Rlsmagic

If you want to understand why the keyword rlsmagic has a 90% "purchase intent" (meaning users are looking for access, not just information), look at these features.

In Power BI Desktop:

[User Email] = USERPRINCIPALNAME()

Wait, how does this filter the data? Because of the relationship established in Phase 1.

Legacy sites are dying. The Pirate Bay is a graveyard of broken torrents. Kickass Torrents is a shell of its former self. Users are migrating to DDL (Direct Download Link) sites, and RLSMagic is currently the king of that hill. rlsmagic

Here is why the traffic is exploding:

The CEO needs to see everything. If you apply the logic above, the CEO row returns "All", which might not match a region in the Sales table.

Modified DAX Logic:

VAR CurrentUser = USERPRINCIPALNAME()
VAR UserRegion = LOOKUPVALUE(SecurityTable[Region], SecurityTable[User Email], CurrentUser)
RETURN
IF(
    UserRegion == "All",
    TRUE(),  -- No filter applied
    SecurityTable[Region] == UserRegion
)

Note: If applying this directly to the Sales table, you wrap it in a FILTER function.

# load dataset (run-to-failure table: unit, time, sensors..., failure flag)
from rlsmagic import data, features, models, eval
df = data.load_run_to_failure('path/to/data.csv')
# preprocess & windowing
X, y = features.create_windows(df, window_size=30, step=1, label='RUL')
# train/test split by units
X_train, X_test, y_train, y_test = data.unit_split(X, y, test_size=0.2, random_state=0)
# model training
model = models.RandomForestRUL(n_estimators=100)
model.fit(X_train, y_train)
# predict & evaluate
y_pred = model.predict(X_test)
metrics = eval.rul_metrics(y_test, y_pred)  # RMSE, MAE, prognostics score
print(metrics)
# visualize predictions per unit
eval.plot_unit_predictions(X_test, y_test, y_pred)

The search bar supports complex Boolean logic. You can search for:

In a perfect world, you write one DAX filter or one SQL policy, and everyone sees exactly what they are supposed to see. If you want to understand why the keyword

In the real world:

Traditional RLS feels like a logic puzzle where the pieces keep changing shape.

Results

Rlsmagic