Merge pull request #548 from cmu-delphi/fix-safegraph-patterns-typo

Fix typos in DETAILS in safegraph_patterns pipeline

Author: krivard

safegraph_patterns/DETAILS.md

@@ -1,42 +1,42 @@
-# Patterns Dataset in Safegraph Mobility Data
+# Weekly Patterns Dataset in SafeGraph Mobility Data
 
-We import Zip Code-level raw mobility indicators from Safegraph **Weekly 
+We import Zip Code-level raw mobility indicators from SafeGraph **Weekly 
 Patterns** dataset, calculate functions of the raw data, and then aggregate 
 he data to the county, hrr, msa and state levels.
 
 ## Brand Information
-Safegraph provides daily number of visits to points of interest (POIs) in Weekly
-Patterns datasets which is documanted [here](https://docs.safegraph.com/docs/weekly-patterns).
+SafeGraph provides daily number of visits to points of interest (POIs) in Weekly
+Patterns datasets which is documented [here](https://docs.safegraph.com/docs/weekly-patterns).
 Base information such as location name, address, category, and brand association 
 for POIs are provided in **Places Schema** dataset which is documented [here]
-(https://docs.safegraph.com/docs/places-schema). Safegraph does not update their
+(https://docs.safegraph.com/docs/places-schema). SafeGraph does not update their
 list of POIs frequently but there does exist versioning issue. The release 
 version can be found in `release-metadata` in Weekly Patterns dataset and there
-are correspounding `brand_info.csv` provided in Places Schema dataset. To save 
+are corresponding `brand_info.csv` provided in Places Schema dataset. To save 
 storage space, we do not download the whole Places Schema dataset, but only add 
-new necesary `brand_info.csv` in `./statics` with suffix YYYYMM(release version).
+new necessary `brand_info.csv` in `./statics` with suffix YYYYMM(release version).
 
 ## Geographical Levels
 * `county`: reported using zero-padded FIPS codes (consistency with the 
             other COVIDcast data)
-* `msa`: reported using cbsa (consistent with all other COVIDcast sensors)
+* `msa`: reported using CBSA (consistent with all other COVIDcast sensors)
 * `hrr`: reported using HRR number (consistent with all other COVIDcast sensors)
 * `state`: reported using two-letter postal code
 
 ## Metrics,  Level 1 (`m1`)
-* `bars_visit`: The number of visits to bars(places with naics code = 722410)
-* `restaurants_visit`: The number of visits to restaurants(places with naics 
+* `bars_visit`: The number of visits to bars(places with NAICS code = 722410)
+* `restaurants_visit`: The number of visits to restaurants(places with NAICS 
                             code = 722511)
 
 ## Metrics, Level 2 (`m2`)
-* `num`: number of new deaths on a given week
+* `num`: number of visits in a given week
 * `prop`: `num` / population * 100,000 (Notice the population here only includes 
 population aggregated at Zip Code level. If there are no POIs for a certain 
 Zip Code, the population there won't be considered.)
 
 
 ## API Key
 
-We access the Safegraph data using an AWS key-secret pair which is valid
+We access the SafeGraph data using an AWS key-secret pair which is valid
 until June 15, 2021.  The AWS credentials have been issued under
-@huisaddison's Safegraph Data Catalog account.
+@huisaddison's SafeGraph Data Catalog account.