Figures & data
![](/cms/asset/d97863e4-81f1-4d5a-b265-29cd1db39508/tmrl_a_1863876_uf0001_oc.jpg)
Figure 1. Distribution of TC. (a) Histogram of TC for 1749 FM materials in the database. (b) Distribution of the elements for compounds in the FM database.
![Figure 1. Distribution of TC. (a) Histogram of TC for 1749 FM materials in the database. (b) Distribution of the elements for compounds in the FM database.](/cms/asset/ae8c6efb-6374-4d21-9cae-1d4a21fe9c94/tmrl_a_1863876_f0001_oc.jpg)
Figure 2. Performance of the classification model. (a): Confusion matrix of FM and AFM classification test set (b): Line graph represents the accuracy, precision, recall and F1 score of the 10-folder cross validation of classification data, and the pie chart denotes the most important features in classification model (cf. Supplementary for detailed explanation).
![Figure 2. Performance of the classification model. (a): Confusion matrix of FM and AFM classification test set (b): Line graph represents the accuracy, precision, recall and F1 score of the 10-folder cross validation of classification data, and the pie chart denotes the most important features in classification model (cf. Supplementary for detailed explanation).](/cms/asset/2fbe9573-bfe4-45b2-a62d-b34b04ecd8c1/tmrl_a_1863876_f0002_oc.jpg)
Figure 3. Regression model performance and feature importance. (a) Predicted vs. experimental TC for test set. (b) Line graph represents the MAE and R2 score of the 10-folder cross validation of our database, and the pie chart denotes the most important features in two-step regression model (cf. Supplementary for detailed explanation).
![Figure 3. Regression model performance and feature importance. (a) Predicted vs. experimental TC for test set. (b) Line graph represents the MAE and R2 score of the 10-folder cross validation of our database, and the pie chart denotes the most important features in two-step regression model (cf. Supplementary for detailed explanation).](/cms/asset/b89abda4-cd8b-4136-b03e-6fd77bc57c64/tmrl_a_1863876_f0003_oc.jpg)
Supplemental Material
Download MS Word (7.2 MB)Data availability statement
The data that support the findings of this study are available from the corresponding author upon reasonable request.