Name: Embeddings Actuarial Loss Competition
Creator: Kaggle
License: https://creativecommons.org/publicdomain/zero/1.0/

About this Dataset

Embeddings Actuarial Loss Competition

Context

In the actuarial loss competition, we are provided with text data describing accident context and injury type.

Content

This is the first 20 components of a PCA performed on sentence embeddings of the claim descriptions. It is the concatenation of train and test data.

Acknowledgements

The embeddings were obtained with paraphrase distil roberta from sentence-transformers : https://github.com/UKPLab/sentence-transformers.

Inspiration

How can these embeddings explain the claim cost, and help predict it ?

Tables

Embeddings Test 20

@kaggle.louise2001_embeddings_actuarial_loss_competition.embeddings_test_20

4.82 MB
36,000 rows
20 columns

CREATE TABLE embeddings_test_20 (
  "x_0" DOUBLE,
  "x_1" DOUBLE,
  "x_2" DOUBLE,
  "x_3" DOUBLE,
  "x_4" DOUBLE,
  "x_5" DOUBLE,
  "x_6" DOUBLE,
  "x_7" DOUBLE,
  "x_8" DOUBLE,
  "x_9" DOUBLE,
  "x_10" DOUBLE,
  "x_11" DOUBLE,
  "x_12" DOUBLE,
  "x_13" DOUBLE,
  "x_14" DOUBLE,
  "x_15" DOUBLE,
  "x_16" DOUBLE,
  "x_17" DOUBLE,
  "x_18" DOUBLE,
  "x_19" DOUBLE
);

Embeddings Train 20

@kaggle.louise2001_embeddings_actuarial_loss_competition.embeddings_train_20

6.85 MB
54,000 rows
20 columns

CREATE TABLE embeddings_train_20 (
  "x_0" DOUBLE,
  "x_1" DOUBLE,
  "x_2" DOUBLE,
  "x_3" DOUBLE,
  "x_4" DOUBLE,
  "x_5" DOUBLE,
  "x_6" DOUBLE,
  "x_7" DOUBLE,
  "x_8" DOUBLE,
  "x_9" DOUBLE,
  "x_10" DOUBLE,
  "x_11" DOUBLE,
  "x_12" DOUBLE,
  "x_13" DOUBLE,
  "x_14" DOUBLE,
  "x_15" DOUBLE,
  "x_16" DOUBLE,
  "x_17" DOUBLE,
  "x_18" DOUBLE,
  "x_19" DOUBLE
);