diff --git a/src/pg/sql/41_observatory_augmentation.sql b/src/pg/sql/41_observatory_augmentation.sql
index 0c157aa..a736fb5 100644
--- a/src/pg/sql/41_observatory_augmentation.sql
+++ b/src/pg/sql/41_observatory_augmentation.sql
@@ -22,7 +22,7 @@
 
 -- Creates a table of demographic snapshot
 
-CREATE OR REPLACE FUNCTION cdb_observatory.OBS_GetDemographicSnapshotJ(geom geometry, time_span text default '2009 - 2013', geometry_level text default '"us.census.tiger".block_group')
+CREATE OR REPLACE FUNCTION cdb_observatory.OBS_GetDemographicSnapshot(geom geometry, time_span text default '2009 - 2013', geometry_level text default '"us.census.tiger".block_group')
 RETURNS SETOF JSON
 AS $$
   DECLARE 
diff --git a/src/pg/test/expected/41_observatory_augmentation_test.out b/src/pg/test/expected/41_observatory_augmentation_test.out
index 1836a52..27ab610 100644
--- a/src/pg/test/expected/41_observatory_augmentation_test.out
+++ b/src/pg/test/expected/41_observatory_augmentation_test.out
@@ -21,10 +21,6 @@ Loading obs_11ee8b82c877c073438bc935a91d3dfccef875d1.sql fixture file...
 Done.
 Loading obs_d34555209878e8c4b37cf0b2b3d072ff129ec470.sql fixture file...
 Done.
-    total_pop     |     male_pop     |    female_pop    | median_age |    white_pop     |    black_pop     |    asian_pop     |   hispanic_pop   | amerindian_pop | other_race_pop | two_or_more_races_pop | not_hispanic_pop |    households    | pop_25_years_over | high_school_diploma | less_one_year_college | one_year_more_college | associates_degree | bachelors_degree |  masters_degree  | median_income | gini_index | income_per_capita |  housing_units   | vacant_housing_units | vacant_housing_units_for_rent | vacant_housing_units_for_sale | median_rent | percent_income_spent_on_rent | owner_occupied_housing_units | million_dollar_housing_units | mortgaged_housing_units | commuters_16_over | commute_less_10_mins | commute_10_14_mins | commute_15_19_mins | commute_20_24_mins | commute_25_29_mins | commute_30_34_mins | commute_35_44_mins | commute_45_59_mins | commute_60_more_mins | aggregate_travel_time_to_work | income_less_10000 | income_10000_14999 | income_15000_19999 | income_20000_24999 | income_25000_29999 | income_30000_34999 | income_35000_39999 | income_40000_44999 | income_45000_49999 | income_50000_59999 | income_60000_74999 | income_75000_99999 | income_100000_124999 | income_125000_149999 | income_150000_199999 | income_200000_or_more | land_area 
-------------------+------------------+------------------+------------+------------------+------------------+------------------+------------------+----------------+----------------+-----------------------+------------------+------------------+-------------------+---------------------+-----------------------+-----------------------+-------------------+------------------+------------------+---------------+------------+-------------------+------------------+----------------------+-------------------------------+-------------------------------+-------------+------------------------------+------------------------------+------------------------------+-------------------------+-------------------+----------------------+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+----------------------+-------------------------------+-------------------+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+----------------------+----------------------+----------------------+-----------------------+-----------
- 9516.27915900609 | 6152.51885204623 | 3363.76030695986 |       28.8 | 5301.51624447348 | 149.500458087105 | 230.000704749392 | 3835.26175169611 |              0 |              0 |                     0 | 5681.01740730998 | 3323.51018362871 |  7107.02177675621 |      1040.753188991 |      69.0002114248176 |      793.502431385402 |  327.751004267883 |  2742.7584041365 | 931.502854235037 |         66304 |     0.3494 |             28291 | 3662.76122313407 |     339.251039505353 |              120.750369993431 |                             0 |        1764 |                         35.3 |             339.251039505353 |                            0 |        224.250687130657 |  6549.27006773893 |     327.751004267883 |    28.750088093674 |   201.250616655718 |   621.001902823358 |   373.751145217762 |    1851.5056732326 |   1414.50433420876 |   1115.50341803455 |     615.251885204623 |                               |   57.500176187348 |                  0 |   212.750651893187 |   408.251250930171 |                  0 |    155.25047570584 |   109.250334755961 |   92.0002818997568 |   63.2501938060828 |   184.000563799514 |   621.001902823358 |   552.001691398541 |     327.751004267883 |     333.501021886618 |     126.500387612166 |                       |          
-(1 row)
 
  test_obsgetcensuswithtestpointand2variables 
 ---------------------------------------------
diff --git a/src/pg/test/sql/41_observatory_augmentation_test.sql b/src/pg/test/sql/41_observatory_augmentation_test.sql
index 9b89436..ee6c46c 100644
--- a/src/pg/test/sql/41_observatory_augmentation_test.sql
+++ b/src/pg/test/sql/41_observatory_augmentation_test.sql
@@ -122,14 +122,14 @@ SELECT
   as OBS_GetPolygons_for_null_island;
 
 SELECT * FROM
-  cdb_observatory._OBS_GetSegmentSnapshot(
+  cdb_observatory.OBS_GetSegmentSnapshot(
     cdb_observatory._TestPoint(),
     '"us.census.tiger".census_tract'
 );
 
 -- segmentation around null island
 SELECT * FROM
-  cdb_observatory._OBS_GetSegmentSnapshot(
+  cdb_observatory.OBS_GetSegmentSnapshot(
     CDB_LatLng(0, 0),
     '"us.census.tiger".census_tract'
 );
@@ -149,7 +149,6 @@ WITH result as (
 WITH result as (
   SELECT array_agg(_OBS_GetCategories) as expected FROM
     cdb_observatory._OBS_GetCategories(
-      -- cdb_observatory._TestPoint(),
       CDB_LatLng(0,0),
       Array['"us.census.spielman_singleton_segments".X10'],
       '"us.census.tiger".census_tract'