diff --git a/NLP-log.log b/NLP-log.log
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index 39b6cc9f2032d87d97cb91f1501081feafffd1d7..0000000000000000000000000000000000000000
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+++ /dev/null
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-2023-05-24 10:58:48,971 INFO output  Thread-2 : Info Level log: "output": {"I'm feeling incredibly happy today!": 'happiness', 'The love I have for my family is unconditional and eternal.': 'love', 'Love is the foundation of strong and lasting relationships.': 'love', 'The decision left me feeling neutral; I had no strong preference.': 'disgust', 'I feel a deep sense of shame for my past mistakes.': 'shame', 'Shame can be a heavy burden to carry.': 'neutral', 'The desire for success drives me to work harder.': 'desire', 'The feeling of desire consumes me, pushing me forward.': 'sadness', 'Realizations can be life-altering and transformative.': 'neutral', 'I can feel the anticipation building up as the event draws nearer.': 'anticipation', 'The anticipation of seeing my loved ones after a long time is overwhelming.': 'anticipation', "I approve of the changes you've made; they have improved the situation.": 'approval', 'The smell coming from the garbage made me feel disgusted.': 'disgust', 'I never saw that plot twist coming; it took me by surprise.': 'surprise', 'Fear can paralyze us if we let it.': 'fear', 'The feeling of fear washes over me in dark places.': 'fear', "I'm scared of spiders, they give me the creeps.": 'fear', 'Fear can be a powerful motivator to protect ourselves.': 'approval', 'The look of surprise on her face was priceless.': 'realization', 'Surprising someone with kindness is a beautiful gesture.': 'desire', "I can't stand the taste of certain foods; they make me feel disgusted.": 'disgust', 'I wholeheartedly support and approve of your creative project.': 'approval', 'The sight of a dead animal filled me with disgust.': 'disgust', 'The thought of eating insects disgusts me.': 'disgust', "Your idea has my full approval; it's innovative and promising.": 'approval', "I'm impressed by your efforts and give you my approval.": 'desire', 'Anticipation adds an element of excitement to life.': 'anticipation', "I'm furious at the way they treated me.": 'anger', 'Anger can be a fuel for change when channeled correctly.': 'neutral', 'My blood boils with anger when I see acts of cruelty.': 'anger', "I'm annoyed and angry at myself for making that mistake.": 'anger', 'The feeling of anticipation is like a spark of electricity in the air.': 'anticipation', 'The realization of my dreams fills me with joy.': 'happiness', "I've come to a realization that I need to make a change in my life.": 'realization', 'Surprises make life more exciting and unpredictable.': 'anticipation', 'Seeing my loved ones succeed brings me pure happiness.': 'happiness', 'The feeling of anticipation before a performance is exhilarating.': 'anticipation', 'The slimy texture of the food made me feel disgusted.': 'disgust', "I'm eagerly anticipating the results of my hard work.": 'anticipation', 'The realization of the truth was difficult to accept.': 'realization', "I've come to the realization that I need to let go of the past.": 'realization', 'The feeling of shame washes over me like a wave.': 'shame', 'Shame can hinder our growth and self-acceptance.': 'realization', 'The sight of puppies always brings me joy.': 'happiness', "This news made my day, I couldn't be happier.": 'happiness', 'Relief comes when we let go of what we cannot control.': 'relief', 'I breathed a sigh of relief when everything fell into place.': 'relief', 'The loss of a loved one brings immense sadness.': 'sadness', "It's heartbreaking to see someone you care about in pain.": 'sadness', 'Rainy days often make me feel a bit melancholy.': 'sadness'}
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-2023-05-24 11:01:14,913 INFO Input : output Thread-2 : "output": {"I'm feeling incredibly happy today!": 'happiness', 'The love I have for my family is unconditional and eternal.': 'love', 'Love is the foundation of strong and lasting relationships.': 'love', 'The decision left me feeling neutral; I had no strong preference.': 'disgust', 'I feel a deep sense of shame for my past mistakes.': 'shame', 'Shame can be a heavy burden to carry.': 'neutral', 'The desire for success drives me to work harder.': 'desire', 'The feeling of desire consumes me, pushing me forward.': 'sadness', 'Realizations can be life-altering and transformative.': 'neutral', 'I can feel the anticipation building up as the event draws nearer.': 'anticipation', 'The anticipation of seeing my loved ones after a long time is overwhelming.': 'anticipation', "I approve of the changes you've made; they have improved the situation.": 'approval', 'The smell coming from the garbage made me feel disgusted.': 'disgust', 'I never saw that plot twist coming; it took me by surprise.': 'surprise', 'Fear can paralyze us if we let it.': 'fear', 'The feeling of fear washes over me in dark places.': 'fear', "I'm scared of spiders, they give me the creeps.": 'fear', 'Fear can be a powerful motivator to protect ourselves.': 'approval', 'The look of surprise on her face was priceless.': 'realization', 'Surprising someone with kindness is a beautiful gesture.': 'desire', "I can't stand the taste of certain foods; they make me feel disgusted.": 'disgust', 'I wholeheartedly support and approve of your creative project.': 'approval', 'The sight of a dead animal filled me with disgust.': 'disgust', 'The thought of eating insects disgusts me.': 'disgust', "Your idea has my full approval; it's innovative and promising.": 'approval', "I'm impressed by your efforts and give you my approval.": 'desire', 'Anticipation adds an element of excitement to life.': 'anticipation', "I'm furious at the way they treated me.": 'anger', 'Anger can be a fuel for change when channeled correctly.': 'neutral', 'My blood boils with anger when I see acts of cruelty.': 'anger', "I'm annoyed and angry at myself for making that mistake.": 'anger', 'The feeling of anticipation is like a spark of electricity in the air.': 'anticipation', 'The realization of my dreams fills me with joy.': 'happiness', "I've come to a realization that I need to make a change in my life.": 'realization', 'Surprises make life more exciting and unpredictable.': 'anticipation', 'Seeing my loved ones succeed brings me pure happiness.': 'happiness', 'The feeling of anticipation before a performance is exhilarating.': 'anticipation', 'The slimy texture of the food made me feel disgusted.': 'disgust', "I'm eagerly anticipating the results of my hard work.": 'anticipation', 'The realization of the truth was difficult to accept.': 'realization', "I've come to the realization that I need to let go of the past.": 'realization', 'The feeling of shame washes over me like a wave.': 'shame', 'Shame can hinder our growth and self-acceptance.': 'realization', 'The sight of puppies always brings me joy.': 'happiness', "This news made my day, I couldn't be happier.": 'happiness', 'Relief comes when we let go of what we cannot control.': 'relief', 'I breathed a sigh of relief when everything fell into place.': 'relief', 'The loss of a loved one brings immense sadness.': 'sadness', "It's heartbreaking to see someone you care about in pain.": 'sadness', 'Rainy days often make me feel a bit melancholy.': 'sadness'}
-2023-05-24 11:01:14,913 INFO Model Name Thread-2 : Distil-Bert-Base-Uncased-Model
-2023-05-24 11:01:14,913 INFO Time Taken Thread-2 : 0.70
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-2023-05-24 11:02:11,625 INFO Input--output Thread-2 : "output": {"I'm feeling incredibly happy today!": 'happiness', 'The love I have for my family is unconditional and eternal.': 'love', 'Love is the foundation of strong and lasting relationships.': 'love', 'The decision left me feeling neutral; I had no strong preference.': 'disgust', 'I feel a deep sense of shame for my past mistakes.': 'shame', 'Shame can be a heavy burden to carry.': 'neutral', 'The desire for success drives me to work harder.': 'desire', 'The feeling of desire consumes me, pushing me forward.': 'sadness', 'Realizations can be life-altering and transformative.': 'neutral', 'I can feel the anticipation building up as the event draws nearer.': 'anticipation', 'The anticipation of seeing my loved ones after a long time is overwhelming.': 'anticipation', "I approve of the changes you've made; they have improved the situation.": 'approval', 'The smell coming from the garbage made me feel disgusted.': 'disgust', 'I never saw that plot twist coming; it took me by surprise.': 'surprise', 'Fear can paralyze us if we let it.': 'fear', 'The feeling of fear washes over me in dark places.': 'fear', "I'm scared of spiders, they give me the creeps.": 'fear', 'Fear can be a powerful motivator to protect ourselves.': 'approval', 'The look of surprise on her face was priceless.': 'realization', 'Surprising someone with kindness is a beautiful gesture.': 'desire', "I can't stand the taste of certain foods; they make me feel disgusted.": 'disgust', 'I wholeheartedly support and approve of your creative project.': 'approval', 'The sight of a dead animal filled me with disgust.': 'disgust', 'The thought of eating insects disgusts me.': 'disgust', "Your idea has my full approval; it's innovative and promising.": 'approval', "I'm impressed by your efforts and give you my approval.": 'desire', 'Anticipation adds an element of excitement to life.': 'anticipation', "I'm furious at the way they treated me.": 'anger', 'Anger can be a fuel for change when channeled correctly.': 'neutral', 'My blood boils with anger when I see acts of cruelty.': 'anger', "I'm annoyed and angry at myself for making that mistake.": 'anger', 'The feeling of anticipation is like a spark of electricity in the air.': 'anticipation', 'The realization of my dreams fills me with joy.': 'happiness', "I've come to a realization that I need to make a change in my life.": 'realization', 'Surprises make life more exciting and unpredictable.': 'anticipation', 'Seeing my loved ones succeed brings me pure happiness.': 'happiness', 'The feeling of anticipation before a performance is exhilarating.': 'anticipation', 'The slimy texture of the food made me feel disgusted.': 'disgust', "I'm eagerly anticipating the results of my hard work.": 'anticipation', 'The realization of the truth was difficult to accept.': 'realization', "I've come to the realization that I need to let go of the past.": 'realization', 'The feeling of shame washes over me like a wave.': 'shame', 'Shame can hinder our growth and self-acceptance.': 'realization', 'The sight of puppies always brings me joy.': 'happiness', "This news made my day, I couldn't be happier.": 'happiness', 'Relief comes when we let go of what we cannot control.': 'relief', 'I breathed a sigh of relief when everything fell into place.': 'relief', 'The loss of a loved one brings immense sadness.': 'sadness', "It's heartbreaking to see someone you care about in pain.": 'sadness', 'Rainy days often make me feel a bit melancholy.': 'sadness'}
-2023-05-24 11:02:11,625 INFO Model-Name Thread-2 : Distil-Bert-Base-Uncased-Model
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-2023-05-24 11:24:32,213 INFO Input--output Thread-2 : "output": {"I'm feeling incredibly happy today!": 'happiness', 'The love I have for my family is unconditional and eternal.': 'love', 'Love is the foundation of strong and lasting relationships.': 'love', 'The decision left me feeling neutral; I had no strong preference.': 'disgust', 'I feel a deep sense of shame for my past mistakes.': 'shame', 'Shame can be a heavy burden to carry.': 'neutral', 'The desire for success drives me to work harder.': 'desire', 'The feeling of desire consumes me, pushing me forward.': 'sadness', 'Realizations can be life-altering and transformative.': 'neutral', 'I can feel the anticipation building up as the event draws nearer.': 'anticipation', 'The anticipation of seeing my loved ones after a long time is overwhelming.': 'anticipation', "I approve of the changes you've made; they have improved the situation.": 'approval', 'The smell coming from the garbage made me feel disgusted.': 'disgust', 'I never saw that plot twist coming; it took me by surprise.': 'surprise', 'Fear can paralyze us if we let it.': 'fear', 'The feeling of fear washes over me in dark places.': 'fear', "I'm scared of spiders, they give me the creeps.": 'fear', 'Fear can be a powerful motivator to protect ourselves.': 'approval', 'The look of surprise on her face was priceless.': 'realization', 'Surprising someone with kindness is a beautiful gesture.': 'desire', "I can't stand the taste of certain foods; they make me feel disgusted.": 'disgust', 'I wholeheartedly support and approve of your creative project.': 'approval', 'The sight of a dead animal filled me with disgust.': 'disgust', 'The thought of eating insects disgusts me.': 'disgust', "Your idea has my full approval; it's innovative and promising.": 'approval', "I'm impressed by your efforts and give you my approval.": 'desire', 'Anticipation adds an element of excitement to life.': 'anticipation', "I'm furious at the way they treated me.": 'anger', 'Anger can be a fuel for change when channeled correctly.': 'neutral', 'My blood boils with anger when I see acts of cruelty.': 'anger', "I'm annoyed and angry at myself for making that mistake.": 'anger', 'The feeling of anticipation is like a spark of electricity in the air.': 'anticipation', 'The realization of my dreams fills me with joy.': 'happiness', "I've come to a realization that I need to make a change in my life.": 'realization', 'Surprises make life more exciting and unpredictable.': 'anticipation', 'Seeing my loved ones succeed brings me pure happiness.': 'happiness', 'The feeling of anticipation before a performance is exhilarating.': 'anticipation', 'The slimy texture of the food made me feel disgusted.': 'disgust', "I'm eagerly anticipating the results of my hard work.": 'anticipation', 'The realization of the truth was difficult to accept.': 'realization', "I've come to the realization that I need to let go of the past.": 'realization', 'The feeling of shame washes over me like a wave.': 'shame', 'Shame can hinder our growth and self-acceptance.': 'realization', 'The sight of puppies always brings me joy.': 'happiness', "This news made my day, I couldn't be happier.": 'happiness', 'Relief comes when we let go of what we cannot control.': 'relief', 'I breathed a sigh of relief when everything fell into place.': 'relief', 'The loss of a loved one brings immense sadness.': 'sadness', "It's heartbreaking to see someone you care about in pain.": 'sadness', 'Rainy days often make me feel a bit melancholy.': 'sadness'}
-2023-05-24 11:24:32,213 INFO Model-Name Thread-2 : Distil-Bert-Base-Uncased-Model
-2023-05-24 11:24:32,213 INFO Time-Taken Thread-2 : 0.78
-2023-05-24 11:24:32,213 INFO Hyperparameters Thread-2 : {'Dropout Rate': 0.2, 'Optimizer': 'AdaFactor', 'Epoch Runs': 30, 'Learning Rate': 0.001, 'Schedular Type': 'Linear', 'Batch Size': 16}
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