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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430989	CLM	Dennis Kelley	2006-05-23	—	8796066295	1820 Pine Dr, Las Vegas, NV, 89138	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430902	CLM	Jean Scott	2008-07-28	UHC-21473-47	8243501357	8015 River Rd, Minneapolis, MN, 55419	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125879	ENR	Jack Byrant	1943-03-28	UHC-24204-39	3223282768	5800 Willow Ct, Sacramento, CA, 95828	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-22135	PRV	Richard Medina	1988-06-20	—	5669552739	9218 Highland Ave, Eden Prairie, MN, 55378	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60658	TPA	Michelle Black	1997-12-14	—	8809157048	8695 Lincoln Way, Atlanta, GA, 30398	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51287	TPA	Carolyn Ward	2004-03-16	UHC-59025-32	5162297629	9472 Desert Sky Blvd, Chandler, AZ, 85298	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405814	CLM	Jordan Munoz	1960-08-21	UHC-64719-86	—	5593 Market St, Tucson, AZ, 85786	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-51879	TPA	Willis Patrick	1966-07-03	—	4114404827	1850 Cedar Ln, Denver, CO, 80233	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142871	ENR	Carol X Montgomery	1940-02-12	UHC-00036-56	5968147229	7758 Desert Sky Blvd, Tampa, FL, 33697	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117648	ENR	Barbara C Edwards	1951-10-01	UHC-91524-18	8699664205	4467 Ocean Ave, Seattle, WA, 98174	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-140751	ENR	Pamela Webb	1959-08-09	UHC-44862-76	5886398018	6001 Church St, Austin, TX, 78760	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58179	TPA	Russell Brown	1941-07-27	—	2794659772	654 Forest Ave, Orlando, FL, 32804	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406110	CLM	Adam Contreras	1973-04-05	UHC-75072-26	2844825112	5706 Indian School Rd, Plano, TX, 75091	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139927	ENR	David Vezquez	1991-07-20	UHC-60007-82	6243644386	5431 Mesa Dr, Atlanta, GA, 30391	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418192	CLM	Brandon Reid	1968-11-07	UHC-76294-19	5535939403	4052 Indian School Rd, Glendale, AZ, 85388	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409211	CLM	Jeffrey P Clark	1962-10-22	—	—	353 Elm St, Sacramento, CA, 95821	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415692	CLM	Bryan K Scott	1969-06-16	UHC-62566-01	2898924315	7540 Jefferson Ave, Chandler, AZ, 85242	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127265	ENR	Sara Carpenter	1950-10-24	UHC-95596-44	4195231041	5046 Mesa Dr, Columbus, OH, 43252	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21040	PRV	Janice Ramirez	1973-02-17	UHC-60736-65	2633376732	4673 Sunset Blvd, Eden Prairie, MN, 55358	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21039	PRV	Janice Ramirez	1973-02-17	UHC-60736-65	2633376732	4673 Sunset Blvd, Eden Prairie, MN, 55358	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134148	ENR	Gabriel M Spencer	1954-01-08	UHC-44268-23	5799634676	5592 Pine Dr, Miami, FL, 33150	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-400752	CLM	Julie Larson	1947-06-08	UHC-11789-96	—	8499 Meadow Ln, Columbus, OH, 43219	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-116946	ENR	Angela Russell	1994-02-13	UHC-68381-32	3505888932	7156 Palm Dr, Charlotte, NC, 28213	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112464	ENR	Aaron O Estrada	1988-08-23	UHC-63672-89	3947125800	8086 Pine Dr, Scottsdale, AZ, 85208	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116990	ENR	Daniel George	1953-03-20	UHC-72093-23	4159415765	9371 Meadow Ln, Los Angeles, CA, 90007	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404988	CLM	Christina Kennedy	1985-08-03	UHC-24928-35	2128347188	1803 Central Ave, Tucson, AZ, 85706	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138022	ENR	Emma Q Jones	1984-09-21	UHC-90645-71	7348637725	6315 Spring St, Mesa, AZ, 85228	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26025	PRV	Michelle Spencer	2002-07-28	—	7833940461	4328 Pine Dr, Plano, TX, 75094	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-121768	ENR	Ahmed P Fisher	1986-05-01	UHC-68058-04	5053056699	44 Elm St, Seattle, WA, 98149	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-431204	CLM	Bradley Jones	1962-03-17	—	7475721260	6499 Bayshore Dr, Houston, TX, 77064	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128788	ENR	Mei D Montgomery	1980-10-03	UHC-76866-45	8806903350	3156 Harbor Blvd, Gilbert, AZ, 85276	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-408651	CLM	Katherine Williamson	1999-08-27	—	2908776161	6785 Sunset Blvd, Tucson, AZ, 85760	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117433	ENR	Benjamin Mendez	1939-12-09	UHC-12746-66	2567746169	5835 Oak St, Gilbert, AZ, 85248	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25882	PRV	Margaret G Chavez	1972-11-16	UHC-76634-70	9282038691	27 Sage Ct, Seattle, WA, 98131	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138596	ENR	Teresa V Ortega	1938-08-18	UHC-69546-42	6216123060	7314 Oak St, Jacksonville, FL, 32227	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130342	ENR	Joose T Arnold	1973-03-20	UHC-02380-94	7735759385	9748 Lake View Rd, Nashville, TN, 37247	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410189	CLM	Gloria M Fisher	1976-08-13	UHC-34739-06	3936137808	3183 Mesa Dr, Tampa, FL, 33644	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123816	ENR	Zachary Allen	1976-03-16	UHC-86497-60	3985951599	6378 Willow Ct, Eden Prairie, MN, 55386	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101389	ENR	Aaron Hawkins	1970-07-25	UHC-72312-42	2492850607	6354 Harbor Blvd, Miami, FL, 33129	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108177	ENR	Frank Armstrong	1977-11-07	UHC-73728-14	4797228556	8373 Mesa Dr, Seattle, WA, 98100	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129886	ENR	Yuki F Butler	1940-05-28	UHC-90674-99	4089536301	8684 Jefferson Ave, San Diego, CA, 92133	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-410617	CLM	Ronald Sanders	1978-08-24	—	4994778591	7520 Church St, Minneapolis, MN, 55414	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120702	ENR	Bradley Guerrero	1986-06-12	UHC-50760-89	9515949156	7868 Park Pl, Denver, CO, 80273	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118525	ENR	Christine D Santiago	1966-11-12	UHC-68644-80	8286939932	3894 Highland Ave, Orlando, FL, 32899	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131429	ENR	Virginia J Alvarado	1940-03-20	UHC-84785-86	4643659626	6123 Desert Sky Blvd, Los Angeles, CA, 90081	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420618	CLM	Nathan Tran	2003-06-21	—	8003341053	4071 River Rd, Los Angeles, CA, 90061	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-142735	ENR	Robert W Ramos	1946-11-20	UHC-34491-97	2394537175	5876 Indian School Rd, San Antonio, TX, 78239	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418201	CLM	Deborah W Estrada	1991-03-10	—	7318527594	5054 Park Pl, San Antonio, TX, 78210	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119092	ENR	Victoria A Vasquez	1971-07-24	UHC-80479-60	4763186950	2460 Spring St, Minneapolis, MN, 55480	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-424120	CLM	Judy Watkins	1973-04-08	UHC-12017-24	—	5633 Market St, Columbus, OH, 43270	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more

9,980 rows, page 73 of 200Previous Next