diff --git a/scripts/data_collector/us_index/README.md b/scripts/data_collector/us_index/README.md
index 99a0a09c3..f8244491c 100644
--- a/scripts/data_collector/us_index/README.md
+++ b/scripts/data_collector/us_index/README.md
@@ -10,10 +10,10 @@ pip install -r requirements.txt
 
 ```bash
 # parse instruments, using in qlib/instruments.
-python collector.py --index_name SP500 --qlib_dir ~/.qlib/qlib_data/cn_data --method parse_instruments
+python collector.py --index_name SP500 --qlib_dir ~/.qlib/qlib_data/us_data --method parse_instruments
 
 # parse new companies
-python collector.py --index_name SP500 --qlib_dir ~/.qlib/qlib_data/cn_data --method save_new_companies
+python collector.py --index_name SP500 --qlib_dir ~/.qlib/qlib_data/us_data --method save_new_companies
 
 # index_name support: SP500, NASDAQ100, DJIA, SP400
 # help
diff --git a/scripts/data_collector/yahoo/README.md b/scripts/data_collector/yahoo/README.md
index ec233150c..b9fd9123c 100644
--- a/scripts/data_collector/yahoo/README.md
+++ b/scripts/data_collector/yahoo/README.md
@@ -48,7 +48,7 @@ python scripts/get_data.py qlib_data --target_dir ~/.qlib/qlib_data/qlib_cn_1d -
 import qlib
 from qlib.data import D
 
-qlib.init(provider_uri="~/.qlib/qlib_data/qlib_cn_1d", region="CN")
+qlib.init(provider_uri="~/.qlib/qlib_data/qlib_cn_1d", region="cn")
 df = D.features(D.instruments("all"), ["$close"], freq="day")
 ```
 
@@ -78,7 +78,7 @@ python scripts/get_data.py qlib_data --target_dir ~/.qlib/qlib_data/qlib_cn_1min
 import qlib
 from qlib.data import D
 
-qlib.init(provider_uri="~/.qlib/qlib_data/qlib_cn_1min", region="CN")
+qlib.init(provider_uri="~/.qlib/qlib_data/qlib_cn_1min", region="cn")
 df = D.features(D.instruments("all"), ["$close"], freq="1min")
 
 ```
@@ -97,7 +97,7 @@ python collector.py normalize_data --source_dir ~/.qlib/stock_data/source/us_1d
 
 # dump data
 cd qlib/scripts
-python dump_bin.py dump_all --csv_path ~/.qlib/stock_data/source/cn_1d_nor --qlib_dir ~/.qlib/stock_data/source/qlib_us_1d --freq day --exclude_fields date,adjclose,dividends,splits,symbol
+python dump_bin.py dump_all --csv_path ~/.qlib/stock_data/source/us_1d_nor --qlib_dir ~/.qlib/stock_data/source/qlib_us_1d --freq day --exclude_fields date,adjclose,dividends,splits,symbol
 ```
 
 #### 1d from qlib
@@ -113,7 +113,7 @@ python scripts/get_data.py qlib_data --target_dir ~/.qlib/qlib_data/qlib_us_1d -
 import qlib
 from qlib.data import D
 
-qlib.init(provider_uri="~/.qlib/qlib_data/qlib_us_1d", region="US")
+qlib.init(provider_uri="~/.qlib/qlib_data/qlib_us_1d", region="us")
 df = D.features(D.instruments("all"), ["$close"], freq="day")
 
 ```