diff --git a/README.md b/README.md
index b20c75f9..bb1815c0 100644
--- a/README.md
+++ b/README.md
@@ -1,10 +1,8 @@
 # Deep Speech 2 on PaddlePaddle
 
-## Quick Start
+## Installation
 
-### Installation
-
-Please replace `$PADDLE_INSTALL_DIR` with your paddle installation directory.
+Please replace `$PADDLE_INSTALL_DIR` with your own paddle installation directory.
 
 ```
 pip install -r requirements.txt
@@ -13,7 +11,9 @@ export LD_LIBRARY_PATH=$PADDLE_INSTALL_DIR/Paddle/third_party/install/warpctc/li
 
 For some machines, we also need to install libsndfile1. Details to be added.
 
-### Preparing Dataset(s)
+## Usage
+
+### Preparing Data
 
 ```
 cd data
diff --git a/data/librispeech.py b/data/librispeech.py
index 676bbec5..838fee59 100644
--- a/data/librispeech.py
+++ b/data/librispeech.py
@@ -15,7 +15,7 @@ import argparse
 import soundfile
 import json
 
-DATA_HOME = os.path.expanduser('~/.cache2/paddle/dataset/speech')
+DATA_HOME = os.path.expanduser('~/.cache/paddle/dataset/speech')
 
 URL_ROOT = "http://www.openslr.org/resources/12"
 URL_TEST_CLEAN = URL_ROOT + "/test-clean.tar.gz"
@@ -30,7 +30,7 @@ MD5_TEST_CLEAN = "32fa31d27d2e1cad72775fee3f4849a9"
 MD5_DEV_CLEAN = "42e2234ba48799c1f50f24a7926300a1"
 MD5_TRAIN_CLEAN_100 = "2a93770f6d5c6c964bc36631d331a522"
 MD5_TRAIN_CLEAN_360 = "c0e676e450a7ff2f54aeade5171606fa"
-MD5_TRAIN_CLEAN_500 = "d1a0fd59409feb2c614ce4d30c387708"
+MD5_TRAIN_OTHER_500 = "d1a0fd59409feb2c614ce4d30c387708"
 
 parser = argparse.ArgumentParser(
     description='Downloads and prepare LibriSpeech dataset.')