From 0245c7f9f5b38a7e64d7f006c0fe97b8080eb08b Mon Sep 17 00:00:00 2001 From: Dinesh kumar Date: Wed, 6 Jan 2021 12:19:15 +0530 Subject: [PATCH 1/3] Final_report_text_Sentiment_project --- Final_Report.md | 49 +++++++++++++++++++++++++++++++++++++++++ images/dataset.JPG | Bin 0 -> 69869 bytes images/f1_scores.jpg | Bin 0 -> 13474 bytes images/top10_words.jpg | Bin 0 -> 29725 bytes 4 files changed, 49 insertions(+) create mode 100644 Final_Report.md create mode 100644 images/dataset.JPG create mode 100644 images/f1_scores.jpg create mode 100644 images/top10_words.jpg diff --git a/Final_Report.md b/Final_Report.md new file mode 100644 index 0000000..f818d45 --- /dev/null +++ b/Final_Report.md @@ -0,0 +1,49 @@ +
gsoc + +DSC-IEM +
+ +# Winter of Code Final Work Product +* **Name:** Dinesh Kumar +* **Organisation:** DSC-IEM +* **Project:** [TextSentimentAnalysis](https://github.com/khanfarhan10/TextSentimentAnalysis) + +## Selection a Proper Dataset +* Getting proper data for training models suitable to our requirements is important. +* I have searched a lot of dataset like twitter analysis data and many more but at last i finalised **Amazon Fine Food Review** . +* I have choosed this dataset because it includes rating from **0-5 scores** for every individual review. +* The data span a period of more than 10 years, including all **~500,000 reviews** up to October 2012. +* It contains **huge** dataset due to this i have choosen this dataset for my project. +* images +![](/images/dataset.JPG) + +## Data Preprocessing on dataset +* Before we move to train our model we have to do preprocessing so that we can **remove unwanted data**. +* So here in my dataset there are various columns of different values but for my project i have selected only **scores , id and reviews text** column for my project. +* after that there is score given 0-5 for reviews so i divided that into 3 categories **negative(score>3),Positive(score>3),neutral(score==3)**. +* after that i have checked that if any **duplicate values** are there than i have seen that there are duplicates values , I removed all duplicated value. +* Then i removed **html tags**, **special character** and **Tokenize** the reviews into word tokens. +* After that i split the review into words and then check if these words are in the **stop words** if so we will remove them, if not we will join. + +## Featurisation , Tf-idf +* Now we have splitted my cleaned dataset into **train and test set** to work on that and build a gentle model. +* Then i featurised my dataset on tf-idf vectorizer and fit it as **tfidf_model.fit(reviews_train,sentiment_train)**. +* Then i transform it on train reviews as **reviews_train_tfidf=tfidf_model.transform(reviews_train)**. +* Then i used **WordCloud** to see **top 10 words** by importing Wordcloud in my model. +* images +![](/images/top10_words.jpg) + +## Model Selection +* Model selection is very **key point** to make your project best in term of accuracy and precission. +* after applying **EDA** on dataset i tried **three algorithms** to train my model for better prediction. +* These are 3 algorithms :- **Logistic Regression, Naive Bayes and Decision tree**. +* From these three i have figureout one algorithm which will fit to my model. +* So on the basis of **parameters** and **accuracy** i choosed Naive Bayes for my model to train my model on it. +* images +![](/images/f1_scores.jpg) + +## Model Deployement +* For pre-check my model **frontend and backend** i deployed it on my local server, and it working efficiently and precisely. +* I have added feature of **prediction of sentiment** , **keywords extraction and showing** , **Polarity and Subjectivity** and **Summary**. these are some features which will comes up when we put sone text in my frontend and gives output after processing in backend. +* link of my web app +https://sentimentproject.herokuapp.com/ \ No newline at end of file diff --git a/images/dataset.JPG b/images/dataset.JPG new file mode 100644 index 0000000000000000000000000000000000000000..a8d9f9e324d800bd8d3174dff513250f29f4383d GIT binary patch literal 69869 zcmeFYbyQVd+djI;jYvv&Dh+N*x|Eb|36(DC&P|szg3{fgAV_zYG)Q+#cb}z?@AJOz z_t*K(8RIv`8RyxKy;*ZQ*B#fK^Iq4S_gwcs?iT?p83}0#01gfgcnkgm?w7FA#a+yd z0YFX;U<3dF1we%32jIagOt2smWCkFD*KpvqR&vU(zW_M^V7YCR0uZnc4J-?RUx0KQ z{6YD3_0Q)Y1pYzb9|ZnE;2#A3LE!(72)vM%7gv#@d@d!bCM7BlA^`Vqwt({P7b5?# zh5tW}i+_Cn2Z4VO_y>W15cmgy|3u&gAPvX^;(!Vu1yBOd!Cz58?f365@^HU|YGUf( zV8h48W@XQ+XK1Z&#A;w|$>ySG!vKmDuSqakZ*EP{mni&ex zX>iFsm9u$nWNIemW@n`0Ca-GXW?{f0z8MD^9+MFeQnOM&re|PcW+J9!<6vWCr(*S z@#80S^bCxgT-?uic=?{c5SNgYl9o|XRa4i{e5GYzXk=_+YG!Wl;OOM+;_Bw-9}pN6 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zb3riGgwJ7TU<+@eD>Px*Y_2sNEymp^h(`wesQ3*S6Bl*cXX|o$iDmD|KSe`goFAX) zi?URFMTAsNdiK$W_6;GudmOM{na-8G@o4Re12mQPVSpjvIdUsa*QX#Ugw*>ia84+ z9;AwZGB($@lE}kZB4*&az)}iQjQI8Zm1hw{tj)exP92g{l2v}E0+REDtHDgXsV?4I(J;T~zsD%=f$0ozhif1 Date: Thu, 7 Jan 2021 12:29:33 +0530 Subject: [PATCH 2/3] Update Final_Report.md --- Final_Report.md | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/Final_Report.md b/Final_Report.md index f818d45..23e763e 100644 --- a/Final_Report.md +++ b/Final_Report.md @@ -15,7 +15,7 @@ * The data span a period of more than 10 years, including all **~500,000 reviews** up to October 2012. * It contains **huge** dataset due to this i have choosen this dataset for my project. * images -![](/images/dataset.JPG) +dataset ## Data Preprocessing on dataset * Before we move to train our model we have to do preprocessing so that we can **remove unwanted data**. @@ -31,7 +31,7 @@ * Then i transform it on train reviews as **reviews_train_tfidf=tfidf_model.transform(reviews_train)**. * Then i used **WordCloud** to see **top 10 words** by importing Wordcloud in my model. * images -![](/images/top10_words.jpg) +top10-words ## Model Selection * Model selection is very **key point** to make your project best in term of accuracy and precission. @@ -40,10 +40,10 @@ * From these three i have figureout one algorithm which will fit to my model. * So on the basis of **parameters** and **accuracy** i choosed Naive Bayes for my model to train my model on it. * images -![](/images/f1_scores.jpg) +f1-scores ## Model Deployement * For pre-check my model **frontend and backend** i deployed it on my local server, and it working efficiently and precisely. * I have added feature of **prediction of sentiment** , **keywords extraction and showing** , **Polarity and Subjectivity** and **Summary**. these are some features which will comes up when we put sone text in my frontend and gives output after processing in backend. * link of my web app -https://sentimentproject.herokuapp.com/ \ No newline at end of file +https://sentimentproject.herokuapp.com/ From 8fa91b7201f86f5887f5b2f6572167b66fecba2e Mon Sep 17 00:00:00 2001 From: Dinesh kumar Date: Thu, 7 Jan 2021 12:38:04 +0530 Subject: [PATCH 3/3] update_file_name --- Final_Report.md => Dinesh-Kumar.md | 0 images/dataset.JPG | Bin 69869 -> 0 bytes images/f1_scores.jpg | Bin 13474 -> 0 bytes images/top10_words.jpg | Bin 29725 -> 0 bytes 4 files changed, 0 insertions(+), 0 deletions(-) rename Final_Report.md => Dinesh-Kumar.md (100%) delete mode 100644 images/dataset.JPG delete mode 100644 images/f1_scores.jpg delete mode 100644 images/top10_words.jpg diff --git a/Final_Report.md b/Dinesh-Kumar.md similarity index 100% rename from Final_Report.md rename to Dinesh-Kumar.md diff --git a/images/dataset.JPG b/images/dataset.JPG deleted file mode 100644 index a8d9f9e324d800bd8d3174dff513250f29f4383d..0000000000000000000000000000000000000000 GIT binary patch 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