| Review_ID,Product_Category,Rating,Review_Text,Sentiment_Label,Review_Length_Chars,Date_Year,Reviewer_Location,Purchase_Verified,Upvotes | |
| R1001,Electronics,5,"Absolutely brilliant sound quality! Exceeded my expectations for the price point. Seamless Bluetooth connection.",Positive,102,2024,New York,True,25 | |
| R1002,Apparel,2,"The sizing chart was completely inaccurate. Ordered a large, fits like a small. Material feels cheap.",Negative,89,2024,Los Angeles,True,5 | |
| R1003,Home_Goods,4,"Good, sturdy coffee maker. Brews quickly but the carafe drips when pouring. Minor annoyance.",Mixed,105,2024,Chicago,True,12 | |
| R1004,Books,5,"A truly captivating and thought-provoking novel. Couldn't put it down. Highly recommend!",Positive,78,2023,Houston,True,35 | |
| R1005,Beauty,1,"Caused a terrible allergic reaction immediately after use. Zero stars if I could. Avoid this product.",Negative,85,2024,Phoenix,False,18 | |
| R1006,Electronics,3,"It's okay. The battery life is much shorter than advertised. Performance is decent otherwise.",Mixed,95,2023,Philadelphia,True,8 | |
| R1007,Apparel,5,"Perfect fit and super comfortable fabric. Arrived quickly and the color is exactly as pictured.",Positive,90,2024,San Antonio,True,40 | |
| R1008,Home_Goods,4,"Solid quality for the price. Assembly was a bit tricky but manageable with two people.",Positive,99,2024,San Diego,True,10 | |
| R1009,Books,2,"Very dry and technical. Hard to follow the concepts without prior expert knowledge. Disappointing.",Negative,108,2023,Dallas,False,3 | |
| R1010,Beauty,5,"My skin feels amazing! Noticeable difference after just one week. A new staple in my routine.",Positive,80,2024,San Jose,True,55 | |
| R1011,Electronics,4,"Great screen resolution. The touch response occasionally lags, which can be frustrating.",Mixed,101,2024,Austin,True,15 | |
| R1012,Apparel,3,"Color faded significantly after the first wash. Fit is good, but the dye quality is poor.",Negative,92,2023,Jacksonville,True,6 | |
| R1013,Home_Goods,5,"Absolutely love this piece! Looks elegant and functions perfectly. Worth every penny.",Positive,88,2024,Fort Worth,True,28 | |
| R1014,Books,4,"Interesting perspective, though the ending felt rushed and unsatisfying.",Mixed,97,2023,Columbus,True,11 | |
| R1015,Beauty,1,"Did absolutely nothing for my hair. Felt sticky and heavy. A waste of money.",Negative,75,2024,Charlotte,True,14 | |
| R1016,Electronics,5,"Unbelievable value! Crystal clear audio and durable build. Highly recommend this brand.",Positive,98,2024,Indianapolis,True,30 | |
| R1017,Apparel,2,"Seams started unraveling after two wears. Clearly not built to last. Poor stitching.",Negative,110,2024,Seattle,False,4 | |
| R1018,Home_Goods,3,"It serves its purpose, but the design is rather basic and uninspired.",Mixed,85,2023,Denver,True,7 | |
| R1019,Books,5,"Masterfully written historical fiction. I was completely immersed in the era.",Positive,94,2024,Washington,True,22 | |
| R1020,Beauty,4,"A good moisturizer, but the scent is overpowering. Would prefer an unscented option.",Mixed,106,2024,Boston,True,9 | |
| R1021,Electronics,1,"Stopped working after three days. Tried troubleshooting with no success. Returning.",Negative,70,2023,El Paso,True,19 | |
| R1022,Apparel,5,"The material is incredibly soft and luxurious. Fits true to size. My favorite new sweater.",Positive,96,2024,Nashville,True,38 | |
| R1023,Home_Goods,2,"Plastic parts broke almost immediately. Very flimsy construction. Do not buy.",Negative,83,2024,Detroit,False,2 | |
| R1024,Books,3,"Too many characters to keep track of. The plot was convoluted and hard to follow.",Mixed,112,2023,Memphis,True,13 | |
| R1025,Beauty,5,"The color payoff is fantastic! Long-lasting and doesn't smudge. Absolutely perfect.",Positive,81,2024,Portland,True,45 | |
| R1026,Electronics,4,"Fast processing speed. Only drawback is the limited port selection.",Mixed,93,2024,Oklahoma City,True,17 | |
| R1027,Apparel,1,"Received the wrong size and color. Customer service was unhelpful and slow to respond.",Negative,103,2023,Las Vegas,True,1 | |
| R1028,Home_Goods,5,"Transformed my living room! Easy to assemble and looks high-end. Highly recommend!",Positive,90,2024,Louisville,True,33 | |
| R1029,Books,2,"The author spent too much time on unnecessary descriptions. Pacing was sluggish.",Negative,115,2023,Baltimore,False,5 | |
| R1030,Beauty,4,"Works well, but the dispenser pump is defective and wastes product.",Mixed,87,2024,Milwaukee,True,16 | |
| R1031,Electronics,5,"Simply the best gadget I've bought all year. Intuitive interface and great battery.",Positive,100,2024,Albuquerque,True,29 |