@@ -33,41 +33,43 @@ Create an AWS Lambda function using the Client API (low-level) of Boto 3.
3333
3434 Setting your credentials for use by the AWS SDK for Java can be done in a number of ways, but here are the recommended approaches:
3535
36-  *  The default credential profiles file
36+  *  The default credential profiles file. 
3737
3838 Set credentials in the AWS credentials profile file on your local system, located at:
3939
40-  ` ~/.aws/credentials `  on Linux, macOS, or Unix
40+  *   ` ~/.aws/credentials `  on Linux, macOS, or Unix. 
4141
42-  ` C:\Users\USERNAME\.aws\credentials `  on Windows
42+  *   ` C:\Users\USERNAME\.aws\credentials `  on Windows. 
4343
4444 This file should contain lines in the following format:
4545
4646 ``` bash 
4747 [default]
48-  aws_access_key_id = < your_access_key_id > 
49-  aws_secret_access_key = < your_secret_access_key > 
48+  aws_access_key_id = < YOUR_ACCESS_KEY_ID > 
49+  aws_secret_access_key = < YOUR_SECRET_ACCESS_KEY > 
5050 ```
51-  Substitute your own AWS credentials values  for   the values ` < your_access_key_id > ` ` < your_secret_access_key > ` 
51+  Replace  the values of  ` < YOUR_ACCESS_KEY_ID > ` ` < YOUR_SECRET_ACCESS_KEY > `  by your AWS credentials .
5252
53-  *  Environment variables ` AWS_ACCESS_KEY_ID` ` AWS_SECRET_ACCESS_KEY` 
53+  *  Environment variables ` AWS_ACCESS_KEY_ID` ` AWS_SECRET_ACCESS_KEY` . 
5454
5555 Set the ` AWS_ACCESS_KEY_ID` ` AWS_SECRET_ACCESS_KEY` 
5656
5757 To set  these variables on Linux, macOS, or Unix, use ` export` 
5858
5959 ` ` ` bash
60-  export  AWS_ACCESS_KEY_ID=< your_access_key_id >  
61-  export  AWS_SECRET_ACCESS_KEY=< your_secret_access_key >  
60+  export  AWS_ACCESS_KEY_ID=< YOUR_ACCESS_KEY_ID >  
61+  export  AWS_SECRET_ACCESS_KEY=< YOUR_SECRET_ACCESS_KEY >  
6262 ` ` `  
6363
6464 To set  these variables on Windows, use ` set` 
6565
6666 ` ` ` bash
67-  set  AWS_ACCESS_KEY_ID=< your_access_key_id >  
68-  set  AWS_SECRET_ACCESS_KEY=< your_secret_access_key >  
67+  set  AWS_ACCESS_KEY_ID=< YOUR_ACCESS_KEY_ID >  
68+  set  AWS_SECRET_ACCESS_KEY=< YOUR_SECRET_ACCESS_KEY >  
6969 ` ` `  
7070
71+  Replace the values of ` < YOUR_ACCESS_KEY_ID> ` ` < YOUR_SECRET_ACCESS_KEY> ` 
72+ 
7173*  You need a ` .py` function  is  located.
7274
7375 You can use the code obtained from the AWS Lambda Function Hello World JSON Java example: [awslambdahellojson](/awslambdahellojson).
@@ -80,17 +82,17 @@ Create an AWS Lambda function using the Client API (low-level) of Boto 3.
8082
8183*  Run the code.
8284
83-  You must provide 4 parameters:
85+  You must provide 4 parameters, replace the values of :
8486
85-  *  ` < FUNCTION_NAME> ` =  Lambda function  name 
86-  *  ` < FUNCTION_FILE> ` = The  path to the ` .py` function  is  located
87-  *  ` < FUNCTION_ROLE> ` = The  role ARN that has Lambda permissions
88-  *  ` < FUNCTION_HANDLER> ` = The  fully qualifed method name (Ex: lambda_function.lambda_handler)
87+  *  ` < FUNCTION_NAME> ` by  Lambda function  name.  
88+  *  ` < FUNCTION_FILE> ` by  path to the ` .py` function  is  located. 
89+  *  ` < FUNCTION_ROLE> ` by  role ARN that has Lambda permissions. 
90+  *  ` < FUNCTION_HANDLER> ` by  fully qualifed method name (Ex: lambda_function.lambda_handler). 
8991
9092 Run application:
9193
9294 ` ` ` bash
93-  python lambdacreate.py lambda-name lambda-file lambda-role lambda-handler  
95+  python lambdacreate.py < FUNCTION_NAME >   < FUNCTION_FILE >   < FUNCTION_ROLE >   < FUNCTION_HANDLER >  
9496 ` ` `  
9597
9698 You must use as a function  role  the ARN.
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