--- a
+++ b/tools/data/hmdb51/download_annotations.sh
@@ -0,0 +1,22 @@
+#!/usr/bin/env bash
+
+set -e
+
+DATA_DIR="../../../data/hmdb51/annotations"
+
+if [[ ! -d "${DATA_DIR}" ]]; then
+  echo "${DATA_DIR} does not exist. Creating";
+  mkdir -p ${DATA_DIR}
+fi
+
+cd ${DATA_DIR}
+wget http://serre-lab.clps.brown.edu/wp-content/uploads/2013/10/test_train_splits.rar --no-check-certificate
+
+# sudo apt-get install unrar
+unrar x test_train_splits.rar
+rm test_train_splits.rar
+
+mv  testTrainMulti_7030_splits/*.txt ./
+rmdir testTrainMulti_7030_splits
+
+cd -