Data from: Why facts matter: incomplete evidence and probabilistic induction triggered taxonomic inflation in Cathaica land snails from China (Eupulmonata, Camaenidae)

Taxonomic decisions are critically dependent on the reliability of the analyzed characters. However, when character conflicts arise, such as discrepancies between shell morphology and molecular data, relying solely on prior assumptions about the systematic significance of characters and taxa can lead to erroneous conclusions. This is because inductive reasoning, unlike deduction, produces probabilistic rather than definitive conclusions. The uncertainty inherent in induction stems from the incompleteness of our observations; thus, using a partial or selective dataset increases the likelihood of error.To address this issue, we conducted a case study using the genus Cathaica. First, we reconstructed molecular phylogenies based on all available published datasets. Next, we performed discrete and continuous character optimizations to identify apomorphic characters. Finally, we explored the correlation between molecular distances and shell morphological distances. Our character optimization revealed that shell characters are highly variable and often discordant with molecular data, whereas discrete genital characters exhibit stronger congruence with phylogenetic relationships. Notably, molecular distances were not significantly correlated with shell landmark Euclidean distances, underscoring the mismatch between genetic and shell-based evidence.Based on these findings, we propose that C. zhangcunxiangi, C. wangjiaxunae, and C. sculptilis are synonyms of C. fasciola, and C. mengi is a synonym of C. pyrrhozona. This study emphasizes that relying solely on partial datasets or untested characters, without considering the probabilistic nature of non-deductive inference, can lead to misleading taxonomic interpretations. Why facts matter: incomplete evidence and probabilistic induction triggered taxonomic inflation in Cathaica land snails from China (Eupulmonata, Camaenidae)Folder structure shows as follow. . ├── 01_phylo │ ├── BI │ ├── fasta │ ├── ML │ ├── model │ └── MP ├── 02_char │ ├── gen │ ├── landmark │ └── shell └── 03_distance ├── map └── plot 01_phylo01_phylo contains fasta files, model selection files and phylogenetics files.fasta folder contains all the sequence files in fasta format.model folder contains model selection results for different datasets.It contains subfolders for different phylogenetic methods and related files, BI, ML, MP.02_char02_char contains character optimization files.gen contains discrete genital character optimiztion files.landmark contains the original landmark and the procrustes fit landmark files and related scripts.shell contains the shell landmark optimization files.03_distancemap contains the landmark distance mapping files and related scripts.plot contains the plot of morphological and molecular distance and related scripts.