Sadmin
f20080305d
Определение специфических рекомендаций (матрица профилей §8):
1. Ж/д слой (закрыт мёртвый railway ×2.5 у РАС):
- /api/v1/water/{case_id} отдаёт railway=rail как LineString
(без service/industrial/military веток), кэш общий v2;
- railway_warning «перекрыть/проверить немедленно» по профилям;
- SearchMap: Polyline слой ж/д (тёмно-красный), счётчики 💧/🚂.
2. cant_swim → профиль не_умеет_плавать (water ×3.0, без изменения
радиуса, critical_warning «обследовать водоёмы НЕМЕДЛЕННО»):
- раньше чекбокс влиял только на текст, в скоринге был пробел;
- derive в analyze._derive_profiles — работает и для closed_cases.
3. unmodeled_profiles: ДЦП/слабое зрение/слух — честная пометка
«вне поведенческой модели» с пояснением (vector_tasks B12:
профили без аналога не выдавать за учтённые); блок на фронте
в карточке здоровья.
Площадь воды: сферический эксцесс, проверен на квадрате 53° (744017 м²
vs 743272 точного). Тесты: 202 passed (новый test_cant_swim_profile).
454 lines
15 KiB
Python
454 lines
15 KiB
Python
"""
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Tests for scoring_service.py
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Tests the WeightedScorer class and zone ranking logic
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based on §8 and §9 ВЕКТОР-контекст.md specifications.
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"""
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import pytest
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from services.scoring_service import (
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WeightedScorer,
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create_scorer_for_case,
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get_weight_explanation
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)
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class TestWeightedScorerBasics:
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"""Test basic WeightedScorer functionality."""
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def test_initialization(self):
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"""Test scorer initializes with base weights."""
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scorer = WeightedScorer()
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assert scorer.weights['forest'] == 0.25
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assert scorer.weights['water'] == 0.20
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assert scorer.weights['roads'] == 0.18
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assert scorer.weights['settlement'] == 0.15
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assert scorer.weights['historical'] == 0.12
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assert scorer.weights['direction'] == 0.07
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assert scorer.weights['shelter'] == 0.03
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assert scorer.distance_multiplier == 1.0
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assert scorer.active_profiles == []
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def test_base_weights_sum_to_one(self):
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"""Test that base weights sum to 1.0."""
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scorer = WeightedScorer()
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total = sum(scorer.BASE_WEIGHTS.values())
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assert total == pytest.approx(1.0, rel=0.01)
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class TestAgeModifiers:
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"""Test age-based modifiers."""
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def test_age_group_0_4(self):
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"""Test young children (0-4) modifiers."""
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scorer = WeightedScorer()
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scorer.apply_age_modifiers(3)
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# Young children: high water risk, low distance
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assert scorer.distance_multiplier == 0.3
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# Water weight should be increased
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assert scorer.weights['water'] > scorer.BASE_WEIGHTS['water']
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def test_age_group_8_11(self):
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"""Test preteen (8-11) modifiers."""
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scorer = WeightedScorer()
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scorer.apply_age_modifiers(10)
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assert scorer.distance_multiplier == 0.8
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def test_age_group_15_17(self):
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"""Test teenager (15-17) modifiers."""
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scorer = WeightedScorer()
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scorer.apply_age_modifiers(16)
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# Teenagers: higher distance multiplier
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assert scorer.distance_multiplier == 1.5
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class TestSeasonModifiers:
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"""Test seasonal modifiers."""
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def test_winter_modifiers(self):
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"""Test winter season modifiers."""
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scorer = WeightedScorer()
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scorer.apply_season_modifiers('зима')
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# Winter: shelter more important, distance reduced
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assert scorer.distance_multiplier == 0.7
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assert scorer.weights['shelter'] > scorer.BASE_WEIGHTS['shelter']
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def test_summer_modifiers(self):
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"""Test summer season modifiers."""
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scorer = WeightedScorer()
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scorer.apply_season_modifiers('лето')
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# Summer: increased distance
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assert scorer.distance_multiplier == 1.3
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class TestBehavioralProfiles:
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"""Test behavioral profiles from §8."""
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def test_ras_profile(self):
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"""Test РАС (autism) profile with critical water/railway emphasis."""
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scorer = WeightedScorer()
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scorer.apply_profile(['РАС'])
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# РАС: water x3.0, railway x2.5, distance x2.0
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assert scorer.distance_multiplier == 2.0
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assert 'РАС' in scorer.active_profiles
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assert len(scorer.critical_warnings) == 1
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assert 'водоёмы' in scorer.critical_warnings[0]['warning']
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def test_epilepsy_profile(self):
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"""Test эпилепсия profile with reduced distance."""
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scorer = WeightedScorer()
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scorer.apply_profile(['эпилепсия'])
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# Epilepsy: water x3.5, distance x0.6
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assert scorer.distance_multiplier == 0.6
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assert len(scorer.critical_warnings) == 1
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def test_bicycle_profile(self):
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"""Test велосипед profile with massive distance increase."""
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scorer = WeightedScorer()
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scorer.apply_profile(['велосипед'])
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# Bicycle: distance x5.0, roads x1.8
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assert scorer.distance_multiplier == 5.0
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assert 'велосипед' in scorer.active_profiles
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assert len(scorer.critical_warnings) == 1
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assert '10-15 км' in scorer.critical_warnings[0]['warning']
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def test_scooter_profile(self):
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"""Test самокат profile."""
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scorer = WeightedScorer()
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scorer.apply_profile(['самокат'])
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# Scooter: distance x3.0
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assert scorer.distance_multiplier == 3.0
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def test_intentional_runaway_profile(self):
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"""Test намеренный_уход profile."""
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scorer = WeightedScorer()
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base_roads = scorer.weights['roads']
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scorer.apply_profile(['намеренный_уход'])
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# Intentional runaway: roads x2.5, settlement x3.0
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assert scorer.weights['roads'] > base_roads
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def test_cant_swim_profile(self):
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"""Test не_умеет_плавать profile — вода ×3.0 + медицинский приоритет."""
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scorer = WeightedScorer()
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base_water = scorer.weights['water']
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scorer.apply_profile(['не_умеет_плавать'])
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# Cant swim: water x3.0, no distance change
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assert scorer.distance_multiplier == 1.0
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assert scorer.weights['water'] == base_water * 3.0
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assert 'не_умеет_плавать' in scorer.active_profiles
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assert len(scorer.critical_warnings) == 1
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assert 'НЕМЕДЛЕННО' in scorer.critical_warnings[0]['warning']
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def test_multiple_profiles(self):
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"""Test applying multiple profiles."""
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scorer = WeightedScorer()
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scorer.apply_profile(['РАС', 'велосипед'])
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# Both multipliers should compound: 2.0 * 5.0 = 10.0
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assert scorer.distance_multiplier == 10.0
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assert len(scorer.active_profiles) == 2
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class TestScoreZone:
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"""Test zone scoring functionality."""
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def test_score_zone_basic(self):
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"""Test basic zone scoring."""
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scorer = WeightedScorer()
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zone = {
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'forest_pct': 0.7,
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'water_distance_km': 2.0,
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'road_density': 1.0,
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'settlement_distance_km': 5.0,
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'historical_freq': 0.6,
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'direction_match': 0.8,
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'shelter_pct': 0.4,
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'distance_km': 2.0
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}
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case = {'age': 10, 'season': 'лето', 'profiles': []}
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score = scorer.score_zone(zone, case)
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assert 0 <= score <= 100
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assert isinstance(score, float)
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def test_score_zone_with_ras(self):
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"""Test zone scoring with РАС profile."""
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scorer = WeightedScorer()
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zone_near_water = {
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'forest_pct': 0.5,
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'water_distance_km': 0.5, # Very close to water
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'road_density': 0.5,
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'settlement_distance_km': 10.0,
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'historical_freq': 0.5,
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'direction_match': 0.5,
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'shelter_pct': 0.3,
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'distance_km': 2.0
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}
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zone_far_water = {
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'forest_pct': 0.5,
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'water_distance_km': 5.0, # Far from water
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'road_density': 0.5,
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'settlement_distance_km': 10.0,
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'historical_freq': 0.5,
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'direction_match': 0.5,
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'shelter_pct': 0.3,
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'distance_km': 2.0
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}
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case = {'age': 8, 'season': 'лето', 'profiles': ['РАС']}
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score_near = scorer.score_zone(zone_near_water, case)
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score_far = scorer.score_zone(zone_far_water, case)
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# Zone near water should score higher for РАС
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assert score_near > score_far
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def test_score_zone_with_bicycle(self):
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"""Test zone scoring with bicycle profile."""
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scorer = WeightedScorer()
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zone_with_roads = {
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'forest_pct': 0.3,
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'water_distance_km': 5.0,
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'road_density': 2.0, # High road density
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'settlement_distance_km': 5.0,
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'historical_freq': 0.5,
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'direction_match': 0.5,
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'shelter_pct': 0.2,
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'distance_km': 8.0 # Far distance
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}
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case = {'age': 12, 'season': 'лето', 'profiles': ['велосипед']}
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score = scorer.score_zone(zone_with_roads, case)
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assert score > 0
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class TestRankZones:
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"""Test zone ranking functionality."""
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def test_rank_zones_basic(self):
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"""Test basic zone ranking."""
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scorer = WeightedScorer()
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zones = [
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{
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'id': 'zone_a',
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'forest_pct': 0.8,
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'water_distance_km': 1.0,
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'road_density': 0.5,
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'settlement_distance_km': 10.0,
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'historical_freq': 0.7,
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'direction_match': 0.9,
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'shelter_pct': 0.5,
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'distance_km': 2.0
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},
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{
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'id': 'zone_b',
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'forest_pct': 0.3,
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'water_distance_km': 8.0,
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'road_density': 0.2,
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'settlement_distance_km': 15.0,
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'historical_freq': 0.2,
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'direction_match': 0.3,
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'shelter_pct': 0.1,
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'distance_km': 5.0
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},
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{
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'id': 'zone_c',
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'forest_pct': 0.6,
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'water_distance_km': 3.0,
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'road_density': 1.0,
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'settlement_distance_km': 5.0,
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'historical_freq': 0.8,
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'direction_match': 0.7,
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'shelter_pct': 0.4,
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'distance_km': 1.5
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}
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]
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case = {'age': 10, 'season': 'лето', 'profiles': []}
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ranked = scorer.rank_zones(zones, case)
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assert len(ranked) == 3
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assert all('score' in z for z in ranked)
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assert all('priority' in z for z in ranked)
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# Check priorities are 1, 2, 3
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priorities = [z['priority'] for z in ranked]
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assert priorities == [1, 2, 3]
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# Check scores are descending
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scores = [z['score'] for z in ranked]
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assert scores == sorted(scores, reverse=True)
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def test_rank_zones_with_profiles(self):
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"""Test zone ranking with behavioral profiles."""
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scorer = WeightedScorer()
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zones = [
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{
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'id': 'near_water',
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'forest_pct': 0.5,
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'water_distance_km': 0.3,
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'road_density': 0.5,
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'settlement_distance_km': 10.0,
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'historical_freq': 0.5,
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'direction_match': 0.5,
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'shelter_pct': 0.3,
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'distance_km': 2.0
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},
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{
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'id': 'far_water',
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'forest_pct': 0.5,
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'water_distance_km': 8.0,
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'road_density': 0.5,
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'settlement_distance_km': 10.0,
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'historical_freq': 0.5,
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'direction_match': 0.5,
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'shelter_pct': 0.3,
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'distance_km': 2.0
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}
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]
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case = {'age': 8, 'season': 'лето', 'profiles': ['РАС']}
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ranked = scorer.rank_zones(zones, case)
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# Zone near water should be priority 1 for РАС
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assert ranked[0]['id'] == 'near_water'
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assert ranked[0]['priority'] == 1
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class TestHelperFunctions:
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"""Test helper functions."""
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def test_create_scorer_for_case(self):
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"""Test scorer creation for a case."""
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case = {
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'age': 10,
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'season': 'зима',
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'profiles': ['велосипед']
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}
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scorer = create_scorer_for_case(case)
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assert scorer.distance_multiplier > 1.0
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assert 'велосипед' in scorer.active_profiles
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def test_get_weight_explanation(self):
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"""Test weight explanation generation."""
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case = {
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'age': 8,
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'season': 'лето',
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'profiles': ['РАС']
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}
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explanation = get_weight_explanation(case)
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assert 'weights' in explanation
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assert 'distance_multiplier' in explanation
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assert 'age_group' in explanation
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assert 'profiles' in explanation
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assert 'critical_warnings' in explanation
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assert explanation['age_group'] == '8-11'
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assert len(explanation['profiles']) == 1
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assert len(explanation['critical_warnings']) == 1
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def test_get_active_profiles_info(self):
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"""Test active profiles info retrieval."""
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scorer = WeightedScorer()
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scorer.apply_profile(['РАС', 'велосипед'])
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profiles_info = scorer.get_active_profiles_info()
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assert len(profiles_info) == 2
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assert profiles_info[0]['name'] == 'РАС'
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assert profiles_info[1]['name'] == 'велосипед'
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assert 'critical_warning' in profiles_info[0]
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assert 'critical_warning' in profiles_info[1]
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class TestWeightNormalization:
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"""Test weight normalization."""
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def test_weights_normalized_after_modifiers(self):
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"""Test that weights sum to 1.0 after applying modifiers."""
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scorer = WeightedScorer()
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scorer.apply_age_modifiers(10)
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scorer.apply_season_modifiers('зима')
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scorer._normalize_weights()
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total = sum(scorer.weights.values())
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assert total == pytest.approx(1.0, rel=0.01)
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def test_weights_normalized_after_profiles(self):
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"""Test that weights sum to 1.0 after applying profiles."""
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scorer = WeightedScorer()
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scorer.apply_profile(['РАС'])
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scorer._normalize_weights()
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total = sum(scorer.weights.values())
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assert total == pytest.approx(1.0, rel=0.01)
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class TestCriticalWarnings:
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"""Test critical warning system."""
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def test_ras_critical_warning(self):
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"""Test РАС generates critical warning."""
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scorer = WeightedScorer()
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scorer.apply_profile(['РАС'])
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assert len(scorer.critical_warnings) == 1
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warning = scorer.critical_warnings[0]
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assert warning['profile'] == 'РАС'
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assert 'водоёмы' in warning['warning']
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assert 'громкоговоритель' in warning['warning']
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def test_epilepsy_critical_warning(self):
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"""Test эпилепсия generates critical warning."""
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scorer = WeightedScorer()
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scorer.apply_profile(['эпилепсия'])
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assert len(scorer.critical_warnings) == 1
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warning = scorer.critical_warnings[0]
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assert warning['profile'] == 'эпилепсия'
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assert 'Медицинский' in warning['warning']
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def test_bicycle_critical_warning(self):
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"""Test велосипед generates critical warning."""
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scorer = WeightedScorer()
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scorer.apply_profile(['велосипед'])
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assert len(scorer.critical_warnings) == 1
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warning = scorer.critical_warnings[0]
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assert warning['profile'] == 'велосипед'
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assert '10-15 км' in warning['warning']
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def test_multiple_critical_warnings(self):
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"""Test multiple profiles generate multiple warnings."""
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scorer = WeightedScorer()
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scorer.apply_profile(['РАС', 'велосипед'])
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assert len(scorer.critical_warnings) == 2
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