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

All sources, 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-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
TPA-55592	TPA	Russell Burke	1959-01-18	—	—	6780 Mountain View Dr, Los Angeles, CA, 90080	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+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
CLM-400080	CLM	Jonathan X Price	1980-05-14	UHC-44743-32	9039211408	6450 Jefferson Ave, Eden Prairie, MN, 55369	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted 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
CLM-400032	CLM	Lauren Williams	2002-07-08	—	—	3118 Sunset Blvd, Mesa, AZ, 85293	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+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
CLM-427463	CLM	Maria Z Patterson	1984-10-12	UHC-97217-21	—	2117 Lake View Rd Apt 27, San Antonio, TX, 78236	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405735	CLM	Beverly H Hughes	1988-06-28	UHC-84048-28	—	3148 Cedar Ln, Plano, TX, 75003	0.52	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+2 more
PRV-21788	PRV	Diana Berry	1978-03-11	UHC-53245-53	6816581324	8859 Spring St, Miami, FL, 33197	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57585	TPA	Mak Hawkins	1973-02-22	—	—	1648 Main St, Tempe, AZ, 85289	0.52	Name re-cased Two-digit birth year 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
TPA-55376	TPA	Thomas Boyd	1996-11-05	—	8104388722	204 Indian School Rd, Glendale, AZ, 85368	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422241	CLM	Adm B Young	1992-07-07	UHC-88914-95	3644259702	9456 Mesa Dr, Tempe, AZ, 85277	0.52	Middle initial moved out of first name Two-digit birth year Phone reformatted Gender normalised+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
PRV-24063	PRV	Camila Burton	2003-01-14	—	—	6355 Mesa Dr, Seattle, WA, 98185	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+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
CLM-421638	CLM	Willie Wang	1997-12-05	UHC-59116-79	—	4236 Washington St, Eden Prairie, MN, 55390	0.52	Two-digit birth year City re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-61037	TPA	Mark Johnson	1989-09-14	—	—	3957 Willow Ct, Scottsdale, AZ, 85265	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+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
PRV-28254	PRV	Logan J Larson	1945-04-19	—	9866887457	6157 Forest Ave, Phoenix, AZ, 85053	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+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
CLM-416957	CLM	Santiago Lynch	1998-06-15	UHC-94650-08	3253173092	2281 River Rd # 188, Las Vegas, NV, 89117	0.52	Two-digit birth year Unit split from street 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
TPA-52084	TPA	Helen Cruz	1988-11-02	—	—	756 Central Ave, Orlando, FL, 32889	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-20886	PRV	Jonathan L Sullivan	1976-01-10	UHC-13997-31	2694871564	7212 Mesa Dr # 208, Gilbert, AZ, 85231	0.52	Two-digit birth year Phone reformatted Unit split from street City re-cased+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
CLM-417104	CLM	West Jacqueline	2001-11-06	UHC-85592-57	—	6379 Cedar Ln, Orlando, FL, 32838	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420468	CLM	Janet T Hicks	1980-06-24	UHC-23608-84	4283226184	8500 Apache Blvd, Tucson, AZ, 85711	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+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
CLM-416976	CLM	Contreras Mark	1994-06-05	—	—	7677 Indian School Rd, Sacramento, CA, 95831	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
TPA-57906	TPA	Emily Luna	1939-09-28	—	8089212340	4489 Market St Apt 36, Denver, CO, 80299	0.52	Two-digit birth year Unit split from street Street suffix standardised Address 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
CLM-401838	CLM	Caroolyn U Jimenez	1942-02-17	UHC-13964-61	—	7201 Meadow Ln, Houston, TX, 77054	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-404931	CLM	Cynthia Chapman	1978-05-02	UHC-75673-50	—	8451 Willow Ct, Dallas, TX, 75209	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+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
TPA-54980	TPA	Dylan Deaan	1940-04-18	—	3722813844	3307 Apache Blvd, Atlanta, GA	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
PRV-20856	PRV	Arjun Turner	1984-09-08	—	—	8735 Valley View Dr, Phoenix, AZ, 85067	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+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
CLM-420968	CLM	MelissaJunk	1998-06-13	UHC-73960-39	—	4529 Grand Ave # 997, Minneapolis, MN, 55492	0.52	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+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
CLM-423087	CLM	Steven P Maldonado	1985-04-19	—	—	1352 Desert Sky Blvd, Minneapolis, MN, 55478	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-420235	CLM	Karen Q Ruiz	1943-08-01	—	—	5995 Sage Ct, Austin, TX, 78782	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more

6,661 rows, page 37 of 134Previous Next