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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106878	ENR	Teresa Grant	2004-01-23	UHC-34244-99	4019309706	7586 Elm St, Houston, TX, 77023	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
CLM-432716	CLM	Randy Riley	1975-07-01	—	3255105808	2611 Jefferson Ave, Plano, TX, 75054	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
ENR-109899	ENR	Gregory Car	1974-08-10	UHC-45524-46	4787585362	9728 Pine Dr, Dallas, TX, 75245	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
CLM-402365	CLM	Andrew Wagn	1968-03-11	UHC-05635-36	—	2103 Willow Ct, Nashville, TN, 37271	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-24837	PRV	Camila Vargas	2001-07-17	—	4423890275	4897 Main St, Dallas, TX, 75294	0.68	Two-digit birth year Phone reformatted State name converted to code Placeholder values cleared
TPA-57150	TPA	Katharine Schultz	1955-09-26	—	—	2397 Pine Dr, Plano, TX, 75066	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-117387	ENR	Carl Powell	1943-07-19	UHC-28536-45	—	8808 Canyon Rd, Glendale, AZ, 85304	0.68	SSN last four extracted State name converted to code Email lower-cased Whitespace trimmed
ENR-106416	ENR	Ahmde Vazquez	1955-08-09	—	9142541272	2802 Sunset Blvd, Tucson, AZ, 85748	0.68	Phone reformatted State name converted to code Email lower-cased Gender normalised
ENR-101214	ENR	Sophia C Hamilton	1950-04-09	UHC-89129-63	3573203423	2596 Elm St, Miami, FL, 33181	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
ENR-106982	ENR	Soia F Torres	1976-07-20	UHC-43110-19	7663812210	9007 Mountain View Dr, Miami, FL, 33150	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-127537	ENR	Jose X Hunter	1952-06-01	UHC-33111-97	6153272706	2363 Forest Ave, Houston, TX, 77040	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
CLM-430816	CLM	Diego Montgomery	1950-06-08	—	—	2865 Main St, Columbus, OH, 43211	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
TPA-62325	TPA	Aaron Knight	1983-07-13	UHC-95721-09	—	8293 Spring St, Nashville, TN, 37219	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-128133	ENR	Ryan M Cox	1963-09-19	—	6729764042	3541 Highland Ave, Chandler, AZ, 85262	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
TPA-51126	TPA	Gregory Richardson	1960-04-11	—	—	1687 Palm Dr, Dallas, TX, 75271	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
ENR-119915	ENR	Philip I Wallace	1996-01-15	UHC-93647-95	6298418014	7982 River Rd, Dallas, TX, 75289	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-126508	ENR	Rebecca E Holmes	1957-06-16	UHC-55997-48	6694600338	5775 Grand Ave, Minneapolis, MN, 55401	0.68	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed
ENR-102994	ENR	Brandon W Russell	1988-12-24	UHC-06169-41	3012852333	2850 Highland Ave, Las Vegas, NV, 89142	0.68	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased
ENR-125255	ENR	Julia Dean	1963-05-03	UHC-67043-92	2916682572	6711 Forest Ave, Dallas, TX, 75282	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-108723	ENR	Sofia Greene	1976-05-20	UHC-16642-19	—	6125 Apache Blvd, Denver, CO	0.68	Date of birth reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-130454	ENR	Nathan Turner	1987-05-06	UHC-08557-62	5189619890	528 Market St, Gilbert, AZ, 85275	0.68	Street suffix standardised Address re-cased City re-cased State name converted to code
CLM-409868	CLM	Santiago Garza	1994-07-26	—	—	4439 Highland Ave Apt 19, Atlanta, GA, 30315	0.68	Name re-cased Unit split from street State name converted to code Placeholder values cleared
ENR-100474	ENR	Laura D Henderson	1939-09-02	UHC-08977-16	—	6222 Union St, Tampa, FL, 33684	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-416516	CLM	Christian Ferguson	1949-08-19	UHC-15332-76	—	7562 Indian School Rd, Fresno, CA, 93733	0.68	Name re-cased Phone missing area code State name converted to code Placeholder values cleared
TPA-51363	TPA	Joe Stephens	1975-03-11	—	3118285793	302 Church St, Columbus, OH, 43237	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
CLM-417019	CLM	Jean L Andrews	1940-07-07	UHC-62623-61	3016328058	4756 Jefferson Ave, Miami, FL, 33151	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
TPA-51791	TPA	Dylan C Webb	1993-04-28	—	6387672848	2218 Harbor Blvd, Eden Prairie, MN, 55324	0.68	Middle initial moved out of first name Phone reformatted State name converted to code Placeholder values cleared
ENR-101282	ENR	Ben H Meyer	1985-02-02	UHC-16096-57	4183842251	9288 Market St, Sacramento, CA, 95858	0.68	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code
TPA-53796	TPA	Ketherine Williamson	1999-08-27	—	—	6785 Sunset Blvd, Tucson, AZ	0.68	Date of birth reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-120783	ENR	Bryan X Holmes	1987-08-19	UHC-93283-13	3607294113	6853 Oak St, Minneapolis, MN, 55438	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
CLM-408839	CLM	Ahmed Vasquez	1956-06-02	UHC-88338-81	—	6948 Camelback Rd, Gilbert, AZ, 85282	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-107348	ENR	Helen Snyder	1952-08-03	UHC-08676-93	7079643958	9656 Palm Dr, Tucson, AZ, 85704	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-404429	CLM	John Morris	1958-12-27	—	—	5012 Ridge Rd, Miami, FL, 33106	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-134598	ENR	Harold Aguilar	1944-03-18	UHC-68897-39	2407540376	1195 Desert Sky Blvd, Las Vegas, NV	0.68	Phone reformatted State name converted to code ZIP missing Whitespace trimmed
ENR-130623	ENR	Wei B Morales	1981-02-10	UHC-24706-71	7476126705	849 Ridge Rd, Tampa, FL	0.68	Name re-cased Phone reformatted State name converted to code ZIP missing
CLM-412019	CLM	Heather Lynch	1961-05-07	UHC-96264-48	—	8994 Broadway, Fresno, CA, 93786	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
ENR-115065	ENR	Olivia I Coleman	1966-06-19	UHC-80313-12	9616464997	1107 Oak St, San Antonio, TX, 78250	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-122001	ENR	Christopher P Thompson	1939-09-01	UHC-45364-76	—	9639 Broadway, Mesa, AZ, 85258	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
TPA-64206	TPA	Linda Reid	1941-09-26	—	—	3931 Harbor Blvd, San Diego, CA, 92104	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
ENR-104404	ENR	Emily A Taylor	1973-05-08	UHC-04283-86	7697849269	3820 Forest Ave, Sacramento, CA, 95885	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed
CLM-424138	CLM	Juan Morris	2008-10-17	UHC-99012-31	4495801407	50 Washington St, Houston, TX, 77043	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-105340	ENR	Isabella T Vargas	1947-07-28	UHC-66723-98	2137270272	1948 Sunset Blvd, Phoenix, AZ, 85094	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-137423	ENR	Diego Fissher	1960-08-04	UHC-25301-98	3823714663	872 Jefferson Ave, Columbus, OH, 43295	0.68	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code
ENR-141524	ENR	Jack Gray	1966-11-25	UHC-88547-19	9105895781	6736 Church St, Sacramento, CA, 95837	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-125574	ENR	Sophia U Palmer	2008-12-21	UHC-68627-70	3016289690	5502 Ridge Rd, San Diego, CA, 92126	0.68	Street suffix standardised Address re-cased State name converted to code Email lower-cased
CLM-400480	CLM	Hiroshi Ortega	1979-11-11	UHC-36461-06	—	188 Elm St, Austin, TX, 78799	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
CLM-403350	CLM	Joshua Berry	1960-10-16	UHC-95503-74	—	8922 Mountain View Dr, Miami, FL, 33182	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-411381	CLM	Judy Miller	1994-05-09	—	—	9313 River Rd, Tampa, FL, 33660	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-131992	ENR	Beverly S Ramirez	1979-04-12	UHC-52979-02	7684237278	683 River Rd, Atlanta, GA, 30303	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
TPA-53987	TPA	Kyle Rosss	1970-08-03	—	—	6425 Baseline Rd, Fresno, CA, 93736	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared

9,084 rows, page 141 of 182Previous Next