From 6ee66a627d49a99c5f913948a8fceaca5e90f255 Mon Sep 17 00:00:00 2001
From: Kirill <kirill.ivlev@gmail.com>
Date: Tue, 6 Oct 2026 23:02:42 +0300
Subject: [PATCH] Refactor civilization evolution and state management

- Enhanced the `civilization_evolution.gd` script to improve population handling and resource allocation during civilization transitions.
- Introduced new functions in `civilization_state.gd` for profile normalization and merging, ensuring consistent population representation across stages.
- Updated `evolution_coordinator.gd` to incorporate budget phases for better tracking of simulation performance.
- Improved `frame_budget.gd` to monitor maximum slice durations and phases during processing.
- Added a new benchmarking tool in `android_benchmark.gd` to measure performance metrics during simulation runs, including frame processing times and throughput.
- Created associated scene and resource files for the benchmarking tool to facilitate testing and performance evaluation.
---
 autoload/save_manager.gd                      |   14 +-
 export_presets.cfg                            |    1 +
 tests/android_benchmark.gd                    |  110 +
 tests/android_benchmark.gd.uid                |    1 +
 tests/android_benchmark.tscn                  |   12 +
 tests/artifacts/all_objects_speed6.adventure  |  Bin 412396 -> 390220 bytes
 .../all_objects_speed6.adventure.json         | 3170 ++---------------
 tests/artifacts/all_objects_speed6_results.md |   31 +
 tests/test_civilization_evolution.gd          |   15 +-
 tests/test_civilization_state.gd              |   19 +-
 tests/test_coarse_generations.gd              |    2 +-
 tests/test_exact_math.gd                      |    2 +-
 tests/test_life.gd                            |    4 +-
 tests/test_simulation_optimizations.gd        |   31 +-
 tests/test_stellar_rules.gd                   |    6 +-
 tests/test_time.gd                            |    4 +-
 tests/test_world_indicators.gd                |   17 +-
 world/owniverse/civilization_evolution.gd     |  124 +-
 world/owniverse/civilization_state.gd         |   89 +-
 world/owniverse/evolution_coordinator.gd      |    8 +
 world/owniverse/frame_budget.gd               |   14 +
 world/owniverse/quantity_math.gd              |   62 +-
 world/owniverse/world_parameters.gd           |   24 +-
 23 files changed, 751 insertions(+), 3009 deletions(-)
 create mode 100644 tests/android_benchmark.gd
 create mode 100644 tests/android_benchmark.gd.uid
 create mode 100644 tests/android_benchmark.tscn

diff --git a/autoload/save_manager.gd b/autoload/save_manager.gd
index 8326a21..693723f 100644
--- a/autoload/save_manager.gd
+++ b/autoload/save_manager.gd
@@ -6,7 +6,7 @@ const E = preload("res://world/owniverse/math/exact.gd")
 const SETTING_SECTION = "Settings"
 const SAVE_PATH = "user://settings.cfg"
 
-const FORMAT_VERSION : int = 5
+const FORMAT_VERSION : int = 6
 const SimulationTime = preload("res://world/owniverse/simulation_time.gd")
 const WorldParameters = preload("res://world/owniverse/world_parameters.gd")
 const STATE_VERSION : String = SimulationTime.STATE_VERSION
@@ -348,11 +348,19 @@ static func _validate_payload(data: Variant, speed_limit: int, stages: Array, en
     if ((not (saved.ethics is Dictionary)) or (not (saved.civilization_homes is Dictionary))):
         return "invalid civilization state"
     for id in saved.ethics:
-        if (not E.contains(stages, id) or (not _number_map(saved.ethics[id], true))):
+        if (not E.contains(stages, id) or (not (saved.ethics[id] is Dictionary))):
             return E.add("invalid state.ethics.", str(id))
+        if E.ne(saved.ethics[id].keys().size(), 6):
+            return E.add("invalid ethic profile size for ", str(id))
+        var share_sum: float = 0.0
         for ethic in saved.ethics[id]:
-            if not E.contains(["m", "l", "w", "d", "c", "b"], ethic):
+            var share: Variant = saved.ethics[id][ethic]
+            var share_value: float = 0.0 + share if share is int or share is float else -1.0
+            if not E.contains(["m", "l", "w", "d", "c", "b"], ethic) or not is_finite(share_value) or share_value < 0.0 or share_value > 1.0:
                 return E.add("invalid ethic ", str(ethic))
+            share_sum += share_value
+        if absf(share_sum - 1.0) > 0.000001:
+            return E.add("invalid ethic profile total for ", str(id))
     for id in saved.civilization_homes:
         if (not _number_map(saved.civilization_homes[id], true)):
             return "invalid civilization homes"
diff --git a/export_presets.cfg b/export_presets.cfg
index c25ce50..4aee7fe 100644
--- a/export_presets.cfg
+++ b/export_presets.cfg
@@ -1,6 +1,7 @@
 [runnable_presets]
 
 "Windows Desktop"="Windows Desktop"
+Android="Android"
 
 [preset.0]
 
diff --git a/tests/android_benchmark.gd b/tests/android_benchmark.gd
new file mode 100644
index 0000000..36e20c3
--- /dev/null
+++ b/tests/android_benchmark.gd
@@ -0,0 +1,110 @@
+extends Control
+
+const E = preload("res://world/owniverse/math/exact.gd")
+const RESULT_PATH := "user://android_benchmark_result.txt"
+const FRAME_COUNT := 120
+
+var status_label: Label
+
+func _ready() -> void:
+	status_label = Label.new()
+	status_label.set_anchors_and_offsets_preset(Control.PRESET_FULL_RECT)
+	status_label.horizontal_alignment = HORIZONTAL_ALIGNMENT_CENTER
+	status_label.vertical_alignment = VERTICAL_ALIGNMENT_CENTER
+	status_label.autowrap_mode = TextServer.AUTOWRAP_WORD_SMART
+	status_label.add_theme_font_size_override("font_size", 32)
+	add_child(status_label)
+	call_deferred("_run")
+
+func _set_status(message: String) -> void:
+	status_label.text = message
+	var file := FileAccess.open(RESULT_PATH, FileAccess.WRITE)
+	if file != null:
+		file.store_line(message)
+		file.flush()
+
+func _restore(value):
+	if value is float and value == floorf(value) and absf(value) <= 9007199254740991:
+		return int(value)
+	if value is Dictionary:
+		for key in value:
+			value[key] = _restore(value[key])
+	elif value is Array:
+		for index in value.size():
+			value[index] = _restore(value[index])
+	return value
+
+func _load_payload_threaded() -> Dictionary:
+	var file := FileAccess.open("res://tests/artifacts/all_objects_speed6.adventure.json", FileAccess.READ)
+	if file == null:
+		return {"error": "Cannot open benchmark save: %s" % FileAccess.get_open_error()}
+	var parser := JSON.new()
+	var error := parser.parse(file.get_as_text())
+	if error != OK:
+		return {"error": "JSON parse error at line %d: %s" % [parser.get_error_line(), parser.get_error_message()]}
+	var data = E.decode(_restore(parser.data))
+	if not data is Dictionary or not data.has("state"):
+		return {"error": "Benchmark save has no state"}
+	return {"payload": data}
+
+func _run() -> void:
+	_set_status("Reading and decoding benchmark save on a worker thread…")
+	var worker := Thread.new()
+	var start_error := worker.start(Callable(self, "_load_payload_threaded"))
+	if start_error != OK:
+		_set_status("ERROR: could not start loader thread (%s)" % start_error)
+		return
+	while worker.is_alive():
+		await get_tree().process_frame
+	var loaded: Dictionary = worker.wait_to_finish()
+	if loaded.has("error"):
+		_set_status("ERROR: " + str(loaded.error))
+		return
+	_set_status("Save decoded. Initializing UI scene…")
+	var payload: Dictionary = loaded.payload
+	var scene: Node = load("res://world/world.tscn").instantiate()
+	var stage = scene.get_node("Stage")
+	stage.owniverse.free()
+	stage.set_script(load("res://tests/fixtures/benchmark_ui_stage.gd"))
+	get_tree().root.add_child(scene)
+	await get_tree().process_frame
+	stage.owniverse.state = payload.state.duplicate(true)
+	stage.owniverse.restore_frame_checkpoint(payload.get("simulation", {}))
+	stage.owniverse.presentation.refresh(stage.owniverse.state, stage.owniverse.catalog)
+	stage.set_owniverse_item_value()
+	stage.stage_page_scroller.scroll_horizontal = 4 * stage.PAGE_WIDTH
+	var initial_requested = stage.owniverse.frame_clock.get("datetime", stage.owniverse.state.time.datetime)
+	var initial_published = stage.owniverse.state.time.datetime
+	stage.owniverse.profile_enabled = true
+	stage.measuring = true
+	_set_status("Running speed 6: 0/%d frames" % FRAME_COUNT)
+	for frame in FRAME_COUNT:
+		await get_tree().process_frame
+		if frame % 5 == 4:
+			_set_status("Running speed 6: %d/%d frames; commits=%d" % [frame + 1, FRAME_COUNT, stage.owniverse.frame_commits])
+	stage.measuring = false
+	var samples: Array = stage.frame_samples
+	if samples.is_empty():
+		_set_status("ERROR: no rendered frame samples; frames=%d" % stage.frame_samples.size())
+		return
+	var total: float = 0.0
+	for sample in samples:
+		total += sample
+	samples.sort()
+	var requested_advance = E.subtract(stage.owniverse.frame_clock.datetime, initial_requested)
+	var published_advance = E.subtract(stage.owniverse.state.time.datetime, initial_published)
+	var process_samples: Array = stage.process_samples
+	process_samples.sort()
+	var process_total: float = 0.0
+	for sample in process_samples:
+		process_total += sample
+	var process_summary := "no _process samples"
+	if not process_samples.is_empty():
+		process_summary = "mean=%.2fms p95=%.2fms max=%.2fms samples=%d" % [process_total / process_samples.size(), process_samples[int(ceil(process_samples.size() * 0.95)) - 1], process_samples.back(), process_samples.size()]
+	var budget: Variant = stage.owniverse.frame_budget
+	var max_slice_summary: String = "none"
+	if budget != null:
+		max_slice_summary = "%.2fms (%s)" % [budget.max_slice_usec / 1000.0, budget.max_slice_phase]
+	var result := "DONE\nFPS=%.2f mean=%.2fms p95=%.2fms max=%.2fms frames=%d commits=%d\nStage _process CPU: %s\nMax uninterrupted simulation slice: %s\nRequested=%s published=%s throughput=%s\nFinal adaptive step=%s\nProfile=%s" % [1000.0 / (total / samples.size()), total / samples.size(), samples[int(ceil(samples.size() * 0.95)) - 1], samples.back(), samples.size(), stage.owniverse.frame_commits, process_summary, max_slice_summary, str(requested_advance), str(published_advance), str(E.divide(published_advance, requested_advance)), str(stage.owniverse.frame_step_seconds), str(stage.owniverse.profile)]
+	_set_status(result)
+	get_tree().quit()
diff --git a/tests/android_benchmark.gd.uid b/tests/android_benchmark.gd.uid
new file mode 100644
index 0000000..534cb6e
--- /dev/null
+++ b/tests/android_benchmark.gd.uid
@@ -0,0 +1 @@
+uid://dkbyhj8ib0eyf
diff --git a/tests/android_benchmark.tscn b/tests/android_benchmark.tscn
new file mode 100644
index 0000000..269d9ba
--- /dev/null
+++ b/tests/android_benchmark.tscn
@@ -0,0 +1,12 @@
+[gd_scene load_steps=2 format=3]
+
+[ext_resource type="Script" path="res://tests/android_benchmark.gd" id="1"]
+
+[node name="AndroidBenchmark" type="Control"]
+layout_mode = 3
+anchors_preset = 15
+anchor_right = 1.0
+anchor_bottom = 1.0
+grow_horizontal = 2
+grow_vertical = 2
+script = ExtResource("1")
diff --git a/tests/artifacts/all_objects_speed6.adventure b/tests/artifacts/all_objects_speed6.adventure
index e9e2eade77d77a22b012f9ec0e7903ae26ae35f5..6a7fab39260898ac5c0622b75d263b508910d34e 100644
GIT binary patch
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diff --git a/tests/artifacts/all_objects_speed6.adventure.json b/tests/artifacts/all_objects_speed6.adventure.json
index 8cbb144..942fc6b 100644
--- a/tests/artifacts/all_objects_speed6.adventure.json
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diff --git a/tests/artifacts/all_objects_speed6_results.md b/tests/artifacts/all_objects_speed6_results.md
index 5bae56d..e0aa432 100644
--- a/tests/artifacts/all_objects_speed6_results.md
+++ b/tests/artifacts/all_objects_speed6_results.md
@@ -61,3 +61,34 @@ godot --headless --path Owniverse.GI --script res://tests/create_full_benchmark_
 godot --headless --path Owniverse.GI --script res://tests/benchmark_saved_state.gd -- Owniverse.GI/tests/artifacts/all_objects_speed6.adventure.json 0.5 profile
 godot --path Owniverse.GI --script res://tests/benchmark_full_ui.gd
 ```
+
+## Проверка на Android Note8 (2026-10-06)
+
+Сборка benchmark установлена отдельным пакетом `com.KIDGameProduction.Owniverse.AndroidBench`, сохранение основной игры не использовалось. Подготовка и декодирование сохранения выполнялись в фоновом потоке; ход и результат записывались в файл приложения. Устройство: Samsung SM-N950F, Android 9. Сценарий: все объекты и цивилизации, скорость 6, 120 кадров (119 интервалов).
+
+| Метрика | Результат |
+|---|---:|
+| FPS UI | 1,76 |
+| Средний / p95 / максимальный кадр | 567,28 / 817,54 / 1278,33 мс |
+| Завершенные транзакции за прогон | 1 |
+| Запрошено / опубликовано игрового времени | 1599938,57 / 10000 лет |
+| Доля опубликованного от запрошенного | 0,00625 |
+| Итоговый динамический шаг | 0,2 с |
+
+Самый дорогой участок профиля — `generations`: 5,350 с суммарно за единственную завершенную транзакцию; внутри него `civilization_prepare` занял 3,186 с, `wars` — 2,217 с, `civilization_transitions` — 1,034 с. Интервалы вложены, поэтому их нельзя складывать с `generations`. Этот экстремальный сценарий на Note8 не достигает целевых 5 FPS и сильно отстает по игровому времени. Это замер именно полного стресс-сохранения, а не обычного игрового сохранения.
+
+### Покадровая уступка в расчётах цивилизаций
+
+Добавлены контрольные точки внутри обработки этик, проигравших в войне, падения популяции и выходов между стадиями. Математика и порядок переходов не меняются. На том же Note8 повторный прогон дал 1,87 FPS против 1,76 FPS до изменения (прирост около 6%). Средний кадр сократился с 567 до 535 мс, но p95 остался 630 мс, максимум — 1281 мс. Это слишком малое улучшение для цели 5 FPS.
+
+В повторном профиле `generations` заняли 5,166 с, `civilization_prepare` — 3,040 с, войны — 0,985 с, переходы между стадиями — 0,640 с. Профиль не показывает явного трёхкратного ускорения: контрольные точки лучше дробят отдельные подциклы, но главный синхронный участок остается слишком дорогим. Диагностическая сборка для измерения максимального непрерывного участка не завершила прогон на телефоне; при следующем проходе сначала нужно локализовать этот участок, а затем оптимизировать его отдельно.
+
+Контрольный запуск UI-бенчмарка на Apple M4 Pro после изменения: 21,51 FPS, средний / p95 / максимальный кадр — 46,49 / 89,62 / 107,19 мс. Этот результат подтверждает отсутствие регрессии на компьютере, но не заменяет Android-замер.
+
+### После перехода этик на доли (2026-10-06)
+
+Этическое состояние теперь хранит шесть долей `float`, а точное целое население берётся из реестра объектов. Исходы одной стадии сначала собираются по назначениям; доли состояния обновляются после агрегации потоков. Формат сохранения повышен до версии 6; миграции прежних сохранений нет.
+
+Финальная APK повторно проверена на Samsung SM-N950F, Android 9, тем же полным сценарием и 120 кадрами. Два последовательных прогона дали **14,57 и 15,02 FPS**, средний кадр — **68,61 и 66,58 мс**, p95 — **113,03 и 123,03 мс**, по одной завершённой транзакции из 119 интервалов. Опубликовано 10 000 лет из 647 331 и 634 134 запрошенных; пропускная способность — 0,01545 и 0,01577. В последнем профиле `generations` заняли 5,120 с, `civilization_prepare` — 3,162 с, войны — 1,026 с, переходы — 0,728 с, дрейф этик — 0,474 с. Самый длинный непрерывный участок составил **458,14 мс** в `deep_copy_and_coarsen`, максимальный кадр — 976 мс. Предыдущий одиночный запуск старой benchmark-сборки показал 1,83 FPS, поэтому сравнивать его с этой парой напрямую нельзя; оба финальных прогона выполнены на одной APK и подтверждают результат около 15 FPS.
+
+На компьютере прошли тесты состояния (70), эволюции (555), оптимизаций симуляции (364), индикаторов (63) и жизни (25). Полный набор всё ещё сообщает о двух отказах в `test_descriptions.gd` при обновлении выбранного описания и смене языка; оба относятся к UI-описаниям, а не к модели этик. В логах Android ошибок GDScript/Godot за прогон не найдено.
diff --git a/tests/test_civilization_evolution.gd b/tests/test_civilization_evolution.gd
index f36274e..52dc449 100644
--- a/tests/test_civilization_evolution.gd
+++ b/tests/test_civilization_evolution.gd
@@ -42,18 +42,17 @@ func seed_population(world, id: String, count: Variant, time: Variant = 1.0) ->
     world.state.batches[id] = [{"amount": count, "start_year": time, "end_year": time}]
     world.evolution.initialize_life_batches()
 
-func sum_ethics(world, id: String) -> Variant:
-    var result: Variant = 0
-    for n in world.state.ethics.get(id, {}).values(): result = E.add(result, n)
-    return result
-
 func invariants(world) -> void:
     var physical: Dictionary = world.ledger.physical_amounts(world.state)
     for id in world.state.ethics:
-        check(E.eq(sum_ethics(world, id), physical.get(id, 0)), E.add("Ethics equal physical population for ", id))
+        var total: float = 0.0
         for n in world.state.ethics[id].values():
-            if (E.lt(n, 0) or E.ne(n, E.floor_value(n))): check(false, "Invalid ethic amount")
-    check(E.eq(root.get_node("SaveManager").validate_data({"format_version": 5, "app_version": "", "ui": {"current_page": 0}, "state": world.state}), ""), "Civilization state validates")
+            var share: float = 0.0 + n
+            if not is_finite(share) or share < 0.0 or share > 1.0: check(false, "Invalid ethic share")
+            total += share
+        check(absf(total - 1.0) < 0.000001, E.add("Ethic shares sum to one for ", id))
+        check(E.ge(physical.get(id, 0), 0), E.add("Exact physical population remains available for ", id))
+    check(E.eq(root.get_node("SaveManager").validate_data({"format_version": 6, "app_version": "", "ui": {"current_page": 0}, "state": world.state}), ""), "Civilization state validates")
 
 func run() -> void:
     var global: Node = root.get_node("Global")
diff --git a/tests/test_civilization_state.gd b/tests/test_civilization_state.gd
index 361d349..bbcc75b 100644
--- a/tests/test_civilization_state.gd
+++ b/tests/test_civilization_state.gd
@@ -48,18 +48,23 @@ func run() -> void:
     world.evolution.initialize_life_batches()
     check((E.eq(world.state.amount["C2.0"], 12) and E.eq(world.state.binds.RD["C2.0"], 0)), "Old space civilizations detach without loss")
     check(E.eq(world.state.binds.RD["C1.9"], 3), "Planetary civilizations retain their host")
-    check(E.eq(world.state.ethics["C0.2"], {"m": 2, "l": 2, "w": 1, "d": 1, "c": 1, "b": 1}), "Migration uses equal ethics and deterministic remainder")
-    check(world.state.ethics["C2.0"].values().all(func ( n ) : return E.eq(n, 2)), "Bound civilization ethics count physical population")
+    check(world.state.ethics["C0.2"].values().all(func ( n ) : return E.near(n, 1.0 / 6.0)), "Migration initializes equal ethic shares")
+    check(world.state.ethics["C2.0"].values().all(func ( n ) : return E.near(n, 1.0 / 6.0)), "Bound civilization ethics are population-independent shares")
     var before: Dictionary = world.state.duplicate(true)
     world.evolution.initialize_life_batches()
-    check(E.eq(world.state, before), "Repeated initialization preserves ethics")
+    var profiles_stable: bool = true
+    for ethic_id in before.ethics:
+        for ethic in before.ethics[ethic_id]:
+            profiles_stable = profiles_stable and E.near(world.state.ethics[ethic_id][ethic], before.ethics[ethic_id][ethic])
+    check(profiles_stable, "Repeated initialization preserves ethics")
     world.state.ethics["C0.2"] = {"m": 8, "l": 0, "w": 0, "d": 0, "c": 0, "b": 0}
     world.evolution.initialize_life_batches()
-    check(E.eq(world.state.ethics["C0.2"].m, 8), "Existing unequal distribution is retained")
+    check(E.eq(world.state.ethics["C0.2"].m, 1.0), "Existing unequal distribution is retained")
     world.state.amount["C0.2"] = 3
     world.evolution.initialize_life_batches()
-    check(E.eq(world.state.ethics["C0.2"].m, 3), "Losses reduce ethics without inventing population")
-    check(E.eq(root.get_node("SaveManager").validate_data({"format_version": 5, "app_version": "", "ui": {"current_page": 0}, "state": world.state}), ""), "Ethics state validates")
+    check(E.eq(world.state.ethics["C0.2"].m, 1.0), "Losses retain normalized ethical composition")
+    check(E.eq(world.ledger.physical_amounts(world.state)["C0.2"], 3), "Exact population remains in the object ledger")
+    check(E.eq(root.get_node("SaveManager").validate_data({"format_version": 6, "app_version": "", "ui": {"current_page": 0}, "state": world.state}), ""), "Ethics state validates")
     var restored = fixture()
     restored.state = E.decode(bytes_to_var(var_to_bytes(E.encode(world.state))))
     restored.evolution.initialize_life_batches()
@@ -117,7 +122,7 @@ func run() -> void:
     world.evolution.initialize_life_batches()
     check(E.eq(world.state.amount["C4.2"], 2), "SMBH capacity uses stellar mass equivalent")
     check(E.eq(world.ledger.physical_amounts(world.state)["C1.9"], 1), "Unsupported civilization degrades through missing habitat families")
-    check(E.eq(root.get_node("SaveManager").validate_data({"format_version": 5, "app_version": "", "ui": {"current_page": 0}, "state": world.state}), ""), "Capacity-limited state validates")
+    check(E.eq(root.get_node("SaveManager").validate_data({"format_version": 6, "app_version": "", "ui": {"current_page": 0}, "state": world.state}), ""), "Capacity-limited state validates")
     dispose(world)
 
     world = fixture()
diff --git a/tests/test_coarse_generations.gd b/tests/test_coarse_generations.gd
index c9ab984..e4835fb 100644
--- a/tests/test_coarse_generations.gd
+++ b/tests/test_coarse_generations.gd
@@ -57,7 +57,7 @@ func run():
         var before: Dictionary = world.state.duplicate(true)
         world.evolution.evolute_to_datetime(10000)
         check(E.eq(world.state, before), "Repeating completed clock does not repeat transitions")
-        var validation: String = root.get_node("SaveManager").validate_data({"format_version": 5, "app_version": "", "ui": {"current_page": 0}, "state": world.state})
+        var validation: String = root.get_node("SaveManager").validate_data({"format_version": 6, "app_version": "", "ui": {"current_page": 0}, "state": world.state})
         check(validation.is_empty(), "Coarse state validates: " + validation)
         world.evolution.evolute_to_datetime(20000)
         if id in ["C0.0", "C0.1"]:
diff --git a/tests/test_exact_math.gd b/tests/test_exact_math.gd
index 4f793ae..d13a42b 100644
--- a/tests/test_exact_math.gd
+++ b/tests/test_exact_math.gd
@@ -94,7 +94,7 @@ func run():
         check(str(world.state.auto_star_deficits).length() < 500, "true", "fraction storage stays bounded")
     print("100 changing-composition cycles: %d ms" % (Time.get_ticks_msec() - started))
     var saves = root.get_node("SaveManager")
-    check(saves.validate_data({"format_version": 5, "app_version": "", "ui": {"current_page": 0}, "state": world.state}), "", "long-running state saves")
+    check(saves.validate_data({"format_version": 6, "app_version": "", "ui": {"current_page": 0}, "state": world.state}), "", "long-running state saves")
     for entity in world.catalog.entities.values(): entity.free()
     world.free()
     print("Exact math: %d checks, %d failures" % [checks, failures])
diff --git a/tests/test_life.gd b/tests/test_life.gd
index 522235a..f49959e 100644
--- a/tests/test_life.gd
+++ b/tests/test_life.gd
@@ -54,7 +54,7 @@ func run() -> void:
     check(E.gt(world.state.batches.HP.size(), 0), "Survivors get next attempt")
     var physical: Dictionary = world.ledger.physical_amounts(world.state)
     check(E.eq(E.add(E.add(physical.HP, physical.EON1), physical.RP), 40000), "Life conserves planets")
-    check(E.eq(root.get_node("SaveManager").validate_data({"format_version": 5, "app_version": "", "ui": {"current_page": 0}, "state": world.state}), ""), "Life save validates")
+    check(E.eq(root.get_node("SaveManager").validate_data({"format_version": 6, "app_version": "", "ui": {"current_page": 0}, "state": world.state}), ""), "Life save validates")
     var restored = fixture()
     restored.state = E.decode(bytes_to_var(var_to_bytes(E.encode(world.state))))
     world.evolution.evolve_batches(world.state, 11000000)
@@ -120,7 +120,7 @@ func run() -> void:
     world.evolution.evolve_batches(world.state, 2050)
     check(E.eq(world.state.binds.RD["C0.2"], 700), "C0.1 reaches ethical civilization without losing host")
     check(E.eq(world.state.binds.RD["C0.0"], 1000), "C0.1 degradation follows Unity")
-    check(E.eq(root.get_node("SaveManager").validate_data({"format_version": 5, "app_version": "", "ui": {"current_page": 0}, "state": world.state}), ""), "Extended life save validates")
+    check(E.eq(root.get_node("SaveManager").validate_data({"format_version": 6, "app_version": "", "ui": {"current_page": 0}, "state": world.state}), ""), "Extended life save validates")
     dispose(world)
     print(("Life: %d checks, %d failures" % [checks, failures]))
     quit((0 if E.eq(failures, 0) else 1))
diff --git a/tests/test_simulation_optimizations.gd b/tests/test_simulation_optimizations.gd
index 5de3ed8..5a8ecb4 100644
--- a/tests/test_simulation_optimizations.gd
+++ b/tests/test_simulation_optimizations.gd
@@ -78,30 +78,41 @@ func run():
         changed = Civ.coefficients(world, local_rules, id, modifiers)
         check(E.eq(changed.m.pro, E.divide(E.of("0.375"), E.maximum(1, E.add(E.of("0.375"), d)))), "Coefficient cache follows rule edits")
         var target: Dictionary = {"ethics": {}}
+        target.amount = {}
+        target.binds = {}
+        target.stats = {"total_amount": {}}
+        target.amount[id] = 60
+        target.stats.total_amount[id] = 60
         Civ.State.reconcile(world, target, rules, {id: 60})
-        target.ethics[id].m = 100
+        target.ethics[id] = {"m": 1.0, "l": 0.0, "w": 0.0, "d": 0.0, "c": 0.0, "b": 0.0}
         Civ.State.reconcile(world, target, rules, {id: 60})
-        check(E.eq(Civ.total(target.ethics[id]), 60), "Reconcile cache detects changed ethics")
+        check(E.eq(target.ethics[id].m, 1.0), "Reconcile cache detects changed ethics")
         Civ.State.reconcile(world, target, rules, {id: 120})
-        check(E.eq(Civ.total(target.ethics[id]), 120), "Reconcile cache detects changed population")
+        check(E.eq(target.ethics[id].m, 1.0), "Reconcile cache detects changed population")
+        target.amount[id] = 120
         Civ.worship(world, target, rules)
-        target.ethics[id].m = E.add(target.ethics[id].m, 5)
-        var expected: Variant = 0
+        target.ethics[id].m = 0.5
+        target.ethics[id].l = 0.5
+        var expected: float = 0.0
         for stage in rules:
             if rules[stage].worships:
                 for ethic in target.ethics[stage]:
-                    expected = E.add(expected, E.multiply(target.ethics[stage][ethic], E.of(rules[stage].ethics[ethic].worship)))
-        check(E.eq(Civ.worship(world, target, rules), expected), "Worship cache detects changed ethics")
+                    var n: float = (0.0 + target.ethics[stage][ethic]) * E.approx(E.of(rules[stage].ethics[ethic].worship))
+                    n *= E.approx(target.amount.get(stage, 0))
+                    expected += n
+        check(E.near(Civ.worship(world, target, rules), expected), "Worship cache detects changed ethics")
         var worship_rules: Dictionary = rules.duplicate(true)
         for stage in worship_rules:
             if worship_rules[stage].worships:
                 worship_rules[stage].ethics.m.worship = "0.375"
-        expected = 0
+        expected = 0.0
         for stage in worship_rules:
             if worship_rules[stage].worships:
                 for ethic in target.ethics[stage]:
-                    expected = E.add(expected, E.multiply(target.ethics[stage][ethic], E.of(worship_rules[stage].ethics[ethic].worship)))
-        check(E.eq(Civ.worship(world, target, worship_rules), expected), "Worship cache detects changed rules")
+                    var n: float = (0.0 + target.ethics[stage][ethic]) * E.approx(E.of(worship_rules[stage].ethics[ethic].worship))
+                    n *= E.approx(target.amount.get(stage, 0))
+                    expected += n
+        check(E.near(Civ.worship(world, target, worship_rules), expected), "Worship cache detects changed rules")
         world.ledger = load("res://tests/fixtures/audit_rounding_ledger.gd").new(world)
         world.speed = speed
         for i in 3: world.evolute(1.0 if speed == 1 else 0.1)
diff --git a/tests/test_stellar_rules.gd b/tests/test_stellar_rules.gd
index 03b2bfb..5fd0836 100644
--- a/tests/test_stellar_rules.gd
+++ b/tests/test_stellar_rules.gd
@@ -96,7 +96,7 @@ func run() -> void:
     check((E.eq(world.state.binds.RD.GG, 16) and E.eq(world.state.binds.RD.AB, 120)), "Planet multiplicity applied")
     check((E.eq(world.state.amount.HP, 0) and E.eq(world.state.stats.total_amount.HP, 1)), "Created planets are bound, counted once")
     var saves: Node = root.get_node("SaveManager")
-    check(E.eq(saves.validate_data({"format_version": 5, "app_version": "", "ui": {"current_page": 0}, "state": world.state}), ""), "Planet carry save validates")
+    check(E.eq(saves.validate_data({"format_version": 6, "app_version": "", "ui": {"current_page": 0}, "state": world.state}), ""), "Planet carry save validates")
     restored = fixture()
     restored.state = E.decode(bytes_to_var(var_to_bytes(E.encode(world.state))))
     world.stellar.create_planets(world.state, "RD", 37, 0, 0, E.of("0.7"))
@@ -118,7 +118,7 @@ func run() -> void:
     check((E.eq(world.state.amount.RP, 0) and E.eq(world.state.amount["C1.3"], 0)), "Inherited planets never become free")
     world.evolution.evolve_batches(world.state, E.add(lifespan, width))
     check((E.eq(world.state.binds.RD["C1.3"], 0) and E.eq(world.state.binds.TWD["C1.3"], 4)), "No planets left at extinct parent type")
-    check(E.eq(saves.validate_data({"format_version": 5, "app_version": "", "ui": {"current_page": 0}, "state": world.state}), ""), "Inherited state validates")
+    check(E.eq(saves.validate_data({"format_version": 6, "app_version": "", "ui": {"current_page": 0}, "state": world.state}), ""), "Inherited state validates")
     dispose(world)
 
     world = fixture()
@@ -158,7 +158,7 @@ func run() -> void:
     check((E.eq(world.state.amount.SN, 0) and E.eq(world.state.amount.LNS, 1)), "Supernova produces a remnant")
     check(((E.eq(world.state.amount.H, 8) and E.eq(world.state.amount.He, 50)) and E.eq(world.state.amount.Met, 11)), "Supernova returns table resources")
     check((not world.state.amount.has("blast")), "Supernova dispatches blast output")
-    check(E.eq(saves.validate_data({"format_version": 5, "app_version": "", "ui": {"current_page": 0}, "state": world.state}), ""), "Blast state validates")
+    check(E.eq(saves.validate_data({"format_version": 6, "app_version": "", "ui": {"current_page": 0}, "state": world.state}), ""), "Blast state validates")
     dispose(world)
 
     world = fixture()
diff --git a/tests/test_time.gd b/tests/test_time.gd
index 3376e2e..2674192 100644
--- a/tests/test_time.gd
+++ b/tests/test_time.gd
@@ -51,10 +51,10 @@ func run() -> void:
     for invalid in [0, E.neg(1), NAN, INF, 1e308]:
         world.evolute(invalid)
         check(E.eq(world.state, before), "Invalid/overflow interval rejected")
-    check(E.eq(saves.validate_data({"format_version": 5, "app_version": "", "ui": {"current_page": 0}, "state": world.state}), ""), "Fractional save is valid")
+    check(E.eq(saves.validate_data({"format_version": 6, "app_version": "", "ui": {"current_page": 0}, "state": world.state}), ""), "Fractional save is valid")
     var invalid_save: Dictionary = world.state.duplicate(true)
     invalid_save.time.year = E.of("0.25")
-    check(E.ne(saves.validate_data({"format_version": 5, "app_version": "", "ui": {"current_page": 0}, "state": invalid_save}), ""), "Reject inconsistent fractional clock")
+    check(E.ne(saves.validate_data({"format_version": 6, "app_version": "", "ui": {"current_page": 0}, "state": invalid_save}), ""), "Reject inconsistent fractional clock")
     dispose(world)
 
     for fps in [30, 60, 144]:
diff --git a/tests/test_world_indicators.gd b/tests/test_world_indicators.gd
index 217f8cc..a96ba78 100644
--- a/tests/test_world_indicators.gd
+++ b/tests/test_world_indicators.gd
@@ -91,7 +91,7 @@ func run() -> void:
 
     world = fixture()
     world.state.amount["C0.2"] = 1000000
-    world.state.ethics["C0.2"] = {"m": 1000000}
+    world.state.ethics["C0.2"] = {"m": 1.0, "l": 0.0, "w": 0.0, "d": 0.0, "c": 0.0, "b": 0.0}
     var baseline: Dictionary = world.state.duplicate(true)
     var advanced: Dictionary = baseline.duplicate(true)
     advanced.world_parameters.Agg = 19
@@ -108,7 +108,9 @@ func run() -> void:
     # Trends use ethical proportions and stage weights, not population magnitude.
     world = fixture()
     var rules: Dictionary = {"C2.0": {"home": "DwStar"}, "C2.1": {"home": "DwStar"}}
-    world.state.ethics = {"C2.0": {"d": 100}, "C2.1": {"d": 100}}
+    world.state.ethics = {"C2.0": {"m": 0.0, "l": 0.0, "w": 0.0, "d": 1.0, "c": 0.0, "b": 0.0}, "C2.1": {"m": 0.0, "l": 0.0, "w": 0.0, "d": 1.0, "c": 0.0, "b": 0.0}}
+    world.state.amount["C2.1"] = 10
+    world.state.binds["RD"] = {"C2.0": 10}
     var source: Dictionary = world.state.duplicate(true)
     var single: Dictionary = source.duplicate(true)
     var split: Dictionary = source.duplicate(true)
@@ -117,10 +119,17 @@ func run() -> void:
     check(E.near(single.trends.Integration, E.of("0.018")), "Trend integrates elapsed years and doubled stage weights")
     for key in Parameters.TRENDS:
         check(E.near(single.trends[key], split.trends[key]), E.add("Trend is independent of frame partition: ", key))
-    source.ethics["C2.0"].d = 1000000
+    source.ethics["C2.0"].d = 1.0
     var larger: Dictionary = world.state.duplicate(true)
+    larger.amount["C2.1"] = 1000000
+    larger.binds["RD"]["C2.0"] = 1000000
     Parameters.advance(source, larger, rules, 1000000)
     check(E.near(larger.trends.Integration, single.trends.Integration), "Population proportions determine trend influence")
+    var vacant: Dictionary = world.state.duplicate(true)
+    vacant.amount["C2.1"] = 0
+    vacant.binds["RD"]["C2.0"] = 0
+    Parameters.advance(vacant, vacant, rules, 1000000)
+    check(vacant.trends.values().all(func (value): return E.eq(value, 0)), "Empty saved ethic profiles do not generate trends")
     world.state.trends.Integration = E.of("0.99")
     Parameters.advance(source, world.state, rules, 100000000)
     check(E.eq(world.state.civilization_stats["trend:Integration"], 2), "Long steps process every crossed threshold")
@@ -133,7 +142,7 @@ func run() -> void:
     Parameters.advance(source, world.state, rules, E.of("1.0e12"))
     check((E.ge(world.state.trends.Integration, 0) and E.lt(world.state.trends.Integration, 1)), "Very large intervals finish with a valid trend fraction")
     check(E.ge(world.state.world_parameters.Agg, 1), "Repeated integration events cannot reduce aggression below the scale")
-    var payload: Dictionary = {"format_version": 5, "app_version": "test", "ui": {"current_page": 1}, "state": world.state}
+    var payload: Dictionary = {"format_version": 6, "app_version": "test", "ui": {"current_page": 1}, "state": world.state}
     var manager: Node = root.get_node("SaveManager")
     check(E.eq(manager.validate_data(payload), ""), "New parameters and trends pass save validation")
     var old: Dictionary = payload.duplicate(true)
diff --git a/world/owniverse/civilization_evolution.gd b/world/owniverse/civilization_evolution.gd
index eee0648..e1178b5 100644
--- a/world/owniverse/civilization_evolution.gd
+++ b/world/owniverse/civilization_evolution.gd
@@ -58,7 +58,7 @@ static func drift(target: Dictionary, key: String, pop: Dictionary, rows: Dictio
             weights.append(E.maximum(0, E.subtract(E.add(common, E.multiply(contributions[ETHICS.find(ethic)], 951 if colony else 195)), E.multiply(contributions[ETHICS.find(OPPOSITE[ethic])], 5 if colony else 1))))
     if E.le(QuantityMath.sum_array(weights), 0): return pop.duplicate()
     if not target.has("civilization_remainders"): target.civilization_remainders = {}
-    return QuantityMath.split_arrays(target.civilization_remainders, key, population, ETHICS, weights, 0)
+    return QuantityMath.split_arrays(target.civilization_remainders, key, population, ETHICS, weights, 0, true)
 
 static func diplomacy_rates(rows: Dictionary) -> Array:
     var signature: String = ""
@@ -188,18 +188,20 @@ static func consume_untriggered(world, target: Dictionary, plan: Dictionary, pop
 # Keeping the summation order preserves float fractional rounding exactly.
 static func worship(world, target: Dictionary, rules: Dictionary) -> Variant:
     var result: Variant = 0
+    var physical: Dictionary = world.ledger.physical_amounts(target)
     for id in rules:
         if not rules[id].worships: continue
-        var pop: Dictionary = target.ethics[id]
+        var pop: Dictionary = State.normalize_profile(target.ethics.get(id, {}))
         var coefficients: Dictionary = {}
         for ethic in pop: coefficients[ethic] = rules[id].ethics[ethic].worship
         var cached: Dictionary = world.ledger.worship_products.get(id, {})
-        if cached.is_empty() or not E.eq(cached.population, pop) or not E.eq(cached.coefficients, coefficients):
-            var products: Dictionary = {}
-            for ethic in pop: products[ethic] = E.multiply(pop[ethic], E.of(coefficients[ethic]))
-            cached = {"population": pop.duplicate(), "coefficients": coefficients, "products": products}
+        var count: Variant = physical.get(id, 0)
+        if cached.is_empty() or not E.eq(cached.population, pop) or not E.eq(cached.coefficients, coefficients) or not E.eq(cached.count, count):
+            var worship_rate: float = 0.0
+            for ethic in pop: worship_rate += (0.0 + pop[ethic]) * E.approx(E.of(coefficients[ethic]))
+            cached = {"population": pop.duplicate(), "coefficients": coefficients, "count": count, "product": E.multiply(count, worship_rate)}
             world.ledger.worship_products[id] = cached
-        for ethic in pop: result = E.add(result, cached.products[ethic])
+        result = E.add(result, cached.product)
     return result
 
 static func coefficients(world, rules: Dictionary, id: String, modifiers: Dictionary) -> Dictionary:
@@ -236,8 +238,13 @@ static func prepare(world, target: Dictionary, expired: Dictionary, year: Varian
     for id in ids:
         reconcile_ids.append(id)
         if rules[id].fights and not reconcile_ids.has(rules[id].previous): reconcile_ids.append(rules[id].previous)
+    if budget_timer != null: budget_timer.call("set_phase", "civilization_reconcile")
     State.reconcile(world, target, rules, physical, reconcile_ids)
-    var remaining: Dictionary = target.ethics.duplicate()
+    if physical.is_empty(): physical = world.ledger.physical_amounts(target)
+    var remaining: Dictionary = {}
+    for id in reconcile_ids:
+        if rules.has(id):
+            remaining[id] = State.materialize_profile(target, id, target.ethics.get(id, {}), physical.get(id, 0))
     var copied: Dictionary = {}
     var plans: Dictionary = {}
     var colonies: Array = []
@@ -247,6 +254,7 @@ static func prepare(world, target: Dictionary, expired: Dictionary, year: Varian
     if (not target.has("civilization_stats")): target.civilization_stats = {}
     ids.sort()
     for id in ids:
+        if budget_timer != null: budget_timer.call("set_phase", "civilization_stage:" + id)
         if budget_timer != null and not await budget_timer.pause(): return {}
         if ((not rules.has(id)) or expired[id].is_empty()): continue
         var plan: Dictionary = new_plan(id, year)
@@ -265,6 +273,8 @@ static func prepare(world, target: Dictionary, expired: Dictionary, year: Varian
         var settlers: Dictionary = {}
         var stage_rates: Dictionary = coefficients(world, rules, id, modifiers)
         for ethic in triggered:
+            if budget_timer != null: budget_timer.call("set_phase", "civilization_ethic:" + id)
+            if budget_timer != null and not await budget_timer.pause(): return {}
             var probability: Dictionary = stage_rates[ethic]
             var prefix: String = id + ":" + ethic
             var pro: Variant = rate(target, prefix + ":pro", triggered[ethic], probability.pro)
@@ -277,11 +287,15 @@ static func prepare(world, target: Dictionary, expired: Dictionary, year: Varian
             triggered[ethic] = E.subtract(triggered[ethic], E.add(bounded.pro, bounded.deg))
         var profile_transitions: int = world.profile_start()
         add(triggered, progress(world, target, rules, budget, plan, successes))
+        if budget_timer != null and not await budget_timer.pause(): return {}
         fall(target, plan, rules, failures)
         world.profile_end("civilization_transitions", profile_transitions)
         if rules[id].fights:
             var profile_wars: int = world.profile_start()
-            for ethic in warriors: warriors[ethic] = E.minimum(warriors[ethic], triggered[ethic])
+            for ethic in warriors:
+                if budget_timer != null: budget_timer.call("set_phase", "civilization_war:" + id)
+                if budget_timer != null and not await budget_timer.pause(): return {}
+                warriors[ethic] = E.minimum(warriors[ethic], triggered[ethic])
             var warriors_total: Variant = total(warriors)
             var triggered_total: Variant = total(triggered)
             var remaining_total: Variant = total(remaining[id])
@@ -289,30 +303,36 @@ static func prepare(world, target: Dictionary, expired: Dictionary, year: Varian
             warriors = QuantityMath.allocate_whole_with_total(warriors, wars, warriors_total)
             for ethic in warriors: triggered[ethic] = E.subtract(triggered[ethic], warriors[ethic])
             triggered_total = E.subtract(triggered_total, wars)
-            var outcomes: Dictionary = split(target, E.add(id, ":wars"), wars, {"deg": 1, "pro25": 2, "pro50": 3, "pro75": 3})
-            var win_expected: Variant = E.add(E.add(E.multiply(outcomes.get("pro25", 0), E.of("0.25")), E.multiply(outcomes.get("pro50", 0), E.of("0.5"))), E.multiply(outcomes.get("pro75", 0), E.of("0.75")))
-            var loss_expected: Variant = E.add(E.add(E.add(E.multiply(outcomes.get("deg", 0), 2), outcomes.get("pro25", 0)), E.multiply(outcomes.get("pro50", 0), E.of("1.5"))), E.multiply(outcomes.get("pro75", 0), 2))
-            var wins_requested: Variant = rate(target, E.add(id, ":wins"), win_expected, 1)
+            # Integrate the four equally weighted battle outcomes directly.
+            # Their expected coefficients are wins=17/36, deaths=1/9,
+            # total losses=29/18, and collateral=40/3 per battle. Rate
+            # remainders preserve fractional results between generations.
+            var wins_requested: Variant = rate(target, E.add(id, ":wins"), wars, E.of("17/36"))
             var winners: Dictionary = take(world, warriors, wins_requested, wars)
             var winner_total: Variant = E.floor_value(E.minimum(E.maximum(0, wins_requested), wars))
             warriors_total = E.subtract(wars, winner_total)
-            var losses_requested: Variant = rate(target, E.add(id, ":attackers_lost"), E.divide(outcomes.get("deg", 0), order), 1)
+            var deaths_expected: Variant = E.divide(wars, 9)
+            var losses_requested: Variant = rate(target, E.add(id, ":attackers_lost"), E.divide(deaths_expected, order), 1)
             var attackers_lost: Dictionary = take(world, warriors, losses_requested, warriors_total)
             var attackers_lost_total: Variant = E.floor_value(E.minimum(E.maximum(0, losses_requested), warriors_total))
             warriors_total = E.subtract(warriors_total, attackers_lost_total)
             add(triggered, progress(world, target, rules, budget, plan, winners, winner_total))
             triggered_total = total(triggered)
+            if budget_timer != null and not await budget_timer.pause(): return {}
             fall(target, plan, rules, attackers_lost)
             remaining_total = total(remaining[id])
-            var losses: Variant = E.minimum(rate(target, E.add(id, ":loss"), E.divide(loss_expected, order), 1), E.add(triggered_total, remaining_total))
+            var losses_expected: Variant = E.multiply(wars, E.of("29/18"))
+            var losses: Variant = E.minimum(rate(target, E.add(id, ":loss"), E.divide(losses_expected, order), 1), E.add(triggered_total, remaining_total))
             var sides: Dictionary = QuantityMath.allocate_whole_with_total({"due": triggered_total, "later": remaining_total}, losses, E.add(triggered_total, remaining_total))
             var victims: Dictionary = take(world, triggered, sides.due, triggered_total)
             triggered_total = E.subtract(triggered_total, sides.due)
             add(victims, consume_untriggered(world, target, plan, remaining[id], sides.later, year, remaining_total))
+            if budget_timer != null and not await budget_timer.pause(): return {}
             fall(target, plan, rules, victims)
             add(triggered, warriors)
             triggered_total = E.add(triggered_total, warriors_total)
-            var damage: Variant = rate(target, E.add(id, ":collateral"), E.divide((E.add(E.multiply(outcomes.get("pro50", 0), 10), E.multiply(outcomes.get("pro75", 0), 30))), order), 1)
+            var damage_expected: Variant = E.multiply(wars, E.of("40/3"))
+            var damage: Variant = rate(target, E.add(id, ":collateral"), E.divide(damage_expected, order), 1)
             collateral[rules[id].previous] = E.add(collateral.get(rules[id].previous, 0), damage)
             target.civilization_stats.wars = E.add(target.civilization_stats.get("wars", 0), wars)
             world.profile_end("wars", profile_wars)
@@ -333,15 +353,19 @@ static func prepare(world, target: Dictionary, expired: Dictionary, year: Varian
         var sides: Dictionary = QuantityMath.allocate_whole_with_total({"due": retry_total, "later": remaining_total}, amount, E.add(retry_total, remaining_total))
         var victims: Dictionary = take(world, retry, sides.due, retry_total)
         add(victims, consume_untriggered(world, target, plan, remaining[id], sides.later, year, remaining_total))
+        if budget_timer != null and not await budget_timer.pause(): return {}
         fall(target, plan, rules, victims)
         target.civilization_stats.collateral = E.add(target.civilization_stats.get("collateral", 0), total(victims))
     var incoming: Dictionary = {}
     var planetary: Dictionary = {}
     for id in plans:
+        if budget_timer != null: budget_timer.call("set_phase", "civilization_products:" + id)
         if budget_timer != null and not await budget_timer.pause(): return {}
         var plan: Dictionary = plans[id]
         var products: Dictionary = {}
         for destination in plan.outputs:
+            if budget_timer != null: budget_timer.call("set_phase", "civilization_drift:" + id)
+            if budget_timer != null and not await budget_timer.pause(): return {}
             var pop: Dictionary = plan.outputs[destination]
             var count: Variant = total(pop)
             if rules.has(destination):
@@ -356,7 +380,7 @@ static func prepare(world, target: Dictionary, expired: Dictionary, year: Varian
                 planetary[destination] = E.add(planetary.get(destination, 0), count)
         expired[id] = [{"amount": plan.amount, "from": plan.from, "to": E.maximum(plan.from, plan.to), "products": products}]
     world.profile_end("civilization_prepare", profile_started)
-    return {"active": true, "remaining": remaining, "incoming": incoming, "planetary": planetary, "colonies": colonies}
+    return {"active": true, "remaining": remaining, "incoming": incoming, "planetary": planetary, "colonies": colonies, "base_physical": physical.duplicate()}
 
 static func finish(world, target: Dictionary, transaction: Dictionary, year: Variant, rules: Dictionary, budget_timer: RefCounted = null) -> void:
     var profile_started: int = world.profile_start()
@@ -366,10 +390,15 @@ static func finish(world, target: Dictionary, transaction: Dictionary, year: Var
         target.civilization_stats.worship = worship(world, target, rules)
         world.profile_end("civilization_finish", profile_started)
         return
-    target.ethics = transaction.remaining
-    for id in transaction.incoming:
-        if (not target.ethics.has(id)): target.ethics[id] = {}
-        add(target.ethics[id], transaction.incoming[id])
+    var remaining: Dictionary = transaction.remaining
+    var incoming: Dictionary = transaction.incoming
+    for id in remaining:
+        var counts: Dictionary = remaining[id].duplicate()
+        add(counts, incoming.get(id, {}))
+        target.ethics[id] = State.profile_from_counts(counts)
+    for id in incoming:
+        if not remaining.has(id):
+            target.ethics[id] = State.merge_profile(target.ethics.get(id, {}), transaction.base_physical.get(id, 0), incoming[id])
     # Space civilizations that fall back to planetary stages need a stellar host.
     var physical: Dictionary = world.ledger.physical_amounts(target)
     var hosts: Dictionary = {}
@@ -399,6 +428,16 @@ static func colonize(world, target: Dictionary, colonies: Array, year: Variant,
     var requests: Dictionary = {}
     for i in colonies.size(): requests[str(i)] = total(colonies[i].population)
     var granted: Dictionary = QuantityMath.allocate_whole(requests, total(stock))
+    var additions: Dictionary = {}
+    var credit_events: Array = []
+    var batch_additions: Dictionary = {}
+    var debits: Dictionary = {}
+    var slots_by_resource: Dictionary = {}
+    for id in stock:
+        var slots: Dictionary = {"": target.amount.get(id, 0)}
+        for owner in target.binds: slots[owner] = target.binds[owner].get(id, 0)
+        slots_by_resource[id] = slots
+        debits[id] = {}
     for i in colonies.size():
         if budget_timer != null and not await budget_timer.pause(): return
         var colony: Dictionary = colonies[i]
@@ -409,21 +448,40 @@ static func colonize(world, target: Dictionary, colonies: Array, year: Variant,
         for id in targets:
             var amount: Variant = targets[id]
             if E.le(amount, 0): continue
-            var slots: Dictionary = {"": target.amount.get(id, 0)}
-            for owner in target.binds: slots[owner] = target.binds[owner].get(id, 0)
+            var slots: Dictionary = slots_by_resource[id]
             var taken: Dictionary = QuantityMath.allocate_whole(slots, amount)
-            world.batches.scale_batches(target, id, E.subtract(1, E.divide(amount, stock[id])))
             stock[id] = E.subtract(stock[id], amount)
             for owner in taken:
                 if E.le(taken[owner], 0): continue
-                if E.eq(owner, ""): target.amount[id] = E.subtract(target.amount[id], taken[owner])
-                else: target.binds[owner][id] = E.subtract(target.binds[owner][id], taken[owner])
-                var created: Variant = world.ledger.credit(target, colony.stage, taken[owner])
-                if E.ne(owner, ""):
-                    target.amount[colony.stage] = E.subtract(target.amount[colony.stage], created)
-                    target.binds[owner][colony.stage] = E.add(target.binds[owner].get(colony.stage, 0), created)
-            world.batches.append_batch(target, colony.stage, amount, year, year)
-        if (not target.ethics.has(colony.stage)): target.ethics[colony.stage] = {}
-        add(target.ethics[colony.stage], population)
+                slots[owner] = E.subtract(slots.get(owner, 0), taken[owner])
+                debits[id][owner] = E.add(debits[id].get(owner, 0), taken[owner])
+                credit_events.append({"stage": colony.stage, "owner": owner, "amount": taken[owner]})
+                batch_additions[colony.stage] = E.add(batch_additions.get(colony.stage, 0), taken[owner])
+        if not additions.has(colony.stage): additions[colony.stage] = {}
+        add(additions[colony.stage], population)
         target.civilization_stats.colonies = E.add(target.civilization_stats.get("colonies", 0), count)
+    # Commit each resource and owner once after all colonies have consumed their
+    # sequentially allocated shares. This keeps allocation order exact while
+    # avoiding repeated batch scaling and ledger mutations in the inner loop.
+    for id in debits:
+        var removed: Variant = E.subtract(physical.get(id, 0), stock[id])
+        if E.gt(physical.get(id, 0), 0):
+            world.batches.scale_batches(target, id, E.subtract(1, E.divide(removed, physical[id])))
+        for owner in debits[id]:
+            if E.eq(owner, ""):
+                target.amount[id] = E.subtract(target.amount.get(id, 0), debits[id][owner])
+            elif target.binds.has(owner):
+                target.binds[owner][id] = E.subtract(target.binds[owner].get(id, 0), debits[id][owner])
+    for event: Dictionary in credit_events:
+        var stage: String = event.stage
+        var owner: String = event.owner
+        var created: Variant = world.ledger.credit(target, stage, event.amount)
+        if E.ne(owner, ""):
+            target.amount[stage] = E.subtract(target.amount[stage], created)
+            if not target.binds.has(owner): target.binds[owner] = {}
+            target.binds[owner][stage] = E.add(target.binds[owner].get(stage, 0), created)
+    for stage in batch_additions:
+        world.batches.append_batch(target, stage, batch_additions[stage], year, year)
+    for id in additions:
+        target.ethics[id] = State.merge_profile(target.ethics.get(id, {}), physical.get(id, 0), additions[id])
     world.profile_end("colonization", profile_colonies)
diff --git a/world/owniverse/civilization_state.gd b/world/owniverse/civilization_state.gd
index 9d67a22..a9de1c4 100644
--- a/world/owniverse/civilization_state.gd
+++ b/world/owniverse/civilization_state.gd
@@ -5,11 +5,68 @@ const QuantityMath = preload("res://world/owniverse/quantity_math.gd")
 
 const ETHICS = ["m", "l", "w", "d", "c", "b"]
 
+static func empty_profile() -> Dictionary:
+    var result: Dictionary = {}
+    for ethic in ETHICS: result[ethic] = 1.0 / ETHICS.size()
+    return result
+
+static func normalize_profile(profile: Dictionary) -> Dictionary:
+    var result: Dictionary = {}
+    var total: float = 0.0
+    for ethic in ETHICS:
+        var value: float = maxf(0.0, E.approx(profile.get(ethic, 0.0)))
+        result[ethic] = value
+        total += value
+    if not is_finite(total) or total <= 0.0: return empty_profile()
+    if profile.size() == ETHICS.size() and absf(total - 1.0) <= 0.000000000001:
+        return result
+    var assigned: float = 0.0
+    for i in ETHICS.size() - 1:
+        var ethic: String = ETHICS[i]
+        result[ethic] = (0.0 + result[ethic]) / total
+        assigned += result[ethic]
+    result[ETHICS.back()] = maxf(0.0, 1.0 - assigned)
+    return result
+
+static func profile_from_counts(population: Dictionary) -> Dictionary:
+    var total: Variant = QuantityMath.sum(population)
+    if E.le(total, 0): return empty_profile()
+    var profile: Dictionary = {}
+    for ethic in ETHICS:
+        profile[ethic] = E.approx(E.divide(population.get(ethic, 0), total))
+    return normalize_profile(profile)
+
+static func materialize_profile(target: Dictionary, id: String, profile: Dictionary, count: Variant) -> Dictionary:
+    var normalized: Dictionary = normalize_profile(profile)
+    if not target.has("civilization_remainders"): target.civilization_remainders = {}
+    var shares: Array = []
+    for ethic in ETHICS: shares.append(normalized[ethic])
+    var result: Dictionary = QuantityMath.split_profile(target.civilization_remainders, "profile:" + id, count, ETHICS, shares)
+    for ethic in ETHICS:
+        if not result.has(ethic): result[ethic] = 0
+    return result
+
+static func merge_profile(base: Dictionary, base_count: Variant, incoming: Dictionary) -> Dictionary:
+    var incoming_count: Variant = QuantityMath.sum(incoming)
+    return merge_profiles(base, base_count, profile_from_counts(incoming), incoming_count)
+
+static func merge_profiles(base: Dictionary, base_count: Variant, incoming_profile: Dictionary, incoming_count: Variant) -> Dictionary:
+    var total: Variant = E.add(base_count, incoming_count)
+    if E.le(total, 0): return empty_profile()
+    var base_ratio: float = E.approx(E.divide(base_count, total)) if E.gt(base_count, 0) else 0.0
+    var incoming_ratio: float = E.approx(E.divide(incoming_count, total)) if E.gt(incoming_count, 0) else 0.0
+    var normalized_base: Dictionary = normalize_profile(base)
+    var result: Dictionary = {}
+    for ethic in ETHICS:
+        var incoming_share: float = E.approx(incoming_profile.get(ethic, 0.0)) if E.gt(incoming_count, 0) else 0.0
+        result[ethic] = (0.0 + normalized_base[ethic]) * base_ratio + incoming_share * incoming_ratio
+    return normalize_profile(result)
+
 static func is_space_civilization(id: String, rules: Dictionary) -> bool:
     return (rules.has(id) and E.ne(str(rules[id].home), ""))
 
-# Preserve any existing ethics. New populations start equally distributed;
-# reductions (including blasts) are proportional and never leave negative counts.
+# Keep one six-value float profile per stage. Absolute population remains in
+# the exact physical object ledger and is materialized only when a transition needs it.
 static func reconcile(world, target: Dictionary, rules: Dictionary, physical: Dictionary = {}, only_ids: Array = []) -> void:
     if (not target.has("ethics")):
         target.ethics = {}
@@ -19,22 +76,10 @@ static func reconcile(world, target: Dictionary, rules: Dictionary, physical: Di
     for id in ids:
         if not rules.has(id): continue
         var count: Variant = physical.get(id, 0)
-        var current: Dictionary = target.ethics.get(id, {})
+        var current: Dictionary = normalize_profile(target.ethics.get(id, {}))
         var cached: Dictionary = world.ledger.reconciled_ethics.get(id, {})
         if not cached.is_empty() and E.eq(cached.count, count) and E.eq(cached.population, current):
             continue
-        var total: Variant = 0
-        for ethic in ETHICS:
-            current[ethic] = E.maximum(0, current.get(ethic, 0))
-            total = E.add(total, current[ethic])
-        if E.gt(total, count):
-            current = QuantityMath.allocate_whole(current, count)
-        elif E.lt(total, count):
-            var missing: Variant = E.subtract(count, total)
-            var base: Variant = E.floor_value(E.divide(missing, ETHICS.size()))
-            var rest: int = E.integer(E.subtract(missing, E.multiply(base, ETHICS.size())))
-            for i in ETHICS.size():
-                current[ETHICS[i]] = E.add(current[ETHICS[i]], E.add(base, ((1 if E.lt(i, rest) else 0))))
         target.ethics[id] = current
         world.ledger.reconciled_ethics[id] = {"count": count, "population": current.duplicate()}
 
@@ -115,6 +160,7 @@ static func enforce_capacity(world, target: Dictionary, rules: Dictionary, year:
     detach_space_civilizations(target, rules)
     var physical: Dictionary = world.ledger.physical_amounts(target)
     reconcile(world, target, rules, physical)
+    var ethical_totals: Dictionary = physical.duplicate()
     var budget: Dictionary = stellar_budget(world, target, rules, physical)
     var remaining: Dictionary = budget.capacity.duplicate()
     var remaining_homes: Dictionary = budget.habitats.capacity.duplicate()
@@ -141,12 +187,13 @@ static func enforce_capacity(world, target: Dictionary, rules: Dictionary, year:
         target.amount[id] = supported
         world.ledger.credit(target, previous, excess)
         world.batches.append_batch(target, previous, excess, year, year)
-        var removed: Dictionary = QuantityMath.allocate_whole(target.ethics[id], excess)
-        if (not target.ethics.has(previous)):
-            target.ethics[previous] = {}
-        for ethic in ETHICS:
-            target.ethics[id][ethic] = E.subtract(target.ethics[id][ethic], removed[ethic])
-            target.ethics[previous][ethic] = E.add(target.ethics[previous].get(ethic, 0), removed[ethic])
+        var previous_count: Variant = ethical_totals.get(previous, physical.get(previous, target.amount.get(previous, 0)))
+        var previous_profile: Dictionary = target.ethics.get(previous, empty_profile())
+        var source_profile: Dictionary = target.ethics.get(id, empty_profile())
+        target.ethics[previous] = merge_profiles(previous_profile, previous_count, source_profile, excess)
+        ethical_totals[id] = supported
+        ethical_totals[previous] = E.add(previous_count, excess)
+        # Capacity losses are proportional, so the surviving source keeps its profile.
         if E.eq(previous, "C1.9"):
             var stars: Dictionary = {}
             var current_physical: Dictionary = world.ledger.physical_amounts(target)
diff --git a/world/owniverse/evolution_coordinator.gd b/world/owniverse/evolution_coordinator.gd
index 793fb9d..8a18b9c 100644
--- a/world/owniverse/evolution_coordinator.gd
+++ b/world/owniverse/evolution_coordinator.gd
@@ -30,10 +30,12 @@ func evolute_to_datetime(datetime: Variant, clock: Dictionary = {}, budget: RefC
     # Fractional frame updates cannot change capacity or populations.
     var processed_year: Variant = SimulationTime.processed_year(datetime)
     if E.gt(processed_year, world.state.time.year):
+        if budget != null: budget.call("set_phase", "initialize_life_batches")
         var profile_initialize: int = world.profile_start()
         initialize_life_batches()
         world.profile_end("initialize", profile_initialize)
     var previous: Dictionary = world.state
+    if budget != null: budget.call("set_phase", "deep_copy_and_coarsen")
     var next: Dictionary = previous.duplicate_deep()
     next.version = SimulationTime.STATE_VERSION
     next.speed = clampi(E.integer(previous.speed), 1, Global.SPEED_LIMIT)
@@ -87,6 +89,7 @@ func evolve_batch_generation(target: Dictionary, to_year: Variant, completed: Di
     # Apply direct completions at the original next-generation boundary, so
     # binding transfers, the blast environment and capacity checks keep order.
     if budget != null and not await budget.pause(): return false
+    if budget != null: budget.call("set_phase", "generation_setup_and_withdrawal")
     var completed_now: Dictionary = completed.duplicate()
     completed.clear()
     if context.is_empty():
@@ -132,7 +135,9 @@ func evolve_batch_generation(target: Dictionary, to_year: Variant, completed: Di
     var fractions: Dictionary = {}
     var outputs: Dictionary = {}
     var current_quantities: Dictionary = quantities
+    if budget != null: budget.call("set_phase", "civilization_stellar_budget")
     var star_budget: Dictionary = CivilizationState.stellar_budget(world, target, Global.CivilizationRules, current_quantities)
+    if budget != null: budget.call("set_phase", "civilization_prepare")
     var civilization_transaction: Dictionary = await CivilizationEvolution.prepare(world, target, expired, to_year, star_budget, Global.CivilizationRules, current_quantities, budget, expired_totals)
     if budget != null and budget.cancelled: return false
     var profile_products: int = world.profile_start()
@@ -166,6 +171,7 @@ func evolve_batch_generation(target: Dictionary, to_year: Variant, completed: Di
         affected[id] = true
         for held in target.binds.get(id, {}): affected[held] = true
         for successor in outputs[id]: affected[successor] = true
+    if budget != null: budget.call("set_phase", "transfer_evolution")
     var incoming: Dictionary = world.ledger.transfer_evolution(target, fractions, outputs)
 
     var new_owners: Dictionary = {}
@@ -177,6 +183,7 @@ func evolve_batch_generation(target: Dictionary, to_year: Variant, completed: Di
     # blast retain the original snapshot before crediting newborn populations.
     var environment: Dictionary = world.environment.stellar_environment(target) if E.gt(blast_power, 0) else {}
     var resolution: Variant = world.batches.temporal_resolution(target)
+    if budget != null: budget.call("set_phase", "transfer_and_newborns")
     for id in expired:
         for part : Dictionary in expired[id]:
             for successor in part.products:
@@ -214,6 +221,7 @@ func evolve_batch_generation(target: Dictionary, to_year: Variant, completed: Di
                 world.profile_end("newborn_batches", profile_newborn)
                 new_owners[successor] = E.add(new_owners.get(successor, 0), amount)
     world.ledger.accept_transfers(target, incoming)
+    if budget != null: budget.call("set_phase", "finish_and_capacity")
     world.ledger.bind_new_owners(target, new_owners)
     for owner in new_owners:
         for resource in world.catalog.entities[owner].bind:
diff --git a/world/owniverse/frame_budget.gd b/world/owniverse/frame_budget.gd
index 5eeb77e..d44942a 100644
--- a/world/owniverse/frame_budget.gd
+++ b/world/owniverse/frame_budget.gd
@@ -5,18 +5,32 @@ var slice_usec: int = 40000
 var deadline: int
 var cancelled: bool = false
 var waiting_usec: int = 0
+var checkpoint_usec: int = 0
+var max_slice_usec: int = 0
+var max_slice_phase: String = "startup"
+var phase: String = "startup"
 
 func _init(scene_tree: SceneTree, milliseconds: int = 40):
     tree = scene_tree
     slice_usec = milliseconds * 1000
     deadline = Time.get_ticks_usec() + slice_usec
+    checkpoint_usec = deadline - slice_usec
+
+func set_phase(value: String) -> void:
+    phase = value
 
 func pause() -> bool:
     var keep_alive: RefCounted = self
     if cancelled: return false
+    var now: int = Time.get_ticks_usec()
+    var work_usec: int = now - checkpoint_usec
+    if work_usec > max_slice_usec:
+        max_slice_usec = work_usec
+        max_slice_phase = phase
     if Time.get_ticks_usec() >= deadline:
         var waiting_from: int = Time.get_ticks_usec()
         await tree.process_frame
         keep_alive.waiting_usec += Time.get_ticks_usec() - waiting_from
         deadline = Time.get_ticks_usec() + slice_usec
+    checkpoint_usec = Time.get_ticks_usec()
     return not keep_alive.cancelled
diff --git a/world/owniverse/quantity_math.gd b/world/owniverse/quantity_math.gd
index dc11599..1d5bda7 100644
--- a/world/owniverse/quantity_math.gd
+++ b/world/owniverse/quantity_math.gd
@@ -123,11 +123,69 @@ static func sum(pop: Dictionary) -> Variant:
 
 static var _split_keys: Dictionary = {}
 
+## Split a whole population using normalized float shares. Quantizing the six
+## shares to 15 decimal places matches their stored float precision, while the
+## integer denominator avoids a second expensive exact normalization pass.
+static func split_profile(remainders: Dictionary, key: String, count: Variant, ids: Array, shares: Array) -> Dictionary:
+    var result: Dictionary = {}
+    if E.le(count, 0): return result
+    assert(E.eq(count, E.floor_value(count)) and ids.size() == shares.size() and not ids.is_empty())
+    const SCALE: int = 1000000000000000
+    var weights: Array = []
+    var assigned_weight: int = 0
+    for i in ids.size() - 1:
+        var weight: int = clampi(roundi(clampf(float(shares[i]), 0.0, 1.0) * SCALE), 0, SCALE)
+        weights.append(weight)
+        assigned_weight += weight
+    var last_weight: int = SCALE - assigned_weight
+    if last_weight < 0:
+        var excess: int = -last_weight
+        for i in range(weights.size() - 1, -1, -1):
+            var reduction: int = mini(excess, weights[i])
+            weights[i] -= reduction
+            excess -= reduction
+            if excess == 0: break
+        last_weight = 0
+    weights.append(last_weight)
+    var cached: Dictionary = _split_keys.get(key, {})
+    if cached.is_empty() or cached.ids != ids:
+        var keys: Array = []
+        for id in ids: keys.append(key + ":" + str(id))
+        if _split_keys.size() >= 512: _split_keys.clear()
+        cached = {"ids": ids.duplicate(), "keys": keys}
+        _split_keys[key] = cached
+    var expected: Array = E.mul_div_many(count, weights, SCALE)
+    var rests: Array = []
+    var order: Array = []
+    var total: Variant = 0
+    for i in ids.size():
+        expected[i] = E.add(expected[i], remainders.get(cached.keys[i], 0))
+        result[ids[i]] = E.floor_value(E.maximum(0, expected[i]))
+        total = E.add(total, result[ids[i]])
+        rests.append(E.subtract(expected[i], result[ids[i]]))
+        order.append(i)
+    order.sort_custom(func(a: int, b: int) -> bool: return E.gt(rests[a], rests[b]) if E.ne(rests[a], rests[b]) else str(ids[a]) < str(ids[b]))
+    if E.lt(total, count):
+        for i in order:
+            if E.ge(total, count): break
+            result[ids[i]] = E.add(result[ids[i]], 1)
+            total = E.add(total, 1)
+    elif E.gt(total, count):
+        order.reverse()
+        for i in order:
+            if E.le(total, count): break
+            if E.le(result[ids[i]], 0): continue
+            result[ids[i]] = E.subtract(result[ids[i]], 1)
+            total = E.subtract(total, 1)
+    for i in ids.size():
+        remainders[cached.keys[i]] = E.clamp_value(E.subtract(expected[i], result[ids[i]]), E.neg(1), 1)
+    return result
+
 static func split(remainders: Dictionary, key: String, count: Variant, weights: Dictionary) -> Dictionary:
     if E.le(count, 0): return {}
     return split_arrays(remainders, key, count, weights.keys(), weights.values())
 
-static func split_arrays(remainders: Dictionary, key: String, count: Variant, ids: Array, weights: Array, population_factor: int = 0) -> Dictionary:
+static func split_arrays(remainders: Dictionary, key: String, count: Variant, ids: Array, weights: Array, population_factor: int = 0, skip_conserved_identity: bool = false) -> Dictionary:
     var result: Dictionary = {}
     if E.le(count, 0): return result
     var sum_weights: Variant = 0
@@ -177,7 +235,7 @@ static func split_arrays(remainders: Dictionary, key: String, count: Variant, id
     # Fractional identity ratios still round-trip through parts/make in the
     # original algorithm. Retain them to preserve ties and saved errors exactly.
     var normalized: Array = positives
-    if E.gt(positive_sum, 0) and (E.ne(positive_sum, count) or not whole_quotas):
+    if E.gt(positive_sum, 0) and (E.ne(positive_sum, count) or (not whole_quotas and not (skip_conserved_identity and E.eq(positive_sum, count)))):
         normalized = E.mul_div_many(count, positives, positive_sum)
     var order: Array = []
     var rests: Array = []
diff --git a/world/owniverse/world_parameters.gd b/world/owniverse/world_parameters.gd
index b7d8914..7a0fc6e 100644
--- a/world/owniverse/world_parameters.gd
+++ b/world/owniverse/world_parameters.gd
@@ -62,16 +62,26 @@ static func advance(previous: Dictionary, target: Dictionary, rules: Dictionary,
     for id in rules:
         if E.ne(str(rules[id].home), ""): stages.append(id)
     stages.sort()
+    # Profiles remain in the save after a stage becomes empty. Only living
+    # populations (including populations bound to a host object) contribute.
+    var populated: Dictionary = {}
+    var amounts: Dictionary = previous.get("amount", {})
+    for id in stages:
+        if E.gt(amounts.get(id, 0), 0): populated[id] = true
+    for owner in previous.get("binds", {}):
+        for id in previous.binds[owner]:
+            if rules.has(id) and E.ne(str(rules[id].home), "") and E.gt(previous.binds[owner][id], 0):
+                populated[id] = true
     var weight: Variant = 1
     for id in stages:
+        if not populated.has(id):
+            weight = E.multiply(weight, 2)
+            continue
         var population: Dictionary = previous.get("ethics", {}).get(id, {})
-        var count: Variant = 0
-        for n in population.values(): count = E.add(count, n)
-        if E.gt(count, 0):
-            for ethic in population:
-                var proportion: Variant = E.divide(population[ethic], count)
-                for i in TRENDS.size():
-                    rates[i] = E.add(rates[i], E.multiply(E.multiply(proportion, WEIGHTS[ethic][i]), weight))
+        for ethic in population:
+            var proportion: float = maxf(0.0, float(population[ethic]))
+            for i in TRENDS.size():
+                rates[i] = E.add(rates[i], E.multiply(E.multiply(proportion, WEIGHTS[ethic][i]), weight))
         weight = E.multiply(weight, 2)
     for i in TRENDS.size():
         var name: String = TRENDS[i]