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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141752	ENR	Bruce Sandoval	1945-12-02	UHC-23741-56	5496220755	2479 Mesa Dr, Mesa, AZ, 85282	0.52	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-119802	ENR	Danielle F Kelley	2003-01-07	UHC-50091-64	9042489215	3285 Forest Ave, Fresno, CA, 93715	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-138991	ENR	Tim Simmons	1957-09-16	UHC-07596-21	6864441659	4725 Ocean Ave, Orlando, FL, 32872	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-117899	ENR	Ruth Brooks	1962-11-18	UHC-73684-25	4472187387	298 Church St, Denver, CO, 80237	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-116552	ENR	Charles Patel	1997-03-15	UHC-51142-35	7994562682	8381 Hillcrest Rd, Tempe, AZ, 85219	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101642	ENR	Bobby L Willis	1977-09-23	UHC-83718-05	6207256619	5788 Camelback Rd, Eden Prairie, MN, 55312	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-135294	ENR	Paul Marquez	1949-10-11	UHC-66457-34	—	2834 Indian School Rd # 749, Tampa, FL, 33661	0.52	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+2 more
ENR-109012	ENR	Ruth E Harvey	1940-10-13	UHC-80628-18	—	5958 Main St Apt 32, Gilbert, AZ, 85225	0.52	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-142089	ENR	Bobby T Bailey	1943-08-01	UHC-45632-49	3146030280	2275 Baseline Rd, Plano, TX, 75032	0.52	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-123483	ENR	Michael Q Santiago	1982-03-19	UHC-18032-12	2472944322	6144 Indian School Rd # 650, Atlanta, GA, 30313	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-114511	ENR	Doris Yang	1968-12-03	UHC-09369-79	2282448221	3736 Pine Dr, Phoenix, AZ, 85014	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-121403	ENR	Christian Y Castillo	1973-10-17	UHC-97898-44	6993727418	5226 Mountain View Dr, San Diego, CA, 92123	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-102670	ENR	Sandra F Wong	1991-10-17	UHC-64829-08	—	2833 Ocean Ave, Orlando, FL, 32845	0.52	Two-digit birth year Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-115968	ENR	Stephen Hayes	1954-03-20	UHC-21260-70	6433471467	3539 Union St, Scottsdale, AZ, 85203	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104951	ENR	Gerald F Miller	1983-04-03	—	8506331760	3450 Maple Ave Apt 39, Denver, CO, 80218	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-108659	ENR	Denise T Henderson	1969-04-06	UHC-14987-56	5205008740	5931 Jefferson Ave, Tampa, FL, 33611	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-111392	ENR	Emma I Kennedy	2004-08-12	UHC-01628-56	8555773381	3560 Hillcrest Rd, Scottsdale, AZ, 85204	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120031	ENR	Willie T Gonzales	1977-08-26	UHC-39002-37	7115087819	7499 Canyon Rd, San Antonio, TX, 78299	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137767	ENR	Natalie A Alvarez	2001-11-26	UHC-85005-33	3469463185	9730 Canyon Rd, Austin, TX, 78760	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-127232	ENR	Marilyn Fernandez	1945-10-12	UHC-92069-19	2827025375	2694 Meadow Ln, Dallas, TX, 75251	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-112210	ENR	Brian Bailey	1953-03-26	UHC-51571-55	8239601059	4358 Indian School Rd, Los Angeles, CA, 90033	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-142029	ENR	Camila I Jensen	1989-03-15	UHC-92035-13	—	1928 Canyon Rd, Eden Prairie, MN, 55338	0.52	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-126279	ENR	Andrew Morgan	1955-09-21	UHC-71082-16	4714407551	9628 Apache Blvd, Glendale, AZ, 85360	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107687	ENR	Judith G Thompson	1961-01-17	UHC-57935-70	—	6875 Valley View Dr, Los Angeles, CA, 90020	0.52	Middle initial moved out of first name Name re-cased Two-digit birth year Phone missing area code+2 more
ENR-129934	ENR	Richard D Kim	1945-09-14	UHC-66923-36	3649112568	9847 Oak St, Dallas, TX, 75234	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117584	ENR	Michelle T Lee	1954-10-11	UHC-92235-70	2072131280	5375 Hillcrest Rd, San Antonio, TX	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-100856	ENR	Russell Cox	1996-09-22	UHC-24189-14	5238771508	4322 Market St, Jacksonville, FL, 32256	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-129459	ENR	Marcus Ward	2004-03-13	UHC-17912-68	7955419368	6546 Jefferson Ave, Charlotte, NC, 28231	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-139405	ENR	Gary Chapman	1981-02-12	UHC-89611-35	6247951058	8674 Lake View Rd, San Diego, CA, 92145	0.52	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+2 more
ENR-101508	ENR	Karan Baker	1951-06-10	UHC-03116-01	4784193990	3263 Hillcrest Rd, Jacksonville, FL, 32238	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101509	ENR	Karan Baker	1951-06-10	UHC-03116-01	4784193990	3263 Hillcrest Rd, Jacksonville, FL, 32238	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109237	ENR	Reed Kelly	1981-06-21	UHC-12779-47	3486418768	640 Washington St, Phoenix, AZ, 85050	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114895	ENR	Michelle Hernandez	1989-02-27	UHC-91392-48	3247764936	7088 Mesa Dr, Glendale, AZ, 85307	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142963	ENR	Adam M Delgado	1971-09-05	UHC-51736-88	8003563708	3565 Grand Ave, Houston, TX, 77003	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109801	ENR	Tyler C Fernandez	1978-08-14	UHC-64576-92	6672376826	4638 Mountain View Dr, Los Angeles, CA, 90025	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-110261	ENR	Henry Yang	1979-06-01	UHC-51973-52	7017275417	6477 Valley View Dr, Scottsdale, AZ, 85277	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-131355	ENR	Roger Fox	1990-07-18	UHC-96985-70	6404148100	5466 Maple Ave, Tampa, FL, 33680	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-129055	ENR	Harold E Casillo	1949-05-28	UHC-59339-91	—	1101 Church St, Dallas, TX, 75244	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-128800	ENR	Elijah X Greene	1988-08-10	UHC-82662-56	—	8413 Church St, Phoenix, AZ, 85050	0.52	Name split from “Last, First”Two-digit birth year City re-cased Gender normalised+2 more
ENR-137394	ENR	Sarrah Obrien	1979-03-22	UHC-18352-69	2833381593	5148 Maple Ave, Minneapolis, MN, 55474	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-104352	ENR	Jamas M Espinoza	1998-01-19	UHC-93856-60	—	5887 Central Ave, San Antonio, TX, 78268	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-106054	ENR	Stephanie Reed	1994-02-26	UHC-72165-55	8794793904	7279 Bayshore Dr, Seattle, WA, 98103	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-111974	ENR	Naoh O Moore	1987-04-28	UHC-57675-74	5248929032	2448 Lincoln Way, Phoenix, AZ, 85084	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-116452	ENR	Pamela Gordon	1978-11-04	UHC-80712-55	9375485980	4998 Canyon Rd, Denver, CO, 80244	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-121279	ENR	Yuki D Jones	1987-04-24	UHC-69070-02	5826373080	2363 Maple Ave # 476, Jacksonville, FL, 32260	0.52	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
ENR-114712	ENR	John S Gomez	1958-03-19	UHC-49320-75	5354630642	5201 Park Pl, Orlando, FL	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-111619	ENR	Theresa Wheeler	1953-07-08	UHC-04306-87	3283542633	8531 Camelback Rd, San Diego, CA, 92187	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128433	ENR	Larry Q Simpson	1973-01-25	UHC-81950-28	—	406 Lincoln Way, Charlotte, NC, 28235	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-135924	ENR	Nicholas B Park	1963-11-01	UHC-31302-45	4787258907	6548 Jefferson Ave, Los Angeles, CA, 90047	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-139115	ENR	KJunk	1940-07-15	UHC-71964-53	8737810252	6331 Ocean Ave, Dallas, TX, 75291	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more

2,874 rows, page 18 of 58Previous Next