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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113889	ENR	Terry W Cunningham	1966-10-11	UHC-72436-57	6618421003	1040 Baseline Rd, Austin, TX, 78784	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-102610	ENR	Janice Ferguson	1996-06-28	UHC-79079-57	—	1466 Church St, Mesa, AZ, 85246	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-102680	ENR	Jacob Little	—	UHC-18349-35	2962387539	2027 Cedar Ln, Orlando, FL, 32819	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-120593	ENR	Bradley X Vazquez	1989-07-07	UHC-39551-61	3979479721	1527 Cedar Ln Apt 15, Plano, TX, 75044	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-108581	ENR	Elizabeth G Knight	1982-02-21	UHC-29520-95	3772235658	8604 Apache Blvd, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130611	ENR	Alexander Warren	2002-04-27	UHC-79134-14	5516451719	8072 Desert Sky Blvd, Columbus, OH, 43265	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-116987	ENR	Megan Boyd	1991-11-04	UHC-11001-98	4176131011	4484 Bayshore Dr Apt 25, Columbus, OH, 43238	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-116988	ENR	Megan Boyd	1991-11-04	UHC-11001-98	4176131011	4484 Bayshore Dr Apt 25, Columbus, OH, 43238	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-111459	ENR	Jacqueline N Pierce	1939-11-08	UHC-89578-74	6326008818	4171 Ocean Ave, Tempe, AZ, 85285	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-141513	ENR	Lauren I Medina	1962-06-02	UHC-25204-90	7458414713	2179 Bayshore Dr, Phoenix, AZ, 85086	0.62	Name re-cased Phone reformatted City re-cased State code upper-cased+3 more
ENR-105384	ENR	Nancy Palmer	1975-12-11	UHC-18015-69	8348821792	4573 Elm St, Dallas, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-131312	ENR	Debra X Olson	1978-06-28	—	3979825158	4489 Willow Ct, Minneapolis, MN, 55474	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125953	ENR	Sean K Morgan	2005-10-24	UHC-75819-92	6436372880	2936 Canyon Rd, Las Vegas, NV, 89133	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131737	ENR	Adam D Taylor	1958-11-06	UHC-10122-04	8399004971	5074 Ocean Ave # 916, Scottsdale, AZ, 85252	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-107285	ENR	Bryan Patterson	1986-06-20	UHC-00042-37	6958693021	6528 Ridge Rd, Glendale, AZ, 85321	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125580	ENR	Judy Schmidt	1998-11-05	UHC-15358-33	—	3663 Pine Dr, Tampa, FL, 33672	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-134716	ENR	Deborah S Burns	1980-01-12	UHC-63347-73	2202424505	2696 Willow Ct, Fresno, CA, 93727	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124045	ENR	Doris W Henry	2008-08-18	UHC-75700-53	2113383100	2269 Mountain View Dr, Atlanta, GA, 30396	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-128839	ENR	Nancy Mejia	1955-12-04	UHC-96159-26	8864290962	1300 Maple Ave Apt 11, Phoenix, AZ, 85067	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-107000	ENR	Eric B Sancez	1942-03-09	UHC-51287-21	4534147687	9364 Jefferson Ave, Tempe, AZ, 85210	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-123113	ENR	Alexis J Tran	1938-01-26	UHC-80596-07	6349166724	238 Apache Blvd, Sacramento, CA, 95836	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119638	ENR	Gabriel Sullivan	1967-12-04	UHC-51151-71	8038223466	4637 Main St, Fresno, CA, 93796	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-135609	ENR	Evelyn X Garza	2000-07-13	UHC-78260-67	7579996738	7059 Sage Ct, Columbus, OH, 43272	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-136697	ENR	Shirley T Carr	1938-09-16	UHC-71867-23	7292272123	281 Meadow Ln, Fresno, CA, 93770	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102724	ENR	Emily Nguyen	1981-12-25	UHC-05387-74	4865831068	8613 Mesa Dr, Columbus, OH, 43241	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-132911	ENR	Bradlay Wells	1980-12-02	UHC-44434-27	3636471737	1813 Elm St, Jacksonville, FL, 32280	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134530	ENR	Carolyn D Wright	1981-12-24	UHC-75258-31	9144653881	8010 Hillcrest Rd, Orlando, FL, 32870	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-125228	ENR	Douglas Lynch	1983-02-10	UHC-36045-91	6092888751	365 Maple Ave, Gilbert, AZ, 85275	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126478	ENR	Barb Z Gordon	1974-10-13	UHC-06105-89	8152657950	3289 Washington St, Orlando, FL, 32852	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-109661	ENR	Jeremy Nichols	1977-04-27	UHC-36703-86	4899180472	7024 Indian School Rd, Orlando, FL, 32860	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125787	ENR	Eugene X Perez	1995-04-11	UHC-36595-86	—	7968 Baseline Rd, Chandler, AZ, 85244	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-127768	ENR	Dorothy Riley	1986-06-13	UHC-58212-49	8559264082	6622 Sunset Blvd, Houston, TX, 77075	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126918	ENR	Janet Morales	1992-01-17	UHC-08987-22	2562524520	1780 Spring St, Chandler, AZ, 85240	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124478	ENR	Marilyn Mason	2003-01-23	UHC-06049-09	2517492884	7190 Baseline Rd, Plano, TX, 75071	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103865	ENR	Patricia Y Schultz	1946-04-18	UHC-50932-99	6462059255	4426 Park Pl, Glendale, AZ, 85392	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139219	ENR	Janet W Carroll	1938-02-10	UHC-53190-20	5326216137	6292 Union St, Orlando, FL, 32810	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121472	ENR	Samantha Grham	1950-02-18	UHC-69287-28	3842804243	6339 Mountain View Dr, Glendale, AZ, 85352	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132452	ENR	Jerry M Thompson	1994-12-07	UHC-70094-70	—	8380 Ridge Rd, Seattle, WA, 98181	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-127888	ENR	Lisa Li	1999-09-23	UHC-04073-64	2314798466	6577 Ridge Rd, San Diego, CA, 92129	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123336	ENR	Ryan Morrison	1997-06-28	UHC-42344-63	6144678272	8872 Sage Ct, Atlanta, GA, 30321	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120744	ENR	Olivia Ramirez	1992-11-08	UHC-01813-53	8558333445	3133 Sunset Blvd, San Antonio, TX, 78245	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129977	ENR	Marcus P Nelson	1980-01-11	UHC-84146-05	3734684156	5807 Ocean Ave, Orlando, FL, 32857	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135437	ENR	Madison Dean	1972-12-12	UHC-34653-59	3164987718	4118 Ridge Rd, Chandler, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-120597	ENR	Hannah Dunn	1973-09-11	UHC-05051-44	4698171397	9272 Mountain View Dr, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127913	ENR	Lawrence Shaw	1968-10-26	UHC-23351-29	2686453729	1500 Baseline Rd, Houston, TX, 77023	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-143040	ENR	Ryan Stephens	1975-11-12	UHC-85421-18	9047854086	4576 Pine Dr, Phoenix, AZ, 85048	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110375	ENR	Heather T Ellis	2004-12-07	UHC-10265-02	4653314415	4565 Bayshore Dr, Chandler, AZ, 85231	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101501	ENR	Brenda T Bradley	1946-05-19	UHC-93672-78	—	7376 Bayshore Dr, Chandler, AZ, 85281	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-123022	ENR	Diana Bell	1962-10-11	UHC-78952-19	7726012308	3912 Mountain View Dr # 185, Phoenix, AZ, 85032	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-104167	ENR	Ana Hamilton	1991-01-09	UHC-46536-08	3099029073	8530 Union St, Scottsdale, AZ, 85282	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

17,310 rows, page 61 of 347Previous Next