diff --git a/documentation/changelog.rst b/documentation/changelog.rst
index 0f41c0a1d4..ac28685ca7 100644
--- a/documentation/changelog.rst
+++ b/documentation/changelog.rst
@@ -20,6 +20,7 @@ New features
 
 Infrastructure / Support
 ----------------------
+* Speed up queries for the most recent beliefs with a materialized view, kept fresh by scheduling the new ``flexmeasures db-ops refresh-materialized-views`` command; also introduces the ``FLEXMEASURES_MVIEW_ALWAYS_INCLUDE_LIVE_TAIL`` setting and the ``include_live_tail`` chart data API parameter [see `PR #1671 <https://github.com/FlexMeasures/flexmeasures/pull/1671>`_]
 * Upgraded dependencies [see `PR #1485 <https://www.github.com/FlexMeasures/flexmeasures/pull/1485>`_, `PR #2215 <https://www.github.com/FlexMeasures/flexmeasures/pull/2215>`_ and `PR #2243 <https://www.github.com/FlexMeasures/flexmeasures/pull/2243>`_]
 * Prepare the ``device_scheduler`` to deal with commitments per device group [see `PR #1934 <https://www.github.com/FlexMeasures/flexmeasures/pull/1934>`_]
 * Support storing encrypted connection secrets on organisations and assets, including utility functions, encryption key configuration, CLI commands to set and delete secrets, and UI tables that show stored secret names and optional expiration times without exposing their values [see `PR #2236 <https://www.github.com/FlexMeasures/flexmeasures/pull/2236>`_]
diff --git a/documentation/configuration.rst b/documentation/configuration.rst
index 1c79235e6a..cf667d22e8 100644
--- a/documentation/configuration.rst
+++ b/documentation/configuration.rst
@@ -809,6 +809,30 @@ Allow to override the default sunset link for your clients.
 
 Default: ``None`` (defaults are set internally for each sunset API version, e.g. ``"https://flexmeasures.readthedocs.io/en/v0.13.0/api/v2_0.html"`` for v2.0)
 
+Performance optimizations
+----------------------------
+
+.. _mview-live-tail-config:
+
+FLEXMEASURES_MVIEW_ALWAYS_INCLUDE_LIVE_TAIL
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+FlexMeasures can serve queries for the most recent beliefs from a materialized database view,
+which is considerably faster than computing them from the beliefs table (see :ref:`mview-data`).
+The view only knows about beliefs recorded before its last refresh, though.
+
+This setting controls whether such queries also look up events recorded since the last refresh
+(the "live tail"), so results are always complete, at some extra query cost.
+If set to ``False``, queries are served from the view alone (events recorded since the last
+refresh are not shown), and users can request inclusion of the latest data per query,
+via a toggle on the asset graphs page or the ``include_live_tail`` API parameter.
+
+Note that in either case, *revised* beliefs about events recorded before the last refresh
+only show up after the next refresh. How stale results can get is bounded by how often you
+schedule the ``flexmeasures db-ops refresh-materialized-views`` command (see :ref:`mview-data`).
+
+Default: ``True``
+
 .. _fallback-redirect-config:
 
 FLEXMEASURES_FALLBACK_REDIRECT
diff --git a/documentation/host/data.rst b/documentation/host/data.rst
index 6e3f3cfd58..e8e1ae2e52 100644
--- a/documentation/host/data.rst
+++ b/documentation/host/data.rst
@@ -408,6 +408,35 @@ To log out:
    \q
 
 
+.. _mview-data:
+
+Speeding up queries with a materialized view
+---------------------------------------------
+
+FlexMeasures stores multiple beliefs per event (e.g. subsequent forecasts, as well as measurements, from multiple sources).
+The most common query — the most recent belief about each event — therefore requires an expensive aggregation over the beliefs table.
+FlexMeasures maintains a materialized view (``most_recent_beliefs_mview``, created by a database migration) that pre-computes this aggregation,
+speeding up such queries considerably on large databases.
+
+The view is used automatically, but only if it is being refreshed regularly. Set up a cron job to refresh it, for example, every 10 minutes:
+
+.. code-block:: bash
+
+   */10 * * * * flexmeasures db-ops refresh-materialized-views --concurrent
+
+The ``--concurrent`` option avoids locking reads during the refresh, at the cost of higher resource usage.
+
+The time of the last successful refresh is recorded in the ``latest_task_run`` table
+(so the cron schedule is the only place where you control the cadence),
+and can be monitored with ``flexmeasures monitor latest-run --task refresh-materialized-views``.
+If the last successful refresh is older than 24 hours, FlexMeasures stops trusting the view and queries fall back to the beliefs table.
+
+Events recorded since the last refresh are looked up in the beliefs table by default,
+so query results are complete (see :ref:`mview-live-tail-config`).
+Note that *revised* beliefs about previously recorded events only show up after the next refresh,
+so the refresh cadence bounds how stale query results can get.
+
+
 Transaction management
 -----------------------
 
diff --git a/flexmeasures/api/dev/sensors.py b/flexmeasures/api/dev/sensors.py
index 2be0654eb3..2b5089d1c6 100644
--- a/flexmeasures/api/dev/sensors.py
+++ b/flexmeasures/api/dev/sensors.py
@@ -93,6 +93,8 @@ def get_chart(self, id: int, sensor: Sensor, **kwargs):
             "most_recent_beliefs_only": fields.Boolean(
                 required=False, load_default=True
             ),
+            "use_materialized_view": fields.Boolean(required=False, load_default=True),
+            "include_live_tail": fields.Boolean(required=False, load_default=None),
             "compress_json": fields.Boolean(required=False),
         },
         location="query",
@@ -113,6 +115,8 @@ def get_chart_data(self, id: int, sensor: Sensor, **kwargs):
         - "beliefs_before" (see the `timely-beliefs documentation <https://github.com/SeitaBV/timely-beliefs/blob/main/timely_beliefs/docs/timing.md/#events-and-sensors>`_)
         - "resolution" (see [docs about describing timing](https://flexmeasures.readthedocs.io/latest/api/notation.html#frequency-and-resolution))
         - "most_recent_beliefs_only" (if true, returns the most recent belief for each event; if false, returns each belief for each event; defaults to true)
+        - "use_materialized_view" (if true, the most recent beliefs may be looked up in a materialized view, if available and recently refreshed; defaults to true)
+        - "include_live_tail" (whether queries served by the materialized view also look up events recorded since its last refresh; defaults to the FLEXMEASURES_MVIEW_ALWAYS_INCLUDE_LIVE_TAIL setting)
         """
         return sensor.search_beliefs(as_json=True, **kwargs)
 
diff --git a/flexmeasures/api/v3_0/assets.py b/flexmeasures/api/v3_0/assets.py
index 4c66094d3e..4ba83d5d1b 100644
--- a/flexmeasures/api/v3_0/assets.py
+++ b/flexmeasures/api/v3_0/assets.py
@@ -960,6 +960,8 @@ def get_chart(self, id: int, asset: GenericAsset, **kwargs):
                 required=False, load_default=False
             ),
             "most_recent_beliefs_only": fields.Boolean(required=False),
+            "use_materialized_view": fields.Boolean(required=False, load_default=True),
+            "include_live_tail": fields.Boolean(required=False, load_default=None),
             "compress_json": fields.Boolean(required=False),
         },
         location="query",
diff --git a/flexmeasures/cli/db_ops.py b/flexmeasures/cli/db_ops.py
index 21173150ef..c02a9db1ab 100644
--- a/flexmeasures/cli/db_ops.py
+++ b/flexmeasures/cli/db_ops.py
@@ -9,6 +9,7 @@
 import click
 
 from flexmeasures.cli.utils import MsgStyle
+from flexmeasures.data import db
 
 
 @click.group("db-ops")
@@ -95,4 +96,65 @@ def restore(file: str):
         click.secho("db restore unsuccessful", **MsgStyle.ERROR)
 
 
+@fm_db_ops.command("refresh-materialized-views")
+@with_appcontext
+@click.option(
+    "--concurrent",
+    is_flag=True,
+    default=False,
+    help="Refresh without locking reads on the materialized view, at the cost of higher resource usage."
+    " Requires the unique index created by the corresponding migration.",
+)
+def refresh_materialized_views(concurrent: bool):
+    """
+    Refresh the materialized view that caches the most recent beliefs (for faster queries).
+
+    By default, this locks the materialized view for the duration of the refresh.
+    Use the --concurrent option to avoid locking reads, at the cost of higher resource usage
+    (this requires the unique index that the corresponding migration created).
+
+    Run this periodically (e.g. from a cron job) to bound how stale the cached data can get.
+    The time of the last successful run is recorded in the latest_task_run table, which serves
+    as the queries' cutoff between trusting the view and reading recent events from the beliefs
+    table, and can be monitored with ``flexmeasures monitor latest-run``.
+    """
+    import time
+
+    from sqlalchemy import text
+    from timely_beliefs.beliefs.materialized_views import refresh_mview_ddl
+
+    from flexmeasures.data.transactional import task_with_status_report
+    from flexmeasures.data.models.task_runs import LatestTaskRun
+    from flexmeasures.data.services.materialized_views import MVIEW_REFRESH_TASK_NAME
+
+    @task_with_status_report(MVIEW_REFRESH_TASK_NAME)
+    def _refresh():
+        ddl = refresh_mview_ddl(concurrently=concurrent)
+        if concurrent:
+            # REFRESH MATERIALIZED VIEW CONCURRENTLY cannot run inside a transaction block
+            with db.engine.connect().execution_options(
+                isolation_level="AUTOCOMMIT"
+            ) as connection:
+                connection.execute(text(ddl))
+        else:
+            db.session.execute(text(ddl))
+
+    start_time = time.time()
+    click.secho(
+        f"Refreshing materialized view{' concurrently' if concurrent else ''}...",
+        **MsgStyle.WARN,
+    )
+    _refresh()
+
+    # The task decorator recorded success/failure in the db; convey it as an exit status, too
+    task_run = db.session.get(LatestTaskRun, MVIEW_REFRESH_TASK_NAME)
+    if task_run is None or not task_run.status:
+        click.secho("Refreshing the materialized view failed.", **MsgStyle.ERROR)
+        raise click.Abort()
+    click.secho(
+        f"Materialized view refreshed in {time.time() - start_time:.2f} seconds.",
+        **MsgStyle.SUCCESS,
+    )
+
+
 app.cli.add_command(fm_db_ops)
diff --git a/flexmeasures/cli/tests/test_db_ops.py b/flexmeasures/cli/tests/test_db_ops.py
new file mode 100644
index 0000000000..40975fb586
--- /dev/null
+++ b/flexmeasures/cli/tests/test_db_ops.py
@@ -0,0 +1,94 @@
+import pytest
+from sqlalchemy import select, text
+from timely_beliefs.beliefs.materialized_views import (
+    MOST_RECENT_BELIEFS_MVIEW,
+    create_mview_ddl,
+    create_mview_indexes_ddl,
+    drop_mview_ddl,
+)
+
+from flexmeasures.data.models.task_runs import LatestTaskRun
+from flexmeasures.data.models.time_series import TimedBelief
+from flexmeasures.data.services.materialized_views import MVIEW_REFRESH_TASK_NAME
+
+
+@pytest.fixture(scope="function")
+def setup_mview(fresh_db):
+    """Create the materialized view (as the corresponding migration would) and let the app know it exists."""
+    from flexmeasures.data import config as data_config
+
+    fresh_db.session.execute(text(drop_mview_ddl()))
+    fresh_db.session.execute(text(create_mview_ddl(TimedBelief)))
+    fresh_db.session.execute(text(create_mview_indexes_ddl()))
+
+    # The app checks for the view at startup, i.e. before this fixture created it
+    original_mview = data_config.most_recent_beliefs_mview
+    data_config.most_recent_beliefs_mview = MOST_RECENT_BELIEFS_MVIEW
+    yield
+    data_config.most_recent_beliefs_mview = original_mview
+    # Commit the drop, because the refresh CLI command commits, thereby persisting the view
+    fresh_db.session.execute(text(drop_mview_ddl()))
+    fresh_db.session.commit()
+
+
+def test_refresh_materialized_views(app, fresh_db, setup_mview):
+    """The CLI command should refresh the view and record its run in the latest_task_run table."""
+    from flexmeasures.cli.db_ops import refresh_materialized_views
+
+    runner = app.test_cli_runner()
+    result = runner.invoke(refresh_materialized_views)
+    assert result.exit_code == 0
+
+    task_run = fresh_db.session.get(LatestTaskRun, MVIEW_REFRESH_TASK_NAME)
+    assert task_run is not None
+    assert task_run.status is True
+
+
+def test_refresh_materialized_views_failure(app, fresh_db):
+    """Without the view in place, the CLI command should fail and record the failed run."""
+    from flexmeasures.cli.db_ops import refresh_materialized_views
+
+    runner = app.test_cli_runner()
+    result = runner.invoke(refresh_materialized_views)
+    assert result.exit_code != 0
+
+    task_run = fresh_db.session.get(LatestTaskRun, MVIEW_REFRESH_TASK_NAME)
+    assert task_run is not None
+    assert task_run.status is False
+
+
+def test_search_beliefs_with_mview(app, fresh_db, setup_mview, setup_beliefs_fresh_db):
+    """After a refresh, searching via the materialized view should match searching the beliefs table."""
+    from flexmeasures.cli.db_ops import refresh_materialized_views
+    import pandas as pd
+
+    from flexmeasures.data.models.time_series import Sensor
+
+    # Commit the beliefs before refreshing, so the view can see them
+    fresh_db.session.commit()
+
+    runner = app.test_cli_runner()
+    result = runner.invoke(refresh_materialized_views)
+    assert result.exit_code == 0
+
+    sensor = fresh_db.session.execute(
+        select(Sensor).filter_by(name="epex_da")
+    ).scalar_one()
+
+    bdf_live = sensor.search_beliefs(
+        most_recent_beliefs_only=True, use_materialized_view=False
+    )
+    assert not bdf_live.empty
+
+    bdf_mview = sensor.search_beliefs(
+        most_recent_beliefs_only=True, use_materialized_view=True
+    )
+    pd.testing.assert_frame_equal(bdf_mview, bdf_live)
+
+    # Also without the live tail (i.e. from the view alone), because all data was recorded before the refresh
+    bdf_mview_only = sensor.search_beliefs(
+        most_recent_beliefs_only=True,
+        use_materialized_view=True,
+        include_live_tail=False,
+    )
+    pd.testing.assert_frame_equal(bdf_mview_only, bdf_live)
diff --git a/flexmeasures/data/config.py b/flexmeasures/data/config.py
index f8c98c6c8e..17a66a9fe9 100644
--- a/flexmeasures/data/config.py
+++ b/flexmeasures/data/config.py
@@ -16,6 +16,7 @@
 )
 Base = None  # type: ignore
 session_options = None
+most_recent_beliefs_mview = None
 
 
 def init_db():
@@ -32,7 +33,7 @@ def init_db():
 def configure_db_for(app: Flask):
     """Call this to configure the database and the tools we use on it for the Flask app.
     This should only be called once in the app's lifetime."""
-    global db, Base
+    global db, Base, most_recent_beliefs_mview
 
     with app.app_context():
         db.init_app(app)
@@ -51,6 +52,19 @@ def configure_db_for(app: Flask):
             forecasting,
         )  # noqa: F401
 
+        from timely_beliefs.beliefs.materialized_views import (
+            get_most_recent_beliefs_mview,
+        )
+
+        try:
+            most_recent_beliefs_mview = get_most_recent_beliefs_mview(db.session)
+        except Exception:
+            app.logger.warning(
+                "Could not determine whether the most_recent_beliefs_mview materialized view exists."
+                " Beliefs will be retrieved from the beliefs table instead of the materialized view.",
+            )
+            db.session.rollback()
+
         # This would create db structure based on models, but you should use `flask db upgrade` for that.
         # Base.metadata.create_all(bind=db.engine)
 
diff --git a/flexmeasures/data/migrations/versions/timed_beliefs_materialized_views.py b/flexmeasures/data/migrations/versions/timed_beliefs_materialized_views.py
new file mode 100644
index 0000000000..d72d3d1530
--- /dev/null
+++ b/flexmeasures/data/migrations/versions/timed_beliefs_materialized_views.py
@@ -0,0 +1,63 @@
+"""Add materialized view caching the most recent belief per event per source
+
+The SQL below is frozen output of the DDL generators in timely_beliefs.beliefs.materialized_views
+(generated against timely-beliefs' TimedBeliefDBMixin for FlexMeasures' timed_belief table),
+so that this migration stays immutable while timely-beliefs owns the canonical view definition.
+
+Revision ID: c98798csds8c
+Revises: 55d8936a55f9
+Create Date: 2025-08-08 04:55:33.722545
+
+"""
+
+from alembic import op
+
+# revision identifiers
+revision = "c98798csds8c"
+down_revision = "55d8936a55f9"
+branch_labels = None
+depends_on = None
+
+
+def upgrade():
+    op.execute(
+        """
+        CREATE MATERIALIZED VIEW most_recent_beliefs_mview AS
+        SELECT
+            sensor_id,
+            event_start,
+            source_id,
+            MIN(belief_horizon) AS most_recent_belief_horizon
+        FROM timed_belief
+        GROUP BY
+            sensor_id,
+            event_start,
+            source_id;
+    """
+    )
+
+    op.execute(
+        """
+        CREATE INDEX idx_most_recent_beliefs_mview_sensor_event
+            ON most_recent_beliefs_mview (sensor_id, event_start);
+    """
+    )
+
+    op.execute(
+        """
+        CREATE INDEX idx_most_recent_beliefs_mview_event_start
+            ON most_recent_beliefs_mview (event_start);
+    """
+    )
+
+    # A unique index is required to allow concurrent refreshes
+    op.execute(
+        """
+        CREATE UNIQUE INDEX idx_most_recent_beliefs_mview_unique
+            ON most_recent_beliefs_mview (sensor_id, event_start, source_id);
+    """
+    )
+
+
+def downgrade():
+    op.execute("DROP MATERIALIZED VIEW IF EXISTS most_recent_beliefs_mview;")
diff --git a/flexmeasures/data/models/generic_assets.py b/flexmeasures/data/models/generic_assets.py
index ad64be981d..765d0fda60 100644
--- a/flexmeasures/data/models/generic_assets.py
+++ b/flexmeasures/data/models/generic_assets.py
@@ -1128,6 +1128,8 @@ def search_beliefs(  # noqa C901
         as_json: bool = False,
         compress_json: bool = False,
         resolution: timedelta | None = None,
+        use_materialized_view: bool = True,
+        include_live_tail: bool | None = None,
     ) -> BeliefsDataFrame | str:
         """Search all beliefs about events for all sensors of this asset
 
@@ -1172,6 +1174,8 @@ def search_beliefs(  # noqa C901
                 most_recent_events_only=most_recent_events_only,
                 one_deterministic_belief_per_event_per_source=True,
                 resolution=resolution,
+                use_materialized_view=use_materialized_view,
+                include_live_tail=include_live_tail,
             )
         if as_json and not compress_json:
             from flexmeasures.data.services.time_series import simplify_index
diff --git a/flexmeasures/data/models/time_series.py b/flexmeasures/data/models/time_series.py
index 0ea7fda6a3..6a3b02a10e 100644
--- a/flexmeasures/data/models/time_series.py
+++ b/flexmeasures/data/models/time_series.py
@@ -407,6 +407,8 @@ def search_beliefs(  # noqa: C901
         as_json: bool = False,
         compress_json: bool = False,
         resolution: str | timedelta | None = None,
+        use_materialized_view: bool = True,
+        include_live_tail: bool | None = None,
     ) -> tb.BeliefsDataFrame | str:
         """Search all beliefs about events for this sensor.
 
@@ -432,6 +434,8 @@ def search_beliefs(  # noqa: C901
         :param as_json: return beliefs in JSON format (e.g. for use in charts) rather than as BeliefsDataFrame
         :param compress_json: return beliefs, sensors and sources as separate datasets to be used for lookups
         :param resolution: optionally set the resolution of data being displayed
+        :param use_materialized_view: if True (the default), the most recent beliefs may be looked up in a materialized view, if one is available and recently refreshed (see TimedBelief.search)
+        :param include_live_tail: whether queries served by the materialized view also look up events recorded since its last refresh; defaults to the FLEXMEASURES_MVIEW_ALWAYS_INCLUDE_LIVE_TAIL setting
         :returns: BeliefsDataFrame or JSON string (if as_json is True)
         """
         bdf = TimedBelief.search(
@@ -454,6 +458,8 @@ def search_beliefs(  # noqa: C901
             one_deterministic_belief_per_event=one_deterministic_belief_per_event,
             one_deterministic_belief_per_event_per_source=one_deterministic_belief_per_event_per_source,
             resolution=resolution,
+            use_materialized_view=use_materialized_view,
+            include_live_tail=include_live_tail,
         )
         if as_json and not compress_json:
             df = bdf.reset_index()
@@ -899,6 +905,36 @@ def __init__(
         tb_utils.remove_class_init_kwargs(tb.TimedBeliefDBMixin, kwargs)
         db.Model.__init__(self, **kwargs)
 
+    @classmethod
+    def _get_mview_kwargs(
+        cls, use_materialized_view: bool, include_live_tail: bool | None
+    ) -> dict:
+        """Decide whether the most recent beliefs may be looked up in the materialized view,
+        which requires the view to exist (checked once at startup) and to have been
+        recently refreshed (as recorded in the latest_task_run table).
+        Events starting after the cutoff are looked up in the beliefs table instead,
+        so they are not missed even if they were recorded after the view's last refresh.
+        """
+        if not use_materialized_view:
+            return dict(use_materialized_view=False)
+
+        from flexmeasures.data import config as data_config
+        from flexmeasures.data.services.materialized_views import get_mview_cutoff
+
+        mview_cutoff = get_mview_cutoff()
+        if data_config.most_recent_beliefs_mview is None or mview_cutoff is None:
+            return dict(use_materialized_view=False)
+
+        if include_live_tail is None:
+            include_live_tail = current_app.config[
+                "FLEXMEASURES_MVIEW_ALWAYS_INCLUDE_LIVE_TAIL"
+            ]
+        return dict(
+            use_materialized_view=True,
+            most_recent_beliefs_mview=data_config.most_recent_beliefs_mview,
+            mview_cutoff=mview_cutoff if include_live_tail else None,
+        )
+
     @classmethod
     def search(
         cls,
@@ -925,6 +961,8 @@ def search(
         one_deterministic_belief_per_event_per_source: bool = False,
         resolution: str | timedelta = None,
         sum_multiple: bool = True,
+        use_materialized_view: bool = True,
+        include_live_tail: bool | None = None,
     ) -> tb.BeliefsDataFrame | dict[str, tb.BeliefsDataFrame]:
         """Search all beliefs about events for the given sensors.
 
@@ -950,6 +988,10 @@ def search(
         :param one_deterministic_belief_per_event_per_source: only return a single value per event per source (no probabilistic distribution)
         :param resolution: Optional timedelta or pandas freqstr used to resample the results **
         :param sum_multiple: if True, sum over multiple sensors; otherwise, return a dictionary with sensors as key, each holding a BeliefsDataFrame as its value
+        :param use_materialized_view: if True (the default), the most recent beliefs may be looked up in a materialized view,
+                                      if one is available and recently refreshed (and no belief timing filters are set)
+        :param include_live_tail: whether queries served by the materialized view also look up events recorded since its last refresh;
+                                  defaults to the FLEXMEASURES_MVIEW_ALWAYS_INCLUDE_LIVE_TAIL setting
 
         *  If user_source_ids is specified, the "user" source type is automatically included (and not excluded).
            Somewhat redundant, though still allowed, is to set both source_types and exclude_source_types.
@@ -997,6 +1039,8 @@ def search(
                 most_recent_events_only=most_recent_events_only,
             )
 
+        mview_kwargs = cls._get_mview_kwargs(use_materialized_view, include_live_tail)
+
         bdf_dict = {}
         for sensor in sensors:
             bdf = cls.search_session(
@@ -1013,6 +1057,7 @@ def search(
                 **most_recent_filters,
                 custom_filter_criteria=source_criteria,
                 custom_join_targets=custom_join_targets,
+                **mview_kwargs,
             )
             if use_latest_version_per_event:
                 bdf = keep_latest_version(
diff --git a/flexmeasures/data/schemas/tests/test_input_schema.py b/flexmeasures/data/schemas/tests/test_input_schema.py
index 809f5d7ed6..2954791d2d 100644
--- a/flexmeasures/data/schemas/tests/test_input_schema.py
+++ b/flexmeasures/data/schemas/tests/test_input_schema.py
@@ -18,6 +18,8 @@ def test_input_schema():
     # These arguments are not mapped to a field at all (state a reason)
     excluded_arg_names = [
         "as_json",  # used in Sensor.search_beliefs but not in TimedBelief.search
+        "use_materialized_view",  # performance option; not a data filter
+        "include_live_tail",  # performance option; not a data filter
         "compress_json",  # used in Sensor.search_beliefs but not in TimedBelief.search
     ]
 
diff --git a/flexmeasures/data/services/materialized_views.py b/flexmeasures/data/services/materialized_views.py
new file mode 100644
index 0000000000..aa2209105d
--- /dev/null
+++ b/flexmeasures/data/services/materialized_views.py
@@ -0,0 +1,47 @@
+"""Logic for deciding whether (and up to when) the materialized view caching the most
+recent beliefs can be trusted, based on when it was last refreshed.
+
+The `flexmeasures db-ops refresh-materialized-views` CLI command records its last successful
+run in the latest_task_run table, making that timestamp the single source of truth on the
+view's freshness (hosts control the cadence solely via how they schedule that command).
+"""
+
+from __future__ import annotations
+
+from datetime import datetime, timedelta, timezone
+
+from flask import current_app
+
+from flexmeasures.data import db
+from flexmeasures.data.models.task_runs import LatestTaskRun
+
+MVIEW_REFRESH_TASK_NAME = "refresh-materialized-views"
+
+# How far before the recorded refresh time to place the cutoff.
+# The recorded time marks the refresh's completion, while REFRESH MATERIALIZED VIEW
+# takes its snapshot of the beliefs table when it starts, so the margin should
+# comfortably exceed the duration of a refresh.
+MVIEW_CUTOFF_SAFETY_MARGIN = timedelta(minutes=15)
+
+# If the last successful refresh is older than this, assume the host's periodic refresh
+# is broken and stop trusting the view altogether (queries fall back to the beliefs table).
+MAX_MVIEW_AGE = timedelta(hours=24)
+
+
+def get_mview_cutoff() -> datetime | None:
+    """Return the datetime before which events can be looked up in the materialized view.
+
+    Returns None if the view should not be used at all: no successful refresh has been
+    recorded (yet), or the last one is older than MAX_MVIEW_AGE.
+    """
+    task_run = db.session.get(LatestTaskRun, MVIEW_REFRESH_TASK_NAME)
+    if task_run is None or not task_run.status:
+        return None
+    if task_run.datetime < datetime.now(timezone.utc) - MAX_MVIEW_AGE:
+        current_app.logger.warning(
+            f"The materialized view was last refreshed at {task_run.datetime} (more than {MAX_MVIEW_AGE} ago)."
+            f" Falling back to querying the beliefs table."
+            f" Is the '{MVIEW_REFRESH_TASK_NAME}' cron job still running?"
+        )
+        return None
+    return task_run.datetime - MVIEW_CUTOFF_SAFETY_MARGIN
diff --git a/flexmeasures/ui/templates/base.html b/flexmeasures/ui/templates/base.html
index 4cbddafa9d..068d21a638 100644
--- a/flexmeasures/ui/templates/base.html
+++ b/flexmeasures/ui/templates/base.html
@@ -145,6 +145,15 @@
                 </ul>
             </li>
             <div class="row gx-0" style="margin-left: auto;">
+                {# Option to include the latest data, on top of cached data from the materialized view #}
+                {# Only shown when the materialized view is in use and the live tail is not already included in every query #}
+                {% if active_subpage == "asset_graph" and mview_last_refresh %}
+                <div class="col-auto form-check form-switch" title="This graph is loaded from cached data, last refreshed {{ mview_last_refresh }}.
+Switch this on to also load the latest data, recorded since then. Loading may take a bit longer.">
+                    <input class="form-check-input" type="checkbox" id="includeLiveTail">
+                    <label class="form-check-label" for="includeLiveTail">Include latest data</label>
+                </div>
+                {% endif %}
                 <div class="col-auto form-check" title="Set this asset view as your default when visiting asset pages.">
                     <input class="form-check-input" type="checkbox" {% if breadcrumb_info['current_asset_view'] == session.get("default_asset_view") %} checked {% endif %} id="defaultAssetView">
                     <label class="form-check-label" for="defaultAssetView">Set as default view</label>
diff --git a/flexmeasures/ui/templates/includes/graphs.html b/flexmeasures/ui/templates/includes/graphs.html
index cde70a3344..51be068f8c 100644
--- a/flexmeasures/ui/templates/includes/graphs.html
+++ b/flexmeasures/ui/templates/includes/graphs.html
@@ -761,7 +761,10 @@
             {% if active_subpage == "asset_graph" and has_kpis %}
             getAssetKPIs(startDate, endDate);
             {% endif %}
-            return fetch(dataPath + '/chart_data?event_starts_after=' + queryStartDate + '&event_ends_before=' + queryEndDate + '&compress_json=true', {
+            // Ask for the latest data (recorded since the materialized view was last refreshed) when the toggle is on
+            const liveTailCheckbox = document.getElementById("includeLiveTail");
+            const liveTailParam = (liveTailCheckbox && liveTailCheckbox.checked) ? '&include_live_tail=true' : '';
+            return fetch(dataPath + '/chart_data?event_starts_after=' + queryStartDate + '&event_ends_before=' + queryEndDate + '&compress_json=true' + liveTailParam, {
                 method: "GET",
                 headers: { "Content-Type": "application/json" },
                 signal: signal,
@@ -771,6 +774,23 @@
         }
     }
 
+    // Reload the graph when the user toggles loading the latest data
+    const includeLiveTailCheckbox = document.getElementById("includeLiveTail");
+    if (includeLiveTailCheckbox) {
+        includeLiveTailCheckbox.addEventListener("change", function() {
+            previousResult = null;  // force refetching
+            const startDate = storeStartDate;
+            const endDate = storeEndDate;
+            $("#spinner").show();
+            fetchGraphDataAndKPIs(previousResult, startDate, endDate, startDate.toISOString(), endDate.toISOString())
+                .then(function (data) {
+                    $("#spinner").hide();
+                    vegaView.change(datasetName, vega.changeset().remove(vega.truthy).insert(data)).resize().run();
+                    previousResult = { start: startDate, end: endDate, data: data };
+                });
+        });
+    }
+
     {% if active_subpage == "asset_graph" and has_kpis %}
     function getAssetKPIs(startDate, endDate) {
         const start = encodeURIComponent(toIsoStringWithOffset(startDate));
diff --git a/flexmeasures/ui/views/assets/views.py b/flexmeasures/ui/views/assets/views.py
index f580a064e7..78fd141f89 100644
--- a/flexmeasures/ui/views/assets/views.py
+++ b/flexmeasures/ui/views/assets/views.py
@@ -25,8 +25,10 @@
 from flexmeasures.data.schemas.generic_assets import GenericAssetSchema as AssetSchema
 from flexmeasures.ui.utils.view_utils import ICON_MAPPING
 from flexmeasures.data.models.user import Account
-from flexmeasures.utils.time_utils import duration_isoformat
+from flexmeasures.data.models.task_runs import LatestTaskRun
+from flexmeasures.data.services.materialized_views import MVIEW_REFRESH_TASK_NAME
 from flexmeasures.utils.secrets_utils import get_secret_overview
+from flexmeasures.utils.time_utils import duration_isoformat, naturalized_datetime_str
 from flexmeasures.ui.utils.view_utils import render_flexmeasures_template
 from flexmeasures.ui.views.assets.forms import NewAssetForm, AssetForm
 from flexmeasures.ui.views import (
@@ -371,6 +373,21 @@ def graphs(self, id: str, start_time=None, end_time=None):
         asset_form.with_options()
         asset_form.process(obj=asset)
 
+        # Offer a toggle for including the latest data (recorded since the materialized
+        # view was last refreshed), unless such data is already included in every query
+        mview_last_refresh = None
+        if not current_app.config["FLEXMEASURES_MVIEW_ALWAYS_INCLUDE_LIVE_TAIL"]:
+            from flexmeasures.data import config as data_config
+            from flexmeasures.data.services.materialized_views import get_mview_cutoff
+
+            if (
+                data_config.most_recent_beliefs_mview is not None
+                and get_mview_cutoff() is not None
+            ):
+                mview_last_refresh = naturalized_datetime_str(
+                    db.session.get(LatestTaskRun, MVIEW_REFRESH_TASK_NAME).datetime
+                )
+
         site_asset = asset.find_site_asset()
 
         return render_flexmeasures_template(
@@ -379,6 +396,7 @@ def graphs(self, id: str, start_time=None, end_time=None):
             site_asset=site_asset,
             has_kpis=has_kpis,
             asset_kpis=asset_kpis,
+            mview_last_refresh=mview_last_refresh,
             available_units=available_units(),
             current_page="Graphs",
         )
diff --git a/flexmeasures/utils/config_defaults.py b/flexmeasures/utils/config_defaults.py
index e4d869054b..51780d5124 100644
--- a/flexmeasures/utils/config_defaults.py
+++ b/flexmeasures/utils/config_defaults.py
@@ -29,6 +29,8 @@ class Config(object):
     DEBUG: bool = False
     LOGGING_LEVEL: int = logging.WARNING
     SECRET_KEY: str | None = None
+    # Whether queries served by the materialized view also look up events recorded since its last refresh
+    FLEXMEASURES_MVIEW_ALWAYS_INCLUDE_LIVE_TAIL: bool = True
 
     FLEXMEASURES_ENV_DEFAULT = "production"
 
diff --git a/pyproject.toml b/pyproject.toml
index 63d917dcf4..8c45ddcea3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -62,8 +62,8 @@ dependencies = [
     # pinned to <6.9 due to a HiGHS deadlock, see https://github.com/FlexMeasures/flexmeasures/issues/1443
     "pyomo>=5.6,<6.9",
     "tabulate>=0.9.0",
-    # 3.5.5: got rid of BlockManager deprecation warnings
-    "timely-beliefs[forecast]>=3.5.5",
+    # 4.0.0: materialized views
+    "timely-beliefs[forecast]>=4.0.0",
     "python-dotenv>=1.2.1",
     # see GH#607 for issue on this pin
     "sqlalchemy>=2.0",
diff --git a/uv.lock b/uv.lock
index 9e234afa4d..5521a5b7a0 100644
--- a/uv.lock
+++ b/uv.lock
@@ -2,21 +2,21 @@ version = 1
 revision = 3
 requires-python = ">=3.10, <3.13"
 resolution-markers = [
-    "(python_full_version >= '3.12' and os_name == 'nt' and sys_platform == 'linux') or (python_full_version >= '3.12' and os_name == 'win' and sys_platform == 'linux')",
-    "(python_full_version == '3.11.*' and os_name == 'nt' and sys_platform == 'linux') or (python_full_version == '3.11.*' and os_name == 'win' and sys_platform == 'linux')",
+    "python_full_version >= '3.12' and os_name == 'win' and sys_platform == 'linux'",
+    "python_full_version == '3.11.*' and os_name == 'win' and sys_platform == 'linux'",
     "python_full_version >= '3.12' and os_name != 'nt' and os_name != 'win' and sys_platform == 'linux'",
     "python_full_version == '3.11.*' and os_name != 'nt' and os_name != 'win' and sys_platform == 'linux'",
-    "(python_full_version < '3.11' and os_name == 'nt' and sys_platform == 'linux') or (python_full_version < '3.11' and os_name == 'win' and sys_platform == 'linux')",
+    "python_full_version < '3.11' and os_name == 'win' and sys_platform == 'linux'",
     "python_full_version < '3.11' and os_name != 'nt' and os_name != 'win' and sys_platform == 'linux'",
-    "(python_full_version >= '3.12' and os_name == 'nt' and platform_machine == 'x86_64' and sys_platform == 'darwin') or (python_full_version >= '3.12' and os_name == 'win' and platform_machine == 'x86_64' and sys_platform == 'darwin')",
-    "(python_full_version >= '3.12' and os_name == 'nt' and platform_machine != 'x86_64' and sys_platform == 'darwin') or (python_full_version >= '3.12' and os_name == 'win' and platform_machine != 'x86_64' and sys_platform == 'darwin')",
-    "(python_full_version == '3.11.*' and os_name == 'nt' and platform_machine == 'x86_64' and sys_platform == 'darwin') or (python_full_version == '3.11.*' and os_name == 'win' and platform_machine == 'x86_64' and sys_platform == 'darwin')",
-    "(python_full_version == '3.11.*' and os_name == 'nt' and platform_machine != 'x86_64' and sys_platform == 'darwin') or (python_full_version == '3.11.*' and os_name == 'win' and platform_machine != 'x86_64' and sys_platform == 'darwin')",
+    "python_full_version >= '3.12' and os_name == 'win' and platform_machine == 'x86_64' and sys_platform == 'darwin'",
+    "python_full_version >= '3.12' and os_name == 'win' and platform_machine != 'x86_64' and sys_platform == 'darwin'",
+    "python_full_version == '3.11.*' and os_name == 'win' and platform_machine == 'x86_64' and sys_platform == 'darwin'",
+    "python_full_version == '3.11.*' and os_name == 'win' and platform_machine != 'x86_64' and sys_platform == 'darwin'",
     "python_full_version >= '3.12' and os_name != 'nt' and os_name != 'win' and platform_machine == 'x86_64' and sys_platform == 'darwin'",
     "python_full_version >= '3.12' and os_name != 'nt' and os_name != 'win' and platform_machine != 'x86_64' and sys_platform == 'darwin'",
     "python_full_version == '3.11.*' and os_name != 'nt' and os_name != 'win' and platform_machine == 'x86_64' and sys_platform == 'darwin'",
     "python_full_version == '3.11.*' and os_name != 'nt' and os_name != 'win' and platform_machine != 'x86_64' and sys_platform == 'darwin'",
-    "(python_full_version < '3.11' and os_name == 'nt' and sys_platform == 'darwin') or (python_full_version < '3.11' and os_name == 'win' and sys_platform == 'darwin')",
+    "python_full_version < '3.11' and os_name == 'win' and sys_platform == 'darwin'",
     "python_full_version < '3.11' and os_name != 'nt' and os_name != 'win' and sys_platform == 'darwin'",
     "(python_full_version >= '3.12' and os_name == 'nt' and sys_platform == 'win32') or (python_full_version >= '3.12' and os_name == 'win' and sys_platform == 'win32')",
     "(python_full_version == '3.11.*' and os_name == 'nt' and sys_platform == 'win32') or (python_full_version == '3.11.*' and os_name == 'win' and sys_platform == 'win32')",
@@ -45,10 +45,10 @@ name = "alembic"
 version = "1.18.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "mako", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "sqlalchemy", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "tomli", marker = "(python_full_version < '3.11' and sys_platform == 'darwin') or (python_full_version < '3.11' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform == 'win32')" },
-    { name = "typing-extensions", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
+    { name = "mako", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "sqlalchemy", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "tomli", marker = "(python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'darwin') or (python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform == 'win32')" },
+    { name = "typing-extensions", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/94/13/8b084e0f2efb0275a1d534838844926f798bd766566b1375174e2448cd31/alembic-1.18.4.tar.gz", hash = "sha256:cb6e1fd84b6174ab8dbb2329f86d631ba9559dd78df550b57804d607672cedbc", size = 2056725, upload-time = "2026-02-10T16:00:47.195Z" }
 wheels = [
@@ -60,11 +60,11 @@ name = "altair"
 version = "6.2.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "jinja2", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "jsonschema", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "narwhals", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "packaging", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "typing-extensions", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
+    { name = "jinja2", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "jsonschema", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "narwhals", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "packaging", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "typing-extensions", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/86/97/9a0dc61efd4f2dee29cb6d8edbbacdb789ce48cbffd98efa2b3ab145b297/altair-6.2.1.tar.gz", hash = "sha256:ca0298fa20b1a4fae22eff8847b95f74912bd90544013ad36af192119883ea64", size = 766468, upload-time = "2026-06-05T16:23:36.57Z" }
 wheels = [
@@ -85,7 +85,7 @@ name = "apispec"
 version = "6.10.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "packaging", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
+    { name = "packaging", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/4a/f1/1f5a9332df3ecd90cc5ab69bc58a4174b8ba2ac1720c4c26b01d20751bf5/apispec-6.10.0.tar.gz", hash = "sha256:0a888555cd4aa5fb7176041be15684154fd8961055e1672e703abf737e8761bf", size = 80631, upload-time = "2026-03-06T21:48:40.916Z" }
 wheels = [
@@ -94,7 +94,7 @@ wheels = [
 
 [package.optional-dependencies]
 yaml = [
-    { name = "pyyaml", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
+    { name = "pyyaml", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
 ]
 
 [[package]]
@@ -102,10 +102,10 @@ name = "apispec-oneofschema"
 version = "3.0.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "apispec", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "marshmallow", version = "3.26.2", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version < '3.11' and sys_platform == 'darwin') or (python_full_version < '3.11' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform == 'win32')" },
-    { name = "marshmallow", version = "4.3.0", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version >= '3.11' and sys_platform == 'darwin') or (python_full_version >= '3.11' and sys_platform == 'linux') or (python_full_version >= '3.11' and sys_platform == 'win32')" },
-    { name = "marshmallow-oneofschema", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
+    { name = "apispec", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "marshmallow", version = "3.26.2", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'darwin') or (python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform == 'win32')" },
+    { name = "marshmallow", version = "4.3.0", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version >= '3.11' and os_name != 'nt' and sys_platform == 'darwin') or (python_full_version >= '3.11' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version >= '3.11' and sys_platform == 'win32')" },
+    { name = "marshmallow-oneofschema", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/c5/79/9bc6993ade0a3b841812cd46523ecf244bbb9deacb14d29d04eff541a2c7/apispec_oneofschema-3.0.2.tar.gz", hash = "sha256:03fad9b6d88f0e61669700d2e544e1410064d3cc267dc5d1d174b26f69bd05b7", size = 3677, upload-time = "2025-07-28T06:11:24.009Z" }
 wheels = [
@@ -117,7 +117,7 @@ name = "apispec-webframeworks"
 version = "1.2.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "apispec", extra = ["yaml"], marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
+    { name = "apispec", extra = ["yaml"], marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/f9/1f/8d98328269a2507b6cfe37e8a70725d168626615865dc7aec30e8720c495/apispec_webframeworks-1.2.0.tar.gz", hash = "sha256:5689288c266a2713c2f516eacc14ea2fec9b21f193edc8f659c770342b97fd81", size = 10837, upload-time = "2024-09-16T19:01:18.051Z" }
 wheels = [
@@ -129,7 +129,7 @@ name = "argon2-cffi"
 version = "25.1.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "argon2-cffi-bindings", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
+    { name = "argon2-cffi-bindings", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/0e/89/ce5af8a7d472a67cc819d5d998aa8c82c5d860608c4db9f46f1162d7dab9/argon2_cffi-25.1.0.tar.gz", hash = "sha256:694ae5cc8a42f4c4e2bf2ca0e64e51e23a040c6a517a85074683d3959e1346c1", size = 45706, upload-time = "2025-06-03T06:55:32.073Z" }
 wheels = [
@@ -141,7 +141,7 @@ name = "argon2-cffi-bindings"
 version = "25.1.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "cffi", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
+    { name = "cffi", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
 ]
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-    { name = "tzdata", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
+    { name = "python-dateutil", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
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+    { name = "click", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "mypy-extensions", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
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+    { name = "pycparser", marker = "(implementation_name != 'PyPy' and os_name != 'nt' and sys_platform == 'darwin') or (implementation_name != 'PyPy' and os_name != 'nt' and sys_platform == 'linux') or (implementation_name != 'PyPy' and sys_platform == 'win32')" },
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 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "click", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
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+    "python_full_version >= '3.12' and os_name == 'win' and platform_machine == 'x86_64' and sys_platform == 'darwin'",
+    "python_full_version >= '3.12' and os_name == 'win' and platform_machine != 'x86_64' and sys_platform == 'darwin'",
+    "python_full_version == '3.11.*' and os_name == 'win' and platform_machine == 'x86_64' and sys_platform == 'darwin'",
+    "python_full_version == '3.11.*' and os_name == 'win' and platform_machine != 'x86_64' and sys_platform == 'darwin'",
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+    { name = "tomli", marker = "(python_full_version <= '3.11' and os_name != 'nt' and sys_platform == 'darwin') or (python_full_version <= '3.11' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version <= '3.11' and sys_platform == 'win32')" },
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 [[package]]
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@@ -1009,16 +1009,16 @@ name = "flask-marshmallow"
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-    "(python_full_version < '3.11' and os_name == 'nt' and sys_platform == 'linux') or (python_full_version < '3.11' and os_name == 'win' and sys_platform == 'linux')",
+    "python_full_version < '3.11' and os_name == 'win' and sys_platform == 'linux'",
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+    "python_full_version < '3.11' and os_name == 'win' and sys_platform == 'darwin'",
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+    { name = "flask", marker = "(python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'darwin') or (python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform == 'win32')" },
+    { name = "marshmallow", version = "3.26.2", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'darwin') or (python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform == 'win32')" },
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@@ -1030,14 +1030,14 @@ name = "flask-marshmallow"
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+    "python_full_version >= '3.12' and os_name == 'win' and sys_platform == 'linux'",
+    "python_full_version == '3.11.*' and os_name == 'win' and sys_platform == 'linux'",
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+    "python_full_version >= '3.12' and os_name == 'win' and platform_machine == 'x86_64' and sys_platform == 'darwin'",
+    "python_full_version >= '3.12' and os_name == 'win' and platform_machine != 'x86_64' and sys_platform == 'darwin'",
+    "python_full_version == '3.11.*' and os_name == 'win' and platform_machine == 'x86_64' and sys_platform == 'darwin'",
+    "python_full_version == '3.11.*' and os_name == 'win' and platform_machine != 'x86_64' and sys_platform == 'darwin'",
     "python_full_version >= '3.12' and os_name != 'nt' and os_name != 'win' and platform_machine == 'x86_64' and sys_platform == 'darwin'",
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@@ -1048,8 +1048,8 @@ resolution-markers = [
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+    { name = "flask", marker = "(python_full_version >= '3.11' and os_name != 'nt' and sys_platform == 'darwin') or (python_full_version >= '3.11' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version >= '3.11' and sys_platform == 'win32')" },
+    { name = "marshmallow", version = "4.3.0", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version >= '3.11' and os_name != 'nt' and sys_platform == 'darwin') or (python_full_version >= '3.11' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version >= '3.11' and sys_platform == 'win32')" },
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@@ -1061,9 +1061,9 @@ name = "flask-migrate"
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-    { name = "flask-sqlalchemy", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
+    { name = "alembic", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "flask", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "flask-sqlalchemy", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
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@@ -1075,8 +1075,8 @@ name = "flask-principal"
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-    { name = "flask", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
+    { name = "blinker", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "flask", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
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@@ -1085,14 +1085,14 @@ name = "flask-security-too"
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-    { name = "flask-principal", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "flask-wtf", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "libpass", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "markupsafe", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "wtforms", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
+    { name = "email-validator", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "flask", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "flask-login", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "flask-principal", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "flask-wtf", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "libpass", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "markupsafe", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "wtforms", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
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@@ -1101,14 +1101,14 @@ wheels = [
 
 [package.optional-dependencies]
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-    { name = "flask-sqlalchemy", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "sqlalchemy", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
+    { name = "flask-sqlalchemy", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "sqlalchemy", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
 ]
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-    { name = "phonenumberslite", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "qrcode", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "webauthn", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
+    { name = "cryptography", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "phonenumberslite", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "qrcode", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "webauthn", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
 ]
 
 [[package]]
@@ -1116,8 +1116,8 @@ name = "flask-sqlalchemy"
 version = "3.1.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "flask", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "sqlalchemy", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
+    { name = "flask", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "sqlalchemy", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
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@@ -1129,7 +1129,7 @@ name = "flask-sslify"
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 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "flask", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
+    { name = "flask", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
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@@ -1138,7 +1138,7 @@ name = "flask-swagger-ui"
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 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "flask", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
+    { name = "flask", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
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@@ -1150,9 +1150,9 @@ name = "flask-wtf"
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-    { name = "wtforms", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
+    { name = "flask", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "itsdangerous", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "wtforms", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
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@@ -1164,7 +1164,7 @@ name = "flexcache"
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 dependencies = [
-    { name = "typing-extensions", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
+    { name = "typing-extensions", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
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@@ -1175,123 +1175,123 @@ wheels = [
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-    { name = "flask-login", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "flask-mail", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "flask-marshmallow", version = "1.4.0", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version < '3.11' and sys_platform == 'darwin') or (python_full_version < '3.11' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform == 'win32')" },
-    { name = "flask-marshmallow", version = "1.5.0", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version >= '3.11' and sys_platform == 'darwin') or (python_full_version >= '3.11' and sys_platform == 'linux') or (python_full_version >= '3.11' and sys_platform == 'win32')" },
-    { name = "flask-migrate", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "flask-security-too", extra = ["fsqla", "mfa"], marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "flask-sqlalchemy", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "flask-sslify", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "flask-swagger-ui", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "flask-wtf", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "highspy", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "humanize", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "inflect", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "inflection", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "iso8601", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "isodate", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "lightgbm", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "marshmallow", version = "3.26.2", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version < '3.11' and sys_platform == 'darwin') or (python_full_version < '3.11' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform == 'win32')" },
-    { name = "marshmallow", version = "4.3.0", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version >= '3.11' and sys_platform == 'darwin') or (python_full_version >= '3.11' and sys_platform == 'linux') or (python_full_version >= '3.11' and sys_platform == 'win32')" },
-    { name = "marshmallow-oneofschema", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "marshmallow-polyfield", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "marshmallow-sqlalchemy", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "pandas", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "pillow", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "pint", version = "0.24.4", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version < '3.11' and sys_platform == 'darwin') or (python_full_version < '3.11' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform == 'win32')" },
-    { name = "pint", version = "0.25.3", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version >= '3.11' and sys_platform == 'darwin') or (python_full_version >= '3.11' and sys_platform == 'linux') or (python_full_version >= '3.11' and sys_platform == 'win32')" },
-    { name = "psycopg2-binary", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "py-moneyed", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "pydantic", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "pyomo", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "pyopenssl", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "python-dotenv", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "pytz", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "pyyaml", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "redis", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "rq", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "rq-dashboard", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "rq-win", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "sentry-sdk", extra = ["flask"], marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "sqlalchemy", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "tabulate", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "timely-beliefs", extra = ["forecast"], marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "tldextract", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "uniplot", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "urllib3", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "vl-convert-python", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "webargs", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "werkzeug", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "workalendar", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "xlrd", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
+    { name = "altair", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "apispec", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "apispec-oneofschema", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "apispec-webframeworks", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "argon2-cffi", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "bcrypt", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "click", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "click-default-group", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "cryptography", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "darts", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "email-validator", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "flask", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "flask-classful", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "flask-cors", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "flask-json", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "flask-login", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "flask-mail", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "flask-marshmallow", version = "1.4.0", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'darwin') or (python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform == 'win32')" },
+    { name = "flask-marshmallow", version = "1.5.0", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version >= '3.11' and os_name != 'nt' and sys_platform == 'darwin') or (python_full_version >= '3.11' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version >= '3.11' and sys_platform == 'win32')" },
+    { name = "flask-migrate", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "flask-security-too", extra = ["fsqla", "mfa"], marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "flask-sqlalchemy", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "flask-sslify", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "flask-swagger-ui", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "flask-wtf", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "highspy", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "humanize", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "inflect", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "inflection", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "iso8601", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "isodate", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "lightgbm", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "marshmallow", version = "3.26.2", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'darwin') or (python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform == 'win32')" },
+    { name = "marshmallow", version = "4.3.0", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version >= '3.11' and os_name != 'nt' and sys_platform == 'darwin') or (python_full_version >= '3.11' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version >= '3.11' and sys_platform == 'win32')" },
+    { name = "marshmallow-oneofschema", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "marshmallow-polyfield", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "marshmallow-sqlalchemy", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "pandas", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "pillow", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "pint", version = "0.24.4", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'darwin') or (python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform == 'win32')" },
+    { name = "pint", version = "0.25.3", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version >= '3.11' and os_name != 'nt' and sys_platform == 'darwin') or (python_full_version >= '3.11' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version >= '3.11' and sys_platform == 'win32')" },
+    { name = "psycopg2-binary", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "py-moneyed", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "pydantic", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "pyomo", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "pyopenssl", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "python-dotenv", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "pytz", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "pyyaml", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "redis", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "rq", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "rq-dashboard", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "rq-win", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "sentry-sdk", extra = ["flask"], marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "sqlalchemy", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "tabulate", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "timely-beliefs", extra = ["forecast"], marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "tldextract", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "uniplot", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "urllib3", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "vl-convert-python", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "webargs", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "werkzeug", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "workalendar", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "xlrd", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
 ]
 
 [package.dev-dependencies]
 dev = [
-    { name = "black", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "flake8", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "flake8-blind-except", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "mypy", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "poethepoet", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "pyinstrument", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "pytest-runner", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "types-click", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "types-flask", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "types-python-dateutil", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "types-pytz", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "types-pyyaml", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "types-redis", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "types-requests", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "types-setuptools", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "types-tabulate", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "types-tzlocal", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "watchdog", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
+    { name = "black", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "flake8", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "flake8-blind-except", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "mypy", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "poethepoet", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "pyinstrument", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "pytest-runner", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "types-click", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "types-flask", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "types-python-dateutil", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "types-pytz", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
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+    { name = "python-dateutil", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
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+    { name = "more-itertools", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
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+    { name = "attrs", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "jsonschema-specifications", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
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 dependencies = [
-    { name = "markupsafe", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
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-    { name = "sqlalchemy", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
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+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version >= '3.12' and os_name != 'nt' and sys_platform == 'darwin') or (python_full_version >= '3.12' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version >= '3.12' and sys_platform == 'win32')" },
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 sdist = { url = "https://files.pythonhosted.org/packages/a7/25/c2700dfaf6442b4effaa91af24ebce5dc9d31bb4a69706313aae70d72cd0/scipy-1.18.0.tar.gz", hash = "sha256:67b2ad2ad54c72ca6d04975a9b2df8c3638c34ddd5b28738e94fc2b57929d378", size = 30774447, upload-time = "2026-06-19T15:01:43.456Z" }
 wheels = [
@@ -3606,8 +3606,8 @@ name = "sentry-sdk"
 version = "2.63.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "certifi", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "urllib3", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
+    { name = "certifi", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "urllib3", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/ba/c8/b3c970a5b186722d276cd40a05b3254e03bccc0208560aff20f612e018e8/sentry_sdk-2.63.0.tar.gz", hash = "sha256:2a1502bf864769275dbc8c2c9fc7a0f7f5e18358180b615d262d13a31ffba216", size = 912449, upload-time = "2026-06-16T12:45:57.553Z" }
 wheels = [
@@ -3616,9 +3616,9 @@ wheels = [
 
 [package.optional-dependencies]
 flask = [
-    { name = "blinker", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "flask", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
-    { name = "markupsafe", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
+    { name = "blinker", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "flask", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
+    { name = "markupsafe", marker = "(os_name != 'nt' and sys_platform == 'darwin') or (os_name != 'nt' and sys_platform == 'linux') or sys_platform == 'win32'" },
 ]
 
 [[package]]
@@ -3635,31 +3635,31 @@ name = "shap"
 version = "0.49.1"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
-    "(python_full_version < '3.11' and os_name == 'nt' and sys_platform == 'linux') or (python_full_version < '3.11' and os_name == 'win' and sys_platform == 'linux')",
+    "python_full_version < '3.11' and os_name == 'win' and sys_platform == 'linux'",
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-    "(python_full_version == '3.11.*' and os_name == 'nt' and platform_machine == 'x86_64' and sys_platform == 'darwin') or (python_full_version == '3.11.*' and os_name == 'win' and platform_machine == 'x86_64' and sys_platform == 'darwin')",
+    "python_full_version >= '3.12' and os_name == 'win' and platform_machine == 'x86_64' and sys_platform == 'darwin'",
+    "python_full_version == '3.11.*' and os_name == 'win' and platform_machine == 'x86_64' and sys_platform == 'darwin'",
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+    "python_full_version < '3.11' and os_name == 'win' and sys_platform == 'darwin'",
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+    { name = "cloudpickle", marker = "(python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'darwin') or (python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform == 'win32') or (os_name != 'nt' and platform_machine == 'x86_64' and sys_platform == 'darwin')" },
+    { name = "numba", marker = "(python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'darwin') or (python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform == 'win32') or (os_name != 'nt' and platform_machine == 'x86_64' and sys_platform == 'darwin')" },
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+    { name = "packaging", marker = "(python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'darwin') or (python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform == 'win32') or (os_name != 'nt' and platform_machine == 'x86_64' and sys_platform == 'darwin')" },
+    { name = "pandas", marker = "(python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'darwin') or (python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform == 'win32') or (os_name != 'nt' and platform_machine == 'x86_64' and sys_platform == 'darwin')" },
+    { name = "scikit-learn", marker = "(python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'darwin') or (python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform == 'win32') or (os_name != 'nt' and platform_machine == 'x86_64' and sys_platform == 'darwin')" },
+    { name = "scipy", version = "1.15.3", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'darwin') or (python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform == 'win32')" },
+    { name = "scipy", version = "1.17.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.11.*' and os_name != 'nt' and platform_machine == 'x86_64' and sys_platform == 'darwin'" },
+    { name = "scipy", version = "1.18.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12' and os_name != 'nt' and platform_machine == 'x86_64' and sys_platform == 'darwin'" },
+    { name = "slicer", marker = "(python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'darwin') or (python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform == 'win32') or (os_name != 'nt' and platform_machine == 'x86_64' and sys_platform == 'darwin')" },
+    { name = "tqdm", marker = "(python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'darwin') or (python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform == 'win32') or (os_name != 'nt' and platform_machine == 'x86_64' and sys_platform == 'darwin')" },
+    { name = "typing-extensions", marker = "(python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'darwin') or (python_full_version < '3.11' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform == 'win32') or (os_name != 'nt' and platform_machine == 'x86_64' and sys_platform == 'darwin')" },
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 wheels = [
@@ -3688,25 +3688,25 @@ name = "shap"
 version = "0.51.0"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
-    "(python_full_version == '3.11.*' and os_name == 'nt' and sys_platform == 'linux') or (python_full_version == '3.11.*' and os_name == 'win' and sys_platform == 'linux')",
+    "python_full_version == '3.11.*' and os_name == 'win' and sys_platform == 'linux'",
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+    "python_full_version == '3.11.*' and os_name == 'win' and platform_machine != 'x86_64' and sys_platform == 'darwin'",
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     "python_full_version == '3.11.*' and os_name != 'nt' and os_name != 'win' and sys_platform == 'win32'",
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+    { name = "packaging", marker = "(python_full_version == '3.11.*' and os_name != 'nt' and platform_machine != 'x86_64' and sys_platform == 'darwin') or (python_full_version == '3.11.*' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version == '3.11.*' and sys_platform == 'win32')" },
+    { name = "pandas", marker = "(python_full_version == '3.11.*' and os_name != 'nt' and platform_machine != 'x86_64' and sys_platform == 'darwin') or (python_full_version == '3.11.*' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version == '3.11.*' and sys_platform == 'win32')" },
+    { name = "scikit-learn", marker = "(python_full_version == '3.11.*' and os_name != 'nt' and platform_machine != 'x86_64' and sys_platform == 'darwin') or (python_full_version == '3.11.*' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version == '3.11.*' and sys_platform == 'win32')" },
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+    { name = "slicer", marker = "(python_full_version == '3.11.*' and os_name != 'nt' and platform_machine != 'x86_64' and sys_platform == 'darwin') or (python_full_version == '3.11.*' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version == '3.11.*' and sys_platform == 'win32')" },
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+    { name = "typing-extensions", marker = "(python_full_version == '3.11.*' and os_name != 'nt' and platform_machine != 'x86_64' and sys_platform == 'darwin') or (python_full_version == '3.11.*' and os_name != 'nt' and sys_platform == 'linux') or (python_full_version == '3.11.*' and sys_platform == 'win32')" },
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 sdist = { url = "https://files.pythonhosted.org/packages/a4/0a/4a3ee4b1a3654f2a9ae038a64bb3e91a42af3da07577d69b65241f010970/shap-0.51.0.tar.gz", hash = "sha256:cfa17ff213657c9d50285aa923d79b0037a62e2ee1a31bc3eec7e196b00bdb59", size = 4108336, upload-time = "2026-03-04T09:18:19.985Z" }
 wheels = [
@@ -3731,24 +3731,24 @@ name = "shap"
 version = "0.52.0"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
-    "(python_full_version >= '3.12' and os_name == 'nt' and sys_platform == 'linux') or (python_full_version >= '3.12' and os_name == 'win' and sys_platform == 'linux')",
+    "python_full_version >= '3.12' and os_name == 'win' and sys_platform == 'linux'",
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 dependencies = [
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