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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136330	ENR	Lori X Hayes	1962-11-15	UHC-45787-52	9358116096	4548 Lincoln Way, Sacramento, CA, 95840	0.94	Phone reformatted Email lower-cased Plan code upper-cased
ENR-134845	ENR	Carlos C Sanchez	2001-09-06	UHC-51021-26	5556528980	1565 Jefferson Ave, Eden Prairie, MN, 55301	0.94	Phone reformatted Email lower-cased Plan code upper-cased
CLM-402331	CLM	Frank Cunningham	1994-03-15	UHC-63866-29	4975460599	—	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-117740	ENR	Kenneth Contreras	1987-05-02	UHC-79730-70	2785005180	9101 Ridge Rd, Atlanta, GA, 30332	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-111349	ENR	Ann F Murphy	1974-11-17	UHC-34533-93	6395692312	4819 Church St, Charlotte, NC, 28266	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
CLM-408876	CLM	Bruce Perkins	1968-04-02	—	3819597953	—	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
ENR-109708	ENR	Sarah M Vazquez	1982-04-20	UHC-10751-76	2192558280	—	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-432023	CLM	Jordan King	1987-12-18	UHC-47443-28	—	—	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
CLM-418662	CLM	Ralph T Marshall	1975-02-01	UHC-99444-67	—	2360 Park Pl, Eden Prairie, MN, 55308	0.94	City re-cased Plan code upper-cased Placeholder values cleared
ENR-140085	ENR	Roger Estrada	1973-07-18	UHC-68240-71	—	6568 Main St, Phoenix, AZ, 85026	0.94	City re-cased Plan code upper-cased Placeholder values cleared
CLM-421828	CLM	Karen R Mills	1992-07-13	—	—	—	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
ENR-109461	ENR	Lori Q Woods	1959-12-07	UHC-11203-61	—	6879 Cedar Ln, Charlotte, NC, 28227	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
ENR-107144	ENR	Sophia K Maldonado	1998-08-10	UHC-62919-44	6937380050	5547 Grand Ave, Orlando, FL, 32883	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
CLM-409665	CLM	Timothy Welch	1945-03-03	UHC-08254-58	—	—	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
ENR-139764	ENR	Janet R Carpenter	1945-03-16	UHC-72899-58	9012579844	3704 Canyon Rd, Austin, TX, 78710	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-125022	ENR	Doris Q Jackson	1971-01-15	UHC-08643-24	6775006834	2056 Maple Ave, Jacksonville, FL, 32225	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-133844	ENR	Kayla X Aguilar	1976-03-22	UHC-82478-71	2923605411	6304 Indian School Rd, Minneapolis, MN, 55409	0.94	Phone reformatted Member ID reformatted Plan code upper-cased
ENR-102924	ENR	Alan Y Gomez	1970-09-14	UHC-96329-04	4996750420	4112 Central Ave, Plano, TX, 75038	0.94	State code upper-cased Plan code upper-cased Placeholder values cleared
CLM-418088	CLM	Wei Peterson	1974-10-10	UHC-89968-32	—	1262 Grand Ave, Dallas, TX, 75257	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
ENR-140979	ENR	Catherine Hunter	1946-12-18	UHC-60004-75	5603788158	4907 Highland Ave, Fresno, CA, 93799	0.94	Name re-cased Phone reformatted Plan code upper-cased
ENR-138273	ENR	Virginia K Ramos	1989-04-27	UHC-68765-49	9145286030	1476 Indian School Rd, San Diego, CA, 92124	0.94	Name re-cased Phone reformatted Plan code upper-cased
ENR-109017	ENR	Patrick V Cunningham	1958-10-14	UHC-50542-14	2118136467	2632 Canyon Rd, Tucson, AZ, 85739	0.94	Date of birth reformatted Phone reformatted Plan code upper-cased
CLM-430927	CLM	Jason Meyer	2002-12-20	UHC-71924-51	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-130942	ENR	David A Long	1966-04-07	UHC-02750-47	—	5155 Maple Ave, Chandler, AZ, 85240	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
ENR-114128	ENR	Brittany Q Fowler	1948-04-11	UHC-05869-27	7738311115	4303 Lake View Rd, San Antonio, TX, 78274	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
CLM-415066	CLM	Justin A Cox	1998-05-03	—	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-120855	ENR	Peter C Evans	1964-08-09	UHC-74111-12	5842754486	105 Mountain View Dr, Plano, TX, 75083	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
ENR-134409	ENR	Abigail H Spencer	1969-09-15	UHC-82202-40	3175753421	8550 Lincoln Way, Dallas, TX, 75209	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
CLM-413238	CLM	Cynthia Robinson	1980-09-09	UHC-24600-14	—	—	0.94	Name re-cased Plan code upper-cased Whitespace trimmed
CLM-418019	CLM	Julia Vasquez	1955-11-28	UHC-21529-95	—	—	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
ENR-101243	ENR	Douglas Hughes	1943-02-13	UHC-77466-69	3112311066	—	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-101754	ENR	Mari W Mendez	1940-06-16	UHC-87975-31	7629783398	2907 Cedar Ln, Orlando, FL, 32848	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-113800	ENR	Janet Elliott	1976-09-18	UHC-44835-28	3494185569	5041 Mountain View Dr, Gilbert, AZ, 85216	0.94	Name re-cased Phone reformatted Plan code upper-cased
ENR-104956	ENR	Austin Ryan	1944-04-19	UHC-41108-35	2216074536	8565 Market St, Miami, FL, 33113	0.94	Phone reformatted Member ID reformatted Plan code upper-cased
ENR-106653	ENR	Ricard Y Bailey	2001-07-09	UHC-82910-48	6727378048	5843 Church St, Charlotte, NC, 28244	0.94	Member ID reformatted Plan code upper-cased Whitespace trimmed
ENR-109546	ENR	Debra Rojas	1990-11-06	UHC-98536-76	5406173727	1359 Desert Sky Blvd, Atlanta, GA, 30359	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-403431	CLM	Hannah Marquez	1994-04-08	UHC-08190-39	4044465148	—	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-411899	CLM	Keith Mills	1969-12-07	UHC-47029-94	—	278 Hillcrest Rd, Seattle, WA, 98106	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
ENR-133713	ENR	Philip Graham	1968-07-26	UHC-18122-45	7849757003	9561 Grand Ave, Phoenix, AZ, 85028	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
TPA-52467	TPA	Ashley I Nunez	1942-02-11	UHC-78050-72	—	6577 Highland Ave, Minneapolis, MN, 55411	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-412640	CLM	Olivia T Sanchez	1947-09-04	UHC-66069-07	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-428364	CLM	Jonathan Brooks	1999-03-02	UHC-27135-67	8465834201	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-400858	CLM	Victoria Z Hunt	1978-03-28	UHC-04238-66	—	—	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
ENR-138760	ENR	Alan Brooks	1997-07-28	UHC-20096-48	2995660086	—	0.94	Email lower-cased Plan code upper-cased Placeholder values cleared
CLM-412432	CLM	Carol Dean	1941-07-12	—	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-132478	ENR	Stephen L Ortega	1951-04-07	UHC-09852-82	6993246424	7359 Apache Blvd, Houston, TX, 77078	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
TPA-59531	TPA	Laura J Ellis	1991-10-28	—	2612654691	145 River Rd, Gilbert, AZ, 85254	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-100648	ENR	Frank Z Medina	1968-07-25	UHC-52511-21	—	8665 Cedar Ln, Tampa, FL, 33624	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-102493	ENR	Jose G Olson	1944-06-25	UHC-21968-19	—	—	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
CLM-431091	CLM	Fraces W Ryan	1969-12-15	UHC-88967-08	—	1533 Sunset Blvd, Denver, CO, 80292	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared

3,278 rows, page 63 of 66Previous Next