diff --git a/Python/Automatic_Spelling_Checker_Corrector/README.md b/Python/Automatic_Spelling_Checker_Corrector/README.md
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+### Automatic Spelling Checker and Corrector
+
+This Script is used to detect spelling errors in a text and correct them if the user wishes to do so.
+
+### Setup
+
+1. Create a Virtual Environment.
+2. Install the requirements by using `pip3 install -r requiremnts.txt`
+3. Hurray.! You're ready to use the Script.
+
+### Prerequisites
+
+1. If you are using text place it in input.txt file.
+2. If you want to use your own file place it in the current directory where the program exists.
+
+### Running a file
+
+1. Run the script using `python3 automatic_spelling_checker_corrector.py`
+
+2. When asked for input file enter `input.txt`
+
+3. Errors are displayed. If you want to correct the errors enter `y` or `yes` when asked.
+
+### Sample Test Case
+
+The input.txt file contains some misspelt text.
+
+Run the script and observe that output.txt file is created and it contains the corrected text.
+
+#### All the requirements for this script is mentioned in **requirements.txt** file.
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diff --git a/Python/Automatic_Spelling_Checker_Corrector/automatic_spelling_checker_corrector.py b/Python/Automatic_Spelling_Checker_Corrector/automatic_spelling_checker_corrector.py
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+# imports
+import sys
+from spellchecker import SpellChecker
+from nltk import word_tokenize
+
+# create an instance of the spellchecker
+spell = SpellChecker()
+
+# tokens --> stores the tokenized words
+tokens = []
+
+def readTextFile(textFilename):
+    """This function is used to read the input file"""
+    global tokens
+    words = []
+    inputFile = open(textFilename, "r")
+    tokens = word_tokenize(inputFile.read())
+
+    # Create a list of words from these tokens checking if the word is alphanumeric 
+    words = [
+        word 
+        for word in tokens if word.isalpha()
+    ]
+    inputFile.close()
+    return words
+
+def findErrors(textWords):
+    """This function is used to detect the errors in file if any"""
+    misspelledWords = []
+    for word in textWords:
+        # correction() --> method of spellchecker module to correct the word
+        if spell.correction(word) != word:
+            misspelledWords.append(word)
+
+    return misspelledWords
+
+def printErrors(errorList):
+    """This function is used to print the errors"""
+    print("---------------------")
+    print("Misspelled words are:")
+    print("---------------------")
+    for word in errorList:
+        # candidates() --> method of spellchecker module to find suitable corrections of the word
+        print(f'{word} : {spell.candidates(word)}')
+
+def correctErrors(errorList):
+    """This function is used to correct the errors and 
+        write the corrected text in output.txt file"""
+    # open a new file to write the corrected text
+    outputFile = open("output.txt","w")
+    for word in tokens:
+        if word in errorList:
+            # if word is incorrect we replace it with the corrected word
+            word = spell.correction(word)
+        
+    # this writes text to the new output.txt file
+    outputFile.write(" ".join(tokens))
+
+    outputFile.close()
+
+def main():
+    """This is the main function"""
+    textFile = input("Enter text file: ")
+
+    textList = readTextFile(textFile)
+    errorList = findErrors(textList)
+
+    # if there are no errors
+    if len(errorList) == 0:
+        print("No errors detected")
+        return
+
+    # call to printErrors function
+    printErrors(errorList)
+
+    # ask if user needs to correct the text 
+    user_answer = input("Do you want to auto correct the errors, Y/N ? ")
+
+    if user_answer.lower()=='y' or user_answer.lower()=='yes':
+        # call to correctErrors function
+        correctErrors(errorList)
+        print("-------------------------------------------------")
+        print("Check the output.txt file for the corrected text.")
+        print("-------------------------------------------------")
+        print("Thankyou for using spelling checker program.")
+    else:
+        print("--------------------------------------------")
+        print("Thankyou for using spelling checker program.")
+        print("--------------------------------------------")
+ 
+# call to the main function
+main()
diff --git a/Python/Automatic_Spelling_Checker_Corrector/input.txt b/Python/Automatic_Spelling_Checker_Corrector/input.txt
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+This free software tool helps you automaticaly produce misspelled text from the correct one.
+Pytohn is an intrepreted high-leelv genreal-puprsoe prgoramimng language. Pyhton's design philospohy emhpasizes code readabiilty with its ntaoble ues of sginiifcant indentation. Its lanugage constructs as wlel as its obejtc-orientde approach ami to hlep prgroammres write clear, lgocial code fro samll adn lrage-scale projcets.[30]
+
+Ptyhon is dynamically-typde adn garbage-colcleted. It supoprts mlutiple prgoramimng paardigms, including strcutrued (paritcluarly, procedural), ojbect-oriented adn funcitonal programming. Pytonh is often descbried as a "batetires incluedd" language due to ist copmrehensive standard library.[31]
+
+Giduo van Rossum began wokring on Pythno in the laet 198s0, as a succsesor to the ABC prgoarmming lagnuage, and frist released it in 1919 as Ptyhon 0.9.0.[32] Pyhton 2.0 was releasde in 2000 and introduced nwe featrues, schu as list comprehenisons adn a garbage colcletion ssytme usngi refrenece coutnnig adn was dsicontinued with version 2.7.18 in 2002.[33] Pythno 3.0 wsa releasde in 2008 and wsa a major rveiison of the lagnuage taht is nto comlpetely bacwkard-compatible and much Pytohn 2 cdoe does not run unmodified on Python 3.
+
+Python consistetnly ranks as one of teh mots populra prorgamming lagnuages.
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diff --git a/Python/Automatic_Spelling_Checker_Corrector/requirements.txt b/Python/Automatic_Spelling_Checker_Corrector/requirements.txt
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+++ b/Python/Automatic_Spelling_Checker_Corrector/requirements.txt
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+nltk==3.5
+pyspellchecker==0.6.2
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