diff --git a/examples-python/01SparkRDD/README.md b/examples-python/01SparkRDD/README.md
new file mode 100644
index 0000000..4166288
--- /dev/null
+++ b/examples-python/01SparkRDD/README.md
@@ -0,0 +1,68 @@
+### 測試資料內容
+```
+a,123,456,789,11344,2142,123
+b,1234,124,1234,123,123
+c,123,4123,5435,1231,5345
+d,123,456,789,113,2142,143
+e,123,446,789,14,2142,113
+f,123,446,789,14,2142,1113,323
+```
+
+### Map 練習：
+* spark-hw01-map.py
+找出測試資料所有的英文字母，結果如下：
+```
+a
+b
+c
+d
+e
+f
+```
+
+### FlatMap 練習：
+* spark-hw02-flatmap.py
+找出測試資料所有以","切割的資料
+結果如下：
+```
+a
+123
+456
+789
+11344
+2142
+123
+…
+```
+
+### filter 練習:
+* spark-hw03-filter.py
+找出測試資料所有以123與456的資料，結果如下：
+```
+123
+456
+123
+1234
+1234
+…
+```
+
+### reduce練習:
+* spark-hw04-reduce.py
+找出測試資料所有英文字母,並用reduce將之append成一個字串，結果如下：
+```
+abcdef
+```
+
+### reduceByKey練習:
+* spark-hw05-reduceByKey.py
+找出測試資料所有英文字母,並用reduce將之append成一個字串，結果如下：
+```
+(d,1)
+(1113,1)
+(1231,1)
+(e,1)
+(14,2)
+(113,2)
+…
+```
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diff --git a/examples-python/01SparkRDD/spark-hw01-map.py b/examples-python/01SparkRDD/spark-hw01-map.py
new file mode 100644
index 0000000..7ce4899
--- /dev/null
+++ b/examples-python/01SparkRDD/spark-hw01-map.py
@@ -0,0 +1,8 @@
+
+
+from pyspark import SparkContext
+sc = SparkContext("local", "Simple App")
+textFile = sc.textFile("hdfs:/spark/hw/test.txt")
+
+numBs = textFile.map(lambda s: s.split(',')).map(lambda x:print(x[0])).collect()
+
diff --git a/examples-python/01SparkRDD/spark-hw02-flatmap.py b/examples-python/01SparkRDD/spark-hw02-flatmap.py
new file mode 100644
index 0000000..247af20
--- /dev/null
+++ b/examples-python/01SparkRDD/spark-hw02-flatmap.py
@@ -0,0 +1,6 @@
+
+
+from pyspark import SparkContext
+sc = SparkContext("local", "Simple App")
+textFile = sc.textFile("hdfs:/spark/hw/test.txt")
+numBs = textFile.flatMap(lambda s: s.split(',')).map(lambda s:print(s)).collect()
diff --git a/examples-python/01SparkRDD/spark-hw03-filter.py b/examples-python/01SparkRDD/spark-hw03-filter.py
new file mode 100644
index 0000000..09b9d86
--- /dev/null
+++ b/examples-python/01SparkRDD/spark-hw03-filter.py
@@ -0,0 +1,7 @@
+
+from pyspark import SparkContext
+sc = SparkContext("local", "Simple App")
+textFile = sc.textFile("hdfs:/spark/hw/test.txt")
+numBs = textFile.flatMap(lambda s: s.split(','))\
+	.filter(lambda line:"123"in line or "456" in line)\
+	.map(lambda w:print(w)).collect()
diff --git a/examples-python/01SparkRDD/spark-hw04-reduce.py b/examples-python/01SparkRDD/spark-hw04-reduce.py
new file mode 100644
index 0000000..855d43d
--- /dev/null
+++ b/examples-python/01SparkRDD/spark-hw04-reduce.py
@@ -0,0 +1,9 @@
+
+from pyspark import SparkContext
+sc = SparkContext("local", "Simple App")
+textFile = sc.textFile("hdfs:/spark/hw/test.txt")
+numBs = textFile.map(lambda s: s.split(','))\
+	.map(lambda w:w[0])\
+	.reduce(lambda a, b:a + b)
+print(numBs)
+
diff --git a/examples-python/01SparkRDD/spark-hw05-reduceByKey.py b/examples-python/01SparkRDD/spark-hw05-reduceByKey.py
new file mode 100644
index 0000000..fe2f54f
--- /dev/null
+++ b/examples-python/01SparkRDD/spark-hw05-reduceByKey.py
@@ -0,0 +1,11 @@
+
+
+from operator import add
+from pyspark import SparkContext
+sc = SparkContext("local", "Simple App")
+textFile = sc.textFile("hdfs:/spark/hw/test.txt")
+numBs = textFile.flatMap(lambda s: s.split(','))\
+	.map(lambda b: (b,1))\
+	.reduceByKey(add)\
+	.collect()
+print(numBs)
diff --git a/examples-python/README.md b/examples-python/README.md
index 583287c..7320492 100644
--- a/examples-python/README.md
+++ b/examples-python/README.md
@@ -1,2 +1,23 @@
 # Spark examples for Python
 這邊將針對使用 Python 來進行 Spark 巨量資料處理的應用程式開發。
+
+
+
+
+### 上傳檔案到 HDFS
+Spark API Example 採用以下測試資料來完成操作，可以透過 vim 或 nano 新增：
+```txt
+$ vim test.txt
+# test data
+a,123,456,789,11344,2142,123
+b,1234,124,1234,123,123
+c,123,4123,5435,1231,5345
+d,123,456,789,113,2142,143
+e,123,446,789,14,2142,113
+f,123,446,789,14,2142,1113,323
+```
+新增完成後，上傳至 HDFS 或者 OpenStack Swift 上，以下為 HDFS 範例：
+```sh
+$ hadoop fs -mkdir -p /spark/hw
+$ hadoop fs -put test.txt /spark/hw
+```
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