============================= test session starts ==============================
platform darwin -- Python 3.14.2, pytest-9.0.2, pluggy-1.6.0 -- [LOCAL_WORKSPACE]/KINDYNOS/KINDYNOS APPS/KINDYNOS_Risk_Apps 2/CRIS - Cyber Risk Intelligence/cris_unified 2/venv/bin/python
cachedir: .pytest_cache
rootdir: [LOCAL_WORKSPACE]/KINDYNOS/KINDYNOS APPS/KINDYNOS_Risk_Apps 2/CRIS - Cyber Risk Intelligence/cris_unified 2
plugins: anyio-4.12.1
collecting ... collected 17 items

tests/test_cris_signal_contract.py::TestRiskSignalContract::test_demo_signal_has_all_required_fields PASSED [  5%]
tests/test_cris_signal_contract.py::TestRiskSignalContract::test_emit_signal_has_all_required_fields PASSED [ 11%]
tests/test_cris_signal_contract.py::TestRiskSignalContract::test_source_app_is_cris PASSED [ 17%]
tests/test_cris_signal_contract.py::TestRiskSignalContract::test_domain_id_is_cyber PASSED [ 23%]
tests/test_cris_signal_contract.py::TestDeterministicHashing::test_demo_signal_hash_stable PASSED [ 29%]
tests/test_cris_signal_contract.py::TestDeterministicHashing::test_demo_signal_input_hash_stable PASSED [ 35%]
tests/test_cris_signal_contract.py::TestDeterministicHashing::test_demo_signal_output_hash_stable PASSED [ 41%]
tests/test_cris_signal_contract.py::TestDeterministicHashing::test_different_inputs_produce_different_hashes PASSED [ 47%]
tests/test_cris_signal_contract.py::TestLevelMapping::test_level_mapping[low-NORMAL] PASSED [ 52%]
tests/test_cris_signal_contract.py::TestLevelMapping::test_level_mapping[medium-ELEVATED] PASSED [ 58%]
tests/test_cris_signal_contract.py::TestLevelMapping::test_level_mapping[high-SEVERE] PASSED [ 64%]
tests/test_cris_signal_contract.py::TestLevelMapping::test_level_mapping[critical-CRITICAL] PASSED [ 70%]
tests/test_cris_signal_contract.py::TestLevelMapping::test_unknown_level_defaults_to_elevated PASSED [ 76%]
tests/test_cris_signal_contract.py::TestModelVersionAndDataset::test_model_version_id_non_empty PASSED [ 82%]
tests/test_cris_signal_contract.py::TestModelVersionAndDataset::test_dataset_snapshot_hash_non_empty PASSED [ 88%]
tests/test_cris_signal_contract.py::TestModelVersionAndDataset::test_model_version_id_in_emitted_signal PASSED [ 94%]
tests/test_cris_signal_contract.py::TestModelVersionAndDataset::test_dataset_snapshot_hash_in_emitted_signal PASSED [100%]

============================== 17 passed in 0.03s ==============================
==========================================================================
CRIS  PoissonCyberModel  —  MLE rate fit on synthetic 12-month series
==========================================================================
interpreter : [LOCAL_WORKSPACE]/KINDYNOS/KINDYNOS APPS/KINDYNOS_Risk_Apps 2/DEFIANT - Decentrralized Finance Intelligence/backend/venv/bin/python
numpy       : 2.4.3
scipy.stats : poisson.pmf (scipy present)

synthetic monthly incident series (12 months):
   [2, 4, 3, 5, 1, 6, 3, 4, 7, 2, 5, 4]
  total incidents = 46  over 12 unit months

RESULTS
--------------------------------------------------------------------------
fitted lambda (MLE, events/month)      = 3.8333333333
E[events | 3-month horizon]            = 11.5000000000
P(exactly 5 events | 3-month horizon)  = 0.0169793638
P(>= 10 events | 3-month horizon)      = 0.7112054605
--------------------------------------------------------------------------
[ref] P(exactly 5 | 1-month)           = 0.1492471918
[ref] P(>= 10 | 1-month)               = 0.0061466059
==========================================================================