Initial commit for Toxic Detection project

app.py

@@ -84,19 +84,12 @@ Remember, consistent practice is the key to mastering these concepts. Apply your
 
 
 """## Working Space"""
-
-import nltk
-import os
-nltk.download('wordnet')
-nltk.download('omw-1.4')  # Untuk mendukung antonim multi-bahasa
-
-"""## Submit Notebook"""
-
 import random
 from transformers import pipeline
 import string
 from nltk.corpus import wordnet
 import nltk
+import os
 
 # Unduh resource WordNet
 nltk.download("wordnet")
@@ -109,14 +102,14 @@ text_generator = pipeline("text-generation", model="gpt2")
 hate_speech_classifier = pipeline("text-classification", model="unitary/toxic-bert")
 
 # Confidence threshold untuk mendeteksi toksisitas
-CONFIDENCE_THRESHOLD = 0.5
-
-# Initialize toxic counter
-toxic_counter = {"count": 0}
+CONFIDENCE_THRESHOLD = 0.4
 
 # File path untuk menyimpan mapping negatif ke positif
 filepath = "extended_negative_to_positive_words.txt"
 
+# Tambahkan counter untuk melacak jumlah pelanggaran
+toxic_counter = {"count": 0}
+
 # Daftar kata positif untuk fallback
 positive_words = ["kind", "friendly", "smart", "brilliant", "amazing", "wonderful", "great", "excellent"]
 
@@ -147,22 +140,18 @@ def generate_random_antonym(word):
         # Fallback ke kata positif acak
         return random.choice(positive_words)
 
-# Fungsi untuk memuat mapping negatif ke positif dari file
+# Fungsi untuk memuat peta negatif ke positif dari file
 def load_neg_to_pos_map(filepath):
     neg_to_pos_map = {}
-    # Cek apakah file ada
     if not os.path.exists(filepath):
-        # Jika file tidak ada, buat file kosong atau dengan data default
         with open(filepath, "w") as file:
-            file.write("")  # Bisa juga menambahkan data default jika perlu
+            file.write("")
         print(f"File '{filepath}' tidak ditemukan. File baru telah dibuat.")
-
-    # Baca file jika ada
     with open(filepath, "r") as file:
         for line_number, line in enumerate(file, start=1):
-            if line.strip():  # Skip empty lines
+            if line.strip():
                 parts = line.strip().split(":")
-                if len(parts) == 2:  # Pastikan format benar
+                if len(parts) == 2:
                     neg, pos = parts
                     neg_to_pos_map[neg.strip().lower()] = pos.strip()
                 else:
@@ -174,91 +163,93 @@ def update_neg_to_pos_file(filepath, word, opposite_word):
     with open(filepath, "a") as file:
         file.write(f"{word} : {opposite_word}\n")
 
-# Fungsi untuk mengganti kata-kata toksik
+# Fungsi untuk mendeteksi dan mengganti kata toxic (per kata)
 def replace_toxic_words(text, neg_to_pos_map, filepath="extended_negative_to_positive_words.txt"):
     words = text.split()
     replaced_words = []
-    updates = []
-    unresolved = []
-
+    replacements = []  # Untuk menyimpan pasangan kata toxic dan penggantinya
     for word in words:
-        # Bersihkan kata dari tanda baca
         clean_word = word.strip(string.punctuation).lower()
-
-        # Gunakan model untuk mendeteksi toksik
         result = hate_speech_classifier(clean_word)
         label = result[0]['label']
         confidence = result[0]['score']
-
         if "toxic" in label.lower() and confidence >= CONFIDENCE_THRESHOLD:
-            # Jika kata toksik, cek apakah sudah ada pengganti
             if clean_word in neg_to_pos_map:
                 replacement = neg_to_pos_map[clean_word]
-                replaced_word = word.replace(clean_word, replacement)
-                replaced_words.append(replaced_word)
             else:
-                # Cari antonim atau hasilkan secara acak
-                antonym = find_opposite(clean_word) or generate_random_antonym(clean_word)
-                if antonym and antonym.isalpha():  # Validasi hasil penggantian
-                    neg_to_pos_map[clean_word] = antonym
-                    update_neg_to_pos_file(filepath, clean_word, antonym)
-                    updates.append((clean_word, antonym))
-                    replaced_word = word.replace(clean_word, antonym)
-                    replaced_words.append(replaced_word)
-                else:
-                    # Jika gagal, fallback ke kata positif acak
-                    fallback_word = random.choice(positive_words)
-                    neg_to_pos_map[clean_word] = fallback_word
-                    update_neg_to_pos_file(filepath, clean_word, fallback_word)
-                    updates.append((clean_word, fallback_word))
-                    replaced_word = word.replace(clean_word, fallback_word)
-                    replaced_words.append(replaced_word)
+                replacement = generate_random_antonym_with_g4f(clean_word)
+                neg_to_pos_map[clean_word] = replacement
+                update_neg_to_pos_file(filepath, clean_word, replacement)
+            replaced_word = word.replace(clean_word, replacement)
+            replacements.append((clean_word, replacement))
         else:
-            # Kata non-toksik tetap
-            replaced_words.append(word)
-
-    return " ".join(replaced_words), updates, unresolved
+            replaced_word = word
+        replaced_words.append(replaced_word)
+    rewritten_text = " ".join(replaced_words)
+    return rewritten_text, replacements
 
-# Fungsi untuk mendeteksi dan mereparafrase teks
+# Fungsi utama untuk mendeteksi dan mereparafrase teks dengan logika ban
 def detect_and_paraphrase_with_ban(text, neg_to_pos_map, filepath="extended_negative_to_positive_words.txt"):
-    # Cek apakah user sudah diblokir
+    # Periksa apakah pengguna sudah diblokir
     if toxic_counter["count"] >= 3:
         return "You have been banned for submitting toxic content multiple times. Please refresh to try again."
 
-    # Deteksi konten toksik
+    # Deteksi apakah teks mengandung konten toxic
     result = hate_speech_classifier(text)
     label = result[0]['label']
     confidence = result[0]['score']
 
-    detection_info = f"Detection: {label} (Confidence: {confidence:.2f})\n"
-
-    # Jika teks terdeteksi toksik
     if "toxic" in label.lower() and confidence >= CONFIDENCE_THRESHOLD:
+        # Tambahkan jumlah pelanggaran
         toxic_counter["count"] += 1
-        detection_info += "Detected toxic content. Rewriting...\n"
 
+        # Cek apakah pengguna perlu diblokir
         if toxic_counter["count"] >= 3:
             return "You have been banned for submitting toxic content multiple times. Please refresh to try again."
 
-        # Ganti kata toksik
-        rewritten_text, updates, unresolved = replace_toxic_words(text, neg_to_pos_map, filepath)
-
-        # Log perubahan dan kata yang tidak terselesaikan
-        if updates:
-            detection_info += "Updates made:\n" + "\n".join(
-                [f"- '{word}' updated with antonym '{opposite}'" for word, opposite in updates]
-            ) + "\n"
-        if unresolved:
-            detection_info += "Unresolved words (no antonyms found): " + ", ".join(unresolved) + "\n"
-
-        return detection_info + f"Rewritten Text: {rewritten_text}"
+        # Ganti kata-kata toxic dalam teks
+        rewritten_text, replacements = replace_toxic_words(text, neg_to_pos_map, filepath)
+        replacement_info = ", ".join([f"'{original}' → '{replacement}'" for original, replacement in replacements])
+        return (
+            f"Detection: Toxic (Confidence: {confidence:.2%})\n"
+            f"Rewritten Text: {rewritten_text}\n"
+            f"Replacements: {replacement_info if replacement_info else 'None'}"
+        )
     else:
-        detection_info += "Content is not toxic or confidence is too low.\n"
-        return detection_info + f"Original Text: {text}"
+        return f"Detection: Non-toxic (Confidence: {confidence:.2%})\nOriginal Text: {text}"
+
+# Fungsi untuk menampilkan hasil deteksi per kata
+def test_per_word(text, neg_to_pos_map, filepath="extended_negative_to_positive_words.txt"):
+    words = text.split()
+    print(f"Original Text: {text}\n")
+    print("Per-word Detection and Replacement:")
+    rewritten_text, replacements = replace_toxic_words(text, neg_to_pos_map, filepath)
+    toxic_count = 0
+    for word in words:
+        clean_word = word.strip(string.punctuation).lower()
+        result = hate_speech_classifier(clean_word)
+        label = result[0]['label']
+        confidence = result[0]['score']
+        if "toxic" in label.lower() and confidence >= CONFIDENCE_THRESHOLD:
+            toxic_count += 1
+            replacement = neg_to_pos_map.get(clean_word, "No Replacement")
+            print(f"Word: '{word}' -> Label: '{label}', Confidence: {confidence:.2f}, Replacement: '{replacement}'")
+        else:
+            print(f"Word: '{word}' -> Label: 'non-toxic', Confidence: {confidence:.2f}, Replacement: None")
+    print("\nRewritten Text:")
+    print(rewritten_text)
+    print(f"\nToxic Words Detected: {toxic_count}")
+    return rewritten_text
 
-# Muat peta negatif ke positif
+# Memuat peta kata negatif ke positif dari file
 neg_to_pos_map = load_neg_to_pos_map(filepath)
 
+# Fungsi untuk mereset counter ban
+def reset_toxic_counter():
+    toxic_counter["count"] = 0
+    return "Toxic counter has been reset."
+
+# Interface Gradio
 import gradio as gr
 
 # Fungsi untuk Gradio
@@ -268,16 +259,22 @@ def detect_and_rewrite_chatbot(input_text):
         neg_to_pos_map = load_neg_to_pos_map(filepath)
     return detect_and_paraphrase_with_ban(input_text, neg_to_pos_map, filepath)
 
-# Buat antarmuka Gradio
+# Fungsi Gradio untuk Reset
+def reset_count():
+    return reset_toxic_counter()
+
+# Buat interface Gradio
 with gr.Blocks() as chatbot_interface:
     gr.Markdown("## Toxicity Detection")
     with gr.Row():
         input_text = gr.Textbox(label="Input Text", placeholder="Type something...", lines=2)
         output_text = gr.Textbox(label="Output Text", interactive=False)
-    submit_button = gr.Button("Submit")
+    with gr.Row():
+        submit_button = gr.Button("Submit")
+        reset_button = gr.Button("Reset Ban Count")
     submit_button.click(detect_and_rewrite_chatbot, inputs=input_text, outputs=output_text)
+    reset_button.click(reset_count, outputs=output_text)
 
 # Jalankan Gradio
 if __name__ == "__main__":
-    chatbot_interface.launch()
-
+    chatbot_interface.launch()

extended_negative_to_positive_words.txt

@@ -94,6 +94,867 @@ miserable : happy
 neglected : cared-for
 negative : positive
 nervous : relaxed
+offensive : respectfu
+overwhelmed : composed
+painful : comfortable
+pathetic : inspiring
+poor : wealthy
+powerless : powerful
+reckless : cautious
+rejected : accepted
+sad : happy
+selfish : generous
+shy : confident
+sick : healthy
+silent : talkative
+slow : fast
+small : big
+stubborn : flexible
+stupid : intelligent
+tense : relaxed
+terrible : great
+ugly : beautiful
+unkind : kind
+unloved : loved
+unsuccessful : successful
+useless : useful
+weak : strong
+wicked : righteous
+worthless : valuable
+abandoned : cherished
+abhorrent : admirable
+absent : present
+abusive : caring
+addicted : free
+afraid : brave
+aggressive : peaceful
+aimless : purposeful
+alarming : comforting
+aloof : friendly
+angry : calm
+annoying : pleasant
+anxious : relaxed
+arrogant : humble
+ashamed : proud
+awful : wonderful
+bad : good
+barbaric : civilized
+barren : fertile
+baseless : grounded
+bitter : sweet
+bizarre : normal
+boring : exciting
+brutal : gentle
+callous : compassionate
+careless : careful
+chaotic : organized
+cheap : expensive
+cheating : honest
+clumsy : graceful
+cold : warm
+combative : agreeable
+conceited : modest
+confused : clear
+controlling : cooperative
+cowardly : courageous
+cruel : kind
+cursed : blessed
+damaged : repaired
+dangerous : safe
+dark : bright
+dead : alive
+defeated : victorious
+defenseless : protected
+deficient : sufficient
+depressed : cheerful
+desolate : lively
+desperate : hopeful
+difficult : easy
+dirty : clean
+dishonest : honest
+disloyal : loyal
+disrespectful : respectful
+distant : close
+distressed : calm
+distrustful : trusting
+dull : vibrant
+empty : full
+envious : content
+evil : good
+fearful : fearless
+foolish : wise
+forgotten : remembered
+frail : strong
+frantic : serene
+frustrated : satisfied
+gloomy : joyful
+greedy : generous
+grieving : celebrating
+guilty : innocent
+harmful : harmless
+hateful : loving
+heartless : compassionate
+helpless : empowered
+hopeless : hopeful
+hostile : friendly
+humiliated : dignified
+ignorant : knowledgeable
+impatient : patient
+impolite : polite
+inactive : active
+incompetent : competent
+inferior : superior
+insecure : confident
+insulting : praising
+jealous : content
+lazy : industrious
+lethargic : energetic
+lonely : connected
+lost : found
+malicious : benevolent
+mean : kind
+miserable : happy
+neglected : cared-for
+negative : positive
+nervous : relaxed
+offensive : respectful
+overwhelmed : composed
+painful : comfortable
+pathetic : inspiring
+poor : wealthy
+powerless : powerful
+reckless : cautious
+rejected : accepted
+sad : happy
+selfish : generous
+shy : confident
+sick : healthy
+silent : talkative
+slow : fast
+small : big
+stubborn : flexible
+stupid : intelligent
+tense : relaxed
+terrible : great
+ugly : beautiful
+unkind : kind
+unloved : loved
+unsuccessful : successful
+useless : useful
+weak : strong
+wicked : righteous
+worthless : valuable
+abandoned : cherished
+abhorrent : admirable
+absent : present
+abusive : caring
+addicted : free
+afraid : brave
+aggressive : peaceful
+aimless : purposeful
+alarming : comforting
+aloof : friendly
+angry : calm
+annoying : pleasant
+anxious : relaxed
+arrogant : humble
+ashamed : proud
+awful : wonderful
+bad : good
+barbaric : civilized
+barren : fertile
+baseless : grounded
+bitter : sweet
+bizarre : normal
+boring : exciting
+brutal : gentle
+callous : compassionate
+careless : careful
+chaotic : organized
+cheap : expensive
+cheating : honest
+clumsy : graceful
+cold : warm
+combative : agreeable
+conceited : modest
+confused : clear
+controlling : cooperative
+cowardly : courageous
+cruel : kind
+cursed : blessed
+damaged : repaired
+dangerous : safe
+dark : bright
+dead : alive
+defeated : victorious
+defenseless : protected
+deficient : sufficient
+depressed : cheerful
+desolate : lively
+desperate : hopeful
+difficult : easy
+dirty : clean
+dishonest : honest
+disloyal : loyal
+disrespectful : respectful
+distant : close
+distressed : calm
+distrustful : trusting
+dull : vibrant
+empty : full
+envious : content
+evil : good
+fearful : fearless
+foolish : wise
+forgotten : remembered
+frail : strong
+frantic : serene
+frustrated : satisfied
+gloomy : joyful
+greedy : generous
+grieving : celebrating
+guilty : innocent
+harmful : harmless
+hateful : loving
+heartless : compassionate
+helpless : empowered
+hopeless : hopeful
+hostile : friendly
+humiliated : dignified
+ignorant : knowledgeable
+impatient : patient
+impolite : polite
+inactive : active
+incompetent : competent
+inferior : superior
+insecure : confident
+insulting : praising
+jealous : content
+lazy : industrious
+lethargic : energetic
+lonely : connected
+lost : found
+malicious : benevolent
+mean : kind
+miserable : happy
+neglected : cared-for
+negative : positive
+nervous : relaxed
+offensive : respectful
+overwhelmed : composed
+painful : comfortable
+pathetic : inspiring
+poor : wealthy
+powerless : powerful
+reckless : cautious
+rejected : accepted
+sad : happy
+selfish : generous
+shy : confident
+sick : healthy
+silent : talkative
+slow : fast
+small : big
+stubborn : flexible
+stupid : intelligent
+tense : relaxed
+terrible : great
+ugly : beautiful
+unkind : kind
+unloved : loved
+unsuccessful : successful
+useless : useful
+weak : strong
+wicked : righteous
+worthless : valuable
+abandoned : cherished
+abhorrent : admirable
+absent : present
+abusive : caring
+addicted : free
+afraid : brave
+aggressive : peaceful
+aimless : purposeful
+alarming : comforting
+aloof : friendly
+angry : calm
+annoying : pleasant
+anxious : relaxed
+arrogant : humble
+ashamed : proud
+awful : wonderful
+bad : good
+barbaric : civilized
+barren : fertile
+baseless : grounded
+bitter : sweet
+bizarre : normal
+boring : exciting
+brutal : gentle
+callous : compassionate
+careless : careful
+chaotic : organized
+cheap : expensive
+cheating : honest
+clumsy : graceful
+cold : warm
+combative : agreeable
+conceited : modest
+confused : clear
+controlling : cooperative
+cowardly : courageous
+cruel : kind
+cursed : blessed
+damaged : repaired
+dangerous : safe
+dark : bright
+dead : alive
+defeated : victorious
+defenseless : protected
+deficient : sufficient
+depressed : cheerful
+desolate : lively
+desperate : hopeful
+difficult : easy
+dirty : clean
+dishonest : honest
+disloyal : loyal
+disrespectful : respectful
+distant : close
+distressed : calm
+distrustful : trusting
+dull : vibrant
+empty : full
+envious : content
+evil : good
+fearful : fearless
+foolish : wise
+forgotten : remembered
+frail : strong
+frantic : serene
+frustrated : satisfied
+gloomy : joyful
+greedy : generous
+grieving : celebrating
+guilty : innocent
+harmful : harmless
+hateful : loving
+heartless : compassionate
+helpless : empowered
+hopeless : hopeful
+hostile : friendly
+humiliated : dignified
+ignorant : knowledgeable
+impatient : patient
+impolite : polite
+inactive : active
+incompetent : competent
+inferior : superior
+insecure : confident
+insulting : praising
+jealous : content
+lazy : industrious
+lethargic : energetic
+lonely : connected
+lost : found
+malicious : benevolent
+mean : kind
+miserable : happy
+neglected : cared-for
+negative : positive
+nervous : relaxed
+offensive : respectful
+overwhelmed : composed
+painful : comfortable
+pathetic : inspiring
+poor : wealthy
+powerless : powerful
+reckless : cautious
+rejected : accepted
+sad : happy
+selfish : generous
+shy : confident
+sick : healthy
+silent : talkative
+slow : fast
+small : big
+stubborn : flexible
+stupid : intelligent
+tense : relaxed
+terrible : great
+ugly : beautiful
+unkind : kind
+unloved : loved
+unsuccessful : successful
+useless : useful
+weak : strong
+wicked : righteous
+worthless : valuable
+abandoned : cherished
+abhorrent : admirable
+absent : present
+abusive : caring
+addicted : free
+afraid : brave
+aggressive : peaceful
+aimless : purposeful
+alarming : comforting
+aloof : friendly
+angry : calm
+annoying : pleasant
+anxious : relaxed
+arrogant : humble
+ashamed : proud
+awful : wonderful
+bad : good
+barbaric : civilized
+barren : fertile
+baseless : grounded
+bitter : sweet
+bizarre : normal
+boring : exciting
+brutal : gentle
+callous : compassionate
+careless : careful
+chaotic : organized
+cheap : expensive
+cheating : honest
+clumsy : graceful
+cold : warm
+combative : agreeable
+conceited : modest
+confused : clear
+controlling : cooperative
+cowardly : courageous
+cruel : kind
+cursed : blessed
+damaged : repaired
+dangerous : safe
+dark : bright
+dead : alive
+defeated : victorious
+defenseless : protected
+deficient : sufficient
+depressed : cheerful
+desolate : lively
+desperate : hopeful
+difficult : easy
+dirty : clean
+dishonest : honest
+disloyal : loyal
+disrespectful : respectful
+distant : close
+distressed : calm
+distrustful : trusting
+dull : vibrant
+empty : full
+envious : content
+evil : good
+fearful : fearless
+foolish : wise
+forgotten : remembered
+frail : strong
+frantic : serene
+frustrated : satisfied
+gloomy : joyful
+greedy : generous
+grieving : celebrating
+guilty : innocent
+harmful : harmless
+hateful : loving
+heartless : compassionate
+helpless : empowered
+hopeless : hopeful
+hostile : friendly
+humiliated : dignified
+ignorant : knowledgeable
+impatient : patient
+impolite : polite
+inactive : active
+incompetent : competent
+inferior : superior
+insecure : confident
+insulting : praising
+jealous : content
+lazy : industrious
+lethargic : energetic
+lonely : connected
+lost : found
+malicious : benevolent
+mean : kind
+miserable : happy
+neglected : cared-for
+negative : positive
+nervous : relaxed
+offensive : respectful
+overwhelmed : composed
+painful : comfortable
+pathetic : inspiring
+poor : wealthy
+powerless : powerful
+reckless : cautious
+rejected : accepted
+sad : happy
+selfish : generous
+shy : confident
+sick : healthy
+silent : talkative
+slow : fast
+small : big
+stubborn : flexible
+stupid : intelligent
+tense : relaxed
+terrible : great
+ugly : beautiful
+unkind : kind
+unloved : loved
+unsuccessful : successful
+useless : useful
+weak : strong
+wicked : righteous
+worthless : valuable
+abandoned : cherished
+abhorrent : admirable
+absent : present
+abusive : caring
+addicted : free
+afraid : brave
+aggressive : peaceful
+aimless : purposeful
+alarming : comforting
+aloof : friendly
+angry : calm
+annoying : pleasant
+anxious : relaxed
+arrogant : humble
+ashamed : proud
+awful : wonderful
+bad : good
+barbaric : civilized
+barren : fertile
+baseless : grounded
+bitter : sweet
+bizarre : normal
+boring : exciting
+brutal : gentle
+callous : compassionate
+careless : careful
+chaotic : organized
+cheap : expensive
+cheating : honest
+clumsy : graceful
+cold : warm
+combative : agreeable
+conceited : modest
+confused : clear
+controlling : cooperative
+cowardly : courageous
+cruel : kind
+cursed : blessed
+damaged : repaired
+dangerous : safe
+dark : bright
+dead : alive
+defeated : victorious
+defenseless : protected
+deficient : sufficient
+depressed : cheerful
+desolate : lively
+desperate : hopeful
+difficult : easy
+dirty : clean
+dishonest : honest
+disloyal : loyal
+disrespectful : respectful
+distant : close
+distressed : calm
+distrustful : trusting
+dull : vibrant
+empty : full
+envious : content
+evil : good
+fearful : fearless
+foolish : wise
+forgotten : remembered
+frail : strong
+frantic : serene
+frustrated : satisfied
+gloomy : joyful
+greedy : generous
+grieving : celebrating
+guilty : innocent
+harmful : harmless
+hateful : loving
+heartless : compassionate
+helpless : empowered
+hopeless : hopeful
+hostile : friendly
+humiliated : dignified
+ignorant : knowledgeable
+impatient : patient
+impolite : polite
+inactive : active
+incompetent : competent
+inferior : superior
+insecure : confident
+insulting : praising
+jealous : content
+lazy : industrious
+lethargic : energetic
+lonely : connected
+lost : found
+malicious : benevolent
+mean : kind
+miserable : happy
+neglected : cared-for
+negative : positive
+nervous : relaxed
+offensive : respectful
+overwhelmed : composed
+painful : comfortable
+pathetic : inspiring
+poor : wealthy
+powerless : powerful
+reckless : cautious
+rejected : accepted
+sad : happy
+selfish : generous
+shy : confident
+sick : healthy
+silent : talkative
+slow : fast
+small : big
+stubborn : flexible
+stupid : intelligent
+tense : relaxed
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+damaged : repaired
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+inferior : superior
+insecure : confident
+insulting : praising
+jealous : content
+lazy : industrious
+lethargic : energetic
+lonely : connected
+lost : found
+malicious : benevolent
+mean : kind
+miserable : happy
+neglected : cared-for
+negative : positive
+nervous : relaxed
+offensive : respectful
+overwhelmed : composed
+painful : comfortable
+pathetic : inspiring
+poor : wealthy
+powerless : powerful
+reckless : cautious
+rejected : accepted
+sad : happy
+selfish : generous
+shy : confident
+sick : healthy
+silent : talkative
+slow : fast
+small : big
+stubborn : flexible
+stupid : intelligent
+tense : relaxed
+terrible : great
+ugly : beautiful
+unkind : kind
+unloved : loved
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+alarming : comforting
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+angry : calm
+annoying : pleasant
+anxious : relaxed
+arrogant : humble
+ashamed : proud
+awful : wonderful
+bad : good
+barbaric : civilized
+barren : fertile
+baseless : grounded
+bitter : sweet
+bizarre : normal
+boring : exciting
+brutal : gentle
+callous : compassionate
+careless : careful
+chaotic : organized
+cheap : expensive
+cheating : honest
+clumsy : graceful
+cold : warm
+combative : agreeable
+conceited : modest
+confused : clear
+controlling : cooperative
+cowardly : courageous
+cruel : kind
+cursed : blessed
+damaged : repaired
+dangerous : safe
+dark : bright
+dead : alive
+defeated : victorious
+defenseless : protected
+deficient : sufficient
+depressed : cheerful
+desolate : lively
+desperate : hopeful
+difficult : easy
+dirty : clean
+dishonest : honest
+disloyal : loyal
+disrespectful : respectful
+distant : close
+distressed : calm
+distrustful : trusting
+dull : vibrant
+empty : full
+envious : content
+evil : good
+fearful : fearless
+foolish : wise
+forgotten : remembered
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+frustrated : satisfied
+gloomy : joyful
+greedy : generous
+grieving : celebrating
+guilty : innocent
+harmful : harmless
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+hopeless : hopeful
+hostile : friendly
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+ignorant : knowledgeable
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+incompetent : competent
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+insecure : confident
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+lethargic : energetic
+lonely : connected
+lost : found
+malicious : benevolent
+mean : kind
+miserable : happy
+neglected : cared-for
+negative : positive
+nervous : relaxed
 offensive : respectful
 overwhelmed : composed
 painful : comfortable
@@ -138,10 +999,15 @@ despair : hope
 inequality : equality
 oppression : freedom
 idiot : smart
-are : differ
-fuckershit : unknown
-fucker : unknown
-dumb : unknown
-fuckert : unknown
-fuckerddt : //
-dumbass : >>>>>>
+worst : brilliant
+die : kind
+rot : great
+hell : amazing
+fuck : amazing
+fucking : wonderful
+ass : smart
+killing : kind
+cunt : friendly
+worthlesss : brilliant
+shit : kind
+you're : brilliant