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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21228	PRV	Randy Tucker	1982-03-15	UHC-72020-56	2363621547	9264 Mesa Dr, Orlando, FL, 32840	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-24718	PRV	Jordan Youung	2006-12-19	—	2956700581	4637 Highland Ave, Fresno, CA, 93791	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-25821	PRV	Angela Wagner	1942-12-13	—	5744498171	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28409	PRV	Stephanie C Martinez	1943-05-07	—	7038576417	9578 Camelback Rd, Orlando, FL, 32816	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-28567	PRV	Theresa Stephens	1963-10-20	—	8785544791	5288 Market St, Tempe, AZ, 85225	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-28089	PRV	Mason Reyes	1943-05-28	—	6132107472	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-24552	PRV	Matthhew Q Gilbert	1950-10-25	—	7169421920	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26181	PRV	Janice Sandoval	2003-12-23	UHC-66768-58	3672848392	8538 Highland Ave, Orlando, FL, 32852	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-25617	PRV	Karen Phillips	1976-08-27	—	7004942434	6656 Washington St, Tempe, AZ, 85282	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20912	PRV	Betty Allen	1956-09-12	—	9659635693	8596 Broadway, Tempe, AZ, 85248	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21740	PRV	Doris X Coleman	1989-06-06	—	—	342 Valley View Dr, Tempe, AZ, 85275	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-22936	PRV	Geradl Chavez	1987-03-27	UHC-99698-91	4268273256	3225 Hillcrest Rd, Atlanta, GA, 30348	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-26286	PRV	Maria Spencer	1977-03-27	UHC-16004-64	7254509368	973 Sage Ct, Eden Prairie, MN, 55349	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26080	PRV	Martha Gardner	1944-05-13	UHC-33697-52	2579837123	3192 Sunset Blvd, Gilbert, AZ, 85215	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-25323	PRV	Eugene N Greene	1979-09-16	UHC-12315-94	9589787303	7677 Highland Ave, Tampa, FL, 33615	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22201	PRV	Elijah Aguilar	1996-12-19	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-22567	PRV	Bryan Cox	1964-06-15	UHC-15669-80	8887331750	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-25933	PRV	Wei Walker	1976-05-14	UHC-30724-80	7004052828	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-28258	PRV	Shirley Vasquez	1954-09-09	—	6977038047	4637 Mesa Dr, Plano, TX, 75041	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25706	PRV	Elijah Munoz	1957-11-23	—	6608676097	7576 Jefferson Ave, Houston, TX, 77004	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-26819	PRV	Steven Maldonado	1985-04-19	—	8672796554	1352 Desert Sky Blvd, Minneapolis, MN, 55478	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-20870	PRV	Sharon R Olson	1999-08-10	UHC-00596-77	9203586966	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-28407	PRV	Douglas Kelly	1995-05-25	—	9644424332	9857 Washington St, Charlotte, NC, 28231	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28762	PRV	Bruce Garza	1948-11-15	UHC-00733-12	7333245407	3302 Jefferson Ave, Plano, TX, 75014	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-26610	PRV	Valentina Hikks	1951-08-06	—	8808488420	137 Canyon Rd, Denver, CO, 80245	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20736	PRV	Sarah N Cruz	2002-05-22	—	4789514363	—	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
PRV-24943	PRV	Melissa Holmes	1950-12-25	—	—	7566 Spring St, San Antonio, TX, 78203	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-20587	PRV	Maria James	2001-11-10	—	—	9109 Broadway, Orlando, FL, 32841	0.92	Name re-cased Address re-cased Whitespace trimmed Placeholder values cleared
PRV-24878	PRV	Brandon Stevens	1976-11-18	—	6343461500	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-24877	PRV	Brandon Stevens	1976-11-18	—	6343461500	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-22890	PRV	Maria Bailey	1990-05-28	—	4909490878	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-23776	PRV	Judy Stevens	1962-08-11	UHC-82487-20	—	3652 Palm Dr, Los Angeles, CA, 90041	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-28868	PRV	Brandon Munoz	1939-12-06	—	2786174336	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-25855	PRV	Rios Maosn	1939-11-04	UHC-42367-40	—	2850 Valley View Dr, Tampa, FL, 33690	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-20915	PRV	Paul Hunter	1942-08-04	—	4313534254	8964 Maple Ave, Fresno, CA, 93791	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26559	PRV	Kelly I Reid	1974-02-13	—	8583819449	7525 Palm Dr, Fresno, CA, 93721	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-22600	PRV	Ann Patel	1977-06-01	—	3369109289	7149 Bayshore Dr, Orlando, FL, 32839	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21083	PRV	Garry Sandoval	1946-07-26	UHC-80407-02	2448261734	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-21104	PRV	Yuki X Fox	1944-10-15	—	9358892383	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26801	PRV	Maria Scott	1942-07-07	—	4333608499	7104 Church St, Austin, TX, 78779	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25501	PRV	Kimberly Pierce	1978-12-17	—	7875141647	8849 Valley View Dr, Columbus, OH, 43253	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
PRV-25897	PRV	Carlos W Richardson	1951-12-10	—	5654652141	887 Apache Blvd, Phoenix, AZ, 85009	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24299	PRV	Sandra Taylor	2006-11-26	—	4862781967	93 Church St, Austin, TX, 78750	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27476	PRV	Arthur Washington	2000-07-27	UHC-09983-59	—	7566 Willow Ct, Gilbert, AZ, 85294	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-29482	PRV	Willlie Bennett	1969-01-25	—	6495868623	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-29481	PRV	Willlie Bennett	1969-01-25	—	6495868623	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-23223	PRV	Camia Z Roberts	1987-10-16	UHC-48203-37	7609570632	95 Bayshore Dr, Scottsdale, AZ, 85288	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
PRV-29428	PRV	Martha Luna	1981-06-14	—	8744182831	2310 Grand Ave, San Diego, CA, 92144	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-20190	PRV	Matt Vega	1998-08-17	UHC-91944-19	4834304551	4884 Desert Sky Blvd, Tucson, AZ, 85722	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-28652	PRV	Mason R Perkins	1988-11-23	—	5002627692	7401 Forest Ave, Seattle, WA, 98133	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared

3,816 rows, page 65 of 77Previous Next