From f9c0175ea6880a1ce0a95bf418d6c4d025ae3fc1 Mon Sep 17 00:00:00 2001 From: Ardt Klapwijk <59741981+ArdtK@users.noreply.github.com> Date: Fri, 29 Nov 2024 15:16:57 +0100 Subject: [PATCH] feat: 592 adaptation create class adaptation_option_collection (#609) --- ra2ce/analysis/adaptation/__init__.py | 0 .../analysis/adaptation/adaptation_option.py | 86 ++++++ .../adaptation_option_collection.py | 87 ++++++ .../analysis_config_data.py | 20 +- .../analysis_config_data_reader.py | 6 +- tests/analysis/adaptation/__init__.py | 0 tests/analysis/adaptation/conftest.py | 85 ++++++ .../adaptation/test_adaptation_option.py | 60 ++++ .../test_adaptation_option_collection.py | 44 +++ .../test_analysis_config_data.py | 7 +- .../hazard_severity_damage_fraction.csv | 8 + .../max_damage_road_types.csv | 8 + .../input/losses/resilience_curve.csv | 25 ++ .../input/losses/traffic_intensities.csv | 273 ++++++++++++++++++ .../input/losses/values_of_time.csv | 5 + .../adaptation/static/hazard/Hazard_map.tif | Bin 0 -> 6013582 bytes .../adaptation/static/network/network.shp | Bin 0 -> 39180 bytes 17 files changed, 697 insertions(+), 17 deletions(-) create mode 100644 ra2ce/analysis/adaptation/__init__.py create mode 100644 ra2ce/analysis/adaptation/adaptation_option.py create mode 100644 ra2ce/analysis/adaptation/adaptation_option_collection.py create mode 100644 tests/analysis/adaptation/__init__.py create mode 100644 tests/analysis/adaptation/conftest.py create mode 100644 tests/analysis/adaptation/test_adaptation_option.py create mode 100644 tests/analysis/adaptation/test_adaptation_option_collection.py create mode 100644 tests/test_data/adaptation/input/damages/damage_functions/hazard_severity_damage_fraction.csv create mode 100644 tests/test_data/adaptation/input/damages/damage_functions/max_damage_road_types.csv create mode 100644 tests/test_data/adaptation/input/losses/resilience_curve.csv create mode 100644 tests/test_data/adaptation/input/losses/traffic_intensities.csv create mode 100644 tests/test_data/adaptation/input/losses/values_of_time.csv create mode 100644 tests/test_data/adaptation/static/hazard/Hazard_map.tif create mode 100644 tests/test_data/adaptation/static/network/network.shp diff --git a/ra2ce/analysis/adaptation/__init__.py b/ra2ce/analysis/adaptation/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/ra2ce/analysis/adaptation/adaptation_option.py b/ra2ce/analysis/adaptation/adaptation_option.py new file mode 100644 index 000000000..3dccd0e4a --- /dev/null +++ b/ra2ce/analysis/adaptation/adaptation_option.py @@ -0,0 +1,86 @@ +""" + GNU GENERAL PUBLIC LICENSE + Version 3, 29 June 2007 + + Risk Assessment and Adaptation for Critical Infrastructure (RA2CE). + Copyright (C) 2023 Stichting Deltares + + This program is free software: you can redistribute it and/or modify + it under the terms of the GNU General Public License as published by + the Free Software Foundation, either version 3 of the License, or + (at your option) any later version. + + This program is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU General Public License for more details. + + You should have received a copy of the GNU General Public License + along with this program. If not, see . +""" +from __future__ import annotations + +import math +from copy import deepcopy +from dataclasses import dataclass +from pathlib import Path + +from ra2ce.analysis.analysis_config_data.analysis_config_data import ( + AnalysisSectionAdaptationOption, + AnalysisSectionDamages, + AnalysisSectionLosses, +) + + +@dataclass +class AdaptationOption: + id: str + name: str + construction_cost: float + maintenance_interval: float + maintenance_cost: float + damages_config: AnalysisSectionDamages = None + losses_config: AnalysisSectionLosses = None + + @classmethod + def from_config( + cls, + adaptation_option: AnalysisSectionAdaptationOption, + damages_section: AnalysisSectionDamages, + losses_section: AnalysisSectionLosses, + ) -> AdaptationOption: + # Adjust path to the input files + def extend_path(analysis: str, input_path: Path | None) -> Path | None: + if not input_path: + return None + return input_path.parent.joinpath( + "input", adaptation_option.id, analysis, input_path.name + ) + + if not damages_section or not losses_section: + raise ValueError( + "Damages and losses sections are required to create an adaptation option." + ) + + _damages_section = deepcopy(damages_section) + + _losses_section = deepcopy(losses_section) + _losses_section.resilience_curves_file = extend_path( + "losses", losses_section.resilience_curves_file + ) + _losses_section.traffic_intensities_file = extend_path( + "losses", losses_section.traffic_intensities_file + ) + _losses_section.values_of_time_file = extend_path( + "losses", losses_section.values_of_time_file + ) + + return cls( + id=adaptation_option.id, + name=adaptation_option.name, + construction_cost=adaptation_option.construction_cost, + maintenance_interval=adaptation_option.maintenance_interval, + maintenance_cost=adaptation_option.maintenance_cost, + damages_config=_damages_section, + losses_config=_losses_section, + ) diff --git a/ra2ce/analysis/adaptation/adaptation_option_collection.py b/ra2ce/analysis/adaptation/adaptation_option_collection.py new file mode 100644 index 000000000..2378101c4 --- /dev/null +++ b/ra2ce/analysis/adaptation/adaptation_option_collection.py @@ -0,0 +1,87 @@ +""" + GNU GENERAL PUBLIC LICENSE + Version 3, 29 June 2007 + + Risk Assessment and Adaptation for Critical Infrastructure (RA2CE). + Copyright (C) 2023 Stichting Deltares + + This program is free software: you can redistribute it and/or modify + it under the terms of the GNU General Public License as published by + the Free Software Foundation, either version 3 of the License, or + (at your option) any later version. + + This program is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU General Public License for more details. + + You should have received a copy of the GNU General Public License + along with this program. If not, see . +""" +from __future__ import annotations + +from dataclasses import dataclass, field + +from ra2ce.analysis.adaptation.adaptation_option import AdaptationOption +from ra2ce.analysis.analysis_config_data.analysis_config_data import AnalysisConfigData +from ra2ce.analysis.analysis_config_data.enums.analysis_damages_enum import ( + AnalysisDamagesEnum, +) + + +@dataclass +class AdaptationOptionCollection: + """ + Collection of adaptation options with all their related properties. + """ + + discount_rate: float = 0.0 + time_horizon: float = 0.0 + vat: float = 0.0 + climate_factor: float = 0.0 + initial_frequency: float = 0.0 + all_options: list[AdaptationOption] = field(default_factory=list) + + @property + def reference_option(self) -> AdaptationOption: + if not self.all_options: + return None + return self.all_options[0] + + @property + def adaptation_options(self) -> list[AdaptationOption]: + if len(self.all_options) < 2: + return [] + return self.all_options[1:] + + @classmethod + def from_config( + cls, + analysis_config_data: AnalysisConfigData, + ) -> AdaptationOptionCollection: + if not analysis_config_data.adaptation: + raise ValueError("No adaptation section found in the analysis config data.") + _collection = cls( + discount_rate=analysis_config_data.adaptation.discount_rate, + time_horizon=analysis_config_data.adaptation.time_horizon, + vat=analysis_config_data.adaptation.vat, + climate_factor=analysis_config_data.adaptation.climate_factor, + initial_frequency=analysis_config_data.adaptation.initial_frequency, + ) + + _damages_analysis = analysis_config_data.get_analysis( + AnalysisDamagesEnum.DAMAGES + ) + _losses_analysis = analysis_config_data.get_analysis( + analysis_config_data.adaptation.losses_analysis + ) + for _config_option in analysis_config_data.adaptation.adaptation_options: + _collection.all_options.append( + AdaptationOption.from_config( + _config_option, + _damages_analysis, + _losses_analysis, + ) + ) + + return _collection diff --git a/ra2ce/analysis/analysis_config_data/analysis_config_data.py b/ra2ce/analysis/analysis_config_data/analysis_config_data.py index b28839819..a89170f73 100644 --- a/ra2ce/analysis/analysis_config_data/analysis_config_data.py +++ b/ra2ce/analysis/analysis_config_data/analysis_config_data.py @@ -156,10 +156,6 @@ class AnalysisSectionAdaptation(AnalysisSectionBase): vat: float = 0.0 climate_factor: float = 0.0 initial_frequency: float = 0.0 - # The option to not implement any adaptation measure - no_adaptation_option: AnalysisSectionAdaptationOption = field( - default_factory=lambda: AnalysisSectionAdaptationOption() - ) adaptation_options: list[AnalysisSectionAdaptationOption] = field( default_factory=list ) @@ -224,7 +220,7 @@ def losses_list(self) -> list[AnalysisSectionLosses]: ) @property - def adaptation(self) -> AnalysisSectionAdaptation: + def adaptation(self) -> AnalysisSectionAdaptation | None: """ Get the adaptation analysis from config. @@ -232,9 +228,21 @@ def adaptation(self) -> AnalysisSectionAdaptation: AnalysisSectionAdaptation: Adaptation analysis. """ return next( - filter(lambda x: isinstance(x, AnalysisSectionAdaptation), self.analyses) + filter(lambda x: isinstance(x, AnalysisSectionAdaptation), self.analyses), + None, ) + def get_analysis( + self, analysis: AnalysisEnum | AnalysisDamagesEnum | AnalysisLossesEnum + ) -> AnalysisSectionBase | None: + """ + Get a certain analysis from config. + + Returns: + AnalysisSectionBase: The analysis. + """ + return next(filter(lambda x: x.analysis == analysis, self.analyses), None) + @staticmethod def get_data_output(ini_file: Path) -> Path: return ini_file.parent.joinpath("output") diff --git a/ra2ce/analysis/analysis_config_data/analysis_config_data_reader.py b/ra2ce/analysis/analysis_config_data/analysis_config_data_reader.py index ee78269c5..87ccd1ff8 100644 --- a/ra2ce/analysis/analysis_config_data/analysis_config_data_reader.py +++ b/ra2ce/analysis/analysis_config_data/analysis_config_data_reader.py @@ -243,11 +243,7 @@ def _get_adaptation_option( for _adaptation_option in self._parser.sections() if "adaptationoption" in _adaptation_option ) - if len(_adaptation_options) > 0: - _section.no_adaptation_option = _get_adaptation_option( - _adaptation_options[0] - ) - for _adaptation_option in _adaptation_options[1:]: + for _adaptation_option in _adaptation_options: _section.adaptation_options.append( _get_adaptation_option(_adaptation_option) ) diff --git a/tests/analysis/adaptation/__init__.py b/tests/analysis/adaptation/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/tests/analysis/adaptation/conftest.py b/tests/analysis/adaptation/conftest.py new file mode 100644 index 000000000..389c47a5c --- /dev/null +++ b/tests/analysis/adaptation/conftest.py @@ -0,0 +1,85 @@ +from shutil import copytree, rmtree +from typing import Iterator + +import pytest + +from ra2ce.analysis.analysis_config_data.analysis_config_data import ( + AnalysisConfigData, + AnalysisSectionAdaptation, + AnalysisSectionAdaptationOption, + AnalysisSectionDamages, + AnalysisSectionLosses, +) +from ra2ce.analysis.analysis_config_data.enums.analysis_damages_enum import ( + AnalysisDamagesEnum, +) +from ra2ce.analysis.analysis_config_data.enums.analysis_enum import AnalysisEnum +from ra2ce.analysis.analysis_config_data.enums.analysis_losses_enum import ( + AnalysisLossesEnum, +) +from tests import test_data, test_results + + +@pytest.fixture(name="valid_adaptation_config") +def _get_valid_adaptation_config_fixture( + request: pytest.FixtureRequest, +) -> Iterator[AnalysisConfigData]: + _adaptation_options = ["AO0", "AO1", "AO2"] + _root_path = test_results.joinpath(request.node.name, "adaptation") + _input_path = _root_path.joinpath("input") + _static_path = _root_path.joinpath("static") + _output_path = _root_path.joinpath("output") + + # Create the input files + if _root_path.exists(): + rmtree(_root_path) + + _input_path.mkdir(parents=True) + for _option in _adaptation_options: + _ao_path = _input_path.joinpath(_option) + copytree(test_data.joinpath("adaptation", "input"), _ao_path) + copytree(test_data.joinpath("adaptation", "static"), _static_path) + + # Create the config + # - damages + _damages_section = AnalysisSectionDamages( + analysis=AnalysisDamagesEnum.DAMAGES, + ) + # - losses + _losses_section = AnalysisSectionLosses( + analysis=AnalysisLossesEnum.SINGLE_LINK_LOSSES, + resilience_curves_file=_root_path.joinpath( + "damage_functions", "resilience_curves.csv" + ), + traffic_intensities_file=_root_path.joinpath( + "damage_functions", "traffic_intensities.csv" + ), + values_of_time_file=_root_path.joinpath( + "damage_functions", "values_of_time.csv" + ), + ) + # - adaptation + _adaptation_collection = [] + for i, _option in enumerate(_adaptation_options): + _adaptation_collection.append( + AnalysisSectionAdaptationOption( + id=_option, + name=f"Option {i}", + construction_cost=1000.0, + maintenance_interval=5.0, + maintenance_cost=100.0, + ) + ) + _adaptation_section = AnalysisSectionAdaptation( + analysis=AnalysisEnum.ADAPTATION, + losses_analysis=AnalysisLossesEnum.SINGLE_LINK_LOSSES, + adaptation_options=_adaptation_collection, + ) + + yield AnalysisConfigData( + root_path=_root_path, + input_path=_input_path, + static_path=_static_path, + output_path=_output_path, + analyses=[_damages_section, _losses_section, _adaptation_section], + ) diff --git a/tests/analysis/adaptation/test_adaptation_option.py b/tests/analysis/adaptation/test_adaptation_option.py new file mode 100644 index 000000000..c66257826 --- /dev/null +++ b/tests/analysis/adaptation/test_adaptation_option.py @@ -0,0 +1,60 @@ +import pytest + +from ra2ce.analysis.adaptation.adaptation_option import AdaptationOption +from ra2ce.analysis.analysis_config_data.analysis_config_data import ( + AnalysisConfigData, + AnalysisSectionAdaptation, +) +from ra2ce.analysis.analysis_config_data.enums.analysis_damages_enum import ( + AnalysisDamagesEnum, +) +from ra2ce.analysis.analysis_config_data.enums.analysis_losses_enum import ( + AnalysisLossesEnum, +) + + +class TestAdaptationOption: + def test_from_config(self, valid_adaptation_config: AnalysisConfigData): + # 1. Define test data. + _orig_path = valid_adaptation_config.losses_list[0].resilience_curves_file + _expected_path = _orig_path.parent.joinpath( + "input", + valid_adaptation_config.adaptation.adaptation_options[0].id, + "losses", + _orig_path.name, + ) + + # 2. Run test. + _option = AdaptationOption.from_config( + adaptation_option=valid_adaptation_config.adaptation.adaptation_options[0], + damages_section=valid_adaptation_config.get_analysis( + AnalysisDamagesEnum.DAMAGES + ), + losses_section=valid_adaptation_config.get_analysis( + AnalysisLossesEnum.SINGLE_LINK_LOSSES + ), + ) + + # 3. Verify expectations. + assert isinstance(_option, AdaptationOption) + assert _option.id == "AO0" + assert _option.damages_config.analysis == AnalysisDamagesEnum.DAMAGES + assert _option.losses_config.analysis == AnalysisLossesEnum.SINGLE_LINK_LOSSES + assert _option.losses_config.resilience_curves_file == _expected_path + + def test_from_config_no_damages_losses_raises(self): + # 1. Define test data. + _config = AnalysisConfigData() + + # 2. Run test. + with pytest.raises(ValueError) as _exc: + AdaptationOption.from_config( + adaptation_option=AnalysisSectionAdaptation(), + damages_section=None, + losses_section=None, + ) + + # 3. Verify expectations. + assert _exc.match( + "Damages and losses sections are required to create an adaptation option." + ) diff --git a/tests/analysis/adaptation/test_adaptation_option_collection.py b/tests/analysis/adaptation/test_adaptation_option_collection.py new file mode 100644 index 000000000..d037f0dc2 --- /dev/null +++ b/tests/analysis/adaptation/test_adaptation_option_collection.py @@ -0,0 +1,44 @@ +import pytest + +from ra2ce.analysis.adaptation.adaptation_option import AdaptationOption +from ra2ce.analysis.adaptation.adaptation_option_collection import ( + AdaptationOptionCollection, +) +from ra2ce.analysis.analysis_config_data.analysis_config_data import AnalysisConfigData + + +class TestAdaptationOptionCollection: + def test_initialize(self): + # 1./2. Define test data./Run test. + _collection = AdaptationOptionCollection() + + # 3. Verify expectations. + assert isinstance(_collection, AdaptationOptionCollection) + + def test_from_config(self, valid_adaptation_config: AnalysisConfigData): + # 1./2. Define test data./Run test. + _collection = AdaptationOptionCollection.from_config(valid_adaptation_config) + + # 3. Verify expectations. + assert isinstance(_collection, AdaptationOptionCollection) + + assert isinstance(_collection.reference_option, AdaptationOption) + assert _collection.reference_option.id == "AO0" + + assert len(_collection.adaptation_options) == 2 + assert all( + isinstance(x, AdaptationOption) for x in _collection.adaptation_options + ) + for i, _option in enumerate(_collection.adaptation_options): + assert _option.id == f"AO{i+1}" + + def test_from_config_no_adaptation_raises(self): + # 1. Define test data. + _config = AnalysisConfigData() + + # 2. Run test. + with pytest.raises(ValueError) as _exc: + AdaptationOptionCollection.from_config(_config) + + # 3. Verify expectations. + assert _exc.match("No adaptation section found in the analysis config data.") diff --git a/tests/analysis/analysis_config_data/test_analysis_config_data.py b/tests/analysis/analysis_config_data/test_analysis_config_data.py index d4a3f1774..cd5490199 100644 --- a/tests/analysis/analysis_config_data/test_analysis_config_data.py +++ b/tests/analysis/analysis_config_data/test_analysis_config_data.py @@ -38,10 +38,8 @@ def valid_config(self) -> AnalysisConfigData: AnalysisSectionDamages(analysis=AnalysisDamagesEnum.get_enum(_damages)) ) _adaptation_config = AnalysisSectionAdaptation() - _adaptation_config.no_adaptation_option = AnalysisSectionAdaptationOption( - id="AO0" - ) _adaptation_config.adaptation_options = [ + AnalysisSectionAdaptationOption(id="AO0"), AnalysisSectionAdaptationOption(id="AO1"), AnalysisSectionAdaptationOption(id="AO2"), ] @@ -76,9 +74,6 @@ def test_adaptation(self, valid_config: AnalysisConfigData): # 3. Verify expectations assert isinstance(_adaptation, AnalysisSectionAdaptation) - assert isinstance( - _adaptation.no_adaptation_option, AnalysisSectionAdaptationOption - ) assert all( isinstance(_item, AnalysisSectionAdaptationOption) for _item in _adaptation.adaptation_options diff --git a/tests/test_data/adaptation/input/damages/damage_functions/hazard_severity_damage_fraction.csv b/tests/test_data/adaptation/input/damages/damage_functions/hazard_severity_damage_fraction.csv new file mode 100644 index 000000000..2f76479ca --- /dev/null +++ b/tests/test_data/adaptation/input/damages/damage_functions/hazard_severity_damage_fraction.csv @@ -0,0 +1,8 @@ +depth;damage +cm;% of total construction costs +0;0 +100;0.1 +200;0.2 +400;0.4 +800;0.8 +12000;1 diff --git a/tests/test_data/adaptation/input/damages/damage_functions/max_damage_road_types.csv b/tests/test_data/adaptation/input/damages/damage_functions/max_damage_road_types.csv new file mode 100644 index 000000000..6ba62f534 --- /dev/null +++ b/tests/test_data/adaptation/input/damages/damage_functions/max_damage_road_types.csv @@ -0,0 +1,8 @@ +Road_type \ lanes;1;2;3;4;5 +unit;euro/m;euro/m;euro/m;euro/m;euro/m +tertiary_link;110;120;130;140;150 +tertiary;110;120;130;140;150 +secondary_link;11;12;13;14;15 +secondary;11;12;13;14;15 +residential;1100;1200;1300;1400;1500 +['tertiary', 'residential'];510;520;530;540;550 diff --git a/tests/test_data/adaptation/input/losses/resilience_curve.csv b/tests/test_data/adaptation/input/losses/resilience_curve.csv new file mode 100644 index 000000000..ff3039770 --- /dev/null +++ b/tests/test_data/adaptation/input/losses/resilience_curve.csv @@ -0,0 +1,25 @@ +link_type_hazard_intensity;duration_steps;functionality_loss_ratio +secondary_0.0-0.2;[1.0];[0.05] +secondary_0.2-0.5;[1, 2.5];[0.125, 0.05] +secondary_0.5-1.5;[2.5, 5, 7.5];[0.375, 0.25, 0.125] +secondary_1.5-9999.0;[7.5, 9, 10];[0.5, 0.45, 0.375] +secondary_link_0.0-0.2;[1.0];[0.05] +secondary_link_0.2-0.5;[1, 2.5];[0.125, 0.05] +secondary_link_0.5-1.5;[2.5, 5, 7.5];[0.375, 0.25, 0.125] +secondary_link_1.5-9999.0;[7.5, 9, 10];[0.5, 0.45, 0.375] +tertiary_0.0-0.2;[2.0];[0.1] +tertiary_0.2-0.5;[2, 5];[0.25, 0.1] +tertiary_0.5-1.5;[5, 10, 15];[0.75, 0.5, 0.25] +tertiary_1.5-9999.0;[15, 18, 20];[1, 0.9, 0.75] +tertiary_link_0.0-0.2;[2.0];[0.1] +tertiary_link_0.2-0.5;[2, 5];[0.25, 0.1] +tertiary_link_0.5-1.5;[5, 10, 15];[0.75, 0.5, 0.25] +tertiary_link_1.5-9999.0;[15, 18, 20];[1, 0.9, 0.75] +trunk_0.0-0.2;[3.0];[0.2] +trunk_0.2-0.5;[3, 7.5];[0.5, 0.2] +trunk_0.5-1.5;[7.5, 15, 22.5];[0.7, 0.6, 0.5] +trunk_1.5-9999.0;[22.5, 27, 30];[1, 0.95, 0.7] +trunk_link_0.0-0.2;[3.0];[0.2] +trunk_link_0.2-0.5;[3, 7.5];[0.5, 0.2] +trunk_link_0.5-1.5;[7.5, 15, 22.5];[0.7, 0.6, 0.5] +trunk_link_1.5-9999.0;[22.5, 27, 30];[1, 0.95, 0.7] diff --git a/tests/test_data/adaptation/input/losses/traffic_intensities.csv b/tests/test_data/adaptation/input/losses/traffic_intensities.csv new file mode 100644 index 000000000..b4f419451 --- /dev/null +++ b/tests/test_data/adaptation/input/losses/traffic_intensities.csv @@ -0,0 +1,273 @@ +ID,evening_peak_total,evening_peak_freight,evening_peak_commute,evening_peak_business,evening_peak_other,day_freight,day_commute,day_business,day_other,day_total +0,0,0,0,0,0,15,31,66,44,156 +1,0,0,0,0,0,90,22,95,98,305 +2,0,0,0,0,0,28,29,18,13,88 +3,0,0,0,0,0,41,92,64,52,249 +4,0,0,0,0,0,93,31,17,14,155 +5,0,0,0,0,0,47,53,39,49,188 +6,0,0,0,0,0,33,97,31,48,209 +7,0,0,0,0,0,40,98,82,41,261 +8,0,0,0,0,0,37,70,70,47,224 +9,0,0,0,0,0,18,24,93,54,189 +10,0,0,0,0,0,35,58,89,40,222 +11,0,0,0,0,0,58,67,80,31,236 +12,0,0,0,0,0,57,76,73,85,291 +13,0,0,0,0,0,30,94,98,51,273 +14,0,0,0,0,0,24,14,53,16,107 +15,0,0,0,0,0,74,66,21,24,185 +16,0,0,0,0,0,30,97,57,30,214 +17,0,0,0,0,0,69,30,99,19,217 +18,0,0,0,0,0,88,94,58,65,305 +19,0,0,0,0,0,22,71,85,80,258 +20,0,0,0,0,0,78,19,51,71,219 +21,0,0,0,0,0,88,83,76,100,347 +22,0,0,0,0,0,43,90,26,43,202 +23,0,0,0,0,0,34,89,15,52,190 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