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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110475	ENR	Willie Q Robertson	1995-12-22	UHC-50774-33	8107844302	7551 Bayshore Dr, Phoenix, AZ, 85026	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-110476	ENR	Willie Q Robertson	1995-12-22	UHC-50774-33	8107844302	7551 Bayshore Dr, Phoenix, AZ, 85026	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-126866	ENR	Jose Gibson	1990-06-22	UHC-92557-22	3799991748	253 Oak St, San Diego, CA, 92194	0.54	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+1 more
ENR-110378	ENR	Kyle P Mason	1952-03-09	UHC-06799-94	8545593191	5448 Ocean Ave, Denver, CO	0.54	Name split from “Last, First”Phone reformatted ZIP missing Gender normalised+1 more
ENR-131767	ENR	Jordan I Sims	1976-10-19	UHC-55681-89	3933076952	6337 Main St, San Antonio, TX, 78218	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120045	ENR	Emily Contreras	1984-11-12	UHC-92691-05	4019851443	1247 Baseline Rd, San Antonio, TX, 78220	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-128714	ENR	Terry Hawkins	1953-07-21	UHC-65368-09	9885114192	9206 Spring St Apt 28, San Antonio, TX, 78277	0.54	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
ENR-108993	ENR	Eugene Fisher	1969-09-25	UHC-45550-42	4097157953	8143 Baseline Rd Apt 36, Chandler, AZ, 85258	0.54	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-124976	ENR	Charles Sullivan	1963-10-07	UHC-02731-78	8266677259	3599 Maple Ave, Orlando, FL, 32858	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-115600	ENR	Rger X Montgomery	—	UHC-06433-89	3832114196	8238 Sunset Blvd, Miami, FL	0.54	Middle initial moved out of first name Name re-cased Date of birth missing Phone reformatted+1 more
ENR-141190	ENR	Christna Bowman	1990-10-08	UHC-26516-08	5475891740	722 Cedar Ln, Austin, TX, 78724	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+1 more
ENR-115418	ENR	Zachary Henry	—	UHC-50301-63	5606421092	4745 Palm Dr, Glendale, AZ, 85331	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-120890	ENR	Yuki Hughes	2004-12-26	UHC-05636-40	5298838737	4661 Market St, Columbus, OH, 43207	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101898	ENR	Gerald Roberts	—	UHC-67087-61	8499643728	4789 Baseline Rd # 864, Seattle, WA, 98156	0.54	Name re-cased Date of birth missing Phone reformatted Unit split from street+1 more
ENR-109157	ENR	Priya P Webb	1983-06-28	UHC-01077-32	3952917551	2650 Oak St # 165, Chandler, AZ, 85214	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-140874	ENR	Joshua J Watson	1989-01-28	UHC-57517-29	7273853678	5300 Lake View Rd, Atlanta, GA, 30366	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113650	ENR	Samuel X Wislon	1965-03-08	UHC-34455-89	4118906679	866 Forest Ave, Tempe, AZ, 85290	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107771	ENR	Aleaxnder Reed	1960-08-02	UHC-32257-08	4352731328	7671 Church St, Austin, TX	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-120169	ENR	Brenda Harris	1982-06-13	UHC-10906-79	8525305311	7288 Elm St Apt 21, Plano, TX, 75033	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-117392	ENR	Kimberly Lawson	1977-01-25	UHC-30977-89	9074303047	4007 River Rd, Denver, CO, 80298	0.54	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+1 more
ENR-108880	ENR	Doris Y Cooper	1969-06-21	UHC-46929-19	3228304402	4151 Valley View Dr Apt 28, Glendale, AZ, 85374	0.54	Phone reformatted Unit split from street State name converted to code Gender normalised+1 more
ENR-117660	ENR	Doorthy O Myers	1983-07-22	UHC-06278-26	2969997738	8147 Harbor Blvd, Houston, TX, 77041	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117661	ENR	Doorthy O Myers	1983-07-22	UHC-06278-26	2969997738	8147 Harbor Blvd, Houston, TX, 77041	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136008	ENR	Kevin X Cunningham	1985-04-13	UHC-16391-20	9357176249	7364 Highland Ave, Fresno, CA, 93768	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-132228	ENR	Valentina Kennedy	1943-08-06	UHC-03137-73	3525145253	5500 Ocean Ave, Glendale, AZ, 85369	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136696	ENR	Caroln QJunk	1976-01-16	UHC-52262-44	5437405957	2854 River Rd, Dallas, TX, 75235	0.54	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111244	ENR	Susan Z Sims	1958-07-18	UHC-18790-43	6922762134	2297 Elm St, Austin, TX, 78742	0.54	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-136140	ENR	Brian Patel	1955-12-13	UHC-11526-69	8403111600	2765 Lincoln Way Apt 17, Charlotte, NC, 28200	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-116937	ENR	Benjamin Burns	1986-12-06	UHC-58662-42	5754980461	7578 Harbor Blvd, Phoenix, AZ, 85070	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141959	ENR	Cheryl M Romero	1981-03-12	UHC-34011-49	3046088910	6536 Highland Ave, Glendale, AZ, 85334	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-129819	ENR	Ana Park	1994-01-06	UHC-18093-43	5572907074	6822 Highland Ave, Scottsdale, AZ, 85231	0.54	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-108329	ENR	Virginia G Carter	—	UHC-07463-33	8418984941	9246 Lake View Rd, Minneapolis, MN, 55485	0.54	Date of birth unreadable Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-121057	ENR	Teresa Reyes	1999-06-10	UHC-34995-40	3176348127	1268 Hillcrest Rd, Las Vegas, NV, 89101	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124790	ENR	Albert Park	1980-06-22	UHC-07083-83	6414714966	5831 Central Ave, Gilbert, AZ, 85220	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-116574	ENR	Mary X Vega	1986-12-03	UHC-73241-94	2773538469	7441 Jefferson Ave, Los Angeles, CA, 90059	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+1 more
ENR-119972	ENR	Frances Lawsno	1962-03-15	UHC-98896-11	3119975246	2728 Camelback Rd, Mesa, AZ, 85236	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103063	ENR	Carl O Morles	1979-12-15	UHC-86655-79	6095466523	5098 Market St # 847, Orlando, FL, 32800	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-119558	ENR	Kenneth Fernandez	1973-10-01	UHC-00016-47	9124894432	4810 Ridge Rd # 491, Mesa, AZ, 85286	0.54	Two-digit birth year Phone reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-114455	ENR	Nancy J Day	—	UHC-45854-21	2124888570	7061 Jefferson Ave, Columbus, OH, 43295	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118468	ENR	Carol I Gardner	—	UHC-82456-87	5089013089	2681 Washington St, Tampa, FL, 33667	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101500	ENR	Santiago L Freeman	1970-08-14	UHC-18981-37	6992151506	8797 Desert Sky Blvd # 706, Houston, TX, 77054	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-106059	ENR	Eugane W Tucker	—	UHC-26271-13	7955307172	9002 Maple Ave, Glendale, AZ, 85380	0.54	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107785	ENR	Michael Reed	1963-04-28	UHC-36196-45	3323362758	4804 Sage Ct, Denver, CO	0.54	Phone reformatted State name converted to code ZIP missing Gender normalised+1 more
ENR-109103	ENR	Nicole S Daniels	—	UHC-40675-56	4783734718	1019 Bayshore Dr, Nashville, TN, 37258	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-116584	ENR	Austin Dean	1970-06-23	UHC-56519-58	8362932408	4643 Church St, San Diego, CA, 92176	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-103002	ENR	Frances Vargas	1957-12-07	UHC-44264-23	4286644373	6476 Maple Ave, Minneapolis, MN, 55480	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
ENR-110869	ENR	Jerry Oliver	1986-02-24	UHC-41721-67	3703964093	3207 Bayshore Dr, Fresno, CA, 93713	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108771	ENR	Sarrah G Jams	1984-12-20	UHC-76376-81	3792469344	3221 Spring St, Atlanta, GA, 30381	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-139213	ENR	Joe Chen	1947-11-23	UHC-65483-46	2714842503	3130 Camelback Rd, Eden Prairie, MN, 55358	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109106	ENR	Christine C Rojas	1958-09-05	UHC-29975-38	8212269940	9123 Spring St, Nashville, TN	0.54	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more

28,181 rows, page 68 of 564Previous Next