PsyProxy
Datasets·Customer reviews·05__whole_disney_dataset__rating

Disneyland Reviews — Star Rating

Disneyland Reviews is a public TripAdvisor corpus (Kaggle, Chillar Anand) of 42,656 guest reviews across three Disneyland branches (Paris, California, Hong Kong). The reviews predominantly discuss a range of experiences related to visiting the park, highlighting both positive and negative aspects. Common topics include the variety of rides available, with many noting the appeal for children and families, as well as the enjoyment of parades and fireworks that contribute to the overall atmosphere. Complaints frequently arise regarding long wait times for attractions and the high cost of food and souvenirs , which some reviewers feel detracts from the experience. Additionally, the cleanliness of the park and the friendliness of the staff are often praised, though some visitors express concerns about overcrowding, especially during peak seasons. Overall, the reviews reflect a mix of nostalgia and practical advice for navigating the park effectively. [Summary on 50 random texts by ChatGPT 4o Mini].

Distribution of 1-5 star rating
1
2
3
4
5
1,499 at floor23,146 at ceiling
42,656
items
7,496
holdout n
1-5 star rating
target
Continuous
kind
26
systems compared
Criterion validity

Reported holdout systems from the verified card

Continuous regression uses as the task-primary metric. Secondary columns keep the companion metrics visible so binary, ordinal, regression, and multiclass cards are not compared through one flattened score.

Source podium · · 10 families
Gold
PsyProxy
0.604
Silver
Topic models
0.579
Bronze
OpenAI (Rathje)
0.344
Model-family mix
PsyProxy · 4OpenAI / LLM · 3Lexicon · 2Topic model · 2Baseline · 15
SystemFamilyVariantRMSEMAEPrimary scale
psyproxyPsyProxy — Behavioral Sciences Lens v0.5 · 1000d
PsyProxypermissive0.6040.670.51
psyproxyPsyProxy — Social Economics Lens v0.5 · 1000d
PsyProxypermissive0.6030.670.51
psyproxyPsyProxy — Technology Lens v0.5 · 800d
PsyProxypermissive0.6010.670.51
psyproxyPsyProxy — Health Lens v0.9 · 1100d
PsyProxypermissive0.5920.680.51
llmOpenAI Model gpt-4.1-nano
OpenAI / LLMpermissive0.3380.870.65
llmOpenAI Model gpt-5-nano
OpenAI / LLMpermissive0.2920.900.68
lexValence Aware Dictionary and sEntiment Reasoner (VADER)
Lexiconpermissive0.2760.900.70
lexLinguistic Inquiry and Word Count (LIWC)
Lexiconpermissive0.2760.900.70
topicHierarchical Dirichlet Process (tomotopy HDP)
Topic modelpermissive0.2490.920.72
llmOpenAI Model gpt-4o-mini
OpenAI / LLMpermissive0.2100.940.73
baselineTool for the Automatic Analysis of Lexical Sophistication (TAALES)
Baselinepermissive0.1181.000.78
baselineTextDescriptives
Baselinepermissive0.1111.000.78
baselineTool for the Automatic Analysis of Syntactic Sophistication and Complexity (TAASSC)
Baselinepermissive0.1071.000.78
baselineEmpath
Baselinepermissive0.0931.010.80
baselineTool for the Automatic Analysis of Cohesion (TAACO)
Baselinepermissive0.0691.030.81
topicBERTopic
Topic modelpermissive0.0501.040.81
baselineAmazon Video-Games reviews ordinal · via best lens
Baselinepermissive
baselineAmazon Video-Games reviews continuous · via best lens
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baselineIMDB movie reviews (ACL) binary · via best lens
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baselineDouban movie reviews (Chinese) ordinal · via best lens
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baselineSentiment140 tweets binary · via best lens
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baselineDruglib drug reviews regression · via best lens
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baselineAmazon Video-Games reviews binary · via best lens
Baselinepermissive
baselineDruglib drug reviews ordinal · via best lens
Baselinepermissive
baselineLIAR fact-check statements ordinal · via best lens
Baselinepermissive
baselineDisneyland TripAdvisor reviews binary · via best lens
Baselinepermissive