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-106883	ENR	Brandon E Lane	1986-11-24	UHC-12070-15	—	8331 Maple Ave, Tampa, FL, 33653	0.64	Name re-cased SSN last four extracted State code upper-cased Email lower-cased+2 more
ENR-106726	ENR	Randy T Miller	1965-10-28	UHC-14631-72	8574042444	6981 Spring St # 775, Dallas, TX, 75209	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-106991	ENR	Laura Bowman	2002-12-23	UHC-16543-14	5077262586	4517 Church St, Fresno, CA, 93702	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-101028	ENR	Bobby C Guzman	1994-02-25	UHC-75753-62	9747353534	2609 Sage Ct, Plano, TX, 75026	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-119948	ENR	Carol I Ramirez	1944-09-23	UHC-43837-44	6134610915	1707 Maple Ave, Minneapolis, MN, 55464	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-121694	ENR	Brittany Gilbert	2002-02-15	UHC-09613-64	3667725534	4053 Ridge Rd, Atlanta, GA, 30382	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106893	ENR	Emma G Willis	1954-08-24	UHC-58209-41	3946726890	5090 Forest Ave, Columbus, OH, 43299	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101941	ENR	Soffia J Chen	1996-09-25	UHC-18452-22	4557419514	7943 Washington St, Phoenix, AZ, 85006	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-120753	ENR	Cheryl U Stephens	1986-06-06	UHC-11129-02	7482697831	8588 Washington St, Miami, FL, 33176	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-131302	ENR	Ethan Wood	1961-04-06	UHC-73564-91	3819228901	5108 Lincoln Way, Nashville, TN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104341	ENR	Rachel Gonzalez	1973-10-17	UHC-89828-42	3444094592	2830 Valley View Dr, Orlando, FL, 32893	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121543	ENR	Eric Schmidt	1945-11-23	UHC-94650-89	7504715846	3720 Pine Dr, Miami, FL, 33118	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-101985	ENR	Gloria Y Garza	1958-08-07	UHC-83157-69	—	6584 Mountain View Dr, Tampa, FL, 33624	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-103720	ENR	Ana Y Richards	1963-12-12	UHC-66328-47	4843864788	7057 Meadow Ln, Minneapolis, MN, 55425	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124042	ENR	Waayne Phillips	1985-01-07	UHC-08722-05	6203962170	8846 Canyon Rd, Orlando, FL, 32840	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131747	ENR	Nicole L Hamilton	1984-12-11	UHC-96718-86	—	2794 Bayshore Dr, Nashville, TN, 37271	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-111085	ENR	Cynthia Gonzalez	2004-10-16	UHC-20910-26	8008834771	9167 Church St, Austin, TX	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-133332	ENR	Ed Z Weber	1993-05-22	UHC-08283-53	6826281643	8099 Elm St, San Antonio, TX, 78287	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-130902	ENR	Bruce Weber	1975-02-03	UHC-97519-16	3083029179	673 Sunset Blvd, Eden Prairie, MN, 55311	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-102753	ENR	Luis Sullivan	1943-02-09	UHC-42957-58	2826340299	2265 Maple Ave, Los Angeles, CA, 90010	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122140	ENR	Jason Gardner	1984-10-04	UHC-94728-15	3639102724	2380 Canyon Rd, Tucson, AZ	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-101942	ENR	Alan A Matthews	2000-07-24	UHC-27608-39	4844132956	148 Pine Dr, Tucson, AZ, 85745	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-140623	ENR	Jaocb Sandoval	1999-07-07	UHC-89969-12	3937201192	1111 Mesa Dr, Atlanta, GA, 30330	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-122514	ENR	Nancy X Kim	—	UHC-69103-87	8189938761	7163 Willow Ct, Austin, TX, 78797	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-129403	ENR	Roy P Myers	1975-12-25	UHC-50530-26	5682193408	4237 Desert Sky Blvd, Columbus, OH	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120459	ENR	Olivia Parker	1982-07-27	UHC-73080-77	6079777656	4826 Cedar Ln Apt 6, Glendale, AZ, 85360	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-104666	ENR	Bradley H Wallace	1970-04-28	UHC-69793-41	7449822214	2777 Market St, Minneapolis, MN, 55419	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-103707	ENR	Douglas Y Henderson	1973-03-09	UHC-73129-84	6752727486	5324 Central Ave, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-117307	ENR	Roy P Smith	1945-01-07	UHC-64287-90	4653773812	5453 Market St, Scottsdale, AZ, 85283	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-128348	ENR	Mark Wsahington	2006-12-27	UHC-53180-18	7607640652	5914 Ridge Rd, Minneapolis, MN, 55434	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115886	ENR	Andrew P Lee	1991-10-06	UHC-17562-92	2407658201	9648 Grand Ave, Eden Prairie, MN, 55342	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-115887	ENR	Andrew P Lee	1991-10-06	UHC-17562-92	2407658201	9648 Grand Ave, Eden Prairie, MN, 55342	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-110273	ENR	Keith Z Alvarez	2001-08-18	UHC-14541-33	6609361558	6453 Indian School Rd, Charlotte, NC, 28299	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110272	ENR	Keith Z Alvarez	2001-08-18	UHC-14541-33	6609361558	6453 Indian School Rd, Charlotte, NC, 28299	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-117626	ENR	Bruce G Garza	1971-02-23	UHC-63823-65	2108312845	2756 Ocean Ave, Miami, FL	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-106231	ENR	Madison X Freeman	1960-11-28	UHC-37196-07	5449331530	9182 Willow Ct Apt 18, Seattle, WA, 98191	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-115787	ENR	Nicole U Hoffman	1990-09-02	UHC-97852-25	2626468019	6300 Ocean Ave, Tampa, FL, 33661	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123042	ENR	Patrick B Morgan	1978-04-07	UHC-69976-20	5134115944	8062 Mesa Dr, Houston, TX, 77015	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-117008	ENR	Nicholas V Fller	—	UHC-33001-85	9536415809	9706 Broadway, Austin, TX, 78708	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-142413	ENR	Laura Dunn	1946-12-16	UHC-26938-12	6499871583	8726 Apache Blvd, Plano, TX, 75092	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-108604	ENR	Nick T Larson	1993-08-09	UHC-90661-50	9236882186	9895 Sunset Blvd, Minneapolis, MN, 55448	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-118239	ENR	Brandon Williamson	1961-01-22	UHC-79871-06	4669765753	5175 Ocean Ave, Mesa, AZ, 85219	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102057	ENR	Hannah Coleman	1957-12-14	UHC-98061-34	8817346540	295 Desert Sky Blvd, Minneapolis, MN, 55409	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109268	ENR	Jeffrey I Carlson	1998-07-25	UHC-51188-70	2238278583	2190 Highland Ave # 487, Phoenix, AZ, 85027	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-137689	ENR	Adam Z Mitchell	1955-06-06	UHC-63450-13	7086979525	5036 Mesa Dr, Houston, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138517	ENR	Jeremy W Dunn	1988-07-21	UHC-55421-50	—	8291 Maple Ave, Houston, TX, 77080	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-112716	ENR	Alexander L Wells	1963-06-07	UHC-58614-40	2883575441	6815 Harbor Blvd # 213, Sacramento, CA, 95852	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-112717	ENR	Alexander L Wells	1963-06-07	UHC-58614-40	2883575441	6815 Harbor Blvd # 213, Sacramento, CA, 95852	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-125978	ENR	Wei Lane	1971-10-04	UHC-10402-83	6975135995	5595 Park Pl, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123571	ENR	Linda E Mendoza	1981-03-17	UHC-12524-97	3116346585	9193 Desert Sky Blvd, San Diego, CA, 92119	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

17,310 rows, page 98 of 347Previous Next