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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127808	ENR	Sara Z Wood	1953-02-26	UHC-63850-64	3772660464	89 Pine Dr, Orlando, FL	0.68	Phone reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-127807	ENR	Sara Z Wood	1953-02-26	UHC-63850-64	3772660464	89 Pine Dr, Orlando, FL	0.68	Phone reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-122022	ENR	Priya Y Warren	1977-09-27	UHC-93448-74	6725404353	7780 Lincoln Way, Columbus, OH	0.68	Name split from “Last, First”Date of birth reformatted ZIP missing Email lower-cased
ENR-114844	ENR	Christopher Reed	1952-11-16	UHC-41120-92	—	1263 Desert Sky Blvd, Tampa, FL	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
ENR-108835	ENR	Jessica Reynolds	1996-09-28	UHC-43535-05	—	6963 Bayshore Dr, Eden Prairie, MN	0.68	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed
ENR-122400	ENR	Greald Hamilton	1986-10-02	UHC-33520-63	4428469240	6006 Spring St, San Antonio, TX	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
ENR-106958	ENR	George Sims	1997-01-02	UHC-90175-74	9832619092	461 Jefferson Ave, Plano, TX	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-129089	ENR	Heather L Morris	1949-06-10	UHC-15441-17	4399367405	1309 Willow Ct, Austin, TX	0.68	Middle initial moved out of first name Phone reformatted ZIP missing Plan code upper-cased
ENR-133313	ENR	Eric E Rodriguez	1994-03-24	UHC-21498-87	7565973011	5422 Jefferson Ave, Jacksonville, FL	0.68	Street suffix standardised Address re-cased City re-cased ZIP missing
ENR-110864	ENR	Robert Q Lawrence	2008-02-10	UHC-31344-05	6654530727	1802 Central Ave, Eden Prairie, MN	0.68	Name split from “Last, First”ZIP missing Email lower-cased Whitespace trimmed
ENR-134445	ENR	Nathaan Crawford	2002-06-03	UHC-83107-81	8377377459	9803 Baseline Rd, Tempe, AZ	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-132635	ENR	Mary G Li	1962-12-14	UHC-75835-27	6656680175	3250 Canyon Rd, Austin, TX	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
ENR-137550	ENR	Kathleen Carr	1968-08-02	UHC-14029-74	2802445370	9618 Desert Sky Blvd, Glendale, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-122891	ENR	Susan X Bishop	1972-05-10	UHC-19257-25	5435585995	2549 Jefferson Ave, Los Angeles, CA	0.68	Name split from “Last, First”ZIP missing Email lower-cased Whitespace trimmed
ENR-102095	ENR	Michelle M Greene	1957-03-15	UHC-20395-46	6157187595	3486 Camelback Rd, Eden Prairie, MN	0.68	Member ID reformatted Street suffix standardised Address re-cased ZIP missing
ENR-100611	ENR	Joe V Ferguson	1963-11-02	UHC-45515-59	2183520876	4324 Jefferson Ave, Charlotte, NC	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-125123	ENR	Michael N Rivera	1997-11-09	UHC-56044-72	—	4347 Maple Ave, Jacksonville, FL	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing
ENR-134438	ENR	Noah B Hanson	1968-01-18	UHC-91776-20	—	9182 Apache Blvd, Dallas, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-136160	ENR	Alan I Murphy	1943-01-24	UHC-18244-36	3319896490	5809 Valley View Dr, Plano, TX	0.68	Name re-cased ZIP missing Gender normalised Whitespace trimmed
ENR-138826	ENR	Christine Richardson	1952-08-02	UHC-18425-13	2306121604	2239 Maple Ave, Seattle, WA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-129224	ENR	Jean E Harrison	2004-10-13	UHC-68382-76	8006415054	6547 Broadway, Sacramento, CA	0.68	Phone reformatted ZIP missing Gender normalised Whitespace trimmed
ENR-113254	ENR	Ahmed J Simmons	2003-11-04	UHC-02922-05	9834899570	4902 Main St, Dallas, TX	0.68	Street suffix standardised Address re-cased ZIP missing Plan code upper-cased
ENR-126769	ENR	Dennis M Cole	1950-01-09	UHC-96366-62	7509248916	4920 Pine Dr, Phoenix, AZ	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-113418	ENR	Henry H Banks	1939-04-09	UHC-25916-25	7596068786	7827 Spring St, Chandler, AZ	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-116711	ENR	Steven Schmidt	1986-09-25	UHC-10816-62	6286739037	2572 Ridge Rd, Plano, TX	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-117339	ENR	Danielle A Peterson	1989-06-24	UHC-96439-17	4604764356	5530 Harbor Blvd, San Antonio, TX	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-132002	ENR	Stephanie Perry	2004-05-21	UHC-67445-50	3637161865	8437 Jefferson Ave, Columbus, OH	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-114363	ENR	Thomas L Ramirez	1992-12-20	UHC-60213-84	7026555725	103 Union St, Miami, FL	0.68	Two-digit birth year City re-cased ZIP missing Email lower-cased
ENR-107086	ENR	Douglas Sims	1955-11-20	UHC-18514-72	8535942098	9415 Baseline Rd, Chandler, AZ	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised
ENR-119491	ENR	Beverly S Robinson	1960-09-17	UHC-62680-99	5833724030	5505 Baseline Rd, San Antonio, TX	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-134502	ENR	Bradley N Bowman	1967-03-16	UHC-01518-12	2409714272	590 Apache Blvd, Miami, FL	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
ENR-112555	ENR	Christian V Willis	1953-12-09	UHC-11135-63	6935820784	4660 Meadow Ln, Miami, FL	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing
ENR-116205	ENR	Beverly Cooper	1963-10-08	—	2487224315	5083 Desert Sky Blvd, Jacksonville, FL	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-107932	ENR	Mateo J Contreras	1947-09-24	UHC-79750-62	3107792647	3838 Market St # 349, Austin, TX	0.68	Name re-cased Phone reformatted Unit split from street ZIP missing
ENR-134594	ENR	Richard G Garza	1942-08-15	UHC-54641-27	—	4181 Main St, Dallas, TX	0.68	Member ID reformatted Street suffix standardised Address re-cased ZIP missing
ENR-112704	ENR	Carol Howell	1942-02-16	UHC-35472-34	4335936242	7900 Mesa Dr, Glendale, AZ	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-135507	ENR	Deborah H Obrien	1991-02-05	UHC-77787-12	4948477432	6867 Main St, Los Angeles, CA	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised
ENR-107413	ENR	Andrew Davis	1980-03-19	UHC-87127-13	9404659477	1983 Oak St Apt 23, Tucson, AZ	0.68	Phone reformatted Unit split from street ZIP missing Whitespace trimmed
ENR-133141	ENR	Pamela U Wilson	1970-02-07	UHC-86455-03	4312669135	1186 Church St, Orlando, FL	0.68	Two-digit birth year City re-cased ZIP missing Whitespace trimmed
ENR-132386	ENR	Mary K Walsh	1948-07-18	UHC-38062-69	8892365221	2055 Washington St, Las Vegas, NV	0.68	Date of birth reformatted Phone reformatted ZIP missing Gender normalised
ENR-105326	ENR	Austin I Rodriguez	1994-10-26	UHC-11337-61	9074348731	9749 Mesa Dr, Mesa, AZ	0.68	Date of birth reformatted ZIP missing Gender normalised Placeholder values cleared
ENR-142040	ENR	Teresa T Hawkins	1940-05-12	UHC-07281-48	8549746692	8526 Canyon Rd, Sacramento, CA	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-107917	ENR	Scott Santos	1961-01-22	UHC-47962-91	4492652066	4540 Jefferson Ave, San Antonio, TX	0.68	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed
ENR-132246	ENR	Alexander Aguilar	2007-05-18	UHC-12791-12	6739604675	6809 Church St, Scottsdale, AZ	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP missing
ENR-136363	ENR	Alxeander Q Smith	1958-09-25	UHC-06478-92	—	1669 Park Pl, Los Angeles, CA	0.68	Middle initial moved out of first name Name re-cased ZIP missing Placeholder values cleared
ENR-103864	ENR	Carolyn S Ward	2004-03-16	UHC-59025-32	5162297629	9472 Desert Sky Blvd, Chandler, AZ	0.68	Phone reformatted Member ID reformatted ZIP missing Gender normalised
ENR-117620	ENR	Gabriel Gray	1962-05-03	UHC-31656-92	4787614161	868 Sage Ct, Columbus, OH	0.68	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed
ENR-121886	ENR	Austin Q Owens	1950-03-12	UHC-75291-56	8518068873	7758 Maple Ave, Seattle, WA	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing
ENR-110659	ENR	Jonathan H Ferguson	1989-10-14	UHC-53355-99	—	7819 Cedar Ln, Seattle, WA	0.68	Phone missing area code City re-cased ZIP missing Placeholder values cleared
ENR-117981	ENR	Gregory Mendez	1947-05-15	UHC-93422-08	7043496565	3586 Harbor Blvd, Houston, TX	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing

3,340 rows, page 53 of 67Previous Next