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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-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-29480	PRV	Aaron D Salazar	1990-08-04	—	4928291758	5972 Sunset Blvd, Sacramento, CA, 95848	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-28971	PRV	Sandra McCoy	1999-11-15	—	2688183877	2098 Camelback Rd, Scottsdale, AZ, 85282	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed 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-23611	PRV	Helen Torres	1995-03-23	UHC-80874-52	6155136040	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24029	PRV	Mary Pena	1964-10-04	UHC-87810-27	3206875443	5221 River Rd, Seattle, WA, 98184	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed 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-29443	PRV	Jerry Weber	2007-02-02	UHC-25856-59	6985769670	1357 Union St, Eden Prairie, MN, 55317	0.92	Date of birth reformatted City re-cased Whitespace trimmed 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-21689	PRV	Jack Anderson	1952-04-04	—	7147204119	339 Broadway, Las Vegas, NV, 89117	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25290	PRV	Roger Black	1992-07-21	—	2847301448	929 Harbor Blvd, Dallas, TX, 75217	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-25677	PRV	Donna Stone	1997-10-18	—	3296110299	8866 Grand Ave, Jacksonville, FL, 32259	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed 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-24210	PRV	Larry I Banks	2006-01-04	UHC-51013-04	3904874762	152 Lincoln Way, Atlanta, GA, 30367	0.92	Date of birth reformatted 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-26072	PRV	Wei Alvarez	1986-10-15	—	8643300786	5127 Elm St, Houston, TX, 77039	0.92	Date of birth reformatted Phone 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-24858	PRV	Samantha Murphy	2001-03-03	—	3075669853	455 Ocean Ave, Houston, TX, 77035	0.92	Phone reformatted City re-cased Whitespace trimmed 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-20699	PRV	Austin M Yang	1983-07-18	—	8615822064	9563 River Rd, Los Angeles, CA, 90099	0.92	Date of birth reformatted 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-24000	PRV	Sara Butler	1957-12-03	—	2283393807	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24048	PRV	Barb Shaw	1954-03-19	—	8052923555	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25472	PRV	Kayla Brooks	1954-09-14	—	5992514981	2690 Oak St, Los Angeles, CA, 90007	0.92	Phone reformatted Email lower-cased Whitespace trimmed 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-25008	PRV	Charles L Webb	1990-08-11	—	4444079877	2023 Desert Sky Blvd, Las Vegas, NV, 89154	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-23577	PRV	Henry Gomez	1957-07-16	UHC-44840-46	5165932301	8724 Bayshore Dr, Scottsdale, AZ, 85211	0.92	Date of birth reformatted 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
PRV-25077	PRV	William F Foster	2005-12-22	—	4782742764	1191 River Rd, Columbus, OH, 43268	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26281	PRV	Judy Hansen	1968-08-13	UHC-56044-45	4784042141	7537 Union St, Gilbert, AZ, 85296	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-26824	PRV	Judy Welch	1968-06-08	UHC-74292-52	7007261911	5041 Palm Dr, Phoenix, AZ, 85055	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24204	PRV	Kayla Knight	1945-02-22	UHC-65232-63	4768349187	3353 Highland Ave, Mesa, AZ, 85246	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24699	PRV	Abigail P Harrison	1940-04-21	UHC-99217-26	4068453285	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25122	PRV	Brittany Aguilar	2000-11-16	—	7482644177	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25123	PRV	Brittany Aguilar	2000-11-16	—	7482644177	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28226	PRV	Lawrence L Johnston	1981-05-16	UHC-28017-01	9333107818	5252 Highland Ave, Tempe, AZ, 85240	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25017	PRV	Gonzales Nathan	2006-02-18	UHC-41893-36	6422183948	4173 Desert Sky Blvd, Orlando, FL, 32875	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22158	PRV	Masno Graham	1983-02-26	UHC-31696-70	7858257532	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared

5,467 rows, page 95 of 110Previous Next