Cannot supress PySpark warnings

I am having some issues with trying to suppress pyspark warnings, specifically pandas on spark API. What I currently have:

import warnings
warnings.simplefilter(action='ignore', category=Warning)
warnings.filterwarnings("ignore")
import pandas as pd
from pyspark.sql import SparkSession
from pyspark.sql import functions as F
import pyspark.pandas as

%%capture
spark = SparkSession.builder
    .master("local[32]")
    .config("spark.driver.memory", "150g")
    .config("spark.driver.maxResultSize", "40g")
    .config("spark.python.worker.memory", "1g")
    .config("spark.num.executors","(3x-2)")
    .config("spark.num.executor.cores","5")
    .config("spark.driver.cores", "5")
    .appName("Analysis")
    .getOrCreate()
spark.sparkContext.setLogLevel("OFF")

Then followed by the actual data analysis:

spark.catalog.clearCache()
enc = ps.read_parquet("/example_path/")
enc.columns = [i.lower() for i in enc.columns]
print(enc.en_end_date.min())
print(enc.en_end_date.max())
enc['year'] = enc.en_end_date.apply(lambda x: x.strftime('%Y') if pd.notnull(x) else np.nan)
enc['month'] = enc.en_end_date.apply(lambda x: x.strftime('%m') if pd.notnull(x) else np.nan)
enc['day'] = enc.en_end_date.apply(lambda x: x.strftime('%d') if pd.notnull(x) else np.nan)
enc[(enc.year >= 2024) & (enc.month >= 1) & (enc.day >= 1)]

And here is where the actual issue is happening. I am getting absolutely bombarded with:

/example/miniconda/lib/python3.8/site-packages/pyspark/python/lib/pyspark.zip/pyspark/pandas/internal.py:1573: FutureWarning: iteritems is deprecated and will be removed in a future version. Use .items instead.
/example/miniconda/lib/python3.8/site-packages/pyspark/python/lib/pyspark.zip/pyspark/pandas/internal.py:1573: FutureWarning: iteritems is deprecated and will be removed in a future version. Use .items instead.
/example/miniconda/lib/python3.8/site-packages/pyspark/python/lib/pyspark.zip/pyspark/pandas/internal.py:1573: FutureWarning: iteritems is deprecated and will be removed in a future version. Use .items instead.
/example/miniconda/lib/python3.8/site-packages/pyspark/python/lib/pyspark.zip/pyspark/pandas/internal.py:1573: FutureWarning: iteritems is deprecated and will be removed in a future version. Use .items instead.

Hundreds of times. I would just like to turn this off. Any suggestions.