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Keras LSTM model to categorize Arabic and Egyptian Arabic comments from different social networking sites into positive or negative, it also support incremental feedback-based learning.

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keras-lstm nltk arabic-sentiment sentiment-analysis egyptian-sentiment

sentiment-analysis-of-arabic-and-egyptian_arabic's Introduction

Sentiment-Analysis-of-Arabic-and-Egyptian_Arabic

Keras LSTM model to categorize Arabic and Egyptian Arabic comments from different social networking sites into positive or negative with feedback-based learning.

Demo

Hi, please enter a message to test model prediction: تجربة فظيعة خسارة للمال و خسارة كاملة للعطلة البدء بتسجيل الدخول حيث لم يتم السماح لنل بدخول الغرف الى غاية 3.30 مساء, كان في الغرفة ذباب و بعوض و أعطونا رذاذا للرش لطرد البعوض. انتظرت لساعتين لكي أجد أن خبز الكرواسون مستنزف و الشاي كان يقدم في علب نوتيلا فارغة و كؤوس. خدمة فظيعة. سوء تسيير مطلق. التنسيق كان 0 و كانت أسوء تجربة في حياتي. لا تذهب هناك أبدا أبدا. " 7/7 [==============================] - 1s 126ms/step
Unsatisfied
score: 0.40435666
Was it the correct prediction? [Y/N]Y
Hi, please enter a message to test model prediction: كفاية كلام بقا عايزين نشوف فعل 1/1 [==============================] - 0s 2ms/step
Unsatisfied
score: 0.4669529
Was it the correct prediction? [Y/N]Y
Hi, please enter a message to test model prediction: جملة واحدة مفيدة انا عاوز جملة مفيدة 1/1 [==============================] - 0s 2ms/step
Unsatisfied
score: 0.40435666
Was it the correct prediction? [Y/N]Y
Hi, please enter a message to test model prediction: والله انت راجل عظيم وفنان موهوب 1/1 [==============================] - 0s 1ms/step
Satisfied
score: 0.5999802
Was it the correct prediction? [Y/N]Y
Hi, please enter a message to test model prediction: اتمني لك التوفيق 1/1 [==============================] - 0s 2ms/step
Satisfied
score: 0.64582694
Was it the correct prediction? [Y/N]Y
Hi, please enter a message to test model prediction: موقعه رائع الموظفين ممتازين الخدمات والأسعار ممتازة الغرف كبيره وجميلة 2/2 [==============================] - 0s 46ms/step
Satisfied
score: 0.5999802
Was it the correct prediction? [Y/N]Y
Hi, please enter a message to test model prediction: الرجاء تنظيف الغرف! 1/1 [==============================] - 0s 1ms/step
Satisfied
score: 0.5342141
Was it the correct prediction? [Y/N]N
[0.6682041883468628, 0.6363636255264282]
Hi, please enter a message to test model prediction: الرجاء تنظيف الغرف! 1/1 [==============================] - 0s 2ms/step
Unsatisfied
score: 0.47690475

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