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

All sources, flag “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121976	ENR	Kathryn I Henderson	1953-11-28	UHC-09847-52	3124846062	4192 Market St, Las Vegas, NV, 89134	0.64	Date of birth reformatted Phone reformatted SSN last four extracted State name converted to code+2 more
ENR-100382	ENR	Cynthia Reid	1987-11-14	UHC-56937-09	5884430620	7385 Church St, Orlando, FL, 32888	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-121848	ENR	Kimberly F McDonald	1959-12-14	UHC-49543-48	8215069224	8110 Ridge Rd, San Antonio, TX, 78273	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-136793	ENR	Joyce M Ramirez	1983-06-25	UHC-92711-12	8258373093	5983 Park Pl, Orlando, FL, 32899	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-132608	ENR	Joan U Garcia	1956-02-10	UHC-53327-82	2386854636	5420 Market St # 292, Eden Prairie, MN, 55374	0.64	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
CLM-414820	CLM	Austin Wood	1985-10-06	—	—	5714 Cedar Ln, Atlanta, GA, 30356	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-113246	ENR	Sean P Warren	1961-04-01	UHC-92857-60	8257538506	6622 Hillcrest Rd, Nashville, TN, 37286	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-22911	PRV	Sofia Weaver	1968-06-05	UHC-51460-08	3593601826	1381 Union St, Mesa, AZ, 85234	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-119536	ENR	Peter T Gilbert	1961-12-23	UHC-05029-61	3182530104	4458 Canyon Rd, Tucson, AZ, 85775	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-118106	ENR	Dennis F Spencer	1993-03-21	UHC-64143-17	2505984817	230 Sunset Blvd, Austin, TX, 78739	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-121476	ENR	Mark Larson	1965-08-15	UHC-74265-39	3962969270	2160 Hillcrest Rd, Denver, CO, 80245	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-417447	CLM	Kathhleen Morgan	1994-04-23	—	—	5250 Spring St, Fresno, CA, 93754	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114932	ENR	William N Dnun	1953-06-10	UHC-72312-69	7783642545	4111 Maple Ave, Mesa, AZ, 85294	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-132866	ENR	James Ortiz	1978-11-07	UHC-29116-44	6805797535	2534 Oak St, Tucson, AZ, 85722	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140955	ENR	Jean Nunez	2008-01-15	UHC-87705-91	—	1238 Central Ave, Nashville, TN, 37294	0.64	Phone missing area code SSN last four extracted City re-cased Email lower-cased+2 more
CLM-417007	CLM	Madison Taylor	1957-06-12	—	8817784455	4368 Sage Ct, Sacramento, CA, 95847	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-120655	ENR	Jacqueline J Berry	1961-10-07	UHC-46209-94	5185942960	351 Forest Ave, Las Vegas, NV	0.64	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-134679	ENR	Mason Z Jacobs	1988-12-28	UHC-48090-22	3407729815	4277 River Rd, Los Angeles, CA, 90057	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-133710	ENR	Doris Kelly	1957-03-07	UHC-00217-48	3952726980	9827 Highland Ave, Seattle, WA, 98162	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-101968	ENR	Russell Day	1981-12-05	UHC-35891-73	7293430068	2065 Palm Dr, Seattle, WA, 98114	0.64	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-119390	ENR	John Hicks	1949-02-26	UHC-08693-71	4809016447	582 Ocean Ave, Austin, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-412828	CLM	Charlotte Washington	2007-01-27	UHC-47321-13	—	7562 Union St, Seattle, WA, 98172	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-130643	ENR	Mariana T Snyder	1982-04-19	UHC-99299-91	4652236941	3949 Forest Ave, Houston, TX, 77098	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-128173	ENR	Victoria R Carroll	1948-01-02	UHC-24385-84	—	8671 Central Ave, Gilbert, AZ, 85273	0.64	Name re-cased SSN last four extracted State name converted to code Plan code upper-cased+2 more
ENR-115672	ENR	Randy Webb	1957-12-03	UHC-16139-40	7596643441	2472 Spring St, Houston, TX, 77011	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-137469	ENR	Joshua Castro	1939-02-12	UHC-23978-17	4599778642	2052 River Rd, Tucson, AZ, 85787	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-124767	ENR	Luis Smith	1986-03-25	UHC-25461-26	2957745010	1207 Camelback Rd, Columbus, OH	0.64	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+2 more
ENR-124768	ENR	Luis Smith	1986-03-25	UHC-25461-26	2957745010	1207 Camelback Rd, Columbus, OH	0.64	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+2 more
ENR-108186	ENR	Arthur Thompson	1941-09-20	UHC-87768-94	7646388935	9081 Canyon Rd, Chandler, AZ, 85204	0.64	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+2 more
CLM-402764	CLM	Frank Ramirez	1947-10-18	UHC-29023-35	8285237923	3119 Camelback Rd, Tampa, FL, 33645	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
CLM-402882	CLM	Gloria Flores	1949-06-18	—	7023135329	700 Willow Ct, Chandler, AZ, 85222	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
ENR-102615	ENR	Joyce Fernandez	1987-07-11	UHC-59485-50	3118307909	5478 Ocean Ave, Plano, TX, 75018	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
TPA-63910	TPA	Martha Harvey	1988-01-08	—	—	6664 Union St, Denver, CO, 80282	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-140991	ENR	Matthew M Ford	1990-02-01	UHC-10639-59	5498932696	4359 Oak St, Plano, TX, 75087	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-104235	ENR	Logan Z Estrada	1945-06-01	UHC-51402-46	—	7129 Harbor Blvd, Miami, FL, 33199	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted State name converted to code+2 more
CLM-406036	CLM	Lrry Barnes	1958-04-09	—	—	2481 Mesa Dr, San Antonio, TX, 78207	0.64	SSN last four extracted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-406037	CLM	Lrry Barnes	1958-04-09	—	—	2481 Mesa Dr, San Antonio, TX, 78207	0.64	SSN last four extracted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-421411	CLM	Philip Rodriguez	1939-08-18	UHC-28391-78	2717791205	4856 Desert Sky Blvd Apt 18, Atlanta, GA, 30334	0.64	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-123193	ENR	Mark Ford	1956-12-04	UHC-08859-62	8387637311	2379 Lake View Rd, Eden Prairie, MN, 55352	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-27923	PRV	Jacob Alvarado	1953-02-16	—	7527522087	8878 Ocean Ave, Nashville, TN, 37269	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-103183	ENR	Lori Espinoza	1982-04-21	UHC-08121-65	4584061184	6105 River Rd, Chandler, AZ, 85238	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-117779	ENR	Branndon Peterson	1974-03-12	UHC-68516-24	5728424306	8586 Central Ave, Glendale, AZ, 85392	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-113362	ENR	Kayla S Jenkins	1914-11-12	UHC-09446-13	9663585153	8645 Hillcrest Rd, Fresno, CA, 93750	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-424892	CLM	Cheryl Thomas	2004-07-05	UHC-65987-55	3458542994	8717 Ridge Rd, Houston, TX, 77047	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-131714	ENR	Shirley Fernandez	1976-10-21	UHC-32823-27	7552975952	3166 Desert Sky Blvd, Tucson, AZ, 85771	0.64	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+2 more
ENR-117301	ENR	Matthew Z Rios	1960-04-19	UHC-47062-87	2394061505	96 Baseline Rd # 682, Phoenix, AZ, 85052	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-121871	ENR	Judith Simpson	1986-04-27	UHC-21051-13	9284809622	2933 Pine Dr, Tempe, AZ, 85207	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-137714	ENR	Kathleen T Murphy	1956-03-20	UHC-01748-18	2189683885	3037 Sunset Blvd, Austin, TX, 78742	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-131862	ENR	Anna Morris	1960-03-24	UHC-60990-54	7842599576	3498 Willow Ct # 779, Columbus, OH, 43293	0.64	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-121471	ENR	Charlotte Le	1980-08-17	UHC-88223-35	7436252642	3814 Mesa Dr, Charlotte, NC, 28217	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more

2,817 rows, page 30 of 57Previous Next