diff --git a/doc/api_docs.md b/doc/api_docs.md
index 5be9675..6cd1232 100644
--- a/doc/api_docs.md
+++ b/doc/api_docs.md
@@ -2,16 +2,15 @@
 
 This file is for reference purposes only. It is intended for tracking the Data Observatory API functions that should be displayed from the Docs site. Like all API doc, the golden source of the code will live in this repo. I will pull the list of files below into the docs for the output.
 
-## Documenation
+## Documentation
 
 ### OBS_GetSegmentationSnapshot
 
 API Example:
+
+```text
 https://observatory.cartodb.com/api/v2/sql?q=SELECT%20*%20FROM%20OBS_GetSegmentationSnapshot(CDB_LatLng(40.760410,-73.964242))
-
-Response:
-_Coming soon_
-
+```
 
 ## OBS_GetDemographicSnapshot
 
@@ -29,16 +28,14 @@ OBS_GetDemographicSnapshot({{point geometry}})
 
 #### Parameters
 
-**q**: API Query Request
 | Parameter  | Description  |  Example  |
 |---|:-:|:-:|
 | account name  | The name of your CartoDB account where the Data Observatory has been enabled  | example_account  |
 | point geometry  |  A WKB point geometry. You can use the helper function, CDB_LatLng to quickly generate one from latitude and longitude | CDB_LatLng(CDB_LatLng(40.760410,-73.964242))  |
 
-
 ### API Example
 
-```html
+```text
 https://example_account.cartodb.com/api/v2/sql?q=SELECT * FROM
 OBS_GetDemographicSnapshot(CDB_LatLng(40.760410,-73.964242))
 ```
@@ -46,100 +43,3 @@ OBS_GetDemographicSnapshot(CDB_LatLng(40.760410,-73.964242))
 ### API Response
 
 [Click to expand](https://gist.github.com/ohasselblad/c9e59a6e8da35728d0d81dfed131ed17)
-
-```json
-{
-rows: [{
-    total_pop: 0.0367277137353356,
-    male_pop: 0.0121879169091962,
-    female_pop: 0.0245397968261394,
-    median_age: 50.4,
-    white_pop: 0.0242118708106454,
-    black_pop: 0.000710506366903814,
-    asian_pop: 0.00923658276974959,
-    hispanic_pop: 0.00256875378803687,
-    amerindian_pop: 0,
-    other_race_pop: 0,
-    two_or_more_races_pop: 0,
-    not_hispanic_pop: 0.0341589599472988,
-    not_us_citizen_pop: null,
-    workers_16_and_over: null,
-    commuters_by_car_truck_van: null,
-    commuters_drove_alone: null,
-    commuters_by_carpool: null,
-    commuters_by_public_transportation: null,
-    commuters_by_bus: null,
-    commuters_by_subway_or_elevated: null,
-    walked_to_work: null,
-    worked_at_home: null,
-    children: null,
-    households: 0.0218617343662712,
-    population_3_years_over: null,
-    in_school: null,
-    in_grades_1_to_4: null,
-    in_grades_5_to_8: null,
-    in_grades_9_to_12: null,
-    in_undergrad_college: null,
-    pop_25_years_over: 0.0324646755339127,
-    high_school_diploma: 0.000655852030988136,
-    less_one_year_college: 0.00131170406197627,
-    one_year_more_college: 0.00109308671831356,
-    associates_degree: 0,
-    bachelors_degree: 0.0228455124127534,
-    masters_degree: 0.003224605819025,
-    pop_5_years_over: null,
-    speak_only_english_at_home: null,
-    speak_spanish_at_home: null,
-    pop_determined_poverty_status: null,
-    poverty: null,
-    median_income: 64583,
-    gini_index: 0.4855,
-    income_per_capita: 71109,
-    housing_units: 0.0390231958437941,
-    vacant_housing_units: 0.0171614614775229,
-    vacant_housing_units_for_rent: 0,
-    vacant_housing_units_for_sale: 0,
-    median_rent: 1589,
-    percent_income_spent_on_rent: 41.7,
-    owner_occupied_housing_units: 0.00803418737960467,
-    million_dollar_housing_units: 0.00136635839789195,
-    mortgaged_housing_units: 0.00535612491973645,
-    pop_15_and_over: null,
-    pop_never_married: null,
-    pop_now_married: null,
-    pop_separated: null,
-    pop_widowed: null,
-    pop_divorced: null,
-    commuters_16_over: 0.0286388720198153,
-    commute_less_10_mins: 0.00207686476479576,
-    commute_10_14_mins: 0.000710506366903814,
-    commute_15_19_mins: 0.00601197695072458,
-    commute_20_24_mins: 0.00131170406197627,
-    commute_25_29_mins: 0.00114774105422924,
-    commute_30_34_mins: 0.00885400241833984,
-    commute_35_44_mins: 0.00519216191198941,
-    commute_45_59_mins: 0,
-    commute_60_more_mins: 0.00333391449085636,
-    aggregate_travel_time_to_work: null,
-    income_less_10000: 0.00191290175704873,
-    income_10000_14999: 0,
-    income_15000_19999: 0,
-    income_20000_24999: 0.00377114917818178,
-    income_25000_29999: 0,
-    income_30000_34999: 0.000710506366903814,
-    income_35000_39999: 0,
-    income_40000_44999: 0,
-    income_45000_49999: 0.00300598847536229,
-    income_50000_59999: 0.000983778046482204,
-    income_60000_74999: 0.000655852030988136,
-    income_75000_99999: 0.000874469374650848,
-    income_100000_124999: 0.00136635839789195,
-    income_125000_149999: 0.00235013644437415,
-    income_150000_199999: 0.00333391449085636
-    }],
-    time: 0.192,
-    fields: {
-      ...
-    }
-}
-```