Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Enrollment, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121330	ENR	Jacob R Hanson	2002-05-27	UHC-62440-54	4875980480	4943 Union St, Scottsdale, AZ, 85244	0.92	Name re-cased Phone reformatted City re-cased Email lower-cased
ENR-126715	ENR	Alan J Kelly	1973-05-25	UHC-22381-44	3325331571	8577 Baseline Rd, Jacksonville, FL, 32299	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-141847	ENR	Mateo B Simpson	1994-10-16	UHC-34741-79	—	2939 Broadway, Las Vegas, NV, 89108	0.94	Date of birth reformatted City re-cased Email lower-cased
ENR-130757	ENR	Olivia Stewart	1961-04-10	UHC-16501-17	9436146197	243 Market St, Orlando, FL, 32849	0.94	City re-cased Email lower-cased Whitespace trimmed
ENR-102232	ENR	Diane F Rojas	2004-08-05	UHC-02332-24	—	3240 Hillcrest Rd, Columbus, OH, 43291	0.94	City re-cased Whitespace trimmed Placeholder values cleared
ENR-129319	ENR	Brian O Barnes	1984-01-09	UHC-48426-89	—	1011 Meadow Ln, San Antonio, TX, 78281	0.94	City re-cased State code upper-cased Placeholder values cleared
ENR-114861	ENR	Deborah I Lane	1991-05-05	UHC-22034-97	4822691825	7213 Main St, Jacksonville, FL, 32273	0.94	Phone reformatted Member ID reformatted City re-cased
ENR-128930	ENR	Vincent W Campbell	1982-11-20	UHC-21729-18	—	6665 Pine Dr, San Antonio, TX, 78254	0.94	Date of birth reformatted City re-cased Placeholder values cleared
ENR-119057	ENR	Jordan Porter	2001-04-17	UHC-69300-41	8595971957	2631 Highland Ave, Austin, TX, 78707	0.94	Phone reformatted City re-cased Whitespace trimmed
ENR-133322	ENR	Carolyn Howard	1951-05-02	UHC-95418-97	9065647459	3359 Meadow Ln, Nashville, TN, 37262	0.94	Name re-cased Phone reformatted City re-cased
ENR-135656	ENR	Laura Silva	1989-04-13	UHC-50366-19	7122348745	6004 Bayshore Dr, Miami, FL, 33140	0.94	Phone reformatted City re-cased Whitespace trimmed
ENR-100049	ENR	Sarah Collins	1940-09-18	UHC-06515-42	6473272512	6195 Camelback Rd, Mesa, AZ, 85275	0.94	City re-cased Email lower-cased Whitespace trimmed
ENR-122762	ENR	Carl T Weebr	1999-04-18	UHC-17260-12	5073993642	2535 Market St, Charlotte, NC, 28221	0.94	Phone reformatted City re-cased Whitespace trimmed
ENR-127292	ENR	Mark Q Chen	1961-09-23	UHC-64993-34	3624185539	5207 Maple Ave, Dallas, TX, 75204	0.94	Date of birth reformatted Phone reformatted City re-cased
ENR-117489	ENR	James Z Powell	1994-05-14	UHC-76763-51	5562459713	127 Main St, Seattle, WA, 98131	0.94	Phone reformatted City re-cased Whitespace trimmed
ENR-142972	ENR	Ana M Adams	1999-09-22	UHC-88260-03	2344895727	8157 Harbor Blvd, Orlando, FL, 32887	0.94	City re-cased Whitespace trimmed Placeholder values cleared
ENR-122772	ENR	Nancy P Hanzon	1949-09-28	UHC-79786-97	6795034579	2085 Apache Blvd, San Antonio, TX, 78252	0.94	Name re-cased Phone reformatted City re-cased
ENR-107288	ENR	William S Rose	1961-12-13	UHC-42141-56	8953102756	4362 Ocean Ave, Fresno, CA, 93762	0.94	Phone reformatted Member ID reformatted City re-cased
ENR-102141	ENR	Aaron H James	1983-09-02	UHC-61271-32	8502949255	3181 Meadow Ln, Fresno, CA, 93745	0.94	Phone reformatted City re-cased State code upper-cased
ENR-128319	ENR	Michelle H Estrada	1991-09-15	UHC-81413-35	6264959959	2444 Elm St, Sacramento, CA, 95889	0.94	Phone reformatted City re-cased Whitespace trimmed
ENR-123852	ENR	Mari F Webb	1943-09-01	UHC-08787-13	7573693709	8356 Maple Ave, Miami, FL, 33120	0.94	Phone reformatted City re-cased Whitespace trimmed
ENR-112675	ENR	Stephanie J Murphy	2000-06-25	UHC-43472-14	—	4265 Hillcrest Rd, Austin, TX, 78770	0.94	Name re-cased City re-cased Placeholder values cleared
ENR-107221	ENR	Ashley Roberts	1940-03-23	UHC-42068-49	6529182634	4301 Jefferson Ave, Nashville, TN, 37245	0.94	Date of birth reformatted City re-cased Plan code upper-cased
ENR-123892	ENR	Gerald Hendersun	1955-08-11	UHC-18712-38	3763026539	7915 Forest Ave, Gilbert, AZ, 85218	0.94	Name re-cased City re-cased Placeholder values cleared
ENR-131158	ENR	Christian L Alvarez	1982-05-28	UHC-06155-64	6209186706	4687 Lincoln Way, Eden Prairie, MN, 55380	0.94	Phone reformatted City re-cased Placeholder values cleared
ENR-137236	ENR	Roger F Lawrence	1952-07-20	UHC-45394-19	6175007470	8047 Mountain View Dr, Houston, TX, 77035	0.94	Name re-cased Phone reformatted City re-cased
ENR-132510	ENR	Willie X Jensen	1943-06-26	UHC-76046-12	2523877125	3180 Market St, San Antonio, TX, 78283	0.94	Phone reformatted City re-cased Whitespace trimmed
ENR-101061	ENR	Roger D Mason	1964-04-28	UHC-97852-83	8489392124	5276 River Rd, Sacramento, CA, 95819	0.94	Date of birth reformatted Phone reformatted City re-cased
ENR-104647	ENR	Karen O Diaz	2003-12-18	UHC-27047-16	3274797422	9348 Canyon Rd, Scottsdale, AZ, 85272	0.94	Phone reformatted City re-cased Whitespace trimmed
ENR-128925	ENR	Danielle H Nelson	1986-04-06	UHC-74029-67	—	1290 Camelback Rd, Orlando, FL, 32877	0.94	City re-cased Email lower-cased Whitespace trimmed
ENR-111865	ENR	Bobby J Gray	1998-12-27	UHC-31950-26	5917836723	5084 Market St, Tampa, FL, 33607	0.94	Date of birth reformatted Phone reformatted City re-cased
ENR-137182	ENR	Joyce Wong	1947-06-23	UHC-83210-22	9502079885	3082 Meadow Ln, San Diego, CA, 92164	0.94	Date of birth reformatted Phone reformatted City re-cased
ENR-104838	ENR	Donna T Harris	2008-06-25	UHC-88700-38	—	8526 Washington St, Los Angeles, CA, 90033	0.94	City re-cased State code upper-cased Whitespace trimmed
ENR-134928	ENR	Abigail Kelly	1976-04-18	UHC-81706-77	7883660688	9621 Park Pl, Mesa, AZ, 85242	0.94	Date of birth reformatted Phone reformatted City re-cased
ENR-110704	ENR	Jason Mason	1983-09-02	UHC-84953-50	5278808118	6011 Washington St, Sacramento, CA, 95800	0.94	Phone reformatted City re-cased Whitespace trimmed
ENR-135711	ENR	Valentina Hunter	2002-01-18	UHC-84540-84	4125618342	8014 Camelback Rd, Gilbert, AZ, 85213	0.94	City re-cased Email lower-cased Whitespace trimmed
ENR-106309	ENR	Robert D Gray	2002-09-01	UHC-59499-59	2015048198	3886 Mesa Dr, San Diego, CA, 92165	0.94	City re-cased Whitespace trimmed Placeholder values cleared
ENR-112116	ENR	Euggene Jones	1966-02-20	UHC-84030-43	4615400274	1907 Broadway, Chandler, AZ, 85295	0.94	Phone reformatted City re-cased Whitespace trimmed
ENR-121677	ENR	Teresa Cox	1938-06-18	UHC-62397-17	9187257717	1758 Bayshore Dr, Plano, TX, 75032	0.94	City re-cased Whitespace trimmed Placeholder values cleared
ENR-109060	ENR	Sanitago Gonzales	2004-12-06	UHC-06351-52	9433363860	5989 Main St, Eden Prairie, MN, 55360	0.94	Phone reformatted City re-cased Placeholder values cleared
ENR-126826	ENR	Kayla Hawkins	1983-10-01	UHC-31044-99	—	9148 River Rd, Gilbert, AZ, 85213	0.94	City re-cased Whitespace trimmed Placeholder values cleared
ENR-126096	ENR	Richard Elliott	1965-03-28	UHC-99835-59	5385835770	5139 Ridge Rd, Dallas, TX, 75223	0.94	Phone reformatted City re-cased Whitespace trimmed
ENR-139437	ENR	Joshua L Castro	1953-09-15	UHC-29191-46	—	6484 Jefferson Ave, Atlanta, GA, 30355	0.94	Date of birth reformatted City re-cased Placeholder values cleared
ENR-123862	ENR	Harold Mejia	1969-10-17	UHC-63645-91	5163320294	2037 Desert Sky Blvd, Las Vegas, NV, 89109	0.94	Phone reformatted City re-cased Placeholder values cleared
ENR-120364	ENR	Jennifer P Matthews	1978-02-07	UHC-56513-01	7387693420	4735 Cedar Ln, Tampa, FL, 33654	0.94	Date of birth reformatted Phone reformatted City re-cased
ENR-110968	ENR	Jessica Y Hoffman	1993-06-01	UHC-38803-96	4853525434	3037 Palm Dr, Jacksonville, FL, 32243	0.94	Name re-cased City re-cased Email lower-cased
ENR-130016	ENR	Sue X Webb	1952-10-06	UHC-58050-50	4289285824	2347 Lincoln Way, Eden Prairie, MN, 55390	0.94	Name re-cased Phone reformatted City re-cased
ENR-130015	ENR	Sue X Webb	1952-10-06	UHC-58050-50	4289285824	2347 Lincoln Way, Eden Prairie, MN, 55390	0.94	Name re-cased Phone reformatted City re-cased
ENR-127597	ENR	Christine W Ryan	2008-03-02	UHC-27959-29	2157931090	4424 Church St, Las Vegas, NV, 89108	0.94	Date of birth reformatted City re-cased Whitespace trimmed
ENR-131392	ENR	Brenda Patterson	2003-09-07	UHC-55114-04	2319647720	6271 Willow Ct, Dallas, TX, 75248	0.94	Name re-cased City re-cased Email lower-cased

8,423 rows, page 159 of 169Previous Next