push models and code

.gitignore

@@ -0,0 +1,11 @@
+# Python-generated files
+__pycache__/
+*.py[oc]
+build/
+dist/
+wheels/
+*.egg-info
+
+# Virtual environments
+.venv
+.env

Dockerfile.mlflow-server

@@ -0,0 +1,20 @@
+# Dockerfile.mlflow-server
+# Runs a local MLflow tracking server with the repository's model registry and artifacts.
+
+FROM python:3.13-slim
+
+ENV PYTHONUNBUFFERED=1
+WORKDIR /app
+
+RUN apt-get update && apt-get install -y --no-install-recommends \
+        curl \
+    && rm -rf /var/lib/apt/lists/*
+
+RUN pip install --no-cache-dir mlflow==3.14.0 sqlalchemy
+
+COPY mlflow.db /app/mlflow.db
+COPY mlartifacts /app/mlartifacts
+
+EXPOSE 8080
+
+CMD ["mlflow", "server", "--backend-store-uri", "sqlite:///app/mlflow.db", "--default-artifact-root", "file:///app/mlartifacts", "--host", "0.0.0.0", "--port", "8080", "--workers", "1"]

Dockerfile.model-serve

@@ -0,0 +1,22 @@
+# Dockerfile.model-serve
+# Builds a container that serves an MLflow registry model by name and version.
+
+FROM python:3.13-slim
+
+ENV PYTHONUNBUFFERED=1
+WORKDIR /app
+
+RUN apt-get update && apt-get install -y --no-install-recommends \
+        curl \
+    && rm -rf /var/lib/apt/lists/*
+
+RUN pip install --no-cache-dir mlflow==3.14.0
+
+ARG MODEL_NAME=IsolationForest_Anomaly_Detector
+ARG MODEL_VERSION=6
+ENV MODEL_NAME=${MODEL_NAME}
+ENV MODEL_VERSION=${MODEL_VERSION}
+
+EXPOSE 5001
+
+CMD ["sh", "-c", "mlflow models serve -m \"models:/$MODEL_NAME/$MODEL_VERSION\" --host 0.0.0.0 --port 5001 --env-manager local"]

README.md

@@ -0,0 +1,6 @@
+mlflow server --host 127.0.0.1 --port 8000  
+
+export MLFLOW_TRACKING_URI=http://localhost:8000
+
+
+mlflow models serve     -m "models:/Autoencoder_Anomaly_Detector/2"     --host 0.0.0.0     --port 5001     --env-manager local

fetch_clean_sessions.sql

@@ -0,0 +1,235 @@
+WITH base AS (
+    SELECT
+        person_id,
+        timestamp,
+        event,
+        properties,
+        row_number() OVER (
+            PARTITION BY person_id
+            ORDER BY timestamp, event
+        ) AS global_order
+    FROM events
+    WHERE timestamp >= toDateTime('{start_date}')
+      AND timestamp < toDateTime('{end_date}')
+      AND event NOT IN ('flutter_error', 'platform_error')
+),
+
+ordered_events AS (
+    SELECT
+        *,
+        lagInFrame(timestamp) OVER (
+            PARTITION BY person_id
+            ORDER BY global_order
+        ) AS prev_ts,
+
+        lagInFrame(event) OVER (
+            PARTITION BY person_id
+            ORDER BY global_order
+        ) AS prev_event
+    FROM base
+),
+
+session_flags AS (
+    SELECT
+        *,
+        CASE
+            WHEN prev_ts IS NULL THEN 1
+            WHEN event = 'Application Opened' THEN 1
+            WHEN prev_event IN ('Application Backgrounded', 'Application Closed') THEN 1
+            WHEN dateDiff('minute', prev_ts, timestamp) > 10 THEN 1
+            ELSE 0
+        END AS is_new_session
+    FROM ordered_events
+),
+
+sessionized AS (
+    SELECT
+        *,
+        sum(is_new_session) OVER (
+            PARTITION BY person_id
+            ORDER BY global_order
+        ) AS session_number
+    FROM session_flags
+),
+
+session_duration_calc AS (
+    SELECT
+        *,
+        dateDiff(
+            'second',
+            MIN(timestamp) OVER (
+                PARTITION BY person_id, session_number
+            ),
+            timestamp
+        ) AS seconds_since_session_start
+    FROM sessionized
+),
+
+split_sessions AS (
+    SELECT
+        *,
+        floor(seconds_since_session_start / 1800) AS session_sub_id
+    FROM session_duration_calc
+),
+
+session_events AS (
+    SELECT
+        *,
+        row_number() OVER (
+            PARTITION BY person_id, session_number, session_sub_id
+            ORDER BY timestamp, event
+        ) AS session_index
+    FROM split_sessions
+),
+
+inter_event_calc AS (
+    SELECT
+        person_id,
+        session_number,
+        session_sub_id,
+        timestamp,
+        event,
+        properties,
+        session_index,
+
+        lagInFrame(timestamp) OVER (
+            PARTITION BY person_id, session_number, session_sub_id
+            ORDER BY session_index
+        ) AS prev_ts_in_session,
+
+        CASE
+            WHEN session_index = 1 THEN NULL
+            ELSE greatest(
+                0,
+                dateDiff(
+                    'second',
+                    lagInFrame(timestamp) OVER (
+                        PARTITION BY person_id, session_number, session_sub_id
+                        ORDER BY session_index
+                    ),
+                    timestamp
+                )
+            )
+        END AS inter_event_time_seconds
+    FROM session_events
+),
+
+session_stats AS (
+    SELECT
+        person_id,
+        session_number,
+        session_sub_id,
+
+        COUNT(*) AS event_count,
+
+        uniqExact(event) AS unique_event_types,
+
+        uniqExact(
+            if(
+                event = '$screen',
+                replaceRegexpOne(
+                    JSONExtractString(properties, '$screen_name'),
+                    '\\?.*$',
+                    ''
+                ),
+                NULL
+            )
+        ) AS screens_visited,
+
+        MIN(timestamp) AS session_start,
+        MAX(timestamp) AS session_end,
+
+        dateDiff(
+            'second',
+            MIN(timestamp),
+            MAX(timestamp)
+        ) AS duration_seconds,
+
+        COUNT(*) * 60.0 /
+        greatest(
+            dateDiff(
+                'second',
+                MIN(timestamp),
+                MAX(timestamp)
+            ),
+            1
+        ) AS events_per_minute,
+
+        AVG(inter_event_time_seconds) AS inter_event_time_mean_seconds,
+
+        median(inter_event_time_seconds) AS inter_event_time_median_seconds,
+
+        max(inter_event_time_seconds) AS max_inter_event_gap_seconds,
+
+        sqrt(
+            varSamp(inter_event_time_seconds)
+        ) AS inter_event_time_std_seconds,
+
+        toHour(MIN(timestamp)) AS session_start_hour,
+
+        toDayOfWeek(MIN(timestamp)) AS session_day_of_week,
+
+        uniqExact(
+            toStartOfHour(timestamp)
+        ) AS distinct_hours_active
+
+    FROM inter_event_calc
+    GROUP BY
+        person_id,
+        session_number,
+        session_sub_id
+
+    HAVING
+        COUNT(*) > 2
+        AND dateDiff(
+            'second',
+            MIN(timestamp),
+            MAX(timestamp)
+        ) >= 4
+)
+
+SELECT
+    person_id,
+
+    concat(
+        toString(person_id),
+        '_',
+        toString(session_number),
+        '_',
+        toString(session_sub_id)
+    ) AS session_id,
+
+    session_start,
+    -- 24-Hour Cyclical Encoding for Session Start
+    sin(2 * pi() * (toUnixTimestamp(session_start) - toUnixTimestamp(toStartOfDay(session_start))) / 86400) AS session_start_sin,
+    cos(2 * pi() * (toUnixTimestamp(session_start) - toUnixTimestamp(toStartOfDay(session_start))) / 86400) AS session_start_cos,
+
+    session_end,
+    -- 24-Hour Cyclical Encoding for Session End
+    sin(2 * pi() * (toUnixTimestamp(session_end) - toUnixTimestamp(toStartOfDay(session_end))) / 86400) AS session_end_sin,
+    cos(2 * pi() * (toUnixTimestamp(session_end) - toUnixTimestamp(toStartOfDay(session_end))) / 86400) AS session_end_cos,
+
+    event_count,
+    unique_event_types,
+    screens_visited,
+
+    duration_seconds,
+    events_per_minute,
+
+    inter_event_time_mean_seconds,
+    inter_event_time_median_seconds,
+    inter_event_time_std_seconds,
+    max_inter_event_gap_seconds,
+
+    session_start_hour,
+    
+    session_day_of_week,
+    -- 7-Day Cyclical Encoding for Day of the Week
+    sin(2 * pi() * session_day_of_week / 7) AS session_day_of_week_sin,
+    cos(2 * pi() * session_day_of_week / 7) AS session_day_of_week_cos,
+    
+    distinct_hours_active
+
+FROM session_stats
+ORDER BY session_start DESC
+LIMIT 10000

main.py

@@ -0,0 +1,6 @@
+def main():
+    print("Hello from fraud-models!")
+
+
+if __name__ == "__main__":
+    main()

mlartifacts/1/models/m-2dc51e8e79f94c18a0d378720d48a0eb/artifacts/.python-version

@@ -0,0 +1 @@
+3.13

mlartifacts/1/models/m-2dc51e8e79f94c18a0d378720d48a0eb/artifacts/MLmodel

@@ -0,0 +1,54 @@
+artifact_path: mlflow-artifacts:/1/models/m-2dc51e8e79f94c18a0d378720d48a0eb/artifacts
+flavors:
+  python_function:
+    artifacts:
+      input_dim:
+        path: artifacts/input_dim.txt
+        uri: /tmp/tmpe3qq0qoy/input_dim.txt
+      scaler:
+        path: artifacts/scaler.pkl
+        uri: /tmp/tmpe3qq0qoy/scaler.pkl
+      threshold:
+        path: artifacts/threshold.txt
+        uri: /tmp/tmpe3qq0qoy/threshold.txt
+      weights:
+        path: artifacts/model.pt
+        uri: /tmp/tmpe3qq0qoy/model.pt
+    cloudpickle_version: 3.1.2
+    code: null
+    env:
+      conda: conda.yaml
+      virtualenv: python_env.yaml
+    loader_module: mlflow.pyfunc.model
+    python_model: python_model.pkl
+    python_version: 3.13.13
+    streamable: false
+is_signature_from_type_hint: false
+mlflow_version: 3.14.0
+model_id: m-2dc51e8e79f94c18a0d378720d48a0eb
+model_size_bytes: 41835
+model_uuid: m-2dc51e8e79f94c18a0d378720d48a0eb
+prompts: null
+run_id: fcba7e9d98e747a0b8fb1ac5ed037283
+signature:
+  inputs: '[{"type": "double", "name": "session_start_sin", "required": true}, {"type":
+    "double", "name": "session_start_cos", "required": true}, {"type": "double", "name":
+    "session_end_sin", "required": true}, {"type": "double", "name": "session_end_cos",
+    "required": true}, {"type": "double", "name": "event_count", "required": true},
+    {"type": "double", "name": "unique_event_types", "required": true}, {"type": "double",
+    "name": "screens_visited", "required": true}, {"type": "double", "name": "duration_seconds",
+    "required": true}, {"type": "double", "name": "events_per_minute", "required":
+    true}, {"type": "double", "name": "inter_event_time_mean_seconds", "required":
+    true}, {"type": "double", "name": "inter_event_time_median_seconds", "required":
+    true}, {"type": "double", "name": "inter_event_time_std_seconds", "required":
+    true}, {"type": "double", "name": "max_inter_event_gap_seconds", "required": true},
+    {"type": "double", "name": "session_start_hour", "required": true}, {"type": "double",
+    "name": "session_day_of_week", "required": true}, {"type": "double", "name": "session_day_of_week_sin",
+    "required": true}, {"type": "double", "name": "session_day_of_week_cos", "required":
+    true}, {"type": "double", "name": "distinct_hours_active", "required": true}]'
+  outputs: '[{"type": "long", "name": "prediction", "required": true}, {"type": "float",
+    "name": "anomaly_score", "required": true}, {"type": "float", "name": "threshold",
+    "required": true}]'
+  params: null
+type_hint_from_example: false
+utc_time_created: '2026-07-01 08:04:29.835300'

mlartifacts/1/models/m-2dc51e8e79f94c18a0d378720d48a0eb/artifacts/artifacts/input_dim.txt

@@ -0,0 +1 @@
+18

mlartifacts/1/models/m-2dc51e8e79f94c18a0d378720d48a0eb/artifacts/artifacts/threshold.txt

@@ -0,0 +1 @@
+0.013290202

mlartifacts/1/models/m-2dc51e8e79f94c18a0d378720d48a0eb/artifacts/conda.yaml

@@ -0,0 +1,111 @@
+channels:
+- conda-forge
+dependencies:
+- python=3.13.13
+- pip
+- pip:
+  - aiohappyeyeballs==2.6.2
+  - aiohttp==3.14.1
+  - aiosignal==1.4.0
+  - alembic==1.18.4
+  - annotated-doc==0.0.4
+  - annotated-types==0.7.0
+  - anyio==4.14.0
+  - attrs==26.1.0
+  - blinker==1.9.0
+  - cachetools==7.1.4
+  - certifi==2026.6.17
+  - cffi==2.0.0; platform_python_implementation != "PyPy"
+  - charset-normalizer==3.4.7
+  - click==8.4.1
+  - cloudpickle==3.1.2
+  - colorama==0.4.6; sys_platform == "win32"
+  - contourpy==1.3.3
+  - cryptography==48.0.1
+  - cycler==0.12.1
+  - databricks-sdk==0.118.0
+  - docker==7.1.0
+  - fastapi==0.138.0
+  - flask-cors==6.0.5
+  - flask==3.1.3
+  - fonttools==4.63.0
+  - frozenlist==1.8.0
+  - gitdb==4.0.12
+  - gitpython==3.1.50
+  - google-auth==2.55.0
+  - graphene==3.4.3
+  - graphql-core==3.2.11
+  - graphql-relay==3.2.0
+  - greenlet==3.5.2; platform_machine == "AMD64" or platform_machine == "WIN32" or
+    platform_machine == "aarch64" or platform_machine == "amd64" or platform_machine
+    == "ppc64le" or platform_machine == "win32" or platform_machine == "x86_64"
+  - gunicorn==26.0.0; sys_platform != "win32"
+  - h11==0.16.0
+  - huey==3.0.3
+  - idna==3.18
+  - importlib-metadata==9.0.0
+  - itsdangerous==2.2.0
+  - jinja2==3.1.6
+  - joblib==1.5.3
+  - kiwisolver==1.5.0
+  - llvmlite==0.45.1; platform_machine == "x86_64" and sys_platform == "darwin"
+  - llvmlite==0.47.0; platform_machine != "x86_64" or sys_platform != "darwin"
+  - mako==1.3.12
+  - markupsafe==3.0.3
+  - matplotlib==3.11.0
+  - mlflow-skinny==3.14.0
+  - mlflow-tracing==3.14.0
+  - mlflow==3.14.0
+  - multidict==6.7.1
+  - narwhals==2.22.1
+  - numba==0.62.1; platform_machine == "x86_64" and sys_platform == "darwin"
+  - numba==0.65.1; platform_machine != "x86_64" or sys_platform != "darwin"
+  - numpy==2.3.5; platform_machine == "x86_64" and sys_platform == "darwin"
+  - numpy==2.4.6; platform_machine != "x86_64" or sys_platform != "darwin"
+  - opentelemetry-api==1.42.1
+  - opentelemetry-proto==1.42.1
+  - opentelemetry-sdk==1.42.1
+  - opentelemetry-semantic-conventions==0.63b1
+  - packaging==26.2
+  - pandas==2.3.3
+  - pillow==12.2.0
+  - prettytable==3.17.0
+  - propcache==0.5.2
+  - protobuf==6.33.6
+  - pyarrow==24.0.0
+  - pyasn1-modules==0.4.2
+  - pyasn1==0.6.3
+  - pycparser==3.0; implementation_name != "PyPy" and platform_python_implementation
+    != "PyPy"
+  - pydantic-core==2.46.4
+  - pydantic==2.13.4
+  - pyparsing==3.3.2
+  - python-dateutil==2.9.0.post0
+  - python-dotenv==1.2.2
+  - pytz==2026.2
+  - pywin32==312; sys_platform == "win32"
+  - pyyaml==6.0.3
+  - requests==2.34.2
+  - scikit-learn==1.9.0
+  - scipy==1.18.0
+  - shap==0.52.0
+  - six==1.17.0
+  - skops==0.14.0
+  - slicer==0.0.8
+  - smmap==5.0.3
+  - sqlalchemy==2.0.51
+  - sqlparse==0.5.5
+  - starlette==1.3.1
+  - threadpoolctl==3.6.0
+  - tqdm==4.68.3
+  - typing-extensions==4.15.0
+  - typing-inspection==0.4.2
+  - tzdata==2026.2
+  - urllib3==2.7.0
+  - uvicorn==0.49.0
+  - waitress==3.0.2; sys_platform == "win32"
+  - wcwidth==0.8.1
+  - werkzeug==3.1.8
+  - yarl==1.24.2
+  - zipp==4.1.0
+name: mlflow-env

mlartifacts/1/models/m-2dc51e8e79f94c18a0d378720d48a0eb/artifacts/pyproject.toml

@@ -0,0 +1,12 @@
+[project]
+name = "fraud-models"
+version = "0.1.0"
+description = "Add your description here"
+readme = "README.md"
+requires-python = ">=3.13"
+dependencies = [
+    "mlflow>=3.14.0",
+    "pandas>=2.3.3",
+    "scikit-learn>=1.9.0",
+    "shap>=0.52.0",
+]

mlartifacts/1/models/m-2dc51e8e79f94c18a0d378720d48a0eb/artifacts/python_env.yaml

@@ -0,0 +1,7 @@
+python: 3.13.13
+build_dependencies:
+- pip
+- setuptools==70.2.0
+- wheel
+dependencies:
+- -r requirements.txt

mlartifacts/1/models/m-2dc51e8e79f94c18a0d378720d48a0eb/artifacts/requirements.txt

@@ -0,0 +1,101 @@
+aiohappyeyeballs==2.6.2
+aiohttp==3.14.1
+aiosignal==1.4.0
+alembic==1.18.4
+annotated-doc==0.0.4
+annotated-types==0.7.0
+anyio==4.14.0
+attrs==26.1.0
+blinker==1.9.0
+cachetools==7.1.4
+certifi==2026.6.17
+cffi==2.0.0; platform_python_implementation != "PyPy"
+charset-normalizer==3.4.7
+click==8.4.1
+cloudpickle==3.1.2
+colorama==0.4.6; sys_platform == "win32"
+contourpy==1.3.3
+cryptography==48.0.1
+cycler==0.12.1
+databricks-sdk==0.118.0
+docker==7.1.0
+fastapi==0.138.0
+flask-cors==6.0.5
+flask==3.1.3
+fonttools==4.63.0
+frozenlist==1.8.0
+gitdb==4.0.12
+gitpython==3.1.50
+google-auth==2.55.0
+graphene==3.4.3
+graphql-core==3.2.11
+graphql-relay==3.2.0
+greenlet==3.5.2; platform_machine == "AMD64" or platform_machine == "WIN32" or platform_machine == "aarch64" or platform_machine == "amd64" or platform_machine == "ppc64le" or platform_machine == "win32" or platform_machine == "x86_64"
+gunicorn==26.0.0; sys_platform != "win32"
+h11==0.16.0
+huey==3.0.3
+idna==3.18
+importlib-metadata==9.0.0
+itsdangerous==2.2.0
+jinja2==3.1.6
+joblib==1.5.3
+kiwisolver==1.5.0
+llvmlite==0.45.1; platform_machine == "x86_64" and sys_platform == "darwin"
+llvmlite==0.47.0; platform_machine != "x86_64" or sys_platform != "darwin"
+mako==1.3.12
+markupsafe==3.0.3
+matplotlib==3.11.0
+mlflow-skinny==3.14.0
+mlflow-tracing==3.14.0
+mlflow==3.14.0
+multidict==6.7.1
+narwhals==2.22.1
+numba==0.62.1; platform_machine == "x86_64" and sys_platform == "darwin"
+numba==0.65.1; platform_machine != "x86_64" or sys_platform != "darwin"
+numpy==2.3.5; platform_machine == "x86_64" and sys_platform == "darwin"
+numpy==2.4.6; platform_machine != "x86_64" or sys_platform != "darwin"
+opentelemetry-api==1.42.1
+opentelemetry-proto==1.42.1
+opentelemetry-sdk==1.42.1
+opentelemetry-semantic-conventions==0.63b1
+packaging==26.2
+pandas==2.3.3
+pillow==12.2.0
+prettytable==3.17.0
+propcache==0.5.2
+protobuf==6.33.6
+pyarrow==24.0.0
+pyasn1-modules==0.4.2
+pyasn1==0.6.3
+pycparser==3.0; implementation_name != "PyPy" and platform_python_implementation != "PyPy"
+pydantic-core==2.46.4
+pydantic==2.13.4
+pyparsing==3.3.2
+python-dateutil==2.9.0.post0
+python-dotenv==1.2.2
+pytz==2026.2
+pywin32==312; sys_platform == "win32"
+pyyaml==6.0.3
+requests==2.34.2
+scikit-learn==1.9.0
+scipy==1.18.0
+shap==0.52.0
+six==1.17.0
+skops==0.14.0
+slicer==0.0.8
+smmap==5.0.3
+sqlalchemy==2.0.51
+sqlparse==0.5.5
+starlette==1.3.1
+threadpoolctl==3.6.0
+tqdm==4.68.3
+typing-extensions==4.15.0
+typing-inspection==0.4.2
+tzdata==2026.2
+urllib3==2.7.0
+uvicorn==0.49.0
+waitress==3.0.2; sys_platform == "win32"
+wcwidth==0.8.1
+werkzeug==3.1.8
+yarl==1.24.2
+zipp==4.1.0

mlartifacts/1/models/m-31c614c988524630a757d966d2a3220b/artifacts/.python-version

@@ -0,0 +1 @@
+3.13

mlartifacts/1/models/m-31c614c988524630a757d966d2a3220b/artifacts/MLmodel

@@ -0,0 +1,45 @@
+artifact_path: mlflow-artifacts:/1/models/m-31c614c988524630a757d966d2a3220b/artifacts
+flavors:
+  python_function:
+    artifacts:
+      model:
+        path: artifacts/isolation_forest.pkl
+        uri: /tmp/tmpd_ka64hb/isolation_forest.pkl
+    cloudpickle_version: 3.1.2
+    code: null
+    env:
+      conda: conda.yaml
+      virtualenv: python_env.yaml
+    loader_module: mlflow.pyfunc.model
+    python_model: python_model.pkl
+    python_version: 3.13.13
+    streamable: false
+is_signature_from_type_hint: false
+mlflow_version: 3.14.0
+model_id: m-31c614c988524630a757d966d2a3220b
+model_size_bytes: 864949
+model_uuid: m-31c614c988524630a757d966d2a3220b
+prompts: null
+run_id: 5fe8485c80d24d909446203658755dc9
+signature:
+  inputs: '[{"type": "double", "name": "session_start_sin", "required": true}, {"type":
+    "double", "name": "session_start_cos", "required": true}, {"type": "double", "name":
+    "session_end_sin", "required": true}, {"type": "double", "name": "session_end_cos",
+    "required": true}, {"type": "double", "name": "event_count", "required": true},
+    {"type": "double", "name": "unique_event_types", "required": true}, {"type": "double",
+    "name": "screens_visited", "required": true}, {"type": "double", "name": "duration_seconds",
+    "required": true}, {"type": "double", "name": "events_per_minute", "required":
+    true}, {"type": "double", "name": "inter_event_time_mean_seconds", "required":
+    true}, {"type": "double", "name": "inter_event_time_median_seconds", "required":
+    true}, {"type": "double", "name": "inter_event_time_std_seconds", "required":
+    true}, {"type": "double", "name": "max_inter_event_gap_seconds", "required": true},
+    {"type": "double", "name": "session_start_hour", "required": true}, {"type": "double",
+    "name": "session_day_of_week", "required": true}, {"type": "double", "name": "session_day_of_week_sin",
+    "required": true}, {"type": "double", "name": "session_day_of_week_cos", "required":
+    true}, {"type": "double", "name": "distinct_hours_active", "required": true}]'
+  outputs: '[{"type": "long", "name": "prediction", "required": true}, {"type": "double",
+    "name": "anomaly_score", "required": true}, {"type": "double", "name": "decision_score",
+    "required": true}, {"type": "string", "name": "shap_values", "required": true}]'
+  params: null
+type_hint_from_example: false
+utc_time_created: '2026-06-29 13:05:34.467379'

mlartifacts/1/models/m-31c614c988524630a757d966d2a3220b/artifacts/conda.yaml

@@ -0,0 +1,111 @@
+channels:
+- conda-forge
+dependencies:
+- python=3.13.13
+- pip
+- pip:
+  - aiohappyeyeballs==2.6.2
+  - aiohttp==3.14.1
+  - aiosignal==1.4.0
+  - alembic==1.18.4
+  - annotated-doc==0.0.4
+  - annotated-types==0.7.0
+  - anyio==4.14.0
+  - attrs==26.1.0
+  - blinker==1.9.0
+  - cachetools==7.1.4
+  - certifi==2026.6.17
+  - cffi==2.0.0; platform_python_implementation != "PyPy"
+  - charset-normalizer==3.4.7
+  - click==8.4.1
+  - cloudpickle==3.1.2
+  - colorama==0.4.6; sys_platform == "win32"
+  - contourpy==1.3.3
+  - cryptography==48.0.1
+  - cycler==0.12.1
+  - databricks-sdk==0.118.0
+  - docker==7.1.0
+  - fastapi==0.138.0
+  - flask-cors==6.0.5
+  - flask==3.1.3
+  - fonttools==4.63.0
+  - frozenlist==1.8.0
+  - gitdb==4.0.12
+  - gitpython==3.1.50
+  - google-auth==2.55.0
+  - graphene==3.4.3
+  - graphql-core==3.2.11
+  - graphql-relay==3.2.0
+  - greenlet==3.5.2; platform_machine == "AMD64" or platform_machine == "WIN32" or
+    platform_machine == "aarch64" or platform_machine == "amd64" or platform_machine
+    == "ppc64le" or platform_machine == "win32" or platform_machine == "x86_64"
+  - gunicorn==26.0.0; sys_platform != "win32"
+  - h11==0.16.0
+  - huey==3.0.3
+  - idna==3.18
+  - importlib-metadata==9.0.0
+  - itsdangerous==2.2.0
+  - jinja2==3.1.6
+  - joblib==1.5.3
+  - kiwisolver==1.5.0
+  - llvmlite==0.45.1; platform_machine == "x86_64" and sys_platform == "darwin"
+  - llvmlite==0.47.0; platform_machine != "x86_64" or sys_platform != "darwin"
+  - mako==1.3.12
+  - markupsafe==3.0.3
+  - matplotlib==3.11.0
+  - mlflow-skinny==3.14.0
+  - mlflow-tracing==3.14.0
+  - mlflow==3.14.0
+  - multidict==6.7.1
+  - narwhals==2.22.1
+  - numba==0.62.1; platform_machine == "x86_64" and sys_platform == "darwin"
+  - numba==0.65.1; platform_machine != "x86_64" or sys_platform != "darwin"
+  - numpy==2.3.5; platform_machine == "x86_64" and sys_platform == "darwin"
+  - numpy==2.4.6; platform_machine != "x86_64" or sys_platform != "darwin"
+  - opentelemetry-api==1.42.1
+  - opentelemetry-proto==1.42.1
+  - opentelemetry-sdk==1.42.1
+  - opentelemetry-semantic-conventions==0.63b1
+  - packaging==26.2
+  - pandas==2.3.3
+  - pillow==12.2.0
+  - prettytable==3.17.0
+  - propcache==0.5.2
+  - protobuf==6.33.6
+  - pyarrow==24.0.0
+  - pyasn1-modules==0.4.2
+  - pyasn1==0.6.3
+  - pycparser==3.0; implementation_name != "PyPy" and platform_python_implementation
+    != "PyPy"
+  - pydantic-core==2.46.4
+  - pydantic==2.13.4
+  - pyparsing==3.3.2
+  - python-dateutil==2.9.0.post0
+  - python-dotenv==1.2.2
+  - pytz==2026.2
+  - pywin32==312; sys_platform == "win32"
+  - pyyaml==6.0.3
+  - requests==2.34.2
+  - scikit-learn==1.9.0
+  - scipy==1.18.0
+  - shap==0.52.0
+  - six==1.17.0
+  - skops==0.14.0
+  - slicer==0.0.8
+  - smmap==5.0.3
+  - sqlalchemy==2.0.51
+  - sqlparse==0.5.5
+  - starlette==1.3.1
+  - threadpoolctl==3.6.0
+  - tqdm==4.68.3
+  - typing-extensions==4.15.0
+  - typing-inspection==0.4.2
+  - tzdata==2026.2
+  - urllib3==2.7.0
+  - uvicorn==0.49.0
+  - waitress==3.0.2; sys_platform == "win32"
+  - wcwidth==0.8.1
+  - werkzeug==3.1.8
+  - yarl==1.24.2
+  - zipp==4.1.0
+name: mlflow-env

mlartifacts/1/models/m-31c614c988524630a757d966d2a3220b/artifacts/pyproject.toml

@@ -0,0 +1,12 @@
+[project]
+name = "fraud-models"
+version = "0.1.0"
+description = "Add your description here"
+readme = "README.md"
+requires-python = ">=3.13"
+dependencies = [
+    "mlflow>=3.14.0",
+    "pandas>=2.3.3",
+    "scikit-learn>=1.9.0",
+    "shap>=0.52.0",
+]

mlartifacts/1/models/m-31c614c988524630a757d966d2a3220b/artifacts/python_env.yaml

@@ -0,0 +1,7 @@
+python: 3.13.13
+build_dependencies:
+- pip
+- setuptools
+- wheel
+dependencies:
+- -r requirements.txt

mlartifacts/1/models/m-31c614c988524630a757d966d2a3220b/artifacts/requirements.txt

@@ -0,0 +1,101 @@
+aiohappyeyeballs==2.6.2
+aiohttp==3.14.1
+aiosignal==1.4.0
+alembic==1.18.4
+annotated-doc==0.0.4
+annotated-types==0.7.0
+anyio==4.14.0
+attrs==26.1.0
+blinker==1.9.0
+cachetools==7.1.4
+certifi==2026.6.17
+cffi==2.0.0; platform_python_implementation != "PyPy"
+charset-normalizer==3.4.7
+click==8.4.1
+cloudpickle==3.1.2
+colorama==0.4.6; sys_platform == "win32"
+contourpy==1.3.3
+cryptography==48.0.1
+cycler==0.12.1
+databricks-sdk==0.118.0
+docker==7.1.0
+fastapi==0.138.0
+flask-cors==6.0.5
+flask==3.1.3
+fonttools==4.63.0
+frozenlist==1.8.0
+gitdb==4.0.12
+gitpython==3.1.50
+google-auth==2.55.0
+graphene==3.4.3
+graphql-core==3.2.11
+graphql-relay==3.2.0
+greenlet==3.5.2; platform_machine == "AMD64" or platform_machine == "WIN32" or platform_machine == "aarch64" or platform_machine == "amd64" or platform_machine == "ppc64le" or platform_machine == "win32" or platform_machine == "x86_64"
+gunicorn==26.0.0; sys_platform != "win32"
+h11==0.16.0
+huey==3.0.3
+idna==3.18
+importlib-metadata==9.0.0
+itsdangerous==2.2.0
+jinja2==3.1.6
+joblib==1.5.3
+kiwisolver==1.5.0
+llvmlite==0.45.1; platform_machine == "x86_64" and sys_platform == "darwin"
+llvmlite==0.47.0; platform_machine != "x86_64" or sys_platform != "darwin"
+mako==1.3.12
+markupsafe==3.0.3
+matplotlib==3.11.0
+mlflow-skinny==3.14.0
+mlflow-tracing==3.14.0
+mlflow==3.14.0
+multidict==6.7.1
+narwhals==2.22.1
+numba==0.62.1; platform_machine == "x86_64" and sys_platform == "darwin"
+numba==0.65.1; platform_machine != "x86_64" or sys_platform != "darwin"
+numpy==2.3.5; platform_machine == "x86_64" and sys_platform == "darwin"
+numpy==2.4.6; platform_machine != "x86_64" or sys_platform != "darwin"
+opentelemetry-api==1.42.1
+opentelemetry-proto==1.42.1
+opentelemetry-sdk==1.42.1
+opentelemetry-semantic-conventions==0.63b1
+packaging==26.2
+pandas==2.3.3
+pillow==12.2.0
+prettytable==3.17.0
+propcache==0.5.2
+protobuf==6.33.6
+pyarrow==24.0.0
+pyasn1-modules==0.4.2
+pyasn1==0.6.3
+pycparser==3.0; implementation_name != "PyPy" and platform_python_implementation != "PyPy"
+pydantic-core==2.46.4
+pydantic==2.13.4
+pyparsing==3.3.2
+python-dateutil==2.9.0.post0
+python-dotenv==1.2.2
+pytz==2026.2
+pywin32==312; sys_platform == "win32"
+pyyaml==6.0.3
+requests==2.34.2
+scikit-learn==1.9.0
+scipy==1.18.0
+shap==0.52.0
+six==1.17.0
+skops==0.14.0
+slicer==0.0.8
+smmap==5.0.3
+sqlalchemy==2.0.51
+sqlparse==0.5.5
+starlette==1.3.1
+threadpoolctl==3.6.0
+tqdm==4.68.3
+typing-extensions==4.15.0
+typing-inspection==0.4.2
+tzdata==2026.2
+urllib3==2.7.0
+uvicorn==0.49.0
+waitress==3.0.2; sys_platform == "win32"
+wcwidth==0.8.1
+werkzeug==3.1.8
+yarl==1.24.2
+zipp==4.1.0

mlartifacts/1/models/m-6ac644eb55404d39a88c3828aabc2ada/artifacts/.python-version

@@ -0,0 +1 @@
+3.13

mlartifacts/1/models/m-6ac644eb55404d39a88c3828aabc2ada/artifacts/MLmodel

@@ -0,0 +1,45 @@
+artifact_path: mlflow-artifacts:/1/models/m-6ac644eb55404d39a88c3828aabc2ada/artifacts
+flavors:
+  python_function:
+    artifacts:
+      model:
+        path: artifacts/isolation_forest.pkl
+        uri: /tmp/tmppmg7urf4/isolation_forest.pkl
+    cloudpickle_version: 3.1.2
+    code: null
+    env:
+      conda: conda.yaml
+      virtualenv: python_env.yaml
+    loader_module: mlflow.pyfunc.model
+    python_model: python_model.pkl
+    python_version: 3.13.13
+    streamable: false
+is_signature_from_type_hint: false
+mlflow_version: 3.14.0
+model_id: m-6ac644eb55404d39a88c3828aabc2ada
+model_size_bytes: 1212421
+model_uuid: m-6ac644eb55404d39a88c3828aabc2ada
+prompts: null
+run_id: d6640a1202b44ae5ad3192e70cdf384b
+signature:
+  inputs: '[{"type": "double", "name": "session_start_sin", "required": true}, {"type":
+    "double", "name": "session_start_cos", "required": true}, {"type": "double", "name":
+    "session_end_sin", "required": true}, {"type": "double", "name": "session_end_cos",
+    "required": true}, {"type": "double", "name": "event_count", "required": true},
+    {"type": "double", "name": "unique_event_types", "required": true}, {"type": "double",
+    "name": "screens_visited", "required": true}, {"type": "double", "name": "duration_seconds",
+    "required": true}, {"type": "double", "name": "events_per_minute", "required":
+    true}, {"type": "double", "name": "inter_event_time_mean_seconds", "required":
+    true}, {"type": "double", "name": "inter_event_time_median_seconds", "required":
+    true}, {"type": "double", "name": "inter_event_time_std_seconds", "required":
+    true}, {"type": "double", "name": "max_inter_event_gap_seconds", "required": true},
+    {"type": "double", "name": "session_start_hour", "required": true}, {"type": "double",
+    "name": "session_day_of_week", "required": true}, {"type": "double", "name": "session_day_of_week_sin",
+    "required": true}, {"type": "double", "name": "session_day_of_week_cos", "required":
+    true}, {"type": "double", "name": "distinct_hours_active", "required": true}]'
+  outputs: '[{"type": "long", "name": "prediction", "required": true}, {"type": "double",
+    "name": "anomaly_score", "required": true}, {"type": "double", "name": "decision_score",
+    "required": true}, {"type": "string", "name": "shap_values", "required": true}]'
+  params: null
+type_hint_from_example: false
+utc_time_created: '2026-06-29 13:09:33.978993'

mlartifacts/1/models/m-6ac644eb55404d39a88c3828aabc2ada/artifacts/conda.yaml

@@ -0,0 +1,111 @@
+channels:
+- conda-forge
+dependencies:
+- python=3.13.13
+- pip
+- pip:
+  - aiohappyeyeballs==2.6.2
+  - aiohttp==3.14.1
+  - aiosignal==1.4.0
+  - alembic==1.18.4
+  - annotated-doc==0.0.4
+  - annotated-types==0.7.0
+  - anyio==4.14.0
+  - attrs==26.1.0
+  - blinker==1.9.0
+  - cachetools==7.1.4
+  - certifi==2026.6.17
+  - cffi==2.0.0; platform_python_implementation != "PyPy"
+  - charset-normalizer==3.4.7
+  - click==8.4.1
+  - cloudpickle==3.1.2
+  - colorama==0.4.6; sys_platform == "win32"
+  - contourpy==1.3.3
+  - cryptography==48.0.1
+  - cycler==0.12.1
+  - databricks-sdk==0.118.0
+  - docker==7.1.0
+  - fastapi==0.138.0
+  - flask-cors==6.0.5
+  - flask==3.1.3
+  - fonttools==4.63.0
+  - frozenlist==1.8.0
+  - gitdb==4.0.12
+  - gitpython==3.1.50
+  - google-auth==2.55.0
+  - graphene==3.4.3
+  - graphql-core==3.2.11
+  - graphql-relay==3.2.0
+  - greenlet==3.5.2; platform_machine == "AMD64" or platform_machine == "WIN32" or
+    platform_machine == "aarch64" or platform_machine == "amd64" or platform_machine
+    == "ppc64le" or platform_machine == "win32" or platform_machine == "x86_64"
+  - gunicorn==26.0.0; sys_platform != "win32"
+  - h11==0.16.0
+  - huey==3.0.3
+  - idna==3.18
+  - importlib-metadata==9.0.0
+  - itsdangerous==2.2.0
+  - jinja2==3.1.6
+  - joblib==1.5.3
+  - kiwisolver==1.5.0
+  - llvmlite==0.45.1; platform_machine == "x86_64" and sys_platform == "darwin"
+  - llvmlite==0.47.0; platform_machine != "x86_64" or sys_platform != "darwin"
+  - mako==1.3.12
+  - markupsafe==3.0.3
+  - matplotlib==3.11.0
+  - mlflow-skinny==3.14.0
+  - mlflow-tracing==3.14.0
+  - mlflow==3.14.0
+  - multidict==6.7.1
+  - narwhals==2.22.1
+  - numba==0.62.1; platform_machine == "x86_64" and sys_platform == "darwin"
+  - numba==0.65.1; platform_machine != "x86_64" or sys_platform != "darwin"
+  - numpy==2.3.5; platform_machine == "x86_64" and sys_platform == "darwin"
+  - numpy==2.4.6; platform_machine != "x86_64" or sys_platform != "darwin"
+  - opentelemetry-api==1.42.1
+  - opentelemetry-proto==1.42.1
+  - opentelemetry-sdk==1.42.1
+  - opentelemetry-semantic-conventions==0.63b1
+  - packaging==26.2
+  - pandas==2.3.3
+  - pillow==12.2.0
+  - prettytable==3.17.0
+  - propcache==0.5.2
+  - protobuf==6.33.6
+  - pyarrow==24.0.0
+  - pyasn1-modules==0.4.2
+  - pyasn1==0.6.3
+  - pycparser==3.0; implementation_name != "PyPy" and platform_python_implementation
+    != "PyPy"
+  - pydantic-core==2.46.4
+  - pydantic==2.13.4
+  - pyparsing==3.3.2
+  - python-dateutil==2.9.0.post0
+  - python-dotenv==1.2.2
+  - pytz==2026.2
+  - pywin32==312; sys_platform == "win32"
+  - pyyaml==6.0.3
+  - requests==2.34.2
+  - scikit-learn==1.9.0
+  - scipy==1.18.0
+  - shap==0.52.0
+  - six==1.17.0
+  - skops==0.14.0
+  - slicer==0.0.8
+  - smmap==5.0.3
+  - sqlalchemy==2.0.51
+  - sqlparse==0.5.5
+  - starlette==1.3.1
+  - threadpoolctl==3.6.0
+  - tqdm==4.68.3
+  - typing-extensions==4.15.0
+  - typing-inspection==0.4.2
+  - tzdata==2026.2
+  - urllib3==2.7.0
+  - uvicorn==0.49.0
+  - waitress==3.0.2; sys_platform == "win32"
+  - wcwidth==0.8.1
+  - werkzeug==3.1.8
+  - yarl==1.24.2
+  - zipp==4.1.0
+name: mlflow-env

mlartifacts/1/models/m-6ac644eb55404d39a88c3828aabc2ada/artifacts/pyproject.toml

@@ -0,0 +1,12 @@
+[project]
+name = "fraud-models"
+version = "0.1.0"
+description = "Add your description here"
+readme = "README.md"
+requires-python = ">=3.13"
+dependencies = [
+    "mlflow>=3.14.0",
+    "pandas>=2.3.3",
+    "scikit-learn>=1.9.0",
+    "shap>=0.52.0",
+]

mlartifacts/1/models/m-6ac644eb55404d39a88c3828aabc2ada/artifacts/python_env.yaml

@@ -0,0 +1,7 @@
+python: 3.13.13
+build_dependencies:
+- pip
+- setuptools
+- wheel
+dependencies:
+- -r requirements.txt

mlartifacts/1/models/m-6ac644eb55404d39a88c3828aabc2ada/artifacts/requirements.txt

@@ -0,0 +1,101 @@
+aiohappyeyeballs==2.6.2
+aiohttp==3.14.1
+aiosignal==1.4.0
+alembic==1.18.4
+annotated-doc==0.0.4
+annotated-types==0.7.0
+anyio==4.14.0
+attrs==26.1.0
+blinker==1.9.0
+cachetools==7.1.4
+certifi==2026.6.17
+cffi==2.0.0; platform_python_implementation != "PyPy"
+charset-normalizer==3.4.7
+click==8.4.1
+cloudpickle==3.1.2
+colorama==0.4.6; sys_platform == "win32"
+contourpy==1.3.3
+cryptography==48.0.1
+cycler==0.12.1
+databricks-sdk==0.118.0
+docker==7.1.0
+fastapi==0.138.0
+flask-cors==6.0.5
+flask==3.1.3
+fonttools==4.63.0
+frozenlist==1.8.0
+gitdb==4.0.12
+gitpython==3.1.50
+google-auth==2.55.0
+graphene==3.4.3
+graphql-core==3.2.11
+graphql-relay==3.2.0
+greenlet==3.5.2; platform_machine == "AMD64" or platform_machine == "WIN32" or platform_machine == "aarch64" or platform_machine == "amd64" or platform_machine == "ppc64le" or platform_machine == "win32" or platform_machine == "x86_64"
+gunicorn==26.0.0; sys_platform != "win32"
+h11==0.16.0
+huey==3.0.3
+idna==3.18
+importlib-metadata==9.0.0
+itsdangerous==2.2.0
+jinja2==3.1.6
+joblib==1.5.3
+kiwisolver==1.5.0
+llvmlite==0.45.1; platform_machine == "x86_64" and sys_platform == "darwin"
+llvmlite==0.47.0; platform_machine != "x86_64" or sys_platform != "darwin"
+mako==1.3.12
+markupsafe==3.0.3
+matplotlib==3.11.0
+mlflow-skinny==3.14.0
+mlflow-tracing==3.14.0
+mlflow==3.14.0
+multidict==6.7.1
+narwhals==2.22.1
+numba==0.62.1; platform_machine == "x86_64" and sys_platform == "darwin"
+numba==0.65.1; platform_machine != "x86_64" or sys_platform != "darwin"
+numpy==2.3.5; platform_machine == "x86_64" and sys_platform == "darwin"
+numpy==2.4.6; platform_machine != "x86_64" or sys_platform != "darwin"
+opentelemetry-api==1.42.1
+opentelemetry-proto==1.42.1
+opentelemetry-sdk==1.42.1
+opentelemetry-semantic-conventions==0.63b1
+packaging==26.2
+pandas==2.3.3
+pillow==12.2.0
+prettytable==3.17.0
+propcache==0.5.2
+protobuf==6.33.6
+pyarrow==24.0.0
+pyasn1-modules==0.4.2
+pyasn1==0.6.3
+pycparser==3.0; implementation_name != "PyPy" and platform_python_implementation != "PyPy"
+pydantic-core==2.46.4
+pydantic==2.13.4
+pyparsing==3.3.2
+python-dateutil==2.9.0.post0
+python-dotenv==1.2.2
+pytz==2026.2
+pywin32==312; sys_platform == "win32"
+pyyaml==6.0.3
+requests==2.34.2
+scikit-learn==1.9.0
+scipy==1.18.0
+shap==0.52.0
+six==1.17.0
+skops==0.14.0
+slicer==0.0.8
+smmap==5.0.3
+sqlalchemy==2.0.51
+sqlparse==0.5.5
+starlette==1.3.1
+threadpoolctl==3.6.0
+tqdm==4.68.3
+typing-extensions==4.15.0
+typing-inspection==0.4.2
+tzdata==2026.2
+urllib3==2.7.0
+uvicorn==0.49.0
+waitress==3.0.2; sys_platform == "win32"
+wcwidth==0.8.1
+werkzeug==3.1.8
+yarl==1.24.2
+zipp==4.1.0

mlartifacts/1/models/m-971b20e96e4c45b38da2cf065b748c8e/artifacts/.python-version

@@ -0,0 +1 @@
+3.13

mlartifacts/1/models/m-971b20e96e4c45b38da2cf065b748c8e/artifacts/MLmodel

@@ -0,0 +1,45 @@
+artifact_path: mlflow-artifacts:/1/models/m-971b20e96e4c45b38da2cf065b748c8e/artifacts
+flavors:
+  python_function:
+    artifacts:
+      model:
+        path: artifacts/isolation_forest.pkl
+        uri: /tmp/tmp4gbyuxi6/isolation_forest.pkl
+    cloudpickle_version: 3.1.2
+    code: null
+    env:
+      conda: conda.yaml
+      virtualenv: python_env.yaml
+    loader_module: mlflow.pyfunc.model
+    python_model: python_model.pkl
+    python_version: 3.13.13
+    streamable: false
+is_signature_from_type_hint: false
+mlflow_version: 3.14.0
+model_id: m-971b20e96e4c45b38da2cf065b748c8e
+model_size_bytes: 864949
+model_uuid: m-971b20e96e4c45b38da2cf065b748c8e
+prompts: null
+run_id: 31647408dfb9433aa6fbc14ede01764c
+signature:
+  inputs: '[{"type": "double", "name": "session_start_sin", "required": true}, {"type":
+    "double", "name": "session_start_cos", "required": true}, {"type": "double", "name":
+    "session_end_sin", "required": true}, {"type": "double", "name": "session_end_cos",
+    "required": true}, {"type": "double", "name": "event_count", "required": true},
+    {"type": "double", "name": "unique_event_types", "required": true}, {"type": "double",
+    "name": "screens_visited", "required": true}, {"type": "double", "name": "duration_seconds",
+    "required": true}, {"type": "double", "name": "events_per_minute", "required":
+    true}, {"type": "double", "name": "inter_event_time_mean_seconds", "required":
+    true}, {"type": "double", "name": "inter_event_time_median_seconds", "required":
+    true}, {"type": "double", "name": "inter_event_time_std_seconds", "required":
+    true}, {"type": "double", "name": "max_inter_event_gap_seconds", "required": true},
+    {"type": "double", "name": "session_start_hour", "required": true}, {"type": "double",
+    "name": "session_day_of_week", "required": true}, {"type": "double", "name": "session_day_of_week_sin",
+    "required": true}, {"type": "double", "name": "session_day_of_week_cos", "required":
+    true}, {"type": "double", "name": "distinct_hours_active", "required": true}]'
+  outputs: '[{"type": "long", "name": "prediction", "required": true}, {"type": "double",
+    "name": "anomaly_score", "required": true}, {"type": "double", "name": "decision_score",
+    "required": true}, {"type": "string", "name": "shap_values", "required": true}]'
+  params: null
+type_hint_from_example: false
+utc_time_created: '2026-06-29 13:02:49.773239'

mlartifacts/1/models/m-971b20e96e4c45b38da2cf065b748c8e/artifacts/conda.yaml

@@ -0,0 +1,111 @@
+channels:
+- conda-forge
+dependencies:
+- python=3.13.13
+- pip
+- pip:
+  - aiohappyeyeballs==2.6.2
+  - aiohttp==3.14.1
+  - aiosignal==1.4.0
+  - alembic==1.18.4
+  - annotated-doc==0.0.4
+  - annotated-types==0.7.0
+  - anyio==4.14.0
+  - attrs==26.1.0
+  - blinker==1.9.0
+  - cachetools==7.1.4
+  - certifi==2026.6.17
+  - cffi==2.0.0; platform_python_implementation != "PyPy"
+  - charset-normalizer==3.4.7
+  - click==8.4.1
+  - cloudpickle==3.1.2
+  - colorama==0.4.6; sys_platform == "win32"
+  - contourpy==1.3.3
+  - cryptography==48.0.1
+  - cycler==0.12.1
+  - databricks-sdk==0.118.0
+  - docker==7.1.0
+  - fastapi==0.138.0
+  - flask-cors==6.0.5
+  - flask==3.1.3
+  - fonttools==4.63.0
+  - frozenlist==1.8.0
+  - gitdb==4.0.12
+  - gitpython==3.1.50
+  - google-auth==2.55.0
+  - graphene==3.4.3
+  - graphql-core==3.2.11
+  - graphql-relay==3.2.0
+  - greenlet==3.5.2; platform_machine == "AMD64" or platform_machine == "WIN32" or
+    platform_machine == "aarch64" or platform_machine == "amd64" or platform_machine
+    == "ppc64le" or platform_machine == "win32" or platform_machine == "x86_64"
+  - gunicorn==26.0.0; sys_platform != "win32"
+  - h11==0.16.0
+  - huey==3.0.3
+  - idna==3.18
+  - importlib-metadata==9.0.0
+  - itsdangerous==2.2.0
+  - jinja2==3.1.6
+  - joblib==1.5.3
+  - kiwisolver==1.5.0
+  - llvmlite==0.45.1; platform_machine == "x86_64" and sys_platform == "darwin"
+  - llvmlite==0.47.0; platform_machine != "x86_64" or sys_platform != "darwin"
+  - mako==1.3.12
+  - markupsafe==3.0.3
+  - matplotlib==3.11.0
+  - mlflow-skinny==3.14.0
+  - mlflow-tracing==3.14.0
+  - mlflow==3.14.0
+  - multidict==6.7.1
+  - narwhals==2.22.1
+  - numba==0.62.1; platform_machine == "x86_64" and sys_platform == "darwin"
+  - numba==0.65.1; platform_machine != "x86_64" or sys_platform != "darwin"
+  - numpy==2.3.5; platform_machine == "x86_64" and sys_platform == "darwin"
+  - numpy==2.4.6; platform_machine != "x86_64" or sys_platform != "darwin"
+  - opentelemetry-api==1.42.1
+  - opentelemetry-proto==1.42.1
+  - opentelemetry-sdk==1.42.1
+  - opentelemetry-semantic-conventions==0.63b1
+  - packaging==26.2
+  - pandas==2.3.3
+  - pillow==12.2.0
+  - prettytable==3.17.0
+  - propcache==0.5.2
+  - protobuf==6.33.6
+  - pyarrow==24.0.0
+  - pyasn1-modules==0.4.2
+  - pyasn1==0.6.3
+  - pycparser==3.0; implementation_name != "PyPy" and platform_python_implementation
+    != "PyPy"
+  - pydantic-core==2.46.4
+  - pydantic==2.13.4
+  - pyparsing==3.3.2
+  - python-dateutil==2.9.0.post0
+  - python-dotenv==1.2.2
+  - pytz==2026.2
+  - pywin32==312; sys_platform == "win32"
+  - pyyaml==6.0.3
+  - requests==2.34.2
+  - scikit-learn==1.9.0
+  - scipy==1.18.0
+  - shap==0.52.0
+  - six==1.17.0
+  - skops==0.14.0
+  - slicer==0.0.8
+  - smmap==5.0.3
+  - sqlalchemy==2.0.51
+  - sqlparse==0.5.5
+  - starlette==1.3.1
+  - threadpoolctl==3.6.0
+  - tqdm==4.68.3
+  - typing-extensions==4.15.0
+  - typing-inspection==0.4.2
+  - tzdata==2026.2
+  - urllib3==2.7.0
+  - uvicorn==0.49.0
+  - waitress==3.0.2; sys_platform == "win32"
+  - wcwidth==0.8.1
+  - werkzeug==3.1.8
+  - yarl==1.24.2
+  - zipp==4.1.0
+name: mlflow-env

mlartifacts/1/models/m-971b20e96e4c45b38da2cf065b748c8e/artifacts/pyproject.toml

@@ -0,0 +1,12 @@
+[project]
+name = "fraud-models"
+version = "0.1.0"
+description = "Add your description here"
+readme = "README.md"
+requires-python = ">=3.13"
+dependencies = [
+    "mlflow>=3.14.0",
+    "pandas>=2.3.3",
+    "scikit-learn>=1.9.0",
+    "shap>=0.52.0",
+]

mlartifacts/1/models/m-971b20e96e4c45b38da2cf065b748c8e/artifacts/python_env.yaml

@@ -0,0 +1,7 @@
+python: 3.13.13
+build_dependencies:
+- pip
+- setuptools
+- wheel
+dependencies:
+- -r requirements.txt

mlartifacts/1/models/m-971b20e96e4c45b38da2cf065b748c8e/artifacts/requirements.txt

@@ -0,0 +1,101 @@
+aiohappyeyeballs==2.6.2
+aiohttp==3.14.1
+aiosignal==1.4.0
+alembic==1.18.4
+annotated-doc==0.0.4
+annotated-types==0.7.0
+anyio==4.14.0
+attrs==26.1.0
+blinker==1.9.0
+cachetools==7.1.4
+certifi==2026.6.17
+cffi==2.0.0; platform_python_implementation != "PyPy"
+charset-normalizer==3.4.7
+click==8.4.1
+cloudpickle==3.1.2
+colorama==0.4.6; sys_platform == "win32"
+contourpy==1.3.3
+cryptography==48.0.1
+cycler==0.12.1
+databricks-sdk==0.118.0
+docker==7.1.0
+fastapi==0.138.0
+flask-cors==6.0.5
+flask==3.1.3
+fonttools==4.63.0
+frozenlist==1.8.0
+gitdb==4.0.12
+gitpython==3.1.50
+google-auth==2.55.0
+graphene==3.4.3
+graphql-core==3.2.11
+graphql-relay==3.2.0
+greenlet==3.5.2; platform_machine == "AMD64" or platform_machine == "WIN32" or platform_machine == "aarch64" or platform_machine == "amd64" or platform_machine == "ppc64le" or platform_machine == "win32" or platform_machine == "x86_64"
+gunicorn==26.0.0; sys_platform != "win32"
+h11==0.16.0
+huey==3.0.3
+idna==3.18
+importlib-metadata==9.0.0
+itsdangerous==2.2.0
+jinja2==3.1.6
+joblib==1.5.3
+kiwisolver==1.5.0
+llvmlite==0.45.1; platform_machine == "x86_64" and sys_platform == "darwin"
+llvmlite==0.47.0; platform_machine != "x86_64" or sys_platform != "darwin"
+mako==1.3.12
+markupsafe==3.0.3
+matplotlib==3.11.0
+mlflow-skinny==3.14.0
+mlflow-tracing==3.14.0
+mlflow==3.14.0
+multidict==6.7.1
+narwhals==2.22.1
+numba==0.62.1; platform_machine == "x86_64" and sys_platform == "darwin"
+numba==0.65.1; platform_machine != "x86_64" or sys_platform != "darwin"
+numpy==2.3.5; platform_machine == "x86_64" and sys_platform == "darwin"
+numpy==2.4.6; platform_machine != "x86_64" or sys_platform != "darwin"
+opentelemetry-api==1.42.1
+opentelemetry-proto==1.42.1
+opentelemetry-sdk==1.42.1
+opentelemetry-semantic-conventions==0.63b1
+packaging==26.2
+pandas==2.3.3
+pillow==12.2.0
+prettytable==3.17.0
+propcache==0.5.2
+protobuf==6.33.6
+pyarrow==24.0.0
+pyasn1-modules==0.4.2
+pyasn1==0.6.3
+pycparser==3.0; implementation_name != "PyPy" and platform_python_implementation != "PyPy"
+pydantic-core==2.46.4
+pydantic==2.13.4
+pyparsing==3.3.2
+python-dateutil==2.9.0.post0
+python-dotenv==1.2.2
+pytz==2026.2
+pywin32==312; sys_platform == "win32"
+pyyaml==6.0.3
+requests==2.34.2
+scikit-learn==1.9.0
+scipy==1.18.0
+shap==0.52.0
+six==1.17.0
+skops==0.14.0
+slicer==0.0.8
+smmap==5.0.3
+sqlalchemy==2.0.51
+sqlparse==0.5.5
+starlette==1.3.1
+threadpoolctl==3.6.0
+tqdm==4.68.3
+typing-extensions==4.15.0
+typing-inspection==0.4.2
+tzdata==2026.2
+urllib3==2.7.0
+uvicorn==0.49.0
+waitress==3.0.2; sys_platform == "win32"
+wcwidth==0.8.1
+werkzeug==3.1.8
+yarl==1.24.2
+zipp==4.1.0

mlartifacts/1/models/m-a5b341fcd80a45e0a6d086fdcb503e6b/artifacts/MLmodel

@@ -0,0 +1,43 @@
+artifact_path: mlflow-artifacts:/1/models/m-a5b341fcd80a45e0a6d086fdcb503e6b/artifacts
+flavors:
+  python_function:
+    env:
+      conda: conda.yaml
+      virtualenv: python_env.yaml
+    loader_module: mlflow.sklearn
+    model_path: model.skops
+    predict_fn: predict
+    python_version: 3.13.13
+  sklearn:
+    code: null
+    pickled_model: model.skops
+    serialization_format: skops
+    sklearn_version: 1.9.0
+    skops_trusted_types: null
+is_signature_from_type_hint: false
+mlflow_version: 3.14.0
+model_id: m-a5b341fcd80a45e0a6d086fdcb503e6b
+model_size_bytes: 2267941
+model_uuid: m-a5b341fcd80a45e0a6d086fdcb503e6b
+prompts: null
+run_id: 5554784b7c77407ba2095d40d21843ae
+signature:
+  inputs: '[{"type": "double", "name": "session_start_sin", "required": true}, {"type":
+    "double", "name": "session_start_cos", "required": true}, {"type": "double", "name":
+    "session_end_sin", "required": true}, {"type": "double", "name": "session_end_cos",
+    "required": true}, {"type": "double", "name": "event_count", "required": true},
+    {"type": "double", "name": "unique_event_types", "required": true}, {"type": "double",
+    "name": "screens_visited", "required": true}, {"type": "double", "name": "duration_seconds",
+    "required": true}, {"type": "double", "name": "events_per_minute", "required":
+    true}, {"type": "double", "name": "inter_event_time_mean_seconds", "required":
+    true}, {"type": "double", "name": "inter_event_time_median_seconds", "required":
+    true}, {"type": "double", "name": "inter_event_time_std_seconds", "required":
+    true}, {"type": "double", "name": "max_inter_event_gap_seconds", "required": true},
+    {"type": "double", "name": "session_start_hour", "required": true}, {"type": "double",
+    "name": "session_day_of_week", "required": true}, {"type": "double", "name": "session_day_of_week_sin",
+    "required": true}, {"type": "double", "name": "session_day_of_week_cos", "required":
+    true}, {"type": "double", "name": "distinct_hours_active", "required": true}]'
+  outputs: '[{"type": "tensor", "tensor-spec": {"dtype": "int64", "shape": [-1]}}]'
+  params: null
+type_hint_from_example: false
+utc_time_created: '2026-06-22 13:32:22.612442'

mlartifacts/1/models/m-a5b341fcd80a45e0a6d086fdcb503e6b/artifacts/conda.yaml

@@ -0,0 +1,103 @@
+channels:
+- conda-forge
+dependencies:
+- python=3.13.13
+- pip
+- pip:
+  - aiohappyeyeballs==2.6.2
+  - aiohttp==3.14.1
+  - aiosignal==1.4.0
+  - alembic==1.18.4
+  - annotated-doc==0.0.4
+  - annotated-types==0.7.0
+  - anyio==4.14.0
+  - attrs==26.1.0
+  - blinker==1.9.0
+  - cachetools==7.1.4
+  - certifi==2026.6.17
+  - cffi==2.0.0; platform_python_implementation != "PyPy"
+  - charset-normalizer==3.4.7
+  - click==8.4.1
+  - cloudpickle==3.1.2
+  - colorama==0.4.6; sys_platform == "win32"
+  - contourpy==1.3.3
+  - cryptography==48.0.1
+  - cycler==0.12.1
+  - databricks-sdk==0.118.0
+  - docker==7.1.0
+  - fastapi==0.138.0
+  - flask-cors==6.0.5
+  - flask==3.1.3
+  - fonttools==4.63.0
+  - frozenlist==1.8.0
+  - gitdb==4.0.12
+  - gitpython==3.1.50
+  - google-auth==2.55.0
+  - graphene==3.4.3
+  - graphql-core==3.2.11
+  - graphql-relay==3.2.0
+  - greenlet==3.5.2; platform_machine == "AMD64" or platform_machine == "WIN32" or
+    platform_machine == "aarch64" or platform_machine == "amd64" or platform_machine
+    == "ppc64le" or platform_machine == "win32" or platform_machine == "x86_64"
+  - gunicorn==26.0.0; sys_platform != "win32"
+  - h11==0.16.0
+  - huey==3.0.3
+  - idna==3.18
+  - importlib-metadata==9.0.0
+  - itsdangerous==2.2.0
+  - jinja2==3.1.6
+  - joblib==1.5.3
+  - kiwisolver==1.5.0
+  - mako==1.3.12
+  - markupsafe==3.0.3
+  - matplotlib==3.11.0
+  - mlflow-skinny==3.14.0
+  - mlflow-tracing==3.14.0
+  - mlflow==3.14.0
+  - multidict==6.7.1
+  - narwhals==2.22.1
+  - numpy==2.4.6
+  - opentelemetry-api==1.42.1
+  - opentelemetry-proto==1.42.1
+  - opentelemetry-sdk==1.42.1
+  - opentelemetry-semantic-conventions==0.63b1
+  - packaging==26.2
+  - pandas==2.3.3
+  - pillow==12.2.0
+  - prettytable==3.17.0
+  - propcache==0.5.2
+  - protobuf==6.33.6
+  - pyarrow==24.0.0
+  - pyasn1-modules==0.4.2
+  - pyasn1==0.6.3
+  - pycparser==3.0; implementation_name != "PyPy" and platform_python_implementation
+    != "PyPy"
+  - pydantic-core==2.46.4
+  - pydantic==2.13.4
+  - pyparsing==3.3.2
+  - python-dateutil==2.9.0.post0
+  - python-dotenv==1.2.2
+  - pytz==2026.2
+  - pywin32==312; sys_platform == "win32"
+  - pyyaml==6.0.3
+  - requests==2.34.2
+  - scikit-learn==1.9.0
+  - scipy==1.18.0
+  - six==1.17.0
+  - skops==0.14.0
+  - smmap==5.0.3
+  - sqlalchemy==2.0.51
+  - sqlparse==0.5.5
+  - starlette==1.3.1
+  - threadpoolctl==3.6.0
+  - typing-extensions==4.15.0
+  - typing-inspection==0.4.2
+  - tzdata==2026.2
+  - urllib3==2.7.0
+  - uvicorn==0.49.0
+  - waitress==3.0.2; sys_platform == "win32"
+  - wcwidth==0.8.1
+  - werkzeug==3.1.8
+  - yarl==1.24.2
+  - zipp==4.1.0
+name: mlflow-env

mlartifacts/1/models/m-a5b341fcd80a45e0a6d086fdcb503e6b/artifacts/python_env.yaml

@@ -0,0 +1,7 @@
+python: 3.13.13
+build_dependencies:
+- pip
+- setuptools
+- wheel
+dependencies:
+- -r requirements.txt

mlartifacts/1/models/m-a5b341fcd80a45e0a6d086fdcb503e6b/artifacts/requirements.txt

@@ -0,0 +1,93 @@
+aiohappyeyeballs==2.6.2
+aiohttp==3.14.1
+aiosignal==1.4.0
+alembic==1.18.4
+annotated-doc==0.0.4
+annotated-types==0.7.0
+anyio==4.14.0
+attrs==26.1.0
+blinker==1.9.0
+cachetools==7.1.4
+certifi==2026.6.17
+cffi==2.0.0; platform_python_implementation != "PyPy"
+charset-normalizer==3.4.7
+click==8.4.1
+cloudpickle==3.1.2
+colorama==0.4.6; sys_platform == "win32"
+contourpy==1.3.3
+cryptography==48.0.1
+cycler==0.12.1
+databricks-sdk==0.118.0
+docker==7.1.0
+fastapi==0.138.0
+flask-cors==6.0.5
+flask==3.1.3
+fonttools==4.63.0
+frozenlist==1.8.0
+gitdb==4.0.12
+gitpython==3.1.50
+google-auth==2.55.0
+graphene==3.4.3
+graphql-core==3.2.11
+graphql-relay==3.2.0
+greenlet==3.5.2; platform_machine == "AMD64" or platform_machine == "WIN32" or platform_machine == "aarch64" or platform_machine == "amd64" or platform_machine == "ppc64le" or platform_machine == "win32" or platform_machine == "x86_64"
+gunicorn==26.0.0; sys_platform != "win32"
+h11==0.16.0
+huey==3.0.3
+idna==3.18
+importlib-metadata==9.0.0
+itsdangerous==2.2.0
+jinja2==3.1.6
+joblib==1.5.3
+kiwisolver==1.5.0
+mako==1.3.12
+markupsafe==3.0.3
+matplotlib==3.11.0
+mlflow-skinny==3.14.0
+mlflow-tracing==3.14.0
+mlflow==3.14.0
+multidict==6.7.1
+narwhals==2.22.1
+numpy==2.4.6
+opentelemetry-api==1.42.1
+opentelemetry-proto==1.42.1
+opentelemetry-sdk==1.42.1
+opentelemetry-semantic-conventions==0.63b1
+packaging==26.2
+pandas==2.3.3
+pillow==12.2.0
+prettytable==3.17.0
+propcache==0.5.2
+protobuf==6.33.6
+pyarrow==24.0.0
+pyasn1-modules==0.4.2
+pyasn1==0.6.3
+pycparser==3.0; implementation_name != "PyPy" and platform_python_implementation != "PyPy"
+pydantic-core==2.46.4
+pydantic==2.13.4
+pyparsing==3.3.2
+python-dateutil==2.9.0.post0
+python-dotenv==1.2.2
+pytz==2026.2
+pywin32==312; sys_platform == "win32"
+pyyaml==6.0.3
+requests==2.34.2
+scikit-learn==1.9.0
+scipy==1.18.0
+six==1.17.0
+skops==0.14.0
+smmap==5.0.3
+sqlalchemy==2.0.51
+sqlparse==0.5.5
+starlette==1.3.1
+threadpoolctl==3.6.0
+typing-extensions==4.15.0
+typing-inspection==0.4.2
+tzdata==2026.2
+urllib3==2.7.0
+uvicorn==0.49.0
+waitress==3.0.2; sys_platform == "win32"
+wcwidth==0.8.1
+werkzeug==3.1.8
+yarl==1.24.2
+zipp==4.1.0

mlartifacts/1/models/m-acf59e64090c4983aedf4f38e00e88d8/artifacts/MLmodel

@@ -0,0 +1,43 @@
+artifact_path: mlflow-artifacts:/1/models/m-acf59e64090c4983aedf4f38e00e88d8/artifacts
+flavors:
+  python_function:
+    env:
+      conda: conda.yaml
+      virtualenv: python_env.yaml
+    loader_module: mlflow.sklearn
+    model_path: model.skops
+    predict_fn: predict
+    python_version: 3.13.13
+  sklearn:
+    code: null
+    pickled_model: model.skops
+    serialization_format: skops
+    sklearn_version: 1.9.0
+    skops_trusted_types: null
+is_signature_from_type_hint: false
+mlflow_version: 3.14.0
+model_id: m-acf59e64090c4983aedf4f38e00e88d8
+model_size_bytes: 2295049
+model_uuid: m-acf59e64090c4983aedf4f38e00e88d8
+prompts: null
+run_id: de53e59b4bc94d78b16095f85c342d5a
+signature:
+  inputs: '[{"type": "double", "name": "session_start_sin", "required": true}, {"type":
+    "double", "name": "session_start_cos", "required": true}, {"type": "double", "name":
+    "session_end_sin", "required": true}, {"type": "double", "name": "session_end_cos",
+    "required": true}, {"type": "double", "name": "event_count", "required": true},
+    {"type": "double", "name": "unique_event_types", "required": true}, {"type": "double",
+    "name": "screens_visited", "required": true}, {"type": "double", "name": "duration_seconds",
+    "required": true}, {"type": "double", "name": "events_per_minute", "required":
+    true}, {"type": "double", "name": "inter_event_time_mean_seconds", "required":
+    true}, {"type": "double", "name": "inter_event_time_median_seconds", "required":
+    true}, {"type": "double", "name": "inter_event_time_std_seconds", "required":
+    true}, {"type": "double", "name": "max_inter_event_gap_seconds", "required": true},
+    {"type": "double", "name": "session_start_hour", "required": true}, {"type": "double",
+    "name": "session_day_of_week", "required": true}, {"type": "double", "name": "session_day_of_week_sin",
+    "required": true}, {"type": "double", "name": "session_day_of_week_cos", "required":
+    true}, {"type": "double", "name": "distinct_hours_active", "required": true}]'
+  outputs: '[{"type": "tensor", "tensor-spec": {"dtype": "int64", "shape": [-1]}}]'
+  params: null
+type_hint_from_example: false
+utc_time_created: '2026-06-22 09:04:35.192681'

mlartifacts/1/models/m-acf59e64090c4983aedf4f38e00e88d8/artifacts/conda.yaml

@@ -0,0 +1,103 @@
+channels:
+- conda-forge
+dependencies:
+- python=3.13.13
+- pip
+- pip:
+  - aiohappyeyeballs==2.6.2
+  - aiohttp==3.14.1
+  - aiosignal==1.4.0
+  - alembic==1.18.4
+  - annotated-doc==0.0.4
+  - annotated-types==0.7.0
+  - anyio==4.14.0
+  - attrs==26.1.0
+  - blinker==1.9.0
+  - cachetools==7.1.4
+  - certifi==2026.6.17
+  - cffi==2.0.0; platform_python_implementation != "PyPy"
+  - charset-normalizer==3.4.7
+  - click==8.4.1
+  - cloudpickle==3.1.2
+  - colorama==0.4.6; sys_platform == "win32"
+  - contourpy==1.3.3
+  - cryptography==48.0.1
+  - cycler==0.12.1
+  - databricks-sdk==0.118.0
+  - docker==7.1.0
+  - fastapi==0.138.0
+  - flask-cors==6.0.5
+  - flask==3.1.3
+  - fonttools==4.63.0
+  - frozenlist==1.8.0
+  - gitdb==4.0.12
+  - gitpython==3.1.50
+  - google-auth==2.55.0
+  - graphene==3.4.3
+  - graphql-core==3.2.11
+  - graphql-relay==3.2.0
+  - greenlet==3.5.2; platform_machine == "AMD64" or platform_machine == "WIN32" or
+    platform_machine == "aarch64" or platform_machine == "amd64" or platform_machine
+    == "ppc64le" or platform_machine == "win32" or platform_machine == "x86_64"
+  - gunicorn==26.0.0; sys_platform != "win32"
+  - h11==0.16.0
+  - huey==3.0.3
+  - idna==3.18
+  - importlib-metadata==9.0.0
+  - itsdangerous==2.2.0
+  - jinja2==3.1.6
+  - joblib==1.5.3
+  - kiwisolver==1.5.0
+  - mako==1.3.12
+  - markupsafe==3.0.3
+  - matplotlib==3.11.0
+  - mlflow-skinny==3.14.0
+  - mlflow-tracing==3.14.0
+  - mlflow==3.14.0
+  - multidict==6.7.1
+  - narwhals==2.22.1
+  - numpy==2.4.6
+  - opentelemetry-api==1.42.1
+  - opentelemetry-proto==1.42.1
+  - opentelemetry-sdk==1.42.1
+  - opentelemetry-semantic-conventions==0.63b1
+  - packaging==26.2
+  - pandas==2.3.3
+  - pillow==12.2.0
+  - prettytable==3.17.0
+  - propcache==0.5.2
+  - protobuf==6.33.6
+  - pyarrow==24.0.0
+  - pyasn1-modules==0.4.2
+  - pyasn1==0.6.3
+  - pycparser==3.0; implementation_name != "PyPy" and platform_python_implementation
+    != "PyPy"
+  - pydantic-core==2.46.4
+  - pydantic==2.13.4
+  - pyparsing==3.3.2
+  - python-dateutil==2.9.0.post0
+  - python-dotenv==1.2.2
+  - pytz==2026.2
+  - pywin32==312; sys_platform == "win32"
+  - pyyaml==6.0.3
+  - requests==2.34.2
+  - scikit-learn==1.9.0
+  - scipy==1.18.0
+  - six==1.17.0
+  - skops==0.14.0
+  - smmap==5.0.3
+  - sqlalchemy==2.0.51
+  - sqlparse==0.5.5
+  - starlette==1.3.1
+  - threadpoolctl==3.6.0
+  - typing-extensions==4.15.0
+  - typing-inspection==0.4.2
+  - tzdata==2026.2
+  - urllib3==2.7.0
+  - uvicorn==0.49.0
+  - waitress==3.0.2; sys_platform == "win32"
+  - wcwidth==0.8.1
+  - werkzeug==3.1.8
+  - yarl==1.24.2
+  - zipp==4.1.0
+name: mlflow-env

mlartifacts/1/models/m-acf59e64090c4983aedf4f38e00e88d8/artifacts/python_env.yaml

@@ -0,0 +1,7 @@
+python: 3.13.13
+build_dependencies:
+- pip
+- setuptools
+- wheel
+dependencies:
+- -r requirements.txt

mlartifacts/1/models/m-acf59e64090c4983aedf4f38e00e88d8/artifacts/requirements.txt

@@ -0,0 +1,93 @@
+aiohappyeyeballs==2.6.2
+aiohttp==3.14.1
+aiosignal==1.4.0
+alembic==1.18.4
+annotated-doc==0.0.4
+annotated-types==0.7.0
+anyio==4.14.0
+attrs==26.1.0
+blinker==1.9.0
+cachetools==7.1.4
+certifi==2026.6.17
+cffi==2.0.0; platform_python_implementation != "PyPy"
+charset-normalizer==3.4.7
+click==8.4.1
+cloudpickle==3.1.2
+colorama==0.4.6; sys_platform == "win32"
+contourpy==1.3.3
+cryptography==48.0.1
+cycler==0.12.1
+databricks-sdk==0.118.0
+docker==7.1.0
+fastapi==0.138.0
+flask-cors==6.0.5
+flask==3.1.3
+fonttools==4.63.0
+frozenlist==1.8.0
+gitdb==4.0.12
+gitpython==3.1.50
+google-auth==2.55.0
+graphene==3.4.3
+graphql-core==3.2.11
+graphql-relay==3.2.0
+greenlet==3.5.2; platform_machine == "AMD64" or platform_machine == "WIN32" or platform_machine == "aarch64" or platform_machine == "amd64" or platform_machine == "ppc64le" or platform_machine == "win32" or platform_machine == "x86_64"
+gunicorn==26.0.0; sys_platform != "win32"
+h11==0.16.0
+huey==3.0.3
+idna==3.18
+importlib-metadata==9.0.0
+itsdangerous==2.2.0
+jinja2==3.1.6
+joblib==1.5.3
+kiwisolver==1.5.0
+mako==1.3.12
+markupsafe==3.0.3
+matplotlib==3.11.0
+mlflow-skinny==3.14.0
+mlflow-tracing==3.14.0
+mlflow==3.14.0
+multidict==6.7.1
+narwhals==2.22.1
+numpy==2.4.6
+opentelemetry-api==1.42.1
+opentelemetry-proto==1.42.1
+opentelemetry-sdk==1.42.1
+opentelemetry-semantic-conventions==0.63b1
+packaging==26.2
+pandas==2.3.3
+pillow==12.2.0
+prettytable==3.17.0
+propcache==0.5.2
+protobuf==6.33.6
+pyarrow==24.0.0
+pyasn1-modules==0.4.2
+pyasn1==0.6.3
+pycparser==3.0; implementation_name != "PyPy" and platform_python_implementation != "PyPy"
+pydantic-core==2.46.4
+pydantic==2.13.4
+pyparsing==3.3.2
+python-dateutil==2.9.0.post0
+python-dotenv==1.2.2
+pytz==2026.2
+pywin32==312; sys_platform == "win32"
+pyyaml==6.0.3
+requests==2.34.2
+scikit-learn==1.9.0
+scipy==1.18.0
+six==1.17.0
+skops==0.14.0
+smmap==5.0.3
+sqlalchemy==2.0.51
+sqlparse==0.5.5
+starlette==1.3.1
+threadpoolctl==3.6.0
+typing-extensions==4.15.0
+typing-inspection==0.4.2
+tzdata==2026.2
+urllib3==2.7.0
+uvicorn==0.49.0
+waitress==3.0.2; sys_platform == "win32"
+wcwidth==0.8.1
+werkzeug==3.1.8
+yarl==1.24.2
+zipp==4.1.0

mlartifacts/1/models/m-bd3c0c136325420f968da246eb391a3f/artifacts/.python-version

@@ -0,0 +1 @@
+3.13

mlartifacts/1/models/m-bd3c0c136325420f968da246eb391a3f/artifacts/MLmodel

@@ -0,0 +1,45 @@
+artifact_path: mlflow-artifacts:/1/models/m-bd3c0c136325420f968da246eb391a3f/artifacts
+flavors:
+  python_function:
+    artifacts:
+      model:
+        path: artifacts/isolation_forest.pkl
+        uri: /tmp/tmp7_w11p5z/isolation_forest.pkl
+    cloudpickle_version: 3.1.2
+    code: null
+    env:
+      conda: conda.yaml
+      virtualenv: python_env.yaml
+    loader_module: mlflow.pyfunc.model
+    python_model: python_model.pkl
+    python_version: 3.13.13
+    streamable: false
+is_signature_from_type_hint: false
+mlflow_version: 3.14.0
+model_id: m-bd3c0c136325420f968da246eb391a3f
+model_size_bytes: 1247806
+model_uuid: m-bd3c0c136325420f968da246eb391a3f
+prompts: null
+run_id: f127d3357648472a91f898dc506e2311
+signature:
+  inputs: '[{"type": "double", "name": "session_start_sin", "required": true}, {"type":
+    "double", "name": "session_start_cos", "required": true}, {"type": "double", "name":
+    "session_end_sin", "required": true}, {"type": "double", "name": "session_end_cos",
+    "required": true}, {"type": "double", "name": "event_count", "required": true},
+    {"type": "double", "name": "unique_event_types", "required": true}, {"type": "double",
+    "name": "screens_visited", "required": true}, {"type": "double", "name": "duration_seconds",
+    "required": true}, {"type": "double", "name": "events_per_minute", "required":
+    true}, {"type": "double", "name": "inter_event_time_mean_seconds", "required":
+    true}, {"type": "double", "name": "inter_event_time_median_seconds", "required":
+    true}, {"type": "double", "name": "inter_event_time_std_seconds", "required":
+    true}, {"type": "double", "name": "max_inter_event_gap_seconds", "required": true},
+    {"type": "double", "name": "session_start_hour", "required": true}, {"type": "double",
+    "name": "session_day_of_week", "required": true}, {"type": "double", "name": "session_day_of_week_sin",
+    "required": true}, {"type": "double", "name": "session_day_of_week_cos", "required":
+    true}, {"type": "double", "name": "distinct_hours_active", "required": true}]'
+  outputs: '[{"type": "long", "name": "prediction", "required": true}, {"type": "double",
+    "name": "anomaly_score", "required": true}, {"type": "double", "name": "decision_score",
+    "required": true}, {"type": "string", "name": "shap_values", "required": true}]'
+  params: null
+type_hint_from_example: false
+utc_time_created: '2026-06-29 13:12:50.535445'

mlartifacts/1/models/m-bd3c0c136325420f968da246eb391a3f/artifacts/conda.yaml

@@ -0,0 +1,111 @@
+channels:
+- conda-forge
+dependencies:
+- python=3.13.13
+- pip
+- pip:
+  - aiohappyeyeballs==2.6.2
+  - aiohttp==3.14.1
+  - aiosignal==1.4.0
+  - alembic==1.18.4
+  - annotated-doc==0.0.4
+  - annotated-types==0.7.0
+  - anyio==4.14.0
+  - attrs==26.1.0
+  - blinker==1.9.0
+  - cachetools==7.1.4
+  - certifi==2026.6.17
+  - cffi==2.0.0; platform_python_implementation != "PyPy"
+  - charset-normalizer==3.4.7
+  - click==8.4.1
+  - cloudpickle==3.1.2
+  - colorama==0.4.6; sys_platform == "win32"
+  - contourpy==1.3.3
+  - cryptography==48.0.1
+  - cycler==0.12.1
+  - databricks-sdk==0.118.0
+  - docker==7.1.0
+  - fastapi==0.138.0
+  - flask-cors==6.0.5
+  - flask==3.1.3
+  - fonttools==4.63.0
+  - frozenlist==1.8.0
+  - gitdb==4.0.12
+  - gitpython==3.1.50
+  - google-auth==2.55.0
+  - graphene==3.4.3
+  - graphql-core==3.2.11
+  - graphql-relay==3.2.0
+  - greenlet==3.5.2; platform_machine == "AMD64" or platform_machine == "WIN32" or
+    platform_machine == "aarch64" or platform_machine == "amd64" or platform_machine
+    == "ppc64le" or platform_machine == "win32" or platform_machine == "x86_64"
+  - gunicorn==26.0.0; sys_platform != "win32"
+  - h11==0.16.0
+  - huey==3.0.3
+  - idna==3.18
+  - importlib-metadata==9.0.0
+  - itsdangerous==2.2.0
+  - jinja2==3.1.6
+  - joblib==1.5.3
+  - kiwisolver==1.5.0
+  - llvmlite==0.45.1; platform_machine == "x86_64" and sys_platform == "darwin"
+  - llvmlite==0.47.0; platform_machine != "x86_64" or sys_platform != "darwin"
+  - mako==1.3.12
+  - markupsafe==3.0.3
+  - matplotlib==3.11.0
+  - mlflow-skinny==3.14.0
+  - mlflow-tracing==3.14.0
+  - mlflow==3.14.0
+  - multidict==6.7.1
+  - narwhals==2.22.1
+  - numba==0.62.1; platform_machine == "x86_64" and sys_platform == "darwin"
+  - numba==0.65.1; platform_machine != "x86_64" or sys_platform != "darwin"
+  - numpy==2.3.5; platform_machine == "x86_64" and sys_platform == "darwin"
+  - numpy==2.4.6; platform_machine != "x86_64" or sys_platform != "darwin"
+  - opentelemetry-api==1.42.1
+  - opentelemetry-proto==1.42.1
+  - opentelemetry-sdk==1.42.1
+  - opentelemetry-semantic-conventions==0.63b1
+  - packaging==26.2
+  - pandas==2.3.3
+  - pillow==12.2.0
+  - prettytable==3.17.0
+  - propcache==0.5.2
+  - protobuf==6.33.6
+  - pyarrow==24.0.0
+  - pyasn1-modules==0.4.2
+  - pyasn1==0.6.3
+  - pycparser==3.0; implementation_name != "PyPy" and platform_python_implementation
+    != "PyPy"
+  - pydantic-core==2.46.4
+  - pydantic==2.13.4
+  - pyparsing==3.3.2
+  - python-dateutil==2.9.0.post0
+  - python-dotenv==1.2.2
+  - pytz==2026.2
+  - pywin32==312; sys_platform == "win32"
+  - pyyaml==6.0.3
+  - requests==2.34.2
+  - scikit-learn==1.9.0
+  - scipy==1.18.0
+  - shap==0.52.0
+  - six==1.17.0
+  - skops==0.14.0
+  - slicer==0.0.8
+  - smmap==5.0.3
+  - sqlalchemy==2.0.51
+  - sqlparse==0.5.5
+  - starlette==1.3.1
+  - threadpoolctl==3.6.0
+  - tqdm==4.68.3
+  - typing-extensions==4.15.0
+  - typing-inspection==0.4.2
+  - tzdata==2026.2
+  - urllib3==2.7.0
+  - uvicorn==0.49.0
+  - waitress==3.0.2; sys_platform == "win32"
+  - wcwidth==0.8.1
+  - werkzeug==3.1.8
+  - yarl==1.24.2
+  - zipp==4.1.0
+name: mlflow-env

mlartifacts/1/models/m-bd3c0c136325420f968da246eb391a3f/artifacts/pyproject.toml

@@ -0,0 +1,12 @@
+[project]
+name = "fraud-models"
+version = "0.1.0"
+description = "Add your description here"
+readme = "README.md"
+requires-python = ">=3.13"
+dependencies = [
+    "mlflow>=3.14.0",
+    "pandas>=2.3.3",
+    "scikit-learn>=1.9.0",
+    "shap>=0.52.0",
+]

mlartifacts/1/models/m-bd3c0c136325420f968da246eb391a3f/artifacts/python_env.yaml

@@ -0,0 +1,7 @@
+python: 3.13.13
+build_dependencies:
+- pip
+- setuptools
+- wheel
+dependencies:
+- -r requirements.txt

mlartifacts/1/models/m-bd3c0c136325420f968da246eb391a3f/artifacts/requirements.txt

@@ -0,0 +1,101 @@
+aiohappyeyeballs==2.6.2
+aiohttp==3.14.1
+aiosignal==1.4.0
+alembic==1.18.4
+annotated-doc==0.0.4
+annotated-types==0.7.0
+anyio==4.14.0
+attrs==26.1.0
+blinker==1.9.0
+cachetools==7.1.4
+certifi==2026.6.17
+cffi==2.0.0; platform_python_implementation != "PyPy"
+charset-normalizer==3.4.7
+click==8.4.1
+cloudpickle==3.1.2
+colorama==0.4.6; sys_platform == "win32"
+contourpy==1.3.3
+cryptography==48.0.1
+cycler==0.12.1
+databricks-sdk==0.118.0
+docker==7.1.0
+fastapi==0.138.0
+flask-cors==6.0.5
+flask==3.1.3
+fonttools==4.63.0
+frozenlist==1.8.0
+gitdb==4.0.12
+gitpython==3.1.50
+google-auth==2.55.0
+graphene==3.4.3
+graphql-core==3.2.11
+graphql-relay==3.2.0
+greenlet==3.5.2; platform_machine == "AMD64" or platform_machine == "WIN32" or platform_machine == "aarch64" or platform_machine == "amd64" or platform_machine == "ppc64le" or platform_machine == "win32" or platform_machine == "x86_64"
+gunicorn==26.0.0; sys_platform != "win32"
+h11==0.16.0
+huey==3.0.3
+idna==3.18
+importlib-metadata==9.0.0
+itsdangerous==2.2.0
+jinja2==3.1.6
+joblib==1.5.3
+kiwisolver==1.5.0
+llvmlite==0.45.1; platform_machine == "x86_64" and sys_platform == "darwin"
+llvmlite==0.47.0; platform_machine != "x86_64" or sys_platform != "darwin"
+mako==1.3.12
+markupsafe==3.0.3
+matplotlib==3.11.0
+mlflow-skinny==3.14.0
+mlflow-tracing==3.14.0
+mlflow==3.14.0
+multidict==6.7.1
+narwhals==2.22.1
+numba==0.62.1; platform_machine == "x86_64" and sys_platform == "darwin"
+numba==0.65.1; platform_machine != "x86_64" or sys_platform != "darwin"
+numpy==2.3.5; platform_machine == "x86_64" and sys_platform == "darwin"
+numpy==2.4.6; platform_machine != "x86_64" or sys_platform != "darwin"
+opentelemetry-api==1.42.1
+opentelemetry-proto==1.42.1
+opentelemetry-sdk==1.42.1
+opentelemetry-semantic-conventions==0.63b1
+packaging==26.2
+pandas==2.3.3
+pillow==12.2.0
+prettytable==3.17.0
+propcache==0.5.2
+protobuf==6.33.6
+pyarrow==24.0.0
+pyasn1-modules==0.4.2
+pyasn1==0.6.3
+pycparser==3.0; implementation_name != "PyPy" and platform_python_implementation != "PyPy"
+pydantic-core==2.46.4
+pydantic==2.13.4
+pyparsing==3.3.2
+python-dateutil==2.9.0.post0
+python-dotenv==1.2.2
+pytz==2026.2
+pywin32==312; sys_platform == "win32"
+pyyaml==6.0.3
+requests==2.34.2
+scikit-learn==1.9.0
+scipy==1.18.0
+shap==0.52.0
+six==1.17.0
+skops==0.14.0
+slicer==0.0.8
+smmap==5.0.3
+sqlalchemy==2.0.51
+sqlparse==0.5.5
+starlette==1.3.1
+threadpoolctl==3.6.0
+tqdm==4.68.3
+typing-extensions==4.15.0
+typing-inspection==0.4.2
+tzdata==2026.2
+urllib3==2.7.0
+uvicorn==0.49.0
+waitress==3.0.2; sys_platform == "win32"
+wcwidth==0.8.1
+werkzeug==3.1.8
+yarl==1.24.2
+zipp==4.1.0

mlartifacts/1/models/m-cc16c062c0cc49fd97d4912bfebb0e75/artifacts/.python-version

@@ -0,0 +1 @@
+3.13

mlartifacts/1/models/m-cc16c062c0cc49fd97d4912bfebb0e75/artifacts/MLmodel

@@ -0,0 +1,54 @@
+artifact_path: mlflow-artifacts:/1/models/m-cc16c062c0cc49fd97d4912bfebb0e75/artifacts
+flavors:
+  python_function:
+    artifacts:
+      input_dim:
+        path: artifacts/input_dim.txt
+        uri: /tmp/tmpp1ktwuo_/input_dim.txt
+      scaler:
+        path: artifacts/scaler.pkl
+        uri: /tmp/tmpp1ktwuo_/scaler.pkl
+      threshold:
+        path: artifacts/threshold.txt
+        uri: /tmp/tmpp1ktwuo_/threshold.txt
+      weights:
+        path: artifacts/model.pt
+        uri: /tmp/tmpp1ktwuo_/model.pt
+    cloudpickle_version: 3.1.2
+    code: null
+    env:
+      conda: conda.yaml
+      virtualenv: python_env.yaml
+    loader_module: mlflow.pyfunc.model
+    python_model: python_model.pkl
+    python_version: 3.13.13
+    streamable: false
+is_signature_from_type_hint: false
+mlflow_version: 3.14.0
+model_id: m-cc16c062c0cc49fd97d4912bfebb0e75
+model_size_bytes: 41835
+model_uuid: m-cc16c062c0cc49fd97d4912bfebb0e75
+prompts: null
+run_id: 9b3eca8de2d8451da99d33b0569a828d
+signature:
+  inputs: '[{"type": "double", "name": "session_start_sin", "required": true}, {"type":
+    "double", "name": "session_start_cos", "required": true}, {"type": "double", "name":
+    "session_end_sin", "required": true}, {"type": "double", "name": "session_end_cos",
+    "required": true}, {"type": "double", "name": "event_count", "required": true},
+    {"type": "double", "name": "unique_event_types", "required": true}, {"type": "double",
+    "name": "screens_visited", "required": true}, {"type": "double", "name": "duration_seconds",
+    "required": true}, {"type": "double", "name": "events_per_minute", "required":
+    true}, {"type": "double", "name": "inter_event_time_mean_seconds", "required":
+    true}, {"type": "double", "name": "inter_event_time_median_seconds", "required":
+    true}, {"type": "double", "name": "inter_event_time_std_seconds", "required":
+    true}, {"type": "double", "name": "max_inter_event_gap_seconds", "required": true},
+    {"type": "double", "name": "session_start_hour", "required": true}, {"type": "double",
+    "name": "session_day_of_week", "required": true}, {"type": "double", "name": "session_day_of_week_sin",
+    "required": true}, {"type": "double", "name": "session_day_of_week_cos", "required":
+    true}, {"type": "double", "name": "distinct_hours_active", "required": true}]'
+  outputs: '[{"type": "long", "name": "prediction", "required": true}, {"type": "float",
+    "name": "anomaly_score", "required": true}, {"type": "float", "name": "threshold",
+    "required": true}]'
+  params: null
+type_hint_from_example: false
+utc_time_created: '2026-07-01 08:00:57.265291'

mlartifacts/1/models/m-cc16c062c0cc49fd97d4912bfebb0e75/artifacts/artifacts/input_dim.txt

@@ -0,0 +1 @@
+18

mlartifacts/1/models/m-cc16c062c0cc49fd97d4912bfebb0e75/artifacts/artifacts/threshold.txt

@@ -0,0 +1 @@
+0.034042023

mlartifacts/1/models/m-cc16c062c0cc49fd97d4912bfebb0e75/artifacts/conda.yaml

@@ -0,0 +1,111 @@
+channels:
+- conda-forge
+dependencies:
+- python=3.13.13
+- pip
+- pip:
+  - aiohappyeyeballs==2.6.2
+  - aiohttp==3.14.1
+  - aiosignal==1.4.0
+  - alembic==1.18.4
+  - annotated-doc==0.0.4
+  - annotated-types==0.7.0
+  - anyio==4.14.0
+  - attrs==26.1.0
+  - blinker==1.9.0
+  - cachetools==7.1.4
+  - certifi==2026.6.17
+  - cffi==2.0.0; platform_python_implementation != "PyPy"
+  - charset-normalizer==3.4.7
+  - click==8.4.1
+  - cloudpickle==3.1.2
+  - colorama==0.4.6; sys_platform == "win32"
+  - contourpy==1.3.3
+  - cryptography==48.0.1
+  - cycler==0.12.1
+  - databricks-sdk==0.118.0
+  - docker==7.1.0
+  - fastapi==0.138.0
+  - flask-cors==6.0.5
+  - flask==3.1.3
+  - fonttools==4.63.0
+  - frozenlist==1.8.0
+  - gitdb==4.0.12
+  - gitpython==3.1.50
+  - google-auth==2.55.0
+  - graphene==3.4.3
+  - graphql-core==3.2.11
+  - graphql-relay==3.2.0
+  - greenlet==3.5.2; platform_machine == "AMD64" or platform_machine == "WIN32" or
+    platform_machine == "aarch64" or platform_machine == "amd64" or platform_machine
+    == "ppc64le" or platform_machine == "win32" or platform_machine == "x86_64"
+  - gunicorn==26.0.0; sys_platform != "win32"
+  - h11==0.16.0
+  - huey==3.0.3
+  - idna==3.18
+  - importlib-metadata==9.0.0
+  - itsdangerous==2.2.0
+  - jinja2==3.1.6
+  - joblib==1.5.3
+  - kiwisolver==1.5.0
+  - llvmlite==0.45.1; platform_machine == "x86_64" and sys_platform == "darwin"
+  - llvmlite==0.47.0; platform_machine != "x86_64" or sys_platform != "darwin"
+  - mako==1.3.12
+  - markupsafe==3.0.3
+  - matplotlib==3.11.0
+  - mlflow-skinny==3.14.0
+  - mlflow-tracing==3.14.0
+  - mlflow==3.14.0
+  - multidict==6.7.1
+  - narwhals==2.22.1
+  - numba==0.62.1; platform_machine == "x86_64" and sys_platform == "darwin"
+  - numba==0.65.1; platform_machine != "x86_64" or sys_platform != "darwin"
+  - numpy==2.3.5; platform_machine == "x86_64" and sys_platform == "darwin"
+  - numpy==2.4.6; platform_machine != "x86_64" or sys_platform != "darwin"
+  - opentelemetry-api==1.42.1
+  - opentelemetry-proto==1.42.1
+  - opentelemetry-sdk==1.42.1
+  - opentelemetry-semantic-conventions==0.63b1
+  - packaging==26.2
+  - pandas==2.3.3
+  - pillow==12.2.0
+  - prettytable==3.17.0
+  - propcache==0.5.2
+  - protobuf==6.33.6
+  - pyarrow==24.0.0
+  - pyasn1-modules==0.4.2
+  - pyasn1==0.6.3
+  - pycparser==3.0; implementation_name != "PyPy" and platform_python_implementation
+    != "PyPy"
+  - pydantic-core==2.46.4
+  - pydantic==2.13.4
+  - pyparsing==3.3.2
+  - python-dateutil==2.9.0.post0
+  - python-dotenv==1.2.2
+  - pytz==2026.2
+  - pywin32==312; sys_platform == "win32"
+  - pyyaml==6.0.3
+  - requests==2.34.2
+  - scikit-learn==1.9.0
+  - scipy==1.18.0
+  - shap==0.52.0
+  - six==1.17.0
+  - skops==0.14.0
+  - slicer==0.0.8
+  - smmap==5.0.3
+  - sqlalchemy==2.0.51
+  - sqlparse==0.5.5
+  - starlette==1.3.1
+  - threadpoolctl==3.6.0
+  - tqdm==4.68.3
+  - typing-extensions==4.15.0
+  - typing-inspection==0.4.2
+  - tzdata==2026.2
+  - urllib3==2.7.0
+  - uvicorn==0.49.0
+  - waitress==3.0.2; sys_platform == "win32"
+  - wcwidth==0.8.1
+  - werkzeug==3.1.8
+  - yarl==1.24.2
+  - zipp==4.1.0
+name: mlflow-env

mlartifacts/1/models/m-cc16c062c0cc49fd97d4912bfebb0e75/artifacts/pyproject.toml

@@ -0,0 +1,12 @@
+[project]
+name = "fraud-models"
+version = "0.1.0"
+description = "Add your description here"
+readme = "README.md"
+requires-python = ">=3.13"
+dependencies = [
+    "mlflow>=3.14.0",
+    "pandas>=2.3.3",
+    "scikit-learn>=1.9.0",
+    "shap>=0.52.0",
+]

mlartifacts/1/models/m-cc16c062c0cc49fd97d4912bfebb0e75/artifacts/python_env.yaml

@@ -0,0 +1,7 @@
+python: 3.13.13
+build_dependencies:
+- pip
+- setuptools==70.2.0
+- wheel
+dependencies:
+- -r requirements.txt

mlartifacts/1/models/m-cc16c062c0cc49fd97d4912bfebb0e75/artifacts/requirements.txt

@@ -0,0 +1,101 @@
+aiohappyeyeballs==2.6.2
+aiohttp==3.14.1
+aiosignal==1.4.0
+alembic==1.18.4
+annotated-doc==0.0.4
+annotated-types==0.7.0
+anyio==4.14.0
+attrs==26.1.0
+blinker==1.9.0
+cachetools==7.1.4
+certifi==2026.6.17
+cffi==2.0.0; platform_python_implementation != "PyPy"
+charset-normalizer==3.4.7
+click==8.4.1
+cloudpickle==3.1.2
+colorama==0.4.6; sys_platform == "win32"
+contourpy==1.3.3
+cryptography==48.0.1
+cycler==0.12.1
+databricks-sdk==0.118.0
+docker==7.1.0
+fastapi==0.138.0
+flask-cors==6.0.5
+flask==3.1.3
+fonttools==4.63.0
+frozenlist==1.8.0
+gitdb==4.0.12
+gitpython==3.1.50
+google-auth==2.55.0
+graphene==3.4.3
+graphql-core==3.2.11
+graphql-relay==3.2.0
+greenlet==3.5.2; platform_machine == "AMD64" or platform_machine == "WIN32" or platform_machine == "aarch64" or platform_machine == "amd64" or platform_machine == "ppc64le" or platform_machine == "win32" or platform_machine == "x86_64"
+gunicorn==26.0.0; sys_platform != "win32"
+h11==0.16.0
+huey==3.0.3
+idna==3.18
+importlib-metadata==9.0.0
+itsdangerous==2.2.0
+jinja2==3.1.6
+joblib==1.5.3
+kiwisolver==1.5.0
+llvmlite==0.45.1; platform_machine == "x86_64" and sys_platform == "darwin"
+llvmlite==0.47.0; platform_machine != "x86_64" or sys_platform != "darwin"
+mako==1.3.12
+markupsafe==3.0.3
+matplotlib==3.11.0
+mlflow-skinny==3.14.0
+mlflow-tracing==3.14.0
+mlflow==3.14.0
+multidict==6.7.1
+narwhals==2.22.1
+numba==0.62.1; platform_machine == "x86_64" and sys_platform == "darwin"
+numba==0.65.1; platform_machine != "x86_64" or sys_platform != "darwin"
+numpy==2.3.5; platform_machine == "x86_64" and sys_platform == "darwin"
+numpy==2.4.6; platform_machine != "x86_64" or sys_platform != "darwin"
+opentelemetry-api==1.42.1
+opentelemetry-proto==1.42.1
+opentelemetry-sdk==1.42.1
+opentelemetry-semantic-conventions==0.63b1
+packaging==26.2
+pandas==2.3.3
+pillow==12.2.0
+prettytable==3.17.0
+propcache==0.5.2
+protobuf==6.33.6
+pyarrow==24.0.0
+pyasn1-modules==0.4.2
+pyasn1==0.6.3
+pycparser==3.0; implementation_name != "PyPy" and platform_python_implementation != "PyPy"
+pydantic-core==2.46.4
+pydantic==2.13.4
+pyparsing==3.3.2
+python-dateutil==2.9.0.post0
+python-dotenv==1.2.2
+pytz==2026.2
+pywin32==312; sys_platform == "win32"
+pyyaml==6.0.3
+requests==2.34.2
+scikit-learn==1.9.0
+scipy==1.18.0
+shap==0.52.0
+six==1.17.0
+skops==0.14.0
+slicer==0.0.8
+smmap==5.0.3
+sqlalchemy==2.0.51
+sqlparse==0.5.5
+starlette==1.3.1
+threadpoolctl==3.6.0
+tqdm==4.68.3
+typing-extensions==4.15.0
+typing-inspection==0.4.2
+tzdata==2026.2
+urllib3==2.7.0
+uvicorn==0.49.0
+waitress==3.0.2; sys_platform == "win32"
+wcwidth==0.8.1
+werkzeug==3.1.8
+yarl==1.24.2
+zipp==4.1.0

mlartifacts/1/models/m-d013dfe57f234ba789bd01b3eea28057/artifacts/MLmodel

@@ -0,0 +1,43 @@
+artifact_path: mlflow-artifacts:/1/models/m-d013dfe57f234ba789bd01b3eea28057/artifacts
+flavors:
+  python_function:
+    env:
+      conda: conda.yaml
+      virtualenv: python_env.yaml
+    loader_module: mlflow.sklearn
+    model_path: model.skops
+    predict_fn: predict
+    python_version: 3.13.13
+  sklearn:
+    code: null
+    pickled_model: model.skops
+    serialization_format: skops
+    sklearn_version: 1.9.0
+    skops_trusted_types: null
+is_signature_from_type_hint: false
+mlflow_version: 3.14.0
+model_id: m-d013dfe57f234ba789bd01b3eea28057
+model_size_bytes: 2338964
+model_uuid: m-d013dfe57f234ba789bd01b3eea28057
+prompts: null
+run_id: e645ff483c6c4701b23dcf923cb19413
+signature:
+  inputs: '[{"type": "double", "name": "session_start_sin", "required": true}, {"type":
+    "double", "name": "session_start_cos", "required": true}, {"type": "double", "name":
+    "session_end_sin", "required": true}, {"type": "double", "name": "session_end_cos",
+    "required": true}, {"type": "double", "name": "event_count", "required": true},
+    {"type": "double", "name": "unique_event_types", "required": true}, {"type": "double",
+    "name": "screens_visited", "required": true}, {"type": "double", "name": "duration_seconds",
+    "required": true}, {"type": "double", "name": "events_per_minute", "required":
+    true}, {"type": "double", "name": "inter_event_time_mean_seconds", "required":
+    true}, {"type": "double", "name": "inter_event_time_median_seconds", "required":
+    true}, {"type": "double", "name": "inter_event_time_std_seconds", "required":
+    true}, {"type": "double", "name": "max_inter_event_gap_seconds", "required": true},
+    {"type": "double", "name": "session_start_hour", "required": true}, {"type": "double",
+    "name": "session_day_of_week", "required": true}, {"type": "double", "name": "session_day_of_week_sin",
+    "required": true}, {"type": "double", "name": "session_day_of_week_cos", "required":
+    true}, {"type": "double", "name": "distinct_hours_active", "required": true}]'
+  outputs: '[{"type": "tensor", "tensor-spec": {"dtype": "int64", "shape": [-1]}}]'
+  params: null
+type_hint_from_example: false
+utc_time_created: '2026-06-22 09:40:08.152997'

mlartifacts/1/models/m-d013dfe57f234ba789bd01b3eea28057/artifacts/conda.yaml

@@ -0,0 +1,103 @@
+channels:
+- conda-forge
+dependencies:
+- python=3.13.13
+- pip
+- pip:
+  - aiohappyeyeballs==2.6.2
+  - aiohttp==3.14.1
+  - aiosignal==1.4.0
+  - alembic==1.18.4
+  - annotated-doc==0.0.4
+  - annotated-types==0.7.0
+  - anyio==4.14.0
+  - attrs==26.1.0
+  - blinker==1.9.0
+  - cachetools==7.1.4
+  - certifi==2026.6.17
+  - cffi==2.0.0; platform_python_implementation != "PyPy"
+  - charset-normalizer==3.4.7
+  - click==8.4.1
+  - cloudpickle==3.1.2
+  - colorama==0.4.6; sys_platform == "win32"
+  - contourpy==1.3.3
+  - cryptography==48.0.1
+  - cycler==0.12.1
+  - databricks-sdk==0.118.0
+  - docker==7.1.0
+  - fastapi==0.138.0
+  - flask-cors==6.0.5
+  - flask==3.1.3
+  - fonttools==4.63.0
+  - frozenlist==1.8.0
+  - gitdb==4.0.12
+  - gitpython==3.1.50
+  - google-auth==2.55.0
+  - graphene==3.4.3
+  - graphql-core==3.2.11
+  - graphql-relay==3.2.0
+  - greenlet==3.5.2; platform_machine == "AMD64" or platform_machine == "WIN32" or
+    platform_machine == "aarch64" or platform_machine == "amd64" or platform_machine
+    == "ppc64le" or platform_machine == "win32" or platform_machine == "x86_64"
+  - gunicorn==26.0.0; sys_platform != "win32"
+  - h11==0.16.0
+  - huey==3.0.3
+  - idna==3.18
+  - importlib-metadata==9.0.0
+  - itsdangerous==2.2.0
+  - jinja2==3.1.6
+  - joblib==1.5.3
+  - kiwisolver==1.5.0
+  - mako==1.3.12
+  - markupsafe==3.0.3
+  - matplotlib==3.11.0
+  - mlflow-skinny==3.14.0
+  - mlflow-tracing==3.14.0
+  - mlflow==3.14.0
+  - multidict==6.7.1
+  - narwhals==2.22.1
+  - numpy==2.4.6
+  - opentelemetry-api==1.42.1
+  - opentelemetry-proto==1.42.1
+  - opentelemetry-sdk==1.42.1
+  - opentelemetry-semantic-conventions==0.63b1
+  - packaging==26.2
+  - pandas==2.3.3
+  - pillow==12.2.0
+  - prettytable==3.17.0
+  - propcache==0.5.2
+  - protobuf==6.33.6
+  - pyarrow==24.0.0
+  - pyasn1-modules==0.4.2
+  - pyasn1==0.6.3
+  - pycparser==3.0; implementation_name != "PyPy" and platform_python_implementation
+    != "PyPy"
+  - pydantic-core==2.46.4
+  - pydantic==2.13.4
+  - pyparsing==3.3.2
+  - python-dateutil==2.9.0.post0
+  - python-dotenv==1.2.2
+  - pytz==2026.2
+  - pywin32==312; sys_platform == "win32"
+  - pyyaml==6.0.3
+  - requests==2.34.2
+  - scikit-learn==1.9.0
+  - scipy==1.18.0
+  - six==1.17.0
+  - skops==0.14.0
+  - smmap==5.0.3
+  - sqlalchemy==2.0.51
+  - sqlparse==0.5.5
+  - starlette==1.3.1
+  - threadpoolctl==3.6.0
+  - typing-extensions==4.15.0
+  - typing-inspection==0.4.2
+  - tzdata==2026.2
+  - urllib3==2.7.0
+  - uvicorn==0.49.0
+  - waitress==3.0.2; sys_platform == "win32"
+  - wcwidth==0.8.1
+  - werkzeug==3.1.8
+  - yarl==1.24.2
+  - zipp==4.1.0
+name: mlflow-env

mlartifacts/1/models/m-d013dfe57f234ba789bd01b3eea28057/artifacts/python_env.yaml

@@ -0,0 +1,7 @@
+python: 3.13.13
+build_dependencies:
+- pip
+- setuptools
+- wheel
+dependencies:
+- -r requirements.txt

mlartifacts/1/models/m-d013dfe57f234ba789bd01b3eea28057/artifacts/requirements.txt

@@ -0,0 +1,93 @@
+aiohappyeyeballs==2.6.2
+aiohttp==3.14.1
+aiosignal==1.4.0
+alembic==1.18.4
+annotated-doc==0.0.4
+annotated-types==0.7.0
+anyio==4.14.0
+attrs==26.1.0
+blinker==1.9.0
+cachetools==7.1.4
+certifi==2026.6.17
+cffi==2.0.0; platform_python_implementation != "PyPy"
+charset-normalizer==3.4.7
+click==8.4.1
+cloudpickle==3.1.2
+colorama==0.4.6; sys_platform == "win32"
+contourpy==1.3.3
+cryptography==48.0.1
+cycler==0.12.1
+databricks-sdk==0.118.0
+docker==7.1.0
+fastapi==0.138.0
+flask-cors==6.0.5
+flask==3.1.3
+fonttools==4.63.0
+frozenlist==1.8.0
+gitdb==4.0.12
+gitpython==3.1.50
+google-auth==2.55.0
+graphene==3.4.3
+graphql-core==3.2.11
+graphql-relay==3.2.0
+greenlet==3.5.2; platform_machine == "AMD64" or platform_machine == "WIN32" or platform_machine == "aarch64" or platform_machine == "amd64" or platform_machine == "ppc64le" or platform_machine == "win32" or platform_machine == "x86_64"
+gunicorn==26.0.0; sys_platform != "win32"
+h11==0.16.0
+huey==3.0.3
+idna==3.18
+importlib-metadata==9.0.0
+itsdangerous==2.2.0
+jinja2==3.1.6
+joblib==1.5.3
+kiwisolver==1.5.0
+mako==1.3.12
+markupsafe==3.0.3
+matplotlib==3.11.0
+mlflow-skinny==3.14.0
+mlflow-tracing==3.14.0
+mlflow==3.14.0
+multidict==6.7.1
+narwhals==2.22.1
+numpy==2.4.6
+opentelemetry-api==1.42.1
+opentelemetry-proto==1.42.1
+opentelemetry-sdk==1.42.1
+opentelemetry-semantic-conventions==0.63b1
+packaging==26.2
+pandas==2.3.3
+pillow==12.2.0
+prettytable==3.17.0
+propcache==0.5.2
+protobuf==6.33.6
+pyarrow==24.0.0
+pyasn1-modules==0.4.2
+pyasn1==0.6.3
+pycparser==3.0; implementation_name != "PyPy" and platform_python_implementation != "PyPy"
+pydantic-core==2.46.4
+pydantic==2.13.4
+pyparsing==3.3.2
+python-dateutil==2.9.0.post0
+python-dotenv==1.2.2
+pytz==2026.2
+pywin32==312; sys_platform == "win32"
+pyyaml==6.0.3
+requests==2.34.2
+scikit-learn==1.9.0
+scipy==1.18.0
+six==1.17.0
+skops==0.14.0
+smmap==5.0.3
+sqlalchemy==2.0.51
+sqlparse==0.5.5
+starlette==1.3.1
+threadpoolctl==3.6.0
+typing-extensions==4.15.0
+typing-inspection==0.4.2
+tzdata==2026.2
+urllib3==2.7.0
+uvicorn==0.49.0
+waitress==3.0.2; sys_platform == "win32"
+wcwidth==0.8.1
+werkzeug==3.1.8
+yarl==1.24.2
+zipp==4.1.0

mlartifacts/1/models/m-d46191ce42ad4c1a898fbbaf53b7054a/artifacts/.python-version

@@ -0,0 +1 @@
+3.13

mlartifacts/1/models/m-d46191ce42ad4c1a898fbbaf53b7054a/artifacts/MLmodel

@@ -0,0 +1,45 @@
+artifact_path: mlflow-artifacts:/1/models/m-d46191ce42ad4c1a898fbbaf53b7054a/artifacts
+flavors:
+  python_function:
+    artifacts:
+      model:
+        path: artifacts/isolation_forest.pkl
+        uri: /tmp/tmp1xyv_a_n/isolation_forest.pkl
+    cloudpickle_version: 3.1.2
+    code: null
+    env:
+      conda: conda.yaml
+      virtualenv: python_env.yaml
+    loader_module: mlflow.pyfunc.model
+    python_model: python_model.pkl
+    python_version: 3.13.13
+    streamable: false
+is_signature_from_type_hint: false
+mlflow_version: 3.14.0
+model_id: m-d46191ce42ad4c1a898fbbaf53b7054a
+model_size_bytes: 639596
+model_uuid: m-d46191ce42ad4c1a898fbbaf53b7054a
+prompts: null
+run_id: 0ff8b58906e74c7dbc8d3a7291e5c384
+signature:
+  inputs: '[{"type": "double", "name": "session_start_sin", "required": true}, {"type":
+    "double", "name": "session_start_cos", "required": true}, {"type": "double", "name":
+    "session_end_sin", "required": true}, {"type": "double", "name": "session_end_cos",
+    "required": true}, {"type": "double", "name": "event_count", "required": true},
+    {"type": "double", "name": "unique_event_types", "required": true}, {"type": "double",
+    "name": "screens_visited", "required": true}, {"type": "double", "name": "duration_seconds",
+    "required": true}, {"type": "double", "name": "events_per_minute", "required":
+    true}, {"type": "double", "name": "inter_event_time_mean_seconds", "required":
+    true}, {"type": "double", "name": "inter_event_time_median_seconds", "required":
+    true}, {"type": "double", "name": "inter_event_time_std_seconds", "required":
+    true}, {"type": "double", "name": "max_inter_event_gap_seconds", "required": true},
+    {"type": "double", "name": "session_start_hour", "required": true}, {"type": "double",
+    "name": "session_day_of_week", "required": true}, {"type": "double", "name": "session_day_of_week_sin",
+    "required": true}, {"type": "double", "name": "session_day_of_week_cos", "required":
+    true}, {"type": "double", "name": "distinct_hours_active", "required": true}]'
+  outputs: '[{"type": "long", "name": "prediction", "required": true}, {"type": "double",
+    "name": "anomaly_score", "required": true}, {"type": "double", "name": "decision_score",
+    "required": true}, {"type": "string", "name": "shap_values", "required": true}]'
+  params: null
+type_hint_from_example: false
+utc_time_created: '2026-06-27 13:56:28.625932'

mlartifacts/1/models/m-d46191ce42ad4c1a898fbbaf53b7054a/artifacts/conda.yaml

@@ -0,0 +1,111 @@
+channels:
+- conda-forge
+dependencies:
+- python=3.13.13
+- pip
+- pip:
+  - aiohappyeyeballs==2.6.2
+  - aiohttp==3.14.1
+  - aiosignal==1.4.0
+  - alembic==1.18.4
+  - annotated-doc==0.0.4
+  - annotated-types==0.7.0
+  - anyio==4.14.0
+  - attrs==26.1.0
+  - blinker==1.9.0
+  - cachetools==7.1.4
+  - certifi==2026.6.17
+  - cffi==2.0.0; platform_python_implementation != "PyPy"
+  - charset-normalizer==3.4.7
+  - click==8.4.1
+  - cloudpickle==3.1.2
+  - colorama==0.4.6; sys_platform == "win32"
+  - contourpy==1.3.3
+  - cryptography==48.0.1
+  - cycler==0.12.1
+  - databricks-sdk==0.118.0
+  - docker==7.1.0
+  - fastapi==0.138.0
+  - flask-cors==6.0.5
+  - flask==3.1.3
+  - fonttools==4.63.0
+  - frozenlist==1.8.0
+  - gitdb==4.0.12
+  - gitpython==3.1.50
+  - google-auth==2.55.0
+  - graphene==3.4.3
+  - graphql-core==3.2.11
+  - graphql-relay==3.2.0
+  - greenlet==3.5.2; platform_machine == "AMD64" or platform_machine == "WIN32" or
+    platform_machine == "aarch64" or platform_machine == "amd64" or platform_machine
+    == "ppc64le" or platform_machine == "win32" or platform_machine == "x86_64"
+  - gunicorn==26.0.0; sys_platform != "win32"
+  - h11==0.16.0
+  - huey==3.0.3
+  - idna==3.18
+  - importlib-metadata==9.0.0
+  - itsdangerous==2.2.0
+  - jinja2==3.1.6
+  - joblib==1.5.3
+  - kiwisolver==1.5.0
+  - llvmlite==0.45.1; platform_machine == "x86_64" and sys_platform == "darwin"
+  - llvmlite==0.47.0; platform_machine != "x86_64" or sys_platform != "darwin"
+  - mako==1.3.12
+  - markupsafe==3.0.3
+  - matplotlib==3.11.0
+  - mlflow-skinny==3.14.0
+  - mlflow-tracing==3.14.0
+  - mlflow==3.14.0
+  - multidict==6.7.1
+  - narwhals==2.22.1
+  - numba==0.62.1; platform_machine == "x86_64" and sys_platform == "darwin"
+  - numba==0.65.1; platform_machine != "x86_64" or sys_platform != "darwin"
+  - numpy==2.3.5; platform_machine == "x86_64" and sys_platform == "darwin"
+  - numpy==2.4.6; platform_machine != "x86_64" or sys_platform != "darwin"
+  - opentelemetry-api==1.42.1
+  - opentelemetry-proto==1.42.1
+  - opentelemetry-sdk==1.42.1
+  - opentelemetry-semantic-conventions==0.63b1
+  - packaging==26.2
+  - pandas==2.3.3
+  - pillow==12.2.0
+  - prettytable==3.17.0
+  - propcache==0.5.2
+  - protobuf==6.33.6
+  - pyarrow==24.0.0
+  - pyasn1-modules==0.4.2
+  - pyasn1==0.6.3
+  - pycparser==3.0; implementation_name != "PyPy" and platform_python_implementation
+    != "PyPy"
+  - pydantic-core==2.46.4
+  - pydantic==2.13.4
+  - pyparsing==3.3.2
+  - python-dateutil==2.9.0.post0
+  - python-dotenv==1.2.2
+  - pytz==2026.2
+  - pywin32==312; sys_platform == "win32"
+  - pyyaml==6.0.3
+  - requests==2.34.2
+  - scikit-learn==1.9.0
+  - scipy==1.18.0
+  - shap==0.52.0
+  - six==1.17.0
+  - skops==0.14.0
+  - slicer==0.0.8
+  - smmap==5.0.3
+  - sqlalchemy==2.0.51
+  - sqlparse==0.5.5
+  - starlette==1.3.1
+  - threadpoolctl==3.6.0
+  - tqdm==4.68.3
+  - typing-extensions==4.15.0
+  - typing-inspection==0.4.2
+  - tzdata==2026.2
+  - urllib3==2.7.0
+  - uvicorn==0.49.0
+  - waitress==3.0.2; sys_platform == "win32"
+  - wcwidth==0.8.1
+  - werkzeug==3.1.8
+  - yarl==1.24.2
+  - zipp==4.1.0
+name: mlflow-env

mlartifacts/1/models/m-d46191ce42ad4c1a898fbbaf53b7054a/artifacts/pyproject.toml

@@ -0,0 +1,12 @@
+[project]
+name = "fraud-models"
+version = "0.1.0"
+description = "Add your description here"
+readme = "README.md"
+requires-python = ">=3.13"
+dependencies = [
+    "mlflow>=3.14.0",
+    "pandas>=2.3.3",
+    "scikit-learn>=1.9.0",
+    "shap>=0.52.0",
+]

mlartifacts/1/models/m-d46191ce42ad4c1a898fbbaf53b7054a/artifacts/python_env.yaml

@@ -0,0 +1,7 @@
+python: 3.13.13
+build_dependencies:
+- pip
+- setuptools
+- wheel
+dependencies:
+- -r requirements.txt

mlartifacts/1/models/m-d46191ce42ad4c1a898fbbaf53b7054a/artifacts/requirements.txt

@@ -0,0 +1,101 @@
+aiohappyeyeballs==2.6.2
+aiohttp==3.14.1
+aiosignal==1.4.0
+alembic==1.18.4
+annotated-doc==0.0.4
+annotated-types==0.7.0
+anyio==4.14.0
+attrs==26.1.0
+blinker==1.9.0
+cachetools==7.1.4
+certifi==2026.6.17
+cffi==2.0.0; platform_python_implementation != "PyPy"
+charset-normalizer==3.4.7
+click==8.4.1
+cloudpickle==3.1.2
+colorama==0.4.6; sys_platform == "win32"
+contourpy==1.3.3
+cryptography==48.0.1
+cycler==0.12.1
+databricks-sdk==0.118.0
+docker==7.1.0
+fastapi==0.138.0
+flask-cors==6.0.5
+flask==3.1.3
+fonttools==4.63.0
+frozenlist==1.8.0
+gitdb==4.0.12
+gitpython==3.1.50
+google-auth==2.55.0
+graphene==3.4.3
+graphql-core==3.2.11
+graphql-relay==3.2.0
+greenlet==3.5.2; platform_machine == "AMD64" or platform_machine == "WIN32" or platform_machine == "aarch64" or platform_machine == "amd64" or platform_machine == "ppc64le" or platform_machine == "win32" or platform_machine == "x86_64"
+gunicorn==26.0.0; sys_platform != "win32"
+h11==0.16.0
+huey==3.0.3
+idna==3.18
+importlib-metadata==9.0.0
+itsdangerous==2.2.0
+jinja2==3.1.6
+joblib==1.5.3
+kiwisolver==1.5.0
+llvmlite==0.45.1; platform_machine == "x86_64" and sys_platform == "darwin"
+llvmlite==0.47.0; platform_machine != "x86_64" or sys_platform != "darwin"
+mako==1.3.12
+markupsafe==3.0.3
+matplotlib==3.11.0
+mlflow-skinny==3.14.0
+mlflow-tracing==3.14.0
+mlflow==3.14.0
+multidict==6.7.1
+narwhals==2.22.1
+numba==0.62.1; platform_machine == "x86_64" and sys_platform == "darwin"
+numba==0.65.1; platform_machine != "x86_64" or sys_platform != "darwin"
+numpy==2.3.5; platform_machine == "x86_64" and sys_platform == "darwin"
+numpy==2.4.6; platform_machine != "x86_64" or sys_platform != "darwin"
+opentelemetry-api==1.42.1
+opentelemetry-proto==1.42.1
+opentelemetry-sdk==1.42.1
+opentelemetry-semantic-conventions==0.63b1
+packaging==26.2
+pandas==2.3.3
+pillow==12.2.0
+prettytable==3.17.0
+propcache==0.5.2
+protobuf==6.33.6
+pyarrow==24.0.0
+pyasn1-modules==0.4.2
+pyasn1==0.6.3
+pycparser==3.0; implementation_name != "PyPy" and platform_python_implementation != "PyPy"
+pydantic-core==2.46.4
+pydantic==2.13.4
+pyparsing==3.3.2
+python-dateutil==2.9.0.post0
+python-dotenv==1.2.2
+pytz==2026.2
+pywin32==312; sys_platform == "win32"
+pyyaml==6.0.3
+requests==2.34.2
+scikit-learn==1.9.0
+scipy==1.18.0
+shap==0.52.0
+six==1.17.0
+skops==0.14.0
+slicer==0.0.8
+smmap==5.0.3
+sqlalchemy==2.0.51
+sqlparse==0.5.5
+starlette==1.3.1
+threadpoolctl==3.6.0
+tqdm==4.68.3
+typing-extensions==4.15.0
+typing-inspection==0.4.2
+tzdata==2026.2
+urllib3==2.7.0
+uvicorn==0.49.0
+waitress==3.0.2; sys_platform == "win32"
+wcwidth==0.8.1
+werkzeug==3.1.8
+yarl==1.24.2
+zipp==4.1.0

mlartifacts/1/models/m-e20cf041c120422dbf613df9850d7715/artifacts/MLmodel

@@ -0,0 +1,43 @@
+artifact_path: mlflow-artifacts:/1/models/m-e20cf041c120422dbf613df9850d7715/artifacts
+flavors:
+  python_function:
+    env:
+      conda: conda.yaml
+      virtualenv: python_env.yaml
+    loader_module: mlflow.sklearn
+    model_path: model.skops
+    predict_fn: predict
+    python_version: 3.13.13
+  sklearn:
+    code: null
+    pickled_model: model.skops
+    serialization_format: skops
+    sklearn_version: 1.9.0
+    skops_trusted_types: null
+is_signature_from_type_hint: false
+mlflow_version: 3.14.0
+model_id: m-e20cf041c120422dbf613df9850d7715
+model_size_bytes: 2339226
+model_uuid: m-e20cf041c120422dbf613df9850d7715
+prompts: null
+run_id: 6ae6caee46944d8fa5d0d7ab48899318
+signature:
+  inputs: '[{"type": "double", "name": "session_start_sin", "required": true}, {"type":
+    "double", "name": "session_start_cos", "required": true}, {"type": "double", "name":
+    "session_end_sin", "required": true}, {"type": "double", "name": "session_end_cos",
+    "required": true}, {"type": "double", "name": "event_count", "required": true},
+    {"type": "double", "name": "unique_event_types", "required": true}, {"type": "double",
+    "name": "screens_visited", "required": true}, {"type": "double", "name": "duration_seconds",
+    "required": true}, {"type": "double", "name": "events_per_minute", "required":
+    true}, {"type": "double", "name": "inter_event_time_mean_seconds", "required":
+    true}, {"type": "double", "name": "inter_event_time_median_seconds", "required":
+    true}, {"type": "double", "name": "inter_event_time_std_seconds", "required":
+    true}, {"type": "double", "name": "max_inter_event_gap_seconds", "required": true},
+    {"type": "double", "name": "session_start_hour", "required": true}, {"type": "double",
+    "name": "session_day_of_week", "required": true}, {"type": "double", "name": "session_day_of_week_sin",
+    "required": true}, {"type": "double", "name": "session_day_of_week_cos", "required":
+    true}, {"type": "double", "name": "distinct_hours_active", "required": true}]'
+  outputs: '[{"type": "tensor", "tensor-spec": {"dtype": "int64", "shape": [-1]}}]'
+  params: null
+type_hint_from_example: false
+utc_time_created: '2026-06-22 09:35:37.543241'

mlartifacts/1/models/m-e20cf041c120422dbf613df9850d7715/artifacts/conda.yaml

@@ -0,0 +1,103 @@
+channels:
+- conda-forge
+dependencies:
+- python=3.13.13
+- pip
+- pip:
+  - aiohappyeyeballs==2.6.2
+  - aiohttp==3.14.1
+  - aiosignal==1.4.0
+  - alembic==1.18.4
+  - annotated-doc==0.0.4
+  - annotated-types==0.7.0
+  - anyio==4.14.0
+  - attrs==26.1.0
+  - blinker==1.9.0
+  - cachetools==7.1.4
+  - certifi==2026.6.17
+  - cffi==2.0.0; platform_python_implementation != "PyPy"
+  - charset-normalizer==3.4.7
+  - click==8.4.1
+  - cloudpickle==3.1.2
+  - colorama==0.4.6; sys_platform == "win32"
+  - contourpy==1.3.3
+  - cryptography==48.0.1
+  - cycler==0.12.1
+  - databricks-sdk==0.118.0
+  - docker==7.1.0
+  - fastapi==0.138.0
+  - flask-cors==6.0.5
+  - flask==3.1.3
+  - fonttools==4.63.0
+  - frozenlist==1.8.0
+  - gitdb==4.0.12
+  - gitpython==3.1.50
+  - google-auth==2.55.0
+  - graphene==3.4.3
+  - graphql-core==3.2.11
+  - graphql-relay==3.2.0
+  - greenlet==3.5.2; platform_machine == "AMD64" or platform_machine == "WIN32" or
+    platform_machine == "aarch64" or platform_machine == "amd64" or platform_machine
+    == "ppc64le" or platform_machine == "win32" or platform_machine == "x86_64"
+  - gunicorn==26.0.0; sys_platform != "win32"
+  - h11==0.16.0
+  - huey==3.0.3
+  - idna==3.18
+  - importlib-metadata==9.0.0
+  - itsdangerous==2.2.0
+  - jinja2==3.1.6
+  - joblib==1.5.3
+  - kiwisolver==1.5.0
+  - mako==1.3.12
+  - markupsafe==3.0.3
+  - matplotlib==3.11.0
+  - mlflow-skinny==3.14.0
+  - mlflow-tracing==3.14.0
+  - mlflow==3.14.0
+  - multidict==6.7.1
+  - narwhals==2.22.1
+  - numpy==2.4.6
+  - opentelemetry-api==1.42.1
+  - opentelemetry-proto==1.42.1
+  - opentelemetry-sdk==1.42.1
+  - opentelemetry-semantic-conventions==0.63b1
+  - packaging==26.2
+  - pandas==2.3.3
+  - pillow==12.2.0
+  - prettytable==3.17.0
+  - propcache==0.5.2
+  - protobuf==6.33.6
+  - pyarrow==24.0.0
+  - pyasn1-modules==0.4.2
+  - pyasn1==0.6.3
+  - pycparser==3.0; implementation_name != "PyPy" and platform_python_implementation
+    != "PyPy"
+  - pydantic-core==2.46.4
+  - pydantic==2.13.4
+  - pyparsing==3.3.2
+  - python-dateutil==2.9.0.post0
+  - python-dotenv==1.2.2
+  - pytz==2026.2
+  - pywin32==312; sys_platform == "win32"
+  - pyyaml==6.0.3
+  - requests==2.34.2
+  - scikit-learn==1.9.0
+  - scipy==1.18.0
+  - six==1.17.0
+  - skops==0.14.0
+  - smmap==5.0.3
+  - sqlalchemy==2.0.51
+  - sqlparse==0.5.5
+  - starlette==1.3.1
+  - threadpoolctl==3.6.0
+  - typing-extensions==4.15.0
+  - typing-inspection==0.4.2
+  - tzdata==2026.2
+  - urllib3==2.7.0
+  - uvicorn==0.49.0
+  - waitress==3.0.2; sys_platform == "win32"
+  - wcwidth==0.8.1
+  - werkzeug==3.1.8
+  - yarl==1.24.2
+  - zipp==4.1.0
+name: mlflow-env

mlartifacts/1/models/m-e20cf041c120422dbf613df9850d7715/artifacts/python_env.yaml

@@ -0,0 +1,7 @@
+python: 3.13.13
+build_dependencies:
+- pip
+- setuptools
+- wheel
+dependencies:
+- -r requirements.txt

mlartifacts/1/models/m-e20cf041c120422dbf613df9850d7715/artifacts/requirements.txt

@@ -0,0 +1,93 @@
+aiohappyeyeballs==2.6.2
+aiohttp==3.14.1
+aiosignal==1.4.0
+alembic==1.18.4
+annotated-doc==0.0.4
+annotated-types==0.7.0
+anyio==4.14.0
+attrs==26.1.0
+blinker==1.9.0
+cachetools==7.1.4
+certifi==2026.6.17
+cffi==2.0.0; platform_python_implementation != "PyPy"
+charset-normalizer==3.4.7
+click==8.4.1
+cloudpickle==3.1.2
+colorama==0.4.6; sys_platform == "win32"
+contourpy==1.3.3
+cryptography==48.0.1
+cycler==0.12.1
+databricks-sdk==0.118.0
+docker==7.1.0
+fastapi==0.138.0
+flask-cors==6.0.5
+flask==3.1.3
+fonttools==4.63.0
+frozenlist==1.8.0
+gitdb==4.0.12
+gitpython==3.1.50
+google-auth==2.55.0
+graphene==3.4.3
+graphql-core==3.2.11
+graphql-relay==3.2.0
+greenlet==3.5.2; platform_machine == "AMD64" or platform_machine == "WIN32" or platform_machine == "aarch64" or platform_machine == "amd64" or platform_machine == "ppc64le" or platform_machine == "win32" or platform_machine == "x86_64"
+gunicorn==26.0.0; sys_platform != "win32"
+h11==0.16.0
+huey==3.0.3
+idna==3.18
+importlib-metadata==9.0.0
+itsdangerous==2.2.0
+jinja2==3.1.6
+joblib==1.5.3
+kiwisolver==1.5.0
+mako==1.3.12
+markupsafe==3.0.3
+matplotlib==3.11.0
+mlflow-skinny==3.14.0
+mlflow-tracing==3.14.0
+mlflow==3.14.0
+multidict==6.7.1
+narwhals==2.22.1
+numpy==2.4.6
+opentelemetry-api==1.42.1
+opentelemetry-proto==1.42.1
+opentelemetry-sdk==1.42.1
+opentelemetry-semantic-conventions==0.63b1
+packaging==26.2
+pandas==2.3.3
+pillow==12.2.0
+prettytable==3.17.0
+propcache==0.5.2
+protobuf==6.33.6
+pyarrow==24.0.0
+pyasn1-modules==0.4.2
+pyasn1==0.6.3
+pycparser==3.0; implementation_name != "PyPy" and platform_python_implementation != "PyPy"
+pydantic-core==2.46.4
+pydantic==2.13.4
+pyparsing==3.3.2
+python-dateutil==2.9.0.post0
+python-dotenv==1.2.2
+pytz==2026.2
+pywin32==312; sys_platform == "win32"
+pyyaml==6.0.3
+requests==2.34.2
+scikit-learn==1.9.0
+scipy==1.18.0
+six==1.17.0
+skops==0.14.0
+smmap==5.0.3
+sqlalchemy==2.0.51
+sqlparse==0.5.5
+starlette==1.3.1
+threadpoolctl==3.6.0
+typing-extensions==4.15.0
+typing-inspection==0.4.2
+tzdata==2026.2
+urllib3==2.7.0
+uvicorn==0.49.0
+waitress==3.0.2; sys_platform == "win32"
+wcwidth==0.8.1
+werkzeug==3.1.8
+yarl==1.24.2
+zipp==4.1.0

mlartifacts/1/models/m-e90e833f4da747039bbe21952ab9aa61/artifacts/.python-version

@@ -0,0 +1 @@
+3.13

mlartifacts/1/models/m-e90e833f4da747039bbe21952ab9aa61/artifacts/MLmodel

@@ -0,0 +1,45 @@
+artifact_path: mlflow-artifacts:/1/models/m-e90e833f4da747039bbe21952ab9aa61/artifacts
+flavors:
+  python_function:
+    artifacts:
+      model:
+        path: artifacts/isolation_forest.pkl
+        uri: /tmp/tmps3v53unb/isolation_forest.pkl
+    cloudpickle_version: 3.1.2
+    code: null
+    env:
+      conda: conda.yaml
+      virtualenv: python_env.yaml
+    loader_module: mlflow.pyfunc.model
+    python_model: python_model.pkl
+    python_version: 3.13.13
+    streamable: false
+is_signature_from_type_hint: false
+mlflow_version: 3.14.0
+model_id: m-e90e833f4da747039bbe21952ab9aa61
+model_size_bytes: 639262
+model_uuid: m-e90e833f4da747039bbe21952ab9aa61
+prompts: null
+run_id: 164a8d06357a4869aa3c7f653e74a796
+signature:
+  inputs: '[{"type": "double", "name": "session_start_sin", "required": true}, {"type":
+    "double", "name": "session_start_cos", "required": true}, {"type": "double", "name":
+    "session_end_sin", "required": true}, {"type": "double", "name": "session_end_cos",
+    "required": true}, {"type": "double", "name": "event_count", "required": true},
+    {"type": "double", "name": "unique_event_types", "required": true}, {"type": "double",
+    "name": "screens_visited", "required": true}, {"type": "double", "name": "duration_seconds",
+    "required": true}, {"type": "double", "name": "events_per_minute", "required":
+    true}, {"type": "double", "name": "inter_event_time_mean_seconds", "required":
+    true}, {"type": "double", "name": "inter_event_time_median_seconds", "required":
+    true}, {"type": "double", "name": "inter_event_time_std_seconds", "required":
+    true}, {"type": "double", "name": "max_inter_event_gap_seconds", "required": true},
+    {"type": "double", "name": "session_start_hour", "required": true}, {"type": "double",
+    "name": "session_day_of_week", "required": true}, {"type": "double", "name": "session_day_of_week_sin",
+    "required": true}, {"type": "double", "name": "session_day_of_week_cos", "required":
+    true}, {"type": "double", "name": "distinct_hours_active", "required": true}]'
+  outputs: '[{"type": "long", "name": "prediction", "required": true}, {"type": "double",
+    "name": "anomaly_score", "required": true}, {"type": "double", "name": "decision_score",
+    "required": true}]'
+  params: null
+type_hint_from_example: false
+utc_time_created: '2026-06-22 14:31:09.557211'

mlartifacts/1/models/m-e90e833f4da747039bbe21952ab9aa61/artifacts/conda.yaml

@@ -0,0 +1,103 @@
+channels:
+- conda-forge
+dependencies:
+- python=3.13.13
+- pip
+- pip:
+  - aiohappyeyeballs==2.6.2
+  - aiohttp==3.14.1
+  - aiosignal==1.4.0
+  - alembic==1.18.4
+  - annotated-doc==0.0.4
+  - annotated-types==0.7.0
+  - anyio==4.14.0
+  - attrs==26.1.0
+  - blinker==1.9.0
+  - cachetools==7.1.4
+  - certifi==2026.6.17
+  - cffi==2.0.0; platform_python_implementation != "PyPy"
+  - charset-normalizer==3.4.7
+  - click==8.4.1
+  - cloudpickle==3.1.2
+  - colorama==0.4.6; sys_platform == "win32"
+  - contourpy==1.3.3
+  - cryptography==48.0.1
+  - cycler==0.12.1
+  - databricks-sdk==0.118.0
+  - docker==7.1.0
+  - fastapi==0.138.0
+  - flask-cors==6.0.5
+  - flask==3.1.3
+  - fonttools==4.63.0
+  - frozenlist==1.8.0
+  - gitdb==4.0.12
+  - gitpython==3.1.50
+  - google-auth==2.55.0
+  - graphene==3.4.3
+  - graphql-core==3.2.11
+  - graphql-relay==3.2.0
+  - greenlet==3.5.2; platform_machine == "AMD64" or platform_machine == "WIN32" or
+    platform_machine == "aarch64" or platform_machine == "amd64" or platform_machine
+    == "ppc64le" or platform_machine == "win32" or platform_machine == "x86_64"
+  - gunicorn==26.0.0; sys_platform != "win32"
+  - h11==0.16.0
+  - huey==3.0.3
+  - idna==3.18
+  - importlib-metadata==9.0.0
+  - itsdangerous==2.2.0
+  - jinja2==3.1.6
+  - joblib==1.5.3
+  - kiwisolver==1.5.0
+  - mako==1.3.12
+  - markupsafe==3.0.3
+  - matplotlib==3.11.0
+  - mlflow-skinny==3.14.0
+  - mlflow-tracing==3.14.0
+  - mlflow==3.14.0
+  - multidict==6.7.1
+  - narwhals==2.22.1
+  - numpy==2.4.6
+  - opentelemetry-api==1.42.1
+  - opentelemetry-proto==1.42.1
+  - opentelemetry-sdk==1.42.1
+  - opentelemetry-semantic-conventions==0.63b1
+  - packaging==26.2
+  - pandas==2.3.3
+  - pillow==12.2.0
+  - prettytable==3.17.0
+  - propcache==0.5.2
+  - protobuf==6.33.6
+  - pyarrow==24.0.0
+  - pyasn1-modules==0.4.2
+  - pyasn1==0.6.3
+  - pycparser==3.0; implementation_name != "PyPy" and platform_python_implementation
+    != "PyPy"
+  - pydantic-core==2.46.4
+  - pydantic==2.13.4
+  - pyparsing==3.3.2
+  - python-dateutil==2.9.0.post0
+  - python-dotenv==1.2.2
+  - pytz==2026.2
+  - pywin32==312; sys_platform == "win32"
+  - pyyaml==6.0.3
+  - requests==2.34.2
+  - scikit-learn==1.9.0
+  - scipy==1.18.0
+  - six==1.17.0
+  - skops==0.14.0
+  - smmap==5.0.3
+  - sqlalchemy==2.0.51
+  - sqlparse==0.5.5
+  - starlette==1.3.1
+  - threadpoolctl==3.6.0
+  - typing-extensions==4.15.0
+  - typing-inspection==0.4.2
+  - tzdata==2026.2
+  - urllib3==2.7.0
+  - uvicorn==0.49.0
+  - waitress==3.0.2; sys_platform == "win32"
+  - wcwidth==0.8.1
+  - werkzeug==3.1.8
+  - yarl==1.24.2
+  - zipp==4.1.0
+name: mlflow-env

mlartifacts/1/models/m-e90e833f4da747039bbe21952ab9aa61/artifacts/pyproject.toml

@@ -0,0 +1,11 @@
+[project]
+name = "fraud-models"
+version = "0.1.0"
+description = "Add your description here"
+readme = "README.md"
+requires-python = ">=3.13"
+dependencies = [
+    "mlflow>=3.14.0",
+    "pandas>=2.3.3",
+    "scikit-learn>=1.9.0",
+]