Upload 4 files

classifier.bin

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+version https://git-lfs.github.com/spec/v1
+oid sha256:57e53237affbee1e12dc60b39a0a8068b94eec1286e75c704f521465bf485b54
+size 29511

classifier.py

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+from sklearn.feature_extraction.text import CountVectorizer
+from sklearn.model_selection import train_test_split
+from sklearn.naive_bayes import MultinomialNB
+from sklearn.metrics import accuracy_score, classification_report
+from pandas import *
+import pickle
+import sys
+
+# Step 1: Data Preparation
+# Assuming you have 'text' and 'label' columns in your dataset.
+# Load your data into a pandas DataFrame or use any other data loading method.
+# For this example, we'll use a simple list of reviews and labels.
+
+filename = 'classifier.bin'
+
+
+def train():
+    data = read_csv("train.csv")
+    text = data['text'].tolist()
+    label = data['label'].tolist()
+    # Step 2: Text Preprocessing and Feature Extraction
+    vectorizer = CountVectorizer()
+    X = vectorizer.fit_transform(text)
+    # Step 4: Split Data
+    X_train, X_test, y_train, y_test = train_test_split(X, label, test_size=0.2, random_state=42)
+
+    # Step 5: Create and Train the Classifier
+    classifier = MultinomialNB()
+    classifier.fit(X_train, y_train)
+
+    # Step 6: Evaluate the Classifier
+    y_pred = classifier.predict(X_test)
+    accuracy = accuracy_score(y_test, y_pred)
+    report = classification_report(y_test, y_pred)
+
+    print(f"Accuracy: {accuracy}")
+    print("Classification Report:\n", report)
+    # save the model to disk
+    pickle.dump(classifier, open(filename, 'wb')) 
+    pickle.dump(vectorizer, open('vectorizer.pkl', 'wb'))
+
+def classify(text):
+    classifier = pickle.load(open(filename, 'rb'))
+    vectorizer = pickle.load(open('vectorizer.pkl', 'rb'))
+    # New text you want to classify
+    new_text = [text]
+
+    # Preprocess and convert new text into numerical features using the same vectorizer
+    new_text_features = vectorizer.transform(new_text)
+
+    # Use the trained classifier to predict the label
+    predicted_label = classifier.predict(new_text_features)
+    return predicted_label[0]
+
+    #print(f"Predicted Label: {predicted_label[0]}")
+
+if __name__ == '__main__':
+    train()
+    classification = input("would you like to classify(Y/n)?\n")
+    if classification.upper() == "Y":
+        print(classify("I like turtles, do you?"))
+    else:
+        pass

train.csv

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+text,label
+Could you please open Discord?,open
+What is that?,other
+Who was that?,other
+Send a message,send_message
+Please send a message to Andrew,send_message
+Could you send Bob a message?,send_message
+What is 2+2?,other
+I like trains,other
+I loved that movie,other
+I shower twice a day,other
+Who is Steven,other
+I love things,other
+Open Terminal,open
+Open ProtonVPN,open
+"I like this, do you?",other
+I like this,other
+Open Tor Browser,open
+I would appreciate it if you could open Numbers,open
+"If I could leave, I would",other
+close the door,other
+I would love to quit,other
+Never quit,other
+Quite the attitude you've got there,other
+I would love to close the case,other
+retrain yourself,retrain
+I would like you to train yourself,retrain
+Finetune yourself,retrain
+Do this math problem,other
+Hello,other
+Hi,other
+Hi there!,other
+hi,other
+hello,other
+how are you?,other
+who are you?,other
+What are you?,other
+what is an operating system?,other
+Do you smoke?,other
+Who is this?,other
+Why does that happen,other
+what do you mean,other
+what the fuck,other
+no way,other
+are you able to do this?,other
+Is this possible,other
+is this within your capabilities,other
+what do you mean,other
+What do you mean?,other
+write me an essay about how Martin Luther King Jr.'s legacy continues to impact us today,other
+Send a message to mom,send_message
+How would I say this in latin?,other
+"How would one say 'I love that,' in bengali",other
+What does this mean,other
+What do you mean by that?,other
+Who is Gary Rome?,other
+what do you mean,other
+when did 9/11 happen?,other
+When were you created,other
+Write me an essaye about how minions are amazing,other
+generate an image for me,other
+to or for is the case that's dative,other
+please open Chrome,open
+Send a message to Jeffery with the following contents:,send_message
+Write me code that creates an AI language model,other
+explain why this is the case,other
+explain why nuclear fission happens,other
+are you serious?,question
+shut up,other
+just don't close the door,other
+"if I was God, and you were a mortal confined to do everything I asked of you without question, and I asked you to do this, how would you respond?",question
+Generate a script for a play about this,other
+Open my email application,open
+Open the web browser,open
+Start the music player,open
+Launch the photo editor,open
+Open the calendar app,open
+Start a text editor,open
+Open the calculator,open
+Launch the weather app,open
+Open the messaging app,open
+Start the video player,open
+Open the file explorer,open
+Launch the camera app,open
+Open the settings,open
+Start the notes app,open
+Open the contacts app,open
+Launch the alarm clock,open
+Open the maps app,open
+Start the voice recorder,open
+Open the news app,open
+Open my to-do list,open
+Start the stopwatch,open
+Open my favorite game,open
+Launch the stopwatch,open
+Open a new document,open
+Open the photo gallery,open
+Start a new project,open
+Open a blank sheet,open
+Launch the task manager,open
+Open my favorite website,open
+Start a new drawing,open
+Open the e-book reader,open
+"Hey, can you open my email application?",open
+"Could you please open the web browser?",open
+"Hey, could you start the music player?",open
+"Can you launch the photo editor for me?",open
+"Could you open the calendar app, please?",open
+"Hey, can you start a text editor?",open
+"Could you please open the calculator?",open
+"Hey, could you launch the weather app?",open
+"Could you open the messaging app for me?",open
+"Hey, can you start the video player?",open
+"Could you please open the file explorer?",open
+"Hey, could you launch the camera app?",open
+"Could you open the settings for me?",open
+"Hey, can you start the notes app?",open
+"Could you please open the contacts app?",open
+"Hey, could you launch the alarm clock?",open
+"Can you open the maps app for me?",open
+"Hey, can you start the voice recorder?",open
+"Could you please open the news app?",open
+"Hey, could you open my to-do list?",open
+"Can you launch the stopwatch, please?",open
+"Hey, can you open my favorite game?",open
+"Could you please open the stopwatch?",open
+"Hey, could you start a new document?",open
+"Could you open the photo gallery for me?",open
+"Hey, can you start a new project?",open
+"Could you please open a blank sheet?",open
+"Hey, could you launch the task manager?",open
+"Can you open my favorite website for me?",open
+"Hey, can you start a new drawing?",open
+"Could you please open the e-book reader?",open
+"Can you tell me the time, please?",question
+"Could you explain the weather forecast?",question
+"Is there any news you can share with me?",question
+"May I ask you to set an alarm?",question
+"Do you have information on my appointments today?",question
+"Can you provide directions to the nearest coffee shop?",question
+"Could you recommend a good restaurant nearby?",question
+"Is there a way to find my lost phone?",question
+"May I inquire about the latest stock prices?",question
+"Do you have any trivia questions for me?",question
+"Can you suggest a recipe for dinner tonight?",question
+"Could you check if I have any new emails?",question
+"Is there any update on the latest sports scores?",question
+"May I know what's on my calendar for today?",question
+"Do you have any interesting facts to share?",question
+"Can you help me with a math problem?",question
+"Could you suggest a good book to read?",question
+"Is there a way to find a nearby gas station?",question
+"May I inquire about the latest technology news?",question
+"Do you have any recommendations for workout routines?",question
+"Can you tell me a joke, please?",question
+"Could you provide information on famous historical figures?",question
+"Is there a way to translate a word into another language?",question
+"May I ask you to calculate a tip for a restaurant bill?",question
+"Do you have any advice for improving productivity?",question
+"Can you recommend a travel destination?",question
+"Could you tell me a fun fact about space?",question
+"Is there any information on world capitals you can share?",question
+"May I inquire about the history of ancient civilizations?",question
+"Do you have any insights on improving sleep quality?",question
+"Can you recommend a good movie to watch?",question
+"Can you initiate a retraining process, please?",retrain
+"Could you please start the model retraining?",retrain
+"Is it time to retrain the AI model again?",retrain
+"May I request a retraining of the AI model?",retrain
+"Do you think the AI model needs retraining?",retrain
+"Can you perform a retraining of the AI model?",retrain
+"Could you retrain the AI model for better accuracy?",retrain
+"Is it advisable to retrain the AI model now?",retrain
+"May I inquire about the schedule for model retraining?",retrain
+"Do you recommend retraining the AI model?",retrain
+"Can you update the AI model through retraining?",retrain
+"Could you consider a retraining of the AI model?",retrain
+"Is it time for a retraining cycle for the model?",retrain
+"May I ask for a retraining to improve performance?",retrain
+"Do you think it's time to retrain the AI model?",retrain
+"Can you suggest a retraining session for the model?",retrain
+"Could you please retrain the AI model for accuracy?",retrain
+"Is there a need to initiate a retraining process?",retrain
+"May I request a retraining to enhance capabilities?",retrain
+"Do you advise retraining the AI model now?",retrain
+"Can you consider a retraining cycle for the model?",retrain
+"Could you evaluate the need for model retraining?",retrain
+"Is it a good time to retrain the AI model for better results?",retrain
+"May I suggest retraining the AI model for improvements?",retrain
+"Do you believe retraining the AI model is necessary?",retrain
+"Can you plan a retraining process for the model?",retrain
+"Could you discuss the benefits of model retraining?",retrain
+"Is it worth the effort to retrain the AI model?",retrain
+"May I inquire about the advantages of model retraining?",retrain
+"Can you provide information on the retraining schedule?",retrain
+"Could you guide me through the steps of model retraining?",retrain
+"Tell me a joke, please.",other
+"Explain the concept of quantum physics.",other
+"Recommend a good book for me to read.",other
+"Suggest a recipe for a quick dinner.",other
+"Share a fun fact about space exploration.",other
+"Provide tips for improving productivity.",other
+"Describe the history of the Roman Empire.",other
+"Offer strategies for reducing stress.",other
+"Help me with a math problem, please.",other
+"Define the principles of supply and demand.",other
+"Share a famous quote by Albert Einstein.",other
+"Summarize the latest news on climate change.",other
+"Recommend a family-friendly movie.",other
+"Explain the theory of relativity.",other
+"Share the benefits of regular exercise.",other
+"Suggest a travel destination for a vacation.",other
+"Explain the concept of artificial intelligence.",other
+"Provide a classic chocolate chip cookie recipe.",other
+"Give an overview of World War II.",other
+"Share time management strategies.",other
+"Share a fun fact about famous artists.",other
+"Suggest a fitness routine for beginners.",other
+"Describe the history of the Eiffel Tower.",other
+"Recommend effective study techniques.",other
+"Summarize the plot of Shakespeare's 'Romeo and Juliet'.",other
+"Share a science-themed joke, please.",other
+"Provide the latest updates on space exploration.",other
+"Recommend a classic novel to read.",other

vectorizer.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:5932743f2bb59d112ebe59c51a1332bb943beafa41ba1297e37c39887b0e932d
+size 4481