Here are the Anaconda ‘environment.yml’ specifications:
name: spell_check dependencies: - mkl=2017.0.1=0 - numpy=1.13.0=py36_0 - openssl=1.0.2l=0 - pandas=0.20.2=np113py36_0 - pip=9.0.1=py36_1 - python=3.6.1=2 - python-dateutil=2.6.0=py36_0 - pytz=2017.2=py36_0 - readline=6.2=2 - setuptools=27.2.0=py36_0 - six=1.10.0=py36_0 - sqlite=3.13.0=0 - tk=8.5.18=0 - wheel=0.29.0=py36_0 - xz=5.2.2=1 - zlib=1.2.8=3 - pip: - pyenchant==1.6.8
Here is the code:
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#! /usr/bin/env python3 def get_sibling_directory_path(sibling_directory_name): ''' returns path for a specified folder that is in the same parent directory as the current working directory ''' import os current_path = os.getcwd() last_separator_position = current_path.rfind(os.sep) parent_directory_path = current_path[0:last_separator_position] sibling_directory_path = os.path.join(parent_directory_path, sibling_directory_name) return(sibling_directory_path) def read_table(table_filepath, column_of_lists): ''' reads table from 'csv' file each item in column 'column_of_lists' is read as a list; as currently written, the function can read only 1 column as a list ''' import pandas as pd from ast import literal_eval # '^' used as separator because it does not appear in any text descriptions table = pd.read_csv(table_filepath, sep='^', converters={column_of_lists: literal_eval}) return(table) def compile_misspellings(table_filepath, force_recompile=False): ''' compiles table of misspellings and suggested corrections from spell checker using a U.S. English dictionary ''' import os import enchant from enchant.checker import SpellChecker import pandas as pd compiled_filename = 'compiled_misspellings.csv' if not force_recompile: if os.path.isfile(compiled_filename): compiled = read_table(compiled_filename, 'suggestions') return(compiled) table = read_table(table_filepath, 'text_by_panels') table_col = 3 dictionary = enchant.Dict('en_US') #checker = enchant.checker.SpellChecker(dictionary) # produces error checker = SpellChecker(dictionary) filenames = [] panel_numbers = [] containing_text = [] misspellings = [] suggestions = [] for i in range(len(table)): text = table.iloc[i, table_col] for j in range(len(text)): checker.set_text(text[j]) for e in checker: filenames.append(table.iloc[i, 0]) panel_numbers.append(j) containing_text.append(text[j]) misspellings.append(e.word) suggestions.append(dictionary.suggest(e.word)) compiled = pd.DataFrame({'filename': filenames, 'panel_index': panel_numbers, 'containing_text': containing_text, 'misspellings': misspellings, 'suggestions': suggestions}) compiled = compiled[['filename', 'panel_index', 'containing_text', 'misspellings', 'suggestions']] compiled.to_csv(compiled_filename, sep='^', index=False) return(compiled) def print_df_strings(a_dataframe, search_string, search_column, show_column): ''' prints strings from a dataframe for visual inspection ''' for i in range(len(a_dataframe)): #if search_string in a_dataframe.iloc[i, search_column]: if search_string == a_dataframe.iloc[i, search_column]: print(search_string) print(a_dataframe.iloc[i, show_column]) print('\n') def write_list_to_text_file(a_list, text_file_name, overwrite_or_append = 'a'): ''' writes a list of strings to a text file appends by default; change to overwriting by setting to 'w' instead of 'a' ''' try: textfile = open(text_file_name, overwrite_or_append, encoding = 'utf-8') for element in a_list: textfile.write(element) textfile.write('\n') finally: textfile.close() def read_text_file(text_filename, as_string=False): ''' reads each line in a text file as a list item and returns list by default if 'as_string' is 'True', reads entire text file as a single string ''' text_list = [] try: with open(text_filename) as text: if as_string: # reads text file as single string text_list = text.read().replace('\n', '') else: # reads each line of text file as item in a list for line in text: text_list.append(line.rstrip('\n')) text.close() return(text_list) except: return('There was an error while trying to read the file') def make_valid_spellings_list(misspell_table, return_list=True): ''' sets up and documents process for manually viewing and editing 'misspell_table' into a 'valid_spell_list' that provides a customized list of words that the spell checker will accept the original list of misspellings, from an initial run of the spell checker, found 3743 misspellings in editing the text file of the list, I scrutinized frequent misspellings closely, which included reading the original context and sometimes referring to the comic itself less frequent misspellings were reviewed more quickly with special attention for possible character names; generally for these less frequent words, I removed them (thereby letting the next run of the spell checker change them) only if I was quite confident that the misspelling didn't accurately transcribe the comic and that the spell checker would pick the correct substitute I included some notes as comments below on my choices; the notes include a category of 'words that are retained and are not corrected by 1st checker option', which will require customized attention to correct if 'return_list' is 'True', the edited list is read from its text file and returned ''' # counts of how many times each misspelled word occurs #misspell_counts = misspell_table['misspellings'].value_counts() #misspell_count_list = list(misspell_counts.keys()) # create files of the original and edited word lists original_list_file = 'misspell_list.txt' valid_spell_list_file = 'valid_spell_list.txt' write_list_to_text_file(original_list_file, original_list_file, 'w') # WARNING: The line below will overwrite the manually edited file #write_list_to_text_file(original_list_file, valid_spell_list_file, 'w') ''' # view words manually and interactively to determine whether to retain them word = 'Saslly' i = misspell_count_list.index(word) print_df_strings(misspell_table, list(misspell_count_list)[i], 3, 2) print_df_strings(misspell_table, list(misspell_count_list)[i], 3, 4) print_df_strings(misspell_table, list(misspell_count_list)[i], 3, 0) ''' # NOTES ON MANUAL EDITING PROCESS # # # words that are retained: # # "'im", which is accurately transcribed and is short for "him" # "ve", which is part of "I've" # "de" is from French dialogue # "da" is from singing # 'ka', which is an accurate transcription of Snoopy's thought # "te" is from singing # "dum" is from singing # 'goodby' accurately transcribes the comic # 'Il' is from French dialogue # 'VATDHKWXJUFIBLSCNOQGEYR' accurately transcribes the comic # # # words that are retained and are not corrected by 1st checker option: # # an 'i' with a squiggly mark over it; should be an apostrophe # "say's" misspells 'says'; spell checker option #3 corrects it # 'Charie' misspells 'Charlie'; spell checker option #2 corrects it # 'Salley' misspells 'Sally'; spell checker option #2 corrects it # 'loks' misspells 'looks'; spell checker option #2 corrects it # 'Beaglscout' misspells 'Beaglescout'; spell checker doesn't correct it # 'Bown' misspells 'Brown'; spell checker option #3 corrects it # 'Lius' misspells 'Linus'; spell checker option #3 corrects it # 'eys' misspells 'eyes'; spell checker option #4 corrects it # 'ozzes' misspells 'ounces'; spell checker doesn't correct it # 'Charlei' misspells 'Charlie'; spell checker option #2 corrects it # 'Linu' misspells 'Linus'; spell checker option #2 corrects it # 'disterbense' misspells 'disturbance'; I haven't checked the comic # 'Luc' misspells 'Lucy'; spell checker option #5 corrects it # 'Vioet' misspells 'Violet'; spell checker option #2 corrects it # 'hom' misspells 'home'; spell checker option #7 corrects it # 'son't' misspells 'don't'; spell checker option #2 corrects it # 'blandet' misspells 'blanket'; spell checker option #3 corrects it # 'mit' misspells 'mitt' in one comic but is correct German in another # 'Charle' misspells 'Charlie'; spell checker option #2 corrects it # 'Salluy' misspells 'Sally'; spell checker option #2 corrects it # 'ZSNOOPY' misspells 'Z SNOOPY'; spell checker option #2 corrects it # 'legionaires' misspells 'legionnaires'; spell checker option #2 corrects it # 'Patrcia' misspells 'Patricia'; spell checker option #2 corrects it # 'Suppertie' misspells 'Suppertime'; spell checker doesn't correct it # 'Barown' misspells 'Brown'; spell checker option #2 corrects it # 'bBrown' misspells 'Brown'; spell checker option #3 corrects it # 'Brownas' misspells 'Brown as'; spell checker option #2 corrects it # 'ZBrown' misspells 'Brown'; spell checker option #2 corrects it # 'Woodst' misspells 'Woodstock'; spell checker doesn't correct it # 'Beagscout' misspells 'Beaglescout'; spell checker doesn't correct it # 'ZZMarcie' misspells 'ZZ Marcie'; spell checker doesn't correct it # 'Paty' misspells 'Patty'; spell checker option #3 corrects it # 'Reun' misspells 'Rerun'; spell checker option #5 corrects it # 'Bhown' misspells 'Brown'; spell checker option #2 corrects it # 'Lcy' misspells 'Lucy'; spell checker option #3 corrects it # 'Saly' misspells 'Sally'; spell checker option #4 corrects it # 'Charli' misspells 'Charlie'; spell checker option #2 corrects it # 'Mrcie' misspells 'Marcie'; spell checker option #2 corrects it # 'VBrown' misspells 'Brown'; spell checker option #2 corrects it # 'Beeth' misspells 'Beethoven'; spell checker option #2 corrects it # 'Cameroun' misspells 'Cameroon'; spell checker option #2 corrects it # 'Pepperiment' misspells 'Peppermint'; spell checker option #3 corrects it # 'Sallu' misspells 'Sally'; spell checker option #4 corrects it # 'Flinstone' misspells 'Flintstone'; spell checker doesn't correct it # 'Marce' misspells 'Marcie'; spell checker option #4 corrects it # 'Rereun's' misspells 'Rerun's'; spell checker option #4 corrects it # 'Lcu' misspells 'Lucy'; spell checker option doesn't correct it # 'Patt' misspells 'Patty'; spell checker option doesn't correct it # 'blockhed' misspells 'blockhead'; spell checker option option #2 corrects it # 'Serman' misspells 'Shermy'; spell checker option doesn't correct it # 'Barown' misspells 'Brown'; spell checker option #2 corrects it # 'skake' misspells 'skate'; spell checker option #2 corrects it # # # words that are not retained and are corrected by 1st checker option: # # originally, I relied on the spell checker to correct these, but in # validation/quality checking, I noticed a case where 'Snooey' was changed # to 'snoot' instead of 'Snoopy'; this called into question how consistently # the checker handles all these cases below, so I've moved them to the # customized dictionary in 'custom_corrections' to be safe # # 'Shroeder' misspells 'Schroeder'; spell checker corrects it # 'CHarlie' misspells 'Charlie'; spell checker corrects it # 'SNoopy' misspells 'Snoopy'; spell checker corrects it # 'Chalrie' misspells 'Charlie'; spell checker corrects it # 'Schroder' misspells 'Schroeder'; spell checker corrects it # # 'Chrlie' misspells 'Charlie'; spell checker corrects it # 'Charllie' misspells 'Charlie'; spell checker corrects it # 'Chrarlie' misspells 'Charlie'; spell checker corrects it # 'Charliee' misspells 'Charlie'; spell checker corrects it # 'TCharlie' misspells 'Charlie'; spell checker corrects it # 'Chralie' misspells 'Charlie'; spell checker corrects it # 'Cahrlie' misspells 'Charlie'; spell checker corrects it # 'Charlies' misspells 'Charlie'; spell checker corrects it # 'Chalres' misspells 'Charlie'; spell checker corrects it # 'Borwn' misspells 'Brown'; spell checker corrects it # 'Bronw' misspells 'Brown'; spell checker corrects it # 'Brwon' misspells 'Brown'; spell checker corrects it # 'Bropwn' misspells 'Brown'; spell checker corrects it # 'Schreoder' misspells 'Schroeder'; spell checker corrects it # 'Scxhroeder' misspells 'Schroeder'; spell checker corrects it # 'Shroecder' misspells 'Schroeder'; spell checker corrects it # 'Shcroeder' misspells 'Schroeder'; spell checker corrects it # 'Schoreder' misspells 'Schroeder'; spell checker corrects it # 'Schroder's' misspells 'Schroeder's'; spell checker corrects it # 'Schoeder' misspells 'Schroeder'; spell checker corrects it # 'Scroeder' misspells 'Schroeder'; spell checker corrects it # 'Shroeder's' misspells 'Schroeder'; spell checker corrects it # 'Snooy's' misspells 'Snoopy's'; spell checker corrects it # 'Snooy' misspells 'Snoopy'; spell checker corrects it # 'Snopy' misspells 'Snoopy'; spell checker corrects it # 'Snoopt' misspells 'Snoopy'; spell checker corrects it # 'Snnopy's' misspells 'Snoopy'; spell checker corrects it # 'Snoopu' misspells 'Snoopy'; spell checker corrects it # 'Snooppy' misspells 'Snoopy'; spell checker corrects it # 'Smnoopy' misspells 'Snoopy'; spell checker corrects it # 'Snoopyt' misspells 'Snoopy'; spell checker corrects it # 'Soopy' misspells 'Snoopy'; spell checker corrects it # 'Snnopy' misspells 'Snoopy'; spell checker corrects it # 'Snooopy' misspells 'Snoopy'; spell checker corrects it # 'SNoopy's' misspells 'Snoopy'; spell checker corrects it # 'Snoppy' misspells 'Snoopy'; spell checker corrects it # index 226 = 'Snoopys' misspells 'Snoopy'; spell checker corrects it # 'Pepermint' misspells 'Peppermint'; spell checker corrects it # 'Pepprmint' misspells 'Peppermint'; spell checker corrects it # 'Peppermaint' misspells 'Peppermint'; spell checker corrects it # 'Peppermiont' misspells 'Peppermint'; spell checker corrects it # 'Pepppermint' misspells 'Peppermint'; spell checker corrects it # 'Perppermint' misspells 'Peppermint'; spell checker corrects it # 'Pepperint' misspells 'Peppermint'; spell checker corrects it # 'Woodstaock' misspells 'Woodstock'; spell checker corrects it # 'Woodsrock' misspells 'Woodstock'; spell checker corrects it # 'Wookstock' misspells 'Woodstock'; spell checker corrects it # 'Woodstack' misspells 'Woodstock'; spell checker corrects it # 'Wodstock' misspells 'Woodstock'; spell checker corrects it # 'Woostock' misspells 'Woodstock'; spell checker corrects it # 'Woosdstock' misspells 'Woodstock'; spell checker corrects it # 'Linuis' misspells 'Linus'; spell checker corrects it # 'Liunus' misspells 'Linus'; spell checker corrects it # 'Linmus' misspells 'Linus'; spell checker corrects it # 'Linu's' misspells 'Linus'; spell checker corrects it # 'Linuys' misspells 'Linus'; spell checker corrects it # 'Luct' misspells 'Lucy'; spell checker corrects it # 'Luicy' misspells 'Lucy'; spell checker corrects it # 'Sallt' misspells 'Sally'; spell checker corrects it # 'SAlly' misspells 'Sally'; spell checker corrects it # 'Rereun' misspells 'Rerun'; spell checker corrects it # 'RErun' misspells 'Rerun'; spell checker corrects it # 'VIolet' misspells 'Violet'; spell checker corrects it # 'Violt' misspells 'Violet'; spell checker corrects it # 'Violeta' misspells 'Violet'; spell checker corrects it # 'Tschaikousky' misspells 'Tchaikovsky'; spell checker corrects it # 'Tschaikowsky' misspells 'Tchaikovsky'; spell checker corrects it # 'Maarcie' misspells 'Marcie'; spell checker corrects it # 'Sopphie' misspells 'Sophie'; spell checker corrects it # 'Eurdora' misspells 'Eudora'; spell checker corrects it # 'SPike' misspells 'Spike'; spell checker corrects it # stopped recording these notes after here if return_list: valid_spell_list = read_text_file(valid_spell_list_file) return(valid_spell_list) else: return() def custom_corrections(): ''' creates dictionary that specifies customized spelling corrections that the standard English dictionary does not correctly address ''' corrections = {'Charie': 'Charlie', chr(236): '\'', chr(237): '\'', chr(238): '\'', 'say\'s': 'says', 'Salley': 'Sally', 'loks': 'looks', 'mealSuppertime': 'meal Suppertime', 'Beaglscout': 'Beaglescout', 'Bown': 'Brown', 'Lius': 'Linus', 'eys': 'eyes', 'lsat': 'last', 'ozzes': 'ounces', 'Charlei': 'Charlie', 'Linu': 'Linus', 'disterbense': 'disturbance', 'Luc': 'Lucy', 'Vioet': 'Violet', 'hom': 'home', 'son\'t': 'don\'t', 'blandet': 'blanket', 'Charle': 'Charlie', 'Salluy': 'Sally', 'legionaires': 'legionnaires', 'Patrcia': 'Patricia', 'Suppertie': 'Suppertime', 'Barown': 'Brown', 'bBrown': 'Brown', 'Brownas': 'Brown as', 'ZBrown': 'Brown', 'Woodst': 'Woodstock', 'Beagscout': 'Beaglescout', 'Paty': 'Patty', 'Reun': 'Rerun', 'Bhown': 'Brown', 'Lcy': 'Lucy', 'Saly': 'Sally', 'Charli': 'Charlie', 'Mrcie': 'Marcie', 'VBrown': 'Brown', 'Beeth': 'Beethoven', 'Cameroun': 'Cameroon', 'Pepperiment': 'Peppermint', 'Sallu': 'Sally', 'Flinstone': 'Flintstone', 'Marce': 'Marcie', 'Rereun\'s': 'Rerun\'s', 'Lcu': 'Lucy', 'Patt': 'Patty', 'blockhed': 'blockhead', 'Greeings': 'Greetings', 'Schlabotnik': 'Shlabotnik', 'SCHLABOTNIK': 'SHLABOTNIK', 'Patrcia': 'Patrcia', 'Humperdink': 'Humperdinck', 'Peppent': 'Peppermint', #'mit': 'mitt', # this corrects a reference to a baseball # mitt, but incorrectly changes a German word 'Serman': 'Shermy', 'Barown': 'Brown', 'ZSNOOPY': 'Z SNOOPY', 'ZZMarcie': 'ZZ Marcie', 'chompSnoopy': 'chomp Snoopy', 'MMMMMMMMMCharlie': 'MMMMMMMMM Charlie', 'TickleSnoopy': 'Tickle Snoopy', 'thatSally': 'that Sally', 'rulerSally': 'ruler Sally', 'HELucy': 'HE Lucy', 'PHOOEYPatty': 'PHOOEY Patty', 'HEECharlie': 'HEE Charlie', 'soFrieda': 'so Frieda', 'Snoopylifts': 'Snoopy lifts', 'SLURPSnoopy': 'SLURP Snoopy', 'muchLydia': 'much Lydia', 'BALLCharlie': 'BALL Charlie', 'Snoopyt': 'Snoopy t', 'Lucyhands': 'Lucy hands', 'todayPatty': 'today Patty', 'chooLinus': 'choo Linus', 'SnoopySnoopy': 'Snoopy Snoopy', 'happenedCharlie': 'happened Charlie', 'Pattycomes': 'Patty comes', 'PattyMarcie': 'Patty Marcie', 'bloodSnoopy': 'blood Snoopy', 'Linussays': 'Linus says', 'HmmCharlie': 'Hmm Charlie', 'Beagscout': 'Beaglescout', 'SchroederWho': 'Schroeder Who', 'MeCharlie': 'Me Charlie', 'WAAHCharlie': 'WAAH Charlie', 'HASchroeder': 'HA Schroeder', 'WhewSnoopy': 'Whew Snoopy', 'wormWOODSTOCK': 'worm WOODSTOCK', 'whistlingCharlie': 'whistling Charlie', 'YAWNCharlie': 'YAWN Charlie', 'SchroederPatty': 'Schroeder Patty', 'girlSnoopy': 'girl Snoopy', 'badLUCY': 'bad LUCY', 'beastCharlie': 'beast Charlie', 'PANTCharlie': 'PANT Charlie', 'ol\'Charlie': 'ol\' Charlie', 'themMARCIE': 'themMARCIE', 'youSally': 'you Sally', 'mouthSALLY': 'mouthSALLY', 'DUMLUCY': 'DUM LUCY', 'CaliforniaLINUS': 'California LINUS', 'olderLucy': 'older Lucy', 'DaySally': 'Day Sally', 'rulerSNOOPY': 'ruler SNOOPY', 'CHOMPLucy': 'CHOMP Lucy', 'themLucy': 'them Lucy', 'notLucy': 'not Lucy', 'winerySNOOPY': 'winery SNOOPY', 'speakSNOOPY': 'speak SNOOPY', 'callSNOOPY': 'call SNOOPY', 'mailLucy': 'mail Lucy', 'BrownCharlie': 'Brown Charlie', 'o\'clockWOODSTOCK': 'o\'clock WOODSTOCK', 'MOVEDCharlie': 'MOVED Charlie', 'DSally': 'DSally', 'itCharlie': 'it Charlie', 'onSchroeder': 'onSchroeder', 'MMMMMSNOOPY': 'MMMMM SNOOPY', 'SHAKECharlie': 'SHAKE Charlie', 'NoJoseph': 'No Joseph', 'SIGHCharlie': 'SIGH Charlie', 'timeCharlie': 'time Charlie', 'forteCharlie': 'forte Charlie', 'sureCharlie': 'sure Charlie', 'meShermy': 'me Shermy', 'YawnLinus': 'Yawn Linus', 'Lius': 'Linus', 'moung': 'mound', 'Snooy': 'Snoopy', 'Marice': 'Marcie', 'Shroeder': 'Schroeder', 'CHarlie': 'Charlie', 'SNoopy': 'Snoopy', 'Chalrie': 'Charlie', 'Schroder': 'Schroeder', 'Borwn': 'Brown', 'Chrlie': 'Charlie', 'Charllie': 'Charlie', 'Chrarlie': 'Charlie', 'Charliee': 'Charlie', 'TCharlie': 'Charlie', 'Chralie': 'Charlie', 'Cahrlie': 'Charlie', 'Charlies': 'Charlie', 'Chalres': 'Charlie', 'Borwn': 'Brown', 'Bronw': 'Brown', 'Brwon': 'Brown', 'Bropwn': 'Brown', 'Schreoder': 'Schroeder', 'Scxhroeder': 'Schroeder', 'Shroecder': 'Schroeder', 'Shcroeder': 'Schroeder', 'Schoreder': 'Schroeder', 'Schoeder': 'Schroeder', 'Scroeder': 'Schroeder', 'Schroder\'s': 'Schroeder\'s', 'Shroeder\'s': 'Schroeder\'s', 'Snooy\'s': 'Snoopy\'s', 'Snooy': 'Snoopy', 'Snopy': 'Snoopy', 'Snoopt': 'Snoopy', 'Snnopy': 'Snoopy', 'Snoopu': 'Snoopy', 'Snooppy': 'Snoopy', 'Smnoopy': 'Snoopy', 'Snoopyt': 'Snoopy', 'Soopy': 'Snoopy', 'Snnopy': 'Snoopy', 'Snooopy': 'Snoopy', 'SNoopy': 'Snoopy', 'Snoppy': 'Snoopy', 'Snoopys': 'Snoopy', 'Pepermint': 'Peppermint', 'Pepprmint': 'Peppermint', 'Peppermaint': 'Peppermint', 'Peppermiont': 'Peppermint', 'Pepppermint': 'Peppermint', 'Perppermint': 'Peppermint', 'Pepperint': 'Peppermint', 'Woodstaock': 'Woodstock', 'Woodsrock': 'Woodstock', 'Wookstock': 'Woodstock', 'Woodstack': 'Woodstock', 'Wodstock': 'Woodstock', 'Woostock': 'Woodstock', 'Woosdstock': 'Woodstock', 'Linuis': 'Linus', 'Liunus': 'Linus', 'Linmus': 'Linus', 'Linuys': 'Linus', 'Linu\'s': 'Linus', 'Luct': 'Lucy', 'Luicy': 'Lucy', 'Sallt': 'Sally', 'Rereun': 'Rerun', 'RErun': 'Rerun', 'Violt': 'Violet', 'Violeta': 'Violet', 'Tschaikousky': 'Tchaikovsky', 'Tschaikowsky': 'Tchaikovsky', 'Maarcie': 'Marcie', 'Sopphie': 'Sophie', 'Eurdora': 'Eudora', 'skake': 'skate'} return(corrections) def replace_substring(a_string, original_str, replacement_str): ''' replaces substring 'original_str' with 'replacement_str' in 'a_string' ''' import re start_idx = [s.start() for s in re.finditer(original_str, a_string)] for i in range(len(start_idx)-1, -1, -1): end_idx = start_idx[i] + len(original_str) new_string = a_string[:start_idx[i]] + replacement_str + a_string[end_idx:] a_string = new_string return(a_string) def correct_string_misspellings(a_string, corrections_dict, character_names, dictionary, checker, tokenizer): ''' Given 'a_string', returns a spelling-corrected 'a_string' Corrections customized for descriptions of Peanuts comics are applied first, then a standard English dictionary is used for corrections ''' # customized corrections tokens = [w[0] for w in tokenizer(a_string)] for k in corrections_dict: if k in tokens: a_string = replace_substring(a_string, k, corrections_dict[k]) a_string = a_string.lower() # correct string according to spell check with full English dictionary checker.set_text(a_string) for e in checker: suggestions = dictionary.suggest(e.word) if suggestions: a_string = replace_substring(a_string, e.word, suggestions[0]) a_string = a_string.lower() # spell check dictionary capitalizes some words return(a_string) def main(): ''' Spell-checks and corrects descriptions of Peanuts comics Misspellings that a standard English dictionary can not correct are handled by customized corrections Table with descriptions is read from a 'csv' file; spelling-corrected descriptions are added as the right-most column in the table and written out to a new 'csv' file in the present working directory ''' import os import enchant from enchant.checker import SpellChecker from enchant.tokenize import get_tokenizer table_folder = '04_divide_text' table_file = 'table.csv' table_filepath = os.path.join(get_sibling_directory_path(table_folder), table_file) table_col = 3 text_col_name = 'text_by_panels' table = read_table(table_filepath, text_col_name) #misspell_table = compile_misspellings(table_filepath) valid_words = read_text_file('valid_spell_list.txt') valid_words = [s.lower() for s in valid_words] character_names = read_text_file('character_names.txt') character_names = [s.lower() for s in character_names] valid_words.extend(character_names) write_list_to_text_file(valid_words, 'valid_spell_list_lower.txt', 'w') dictionary = enchant.DictWithPWL('en_US', 'valid_spell_list_lower.txt') checker = SpellChecker(dictionary) tokenizer = get_tokenizer('en_US') customized_corrections = custom_corrections() message_interval = 100 comics_list = [] table_len = len(table) for j in range(table_len): # loop status message if (j % message_interval) == 0: print('Processing file {0} of {1}, which is {2:.0f}%' .format(j + 1, table_len, 100 * (j + 1) / table_len)) panels_list = [] for i in range(len(table.iloc[j, table_col])): panels_list.append(correct_string_misspellings( table.iloc[j, table_col][i], customized_corrections, character_names, dictionary, checker, tokenizer)) comics_list.append(panels_list) text_corrected_col_name = 'text_spell_corrected' table[text_corrected_col_name] = comics_list table.to_csv('table.csv', sep='^', index=False) if __name__ == '__main__': main() |