import camelot
import pandas as pd

tables = camelot.read_pdf('test.pdf', pages = '3')

for i, table in enumerate(tables):
    print(f'table_id:{i}')
    print(f'page:{table.page}')
    print(f'coordinates:{table._bbox}')

tables = camelot.read_pdf('test.pdf', flavor='stream', pages = '3')

columns = df.iloc[0]

df.columns = columns
df = df.drop(0)
df.head()

for c in df.select_dtypes('object').columns:
    df[c] = df[c].str.replace('$', '')
    df[c] = df[c].str.replace('-', '')

def convert_to_float(num):
    try:
        return float(num.replace(',',''))
    except:
        return 0

for col in ['Deposits', 'Withdrawals', 'Balance']:
    df[col] = df[col].map(convert_to_float)