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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100433	ENR	Emma Tucker	—	UHC-98732-60	9494655323	2705 Valley View Dr, San Antonio, TX, 78229	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29430	PRV	John Luna	1982-01-25	UHC-17026-93	5198173775	2837 Jefferson Ave, Mesa, AZ, 85294	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-115349	ENR	Joseph P Lee	1974-05-25	UHC-49849-95	5464174612	5814 Sage Ct, Scottsdale, AZ, 85254	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-130515	ENR	Rachel Schmidt	1990-01-10	UHC-48968-94	4023757404	4772 Sage Ct # 163, San Antonio, TX, 78254	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-418998	CLM	Cynthia Mitchell	1944-10-20	—	3537354149	6540 Meadow Ln, Charlotte, NC, 28219	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-22754	PRV	Judy Rius	1956-10-21	—	6989388866	7327 Meadow Ln, Plano, TX	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22755	PRV	Judy Rius	1956-10-21	—	6989388866	7327 Meadow Ln, Plano, TX	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57835	TPA	Bryan Simmons	1947-11-10	—	5527938839	67 Bayshore Dr, Atlanta, GA, 30364	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129961	ENR	Kayla Mills	—	UHC-01587-52	8867856919	3905 Apache Blvd, Miami, FL, 33131	0.50	Name re-cased Date of birth missing Phone reformatted SSN last four extracted+3 more
ENR-129678	ENR	Betty Cox	1944-01-01	UHC-09867-50	2833629998	3527 Central Ave, Jacksonville, FL, 32275	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-56305	TPA	Geroge Clark	1957-12-20	UHC-07697-40	—	2954 Bayshore Dr, Eden Prairie, MN, 55306	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57812	TPA	Eric Nunez	—	UHC-54081-90	—	4557 Indian School Rd, Charlotte, NC, 28254	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-26588	PRV	Vincent H Thomas	2004-10-15	—	—	4712 Willow Ct, Nashville, TN, 37264	0.50	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-114920	ENR	Carol Lewis	1949-07-22	UHC-11461-87	2803486927	2415 Lincoln Way, Las Vegas, NV, 89187	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134976	ENR	Ralph T Jacobs	1999-04-07	UHC-82994-18	3398960338	1278 River Rd # 398, Phoenix, AZ, 85090	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-21550	PRV	Sara Ray	1970-06-23	UHC-20937-43	5504800879	2228 Jefferson Ave, Las Vegas, NV, 89120	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110138	ENR	Ann G Murray	1986-04-18	UHC-04228-65	2434482550	847 Maple Ave, Sacramento, CA, 95852	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-21416	PRV	Nancy W Estrada	1976-03-22	—	7916365612	7743 Oak St, Phoenix, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-408796	CLM	Denise Parker	1947-11-17	UHC-17727-44	—	1449 Central Ave, Tempe, AZ	0.50	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-21985	PRV	Janice K Alexander	2008-05-23	—	8874523752	8708 Central Ave, Sacramento, CA, 95832	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133801	ENR	Joshua V Rios	1968-05-18	UHC-07268-37	5199577640	6349 Indian School Rd Apt 35, Charlotte, NC, 28263	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-139999	ENR	Stephen U Herrera	1950-05-18	UHC-99274-57	9304105875	1373 Park Pl Apt 33, Minneapolis, MN, 55449	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-132343	ENR	Bobby Riley	1960-03-26	UHC-22969-34	—	2284 Main St, Denver, CO, 80205	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-421700	CLM	Mariana G Wilson	1947-07-01	—	—	4779 Canyon Rd, Dallas, TX, 75272	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423178	CLM	Kelly Lucas	1947-12-15	UHC-15635-05	—	6413 Meadow Ln, Seattle, WA, 98118	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-141327	ENR	Diego C Carter	1992-04-21	UHC-63998-38	4759726757	450 Main St, Eden Prairie, MN, 55382	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
ENR-137696	ENR	Maria G Hayes	1977-08-17	—	2553187151	541 Apache Blvd, Atlanta, GA, 30381	0.50	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-21720	PRV	Elliott N Karen	1970-11-18	UHC-05863-63	7813543310	7428 Forest Ave, San Antonio, TX, 78201	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-107378	ENR	Abby Arnold	1980-05-19	UHC-79863-61	2613335475	4960 Jefferson Ave Apt 9, Gilbert, AZ, 85232	0.50	Phone reformatted Member ID reformatted SSN last four extracted Unit split from street+3 more
ENR-100929	ENR	Charlotte Bryant	—	UHC-51096-97	8588200512	4266 Union St, Denver, CO, 80230	0.50	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-109883	ENR	Maria F Cooper	1963-02-22	UHC-53767-89	—	7528 Desert Sky Blvd Apt 35, Miami, FL	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-417588	CLM	Andrea Le	1957-02-16	UHC-70351-27	—	8785 Canyon Rd # 219, Sacramento, CA, 95854	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-125966	ENR	Joshua Walker	1948-12-24	UHC-45586-72	7144119642	1765 Lincoln Way # 231, Orlando, FL, 32806	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-408122	CLM	Jason Mason	1983-09-02	UHC-84953-50	5278808118	6011 Washington St Apt 11, Sacramento, CA, 95800	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-402607	CLM	Gerald Howell	1941-04-08	—	—	2627 Baseline Rd, Minneapolis, MN	0.50	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-59679	TPA	Cynnthia Jenkins	1996-07-15	—	—	3297 Ridge Rd, San Antonio, TX	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127834	ENR	Michelle R Price	1983-08-09	UHC-08987-60	9624008270	5625 Pine Dr, Glendale, AZ, 85359	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104763	ENR	Joe Bishop	1987-04-18	UHC-19037-06	7062877314	69 Highland Ave Apt 8, Tampa, FL, 33678	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-111267	ENR	Ronald Lawrence	1981-05-22	UHC-29293-43	4843379322	3578 Central Ave, Scottsdale, AZ, 85283	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139600	ENR	Nicholas J Bishop	2008-12-10	UHC-32869-34	8103379302	7846 Washington St # 686, Scottsdale, AZ, 85281	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-120983	ENR	Madison Jenssen	2001-08-22	UHC-93265-26	9664872071	7460 Baseline Rd, Scottsdale, AZ, 85212	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52078	TPA	Nicole Bowman	1978-12-16	—	8355351763	3795 Lincoln Way, Tampa, FL, 33683	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-104596	ENR	Jonathan T Hanson	—	UHC-12906-84	9384282903	5052 Washington St, Plano, TX, 75073	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
TPA-57047	TPA	Ryan Elliott	1962-07-01	—	8323083910	5526 Sunset Blvd Apt 8, San Antonio, TX, 78260	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-126010	ENR	George Valdez	1998-11-25	UHC-34806-17	8909128333	3498 Church St # 539, Charlotte, NC, 28245	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-108967	ENR	Bryan Mitchell	1992-03-14	UHC-82450-69	8644569183	6130 Sunset Blvd, Atlanta, GA	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109397	ENR	Amber D King	1944-08-22	UHC-33875-31	8359505047	4702 Lake View Rd, Gilbert, AZ	0.50	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-419332	CLM	Gregory F James	1971-03-22	UHC-64701-90	—	669 Desert Sky Blvd, San Antonio, TX, 78294	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425167	CLM	Randy Jensen	2008-05-28	—	4107448684	7270 Ridge Rd, Austin, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142627	ENR	Juan Snyder	1939-04-17	UHC-15581-31	—	7663 Spring St, Las Vegas, NV, 89164	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more

55,824 rows, page 120 of 1,117Previous Next