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from __future__ import annotations
from collections.abc import Callable
from datetime import UTC, datetime, timedelta
from typing import TYPE_CHECKING, Any
from uuid import uuid4
import pytest
from pydantic import PostgresDsn
from generalresearch.grliq.managers.forensic_data import (
GrlIqDataManager,
)
from generalresearch.grliq.managers.forensic_results import (
GrlIqCategoryResultsReader,
)
from generalresearch.grliq.models.forensic_data import GrlIqData
from generalresearch.grliq.models.forensic_result import (
GrlIqCheckerResults,
GrlIqForensicCategoryResult,
)
from generalresearch.pg_helper import PostgresConfig
if TYPE_CHECKING:
from generalresearch.config import GRLBaseSettings
from generalresearch.grliq.managers.forensic_events import (
GrlIqEventManager,
)
# --- Assets ---
@pytest.fixture(scope="function")
def mnt_grliq_archive_dir(settings: GRLBaseSettings) -> str | None:
return settings.mnt_grliq_archive_dir
@pytest.fixture(scope="session")
def grliq_db(postgres_instance: PostgresDsn) -> PostgresConfig:
# TODO: This will need to specificy a different DATABASE on the
# Postgres SERVER. That selection process will also need to
# selectively migrate only the tables from grliq
return PostgresConfig(
dsn=postgres_instance,
connect_timeout=1,
statement_timeout=5,
)
# --- GRLIQ Data ---
@pytest.fixture(scope="session")
def grliq_data_manager(grliq_db: PostgresConfig) -> GrlIqDataManager:
assert grliq_db.dsn.path
assert "/unittest-" in grliq_db.dsn.path
return GrlIqDataManager(postgres_config=grliq_db)
@pytest.fixture(scope="session")
def grliq_dm(grliq_data_manager: GrlIqDataManager) -> GrlIqDataManager:
return grliq_data_manager
@pytest.fixture
def grliq_data_factory(
grliq_data_manager: GrlIqDataManager, grliq_data_list: list[dict[str, Any]]
) -> Callable[..., GrlIqData]:
def _inner(
save: bool = True,
is_attempt_allowed: bool = True,
product_id: str | None = None,
product_user_id: str | None = None,
uuid: str | None = None,
mid: str | None = None,
created_at: datetime | None = None,
) -> GrlIqData:
"""
Creates a dummy record in the db with a GrlIqData (data), GrlIqCheckerResults (result_data),
and GrlIqForensicCategoryResult (category_results)
:param is_attempt_allowed: Whether the attempt is allowed.
:param product_id: product_id of user
:param product_user_id: product_user_id of user
:param uuid: uuid for the grliq data record
:param mid: the thl_session:uuid / mid for the attempt.
:return:
"""
if save:
res: dict = grliq_data_list[int(is_attempt_allowed)]
product_id = product_id or uuid4().hex
product_user_id = product_user_id or uuid4().hex
uuid = uuid or uuid4().hex
mid = mid or uuid4().hex
created_at = created_at or datetime.now(tz=UTC)
res["data"].product_id = product_id
res["data"].product_user_id = product_user_id
res["data"].uuid = uuid
res["data"].mid = mid
res["data"].created_at = created_at
res["result_data"].uuid = uuid
res["category_result"].uuid = uuid
return grliq_data_manager.create(
iq_data=res["data"],
result_data=res["result_data"],
category_result=res["category_result"],
fraud_score=res["category_result"].fraud_score,
is_attempt_allowed=res["category_result"].is_attempt_allowed(),
)
else:
raise ValueError("Unsaved GRLIQ Data not supported yet")
return _inner
@pytest.fixture(scope="function")
def grliq_data(grliq_data_list: list[dict[str, Any]]) -> GrlIqData:
g: GrlIqData = grliq_data_list[1]["data"]
g.id = None
g.uuid = uuid4().hex
g.created_at = datetime.now(tz=UTC)
g.timestamp = g.created_at - timedelta(seconds=10)
return g
@pytest.fixture(scope="function")
def unsaved_grliq_data(grliq_data_list: list[dict[str, Any]]) -> GrlIqData:
raise ValueError("Not supported")
# --- GRLIQ Event ---
@pytest.fixture(scope="session")
def grliq_event_manager(grliq_db: PostgresConfig) -> GrlIqEventManager:
assert grliq_db.dsn.path
assert "/unittest-" in grliq_db.dsn.path
from generalresearch.grliq.managers.forensic_events import (
GrlIqEventManager,
)
return GrlIqEventManager(postgres_config=grliq_db)
@pytest.fixture(scope="session")
def grliq_em(grliq_event_manager: GrlIqEventManager) -> GrlIqEventManager:
return grliq_event_manager
# --- GRLIQ Category Results Reader ---
@pytest.fixture(scope="session")
def grliq_category_results_reader(
grliq_db: PostgresConfig,
) -> GrlIqCategoryResultsReader:
assert grliq_db.dsn.path
assert "/unittest-" in grliq_db.dsn.path
return GrlIqCategoryResultsReader(postgres_config=grliq_db)
@pytest.fixture(scope="session")
def grliq_crr(
grliq_category_results_reader: GrlIqCategoryResultsReader,
) -> GrlIqCategoryResultsReader:
return grliq_category_results_reader
# === Models ===
# === Miscellaneous ===
@pytest.fixture(scope="session")
def grliq_data_list() -> list[dict[str, Any]]:
return [
{
"data": GrlIqData.model_validate_json(
"""{"mid": "3722ed29314940fabd37b42d808dcf5a", "uuid": "b11441da5a854dfbb8401d4c32e56db5", "phase": "offerwall-enter", "events": null, "vendor": "Google Inc.", "app_name": "Netscape", "calendar": "gregory", "language": "en-US", "platform": "Linux x86_64", "timezone": "America/Mexico_City", "client_ip": "131.196.250.250", "timestamp": "2025-02-27T16:05:34-06:00", "webrtc_ip": "131.196.250.250", "created_at": "2025-02-27T22:05:35.370589Z", "language_2": "en-US", "language_3": null, "platform_2": "Linux x86_64", "platform_3": null, "prefetched": true, "product_id": "d0606a0b5d034a8d81b1e3579d1f76fd", "webgl_flag": true, "webgl_hash": "da27e1b9b660057a3f5e185d3f5deabe", "canvas_hash": "14ed764326ec454d976c322261d99f16", "color_gamut": "3", "country_iso": "mx", "inner_width": 612, "outer_width": 1813, "product_sub": "20030107", "audio_codecs": "1,1,1,1,1,3,1,3,1,3,3,1,1,3,3,3,3,1,3,3,3,2,1,1", "cookie_check": "", "graphics_api": "WebKit WebGL", "inner_height": 1174, "mouse_events": null, "ontouchstart": false, "outer_height": 1261, "plugins_hash": "4c05fa2f766a444d4f253ead792c8b0e|2", "screen_width": 2560, "video_codecs": "1,3,3,3,3,3,3,3,3,3,1,1,1,1,1,1,3,1,1,1,3,3,1", "webgl_hash_2": "fc73fd5db75e2c36222fe34251be3971", "webrtc_error": false, "window_opera": false, "battery_level": 0.9, "canvas_hash_2": "bd11ebbf5c26fd20e0217820b4159752", "dynamic_range": false, "error_message": "Cannot read", "forced_colors": false, "math_result_1": "1.9275814160560204e-50", "math_result_2": "1.6182817135715877", "screen_height": 1440, "webgl_check_1": true, "webgl_context": "webgl2", "window_chrome": true, "connection_rtt": 150, "history_length": 16, "user_agent_str": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/131.0.0.0 Safari/537.36", "web_sql_exists": false, "calender_locale": "en-US", "connection_type": "", "inverted_colors": true, "navigator_brave": false, "product_user_id": "d1d55df1-959e-4740-b77c-fa1f4fc457ae", "request_headers": {"host": "test", "accept": "*/*", "connection": "keep-alive", "user-agent": "python-httpx/0.27.0", "content-length": "3646", "accept-encoding": "gzip, deflate", "x-forwarded-for": "131.196.250.250"}, "timezone_offset": 360, "webrtc_local_ip": "50486637-6b64-4812-b10a-0a75337c31bd.local", "battery_charging": true, "client_ip_detail": {"continent_code": "EU", "continent_name": "Europe", "country_name": "France", "is_in_european_union": true, "ip": "131.196.250.250", "isp": null, "latitude": null, "city_name": null, "longitude": null, "time_zone": null, "user_type": null, "country_iso": "mx", "postal_code": null, "is_anonymous": null, "accuracy_radius": null, "static_ip_score": null, "subdivision_1_iso": null, "subdivision_2_iso": null, "subdivision_1_name": null, "subdivision_2_name": null, "registered_country_iso": null}, "max_touch_points": 0, "numbering_system": "latn", "path_fingerprint": 3252, "prefers_contrast": "0", "rendering_engine": "WebKit", "timezone_success": "pass", "user_agent_hints": {"model": null, "brands": [{"brand": "Google Chrome", "version": "131"}, {"brand": "Chromium", "version": "131"}, {"brand": "Not_A Brand", "version": "24"}], "mobile": false, "bitness": "64", "platform": "Linux", "brands_full": [{"brand": "Google Chrome", "version": "131.0.6778.204"}, {"brand": "Chromium", "version": "131.0.6778.204"}, {"brand": "Not_A Brand", "version": "24.0.0.0"}], "architecture": "x86", "platform_version": "6.2.0"}, "user_agent_str_2": null, "webgl_extensions": "EXT_clip_control|EXT_color_buffer_float|EXT_color_buffer_half_float|EXT_conservative_depth|EXT_depth_clamp|EXT_disjoint_timer_query_webgl2|EXT_float_blend|EXT_polygon_offset_clamp|EXT_render_snorm|EXT_texture_compression_bptc|EXT_texture_compression_rgtc|EXT_texture_filter_anisotropic|EXT_texture_mirror_clamp_to_edge|EXT_texture_norm16|KHR_parallel_shader_compile|NV_shader_noperspective_interpolation|OES_draw_buffers_indexed|OES_sample_variables|OES_shader_multisample_interpolation|OES_texture_float_linear|OVR_multiview2|WEBGL_blend_func_extended|WEBGL_clip_cull_distance|WEBGL_compressed_texture_astc|WEBGL_compressed_texture_etc|WEBGL_compressed_texture_etc1|WEBGL_compressed_texture_s3tc|WEBGL_compressed_texture_s3tc_srgb|WEBGL_debug_renderer_info|WEBGL_debug_shaders|WEBGL_lose_context|WEBGL_multi_draw|WEBGL_polygon_mode|WEBGL_provoking_vertex|WEBGL_stencil_texturing", "webrtc_ip_detail": {"continent_code": "EU", "continent_name": "Europe", "country_name": "France", "is_in_european_union": true, "ip": "131.196.250.250", "isp": null, "latitude": null, "city_name": null, "longitude": null, "time_zone": null, "user_type": null, "country_iso": "mx", "postal_code": null, "is_anonymous": null, "accuracy_radius": null, "static_ip_score": null, "subdivision_1_iso": null, "subdivision_2_iso": null, "subdivision_1_name": null, "subdivision_2_name": null, "registered_country_iso": null}, "chrome_extensions": "", "execution_time_ms": 371.0999999642372, "graphics_renderer": "WebGL 2.0 (OpenGL ES 3.0 Chromium)", "keyboard_detected": true, "mime_types_length": 2, "request_fs_exists": true, "audio_context_flag": "pass", "audio_context_hash": "9307303774dec3248c18a939392090da", "canvas_fingerprint": 258, "canvas_pixel_check": false, "device_pixel_ratio": 1.0, "indexedDbData_blob": true, "navigator_keys_len": 79, "no_edge_pdf_plugin": false, "screen_avail_width": 2560, "webdriver_detected": false, "window_orientation": 0, "connection_downlink": 10.0, "navigator_webdriver": false, "non_native_function": false, "screen_avail_height": 1400, "supported_fonts_str": "72|768|262144|1073741824|0|0|540672|73728|7340032|1342177280|117446656|256|16|0|543|4290797636|1677723648|4168998400|0|1048576|262144|268500994|1342177280|262144|125829376|37888000|0|435363842|0|2147483648|109543424|1880099872|268435471", "text_2d_fingerprint": "bfcce91c9e71d11af7b14dbee4c75f83", "webrtc_is_supported": "pass", "canvas_support_level": "full", "do_not_track_enabled": "1", "hardware_concurrency": 12, "keyboard_layout_size": 48, "prefers_color_scheme": false, "webgl_max_anisotropy": 16, "battery_charging_time": 0.0, "browser_by_properties": "c", "eval_to_string_length": 33, "performance_loop_time": 0.09999996423721313, "session_storage_check": "pass", "unmasked_vendor_webgl": "Google Inc. (Intel)", "hardware_concurrency_2": 12, "hardware_concurrency_3": null, "localStorage_available": true, "memory_jsHeapSizeLimit": 4294705152, "mozilla_web_app_exists": false, "navigator_deviceMemory": 8.0, "navigator_java_enabled": false, "prefers_reduced_motion": false, "storage_estimate_quota": 1178717110272, "webdriver_detected_msg": "", "window_active_x_object": false, "window_external_exists": true, "color_depth_pixel_depth": "24-24", "indexedDbData_available": true, "navigator_cookieEnabled": true, "unmasked_renderer_webgl": "ANGLE (Intel, Mesa Intel(R) Graphics (RPL-P), OpenGL 4.6)", "battery_discharging_time": 0.0, "connection_effectiveType": "4g", "non_native_function_flag": "", "speech_synthesis_voice_1": "Google Bahasa Indonesia", "window_client_information": true, "audio_compressor_reduction": 20.538288116455078, "navigator_mediaDevices_len": 3, "audio_intensity_fingerprint": 124.04347527516074, "speech_synthesis_voice_hash": "8010ee3313813de521e48e63bd5a6f13", "microsoft_credentials_exists": false, "window_installTrigger_exists": false, "speech_synthesis_voices_count": 19, "webgl_shading_language_version": "WebGL GLSL ES 3.00 (OpenGL ES GLSL ES 3.0 Chromium)", "error_message_stack_access_count": 0, "speech_synthesis_avail_voices_count": 19, "error_message_stack_access_count_worker": 0}"""
),
"result_data": GrlIqCheckerResults.model_validate_json(
"""{"uuid": "b11441da5a854dfbb8401d4c32e56db5", "check_codecs": {"score": 0}, "check_timezone": {"score": 0}, "check_timestamp": {"score": 0}, "check_user_type": {"score": 0}, "check_ip_changes": {"score": 0}, "check_ip_country": {"score": 0}, "check_environment": {"score": 0}, "check_ip_timezone": {"score": 0}, "check_isp_changes": {"score": 0}, "check_useragent_js": {"score": 0}, "check_required_fonts": {"score": 0}, "check_user_anonymous": {"score": 0}, "check_webrtc_success": {"score": 0}, "check_seen_timestamps": {"msg": "duplicate timestamp", "score": 100}, "check_country_timezone": {"score": 0}, "check_prohibited_fonts": {"score": 0}, "check_timezone_changes": {"score": 0}, "check_execution_time_ms": {"msg": "duplicate execution_time_ms", "score": 100}, "check_fingerprint_reuse": {"score": 0}, "check_fingerprint_cycling": {"score": 0}, "check_ip_webrtc_ip_detail": {"score": 0}, "check_environment_critical": {"score": 0}, "check_useragent_other_enums": {"score": 0}, "check_useragent_ip_properties": {"score": 0}, "check_useragent_data_properties": {"score": 0}, "check_useragent_device_family_brand": {"score": 0}}"""
),
"category_result": GrlIqForensicCategoryResult.model_validate_json(
"""{"uuid": "b11441da5a854dfbb8401d4c32e56db5", "is_bot": 0, "is_tampered": 100, "is_velocity": 0, "is_anonymous": 0, "suspicious_ip": 0, "is_oscillating": 0, "is_teleporting": 0, "is_inconsistent": 0, "platform_ip_inconsistent": 0}"""
),
"fraud_score": 100,
"is_attempt_allowed": False,
},
{
"data": GrlIqData.model_validate_json(
"""{"mid": "35f6f5c30bc74ea7ac4aca7b40a02352", "uuid": "d54509f2f310499f8ab74839b10b2a41", "phase": "offerwall-enter", "events": null, "vendor": "Google Inc.", "app_name": "Netscape", "calendar": "gregory", "language": "en-US", "platform": "Linux x86_64", "timezone": "America/Los_Angeles", "client_ip": "104.9.125.144", "timestamp": "2025-02-28T11:34:39-08:00", "webrtc_ip": "172.56.209.195", "created_at": "2025-02-28T19:34:39.681872Z", "language_2": "en-US", "language_3": null, "platform_2": "Linux x86_64", "platform_3": null, "prefetched": true, "product_id": "d0606a0b5d034a8d81b1e3579d1f76fd", "webgl_flag": true, "webgl_hash": "da27e1b9b660057a3f5e185d3f5deabe", "canvas_hash": "e6e4d17da26050ce85ad00d3c6ea999e", "color_gamut": "3", "country_iso": "us", "inner_width": 841, "outer_width": 1680, "product_sub": "20030107", "audio_codecs": "1,1,1,1,1,3,1,3,1,3,3,1,1,3,3,3,3,1,3,3,3,2,1,1", "cookie_check": "", "graphics_api": "WebKit WebGL", "inner_height": 891, "mouse_events": null, "ontouchstart": false, "outer_height": 978, "plugins_hash": "4c05fa2f766a444d4f253ead792c8b0e|2", "screen_width": 1680, "video_codecs": "1,3,3,3,3,3,3,3,3,3,1,1,1,1,1,1,3,1,1,1,3,3,1", "webgl_hash_2": "fc73fd5db75e2c36222fe34251be3971", "webrtc_error": false, "window_opera": false, "battery_level": 0.41, "canvas_hash_2": "e0559d49b1864985cafc0d1c3a6b053c", "dynamic_range": false, "error_message": "Cannot read", "forced_colors": false, "math_result_1": "1.9275814160560204e-50", "math_result_2": "1.6182817135715877", "screen_height": 1050, "webgl_check_1": true, "webgl_context": "webgl2", "window_chrome": true, "connection_rtt": 100, "history_length": 11, "user_agent_str": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/131.0.0.0 Safari/537.36", "web_sql_exists": false, "calender_locale": "en-US", "connection_type": "", "inverted_colors": true, "navigator_brave": false, "product_user_id": "test-unit", "request_headers": {"dnt": "1", "host": "127.0.0.1:8081", "accept": "application/json, lk/null q=0.1", "origin": "http://127.0.0.1:8080", "referer": "http://127.0.0.1:8080/", "sec-ch-ua": "\\"Google Chrome\\";v=\\"131\\", \\"Chromium\\";v=\\"131\\", \\"Not_A Brand\\";v=\\"24\\"", "connection": "keep-alive", "user-agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/131.0.0.0 Safari/537.36", "content-type": "application/json", "content-length": "3313", "sec-fetch-dest": "empty", "sec-fetch-mode": "cors", "sec-fetch-site": "same-site", "accept-encoding": "gzip, deflate, br, zstd", "accept-language": "en-US,en;q=0.9", "sec-ch-ua-mobile": "?0", "sec-ch-ua-platform": "\\"Linux\\""}, "timezone_offset": 480, "webrtc_local_ip": "10.253.217.45,[2607:fb91:20c5:c6af:cda0:10b4:830a:a85e]", "battery_charging": false, "client_ip_detail": {"continent_code": "EU", "continent_name": "Europe", "country_name": "France", "is_in_european_union": true, "ip": "104.9.125.144", "isp": "AT&T Internet", "latitude": 37.3897, "city_name": "Mountain View", "longitude": -122.083, "time_zone": "America/Los_Angeles", "user_type": "residential", "country_iso": "us", "postal_code": "94041", "is_anonymous": false, "accuracy_radius": 5, "static_ip_score": 40.3, "subdivision_1_iso": "CA", "subdivision_2_iso": null, "subdivision_1_name": "California", "subdivision_2_name": null, "registered_country_iso": "us"}, "max_touch_points": 0, "numbering_system": "latn", "path_fingerprint": 3252, "prefers_contrast": "0", "rendering_engine": "WebKit", "timezone_success": "pass", "user_agent_hints": {"model": null, "brands": [{"brand": "Google Chrome", "version": "131"}, {"brand": "Chromium", "version": "131"}, {"brand": "Not_A Brand", "version": "24"}], "mobile": false, "bitness": "64", "platform": "Linux", "brands_full": [{"brand": "Google Chrome", "version": "131.0.6778.204"}, {"brand": "Chromium", "version": "131.0.6778.204"}, {"brand": "Not_A Brand", "version": "24.0.0.0"}], "architecture": "x86", "platform_version": "6.2.0"}, "user_agent_str_2": null, "webgl_extensions": "EXT_clip_control|EXT_color_buffer_float|EXT_color_buffer_half_float|EXT_conservative_depth|EXT_depth_clamp|EXT_disjoint_timer_query_webgl2|EXT_float_blend|EXT_polygon_offset_clamp|EXT_render_snorm|EXT_texture_compression_bptc|EXT_texture_compression_rgtc|EXT_texture_filter_anisotropic|EXT_texture_mirror_clamp_to_edge|EXT_texture_norm16|KHR_parallel_shader_compile|NV_shader_noperspective_interpolation|OES_draw_buffers_indexed|OES_sample_variables|OES_shader_multisample_interpolation|OES_texture_float_linear|OVR_multiview2|WEBGL_blend_func_extended|WEBGL_clip_cull_distance|WEBGL_compressed_texture_astc|WEBGL_compressed_texture_etc|WEBGL_compressed_texture_etc1|WEBGL_compressed_texture_s3tc|WEBGL_compressed_texture_s3tc_srgb|WEBGL_debug_renderer_info|WEBGL_debug_shaders|WEBGL_lose_context|WEBGL_multi_draw|WEBGL_polygon_mode|WEBGL_provoking_vertex|WEBGL_stencil_texturing", "webrtc_ip_detail": {"continent_code": "EU", "continent_name": "Europe", "country_name": "France", "is_in_european_union": true, "ip": "172.56.209.195", "isp": null, "latitude": null, "city_name": null, "longitude": null, "time_zone": null, "user_type": null, "country_iso": "us", "postal_code": null, "is_anonymous": null, "accuracy_radius": null, "static_ip_score": null, "subdivision_1_iso": null, "subdivision_2_iso": null, "subdivision_1_name": null, "subdivision_2_name": null, "registered_country_iso": null}, "chrome_extensions": "", "execution_time_ms": 924.5, "graphics_renderer": "WebGL 2.0 (OpenGL ES 3.0 Chromium)", "keyboard_detected": true, "mime_types_length": 2, "request_fs_exists": true, "audio_context_flag": "pass", "audio_context_hash": "9307303774dec3248c18a939392090da", "canvas_fingerprint": 258, "canvas_pixel_check": false, "device_pixel_ratio": 1.0, "indexedDbData_blob": true, "navigator_keys_len": 79, "no_edge_pdf_plugin": false, "screen_avail_width": 1680, "webdriver_detected": false, "window_orientation": 0, "connection_downlink": 10.0, "navigator_webdriver": false, "non_native_function": false, "screen_avail_height": 1010, "supported_fonts_str": "72|17152|327680|1073741824|0|0|540736|73728|7340032|1342177280|117446657|256|16|0|262687|4290797636|1677723648|4168998400|0|1048576|262144|268500994|1342177280|262144|125829376|37888000|0|435363842|0|2147483648|109543680|1880099888|301989903", "text_2d_fingerprint": "bfcce91c9e71d11af7b14dbee4c75f83", "webrtc_is_supported": "pass", "canvas_support_level": "full", "do_not_track_enabled": "1", "hardware_concurrency": 12, "keyboard_layout_size": 48, "prefers_color_scheme": false, "webgl_max_anisotropy": 16, "battery_charging_time": 0.0, "browser_by_properties": "c", "eval_to_string_length": 33, "performance_loop_time": 0.09999999962747097, "session_storage_check": "pass", "unmasked_vendor_webgl": "Google Inc. (Intel)", "hardware_concurrency_2": 12, "hardware_concurrency_3": null, "localStorage_available": true, "memory_jsHeapSizeLimit": 4294705152, "mozilla_web_app_exists": false, "navigator_deviceMemory": 8.0, "navigator_java_enabled": false, "prefers_reduced_motion": false, "storage_estimate_quota": 1178717110272, "webdriver_detected_msg": "", "window_active_x_object": false, "window_external_exists": true, "color_depth_pixel_depth": "24-24", "indexedDbData_available": true, "navigator_cookieEnabled": true, "unmasked_renderer_webgl": "ANGLE (Intel, Mesa Intel(R) Graphics (RPL-P), OpenGL 4.6)", "battery_discharging_time": 4844.0, "connection_effectiveType": "4g", "non_native_function_flag": "", "speech_synthesis_voice_1": "Google Bahasa Indonesia", "window_client_information": true, "audio_compressor_reduction": 20.538288116455078, "navigator_mediaDevices_len": 8, "audio_intensity_fingerprint": 124.04347527516074, "speech_synthesis_voice_hash": "8010ee3313813de521e48e63bd5a6f13", "microsoft_credentials_exists": false, "window_installTrigger_exists": false, "speech_synthesis_voices_count": 19, "webgl_shading_language_version": "WebGL GLSL ES 3.00 (OpenGL ES GLSL ES 3.0 Chromium)", "error_message_stack_access_count": 2, "speech_synthesis_avail_voices_count": 19, "error_message_stack_access_count_worker": 2}"""
),
"result_data": GrlIqCheckerResults.model_validate_json(
"""{"uuid": "d54509f2f310499f8ab74839b10b2a41", "check_codecs": {"score": 0}, "check_timezone": {"score": 0}, "check_timestamp": {"score": 0}, "check_user_type": {"score": 0}, "check_ip_changes": {"score": 0}, "check_ip_country": {"score": 0}, "check_environment": {"msg": "error_message_stack_access_count: 2", "score": 100}, "check_ip_timezone": {"score": 0}, "check_isp_changes": {"score": 0}, "check_useragent_js": {"score": 0}, "check_required_fonts": {"score": 0}, "check_user_anonymous": {"score": 0}, "check_webrtc_success": {"score": 0}, "check_seen_timestamps": {"score": 0}, "check_country_timezone": {"score": 0}, "check_prohibited_fonts": {"score": 0}, "check_timezone_changes": {"score": 0}, "check_execution_time_ms": {"score": 0}, "check_fingerprint_reuse": {"score": 0}, "check_fingerprint_cycling": {"score": 0}, "check_ip_webrtc_ip_detail": {"score": 0}, "check_environment_critical": {"score": 0}, "check_useragent_other_enums": {"score": 0}, "check_useragent_ip_properties": {"score": 0}, "check_useragent_data_properties": {"score": 0}, "check_useragent_device_family_brand": {"score": 0}}"""
),
"category_result": GrlIqForensicCategoryResult.model_validate_json(
"""{"uuid": "d54509f2f310499f8ab74839b10b2a41", "is_bot": 0, "is_tampered": 0, "is_velocity": 0, "is_anonymous": 0, "suspicious_ip": 0, "is_oscillating": 0, "is_teleporting": 0, "is_inconsistent": 10, "platform_ip_inconsistent": 0}"""
),
"fraud_score": 10,
"is_attempt_allowed": True,
},
]
|
