typos and update comment in bench script

Signed-off-by: Erik Ordentlich <[email protected]>

Author: eordentlich

python/benchmark/benchmark/bench_linear_regression.py

@@ -114,8 +114,8 @@ def run_once(
         )
 
         # note: results for spark ML and spark rapids ml will currently match in all regularization
-        # cases only if features and labels were standardized in the original dataset.  Otherwise,
-        # they will match only if regParam = 0 or elastNeticParam = 1.0 (aka Lasso)
+        # cases only if features and labels were standardized in the original dataset or if standardization is enabled.
+        # Otherwise, they will match only if regParam = 0 or elasticNetParam = 1.0 (aka Lasso)
         print(
             f"RMSE: {rmse}, coefs l1: {coefs_l1}, coefs l2^2: {coefs_l2}, "
             f"full_objective: {full_objective}, intercept: {model.intercept}"

python/src/spark_rapids_ml/regression.py

@@ -311,7 +311,7 @@ class LinearRegression(
     -----
         Results for spark ML and spark rapids ml fit() will currently be close in all regularization
         cases only if features and labels are standardized in the input dataframe or when standardization is enabled.  Otherwise,
-        they will be close only if regParam = 0 or elastNeticParam = 1.0 (aka Lasso).
+        they will be close only if regParam = 0 or elasticNetParam = 1.0 (aka Lasso).
 
     Parameters
     ----------