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
TPA-62004	TPA	Bryan Burke	1998-09-15	—	—	8698 Bayshore Dr, Dallas, TX, 75228	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-131058	ENR	Jacqueline Wang	1950-06-12	UHC-56688-73	—	3858 Park Pl, Miami, FL, 33108	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-110457	ENR	Madison K Jordan	1940-07-06	UHC-68885-63	—	3870 Church St, Chandler, AZ, 85281	0.80	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed
CLM-412614	CLM	Diane Reed	1995-09-05	UHC-16399-94	5742544094	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412613	CLM	Diane Reed	1995-09-05	UHC-16399-94	5742544094	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423599	CLM	Amy I Myers	1950-09-21	UHC-78281-86	3636967559	5533 Valley View Dr, Charlotte, NC, 28223	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-59301	TPA	Joseph Bradley	1997-05-12	—	—	—	0.80	Two-digit birth year Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-409456	CLM	Mark Kelley	1988-08-22	UHC-28980-76	—	2938 Spring St, Miami, FL, 33105	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-400693	CLM	Robert Ncihols	2007-10-24	UHC-85970-41	6913974850	5023 Cedar Ln, Seattle, WA, 98131	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-424218	CLM	Luis Larson	1979-08-22	UHC-85158-48	2644571080	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-54587	TPA	Sandra Powell	1958-01-16	—	—	2109 Central Ave, Eden Prairie, MN, 55339	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-412320	CLM	Diana Porter	1960-02-01	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-119661	ENR	Elizabeth Y Stewart	1943-05-13	UHC-96283-54	7255720680	4434 Elm St, San Antonio, TX, 78229	0.80	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed
CLM-411563	CLM	Valentina Mejia	1985-06-21	UHC-96174-01	—	636 Highland Ave, Miami, FL, 33147	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-109404	ENR	Ana Price	1949-12-07	UHC-64901-14	5512031933	605 Broadway, Jacksonville, FL, 32257	0.80	Name re-cased Two-digit birth year Phone reformatted Address re-cased
ENR-117145	ENR	Kathryn V Jimenez	1964-06-07	UHC-75324-70	5588609167	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-105790	ENR	Dylan Robertson	1975-12-12	UHC-45403-96	9466921447	2897 Canyon Rd, Fresno, CA, 93782	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
CLM-414970	CLM	Barbara Palmer	1974-10-15	—	3049451940	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-405454	CLM	Rachel Peters	1970-12-15	—	4284423908	—	0.80	Two-digit birth year Phone reformatted Email lower-cased Placeholder values cleared
ENR-101647	ENR	Katherine W Robertson	1977-02-16	UHC-26141-96	9442618023	2864 Lake View Rd, Plano, TX, 75013	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-424822	CLM	Ethan Ray	1990-08-08	UHC-45961-16	9137226741	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-129821	ENR	Julie M Guzamn	1963-02-20	UHC-93993-35	2596593030	885 Church St, Glendale, AZ, 85371	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-135598	ENR	Roger X Bowman	1987-05-28	UHC-86290-80	3489247156	328 River Rd, Charlotte, NC, 28286	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22598	PRV	Willie Rivera	1960-07-07	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-107031	ENR	Christina Knight	1973-12-23	UHC-83863-67	8484496717	7331 Broadway, Tucson, AZ, 85796	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
TPA-61536	TPA	Christopher Harris	1948-11-20	—	8657013414	3241 Valley View Dr, Tucson, AZ, 85782	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
ENR-134625	ENR	Ethan Watson	1977-12-07	UHC-77561-28	2389202282	4309 Valley View Dr, Tampa, FL, 33626	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
TPA-59355	TPA	Sean Wallacce	1994-10-23	UHC-48266-32	—	—	0.80	Two-digit birth year Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-407328	CLM	Jordan Harris	1951-12-25	UHC-98759-35	2596461176	1233 Forest Ave, Las Vegas, NV, 89120	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-412496	CLM	Steven G Matthews	1975-06-11	—	6923337571	3480 Hillcrest Rd, Mesa, AZ, 85299	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-430617	CLM	Helen Rayn	1998-10-21	—	6305830091	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-122782	ENR	Brittany Aguilar	2000-11-16	UHC-06610-34	—	4574 Willow Ct, Gilbert, AZ, 85208	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-421698	CLM	Nicole Kennedy	1940-09-26	UHC-06272-41	5347483356	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-62467	TPA	Jesse Padilla	1944-01-13	—	8616486458	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-412747	CLM	Nicole Weber	2008-04-01	—	2263003086	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-110573	ENR	Yuki Dominguez	1982-09-13	UHC-20110-23	5733552265	2794 Camelback Rd, Nashville, TN, 37291	0.80	Two-digit birth year Phone reformatted Member ID reformatted Email lower-cased
CLM-411808	CLM	Douglas Jackson	2007-04-04	UHC-53621-80	4813251547	9299 Indian School Rd, Scottsdale, AZ, 85252	0.80	Name re-cased Two-digit birth year Phone reformatted State code upper-cased
CLM-419651	CLM	Carolyn Carlson	1963-03-23	UHC-63760-02	7674784645	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24873	PRV	Priya Castro	1941-10-01	—	—	1086 Oak St, Seattle, WA, 98156	0.80	Two-digit birth year State code upper-cased Email lower-cased Placeholder values cleared
TPA-60473	TPA	Jeremy Black	1991-06-26	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-424461	CLM	Sara Oiver	1957-09-03	UHC-31128-24	7055870807	9299 Highland Ave, Scottsdale, AZ, 85268	0.80	Two-digit birth year Phone reformatted Email lower-cased Placeholder values cleared
ENR-108050	ENR	Tyler R Ortega	1977-10-05	UHC-92950-23	—	3839 Apache Blvd, Charlotte, NC, 28205	0.80	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed
PRV-23267	PRV	Alexander Y Reynolds	1990-08-03	—	6993042577	7344 Cedar Ln, Glendale, AZ, 85333	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
CLM-417311	CLM	Dot U Diaz	1979-02-20	UHC-81135-23	—	—	0.80	Name re-cased Two-digit birth year Plan code upper-cased Placeholder values cleared
CLM-405834	CLM	Hiroshi Y Price	1975-01-23	UHC-21169-37	4393906066	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-61026	TPA	Joseph Y Reid	1953-04-24	—	—	7309 Washington St, Dallas, TX, 75269	0.80	Two-digit birth year Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-137203	ENR	Keith Thompson	1963-12-21	UHC-58395-71	8266693309	6960 Indian School Rd, Jacksonville, FL, 32274	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-109403	ENR	Maria Rivera	1950-06-19	UHC-52757-67	2558532356	6699 Valley View Dr, San Diego, CA, 92153	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-429249	CLM	Haarold Y Butler	1939-08-28	UHC-48098-73	—	151 Valley View Dr, Seattle, WA, 98145	0.80	Two-digit birth year Member ID reformatted State code upper-cased Placeholder values cleared
ENR-131550	ENR	Juan T Morris	2008-10-17	UHC-99012-31	4495801407	2005 Church St, Los Angeles, CA, 90059	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared

6,661 rows, page 118 of 134Previous Next