--- a
+++ b/tools/data/kinetics/download_videos.sh
@@ -0,0 +1,22 @@
+#!/usr/bin/env bash
+
+# set up environment
+conda env create -f environment.yml
+source activate kinetics
+pip install --upgrade youtube-dl
+
+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}"
+ANNO_DIR="../../../data/${DATASET}/annotations"
+python download.py ${ANNO_DIR}/kinetics_train.csv ${DATA_DIR}/videos_train
+python download.py ${ANNO_DIR}/kinetics_val.csv ${DATA_DIR}/videos_val
+
+source deactivate kinetics
+conda remove -n kinetics --all