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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-410979	CLM	Lauren Perez	1948-06-06	UHC-37524-53	9154335664	7080 Main St Apt 29, Fresno, CA, 93700	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-139638	ENR	Larry Moreno	1959-04-27	UHC-74516-27	3194491091	6676 Oak St Apt 5, Tempe, AZ, 85271	0.66	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+1 more
ENR-112226	ENR	Becky Stephens	1952-11-20	UHC-02357-21	2699305287	7713 Main St Apt 25, Plano, TX, 75037	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
ENR-119930	ENR	Janice G Reed	1957-03-01	UHC-32316-34	—	319 Desert Sky Blvd # 762, San Diego, CA, 92168	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-139559	ENR	Joseph Daniels	1941-05-21	UHC-13037-47	2814425825	2421 Meadow Ln Apt 34, Sacramento, CA, 95890	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-104185	ENR	Ann Elliott	1990-05-15	UHC-87363-16	2843122218	3996 Broadway # 899, Glendale, AZ, 85361	0.66	Date of birth reformatted Phone reformatted Unit split from street Address re-cased+1 more
CLM-413252	CLM	Lisa Mendez	1949-07-05	UHC-55575-93	—	105 Cedar Ln # 365, Tucson, AZ, 85702	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-119693	ENR	Dennis O Reyes	1993-07-19	UHC-08084-99	8143883081	6396 Ocean Ave Apt 28, Tempe, AZ, 85288	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
ENR-102796	ENR	Stephen I Burke	1948-02-12	UHC-69911-23	—	1851 Highland Ave Apt 23, Columbus, OH, 43267	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-415398	CLM	Diana Hughes	1975-03-01	UHC-99954-49	—	8291 Palm Dr Apt 3, Dallas, TX, 75254	0.66	Two-digit birth year Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-407855	CLM	Russell Little	1952-07-01	UHC-66311-10	—	9059 Indian School Rd Apt 1, Mesa, AZ, 85210	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-64213	TPA	Alexis Hicks	1950-12-06	—	—	7538 Market St Apt 33, Seattle, WA, 98165	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408523	CLM	Julia Z Castro	1940-09-04	UHC-69783-77	—	1770 Pine Dr # 439, Sacramento, CA, 95842	0.66	Name re-cased SSN last four extracted Unit split from street Whitespace trimmed+1 more
CLM-420877	CLM	Kenneth Gonzales	1994-09-09	—	—	2617 Cedar Ln Apt 26, Chandler, AZ, 85216	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422303	CLM	Patricia Hernandez	1977-03-19	UHC-44396-50	—	6739 Ocean Ave Apt 12, Dallas, TX, 75236	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-124448	ENR	Ruth G Palmer	1979-02-26	UHC-18294-15	4838600196	906 Pine Dr # 180, Tampa, FL, 33670	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-130989	ENR	Brandon Cunningham	1965-06-20	UHC-63026-22	5048281378	4695 Indian School Rd Apt 17, Sacramento, CA, 95893	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-117291	ENR	Jesse Watson	2000-10-02	UHC-89198-62	9864466869	1977 Jefferson Ave # 570, Sacramento, CA, 95816	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
PRV-27871	PRV	Janice Duncan	2003-08-22	—	2125714493	1469 Central Ave # 758, Los Angeles, CA, 90099	0.66	Unit split from street Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-406931	CLM	Ammber O Delgado	1998-09-15	UHC-52060-85	7168981217	6469 Market St Apt 22, Minneapolis, MN, 55401	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-402312	CLM	Lucia Espinoza	1971-11-16	UHC-13836-28	—	2739 Union St Apt 5, Columbus, OH, 43207	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20032	PRV	Maria Y Little	1960-05-19	UHC-54516-48	—	1205 Hillcrest Rd # 714, Dallas, TX, 75211	0.66	Date of birth reformatted Unit split from street City re-cased Gender normalised+1 more
TPA-50677	TPA	Sam Mejia	2003-07-13	—	—	3601 Canyon Rd # 573, Sacramento, CA, 95847	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-125943	ENR	Carlos P Stephens	1956-08-03	UHC-00407-90	8574139303	1541 Elm St # 718, Scottsdale, AZ, 85225	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-134112	ENR	Carolyn Sullivan	1961-11-15	UHC-71999-32	—	7997 Hillcrest Rd # 779, Chandler, AZ, 85226	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-430582	CLM	Nancy O Carpenter	1980-06-07	UHC-82726-77	—	7629 Ocean Ave # 431, Dallas, TX, 75246	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-421242	CLM	Samuel Hart	1982-03-15	UHC-45207-32	—	3954 Desert Sky Blvd Apt 8, Tucson, AZ, 85744	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59265	TPA	Jeremy O Barnes	1995-11-25	—	6485252563	8573 Ocean Ave # 464, Chandler, AZ, 85261	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-415803	CLM	Brian Daniels	1991-04-27	UHC-77710-35	2985199675	1346 Grand Ave # 369, Mesa, AZ, 85253	0.66	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-135523	ENR	Arjun Morales	1977-02-03	UHC-62826-73	9047393557	3741 Lincoln Way Apt 4, Glendale, AZ	0.66	Name re-cased Phone reformatted Unit split from street ZIP missing+1 more
TPA-53074	TPA	Charles Bryant	1995-10-01	—	—	8292 Hillcrest Rd # 683, Las Vegas, NV, 89106	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416019	CLM	Fatima Butler	1972-06-01	—	5888160633	5607 Church St Apt 24, Charlotte, NC, 28203	0.66	Two-digit birth year Unit split from street State code upper-cased Whitespace trimmed+1 more
CLM-416020	CLM	Fatima Butler	1972-06-01	—	5888160633	5607 Church St Apt 24, Charlotte, NC, 28203	0.66	Two-digit birth year Unit split from street State code upper-cased Whitespace trimmed+1 more
ENR-107459	ENR	Keith Yang	1953-07-24	UHC-90044-28	4322431934	6705 Lake View Rd Apt 4, Dallas, TX, 75224	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-126094	ENR	Johnny O Stephens	2002-01-16	UHC-11327-76	4467018786	2468 Pine Dr # 206, Miami, FL, 33102	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-55002	TPA	Daina Grant	1941-09-26	UHC-53597-96	5215756151	9206 Apache Blvd # 662, Glendale, AZ, 85350	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
ENR-122754	ENR	Jack B Alexander	1971-04-20	UHC-89498-08	7237404966	7505 Mesa Dr # 306, Gilbert, AZ, 85215	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
TPA-51407	TPA	Ruth Hill	1985-12-12	—	3805349906	557 Jefferson Ave # 720, Plano, TX, 75028	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-20982	PRV	Roy Miller	2006-01-17	—	—	7067 Church St Apt 40, Sacramento, CA, 95841	0.66	Date of birth reformatted Phone missing area code Unit split from street Whitespace trimmed+1 more
TPA-61807	TPA	Jason Wang	1984-12-16	—	—	7758 Lincoln Way # 350, Mesa, AZ, 85288	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-420796	CLM	Aaron Pierce	1942-09-19	—	—	7423 Park Pl Apt 12, Houston, TX	0.66	Name re-cased Date of birth reformatted Unit split from street ZIP missing+1 more
CLM-403269	CLM	Joe Hunter	1947-03-27	—	—	1811 Canyon Rd Apt 11, Los Angeles, CA, 90002	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-137692	ENR	Ethan S Butler	1958-01-03	UHC-86946-59	2552516678	4299 Forest Ave # 322, Columbus, OH, 43284	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
CLM-420936	CLM	Judith Stoo	1995-03-06	UHC-74540-84	7712855888	580 Jefferson Ave Apt 22, San Antonio, TX, 78224	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-424562	CLM	Bruce Burke	1979-08-05	UHC-27034-47	—	8889 Canyon Rd Apt 27, Tucson, AZ, 85730	0.66	Name re-cased Unit split from street Gender normalised Whitespace trimmed+1 more
ENR-134722	ENR	Gloria E Burton	2001-12-10	UHC-74093-22	5818816816	9844 Desert Sky Blvd Apt 18, Glendale, AZ, 85362	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-418915	CLM	Stephanie Lee	1974-09-03	—	9766355972	1459 Baseline Rd # 734, Glendale, AZ, 85313	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-26314	PRV	Nicholas F Dunn	1959-08-22	UHC-05520-26	9774443061	5990 Pine Dr # 277, Mesa, AZ, 85242	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-123070	ENR	Charlotte O Cunningham	1949-03-11	UHC-26699-99	9207451415	7141 Mountain View Dr # 135, Jacksonville, FL, 32289	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
TPA-56394	TPA	Nicole Perry	1952-01-17	—	5883150375	7253 Ocean Ave Apt 37, Tampa, FL, 33614	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more

6,994 rows, page 99 of 140Previous Next