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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-59808	TPA	Ryn Reed	1955-01-18	—	—	7022 Elm St, Charlotte, NC, 28289	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+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
TPA-63584	TPA	Judith Knight	1991-09-15	UHC-83763-88	9876878180	9676 Sage Ct, Columbus, OH, 43269	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-51069	TPA	Wei W Ruiz	1994-04-06	—	9357213360	5871 Church St, Columbus, OH, 43224	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21478	PRV	Justin Wong	1960-01-10	—	5583050718	4253 Forest Ave, Tucson, AZ, 85741	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54540	TPA	Jeremy Cook	1948-08-19	—	5055715690	7234 Indian School Rd, Columbus, OH, 43239	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24535	PRV	Ruth West	1976-01-09	UHC-47531-91	7219560400	8654 Lake View Rd, Glendale, AZ, 85342	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-28105	PRV	Hiroshi Nichols	1940-10-19	—	2245412449	3716 Camelback Rd, Denver, CO, 80219	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22360	PRV	Ryan Howell	1982-04-25	UHC-91148-66	—	4377 Forest Ave, Miami, FL, 33176	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-114256	ENR	Hiroshi R Elliott	1970-05-26	UHC-09860-18	2019379785	9492 Maple Ave, Chandler, AZ, 85239	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53524	TPA	Christine X Chen	1943-01-02	—	9012937786	7525 Apache Blvd, Atlanta, GA, 30397	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-137955	ENR	Cheryl R Harvey	1954-09-11	UHC-06347-28	4122967564	1249 Hillcrest Rd Apt 13, Plano, TX, 75028	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-60062	TPA	William Reyes	1940-08-06	—	2314369033	6141 Union St, Jacksonville, FL, 32256	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24147	PRV	Diego Cole	2004-10-23	—	7548327846	2462 Sage Ct, Sacramento, CA, 95810	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50839	TPA	Kyle Phillips	1964-08-19	—	—	4114 Cedar Ln, Chandler, AZ, 85235	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-52820	TPA	Stephanie Burns	1963-07-07	—	5295353964	2406 Indian School Rd, Charlotte, NC	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50569	TPA	Anthony Simpson	1952-11-27	—	6607285178	8962 Forest Ave # 351, Mesa, AZ, 85249	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-400334	CLM	Terry Edwards	—	UHC-82887-97	9146355492	1429 Desert Sky Blvd, Miami, FL, 33169	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-128374	ENR	Justin X Barnes	1994-06-25	UHC-81905-48	—	2955 Elm St, Mesa, AZ, 85228	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-128375	ENR	Justin X Barnes	1994-06-25	UHC-81905-48	—	2955 Elm St, Mesa, AZ, 85228	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-100834	ENR	Dense L Thomas	1973-08-10	UHC-85521-23	6464396033	4469 Union St, Seattle, WA, 98191	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64154	TPA	Jonathan Bisohp	1998-06-24	UHC-27890-40	7253008403	5797 Desert Sky Blvd, Mesa, AZ, 85215	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138439	ENR	Padilla Ann	2008-10-04	UHC-67047-34	7436905782	6081 Lake View Rd, Minneapolis, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27693	PRV	Donald O Washinggton	1999-02-07	—	7537451819	732 Church St, Glendale, AZ, 85315	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60720	TPA	Diane D Dominguez	1946-08-06	—	—	9605 Union St, Sacramento, CA, 95862	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430271	CLM	Aarn Murphy	1990-05-14	UHC-37198-49	8926196294	8259 Pine Dr, Phoenix, AZ, 85042	0.62	Name re-cased 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
CLM-421578	CLM	Michael Hanson	1983-07-01	UHC-75772-33	—	3342 Sage Ct, Fresno, CA, 93738	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-412241	CLM	Victoria O Ross	1978-06-16	—	3806805912	8429 Camelback Rd, Dallas, TX, 75251	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419092	CLM	Vincent Gilbert	2005-03-11	UHC-99716-09	—	5120 Cedar Ln, San Diego, CA, 92158	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-131414	ENR	Mark H Kelly	1978-10-13	UHC-20486-09	2392338348	9319 Main St Apt 40, San Diego, CA, 92127	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-125176	ENR	Julia W Alexander	1993-08-02	UHC-68877-99	9676340616	5257 Elm St, Gilbert, AZ, 85225	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416514	CLM	Eugene Crawford	1979-05-03	UHC-32157-94	—	7165 Park Pl, Jacksonville, FL, 32279	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-119642	ENR	Alice Dunn	1951-08-31	UHC-54642-58	6624842981	1060 Ocean Ave, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62142	TPA	Julia Walsh	—	—	—	4421 Park Pl, Fresno, CA, 93798	0.62	Date of birth unreadable Street suffix standardised Address re-cased City 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-408584	CLM	Mei N Hicks	1988-06-05	—	2482948291	8342 Lake View Rd, Chandler, AZ, 85284	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430232	CLM	Carol N Olzon	1943-01-24	—	4044328857	541 Willow Ct Apt 38, Charlotte, NC, 28213	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-112096	ENR	Juan M Murphy	1973-10-03	UHC-80089-58	6846278951	147 Canyon Rd, Tampa, FL, 33668	0.62	Name re-cased 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-137596	ENR	Doris I Miller	1998-09-08	UHC-16373-92	—	940 Hillcrest Rd, Glendale, AZ	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-25534	PRV	Marilyn Reyes	1975-10-22	—	3649536284	6140 Baseline Rd, Eden Prairie, MN, 55365	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400150	CLM	Katherine James	1979-08-09	UHC-89876-40	8555580302	8854 Highland Ave, Tempe, AZ, 85251	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400430	CLM	Bradley Carroll	2004-12-02	—	6947620897	1790 Highland Ave Apt 26, Columbus, OH, 43233	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-400429	CLM	Bradley Carroll	2004-12-02	—	6947620897	1790 Highland Ave Apt 26, Columbus, OH, 43233	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-23872	PRV	Edward Holmes	1960-12-14	UHC-55851-37	2157943393	1254 Jefferson Ave, Glendale, AZ, 85360	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123846	ENR	Ashley YJunk	1953-01-27	UHC-59839-26	2776098852	4201 Broadway Apt 25, Dallas, TX, 75202	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-409459	CLM	Justin Shaw	1985-07-27	UHC-22694-54	—	861 Ridge Rd, Dallas, TX	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more

71,257 rows, page 196 of 1,426Previous Next