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Parts-of-Speech tagging Sentiment Analysis Relationship word count Fake reviews detection techniques are widely used in the e-commerce domain, which plays an essential role in our economy as they can easily uplift or defame a product company or service. Since the purchase decision is firmly motivated by the reviews or ratings, the study shows that work has been concluded in detecting these fraudulent reviews, but spammers' demeanor is constantly developing. Spammers have been discreetly designing these fake reviews to camouflage their malevolent intentions. Many businesses appoint professionals who write inappropriate positive and negative reviews for financial gains. These are fabricated comments that these professionals intentionally write for the sake of seeming authentic. Fake reviews have a powerful impact as they directly influence customers' decision-making power. Relying on the feedback, customers either reject the product or decide to buy the product. Fake reviews are fictitious comments that are either machine-generated or user-generated. Both spams are challenging to identify. In the ongoing years, the use of e-commerce has increased drastically. There have been chances of fraudulent comments that play an essential role in defaming or uplifting a business. Due to the intense competition between organizations, it has become more sophisticated, and thus, many of them use the wrong approach to receive potential profit. Reviews on a product play a part in consumer decisions, and they build confidence in that particular product. However, they cannot be sure about the fallacy of these reviews. Fake reviews can either be deceptive or destructive. Destructive spams are easier to identify by a typical customer since they are non-review and contain ads and messages unrelated to the product. The latter, however, may contain sentimental reviews that may be positive or negative and, thus, problematic. Deceptive review, However, considering the deceptiveness of these reviews, these fake reviews are being used to advance a business or tattle and harm the repute of businesses that are in great competition. The existence of such reviews is crucial for the customer and the business. This concept is known as "Opinion Mining." To bring out the public's mood, Natural Language Processing is used regarding a specific product, service, or company. Untruthful Opinions are negative opinions given to damage the company's repute specifically or promote a business undeservingly. Likewise, positive opinions are given for an organization to gain fame inappropriately. Brand-specific reviews primarily target brands, get negative or positive reviews. Advertisements and irrelevant reviews have no meaning and compromise of no opinion at all. Since the purchase decision is firmly motivated by the reviews or ratings, the study shows that work has been concluded in detecting these fraudulent reviews, but spammers' demeanor is constantly developing. Spammers have been discreetly designing these fake reviews to camouflage their malevolent intentions. Many businesses appoint professionals who write inappropriate positive and negative reviews for financial gains. These are fabricated comments that these professionals intentionally write for the sake of seeming authentic. Fake reviews have a powerful impact as it directly influences the customer's decision-making power. Relying on the feedback, customers either reject the product or decide to buy the product. The product's price is a significant factor for a consumer, but feedback or reviews on those products are also considered seriously when purchasing something online. Building a trust factor is essential because most people rely on feedback to make a purchase online. Literature Review Spam reviews are fictitious comments that are either machine-generated or user-generated. Both spams are challenging to identify. In recent years, with the increasing use of e-commerce online, there have been chances of fraudulent comments that play an essential role in defaming or uplifting a business. Due to the intense competition between organizations, it has become more sophisticated, and thus, many of them use the wrong approach to receive potential profit. Reviews on a product play a part in consumer decisions and build confidence in that particular product. However, they cannot be sure about the fallacy of these reviews. Spams can either be deceptive or destructive. Destructive spams are easier to identify by a typical customer since they are non-review and contain unrelated ads and messages unrelated to the product. The latter, however, may contain sentimental reviews that may be positive or negative and, thus, problematic. The existence of such reviews is crucial for the customer and the business. This concept, in other words, is also called "Opinion Mining." It is a technique in Natural Language Processing to figure out the public's mood regarding a specific product, service, or company. However, considering the deceptiveness of these reviews, these fake reviews are being used to promote a business or spread rumors and harm the reputation of competing businesses. Since the purchase decision is firmly motivated by the reviews or ratings, a study shows that work has been concluded in detecting these fraudulent reviews, but spammers' demeanor is constantly developing. Spammers have been discreetly designing these fake reviews to camouflage their malevolent intentions. Many businesses appoint professionals to write inappropriate positive and negative reviews for financial gains. These are fabricated reviews that are intentionally written to seem authentic. Deceptive spam review is harmful to the repute of any product as it misleads the customer to make decisions. Somayeh et al. [19] came up with a lexical and syntactical feature technique using machine learning classifiers to detect spam or ham. The features include n-gram, Part of speech (POS) tagging, and LIWC (Linguistic Inquiry and Word Count). They took deceptive reviews from Amazon.com and truthful reviews from TripAdvisor.com. Their results showed 81% accuracy with Naïve Bayes (NB) classification algorithm and 70% with Sequential Minimal Optimization (SMO) using lexical features. Moreover, using syntactic features gave 76% and 69% accuracy using the same classifiers. At the same time, their combination gave 84% and 74% with NB and SMO. However, the results did not exceed 85%-furthermore, Rajamohana et al. [22] proposed a methodology for detecting opinion spam using features detection. They proposed an approach that deals with selecting subset features from many feature sets for the classifier to separate spam or ham. The two approaches utilized are cuckoo search, and hybrid improved binary particle swarm optimization (iBPSO), Naïve Bayes, and KNN classifiers that are helping in the classification process. These two approaches have been compared, and a hybrid search achieved a comparatively higher accuracy measure. However, this approach is solely dependent on feature selection. Moreover, Catal and Guldan [23] came up with supervised and unsupervised techniques to know by sight the spam review. There is a significant chance that spam reviewer is responsible for the content pollution in social media as many users have multiple login IDs. The researchers tackled that problem and utilized the most productive feature sets to structure their model. Semantic analysis is also unified in the detection process. In addition, some standard classifiers are applied on labeled datasets, and for unlabeled datasets, clustering is used after desired attributes. They worked with both labeled and unlabeled data along with a unigram model and achieved 86% results. Ott et al. [24] proposed a model to identify fraudulent consumer reviews using multiple classifiers in online shopping. The selected classification techniques were majority voted libLinear, libSVM, minimal sequential optimization, random forest, and J48. Then the evaluation was compared with other models, SVM technique with 5-fold cross-validation to get 86% was accuracy. Rout et al. [3] explained that how semi-supervised classifiers are used to detect online spam reviews using a dataset of hotel reviews. Dissimilar to other different kinds of spam [1], [3] it is demanding to recognize an unreal opinion as it is needed to understand the contextual meaning to know the nature of the review. Supervised learning is conventionally used to detect fake reviews, but it also has some restrictions, such as assurance of the quality of reviews in the training dataset. Secondly, to train the classifier, it can be challenging to obtain the data because of the diverse nature of the online reviews. The limitations mentioned above can be overcome using a semi-supervised learning approach by unifying three new dimensions to the domain of the feature as in POS feature, Linguistic and Word Count Feature, and Sentimental Content features to get more significant results. A dataset of both positive and negative reviews has been used. They, however, achieved an 83% f-score. He et al. [25] introduced the rumors model and applied the text mining technique, and extracted three notable characteristics of the content of reviews such as noun/verb ratio, important attribute word, and a specific quantifier. TripAdvisor dataset was used, and results showed that the unique vocabulary, specific quantifiers, and nouns it contains, the more valuable and truthful the review is. Moreover, the results showed 71.4% F-measure, 60% accuracy, 86% recall, and a fake evaluation value of 0.016952338. Meaning, higher the fake evaluation value, the more fake a review is. Deceptive opinions are more fictitious but sound real. People are hired by many businesses to write unjustified reviews about the products which are undistinguishable by the people. Therefore, Ott et al. [24] performed a test that gave the accuracy of 57.33% of three human judges, which made this research even more valid, significant, and pithy. However, it is hard to define the semantic perspective from the data. Significant donations of the paper are; firstly, to understand the semantic better, a document level review is represented. Secondly, multiple syntax features are used to make a feature combination to improve performance. Thirdly, domain-independent and domain migration experiments verify the SWNN and feature combination performance. Further, in the domain of neural networks, Goswami et al. [26] proposed a feature set by observing the user's social interaction behavior to recognize reviewer hoaxes. They used a neural network to analyze the feature set and compare it with other contemporary feature set in detecting spam. Features include the number of friends, followers, and number of times a user has provided enough room to form a relationship between opinion spam and social interaction behavior. Aside from neural networks, most scholars focused on supervised learning techniques. Therefore, Brar and Sharma [16] proposed an approach that is used to analyze the review and reviewer-centric feature to detect fake reviews using the supervised learning technique. It provided comparatively better results than completely unsupervised learning techniques, mostly graph-based methods. A publically available large-scale and standard data set from a review site Yelp.com [27] has been considered here and has given more significant results. Furthermore, in the supervised learning domain, Elmurngi and Gherbi [20] analyzed the online reviews for movies using Sentiment Analysis (SA) methods and text classification for the sake of recognizing fake reviews. The scholars presented the classification of the movies review as positive or negative by using machine learning (ML) methods. The comparison between five individual ML classifiers, Naïve Bayes (NB), SVM, KNN- IBK, K*, and DT-J48, for sentiment analysis is made using two datasets that include movie review datasets V1.0 and movie review dataset V2.0. Some researchers also focused on different factors in determining fake reviews, such as Arjun Mukharjee et al. [5] pay attention to fake reviewers groups instead of individual reviews; therefore, they came up with the frequent itemset mining method to identify the groups. Furthermore, they built a labeled dataset of the reviewers' group. The results showed that their methodology outperformed the standard classification techniques using the Amazon dataset. In order to determine negative reviews on crowdsourcing platforms, Parisa et al. [18] observed the behavior of the reviews on these sites and observed the behavior of the reviews given. They indicated clues on the detection process of such manipulating reviews that are fake yet hiding in plain sight. However, this approach is risky because it relies on observations that may or may not be accurate. On the other hand, Shebuti Rayana et al. [4] mainly focused on two methodologies, SP Eagle and Fraud Eagle, and did a comparison using utilized clues from metadata (timestamps, text, and rating) and relational data (networks) and created a model for the detection of suspicious behavior, products, and the users by using Yelp.com [27] dataset. Moreover, they derived SP Eagle light from SP Eagle, which is more efficient in computation and it utilizes a minimum set of feature reviews for efficient computations. The primary purpose was to bridge the relational data and metadata to improve the track-down process. Atefeh et al. [28] advised a robust spam review detection system to investigate suspicious time intervals of the online reviewers using time series by pattern recognition technique where the results show it to be a better, easy, and more straightforward approach as it gives an F-score of 86% as compared to others [28]. Komal and Sumit [29] described opinion spam and portrayed how it is a genuine concern these days. Since fuzzy logic deals with real-life uncertainties, a novel solution based on fuzzy modeling is proposed. Four fuzzy logic input linguistic variables are considered, and the spammer group's suspicious level is termed as Ultra, Mega, Immense, Highly, Moderate, Slightly, and feebly. A novel algorithm has been used that utilizes 81 rules of fuzzy logic and fuzzy Ranking Evaluation Algorithm (FREA) to refract the extent of the spam's suspiciousness. The datasets are used to satisfy the 3 V's of Big Data; hence Hadoop is used for the storage and analysis. The proposed algorithm further demonstrated using sample review's data sets and amazon data sets, achieving an accuracy of 80.77%. S.P.Rajamohana et al. [22] came up with a feature selection technique that was effective. It is called a cuckoo search in junction with harmony search. In contrast, Naïve Bayes is used to categorizing spam or ham. Evolutionary algorithms are used for feature selection, which can handle the high spatiality of the feature removing irrelevant, noisy features and considering the excellent feature selection to increase the processing rate and predictive accuracy. Yuming lin et al. [17] dealt with the detection of fake reviews in review sequence. They observed the characteristics of fake reviews that depend on the contents of the reviewer's behavior. They also introduced six times more sensitive features that include modeling the review content, the similarity of reviews on content, the similarity of reviews on a product and other products, modeling the frequency of the reviews made by the reviewers, repeatability measures, and frequency of the review. As a result, the identification of spam reviews was orderly and in high precision. Muhammad et al. [15] investigated the performance of the rule-based machine learning technique, which is a learning classifier system (LCS), in semantic analysis of Twitter messages, movie reviews, and spam detection from SMS and email data sets. The results showed that the proposed methods smoothed the learning process and gave better results in the experiments. Furthermore, Hamza Al Najadah et al. 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call me wrong, misguided, or faithless, but i never wanted anything for my daughter that went against god. i would give her to him freely knowing i was doing what he would want. so what is so wrong with thinking it is god's will? people say it all the time " see you tomorrow, god willing". it's a phrase we use not really thinking about it.

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oh veronica how i miss you so. i have been working on transferring these blog posts to a word document and re-reading all that i wrote when you were first placed on hospice has left me heavy hearted. i have racoon eyes from all the crying. of course, i've also had my distractions and your little blessings too.

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i knew if we did not get reggie back he would not survive the night. coyotes would surely eat him and if by miracle he was found, i didn't think he would be returned. i was slowly trying to imagine losing him. i screamed. i screamed at simon. what would possess him to let reggie out? as it turns out, the noise i heard at the door was not mitch, but simon. reggie was barking at a deer he had seen outside and simon wanted to let him "get him". in mitch's defense, he did not know what simon was up to because he was busy changing bridget's diaper. 

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i called reggie right away and that sweet puppy ran towards me. i even had to jump in front of mitch's car (he had just left the garage in search of him) to not run over reggie. i was so happy we found him. it could have been an awful night. but god and my veronica heard my prayer, it was an easy one to grant, and so it was. thank you both.

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