diff --git a/labs/data_generator/generator_new.py b/labs/data_generator/generator_new.py
index 5091fd6..daf61ac 100644
--- a/labs/data_generator/generator_new.py
+++ b/labs/data_generator/generator_new.py
@@ -33,25 +33,16 @@ class KinesisProducer:
 
     def produce(self, events, data_stream):
         """
-        A simple wrapper for put record
-        :param event:
-        :param key:
+        EDITED FUNCTION FOR put_records
+        :param events:
         :param data_stream:
-        :return:
         """
 
-        # adding a new line at the end to produce JSON lines
-        # (otherwise we would need to pre-process those records in Firehose
-        # invoking a Lambda to add those new lines).Every message is a dumped json with \n
-
-        #tran_id = event["trans_id"]
-       # payload = (json.dumps(event) + '\n').encode('utf-8')
-
         attempt = 1
-        logger.info(events)
+
         while attempt < self.max_retry_attempt:
             try:
-                response = self.client.put_records(Records=events, StreamName=data_stream)
+                response = self.client.put_records(Records=events, StreamName=data_stream) # IMPLEMENTED put_records FUNCTION
                 logger.info('Succesfully sended')
                 
                 return response
@@ -97,7 +88,7 @@ def produce_data(kinesis_data_stream, messages_per_sec, input_file, single_run):
 
     with open(input_file) as csv_file:
         
-        events = []
+        events = [] # SINGLE LIST OF EVENTS FOR put_records FUNCTION
         
         reader = csv.DictReader(csv_file, delimiter=',')
         all_rows = list(reader)
@@ -119,16 +110,16 @@ def produce_data(kinesis_data_stream, messages_per_sec, input_file, single_run):
                 time.sleep(time_delta / messages_per_sec)
 
             event, key = prepare_event(row)
-       #     event_prepared = str(event)
-            data_for_event = {'Data':str(event), 'PartitionKey':key}
-            events.append(data_for_event)
+            prepared_event = (json.dumps(event) + '\n').encode('utf-8') # PREPARE EVENT - ADD NEW LINE
+            prepared_event_for_put_records = {'Data':prepared_event, 'PartitionKey':key} # STRUCTURE REQUIRED FOR put_records
+            events.append(prepared_event_for_put_records)
             events_cnt+=1
-            print(events_cnt)
-            if events_cnt == 10:
-                kp.produce(events, kinesis_data_stream)
-                events = []
+
+            if events_cnt == 10: # 10 EVENTS PER BATCH
+                kp.produce(events, kinesis_data_stream) 
+                events = [] 
                 events_cnt=0
-                time.sleep(1)
+                time.sleep(2) # FOR EASIER CHECK FILES IN S3
         if single_run:
             break
         replay_cnt += 1
diff --git a/labs/terraform/terraform.tfstate b/labs/terraform/terraform.tfstate
index d153378..6a67cdd 100644
--- a/labs/terraform/terraform.tfstate
+++ b/labs/terraform/terraform.tfstate
@@ -1,7 +1,7 @@
 {
   "version": 4,
   "terraform_version": "1.8.1",
-  "serial": 43,
+  "serial": 55,
   "lineage": "a77aaaba-b4f8-6adb-0387-8f0b98d722c2",
   "outputs": {},
   "resources": [
diff --git a/labs/terraform/terraform.tfstate.backup b/labs/terraform/terraform.tfstate.backup
index 3e3b299..f3818e2 100644
--- a/labs/terraform/terraform.tfstate.backup
+++ b/labs/terraform/terraform.tfstate.backup
@@ -1,7 +1,7 @@
 {
   "version": 4,
   "terraform_version": "1.8.1",
-  "serial": 37,
+  "serial": 49,
   "lineage": "a77aaaba-b4f8-6adb-0387-8f0b98d722c2",
   "outputs": {},
   "resources": [],