--- a
+++ b/tools/data/kinetics/download_annotations.sh
@@ -0,0 +1,26 @@
+#!/usr/bin/env bash
+
+DATASET=$1
+if [ "$DATASET" == "kinetics400" ] || [ "$1" == "kinetics600" ] || [ "$1" == "kinetics700" ]; then
+        echo "We are processing $DATASET"
+else
+        echo "Bad Argument, we only support kinetics400, kinetics600 or kinetics700"
+        exit 0
+fi
+
+DATA_DIR="../../../data/${DATASET}/annotations"
+
+if [[ ! -d "${DATA_DIR}" ]]; then
+  echo "${DATA_DIR} does not exist. Creating";
+  mkdir -p ${DATA_DIR}
+fi
+
+wget https://storage.googleapis.com/deepmind-media/Datasets/${DATASET}.tar.gz
+
+tar -zxvf ${DATASET}.tar.gz --strip-components 1 -C ${DATA_DIR}/
+mv ${DATA_DIR}/train.csv ${DATA_DIR}/kinetics_train.csv
+mv ${DATA_DIR}/validate.csv ${DATA_DIR}/kinetics_val.csv
+mv ${DATA_DIR}/test.csv ${DATA_DIR}/kinetics_test.csv
+
+rm ${DATASET}.tar.gz
+rm ${DATA_DIR}/*.json