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-137225	ENR	Cheryl N Bradley	1981-08-26	UHC-91491-21	8338027279	1119 Lake View Rd, Orlando, FL, 32858	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-116767	ENR	Ethan U Turner	1979-07-21	UHC-63512-82	4725798708	3909 Central Ave, Seattle, WA, 98119	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106092	ENR	Teresa Mendez	1987-06-26	UHC-99599-84	8074200818	4688 Willow Ct, Chandler, AZ, 85258	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122889	ENR	Joyce Medina	1943-09-18	UHC-17090-46	7676833062	1257 Central Ave, San Diego, CA, 92137	0.60	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+4 more
ENR-129807	ENR	Joan Cunningham	2006-11-14	UHC-78634-64	3887130492	4473 Union St # 203, Tampa, FL, 33627	0.60	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-106195	ENR	Joseph R Obrien	1978-10-10	UHC-03406-45	6749279236	1682 Sage Ct, Orlando, FL, 32897	0.60	Name split from “Last, First”Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-103501	ENR	Lucia L Gonzales	1955-04-17	UHC-58807-87	3995271271	2783 Sage Ct, San Antonio, TX, 78241	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-141519	ENR	Abigail I Ruiz	1976-09-10	UHC-10453-32	9563680218	5194 Lake View Rd, Miami, FL, 33132	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-136289	ENR	Charlotte J Morgan	2001-03-03	UHC-53059-88	4269777010	3169 Canyon Rd, Denver, CO, 80242	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105126	ENR	Christina Cruz	1986-09-05	UHC-96388-39	3087113051	4501 Jefferson Ave, Eden Prairie, MN, 55391	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114585	ENR	Christopher Z Stewart	2007-01-04	UHC-24875-05	2935431305	3083 Main St, Houston, TX, 77068	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-100795	ENR	Brnadon R Bryant	1980-12-13	UHC-78047-95	9533400231	2086 Maple Ave, Atlanta, GA, 30342	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-102349	ENR	Debra V White	1951-01-13	UHC-67594-75	—	7964 Valley View Dr, Minneapolis, MN, 55491	0.60	Name re-cased City re-cased State code upper-cased ZIP+4 trimmed+4 more
ENR-139997	ENR	Stephen U Herrera	1950-05-18	UHC-99274-57	9304105875	1373 Park Pl, Minneapolis, MN, 55449	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-120524	ENR	Nicholas Espinoza	2003-07-25	UHC-39988-70	2948060529	2471 Indian School Rd, Glendale, AZ, 85381	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-107520	ENR	Roy Cook	1997-05-23	UHC-10849-81	7689751122	8933 Camelback Rd, Glendale, AZ, 85325	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127307	ENR	Frances V Stevens	1958-06-16	UHC-72258-94	7825624817	6045 Washington St, Chandler, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105563	ENR	Carl Y Li	1956-09-06	UHC-41105-72	5179122797	8507 Highland Ave, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123349	ENR	Doris Morris	1981-02-14	—	3819961961	4738 Willow Ct, Columbus, OH, 43236	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118844	ENR	Jordan Stone	1989-11-22	UHC-29838-90	4534019809	2253 Sage Ct, Fresno, CA, 93795	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-101169	ENR	Randy G Sanchez	1958-11-11	UHC-33973-66	9557342487	1774 Willow Ct, Orlando, FL	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107752	ENR	Nicole Perry	1988-11-01	UHC-68070-74	4757105879	2531 Sunset Blvd, Glendale, AZ, 85305	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-112331	ENR	Douglas G Cooper	1977-09-17	UHC-28409-19	8447769461	7523 Oak St, Nashville, TN	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-104216	ENR	Terry Rodriugez	1964-02-21	UHC-76538-79	3492659436	2114 Ocean Ave, Fresno, CA, 93791	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-104217	ENR	Terry Rodriugez	1964-02-21	UHC-76538-79	3492659436	2114 Ocean Ave, Fresno, CA, 93791	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-133999	ENR	Dorothy R Salazar	1992-09-11	UHC-11013-30	5905830646	3621 Park Pl, San Antonio, TX, 78258	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112074	ENR	Zachary O Nichols	1973-09-11	UHC-39053-23	6344942060	7771 Harbor Blvd, Atlanta, GA, 30378	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120883	ENR	Doris Y Meyer	1961-05-19	UHC-49829-23	7512437439	1523 Lincoln Way, Columbus, OH, 43292	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127621	ENR	Evelyn X Gray	1968-09-15	UHC-85134-32	7259017365	5902 Canyon Rd, Denver, CO, 80284	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-110218	ENR	Sandra P Yang	1961-10-20	UHC-18320-22	3794997151	4320 Ridge Rd, Tampa, FL	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-109946	ENR	Mike V Daniels	1961-10-14	UHC-40201-87	7277697198	4583 Valley View Dr, San Antonio, TX, 78222	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117593	ENR	Kathleen Gutierrez	2005-02-19	UHC-47968-83	9312004744	8177 Palm Dr, Atlanta, GA, 30319	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122107	ENR	Kate Walsh	1950-09-28	UHC-91901-69	7788921266	356 River Rd, Charlotte, NC, 28254	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-131912	ENR	Jrery A Edwards	1990-05-14	UHC-51204-16	8338180022	922 Union St # 854, Atlanta, GA, 30387	0.60	Date of birth reformatted Phone reformatted Unit split from street City re-cased+4 more
ENR-119277	ENR	Denise B Sanchez	1994-11-02	UHC-02390-99	3769388256	8771 Market St, Scottsdale, AZ, 85293	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129664	ENR	Timothy Rios	1947-03-18	UHC-68272-84	4115988712	8728 Sage Ct Apt 36, Miami, FL, 33123	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-114059	ENR	Diana Reynolds	1970-07-19	UHC-32272-44	9379063652	6536 Lake View Rd, Fresno, CA, 93700	0.60	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-138855	ENR	Dylan Davis	2006-03-05	UHC-30152-47	4057894702	6903 Forest Ave, Tampa, FL	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-126980	ENR	Keith Diaz	1996-11-13	UHC-14729-92	8696037650	2922 Park Pl, Minneapolis, MN, 55455	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110232	ENR	Sophia J Bowman	1983-01-26	UHC-12484-24	7946108740	1910 Forest Ave, San Diego, CA, 92167	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-104118	ENR	Austin Hughes	2000-06-04	UHC-81540-49	4454953335	138 Meadow Ln, Eden Prairie, MN, 55308	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113856	ENR	Mei S Neslon	1998-05-06	UHC-81996-09	9375833268	6349 Indian School Rd, San Antonio, TX, 78263	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116317	ENR	Olivia X Pena	1962-11-01	UHC-64907-39	4994022698	3732 Lake View Rd, Las Vegas, NV, 89186	0.60	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102427	ENR	Patricia G Wood	1957-06-24	UHC-51254-08	—	2526 Meadow Ln, Jacksonville, FL, 32260	0.60	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-109624	ENR	Kathryn L Carpeenter	1974-11-22	UHC-20471-72	2479061184	7653 Canyon Rd, Las Vegas, NV, 89153	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-120181	ENR	Mary U Crawford	1987-09-04	UHC-87669-12	5073608916	9191 Ocean Ave, Scottsdale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-120182	ENR	Mary U Crawford	1987-09-04	UHC-87669-12	5073608916	9191 Ocean Ave, Scottsdale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-107881	ENR	Alexander Aguilar	1999-03-21	—	3798604515	2890 Jefferson Ave, Columbus, OH, 43238	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-119908	ENR	Roy Ramos	1976-03-09	UHC-72382-35	4423644182	8873 Willow Ct, Austin, TX, 78767	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-111372	ENR	Isabella S Shaw	1993-05-27	UHC-87611-44	4386905050	4412 Palm Dr, Atlanta, GA, 30369	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more

1,918 rows, page 7 of 39Previous Next