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

Enrollment, flag “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100755	ENR	Tyler C Mitchell	1953-08-13	UHC-43966-26	6107235277	8052 River Rd, Nashville, TN, 37268	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117521	ENR	Sarah M Kennedy	1998-07-05	UHC-87150-10	4402843080	5026 Hillcrest Rd, Mesa, AZ, 85286	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
ENR-132904	ENR	Larry V Duncan	1989-04-28	UHC-94999-36	6885946290	9313 Baseline Rd, Eden Prairie, MN, 55346	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-101912	ENR	Ahmed R Grant	1946-05-15	UHC-33822-70	6802750928	3106 Pine Dr, Chandler, AZ	0.76	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
ENR-123348	ENR	Vincent Reed	1988-07-01	UHC-37505-41	2335410304	2112 Indian School Rd, Mesa, AZ, 85280	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111718	ENR	Helen M Washington	1984-09-11	UHC-71648-01	5233236590	7200 Sunset Blvd, Atlanta, GA, 30381	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-141208	ENR	Ethan J Hunter	1976-03-27	UHC-23553-13	8954438797	1515 Valley View Dr, Denver, CO, 80298	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104949	ENR	Rachel M Johnson	1946-02-26	UHC-50862-88	3108253339	5094 Jefferson Ave, Minneapolis, MN, 55426	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-139245	ENR	Debra I Phillips	1964-05-22	UHC-19040-57	4515299221	883 Cedar Ln, Fresno, CA, 93740	0.76	Name re-cased Phone reformatted State code upper-cased Email lower-cased+2 more
ENR-123001	ENR	Danielle B Gomez	1962-01-04	UHC-89338-09	4966169025	9496 Cedar Ln, Jacksonville, FL, 32223	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-131283	ENR	Katherine Hernandez	1955-09-27	UHC-08215-63	—	7590 Meadow Ln, Jacksonville, FL, 32240	0.76	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+2 more
ENR-121024	ENR	Juan T Lee	1994-08-13	UHC-59669-36	2887059036	4173 Apache Blvd, Jacksonville, FL, 32226	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131267	ENR	Sue Medina	1981-06-01	UHC-59443-95	6126945386	1573 Willow Ct, Las Vegas, NV, 89123	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121948	ENR	Scott F Kennedy	1979-06-24	UHC-01041-32	6317779780	5665 Ridge Rd, Phoenix, AZ, 85055	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-127136	ENR	Teresa Meyer	1943-03-14	UHC-07697-73	3503589022	2292 Canyon Rd, Los Angeles, CA, 90013	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
ENR-111750	ENR	Aisha Robinson	1961-10-19	UHC-79685-78	—	1393 Spring St, San Antonio, TX, 78206	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
ENR-127754	ENR	Janice Yaang	1995-11-06	UHC-21909-10	3522772406	1511 Valley View Dr, Austin, TX, 78751	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120815	ENR	Bradley J Schultz	1947-07-05	UHC-33435-24	—	8268 Mountain View Dr, Mesa, AZ, 85206	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-134953	ENR	Logan T Wallace	2006-03-23	UHC-86756-78	7064362179	255 Valley View Dr, San Diego, CA, 92111	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139371	ENR	Martha J Marquez	2002-07-06	UHC-95428-18	8807405655	6570 Mesa Dr, Phoenix, AZ, 85053	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-107554	ENR	Keith Long	1947-10-25	—	6159738489	7989 Maple Ave, Miami, FL, 33196	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-122086	ENR	Andrew Z Carr	—	UHC-90893-71	5846119363	8266 Broadway, San Diego, CA, 92109	0.76	Date of birth missing Phone reformatted Address re-cased State code upper-cased+2 more
ENR-103056	ENR	Heather G Boyd	1954-10-26	UHC-21223-18	9519957781	4167 Ridge Rd, Minneapolis, MN, 55492	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-121725	ENR	Janet X Hednerson	1976-07-16	UHC-29228-29	9843086993	7039 Mountain View Dr, Houston, TX, 77055	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105229	ENR	Deborah O Washington	1977-04-15	UHC-12760-52	6214061998	3063 Pine Dr, Orlando, FL, 32856	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125862	ENR	Doris J Henderson	1976-10-24	UHC-34202-89	—	3173 Valley View Dr, Houston, TX	0.76	Name re-cased Date of birth reformatted State code upper-cased ZIP missing+2 more
ENR-110461	ENR	Angela X Cook	1991-09-23	UHC-77530-85	4425192779	469 Pine Dr, Glendale, AZ, 85334	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135141	ENR	Wei U Kelley	1976-03-16	UHC-78866-10	8199494035	2804 Central Ave, Charlotte, NC, 28271	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113546	ENR	Alexander F Jordan	1979-06-22	UHC-41447-04	6527957318	8019 Church St, Charlotte, NC, 28263	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-130267	ENR	Sandra Reynolds	1946-09-26	UHC-58865-76	—	5433 Meadow Ln, Phoenix, AZ, 85035	0.76	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-129477	ENR	Lori Porter	1946-02-14	UHC-02218-88	2658648981	8225 Grand Ave, Plano, TX, 75062	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130315	ENR	Katherine H Rose	1973-04-01	UHC-31860-41	7345373502	2876 Oak St, Denver, CO, 80221	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135534	ENR	Pamela X Little	1944-02-19	UHC-32755-61	2077861357	8997 Forest Ave, Tucson, AZ, 85797	0.76	Middle initial moved out of first name Name re-cased Phone reformatted State code upper-cased+2 more
ENR-132550	ENR	Lawrence King	1965-02-16	UHC-50289-20	2628417769	8299 Maple Ave, Glendale, AZ	0.76	Name re-cased City re-cased State code upper-cased ZIP missing+2 more
ENR-135023	ENR	Sharon C Gray	1960-01-01	UHC-95468-33	3296595868	4386 Pine Dr, Eden Prairie, MN, 55363	0.76	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
ENR-135787	ENR	Emily Mejia	1964-05-18	UHC-47698-75	9453348786	1138 Cedar Ln, Miami, FL, 33144	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-140027	ENR	Melissa O Lewis	1999-01-05	UHC-02738-68	6772010880	5700 Apache Blvd, Las Vegas, NV, 89125	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-140026	ENR	Melissa O Lewis	1999-01-05	UHC-02738-68	6772010880	5700 Apache Blvd, Las Vegas, NV, 89125	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112432	ENR	Teresa U Greene	1966-10-05	UHC-09192-11	8096719727	6237 Oak St, San Diego, CA, 92178	0.76	Phone reformatted City re-cased State code upper-cased Gender normalised+2 more
ENR-117729	ENR	Thomas Harvey	1992-07-03	UHC-73538-47	4002935315	2745 Mesa Dr, San Diego, CA, 92169	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-142979	ENR	Rose X Olivia	1987-06-10	UHC-89527-37	8048838448	483 Mesa Dr, Miami, FL, 33161	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118636	ENR	Danielle V Andrews	2006-04-02	UHC-00916-15	5888328982	621 Lincoln Way, Scottsdale, AZ, 85265	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-118081	ENR	Karen Gibson	1976-02-21	UHC-49708-56	5348288152	6786 Grand Ave, Denver, CO, 80299	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-105498	ENR	Jeremy D Campbell	1971-01-02	UHC-66823-60	7257764765	5454 Market St, Fresno, CA, 93733	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-134661	ENR	Abigail W Banks	1942-09-20	UHC-27644-46	—	9274 Oak St, Tempe, AZ, 85200	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-137281	ENR	Diana V Ellis	1985-05-03	UHC-22463-20	3943315576	2713 Maple Ave, Phoenix, AZ, 85047	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-123453	ENR	Laura Roberts	1989-04-07	UHC-05757-97	4774413709	7869 Ridge Rd, Tempe, AZ, 85224	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128213	ENR	Jesse P Castillo	1947-02-15	UHC-64582-82	9509293843	1838 Palm Dr, Plano, TX, 75086	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted State code upper-cased+2 more
ENR-112510	ENR	Kelly Powell	1946-01-09	UHC-60953-25	—	5281 Palm Dr, San Diego, CA, 92145	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
ENR-124201	ENR	Christine Wilson	1976-04-22	UHC-06620-20	—	9378 Canyon Rd, Charlotte, NC	0.76	Name re-cased Date of birth reformatted State code upper-cased ZIP missing+2 more

1,918 rows, page 23 of 39Previous Next