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

Third-party administrator, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52527	TPA	Sharon West	1948-11-11	—	—	773 Hillcrest Rd, Orlando, FL, 32852	0.84	Name split from “Last, First”Placeholder values cleared
TPA-60056	TPA	Benjamin Fuller	1980-12-22	—	—	3136 Main St, Glendale, AZ, 85370	0.84	Name split from “Last, First”Placeholder values cleared
TPA-55412	TPA	Christopher Rivera	1982-06-16	—	—	—	0.84	Gender normalised Placeholder values cleared
TPA-62173	TPA	Brian Patel	1955-12-13	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-50629	TPA	Victoria Meyer	1996-05-01	—	—	5344 Indian School Rd, Las Vegas, NV, 89195	0.84	Name split from “Last, First”Placeholder values cleared
TPA-62926	TPA	Amy Bryant	1959-06-18	—	5296876883	6774 Sage Ct, Phoenix, AZ, 85099	0.84	Name split from “Last, First”Placeholder values cleared
TPA-51862	TPA	Joyce Scott	1985-06-16	—	—	4524 Mesa Dr, Minneapolis, MN, 55468	0.84	ZIP+4 trimmed Placeholder values cleared
TPA-55080	TPA	Doris Cox	1987-05-05	—	—	—	0.84	Two-digit birth year Placeholder values cleared
TPA-61547	TPA	Dorothy J James	1991-07-04	—	—	5547 Broadway, Charlotte, NC, 28217	0.84	Gender normalised Placeholder values cleared
TPA-59219	TPA	Gerald Tran	1980-06-22	—	—	4623 Church St Apt 9, Mesa, AZ, 85287	0.84	Unit split from street Placeholder values cleared
TPA-54650	TPA	Judy Jimenez	1997-08-13	—	—	8620 River Rd, Phoenix, AZ	0.84	ZIP missing Placeholder values cleared
TPA-62036	TPA	Juan Richardson	1953-06-28	—	—	—	0.84	Gender normalised Placeholder values cleared
TPA-50279	TPA	Emma Rogers	2001-11-18	—	—	6134 Lincoln Way, Phoenix, AZ, 85048	0.84	Gender normalised Placeholder values cleared
TPA-59785	TPA	Janet Morgan	1968-04-24	UHC-17766-52	—	2596 Sunset Blvd, Chandler, AZ, 85228	0.84	Name split from “Last, First”Placeholder values cleared
TPA-54869	TPA	Lori T Garcia	1993-06-24	—	—	988 Sage Ct, Tampa, FL, 33691	0.84	Name split from “Last, First”Placeholder values cleared
TPA-53237	TPA	Brian Vazquez	—	—	—	4314 Washington St, Sacramento, CA, 95831	0.84	Date of birth unreadable Placeholder values cleared
TPA-60043	TPA	Eugene Anderson	1963-08-20	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-55790	TPA	Logan A Phillips	1966-04-21	UHC-58593-18	—	3710 Mountain View Dr, Orlando, FL, 32851	0.84	State name converted to code Placeholder values cleared
TPA-50476	TPA	Sofia Dominguez	1951-12-27	UHC-86327-43	—	—	0.84	SSN last four extracted Placeholder values cleared
TPA-58703	TPA	Harold Peterson	2004-06-22	—	—	7323 Harbor Blvd, Las Vegas, NV, 89191	0.84	ZIP+4 trimmed Placeholder values cleared
TPA-59031	TPA	Juan Thompson	1991-10-12	—	—	—	0.84	Gender normalised Placeholder values cleared
TPA-55224	TPA	Johhn Sanders	1999-07-08	—	—	7846 Mountain View Dr, Plano, TX, 75075	0.84	Gender normalised Placeholder values cleared
TPA-51514	TPA	Willie R Torres	1979-07-09	—	—	3439 Valley View Dr, Tampa, FL, 33603	0.84	Name split from “Last, First”Placeholder values cleared
TPA-62802	TPA	Megan Z Knight	1968-04-21	—	—	784 Palm Dr, Fresno, CA, 93721	0.84	Name split from “Last, First”Placeholder values cleared
TPA-63507	TPA	Christian Hansen	1941-01-12	—	—	5586 Church St, Glendale, AZ, 85367	0.84	Name split from “Last, First”Placeholder values cleared
TPA-63493	TPA	Russell Jackson	2001-02-14	—	—	3483 Desert Sky Blvd, Mesa, AZ, 85242	0.84	Name split from “Last, First”Placeholder values cleared
TPA-54652	TPA	Sophia Peterson	2003-11-21	—	—	8118 Willow Ct, Fresno, CA, 93757	0.84	Two-digit birth year Placeholder values cleared
TPA-54222	TPA	Denise Clark	1980-09-13	—	—	1767 Pine Dr, Columbus, OH, 43288	0.84	ZIP+4 trimmed Placeholder values cleared
TPA-57419	TPA	Margraet Weaver	1997-09-16	—	—	7606 Cedar Ln, San Diego, CA, 92116	0.84	Name split from “Last, First”Placeholder values cleared
TPA-53306	TPA	Jose Silva	1944-11-08	—	—	3387 River Rd # 791, Mesa, AZ, 85247	0.84	Unit split from street Placeholder values cleared
TPA-55028	TPA	Randy Stevens	1988-10-24	—	—	7288 Jefferson Ave, Los Angeles, CA, 90071	0.84	Name split from “Last, First”Placeholder values cleared
TPA-56149	TPA	Anthony Harris	1960-08-04	UHC-51862-60	8492710678	2320 Harbor Blvd, Orlando, FL, 32824	0.84	Name split from “Last, First”Placeholder values cleared
TPA-60264	TPA	Harold Ramirez	—	—	—	6606 Forest Ave, Charlotte, NC, 28260	0.84	Date of birth missing Placeholder values cleared
TPA-50073	TPA	Sean V Cook	1984-03-16	—	—	—	0.84	Two-digit birth year Placeholder values cleared
TPA-61223	TPA	Jonathan G Taylor	1981-08-02	—	—	34 Market St # 982, Tucson, AZ, 85764	0.84	Unit split from street Placeholder values cleared
TPA-60278	TPA	George Castillo	1985-01-18	—	—	—	0.84	Two-digit birth year Placeholder values cleared
TPA-59091	TPA	Kelly Johnston	1938-07-09	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-57058	TPA	Frances Reed	1990-02-14	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-60718	TPA	Marcus Myers	1989-08-13	—	—	95 Lake View Rd, Tucson, AZ, 85700	0.84	Gender normalised Placeholder values cleared
TPA-50183	TPA	Bradley Carroll	2004-12-02	—	6947620897	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-61137	TPA	Matthew Johnston	1963-11-09	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-61138	TPA	Matthew Johnston	1963-11-09	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-51024	TPA	Edward Espinoza	1949-08-10	—	2694871692	2750 Valley View Dr, San Antonio, TX, 78297	0.84	Name split from “Last, First”Placeholder values cleared
TPA-54328	TPA	Scott Hart	1962-04-02	UHC-39979-07	—	7942 Oak St, Miami, FL	0.84	ZIP missing Placeholder values cleared
TPA-54089	TPA	Frances Yang	—	—	—	1650 Forest Ave, Los Angeles, CA, 90069	0.84	Date of birth missing Placeholder values cleared
TPA-54770	TPA	Julie Perry	1941-11-10	—	6024678671	7330 Canyon Rd, San Diego, CA, 92139	0.84	Name split from “Last, First”Placeholder values cleared
TPA-62752	TPA	Logan Scott	1988-08-15	—	5052434196	9396 Cedar Ln, Nashville, TN, 37243	0.84	Gender normalised Placeholder values cleared
TPA-51699	TPA	Margaret Kelley	1961-12-02	—	—	6289 Jefferson Ave, Las Vegas, NV, 89138	0.84	Gender normalised Placeholder values cleared
TPA-53053	TPA	Brian Contreras	—	—	7293588512	—	0.84	Date of birth unreadable Placeholder values cleared
TPA-63049	TPA	Betty H Marshall	1957-11-08	—	—	9766 Mesa Dr Apt 17, Gilbert, AZ, 85212	0.84	Unit split from street Placeholder values cleared

14,135 rows, page 214 of 283Previous Next