diff --git a/.gitignore b/.gitignore
index 435a611..bc12551 100644
--- a/.gitignore
+++ b/.gitignore
@@ -3,3 +3,4 @@ env/*
 __pycache__
 BAK
 data/*
+config/mastodon-sink-s3-aws.json
diff --git a/README.md b/README.md
index fc15f01..ad66b1a 100644
--- a/README.md
+++ b/README.md
@@ -27,6 +27,8 @@ confluent-hub install confluentinc/kafka-connect-s3:10.3.0
 
 curl -X PUT -H  "Content-Type:application/json" localhost:8083/connectors/mastodon-sink-s3/config -d '@./config/mastodon-sink-s3.json'
 
+curl -X PUT -H  "Content-Type:application/json" localhost:8083/connectors/mastodon-sink-s3-aws/config -d '@./config/mastodon-sink-s3-aws.json'
+
 
 # DuckDB
 
@@ -34,6 +36,8 @@ duckdb --init duckdb/init.sql
 
 select *  FROM read_parquet('s3://mastodon/topics/mastodon-topic*');
 
+select 'epoch'::TIMESTAMP + INTERVAL 1675325510 seconds;
+
 
 # OLD Notes
 
diff --git a/avro/mastodon-topic-value.avsc b/avro/mastodon-topic-value.avsc
index 308a834..60ad009 100644
--- a/avro/mastodon-topic-value.avsc
+++ b/avro/mastodon-topic-value.avsc
@@ -14,6 +14,11 @@
             "logicalType": "date",
             "default" : "null" 
         },
+        {
+            "name": "created_at_str",
+            "type": "string",
+            "default": "unknown"
+        },
         {
             "name": "app",
             "type": "string",
diff --git a/config/mastodon-sink-s3.json b/config/mastodon-sink-s3.json
index 62c57bf..41ea297 100644
--- a/config/mastodon-sink-s3.json
+++ b/config/mastodon-sink-s3.json
@@ -3,7 +3,7 @@
     "connector.class": "io.confluent.connect.s3.S3SinkConnector",
     "topics": "mastodon-topic",
     "format.class": "io.confluent.connect.s3.format.parquet.ParquetFormat",
-    "flush.size": "1",
+    "flush.size": "1000",
     "s3.bucket.name": "mastodon",
     "aws.access.key.id": "minio",
     "aws.secret.access.key": "minio123",
diff --git a/duckdb/go.sql b/duckdb/go.sql
new file mode 100644
index 0000000..99f130d
--- /dev/null
+++ b/duckdb/go.sql
@@ -0,0 +1,33 @@
+-- .read duckdb/go.sql
+
+/*
+drop table if exists xx;
+
+create table xx as
+select m_id
+, created_at_str
+, created_at, ('EPOCH'::TIMESTAMP + INTERVAL (created_at::INT) seconds)::TIMESTAMPTZ  as created_tz
+, app
+, url
+, regexp_replace(regexp_replace(url, '^http[s]://', ''), '/.*$', '') as new_url
+, base_url
+, language
+, favourites
+, username
+, bot
+, tags
+, characters
+, mastodon_text
+FROM read_parquet('s3://mastodon/topics/mastodon-topic/partition=0/*');
+*/
+
+select date_part('day', created_tz) as created_day
+, date_part('hour', created_tz) as created_hour
+, count(*)
+from xx
+group by 1,2 
+order by 1,2
+;
+
+-- select username, bot, count(*) from xx group by 1,2 order by 3 desc;
+
diff --git a/mastodonlisten.py b/mastodonlisten.py
index 3a437ef..9081361 100644
--- a/mastodonlisten.py
+++ b/mastodonlisten.py
@@ -13,11 +13,7 @@ base_url = ''
 enable_kafka = False
 quiet = False
 watchdog = False
-
-if enable_kafka:
-    topic_name, producer = kafka_producer()
-else:
-    topic_name, producer = '' , ''
+topic_name, producer = '' , ''
 
 
 # Listener for Mastodon events
@@ -41,10 +37,13 @@ class Listener(mastodon.StreamListener):
         # attribute only available on local
         if hasattr(status, 'application'):
             app = status.application.get('name')
+
+        now_dt=datetime.datetime.now()
         
         value_dict = { 
             'm_id': status.id,
-            'created_at': int(datetime.datetime.now().strftime('%s')),
+            'created_at': int(now_dt.strftime('%s')),
+            'created_at_str': now_dt.strftime('%Y %m %d %H:%M:%S'),
             'app': app,
             'url': status.url,
             'base_url': base_url,  
@@ -98,6 +97,7 @@ def main():
     global enable_kafka
     global quiet
     global watchdog
+    global topic_name, producer
 
     parser = argparse.ArgumentParser(
         formatter_class=argparse.ArgumentDefaultsHelpFormatter)
@@ -137,8 +137,15 @@ def main():
 
     args = parser.parse_args()
 
+
     base_url=args.baseURL
     enable_kafka=args.enableKafka
+
+    if enable_kafka:
+        topic_name, producer = kafka_producer()
+
+        
+
     mastodon = Mastodon(api_base_url = base_url)
 
     if args.watchdog:
diff --git a/shell/go.sh b/shell/go.sh
index cc6ed8c..913d5ce 100755
--- a/shell/go.sh
+++ b/shell/go.sh
@@ -8,8 +8,8 @@ cd ${BASE}
 
 # while true; do echo Start; ${PY} mastodonlisten.py --enableKafka --public; sleep 30; done &
 
-while true; do echo Start; ${PY} mastodonlisten.py --baseURL https://mastodon.social       --enableKafka --public; sleep 30; done
-while true; do echo Start; ${PY} mastodonlisten.py --baseURL https://hachyderm.io          --enableKafka ; sleep 30; done
-while true; do echo Start; ${PY} mastodonlisten.py --baseURL https://mastodon.au/          --enableKafka ; sleep 30; done
-while true; do echo Start; ${PY} mastodonlisten.py --baseURL https://data-folks.masto.host --enableKafka ; sleep 30; done
+while true; do echo Start; ${PY} mastodonlisten.py --baseURL https://mastodon.social       --enableKafka --watchdog 30 --public; sleep 30; done
+while true; do echo Start; ${PY} mastodonlisten.py --baseURL https://hachyderm.io          --enableKafka --watchdog 30 ; sleep 30; done
+while true; do echo Start; ${PY} mastodonlisten.py --baseURL https://mastodon.au/          --enableKafka --watchdog 30 ; sleep 30; done
+while true; do echo Start; ${PY} mastodonlisten.py --baseURL https://data-folks.masto.host --enableKafka --watchdog 30 ; sleep 30; done
 
diff --git a/xx.parquet b/xx.parquet
new file mode 100644
index 0000000..efebce6
Binary files /dev/null and b/xx.parquet differ