diff --git a/README.md b/README.md
index e942fb6..177c319 100644
--- a/README.md
+++ b/README.md
@@ -163,9 +163,11 @@ void _fill_random_inner_mt(int64_t cnt, HT &hash, RSU &rsu)
 }
 ```
 
+Using multiple threads, we are able to populate the parallel_flat_hash_map (inserting 100 million values) three times faster than the standard flat_hash_map (which we could not have populated from multiple threads without explicit locks, which would have prevented performance improvements).
 
+Here is the graphical visualization of the results:
 
-
+![mt_stl_flat_par comparison](https://github.com/greg7mdp/parallel-hashmap/blob/master/img/mt_stl_flat_par_both_run2.PNG?raw=true)
 
 
 
diff --git a/img/mt_stl_flat_par_both_run2.PNG b/img/mt_stl_flat_par_both_run2.PNG
new file mode 100644
index 0000000..65473e2
Binary files /dev/null and b/img/mt_stl_flat_par_both_run2.PNG differ
diff --git a/img/mt_stl_flat_par_mem_run2.PNG b/img/mt_stl_flat_par_mem_run2.PNG
new file mode 100644
index 0000000..27281e7
Binary files /dev/null and b/img/mt_stl_flat_par_mem_run2.PNG differ
diff --git a/img/mt_stl_flat_par_mem_run2_zoomed.PNG b/img/mt_stl_flat_par_mem_run2_zoomed.PNG
new file mode 100644
index 0000000..bd56cbe
Binary files /dev/null and b/img/mt_stl_flat_par_mem_run2_zoomed.PNG differ
diff --git a/img/mt_stl_flat_par_speed_run2.PNG b/img/mt_stl_flat_par_speed_run2.PNG
new file mode 100644
index 0000000..38d9882
Binary files /dev/null and b/img/mt_stl_flat_par_speed_run2.PNG differ
diff --git a/make_chart_data.py b/make_chart_data.py
index 973d369..810aa2f 100644
--- a/make_chart_data.py
+++ b/make_chart_data.py
@@ -39,9 +39,9 @@ for line in lines:
     benches[benchtype] = 1
 
 proper_names = {
-    'std::unordered_map':             'std::unordered_map',
-    'absl::flat_hash_map':            'absl::flat_hash_map',
-    'absl::parallel_flat_hash_map':   'absl::parallel_flat_hash_map'
+    'std::unordered_map':             'std::unordered_map (1 thread)',
+    'absl::flat_hash_map':            'absl::flat_hash_map (1 thread)',
+    'absl::parallel_flat_hash_map':   'absl::parallel_flat_hash_map (8 threads)'
 }
 
 proper_color = {