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

Provider network, 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
PRV-26409	PRV	Maria Diaz	1985-09-16	—	6726332025	1719 Spring St, Miami, FL, 33159	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-27966	PRV	Priya Coleman	1979-02-22	UHC-29997-83	3317127738	8189 Canyon Rd, Phoenix, AZ, 85027	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
PRV-29581	PRV	Juan Morales	1995-06-09	UHC-08643-27	8688334727	8572 Valley View Dr, Gilbert, AZ, 85253	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-21215	PRV	Randy Q Snyder	1989-06-16	—	4318186468	398 Broadway, San Antonio, TX, 78213	0.68	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Placeholder values cleared
PRV-21407	PRV	Scott X Stevens	1994-01-08	UHC-77093-82	—	4455 Main St, Austin, TX, 78723	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-27704	PRV	Hiroshi Garza	2005-11-05	UHC-77416-36	8065786361	3626 Indian School Rd, Plano, TX, 75018	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-23333	PRV	Santiago Miller	—	—	9432530574	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
PRV-28946	PRV	Wei V Rojas	1959-03-01	—	4474536178	9644 Apache Blvd, Glendale, AZ, 85394	0.68	Name split from “Last, First”Two-digit birth year Email lower-cased Placeholder values cleared
PRV-24099	PRV	Isabella N Lynch	1998-01-28	UHC-07898-24	7183223704	630 Church St, Phoenix, AZ, 85099	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
PRV-23751	PRV	Luis Harper	1954-02-19	UHC-25060-78	2319227326	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
PRV-22028	PRV	Kelly Laura	1957-02-22	—	5728815057	9767 Broadway, Minneapolis, MN, 55477	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-21293	PRV	Deborah Munoz	1989-05-06	UHC-29058-69	6829536361	5131 Apache Blvd, Gilbert, AZ, 85265	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
PRV-23081	PRV	Wayne F Harper	1947-08-10	UHC-60257-75	3389402227	6090 Church St, Columbus, OH	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
PRV-27584	PRV	Betsy Walker	1958-11-19	—	4463139190	8507 Harbor Blvd, Denver, CO, 80260	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
PRV-23246	PRV	Isabella Jimenez	1993-02-04	UHC-62078-40	3736267813	6914 Mesa Dr, Minneapolis, MN, 55470	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
PRV-22523	PRV	John Reyes	2004-01-07	—	3064873975	1791 Elm St, Tempe, AZ, 85253	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-26368	PRV	Santiago Washington	1994-08-02	—	3645520274	6554 Ocean Ave, Charlotte, NC, 28228	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-27324	PRV	Christopher Gray	2000-08-20	UHC-48386-23	—	6500 Elm St, Minneapolis, MN, 55411	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
PRV-20840	PRV	Willie Williamson	1980-02-11	UHC-87207-77	—	7994 Canyon Rd, San Antonio, TX, 78239	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-24574	PRV	Rebecca Hart	1962-03-15	—	4442893304	2012 Jefferson Ave, Dallas, TX, 75284	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-28209	PRV	Raymond Reed	1997-07-04	—	3816512027	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-25089	PRV	Janet Vasquez	1945-02-20	UHC-06138-79	6722671938	650 Bayshore Dr, San Diego, CA, 92107	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-20200	PRV	Shirley A Woods	1959-10-18	UHC-25499-05	6592621873	9434 Washington St, Eden Prairie, MN, 55379	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27182	PRV	Valentina King	1989-03-28	—	—	8497 Palm Dr, Orlando, FL, 32882	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
PRV-23601	PRV	Mariana Peters	2002-11-02	—	6002226952	5763 Bayshore Dr, Los Angeles, CA, 90074	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-24329	PRV	Nicole Rogers	1957-02-15	UHC-41707-94	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
PRV-25095	PRV	Carlos Torres	1970-09-14	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
PRV-28099	PRV	Logan Brooks	1952-04-19	—	2603003266	3578 Forest Ave, Eden Prairie, MN	0.70	Name split from “Last, First”ZIP missing Placeholder values cleared
PRV-22810	PRV	Shirley P Aguilar	2000-10-16	UHC-87167-45	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
PRV-29168	PRV	Daniel A Fowler	1974-12-04	—	—	9441 Broadway, Atlanta, GA, 30300	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
PRV-23071	PRV	Lucia S Mendoza	1978-09-11	—	7059742980	—	0.70	Name split from “Last, First”Middle initial moved out of first name Placeholder values cleared
PRV-24693	PRV	Kayla E Simmns	1946-05-05	—	4779048063	5269 Ridge Rd # 318, Gilbert, AZ, 85223	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
PRV-24232	PRV	Nancy Wright	1984-01-05	—	6073773218	1451 Grand Ave, Seattle, WA, 98111	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
PRV-26069	PRV	Omar Allen	1997-07-16	UHC-06383-65	7754676155	5570 Lincoln Way, Charlotte, NC, 28298	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
PRV-25750	PRV	Jeremy H Gomez	—	UHC-62554-77	—	5315 Mesa Dr, Minneapolis, MN, 55462	0.70	Name split from “Last, First”Date of birth unreadable Placeholder values cleared
PRV-21757	PRV	Josse Ruiz	—	—	9006602747	1145 Mountain View Dr, Sacramento, CA, 95899	0.72	Name split from “Last, First”Date of birth unreadable
PRV-22990	PRV	Ronald I Watkins	2008-06-26	—	9492320415	21 Washington St, Fresno, CA, 93792	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-26430	PRV	Arjun Evans	1979-02-19	—	2913574271	5961 Broadway, Scottsdale, AZ, 85235	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+3 more
PRV-26817	PRV	Christina Contreras	1967-07-06	UHC-62827-35	9404286373	—	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-24676	PRV	Diaz Joe	2001-03-25	UHC-07594-37	6016201229	3111 Maple Ave, Glendale, AZ, 85353	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-26031	PRV	Samuel Green	2005-09-27	—	6314528134	44 Sage Ct, San Diego, CA, 92153	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-25222	PRV	Carolyn Campbell	1950-02-15	—	8255973022	7292 Broadway, Denver, CO, 80244	0.76	Name split from “Last, First”Phone reformatted Address re-cased City re-cased+2 more
PRV-21767	PRV	Julie Obrien	1980-03-21	—	7799567668	4488 Washington St, Charlotte, NC, 28283	0.76	Name split from “Last, First”Name re-cased Date of birth reformatted Phone reformatted+2 more
PRV-23531	PRV	Russell U Armstrong	1968-04-21	UHC-31168-68	9105869820	7959 Sunset Blvd, Columbus, OH, 43203	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-23026	PRV	Austin Herrera	2002-09-12	—	—	9279 Park Pl, Charlotte, NC, 28268	0.76	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
PRV-26179	PRV	Angela Lee	1983-06-07	UHC-45982-35	9624405853	7108 Meadow Ln, Sacramento, CA, 95803	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-28843	PRV	Kyle Kennedy	1994-02-14	UHC-77184-96	5887905978	357 Canyon Rd, Eden Prairie, MN, 55387	0.76	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
PRV-26041	PRV	Donna Greene	1989-01-17	—	8568609815	5500 Hillcrest Rd, San Diego, CA, 92179	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-23561	PRV	Keith McDonald	1941-01-01	UHC-82124-06	4165913789	1076 Apache Blvd, Sacramento, CA, 95814	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-22978	PRV	Rebecac G Elliott	1951-07-04	—	—	1001 Lincoln Way, Columbus, OH, 43213	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more

957 rows, page 15 of 20Previous Next