Temporal Event Sequences with Descriptions
Collection
A collection of real-world temporal event sequences from multiple domains with sequence descriptions generated by GPT-4o.
•
7 items
•
Updated
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] | The sequence of product reviews begins with a consistent focus on the "Books" category, with multiple reviews submitted in the initial weeks. After a sustained period of reviewing books, there is a shift towards the "Kindle Store" category, which starts to appear alongside the book reviews around the 10-week mark. The reviews for both categories continue to intersperse, with a noticeable clustering of "Kindle Store" reviews occurring in the later weeks. Overall, the trend shows a strong initial emphasis on books, followed by an increasing presence of Kindle Store reviews as time progresses. |
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] | The sequence of product reviews shows a consistent pattern of submissions primarily focused on the "Books" category, with the majority of reviews occurring within the first 23 weeks. There is a notable single entry for the "Kindle Store" at week 7. Overall, the reviews are clustered closely together, particularly in the early weeks, indicating a high frequency of activity during that period, followed by a gradual tapering off as time progresses. The reviews maintain a steady pace, predominantly featuring books throughout the entire timeline. |
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] | The sequence of product reviews shows a consistent focus on the "Books" category, with the majority of reviews submitted over a prolonged period. Most reviews occur in the early weeks, particularly within the first two weeks, and continue to be submitted regularly up to the 25-week mark. There is a brief instance of a review for the "Kindle Store" at around 1.29 weeks, but this is the only non-Books category noted. Overall, the reviews are clustered predominantly in the first half of the timeline, with fewer submissions occurring in the latter weeks. |
18 | 13 | 53 | [
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18 | 17 | 44 | [
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18 | 18 | 44 | [
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18 | 19 | 50 | [
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18 | 20 | 41 | [
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] | The sequence of product reviews shows a predominant focus on the "Books" category, with a significant number of reviews submitted consistently over the initial weeks. The first review of the "Kindle Store" category occurs around week 5, followed by additional reviews in that category at weeks 6, 15, and 22. There is a noticeable clustering of "Books" reviews, particularly in the early to mid-weeks, while "Kindle Store" reviews appear more sporadically and later in the timeline. Overall, the trend indicates a strong initial engagement with "Books," with intermittent reviews of the "Kindle Store" interspersed throughout the sequence. |
18 | 27 | 52 | [
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"Kindle Store",
"Home and Kitchen",
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] | The sequence of product reviews shows a predominant focus on the "Books" category, with multiple reviews submitted at various intervals, particularly concentrated in the early weeks. Other categories such as "Clothing Shoes and Jewelry," "Pet Supplies," "Office Products," and "Home and Kitchen" appear alongside the reviews for books, but they cluster primarily in the initial weeks and around the eighth week. The "Kindle Store" category starts to gain prominence after the seventh week and continues to receive attention, especially in the later weeks. Overall, the reviews trend towards a consistent engagement with books, while other categories are reviewed less frequently and more sporadically. |
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"Clothing Shoes and Jewelry",
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] | The sequence of product reviews begins with a diverse range of categories submitted all at once, indicating an initial burst of activity. Over time, reviews continue to cluster around specific categories, particularly in the first two weeks where multiple reviews for Home and Kitchen, Automotive, and Patio Lawn and Garden are noted. A noticeable gap occurs before a second wave of reviews emerges around week three, with a focus on Automotive and Home and Kitchen. The pattern shows a gradual decrease in frequency and a shift towards specific categories, such as Clothing Shoes and Jewelry and Tools and Home Improvement, later in the timeline. The final review appears significantly later, suggesting a long interval before the user returns to submit feedback in the Patio Lawn and Garden category. |
18 | 29 | 61 | [
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"Books",
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"Books"
] | The sequence of product reviews shows a predominant focus on the "Books" category, with a consistent pattern of reviews submitted over time. Most reviews occur within the first 18 weeks, with a notable cluster of "Books" reviews in the early weeks followed by a few reviews in the "Kindle Store" category around weeks 5.57, 7.57, 8.0, and 18.57. After week 18, the frequency of reviews continues to be high, primarily in the "Books" category, with intermittent reviews in the "Kindle Store" occurring at weeks 7.57, 8.0, and 22.57. Overall, the trend indicates a sustained interest in "Books" throughout the entire period, with occasional engagement with the "Kindle Store." |
18 | 30 | 63 | [
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] | The sequence of product reviews shows an initial burst of activity across various categories, with multiple reviews submitted simultaneously in the first few weeks. As time progresses, there is a noticeable clustering of reviews in the categories of Sports and Outdoors, Electronics, and Automotive, particularly around the 2 to 3-week mark. The reviews continue to be submitted in clusters, with a mix of categories appearing together, especially in the later weeks. Notably, there are several reviews for Clothing Shoes and Jewelry and Home and Kitchen that emerge later in the sequence, indicating a shift in focus as time goes on. |
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] | The sequence of product reviews shows a predominant focus on the "Books" category, with a consistent pattern of reviews submitted over time, particularly in the initial weeks. The first review in the "Kindle Store" category occurs around three and a half weeks in, followed by additional reviews in this category at later intervals. There are clusters of "Books" reviews throughout the timeline, especially in the early weeks, while "Kindle Store" reviews appear intermittently, suggesting a slight shift in focus at various points. The "Home and Kitchen" review appears later in the sequence, indicating a diversification in the review categories as time progresses. |
18 | 32 | 49 | [
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] | The sequence of product reviews shows a predominant focus on the "Books" category, with a significant number of reviews submitted consistently over time. The initial reviews are concentrated within the first few weeks, primarily in the Books category, followed by a few entries in the Kindle Store around the second week. After this, the user continues to submit a high volume of reviews in the Books category, with a noticeable clustering of reviews occurring throughout the sequence, particularly in the later weeks. The Kindle Store reviews are less frequent and appear only twice within the entire timeframe, indicating a strong preference for reviewing Books over other categories. |
18 | 34 | 62 | [
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] | The sequence of product reviews shows a consistent focus on the "Books" category, with reviews predominantly submitted over a span of weeks. The reviews begin at week zero and continue steadily, with a notable concentration of activity in the early weeks, particularly within the first 15 weeks. A single review for "Pet Supplies" occurs at week 15, but the trend quickly returns to "Books," which continues to dominate the review submissions throughout the timeline. Overall, the reviews are clustered closely together, indicating a sustained interest in books over time, with no significant gaps in activity until later weeks. |
18 | 36 | 40 | [
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] | The sequence of product reviews begins with a few categories submitted early on, specifically "Other" and "Home and Kitchen." As time progresses, there is a notable clustering of reviews in the Tools and Home Improvement category around the 6-week mark. A significant number of reviews are submitted around the 11 to 12-week period, covering a wide range of categories, including Electronics, Sports and Outdoors, and Home and Kitchen. In the later weeks, particularly around 19 to 24 weeks, there is a consistent pattern of reviews across multiple categories, with a continued focus on Home and Kitchen, Clothing Shoes and Jewelry, and Electronics, indicating sustained engagement with these product types over time. |
18 | 37 | 76 | [
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] | The sequence of product reviews shows a consistent focus on the "Books" category, with reviews primarily clustered within the first 25 weeks. The reviews for "Books" dominate the timeline, occurring frequently and consistently throughout the entire period. The "Kindle Store" reviews appear less frequently, with notable entries at around weeks 0.43, 15.29, and 25.29, suggesting they are interspersed among the predominantly "Books" reviews. Overall, the trend indicates a sustained engagement with books, with the occasional review of the Kindle Store occurring later in the sequence. |
18 | 38 | 46 | [
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] | The sequence of product reviews shows a strong emphasis on the "Books" category, with the majority of reviews consistently submitted over a prolonged period. Initially, there is a slight diversification with reviews for "Home and Kitchen" and "Toys and Games" appearing around the two-week mark, but these are quickly followed by a return to reviewing books. The reviews for books are densely clustered, particularly between weeks 1 and 24, indicating a sustained interest in this category throughout the entire timeline. Other categories appear infrequently and do not significantly disrupt the overall trend of reviewing books. |
18 | 39 | 40 | [
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] | The sequence of product reviews shows a strong initial focus on the "Books" category, with multiple reviews submitted within the first few weeks. A single review for "Grocery and Gourmet Food" appears around the 2-week mark, but the trend quickly returns to "Books," which continues to dominate the review submissions throughout the timeline. There is a notable clustering of reviews in the "Books" category, particularly in the early weeks and again in later weeks, with a consistent pattern of reviews occurring at regular intervals. The sequence includes a brief mention of the "Kindle Store" around the 15-week mark, but the overall trend remains heavily weighted towards "Books" throughout the entire period. |
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] | The sequence of product reviews shows a predominant focus on the "Books" category, with numerous reviews submitted consistently over time, particularly in the early weeks. Reviews for the "Kindle Store" category appear less frequently and are interspersed among the book reviews, often occurring after several weeks of book reviews. Notably, there are clusters of reviews for both categories, with the majority of "Books" reviews concentrated in the initial weeks, while "Kindle Store" reviews tend to emerge at intervals throughout the timeline. Overall, the pattern indicates a sustained interest in books, with occasional shifts to the Kindle Store at specific points. |
18 | 48 | 70 | [
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] | The sequence of product reviews begins with a diverse range of categories, including Sports and Outdoors and Arts Crafts and Sewing, occurring within the first week. As time progresses, there is a noticeable clustering of reviews in the Home and Kitchen category, particularly between weeks 1 and 5. Electronics and Tools and Home Improvement reviews appear more frequently in the later weeks, especially after week 10. Additionally, there is a trend of revisiting certain categories, such as Clothing Shoes and Jewelry and Pet Supplies, which appear multiple times throughout the sequence, indicating a recurring interest over time. |
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] | The sequence of product reviews shows a predominant focus on the "Books" category, with a consistent pattern of reviews submitted over time. The user begins by reviewing books in the initial weeks, with a few entries for the "Kindle Store" occurring around the 1.43-week mark. After the initial reviews, there is a notable cluster of book reviews that continues for several weeks, with sporadic entries for the Kindle Store at specific points. The review activity appears to maintain a steady pace, with a significant number of entries concentrated in the early and middle weeks, followed by a gradual tapering off as time progresses. |
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] | The sequence of product reviews predominantly features the "Books" category, with a consistent frequency of reviews submitted over time. Most reviews occur within the first 24 weeks, with a notable cluster of reviews concentrated in the initial weeks. The first instance of reviews for the "Kindle Store" appears around the 13-week mark, while "Home and Kitchen" reviews are introduced later, at around 17 weeks and again at 23 weeks. Overall, the majority of reviews are for books, with other categories appearing infrequently and later in the sequence. |
End of preview. Expand
in Dataset Viewer.
Amazon Review Description Dataset
This dataset contains Amazon reviews from January 1, 2018, to June 30, 2018. It includes 2,245 sequences with 127,054 events across 18 category types. The original data is available at Amazon Review Data with citation information provided on the page. The detailed data preprocessing steps used to create this dataset can be found in the TPP-LLM paper and TPP-LLM-Embedding paper.
If you find this dataset useful, we kindly invite you to cite the following papers:
@article{liu2024tppllmm,
title={TPP-LLM: Modeling Temporal Point Processes by Efficiently Fine-Tuning Large Language Models},
author={Liu, Zefang and Quan, Yinzhu},
journal={arXiv preprint arXiv:2410.02062},
year={2024}
}
@article{liu2024efficient,
title={Efficient Retrieval of Temporal Event Sequences from Textual Descriptions},
author={Liu, Zefang and Quan, Yinzhu},
journal={arXiv preprint arXiv:2410.14043},
year={2024}
}
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