Modify dh systems #113

cpschau · 2024-06-17T09:12:42Z

For a more accurate representation of the district heating sector in Germany, this PR integrates the DemandRegio data from the open ego project. The data is resolved on NUTS3 level and provides for each of the regions the household count for different heating technologies.
Egon data:

The count for households with access to district heating networks is used to correct the district heating and urban shares of the clusters calculated in build_district_heat_share.

cpschau · 2024-08-07T12:31:47Z

Running workflow with 44 clusters yields following DH shares (pre- and post-update):

for more information, see https://pre-commit.ci

github-actions · 2024-08-07T13:00:51Z

Validator Report

I am the Validator. Download all artifacts here.
I'll be back and edit this comment for each new commit.

⚠️ Config changes detected!

Results may differ due to these changes:

diff --git a/config/config.yaml b/config/config.yaml
index 619f308..52aca79 100644
--- a/config/config.yaml
+++ b/config/config.yaml
@@ -4,7 +4,7 @@
 
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#run
 run:
-  prefix: 20240814limitseq
+  prefix: 20240814windcfs
   name:
   # - CurrentPolicies
   - KN2045_Bal_v4
@@ -105,12 +105,69 @@ atlite:
 renewable:
   onwind:
     cutout: europe-2019-sarah3-era5
+    resource:
+      smooth: false  #this is false until correction to onshore wind speeds from GWA implemented
+      #based on Vestas_V112_3MW, but changing hub_height from 80m with time
+      turbine:
+        2020:
+          V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
+          POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
+          hub_height: 80.
+          P: 3.06
+        2030:
+          V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
+          POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
+          hub_height: 90.
+          P: 3.06
+        2040:
+          V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
+          POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
+          hub_height: 100.
+          P: 3.06
   offwind-ac:
     capacity_per_sqkm: 6
     cutout: europe-2019-sarah3-era5
+    resource:
+      smooth: true
+      #based on NREL_ReferenceTurbine_2020ATB_5.5MW, but changing hub_height from 80m with time
+      turbine:
+        2020:
+          V: [3.0, 3.2, 3.5, 3.8, 4.0, 4.2, 4.5, 4.8, 5.0, 5.2, 5.5, 5.8, 6.0, 6.2, 6.5, 6.8, 7.0, 7.2, 7.5, 7.8, 8.0, 8.2, 8.5, 8.8, 9.0, 9.2, 9.5, 9.8, 10.0, 10.2, 10.5, 10.8, 11.0, 11.2, 11.5, 11.8, 12.0, 12.2, 12.5, 12.8, 13.0, 13.2, 13.5, 13.8, 14.0, 14.2, 14.5, 14.8, 15.0, 15.2, 15.5, 15.8, 16.0, 16.2, 16.5, 16.8, 17.0, 17.2, 17.5, 17.8, 18.0, 18.2, 18.5, 18.8, 19.0, 19.2, 19.5, 19.8, 20.0, 20.2, 20.5, 20.8, 21.0, 21.2, 21.5, 21.8, 22.0, 22.2, 22.5, 22.8, 23.0, 23.2, 23.5, 23.8, 24.0, 24.2, 24.5, 24.8, 25.0]
+          POW: [0.0, 0.127, 0.178, 0.237, 0.305, 0.381, 0.468, 0.564, 0.671, 0.789, 0.919, 1.061, 1.216, 1.385, 1.567, 1.765, 1.977, 2.205, 2.45, 2.711, 2.99, 3.287, 3.602, 3.937, 4.291, 4.665, 5.06, 5.477, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 0.0]
+          hub_height: 120.
+          P: 5.5
+        2030:
+          V: [3.0, 3.2, 3.5, 3.8, 4.0, 4.2, 4.5, 4.8, 5.0, 5.2, 5.5, 5.8, 6.0, 6.2, 6.5, 6.8, 7.0, 7.2, 7.5, 7.8, 8.0, 8.2, 8.5, 8.8, 9.0, 9.2, 9.5, 9.8, 10.0, 10.2, 10.5, 10.8, 11.0, 11.2, 11.5, 11.8, 12.0, 12.2, 12.5, 12.8, 13.0, 13.2, 13.5, 13.8, 14.0, 14.2, 14.5, 14.8, 15.0, 15.2, 15.5, 15.8, 16.0, 16.2, 16.5, 16.8, 17.0, 17.2, 17.5, 17.8, 18.0, 18.2, 18.5, 18.8, 19.0, 19.2, 19.5, 19.8, 20.0, 20.2, 20.5, 20.8, 21.0, 21.2, 21.5, 21.8, 22.0, 22.2, 22.5, 22.8, 23.0, 23.2, 23.5, 23.8, 24.0, 24.2, 24.5, 24.8, 25.0]
+          POW: [0.0, 0.127, 0.178, 0.237, 0.305, 0.381, 0.468, 0.564, 0.671, 0.789, 0.919, 1.061, 1.216, 1.385, 1.567, 1.765, 1.977, 2.205, 2.45, 2.711, 2.99, 3.287, 3.602, 3.937, 4.291, 4.665, 5.06, 5.477, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 0.0]
+          hub_height: 130.
+          P: 5.5
+        2040:
+          V: [3.0, 3.2, 3.5, 3.8, 4.0, 4.2, 4.5, 4.8, 5.0, 5.2, 5.5, 5.8, 6.0, 6.2, 6.5, 6.8, 7.0, 7.2, 7.5, 7.8, 8.0, 8.2, 8.5, 8.8, 9.0, 9.2, 9.5, 9.8, 10.0, 10.2, 10.5, 10.8, 11.0, 11.2, 11.5, 11.8, 12.0, 12.2, 12.5, 12.8, 13.0, 13.2, 13.5, 13.8, 14.0, 14.2, 14.5, 14.8, 15.0, 15.2, 15.5, 15.8, 16.0, 16.2, 16.5, 16.8, 17.0, 17.2, 17.5, 17.8, 18.0, 18.2, 18.5, 18.8, 19.0, 19.2, 19.5, 19.8, 20.0, 20.2, 20.5, 20.8, 21.0, 21.2, 21.5, 21.8, 22.0, 22.2, 22.5, 22.8, 23.0, 23.2, 23.5, 23.8, 24.0, 24.2, 24.5, 24.8, 25.0]
+          POW: [0.0, 0.127, 0.178, 0.237, 0.305, 0.381, 0.468, 0.564, 0.671, 0.789, 0.919, 1.061, 1.216, 1.385, 1.567, 1.765, 1.977, 2.205, 2.45, 2.711, 2.99, 3.287, 3.602, 3.937, 4.291, 4.665, 5.06, 5.477, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 0.0]
+          hub_height: 140.
+          P: 5.5
   offwind-dc:
     capacity_per_sqkm: 6
     cutout: europe-2019-sarah3-era5
+    resource:
+      smooth: true
+      #based on NREL_ReferenceTurbine_2020ATB_5.5MW, but changing hub_height from 80m with time
+      turbine:
+        2020:
+          V: [3.0, 3.2, 3.5, 3.8, 4.0, 4.2, 4.5, 4.8, 5.0, 5.2, 5.5, 5.8, 6.0, 6.2, 6.5, 6.8, 7.0, 7.2, 7.5, 7.8, 8.0, 8.2, 8.5, 8.8, 9.0, 9.2, 9.5, 9.8, 10.0, 10.2, 10.5, 10.8, 11.0, 11.2, 11.5, 11.8, 12.0, 12.2, 12.5, 12.8, 13.0, 13.2, 13.5, 13.8, 14.0, 14.2, 14.5, 14.8, 15.0, 15.2, 15.5, 15.8, 16.0, 16.2, 16.5, 16.8, 17.0, 17.2, 17.5, 17.8, 18.0, 18.2, 18.5, 18.8, 19.0, 19.2, 19.5, 19.8, 20.0, 20.2, 20.5, 20.8, 21.0, 21.2, 21.5, 21.8, 22.0, 22.2, 22.5, 22.8, 23.0, 23.2, 23.5, 23.8, 24.0, 24.2, 24.5, 24.8, 25.0]
+          POW: [0.0, 0.127, 0.178, 0.237, 0.305, 0.381, 0.468, 0.564, 0.671, 0.789, 0.919, 1.061, 1.216, 1.385, 1.567, 1.765, 1.977, 2.205, 2.45, 2.711, 2.99, 3.287, 3.602, 3.937, 4.291, 4.665, 5.06, 5.477, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 0.0]
+          hub_height: 120.
+          P: 5.5
+        2030:
+          V: [3.0, 3.2, 3.5, 3.8, 4.0, 4.2, 4.5, 4.8, 5.0, 5.2, 5.5, 5.8, 6.0, 6.2, 6.5, 6.8, 7.0, 7.2, 7.5, 7.8, 8.0, 8.2, 8.5, 8.8, 9.0, 9.2, 9.5, 9.8, 10.0, 10.2, 10.5, 10.8, 11.0, 11.2, 11.5, 11.8, 12.0, 12.2, 12.5, 12.8, 13.0, 13.2, 13.5, 13.8, 14.0, 14.2, 14.5, 14.8, 15.0, 15.2, 15.5, 15.8, 16.0, 16.2, 16.5, 16.8, 17.0, 17.2, 17.5, 17.8, 18.0, 18.2, 18.5, 18.8, 19.0, 19.2, 19.5, 19.8, 20.0, 20.2, 20.5, 20.8, 21.0, 21.2, 21.5, 21.8, 22.0, 22.2, 22.5, 22.8, 23.0, 23.2, 23.5, 23.8, 24.0, 24.2, 24.5, 24.8, 25.0]
+          POW: [0.0, 0.127, 0.178, 0.237, 0.305, 0.381, 0.468, 0.564, 0.671, 0.789, 0.919, 1.061, 1.216, 1.385, 1.567, 1.765, 1.977, 2.205, 2.45, 2.711, 2.99, 3.287, 3.602, 3.937, 4.291, 4.665, 5.06, 5.477, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 0.0]
+          hub_height: 130.
+          P: 5.5
+        2040:
+          V: [3.0, 3.2, 3.5, 3.8, 4.0, 4.2, 4.5, 4.8, 5.0, 5.2, 5.5, 5.8, 6.0, 6.2, 6.5, 6.8, 7.0, 7.2, 7.5, 7.8, 8.0, 8.2, 8.5, 8.8, 9.0, 9.2, 9.5, 9.8, 10.0, 10.2, 10.5, 10.8, 11.0, 11.2, 11.5, 11.8, 12.0, 12.2, 12.5, 12.8, 13.0, 13.2, 13.5, 13.8, 14.0, 14.2, 14.5, 14.8, 15.0, 15.2, 15.5, 15.8, 16.0, 16.2, 16.5, 16.8, 17.0, 17.2, 17.5, 17.8, 18.0, 18.2, 18.5, 18.8, 19.0, 19.2, 19.5, 19.8, 20.0, 20.2, 20.5, 20.8, 21.0, 21.2, 21.5, 21.8, 22.0, 22.2, 22.5, 22.8, 23.0, 23.2, 23.5, 23.8, 24.0, 24.2, 24.5, 24.8, 25.0]
+          POW: [0.0, 0.127, 0.178, 0.237, 0.305, 0.381, 0.468, 0.564, 0.671, 0.789, 0.919, 1.061, 1.216, 1.385, 1.567, 1.765, 1.977, 2.205, 2.45, 2.711, 2.99, 3.287, 3.602, 3.937, 4.291, 4.665, 5.06, 5.477, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 0.0]
+          hub_height: 140.
+          P: 5.5
   offwind-float:
     capacity_per_sqkm: 6
     cutout: europe-2019-sarah3-era5
@@ -203,8 +260,6 @@ first_technology_occurrence:
     H2 Electrolysis: 2025
     H2 pipeline retrofitted: 2025
 
-
-
 costs:
   horizon: "mean" # "optimist", "pessimist" or "mean"
 
@@ -376,15 +431,6 @@ solving:
             2035: 400
             2040: 400
             2045: 400
-      Store:
-        co2 sequestered:
-          DE:
-            2020: 0
-            2025: 0
-            2030: 10000
-            2035: 20000
-            2040: 50000
-            2045: 80000
     limits_capacity_min:
       Generator:
         onwind:

Result plots comparison

Main branch	Feature branch

Result files comparison

	Numeric	Status	NMAE	MAPE
../KN2045_Bal_v4/csvs/price_statistics.csv		⚠️ Missing
../KN2045_Bal_v4/csvs/cumulative_cost.csv		⚠️ Missing
../KN2045_Bal_v4/csvs/weighted_prices.csv		⚠️ Missing
../KN2045_Bal_v4/csvs/nodal_cfs.csv		⚠️ Missing
../KN2045_Bal_v4/csvs/cfs.csv		⚠️ Missing
../KN2045_Bal_v4/csvs/nodal_capacities.csv		⚠️ Missing
../KN2045_Bal_v4/csvs/capacities.csv		⚠️ Missing
../KN2045_Bal_v4/csvs/energy.csv		⚠️ Missing
../KN2045_Bal_v4/csvs/curtailment.csv		⚠️ Missing
../KN2045_Bal_v4/csvs/costs.csv		⚠️ Missing
../KN2045_Bal_v4/csvs/nodal_supply_energy.csv		⚠️ Missing
../KN2045_Bal_v4/csvs/supply_energy.csv		⚠️ Missing
../KN2045_Bal_v4/csvs/supply.csv		⚠️ Missing
../KN2045_Bal_v4/csvs/metrics.csv		⚠️ Missing
../KN2045_Bal_v4/csvs/market_values.csv		⚠️ Missing
../KN2045_Bal_v4/csvs/nodal_costs.csv		⚠️ Missing
../KN2045_Bal_v4/csvs/prices.csv		⚠️ Missing

MAPE: Mean Absolute Percentage Error
NMAE: Mean Absolute Error on Min-Max Normalized Data
Status Thresholds: NMAE > 0.05 and MAPE > 5%

Comparing modify_dh_systems (b8525b6) with main (33916de).
Branch is 4 commits ahead and 4 commits behind.
Last updated on 2024-08-16 00:37:48 CEST.

…r_network

lisazeyen

Great @cpschau, I mainly have some code suggestions! Can you double check that the overall district heating share for Germany matches reported data from other sources? Can you plot total heat demand in Germany split by urban central, urban decentral and individual heating before and after your PR?

workflow/scripts/build_egon_data.py

workflow/Snakefile

workflow/scripts/modify_district_heat_share.py

… input from function; renamed inputs

cpschau · 2024-08-12T12:35:00Z

Great @cpschau, I mainly have some code suggestions! Can you double check that the overall district heating share for Germany matches reported data from other sources? Can you plot total heat demand in Germany split by urban central, urban decentral and individual heating before and after your PR?

lisazeyen · 2024-08-12T14:04:53Z

Great @cpschau, I mainly have some code suggestions! Can you double check that the overall district heating share for Germany matches reported data from other sources? Can you plot total heat demand in Germany split by urban central, urban decentral and individual heating before and after your PR?

So the central heating demand in Germany is much larger than previously in 2020? That's fine if it is fits better to other data sources...

lisazeyen · 2024-08-12T14:16:26Z

workflow/scripts/build_egon_data.py

+#
+# SPDX-License-Identifier: MIT
+"""
+Load and prepares the data of the eGo^N DemandRegio project about district


eGo^N is written here differently than in the other script, check for the right spelling.

you can add the link to the dataset like this
eGo^N DemandRegio project <https://opendata.ffe.de/project/demandregio/>.

lisazeyen · 2024-08-12T14:21:20Z

@cpschau looks really good, just two small comments and check if you can get the dictionary internal_id from the metadata. Then this is ready to be merged!

…e input outside function

lisazeyen · 2024-08-13T15:14:07Z

@lindnemi from my side this PR is ready to be merged!

lindnemi · 2024-08-14T08:31:27Z

@cpschau great work! please complete the open points in our new PR requirements, then we're good to go:

Workflow with target rule ariadne_all completes without errors
The logic of export_ariadne_variables has been adapted to the changes
One or several figures that validate the changes in the PR have been posted as a comment
A brief description of the changes has been added to Changelog.md
The latest main has been merged into the PR
The config has a new prefix of the format YYYYMMDDdescriptive_title

thanks also to @lisazeyen for the detailed review

lindnemi · 2024-08-14T08:33:36Z

very clean and well documented PR :) 👍

* added new script for DH modifications * function for update of urban heat loads * Preserve aggregate DH demand * remove subnodes * extra rule for egon data retrieval * Merge main * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add dh progress * adjusted demand preservation for grid losses, improved comments * change script structure; modify dh shares in csv before prepare_sector_network * added docstring for script; changed logger config; excluded snakemake input from function; renamed inputs * change snakemake input file name in Snakefile * use technology mapping from metadata * changed spelling of eGo^n and adapted reference of data set in docstring * extended docstrings; added translation of 'Fernwaerme'; load snakemake input outside function * extended changelog; added config prefix * changed date format of prefix --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Micha <[email protected]>

cpschau added 3 commits June 12, 2024 18:00

added new script for DH modifications

aaf85de

function for update of urban heat loads

bcc7556

Preserve aggregate DH demand

09b3772

cpschau requested a review from lisazeyen June 17, 2024 13:18

lindnemi assigned cpschau Jul 10, 2024

cpschau added 2 commits August 6, 2024 13:44

remove subnodes

5c94b1e

extra rule for egon data retrieval

7bd6afd

cpschau marked this pull request as ready for review August 6, 2024 12:39

Merge main

27a2369

cpschau force-pushed the modify_dh_systems branch from 6dcc649 to 27a2369 Compare August 7, 2024 11:11

cpschau and others added 2 commits August 7, 2024 14:46

Merge branch 'main' into modify_dh_systems

f39591d

[pre-commit.ci] auto fixes from pre-commit.com hooks

36a8d89

for more information, see https://pre-commit.ci

cpschau added 3 commits August 7, 2024 17:54

add dh progress

65b0afd

adjusted demand preservation for grid losses, improved comments

0887025

change script structure; modify dh shares in csv before prepare_secto…

c9ac4fb

…r_network

lisazeyen requested changes Aug 9, 2024

View reviewed changes

added docstring for script; changed logger config; excluded snakemake…

e46779d

… input from function; renamed inputs

change snakemake input file name in Snakefile

2a86e1e

lisazeyen reviewed Aug 12, 2024

View reviewed changes

cpschau added 3 commits August 12, 2024 16:51

use technology mapping from metadata

7ba0e53

changed spelling of eGo^n and adapted reference of data set in docstring

28cd6f4

extended docstrings; added translation of 'Fernwaerme'; load snakemak…

b93f3c7

…e input outside function

lisazeyen approved these changes Aug 13, 2024

View reviewed changes

cpschau and others added 3 commits August 14, 2024 13:45

extended changelog; added config prefix

134c70d

changed date format of prefix

057e7de

Merge branch 'main' into modify_dh_systems

205d3af

lindnemi merged commit 0bd5246 into main Aug 14, 2024
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Modify dh systems #113

Modify dh systems #113

cpschau commented Jun 17, 2024 •

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cpschau commented Aug 7, 2024 •

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lindnemi commented Aug 14, 2024

Modify dh systems #113

Modify dh systems #113

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