_data properties ['Name', 'FkdtroRowd', 'Fkltgr', 'Fkstrasse', 'L', 'Lzu', 'Rau', 'Jlambs', 'Lambda0', 'Zein', 'Zaus', 'Zuml', 'Asoll', 'Indschall', 'Baujahr', 'Hal', 'Fkcont', 'Fk2lrohr', 'Beschreibung', 'Idreferenz', 'Iplanung', 'Kvr', 'LineWidthMM', 'DottedLine', 'DN', 'Di', 'KvrKlartext', 'HasClosedNSCHs', 'Tk', 'Pk', 'InVariant', 'Xkor', 'Ykor', 'GeometriesDiffer', 'bz.Fk', 'bz.Qsvb', 'bz.Irtrenn', 'bz.Leckstatus', 'bz.Leckstart', 'bz.Leckend', 'bz.Leckort', 'bz.Leckmenge', 'bz.Imptnz', 'bz.Zvlimptnz', 'bz.Kantenzv', 'bz.ITrennWithNSCH'], geometry, end nodes...
[2026-03-03 15:33:07,277] INFO in sir3stoolkit.mantle.dataframes: [model_data] 2 non-empty end node columns were created.
[2026-03-03 15:33:07,378] INFO in sir3stoolkit.mantle.dataframes: [model_data] Transforming DataFrame to GeoDataFrame successful with EPSG: 25832
[2026-03-03 15:33:07,378] INFO in sir3stoolkit.mantle.dataframes: [model_data] Done. Shape: (44, 50)
[2026-03-03 15:33:07,477] DEBUG in sir3stoolkit.mantle.dataframes: [generate_element_dataframe] Generating df_results for element type: ObjectTypes.Pipe; at timestamp: 2023-02-13 00:00:00.000 +01:00 ...
[2026-03-03 15:33:07,477] INFO in sir3stoolkit.mantle.dataframes: [results] Generating results dataframe for element type: ObjectTypes.Pipe
[2026-03-03 15:33:07,590] INFO in sir3stoolkit.mantle.dataframes: [Resolving Timestamps] Only static timestamp 2023-02-13 00:00:00.000 +01:00 is used
[2026-03-03 15:33:07,590] INFO in sir3stoolkit.mantle.dataframes: [Resolving Timestamps] 1 valid timestamp(s) will be used.
[2026-03-03 15:33:07,590] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] Retrieved 524 element(s) of element type ObjectTypes.Pipe.
[2026-03-03 15:33:07,590] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] 44 tks remain after filtering for given tks.
[2026-03-03 15:33:07,604] INFO in sir3stoolkit.mantle.dataframes: [results] Using 82 result properties.
[2026-03-03 15:33:07,648] INFO in sir3stoolkit.mantle.dataframes: [results] Retrieving result values...
[2026-03-03 15:33:08,295] INFO in sir3stoolkit.mantle.dataframes: [results] 2244 fully NaN columns dropped.
[2026-03-03 15:33:08,495] INFO in sir3stoolkit.mantle.dataframes: [results] Done. Shape: (1, 1364)
[2026-03-03 15:33:08,495] DEBUG in sir3stoolkit.mantle.dataframes: [generate_element_dataframe] Merging df_model_data with df_results for element type: ObjectTypes.Pipe ...
[2026-03-03 15:33:08,541] INFO in sir3stoolkit.mantle.dataframes: Retrieving Hydraulic Profile with Lfdnr: 3.
[2026-03-03 15:33:08,543] INFO in sir3stoolkit.mantle.dataframes: [generate_element_dataframe] Generating df for element type: ObjectTypes.Pipe ...
[2026-03-03 15:33:08,544] DEBUG in sir3stoolkit.mantle.dataframes: [generate_element_dataframe] Generating df_model_data for element type: ObjectTypes.Pipe ...
[2026-03-03 15:33:08,550] INFO in sir3stoolkit.mantle.dataframes: [model_data] Generating model_data dataframe for element type: ObjectTypes.Pipe
[2026-03-03 15:33:08,555] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] Retrieved 524 element(s) of element type ObjectTypes.Pipe.
[2026-03-03 15:33:08,556] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] 44 tks remain after filtering for given tks.
[2026-03-03 15:33:08,561] INFO in sir3stoolkit.mantle.dataframes: [Resolving model_data Properties] No properties given → using ALL model_data properties for ObjectTypes.Pipe.
[2026-03-03 15:33:08,561] INFO in sir3stoolkit.mantle.dataframes: [Resolving model_data Properties] Using 46 model_data properties.
[2026-03-03 15:33:08,563] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieving model_data properties ['Name', 'FkdtroRowd', 'Fkltgr', 'Fkstrasse', 'L', 'Lzu', 'Rau', 'Jlambs', 'Lambda0', 'Zein', 'Zaus', 'Zuml', 'Asoll', 'Indschall', 'Baujahr', 'Hal', 'Fkcont', 'Fk2lrohr', 'Beschreibung', 'Idreferenz', 'Iplanung', 'Kvr', 'LineWidthMM', 'DottedLine', 'DN', 'Di', 'KvrKlartext', 'HasClosedNSCHs', 'Tk', 'Pk', 'InVariant', 'Xkor', 'Ykor', 'GeometriesDiffer', 'bz.Fk', 'bz.Qsvb', 'bz.Irtrenn', 'bz.Leckstatus', 'bz.Leckstart', 'bz.Leckend', 'bz.Leckort', 'bz.Leckmenge', 'bz.Imptnz', 'bz.Zvlimptnz', 'bz.Kantenzv', 'bz.ITrennWithNSCH'], geometry, end nodes...
[2026-03-03 15:33:08,730] INFO in sir3stoolkit.mantle.dataframes: [model_data] 2 non-empty end node columns were created.
[2026-03-03 15:33:08,836] INFO in sir3stoolkit.mantle.dataframes: [model_data] Transforming DataFrame to GeoDataFrame successful with EPSG: 25832
[2026-03-03 15:33:08,836] INFO in sir3stoolkit.mantle.dataframes: [model_data] Done. Shape: (44, 50)
[2026-03-03 15:33:08,933] DEBUG in sir3stoolkit.mantle.dataframes: [generate_element_dataframe] Generating df_results for element type: ObjectTypes.Pipe; at timestamp: 2023-02-13 00:00:00.000 +01:00 ...
[2026-03-03 15:33:08,934] INFO in sir3stoolkit.mantle.dataframes: [results] Generating results dataframe for element type: ObjectTypes.Pipe
[2026-03-03 15:33:09,035] INFO in sir3stoolkit.mantle.dataframes: [Resolving Timestamps] Only static timestamp 2023-02-13 00:00:00.000 +01:00 is used
[2026-03-03 15:33:09,035] INFO in sir3stoolkit.mantle.dataframes: [Resolving Timestamps] 1 valid timestamp(s) will be used.
[2026-03-03 15:33:09,038] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] Retrieved 524 element(s) of element type ObjectTypes.Pipe.
[2026-03-03 15:33:09,040] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] 44 tks remain after filtering for given tks.
[2026-03-03 15:33:09,044] INFO in sir3stoolkit.mantle.dataframes: [results] Using 82 result properties.
[2026-03-03 15:33:09,083] INFO in sir3stoolkit.mantle.dataframes: [results] Retrieving result values...
[2026-03-03 15:33:09,709] INFO in sir3stoolkit.mantle.dataframes: [results] 2244 fully NaN columns dropped.
[2026-03-03 15:33:10,091] INFO in sir3stoolkit.mantle.dataframes: [results] Done. Shape: (1, 1364)
[2026-03-03 15:33:10,094] DEBUG in sir3stoolkit.mantle.dataframes: [generate_element_dataframe] Merging df_model_data with df_results for element type: ObjectTypes.Pipe ...
[2026-03-03 15:33:10,176] INFO in sir3stoolkit.mantle.dataframes: [generate_element_dataframe] Generating df for element type: ObjectTypes.Pipe ...
[2026-03-03 15:33:10,178] DEBUG in sir3stoolkit.mantle.dataframes: [generate_element_dataframe] Generating df_model_data for element type: ObjectTypes.Pipe ...
[2026-03-03 15:33:10,189] INFO in sir3stoolkit.mantle.dataframes: [model_data] Generating model_data dataframe for element type: ObjectTypes.Pipe
[2026-03-03 15:33:10,195] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] Retrieved 524 element(s) of element type ObjectTypes.Pipe.
[2026-03-03 15:33:10,197] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] 44 tks remain after filtering for given tks.
[2026-03-03 15:33:10,200] INFO in sir3stoolkit.mantle.dataframes: [Resolving model_data Properties] No properties given → using ALL model_data properties for ObjectTypes.Pipe.
[2026-03-03 15:33:10,200] INFO in sir3stoolkit.mantle.dataframes: [Resolving model_data Properties] Using 46 model_data properties.
[2026-03-03 15:33:10,206] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieving model_data properties ['Name', 'FkdtroRowd', 'Fkltgr', 'Fkstrasse', 'L', 'Lzu', 'Rau', 'Jlambs', 'Lambda0', 'Zein', 'Zaus', 'Zuml', 'Asoll', 'Indschall', 'Baujahr', 'Hal', 'Fkcont', 'Fk2lrohr', 'Beschreibung', 'Idreferenz', 'Iplanung', 'Kvr', 'LineWidthMM', 'DottedLine', 'DN', 'Di', 'KvrKlartext', 'HasClosedNSCHs', 'Tk', 'Pk', 'InVariant', 'Xkor', 'Ykor', 'GeometriesDiffer', 'bz.Fk', 'bz.Qsvb', 'bz.Irtrenn', 'bz.Leckstatus', 'bz.Leckstart', 'bz.Leckend', 'bz.Leckort', 'bz.Leckmenge', 'bz.Imptnz', 'bz.Zvlimptnz', 'bz.Kantenzv', 'bz.ITrennWithNSCH'], geometry, end nodes...
[2026-03-03 15:33:10,523] INFO in sir3stoolkit.mantle.dataframes: [model_data] 2 non-empty end node columns were created.
[2026-03-03 15:33:10,698] INFO in sir3stoolkit.mantle.dataframes: [model_data] Transforming DataFrame to GeoDataFrame successful with EPSG: 25832
[2026-03-03 15:33:10,698] INFO in sir3stoolkit.mantle.dataframes: [model_data] Done. Shape: (44, 50)
[2026-03-03 15:33:10,841] DEBUG in sir3stoolkit.mantle.dataframes: [generate_element_dataframe] Generating df_results for element type: ObjectTypes.Pipe; at timestamp: 2023-02-13 00:00:00.000 +01:00 ...
[2026-03-03 15:33:10,841] INFO in sir3stoolkit.mantle.dataframes: [results] Generating results dataframe for element type: ObjectTypes.Pipe
[2026-03-03 15:33:11,008] INFO in sir3stoolkit.mantle.dataframes: [Resolving Timestamps] Only static timestamp 2023-02-13 00:00:00.000 +01:00 is used
[2026-03-03 15:33:11,008] INFO in sir3stoolkit.mantle.dataframes: [Resolving Timestamps] 1 valid timestamp(s) will be used.
[2026-03-03 15:33:11,015] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] Retrieved 524 element(s) of element type ObjectTypes.Pipe.
[2026-03-03 15:33:11,017] INFO in sir3stoolkit.mantle.dataframes: [Resolving tks] 44 tks remain after filtering for given tks.
[2026-03-03 15:33:11,021] INFO in sir3stoolkit.mantle.dataframes: [results] Using 82 result properties.
[2026-03-03 15:33:11,045] INFO in sir3stoolkit.mantle.dataframes: [results] Retrieving result values...
[2026-03-03 15:33:14,061] INFO in sir3stoolkit.mantle.dataframes: [results] 2244 fully NaN columns dropped.
[2026-03-03 15:33:14,760] INFO in sir3stoolkit.mantle.dataframes: [results] Done. Shape: (1, 1364)
[2026-03-03 15:33:14,760] DEBUG in sir3stoolkit.mantle.dataframes: [generate_element_dataframe] Merging df_model_data with df_results for element type: ObjectTypes.Pipe ...
[12]:
dfs[0][0].head() # Lfdnr 1, Vl
[12]:
tk Name FkdtroRowd Fkltgr Fkstrasse L Lzu Rau Jlambs Lambda0 Zein Zaus Zuml Asoll Indschall Baujahr Hal Fkcont Fk2lrohr Beschreibung Idreferenz Iplanung Kvr LineWidthMM DottedLine DN Di KvrKlartext HasClosedNSCHs Tk Pk InVariant Xkor Ykor GeometriesDiffer bz.Fk bz.Qsvb bz.Irtrenn bz.Leckstatus bz.Leckstart bz.Leckend bz.Leckort bz.Leckmenge bz.Imptnz bz.Zvlimptnz bz.Kantenzv bz.ITrennWithNSCH geometry fkKI fkKK A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC_start MVEC_end MVEC_sequence PDAMPF PHR PMIN PVEC_start PVEC_end PVEC_sequence PVECMAX_INST_start PVECMAX_INST_end PVECMAX_INST_sequence PVECMIN_INST_start PVECMIN_INST_end PVECMIN_INST_sequence QMAV QMI QMK RHOI RHOK RHOVEC_start RHOVEC_end RHOVEC_sequence SVEC_start SVEC_end SVEC_sequence TI TK TTRVEC_start TTRVEC_end TTRVEC_sequence TVEC_start TVEC_end TVEC_sequence VAV VI VK VOLDA WVL ZVEC_start ZVEC_end ZVEC_sequence l_sum AGSN_Lfdnr AGSN_Name
0 5691533564979419761 Rohr V-E0 V-K1683S 4816511167455310973 4779752876656844188 5204829332281547346 15.351700 0 0.05 1 0 0 0 0 1000 0 0 5029128874972463118 5025945677694931826 OSM: Knoten 476971238 -> Knoten 299394923; Län... 39785520 0 1 0.005 0 350 345.6 Vorlauf 5691533564979419761 5691533564979419761 False 713619.921383 5.578219e+06 False 5691533564979419761 0 0 0 0 0 0 0 0 0 0 0 LINESTRING (713619.921 5578218.954, 713614.649... 5398100694284104779 4825391580467484032 0.0 0.000362 352.0946 5.405251 0.0 0.0 26.18786 1033.169 1033.169 (1033.169, 1033.169, 1033.169) 15.5488 0.402028 -55.93392 -55.46401 -55.93392 (-55.46401, -55.69896, -55.93392) -55.46401 -55.93392 (-55.46401, -55.69896, -55.93392) -55.46401 -55.93392 (-55.46401, -55.69896, -55.93392) 3719.409 3719.409 3719.409 865.2 865.2 865.2 865.2 (865.2, 865.2, 865.2) 0.0 15.351700 (0.0, 7.67585, 15.3517) 666.0 665.9989 0.000000 0.000362 (0.0, 0.0001807726, 0.0003615452) 666.0000 665.9989 (666.0, 665.9995, 665.9989) 12.72968 12.72968 12.72968 0.0 15415.81 541.49 542.29 (541.49, 541.89, 542.29) 15.351701 1 Längsschnitt
1 5048873293262650113 Rohr V-K1683S V-K1693S 4816511167455310973 4779752876656844188 5204829332281547346 12.508950 0 0.05 1 0 0 0 0 1000 0 0 5029128874972463118 5216742060270992761 OSM: Knoten 299394923 -> Knoten 4105649557; Lä... 39785520 0 1 0.005 0 350 345.6 Vorlauf 5048873293262650113 5048873293262650113 False 713614.648712 5.578233e+06 False 5048873293262650113 0 0 0 0 0 0 0 0 0 0 0 LINESTRING (713614.649 5578233.372, 713614.465... 4825391580467484032 5180617780362861593 0.0 0.000295 345.6885 4.324201 0.0 0.0 26.18786 1033.169 1033.169 (1033.169, 1033.169, 1033.169) 15.5488 0.327583 -56.3209 -55.93392 -56.32089 (-55.93392, -56.12741, -56.32089) -55.93392 -56.32089 (-55.93392, -56.12741, -56.32089) -55.93392 -56.32089 (-55.93392, -56.12741, -56.32089) 3719.409 3719.409 3719.409 865.2 865.2 865.2 865.2 (865.2, 865.2, 865.2) 0.0 12.508950 (0.0, 6.254475, 12.50895) 665.9989 665.998 0.000362 0.000656 (0.0003615452, 0.0005088433, 0.0006561414) 665.9989 665.9980 (665.9989, 665.9985, 665.998) 12.72968 12.72968 12.72968 0.0 15405.72 542.29 542.99 (542.29, 542.64, 542.99) 27.860648 1 Längsschnitt
2 5715081934973525403 Rohr V-K2163S V-K1693S 4816511167455310973 4779752876656844188 5204829332281547346 6.265505 0 0.05 1 0 0 0 0 1000 0 0 5029128874972463118 4919359344392474301 OSM: Knoten 299394922 -> Knoten 4105649557; Lä... 595926249 0 1 0.005 0 350 345.6 Vorlauf 5715081934973525403 5715081934973525403 False 713614.369043 5.578252e+06 False 5715081934973525403 0 0 0 0 0 0 0 0 0 0 0 LINESTRING (713614.369 5578252.145, 713614.465... 4964920487041183545 5180617780362861593 0.0 0.000148 345.08 2.1621 0.0 0.0 26.18786 -1033.169 -1033.169 (-1033.169, -1033.169) 15.5488 0.16408 -56.51383 -56.51382 -56.32089 (-56.51382, -56.32089) -56.51382 -56.32089 (-56.51382, -56.32089) -56.51382 -56.32089 (-56.51382, -56.32089) -3719.409 -3719.409 -3719.409 865.2 865.2 865.2 865.2 (865.2, 865.2) 0.0 6.265505 (0.0, 6.265505) 665.9976 665.998 0.000804 0.000656 (0.0008036994, 0.0006561416) 665.9976 665.9980 (665.9976, 665.998) -12.72968 -12.72968 -12.72968 0.0 -15397.65 543.33 542.99 (543.33, 542.99) 34.126153 1 Längsschnitt
3 5413647981880727734 Rohr V-K2043S V-K2163S 4816511167455310973 4779752876656844188 5204829332281547346 14.407540 0 0.05 1 0 0 0 0 1000 0 0 5029128874972463118 5299861566239260044 OSM: Knoten 299394921 -> Knoten 299394922; Län... 595926249 0 1 0.005 0 350 345.6 Vorlauf 5413647981880727734 5413647981880727734 False 713616.883649 5.578266e+06 False 5413647981880727734 0 0 0 0 0 0 0 0 0 0 0 LINESTRING (713616.884 5578266.331, 713614.369... 4794016231137548967 4964920487041183545 0.0 0.000339 375.1682 5.405251 0.0 0.0 26.18786 -1033.169 -1033.169 (-1033.169, -1033.169, -1033.169) 15.5488 0.377303 -56.95052 -56.95052 -56.51382 (-56.95052, -56.73217, -56.51382) -56.95052 -56.51382 (-56.95052, -56.73217, -56.51382) -56.95052 -56.51382 (-56.95052, -56.73217, -56.51382) -3719.409 -3719.409 -3719.409 865.2 865.2 865.2 865.2 (865.2, 865.2, 865.2) 0.0 14.407540 (0.0, 7.20377, 14.40754) 665.9966 665.9976 0.001143 0.000804 (0.001143009, 0.0009733541, 0.0008036994) 665.9966 665.9976 (665.9966, 665.9971, 665.9976) -12.72968 -12.72968 -12.72968 0.0 -15393.61 544.03 543.33 (544.03, 543.6801, 543.33) 48.533695 1 Längsschnitt
4 5134010500800575790 Rohr V-K2033S V-K2043S 4816511167455310973 4779752876656844188 5204829332281547346 13.515840 0 0.05 1 0 0 0 0 1000 0 0 5029128874972463118 5204837016964086891 OSM: Knoten 4105649561 -> Knoten 299394921; Lä... 408665320 0 1 0.005 0 350 345.6 Vorlauf 5134010500800575790 5134010500800575790 False 713614.238695 5.578280e+06 False 5134010500800575790 0 0 0 0 0 0 0 0 0 0 0 LINESTRING (713614.239 5578279.586, 713616.884... 5473123125979010325 4794016231137548967 0.0 0.000318 359.9277 4.864726 0.0 0.0 26.18786 -1033.169 -1033.169 (-1033.169, -1033.169, -1033.169) 15.5488 0.353951 -57.34774 -57.34774 -56.95052 (-57.34774, -57.14913, -56.95052) -57.34774 -56.95052 (-57.34774, -57.14913, -56.95052) -57.34774 -56.95052 (-57.34774, -57.14913, -56.95052) -3719.409 -3719.409 -3719.409 865.2 865.2 865.2 865.2 (865.2, 865.2, 865.2) 0.0 13.515840 (0.0, 6.75792, 13.51584) 665.9956 665.9966 0.001461 0.001143 (0.001461318, 0.001302163, 0.001143009) 665.9956 665.9966 (665.9956, 665.9961, 665.9966) -12.72968 -12.72968 -12.72968 0.0 -15384.03 544.54 544.03 (544.54, 544.285, 544.03) 62.049538 1 Längsschnitt
[13]:
dfs[0][1].head() # Lfdnr 1 RL
[13]:
tk Name FkdtroRowd Fkltgr Fkstrasse L Lzu Rau Jlambs Lambda0 Zein Zaus Zuml Asoll Indschall Baujahr Hal Fkcont Fk2lrohr Beschreibung Idreferenz Iplanung Kvr LineWidthMM DottedLine DN Di KvrKlartext HasClosedNSCHs Tk Pk InVariant Xkor Ykor GeometriesDiffer bz.Fk bz.Qsvb bz.Irtrenn bz.Leckstatus bz.Leckstart bz.Leckend bz.Leckort bz.Leckmenge bz.Imptnz bz.Zvlimptnz bz.Kantenzv bz.ITrennWithNSCH geometry fkKI fkKK A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC_start MVEC_end MVEC_sequence PDAMPF PHR PMIN PVEC_start PVEC_end PVEC_sequence PVECMAX_INST_start PVECMAX_INST_end PVECMAX_INST_sequence PVECMIN_INST_start PVECMIN_INST_end PVECMIN_INST_sequence QMAV QMI QMK RHOI RHOK RHOVEC_start RHOVEC_end RHOVEC_sequence SVEC_start SVEC_end SVEC_sequence TI TK TTRVEC_start TTRVEC_end TTRVEC_sequence TVEC_start TVEC_end TVEC_sequence VAV VI VK VOLDA WVL ZVEC_start ZVEC_end ZVEC_sequence l_sum AGSN_Lfdnr AGSN_Name
0 5025945677694931826 Rohr R-E0 R-K4163S 4816511167455310973 4779752876656844188 5204829332281547346 15.351700 0 0.05 1 0 0 0 0 1000 0 0 5029128874972463118 5691533564979419761 OSM: Knoten 476971238 -> Knoten 299394923; Län... 39785520 0 2 0.005 0 350 345.6 Rücklauf 5025945677694931826 5025945677694931826 False 713621.921383 5.578219e+06 False 5025945677694931826 0 0 0 0 0 0 0 0 0 0 0 LINESTRING (713621.921 5578218.954, 713616.649... 5160850648779674898 4851678476955084637 0.0 0.000362 352.0946 5.405251 0.0 0.0 26.18786 -1033.169 -1033.169 (-1033.169, -1033.169, -1033.169) 15.5488 0.402028 4.533213 4.533215 4.869910 (4.533215, 4.70156, 4.86991) 4.533215 4.869910 (4.533215, 4.70156, 4.86991) 4.533215 4.869910 (4.533215, 4.70156, 4.86991) -3719.409 -3719.409 -3719.409 865.2 865.2 865.2 865.2 (865.2, 865.2, 865.2) 0.0 15.351700 (0.0, 7.67585, 15.3517) 662.6788 662.6799 0.020268 0.019906 (0.02026793, 0.02008715, 0.01990638) 662.6787 662.6798 (662.6787, 662.6793, 662.6798) -12.72968 -12.72968 -12.72968 0.0 0.0 541.43 542.20 (541.43, 541.815, 542.2) 15.351701 1 Längsschnitt
1 5216742060270992761 Rohr R-K4163S R-K4173S 4816511167455310973 4779752876656844188 5204829332281547346 12.508950 0 0.05 1 0 0 0 0 1000 0 0 5029128874972463118 5048873293262650113 OSM: Knoten 299394923 -> Knoten 4105649557; Lä... 39785520 0 2 0.005 0 350 345.6 Rücklauf 5216742060270992761 5216742060270992761 False 713616.648712 5.578233e+06 False 5216742060270992761 0 0 0 0 0 0 0 0 0 0 0 LINESTRING (713616.649 5578233.372, 713616.465... 4851678476955084637 5469753985021987570 0.0 0.000295 345.6885 4.324201 0.0 0.0 26.18786 -1033.169 -1033.169 (-1033.169, -1033.169, -1033.169) 15.5488 0.327583 4.869907 4.869910 5.135555 (4.86991, 5.00273, 5.135555) 4.869910 5.135555 (4.86991, 5.00273, 5.135555) 4.869910 5.135555 (4.86991, 5.00273, 5.135555) -3719.409 -3719.409 -3719.409 865.2 865.2 865.2 865.2 (865.2, 865.2, 865.2) 0.0 12.508950 (0.0, 6.254475, 12.50895) 662.6799 662.6807 0.019906 0.019612 (0.01990638, 0.01975908, 0.01961179) 662.6798 662.6808 (662.6798, 662.6803, 662.6808) -12.72968 -12.72968 -12.72968 0.0 0.0 542.20 542.93 (542.2, 542.565, 542.93) 27.860648 1 Längsschnitt
2 4919359344392474301 Rohr R-K4643S R-K4173S 4816511167455310973 4779752876656844188 5204829332281547346 6.265505 0 0.05 1 0 0 0 0 1000 0 0 5029128874972463118 5715081934973525403 OSM: Knoten 299394922 -> Knoten 4105649557; Lä... 595926249 0 2 0.005 0 350 345.6 Rücklauf 4919359344392474301 4919359344392474301 False 713616.369043 5.578252e+06 False 4919359344392474301 0 0 0 0 0 0 0 0 0 0 0 LINESTRING (713616.369 5578252.145, 713616.465... 5207603338578264169 5469753985021987570 0.0 0.000148 345.08 2.1621 0.0 0.0 26.18786 1033.169 1033.169 (1033.169, 1033.169) 15.5488 0.16408 5.135553 5.269090 5.135555 (5.26909, 5.135555) 5.269090 5.135555 (5.26909, 5.135555) 5.269090 5.135555 (5.26909, 5.135555) 3719.409 3719.409 3719.409 865.2 865.2 865.2 865.2 (865.2, 865.2) 0.0 6.265505 (0.0, 6.265505) 662.6812 662.6807 0.019464 0.019612 (0.01946423, 0.01961179) 662.6812 662.6808 (662.6812, 662.6808) 12.72968 12.72968 12.72968 0.0 0.0 543.29 542.93 (543.29, 542.93) 34.126153 1 Längsschnitt
3 5299861566239260044 Rohr R-K4523S R-K4643S 4816511167455310973 4779752876656844188 5204829332281547346 14.407540 0 0.05 1 0 0 0 0 1000 0 0 5029128874972463118 5413647981880727734 OSM: Knoten 299394921 -> Knoten 299394922; Län... 595926249 0 2 0.005 0 350 345.6 Rücklauf 5299861566239260044 5299861566239260044 False 713618.883649 5.578266e+06 False 5299861566239260044 0 0 0 0 0 0 0 0 0 0 0 LINESTRING (713618.884 5578266.331, 713616.369... 5191457421068378074 5207603338578264169 0.0 0.000339 337.6514 4.864726 0.0 0.0 26.18786 1033.169 1033.169 (1033.169, 1033.169, 1033.169) 15.5488 0.377303 5.26909 5.575970 5.269090 (5.57597, 5.42253, 5.26909) 5.575970 5.269090 (5.57597, 5.42253, 5.26909) 5.575970 5.269090 (5.57597, 5.42253, 5.26909) 3719.409 3719.409 3719.409 865.2 865.2 865.2 865.2 (865.2, 865.2, 865.2) 0.0 14.407540 (0.0, 7.20377, 14.40754) 662.6822 662.6812 0.019125 0.019464 (0.01912492, 0.01929457, 0.01946423) 662.6823 662.6812 (662.6823, 662.6816, 662.6812) 12.72968 12.72968 12.72968 0.0 0.0 544.12 543.29 (544.12, 543.705, 543.29) 48.533695 1 Längsschnitt
4 5204837016964086891 Rohr R-K4513S R-K4523S 4816511167455310973 4779752876656844188 5204829332281547346 13.515840 0 0.05 1 0 0 0 0 1000 0 0 5029128874972463118 5134010500800575790 OSM: Knoten 4105649561 -> Knoten 299394921; Lä... 408665320 0 2 0.005 0 350 345.6 Rücklauf 5204837016964086891 5204837016964086891 False 713616.238695 5.578280e+06 False 5204837016964086891 0 0 0 0 0 0 0 0 0 0 0 LINESTRING (713616.239 5578279.586, 713618.884... 4875054825941361274 5191457421068378074 0.0 0.000318 359.9277 4.864726 0.0 0.0 26.18786 1033.169 1033.169 (1033.169, 1033.169, 1033.169) 15.5488 0.353951 5.575968 5.889195 5.575970 (5.889195, 5.73258, 5.57597) 5.889195 5.575970 (5.889195, 5.73258, 5.57597) 5.889195 5.575970 (5.889195, 5.73258, 5.57597) 3719.409 3719.409 3719.409 865.2 865.2 865.2 865.2 (865.2, 865.2, 865.2) 0.0 13.515840 (0.0, 6.75792, 13.51584) 662.6832 662.6822 0.018807 0.019125 (0.01880661, 0.01896576, 0.01912492) 662.6831 662.6823 (662.6831, 662.6826, 662.6823) 12.72968 12.72968 12.72968 0.0 0.0 544.60 544.12 (544.6, 544.36, 544.12) 62.049538 1 Längsschnitt
[14]:
dfs[1][0].head() # Lfdnr 2 VL
[14]:
tk Name FkdtroRowd Fkltgr Fkstrasse L Lzu Rau Jlambs Lambda0 Zein Zaus Zuml Asoll Indschall Baujahr Hal Fkcont Fk2lrohr Beschreibung Idreferenz Iplanung Kvr LineWidthMM DottedLine DN Di KvrKlartext HasClosedNSCHs Tk Pk InVariant Xkor Ykor GeometriesDiffer bz.Fk bz.Qsvb bz.Irtrenn bz.Leckstatus bz.Leckstart bz.Leckend bz.Leckort bz.Leckmenge bz.Imptnz bz.Zvlimptnz bz.Kantenzv bz.ITrennWithNSCH geometry fkKI fkKK A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC_start MVEC_end MVEC_sequence PDAMPF PHR PMIN PVEC_start PVEC_end PVEC_sequence PVECMAX_INST_start PVECMAX_INST_end PVECMAX_INST_sequence PVECMIN_INST_start PVECMIN_INST_end PVECMIN_INST_sequence QMAV QMI QMK RHOI RHOK RHOVEC_start RHOVEC_end RHOVEC_sequence SVEC_start SVEC_end SVEC_sequence TI TK TTRVEC_start TTRVEC_end TTRVEC_sequence TVEC_start TVEC_end TVEC_sequence VAV VI VK VOLDA WVL ZVEC_start ZVEC_end ZVEC_sequence l_sum AGSN_Lfdnr AGSN_Name
0 5691533564979419761 Rohr V-E0 V-K1683S 4816511167455310973 4779752876656844188 5204829332281547346 15.351700 0 0.05 1 0 0 0 0 1000 0 0 5029128874972463118 5025945677694931826 OSM: Knoten 476971238 -> Knoten 299394923; Län... 39785520 0 1 0.005 0 350 345.6 Vorlauf 5691533564979419761 5691533564979419761 False 713619.921383 5.578219e+06 False 5691533564979419761 0 0 0 0 0 0 0 0 0 0 0 LINESTRING (713619.921 5578218.954, 713614.649... 5398100694284104779 4825391580467484032 0.0 0.000362 352.0946 5.405251 0.0 0.0 26.18786 1033.169 1033.169 (1033.169, 1033.169, 1033.169) 15.5488 0.402028 -55.93392 -55.46401 -55.93392 (-55.46401, -55.69896, -55.93392) -55.46401 -55.93392 (-55.46401, -55.69896, -55.93392) -55.46401 -55.93392 (-55.46401, -55.69896, -55.93392) 3719.409 3719.409 3719.409 865.2 865.2 865.2 865.2 (865.2, 865.2, 865.2) 0.0 15.351700 (0.0, 7.67585, 15.3517) 666.0 665.9989 0.000000 0.000362 (0.0, 0.0001807726, 0.0003615452) 666.0000 665.9989 (666.0, 665.9995, 665.9989) 12.72968 12.72968 12.72968 0.0 15415.81 541.49 542.29 (541.49, 541.89, 542.29) 15.351701 2 Längsschnitt in mlc
1 5048873293262650113 Rohr V-K1683S V-K1693S 4816511167455310973 4779752876656844188 5204829332281547346 12.508950 0 0.05 1 0 0 0 0 1000 0 0 5029128874972463118 5216742060270992761 OSM: Knoten 299394923 -> Knoten 4105649557; Lä... 39785520 0 1 0.005 0 350 345.6 Vorlauf 5048873293262650113 5048873293262650113 False 713614.648712 5.578233e+06 False 5048873293262650113 0 0 0 0 0 0 0 0 0 0 0 LINESTRING (713614.649 5578233.372, 713614.465... 4825391580467484032 5180617780362861593 0.0 0.000295 345.6885 4.324201 0.0 0.0 26.18786 1033.169 1033.169 (1033.169, 1033.169, 1033.169) 15.5488 0.327583 -56.3209 -55.93392 -56.32089 (-55.93392, -56.12741, -56.32089) -55.93392 -56.32089 (-55.93392, -56.12741, -56.32089) -55.93392 -56.32089 (-55.93392, -56.12741, -56.32089) 3719.409 3719.409 3719.409 865.2 865.2 865.2 865.2 (865.2, 865.2, 865.2) 0.0 12.508950 (0.0, 6.254475, 12.50895) 665.9989 665.998 0.000362 0.000656 (0.0003615452, 0.0005088433, 0.0006561414) 665.9989 665.9980 (665.9989, 665.9985, 665.998) 12.72968 12.72968 12.72968 0.0 15405.72 542.29 542.99 (542.29, 542.64, 542.99) 27.860648 2 Längsschnitt in mlc
2 5715081934973525403 Rohr V-K2163S V-K1693S 4816511167455310973 4779752876656844188 5204829332281547346 6.265505 0 0.05 1 0 0 0 0 1000 0 0 5029128874972463118 4919359344392474301 OSM: Knoten 299394922 -> Knoten 4105649557; Lä... 595926249 0 1 0.005 0 350 345.6 Vorlauf 5715081934973525403 5715081934973525403 False 713614.369043 5.578252e+06 False 5715081934973525403 0 0 0 0 0 0 0 0 0 0 0 LINESTRING (713614.369 5578252.145, 713614.465... 4964920487041183545 5180617780362861593 0.0 0.000148 345.08 2.1621 0.0 0.0 26.18786 -1033.169 -1033.169 (-1033.169, -1033.169) 15.5488 0.16408 -56.51383 -56.51382 -56.32089 (-56.51382, -56.32089) -56.51382 -56.32089 (-56.51382, -56.32089) -56.51382 -56.32089 (-56.51382, -56.32089) -3719.409 -3719.409 -3719.409 865.2 865.2 865.2 865.2 (865.2, 865.2) 0.0 6.265505 (0.0, 6.265505) 665.9976 665.998 0.000804 0.000656 (0.0008036994, 0.0006561416) 665.9976 665.9980 (665.9976, 665.998) -12.72968 -12.72968 -12.72968 0.0 -15397.65 543.33 542.99 (543.33, 542.99) 34.126153 2 Längsschnitt in mlc
3 5413647981880727734 Rohr V-K2043S V-K2163S 4816511167455310973 4779752876656844188 5204829332281547346 14.407540 0 0.05 1 0 0 0 0 1000 0 0 5029128874972463118 5299861566239260044 OSM: Knoten 299394921 -> Knoten 299394922; Län... 595926249 0 1 0.005 0 350 345.6 Vorlauf 5413647981880727734 5413647981880727734 False 713616.883649 5.578266e+06 False 5413647981880727734 0 0 0 0 0 0 0 0 0 0 0 LINESTRING (713616.884 5578266.331, 713614.369... 4794016231137548967 4964920487041183545 0.0 0.000339 375.1682 5.405251 0.0 0.0 26.18786 -1033.169 -1033.169 (-1033.169, -1033.169, -1033.169) 15.5488 0.377303 -56.95052 -56.95052 -56.51382 (-56.95052, -56.73217, -56.51382) -56.95052 -56.51382 (-56.95052, -56.73217, -56.51382) -56.95052 -56.51382 (-56.95052, -56.73217, -56.51382) -3719.409 -3719.409 -3719.409 865.2 865.2 865.2 865.2 (865.2, 865.2, 865.2) 0.0 14.407540 (0.0, 7.20377, 14.40754) 665.9966 665.9976 0.001143 0.000804 (0.001143009, 0.0009733541, 0.0008036994) 665.9966 665.9976 (665.9966, 665.9971, 665.9976) -12.72968 -12.72968 -12.72968 0.0 -15393.61 544.03 543.33 (544.03, 543.6801, 543.33) 48.533695 2 Längsschnitt in mlc
4 5134010500800575790 Rohr V-K2033S V-K2043S 4816511167455310973 4779752876656844188 5204829332281547346 13.515840 0 0.05 1 0 0 0 0 1000 0 0 5029128874972463118 5204837016964086891 OSM: Knoten 4105649561 -> Knoten 299394921; Lä... 408665320 0 1 0.005 0 350 345.6 Vorlauf 5134010500800575790 5134010500800575790 False 713614.238695 5.578280e+06 False 5134010500800575790 0 0 0 0 0 0 0 0 0 0 0 LINESTRING (713614.239 5578279.586, 713616.884... 5473123125979010325 4794016231137548967 0.0 0.000318 359.9277 4.864726 0.0 0.0 26.18786 -1033.169 -1033.169 (-1033.169, -1033.169, -1033.169) 15.5488 0.353951 -57.34774 -57.34774 -56.95052 (-57.34774, -57.14913, -56.95052) -57.34774 -56.95052 (-57.34774, -57.14913, -56.95052) -57.34774 -56.95052 (-57.34774, -57.14913, -56.95052) -3719.409 -3719.409 -3719.409 865.2 865.2 865.2 865.2 (865.2, 865.2, 865.2) 0.0 13.515840 (0.0, 6.75792, 13.51584) 665.9956 665.9966 0.001461 0.001143 (0.001461318, 0.001302163, 0.001143009) 665.9956 665.9966 (665.9956, 665.9961, 665.9966) -12.72968 -12.72968 -12.72968 0.0 -15384.03 544.54 544.03 (544.54, 544.285, 544.03) 62.049538 2 Längsschnitt in mlc
[15]:
dfs[1][1].head() # Lfdnr 2 RL
[15]:
tk Name FkdtroRowd Fkltgr Fkstrasse L Lzu Rau Jlambs Lambda0 Zein Zaus Zuml Asoll Indschall Baujahr Hal Fkcont Fk2lrohr Beschreibung Idreferenz Iplanung Kvr LineWidthMM DottedLine DN Di KvrKlartext HasClosedNSCHs Tk Pk InVariant Xkor Ykor GeometriesDiffer bz.Fk bz.Qsvb bz.Irtrenn bz.Leckstatus bz.Leckstart bz.Leckend bz.Leckort bz.Leckmenge bz.Imptnz bz.Zvlimptnz bz.Kantenzv bz.ITrennWithNSCH geometry fkKI fkKK A DTTR DWVERL DWVERLABS IAKTIV IRTRENN JV MVEC_start MVEC_end MVEC_sequence PDAMPF PHR PMIN PVEC_start PVEC_end PVEC_sequence PVECMAX_INST_start PVECMAX_INST_end PVECMAX_INST_sequence PVECMIN_INST_start PVECMIN_INST_end PVECMIN_INST_sequence QMAV QMI QMK RHOI RHOK RHOVEC_start RHOVEC_end RHOVEC_sequence SVEC_start SVEC_end SVEC_sequence TI TK TTRVEC_start TTRVEC_end TTRVEC_sequence TVEC_start TVEC_end TVEC_sequence VAV VI VK VOLDA WVL ZVEC_start ZVEC_end ZVEC_sequence l_sum AGSN_Lfdnr AGSN_Name
0 5025945677694931826 Rohr R-E0 R-K4163S 4816511167455310973 4779752876656844188 5204829332281547346 15.351700 0 0.05 1 0 0 0 0 1000 0 0 5029128874972463118 5691533564979419761 OSM: Knoten 476971238 -> Knoten 299394923; Län... 39785520 0 2 0.005 0 350 345.6 Rücklauf 5025945677694931826 5025945677694931826 False 713621.921383 5.578219e+06 False 5025945677694931826 0 0 0 0 0 0 0 0 0 0 0 LINESTRING (713621.921 5578218.954, 713616.649... 5160850648779674898 4851678476955084637 0.0 0.000362 352.0946 5.405251 0.0 0.0 26.18786 -1033.169 -1033.169 (-1033.169, -1033.169, -1033.169) 15.5488 0.402028 4.533213 4.533215 4.869910 (4.533215, 4.70156, 4.86991) 4.533215 4.869910 (4.533215, 4.70156, 4.86991) 4.533215 4.869910 (4.533215, 4.70156, 4.86991) -3719.409 -3719.409 -3719.409 865.2 865.2 865.2 865.2 (865.2, 865.2, 865.2) 0.0 15.351700 (0.0, 7.67585, 15.3517) 662.6788 662.6799 0.020268 0.019906 (0.02026793, 0.02008715, 0.01990638) 662.6787 662.6798 (662.6787, 662.6793, 662.6798) -12.72968 -12.72968 -12.72968 0.0 0.0 541.43 542.20 (541.43, 541.815, 542.2) 15.351701 2 Längsschnitt in mlc
1 5216742060270992761 Rohr R-K4163S R-K4173S 4816511167455310973 4779752876656844188 5204829332281547346 12.508950 0 0.05 1 0 0 0 0 1000 0 0 5029128874972463118 5048873293262650113 OSM: Knoten 299394923 -> Knoten 4105649557; Lä... 39785520 0 2 0.005 0 350 345.6 Rücklauf 5216742060270992761 5216742060270992761 False 713616.648712 5.578233e+06 False 5216742060270992761 0 0 0 0 0 0 0 0 0 0 0 LINESTRING (713616.649 5578233.372, 713616.465... 4851678476955084637 5469753985021987570 0.0 0.000295 345.6885 4.324201 0.0 0.0 26.18786 -1033.169 -1033.169 (-1033.169, -1033.169, -1033.169) 15.5488 0.327583 4.869907 4.869910 5.135555 (4.86991, 5.00273, 5.135555) 4.869910 5.135555 (4.86991, 5.00273, 5.135555) 4.869910 5.135555 (4.86991, 5.00273, 5.135555) -3719.409 -3719.409 -3719.409 865.2 865.2 865.2 865.2 (865.2, 865.2, 865.2) 0.0 12.508950 (0.0, 6.254475, 12.50895) 662.6799 662.6807 0.019906 0.019612 (0.01990638, 0.01975908, 0.01961179) 662.6798 662.6808 (662.6798, 662.6803, 662.6808) -12.72968 -12.72968 -12.72968 0.0 0.0 542.20 542.93 (542.2, 542.565, 542.93) 27.860648 2 Längsschnitt in mlc
2 4919359344392474301 Rohr R-K4643S R-K4173S 4816511167455310973 4779752876656844188 5204829332281547346 6.265505 0 0.05 1 0 0 0 0 1000 0 0 5029128874972463118 5715081934973525403 OSM: Knoten 299394922 -> Knoten 4105649557; Lä... 595926249 0 2 0.005 0 350 345.6 Rücklauf 4919359344392474301 4919359344392474301 False 713616.369043 5.578252e+06 False 4919359344392474301 0 0 0 0 0 0 0 0 0 0 0 LINESTRING (713616.369 5578252.145, 713616.465... 5207603338578264169 5469753985021987570 0.0 0.000148 345.08 2.1621 0.0 0.0 26.18786 1033.169 1033.169 (1033.169, 1033.169) 15.5488 0.16408 5.135553 5.269090 5.135555 (5.26909, 5.135555) 5.269090 5.135555 (5.26909, 5.135555) 5.269090 5.135555 (5.26909, 5.135555) 3719.409 3719.409 3719.409 865.2 865.2 865.2 865.2 (865.2, 865.2) 0.0 6.265505 (0.0, 6.265505) 662.6812 662.6807 0.019464 0.019612 (0.01946423, 0.01961179) 662.6812 662.6808 (662.6812, 662.6808) 12.72968 12.72968 12.72968 0.0 0.0 543.29 542.93 (543.29, 542.93) 34.126153 2 Längsschnitt in mlc
3 5299861566239260044 Rohr R-K4523S R-K4643S 4816511167455310973 4779752876656844188 5204829332281547346 14.407540 0 0.05 1 0 0 0 0 1000 0 0 5029128874972463118 5413647981880727734 OSM: Knoten 299394921 -> Knoten 299394922; Län... 595926249 0 2 0.005 0 350 345.6 Rücklauf 5299861566239260044 5299861566239260044 False 713618.883649 5.578266e+06 False 5299861566239260044 0 0 0 0 0 0 0 0 0 0 0 LINESTRING (713618.884 5578266.331, 713616.369... 5191457421068378074 5207603338578264169 0.0 0.000339 337.6514 4.864726 0.0 0.0 26.18786 1033.169 1033.169 (1033.169, 1033.169, 1033.169) 15.5488 0.377303 5.26909 5.575970 5.269090 (5.57597, 5.42253, 5.26909) 5.575970 5.269090 (5.57597, 5.42253, 5.26909) 5.575970 5.269090 (5.57597, 5.42253, 5.26909) 3719.409 3719.409 3719.409 865.2 865.2 865.2 865.2 (865.2, 865.2, 865.2) 0.0 14.407540 (0.0, 7.20377, 14.40754) 662.6822 662.6812 0.019125 0.019464 (0.01912492, 0.01929457, 0.01946423) 662.6823 662.6812 (662.6823, 662.6816, 662.6812) 12.72968 12.72968 12.72968 0.0 0.0 544.12 543.29 (544.12, 543.705, 543.29) 48.533695 2 Längsschnitt in mlc
4 5204837016964086891 Rohr R-K4513S R-K4523S 4816511167455310973 4779752876656844188 5204829332281547346 13.515840 0 0.05 1 0 0 0 0 1000 0 0 5029128874972463118 5134010500800575790 OSM: Knoten 4105649561 -> Knoten 299394921; Lä... 408665320 0 2 0.005 0 350 345.6 Rücklauf 5204837016964086891 5204837016964086891 False 713616.238695 5.578280e+06 False 5204837016964086891 0 0 0 0 0 0 0 0 0 0 0 LINESTRING (713616.239 5578279.586, 713618.884... 4875054825941361274 5191457421068378074 0.0 0.000318 359.9277 4.864726 0.0 0.0 26.18786 1033.169 1033.169 (1033.169, 1033.169, 1033.169) 15.5488 0.353951 5.575968 5.889195 5.575970 (5.889195, 5.73258, 5.57597) 5.889195 5.575970 (5.889195, 5.73258, 5.57597) 5.889195 5.575970 (5.889195, 5.73258, 5.57597) 3719.409 3719.409 3719.409 865.2 865.2 865.2 865.2 (865.2, 865.2, 865.2) 0.0 13.515840 (0.0, 6.75792, 13.51584) 662.6832 662.6822 0.018807 0.019125 (0.01880661, 0.01896576, 0.01912492) 662.6831 662.6823 (662.6831, 662.6826, 662.6823) 12.72968 12.72968 12.72968 0.0 0.0 544.60 544.12 (544.6, 544.36, 544.12) 62.049538 2 Längsschnitt in mlc

Edge dataframe

Can be used to create user-defined graphs.

generate_edge_dataframe()

[16]:
(s3s.generate_edge_dataframe()).head(5)
[2026-03-03 15:33:16,246] INFO in sir3stoolkit.mantle.dataframes: [model_data] Generating model_data dataframe for element type: ObjectTypes.Pipe
[2026-03-03 15:33:16,252] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieved 524 element(s) of element type ObjectTypes.Pipe.
[2026-03-03 15:33:16,258] INFO in sir3stoolkit.mantle.dataframes: [Resolving model_data Properties] Using 1 model_data properties.
[2026-03-03 15:33:16,259] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieving model_data properties ['Fkcont'], geometry, end nodes...
[2026-03-03 15:33:17,472] INFO in sir3stoolkit.mantle.dataframes: [model_data] 2 non-empty end node columns were created.
[2026-03-03 15:33:17,799] INFO in sir3stoolkit.mantle.dataframes: [model_data] Transforming DataFrame to GeoDataFrame successful with EPSG: 25832
[2026-03-03 15:33:17,804] INFO in sir3stoolkit.mantle.dataframes: [model_data] Done. Shape: (524, 6)
[2026-03-03 15:33:17,809] INFO in sir3stoolkit.mantle.dataframes: [model_data] Generating model_data dataframe for element type: ObjectTypes.Valve
[2026-03-03 15:33:17,815] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieved 12 element(s) of element type ObjectTypes.Valve.
[2026-03-03 15:33:17,826] INFO in sir3stoolkit.mantle.dataframes: [Resolving model_data Properties] Using 1 model_data properties.
[2026-03-03 15:33:17,829] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieving model_data properties ['Fkcont'], geometry, end nodes...
[2026-03-03 15:33:18,834] INFO in sir3stoolkit.mantle.dataframes: [model_data] 2 non-empty end node columns were created.
[2026-03-03 15:33:18,923] INFO in sir3stoolkit.mantle.dataframes: [model_data] Transforming DataFrame to GeoDataFrame successful with EPSG: 25832
[2026-03-03 15:33:18,927] INFO in sir3stoolkit.mantle.dataframes: [model_data] Done. Shape: (12, 6)
[2026-03-03 15:33:18,936] INFO in sir3stoolkit.mantle.dataframes: [model_data] Generating model_data dataframe for element type: ObjectTypes.FlapValve
[2026-03-03 15:33:18,947] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieved 3 element(s) of element type ObjectTypes.FlapValve.
[2026-03-03 15:33:18,955] INFO in sir3stoolkit.mantle.dataframes: [Resolving model_data Properties] Using 1 model_data properties.
[2026-03-03 15:33:18,959] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieving model_data properties ['Fkcont'], geometry, end nodes...
[2026-03-03 15:33:19,030] INFO in sir3stoolkit.mantle.dataframes: [model_data] 2 non-empty end node columns were created.
[2026-03-03 15:33:19,117] INFO in sir3stoolkit.mantle.dataframes: [model_data] Transforming DataFrame to GeoDataFrame successful with EPSG: 25832
[2026-03-03 15:33:19,118] INFO in sir3stoolkit.mantle.dataframes: [model_data] Done. Shape: (3, 6)
[2026-03-03 15:33:19,128] INFO in sir3stoolkit.mantle.dataframes: [model_data] Generating model_data dataframe for element type: ObjectTypes.Pump
[2026-03-03 15:33:19,134] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieved 2 element(s) of element type ObjectTypes.Pump.
[2026-03-03 15:33:19,145] INFO in sir3stoolkit.mantle.dataframes: [Resolving model_data Properties] Using 1 model_data properties.
[2026-03-03 15:33:19,149] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieving model_data properties ['Fkcont'], geometry, end nodes...
[2026-03-03 15:33:19,575] INFO in sir3stoolkit.mantle.dataframes: [model_data] 2 non-empty end node columns were created.
[2026-03-03 15:33:19,616] INFO in sir3stoolkit.mantle.dataframes: [model_data] Transforming DataFrame to GeoDataFrame successful with EPSG: 25832
[2026-03-03 15:33:19,619] INFO in sir3stoolkit.mantle.dataframes: [model_data] Done. Shape: (2, 6)
[2026-03-03 15:33:19,623] INFO in sir3stoolkit.mantle.dataframes: [model_data] Generating model_data dataframe for element type: ObjectTypes.DistrictHeatingConsumer
[2026-03-03 15:33:19,630] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieved 337 element(s) of element type ObjectTypes.DistrictHeatingConsumer.
[2026-03-03 15:33:19,640] INFO in sir3stoolkit.mantle.dataframes: [Resolving model_data Properties] Using 1 model_data properties.
[2026-03-03 15:33:19,644] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieving model_data properties ['Fkcont'], geometry, end nodes...
[2026-03-03 15:33:19,928] INFO in sir3stoolkit.mantle.dataframes: [model_data] 2 non-empty end node columns were created.
[2026-03-03 15:33:20,036] INFO in sir3stoolkit.mantle.dataframes: [model_data] Transforming DataFrame to GeoDataFrame successful with EPSG: 25832
[2026-03-03 15:33:20,040] INFO in sir3stoolkit.mantle.dataframes: [model_data] Done. Shape: (337, 6)
[2026-03-03 15:33:20,047] INFO in sir3stoolkit.mantle.dataframes: [model_data] Generating model_data dataframe for element type: ObjectTypes.DistrictHeatingFeeder
[2026-03-03 15:33:20,051] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieved 1 element(s) of element type ObjectTypes.DistrictHeatingFeeder.
[2026-03-03 15:33:20,058] INFO in sir3stoolkit.mantle.dataframes: [Resolving model_data Properties] Using 1 model_data properties.
[2026-03-03 15:33:20,061] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieving model_data properties ['Fkcont'], geometry, end nodes...
[2026-03-03 15:33:20,119] INFO in sir3stoolkit.mantle.dataframes: [model_data] 2 non-empty end node columns were created.
[2026-03-03 15:33:20,160] INFO in sir3stoolkit.mantle.dataframes: [model_data] Transforming DataFrame to GeoDataFrame successful with EPSG: 25832
[2026-03-03 15:33:20,163] INFO in sir3stoolkit.mantle.dataframes: [model_data] Done. Shape: (1, 6)
[2026-03-03 15:33:20,168] INFO in sir3stoolkit.mantle.dataframes: [model_data] Generating model_data dataframe for element type: ObjectTypes.HeatExchanger
[2026-03-03 15:33:20,174] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieved 1 element(s) of element type ObjectTypes.HeatExchanger.
[2026-03-03 15:33:20,180] INFO in sir3stoolkit.mantle.dataframes: [Resolving model_data Properties] Using 1 model_data properties.
[2026-03-03 15:33:20,184] INFO in sir3stoolkit.mantle.dataframes: [model_data] Retrieving model_data properties ['Fkcont'], geometry, end nodes...
[2026-03-03 15:33:20,290] INFO in sir3stoolkit.mantle.dataframes: [model_data] 4 non-empty end node columns were created.
[2026-03-03 15:33:20,363] INFO in sir3stoolkit.mantle.dataframes: [model_data] Transforming DataFrame to GeoDataFrame successful with EPSG: 25832
[2026-03-03 15:33:20,396] INFO in sir3stoolkit.mantle.dataframes: [model_data] Done. Shape: (1, 8)
[2026-03-03 15:33:20,424] INFO in sir3stoolkit.mantle.dataframes: [edge dataframe] Retrieved 880 edges from 17 element types.
[16]:
tk Fkcont geometry fkKI fkKK element type fkKI2 fkKK2
0 5442010239090746007 5029128874972463118 LINESTRING (713620.268 5578828.419, 713602.295... 5669301360686511351 5397948523091900401 Pipe NaN NaN
1 4917786378639043296 5029128874972463118 LINESTRING (713602.295 5578860.106, 713574.062... 5397948523091900401 5239335112004772156 Pipe NaN NaN
2 4762482310382009633 5029128874972463118 LINESTRING (713574.062 5578909.873, 713553.84 ... 5239335112004772156 5298886695042021307 Pipe NaN NaN
3 4987229536643024523 5029128874972463118 LINESTRING (713553.84 5578945.533, 713553.394 ... 5298886695042021307 4993257270457791438 Pipe NaN NaN
4 5722206630503885118 5029128874972463118 LINESTRING (713553.394 5578952.352, 713556.294... 4993257270457791438 5317865645994989592 Pipe NaN NaN