diff --git a/docker/docker-compose-w2.yml b/docker/docker-compose-w2.yml
index 0770a68..01c30c8 100644
--- a/docker/docker-compose-w2.yml
+++ b/docker/docker-compose-w2.yml
@@ -6,7 +6,7 @@ services:
     environment:
       - discovery.type=single-node
       - http.max_content_length=1000mb
-      - "OPENSEARCH_JAVA_OPTS=-Xms1G -Xmx1G"
+      - "OPENSEARCH_JAVA_OPTS=-Xms2G -Xmx2G"
       # Avoid creating security-auditlog index, since that results in unallocated shards on a single node setup.
       # This will send security audit events to stdout instead https://opensearch.org/docs/latest/security/audit-logs/storage-types/
       - plugins.security.audit.type=debug
@@ -24,8 +24,8 @@ services:
     deploy:
       resources:
         limits:
-          cpus: '1'
-          memory: 2GB
+          cpus: '4'
+          memory: 8GB
   opensearch-dashboards:
     image: opensearchproject/opensearch-dashboards:2.6.0
     container_name: opensearch-dashboards
diff --git a/week2/project results/Screen Shot 2023-05-06 at 17.58.33.png b/week2/project results/Screen Shot 2023-05-06 at 17.58.33.png
new file mode 100644
index 0000000..28de109
Binary files /dev/null and b/week2/project results/Screen Shot 2023-05-06 at 17.58.33.png differ
diff --git a/week2/project results/Screen Shot 2023-05-06 at 17.58.47.png b/week2/project results/Screen Shot 2023-05-06 at 17.58.47.png
new file mode 100644
index 0000000..71c9ad8
Binary files /dev/null and b/week2/project results/Screen Shot 2023-05-06 at 17.58.47.png differ
diff --git a/week2/project results/Screen Shot 2023-05-06 at 17.59.02.png b/week2/project results/Screen Shot 2023-05-06 at 17.59.02.png
new file mode 100644
index 0000000..edc34d2
Binary files /dev/null and b/week2/project results/Screen Shot 2023-05-06 at 17.59.02.png differ
diff --git a/week2/project results/Screen Shot 2023-05-06 at 17.59.13.png b/week2/project results/Screen Shot 2023-05-06 at 17.59.13.png
new file mode 100644
index 0000000..d6052f6
Binary files /dev/null and b/week2/project results/Screen Shot 2023-05-06 at 17.59.13.png differ
diff --git a/week2/project results/Screen Shot 2023-05-06 at 17.59.22.png b/week2/project results/Screen Shot 2023-05-06 at 17.59.22.png
new file mode 100644
index 0000000..aa09d18
Binary files /dev/null and b/week2/project results/Screen Shot 2023-05-06 at 17.59.22.png differ
diff --git a/week2/project results/Screen Shot 2023-05-06 at 17.59.29.png b/week2/project results/Screen Shot 2023-05-06 at 17.59.29.png
new file mode 100644
index 0000000..0e32953
Binary files /dev/null and b/week2/project results/Screen Shot 2023-05-06 at 17.59.29.png differ
diff --git a/week2/project results/Screen Shot 2023-05-06 at 17.59.37.png b/week2/project results/Screen Shot 2023-05-06 at 17.59.37.png
new file mode 100644
index 0000000..d73e9ad
Binary files /dev/null and b/week2/project results/Screen Shot 2023-05-06 at 17.59.37.png differ
diff --git a/week2/project results/Screen Shot 2023-05-06 at 17.59.45.png b/week2/project results/Screen Shot 2023-05-06 at 17.59.45.png
new file mode 100644
index 0000000..f1b2854
Binary files /dev/null and b/week2/project results/Screen Shot 2023-05-06 at 17.59.45.png differ
diff --git a/week2/project results/Screen Shot 2023-05-06 at 17.59.55.png b/week2/project results/Screen Shot 2023-05-06 at 17.59.55.png
new file mode 100644
index 0000000..1fa88da
Binary files /dev/null and b/week2/project results/Screen Shot 2023-05-06 at 17.59.55.png differ
diff --git a/week2/project results/results.txt b/week2/project results/results.txt
new file mode 100644
index 0000000..31ca4f8
--- /dev/null
+++ b/week2/project results/results.txt	
@@ -0,0 +1,39 @@
+Week 2
+
+Level 1
+curl -k -X PUT -u admin:admin "https://localhost:9200/bbuy_products" -H 'Content-Type: application/json' -d @week1/bbuy_products.json
+
+python week2/index.py -s /workspace/datasets/product_data/products -w 16 -b 500 -m 50000
+INFO:Indexing /workspace/datasets/product_data/products to bbuy_products with 16 workers, refresh_interval of -1 to host localhost with a maximum number of docs sent per file per worker of 50000 and 500 per batch.
+INFO:Done. 1275077 were indexed in 11.064095348049886 minutes.  Total accumulated time spent in `bulk` indexing: 128.65915842517472 minutes
+
+~2k docs/sec
+
+re-index content:
+python week2/index.py -s /workspace/datasets/product_data/products -w 16 -b 500 -m 50000
+INFO:Indexing /workspace/datasets/product_data/products to bbuy_products with 16 workers, refresh_interval of -1 to host localhost with a maximum number of docs sent per file per worker of 50000 and 500 per batch.
+INFO:Done. 1275077 were indexed in 10.461924422199566 minutes.  Total accumulated time spent in `bulk` indexing: 120.99868232431861 minutes
+
+~2k docs/sec
+
+python week2/query.py -q /workspace/datasets/train.csv  -w 4 -m 25000
+INFO:Finished running 25000 queries in 4.871648958350609 minutes
+
+85 queries/sec
+
+Level 2. 2 CPU, 4GB
+
+python week2/index.py -s /workspace/datasets/product_data/products -w 16 -b 500 -m 50000
+
+-- documents indexed per second went down, but time spent indexing went up.
+-- deleted the index and tried again.
+
+INFO:Indexing /workspace/datasets/product_data/products to bbuy_products with 16 workers, refresh_interval of -1 to host localhost with a maximum number of docs sent per file per worker of 50000 and 500 per batch.
+INFO:Done. 1275077 were indexed in 12.691176588032977 minutes.  Total accumulated time spent in `bulk` indexing: 85.20092873292354 minutes
+
+python week2/query.py -q /workspace/datasets/train.csv  -w 4 -m 25000
+
+CPU usage was limiting once again.
+
+Level 3: 4 CPU, 8GB
+results in images
\ No newline at end of file