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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21710	PRV	Fatima Anrews	1965-10-25	UHC-06226-03	4674375628	7295 Lincoln Way, Tucson, AZ, 85733	0.94	Name re-cased Phone reformatted Email lower-cased
PRV-21520	PRV	Hiroshi Brown	1975-12-15	—	5383151912	4342 Oak St, Tempe, AZ, 85296	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24059	PRV	Bradley R Freeman	1999-10-11	—	5472081684	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21719	PRV	Randy Hawkins	1963-06-06	UHC-99256-51	4508173685	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-24327	PRV	Sofia Clark	1987-06-19	—	3607268580	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25051	PRV	Olivia K Bradley	1950-11-05	—	5058067939	293 Grand Ave, Sacramento, CA, 95873	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22724	PRV	Wayne Arnold	1964-08-20	—	7845295243	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27100	PRV	Terry Davis	1976-05-26	UHC-12131-13	3403135479	7984 River Rd, Glendale, AZ, 85332	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-28872	PRV	Ana G Kelly	1984-10-08	—	6518317698	8504 Willow Ct, Charlotte, NC, 28212	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28766	PRV	Betty Q Sandoval	1944-09-25	UHC-13305-47	4354236348	1080 Desert Sky Blvd, Dallas, TX, 75227	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
PRV-24360	PRV	Randy Meyer	1984-07-26	—	7072619905	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27470	PRV	Mason Edwards	1998-08-27	—	7264066114	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24383	PRV	Amanda Parker	1947-02-27	UHC-47167-27	2938298489	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20146	PRV	Beverly M Soto	1963-07-03	UHC-65304-73	2129554114	4080 Central Ave, Minneapolis, MN, 55401	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-21210	PRV	Kathleen Ortiz	2001-05-28	UHC-82174-72	9684405748	7729 Park Pl, Minneapolis, MN, 55479	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21919	PRV	Janice Gutierrez	1970-06-20	—	4998666057	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26074	PRV	Jennifer Watkins	1993-04-21	UHC-27706-65	3146720042	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-21527	PRV	Anna T Jordan	2002-11-01	—	5314986591	9449 Maple Ave, Atlanta, GA, 30345	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22270	PRV	Amanda F Boyd	1939-06-26	—	3964094126	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-28250	PRV	Mei Clark	1987-03-09	UHC-15546-20	7658962929	4102 Sunset Blvd, Glendale, AZ, 85329	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
PRV-23651	PRV	Katherine B Snyder	1982-05-12	—	4894411543	9191 Broadway, Fresno, CA, 93754	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27846	PRV	Lori Allen	1938-12-02	UHC-74577-60	9689291275	2361 Market St, Plano, TX, 75099	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23230	PRV	Vyrginia Hudson	1954-05-12	UHC-60725-86	8616388608	4992 Washington St, Dallas, TX, 75226	0.94	Phone reformatted Email lower-cased Placeholder values cleared
PRV-28504	PRV	Bradley Kelley	1979-09-06	UHC-90063-13	6623691927	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-22977	PRV	Raymond Washinngton	1993-04-26	—	3304926594	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-24384	PRV	Amanda Parker	1947-02-27	UHC-47167-27	2938298489	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-26577	PRV	Abigail Gilbert	1989-04-04	—	6482537887	937 Canyon Rd, Orlando, FL, 32841	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-21526	PRV	Judith M Harrsi	1938-09-18	—	6972632982	1921 Park Pl, Tucson, AZ, 85723	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27492	PRV	Denny Daniels	1972-02-10	—	8644685863	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-22310	PRV	Zachary Aguilar	1944-03-27	UHC-52452-64	3964151017	6999 Palm Dr, Jacksonville, FL, 32209	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-25770	PRV	Dylan Morgan	1981-01-19	—	3859932206	790 Broadway, Seattle, WA, 98119	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28760	PRV	Charlotte Ramos	1969-05-05	—	8714727455	3625 Ocean Ave, Denver, CO, 80249	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22804	PRV	Barb Hansen	1980-06-28	UHC-50547-71	9656635875	8572 Bayshore Dr, Dallas, TX, 75218	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21672	PRV	Jacqueline R Ruiz	1956-04-09	UHC-17220-77	6127575916	4080 Elm St, Glendale, AZ, 85362	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
PRV-23506	PRV	Marilyn Nunez	1974-08-16	—	4897164544	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22546	PRV	Wayne V Ferguson	1969-06-12	—	7397781136	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-27097	PRV	Margaret Thomas	1983-12-03	UHC-08861-07	8529465608	8443 Canyon Rd, San Diego, CA, 92158	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20431	PRV	Katherine Grant	2008-04-28	UHC-49702-48	3439782209	7447 Valley View Dr, Tempe, AZ, 85289	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21503	PRV	Dylan B Nunez	1999-04-17	UHC-40902-19	8162583903	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-25702	PRV	Frank Ramos	1962-04-07	UHC-76600-57	6387482280	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24714	PRV	Timothy Robertson	1952-01-06	—	4249515029	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-28024	PRV	Daniel Nunez	1954-01-09	UHC-37947-01	2176217578	580 Church St, Glendale, AZ, 85333	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-23206	PRV	James Harris	1952-02-13	UHC-25858-43	5407835550	2668 Union St, Sacramento, CA, 95869	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22417	PRV	Michael U Wallace	1939-08-27	—	3806192914	1586 Cedar Ln, Los Angeles, CA, 90049	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-25316	PRV	Rogers Larry	1970-02-10	UHC-32272-09	4189493983	7957 Highland Ave, Eden Prairie, MN, 55349	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-23294	PRV	Tyler Rojas	1966-04-24	UHC-54791-86	8788338549	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-26538	PRV	Albert Rivera	2004-06-04	—	2494907660	3812 Ridge Rd, Tucson, AZ, 85725	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-27660	PRV	Valentina Morris	2000-09-25	UHC-14927-47	3524313899	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-20797	PRV	Luis Wallace	1939-02-04	UHC-03439-03	4455931112	6713 Main St, Columbus, OH, 43232	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24551	PRV	Ahmed Hernandez	1942-04-15	—	8757447817	3347 Jefferson Ave, Sacramento, CA, 95805	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared

5,906 rows, page 110 of 119Previous Next