import boto3
from botocore.exceptions import NoCredentialsError, PartialCredentialsError
import pandas as pd
from io import BytesIO
import re
from textblob import TextBlob

# Pre-compile the regular expression
PERCENTAGE_PATTERN = re.compile(r'^\d+%?$')


def is_percentage_or_number(s):
    # re.match returns None if the string does not match the pattern
    return PERCENTAGE_PATTERN.match(s) is not None


def correct_spelling(text):
    words = text.split()

    corrected_words = []
    for word in words:
        if is_percentage_or_number(word):
            corrected_words.append(word)
        else:
            blob = TextBlob(word)  # create a TextBlob object
            corrected_word = blob.correct()  # use the correct method to correct spelling
            corrected_words.append(str(corrected_word))  # convert corrected word back to string

    corrected_text = ' '.join(corrected_words)
    return corrected_text


def save_dataframe_to_s3_parquet(df, bucket_name, file_key):
    """
    Save a pandas DataFrame to S3 as a Parquet file.

    :param df: The pandas DataFrame.
    :param bucket_name: Name of the S3 bucket.
    :param file_key: Key of the file (including directory path within the bucket).
    """

    # Convert the DataFrame to a Parquet format in memory
    parquet_buffer = BytesIO()
    df.to_parquet(parquet_buffer)

    # Create the boto3 client
    client = boto3.client('s3')

    # Upload the Parquet file to S3
    client.put_object(Bucket=bucket_name, Key=file_key, Body=parquet_buffer.getvalue())


def save_data_to_s3(data, bucket_name, s3_file_name):
    """
    Save an object to an S3 bucket

    :param data: The data to save
    :param bucket_name: The name of the S3 bucket
    :param s3_file_name: The file name to use for the saved data in S3
    """
    # Ensure you have AWS credentials set up - either via environment variables, AWS CLI, or IAM roles
    try:
        s3 = boto3.client('s3')
    except NoCredentialsError:
        print("Credentials not available.")
        return
    except PartialCredentialsError:
        print("Incomplete credentials provided.")
        return

    try:
        s3.put_object(Bucket=bucket_name, Key=s3_file_name, Body=data)
        print(f'Successfully uploaded data to {bucket_name}/{s3_file_name}')
    except Exception as e:
        print(f'Failed to upload data to {bucket_name}/{s3_file_name}: {str(e)}')


def read_from_s3(bucket_name, s3_file_name):
    """
    Read an object from s3. Decoding of the data is left for outside of this function

    :param bucket_name: The name of the S3 bucket
    :param s3_file_name: The file name to use for the saved data in S3
    """
    # Initialize a session using Amazon S3
    s3 = boto3.resource('s3')

    # Get the MessagePack data from S3
    obj = s3.Object(bucket_name, s3_file_name)
    data = obj.get()['Body'].read()

    return data