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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-417738	CLM	Gregory Lopez	1942-03-15	UHC-33423-97	2759252106	9239 Market St, Charlotte, NC, 28231	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-25035	PRV	Alan U Rice	1997-01-02	UHC-08546-54	4873637638	5955 Sage Ct, Seattle, WA, 98161	0.80	State name converted to code Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-428723	CLM	Christina Harris	1967-08-06	—	—	4422 Palm Dr, Denver, CO, 80253	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
ENR-136231	ENR	Logan Brooks	1952-04-19	UHC-63454-26	2603003266	3578 Forest Ave, Eden Prairie, MN, 55389	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
CLM-401261	CLM	Nancy Delgado	1969-01-08	UHC-59285-16	—	6958 Park Pl, Orlando, FL, 32816	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-57387	TPA	Zachary Kennedy	2001-01-05	—	—	505 Oak St, Mesa, AZ, 85297	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-57226	TPA	Judith Owens	1954-02-15	UHC-36194-27	6107756168	1095 Willow Ct, Las Vegas, NV, 89164	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-127982	ENR	Abigail Z Cunningham	1939-09-28	UHC-07249-40	8772953074	4046 Oak St, Tampa, FL, 33663	0.80	Name re-cased City re-cased State name converted to code Whitespace trimmed
ENR-107101	ENR	Virginia N Smith	2001-07-22	UHC-62024-73	8902300951	9017 Palm Dr, Atlanta, GA, 30382	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-410305	CLM	Jose Ross	2005-07-10	UHC-02279-47	9205245106	477 Willow Ct, Austin, TX, 78727	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
PRV-29114	PRV	Timothy Bishop	1978-10-26	UHC-78355-49	7625034555	2293 Washington St, Jacksonville, FL, 32252	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-63498	TPA	Chris Stephens	2002-06-22	—	3875759592	8367 Oak St, Miami, FL, 33186	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
TPA-58601	TPA	Angela Flores	1985-04-07	—	9384176303	7310 Jefferson Ave, Charlotte, NC, 28231	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-416392	CLM	Eric Schmidt	1944-11-23	UHC-94650-89	—	2124 Forest Ave, Sacramento, CA, 95829	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-28287	PRV	Laura Thomas	1940-04-21	UHC-63477-40	8104804448	2534 Central Ave, Columbus, OH, 43227	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
ENR-108943	ENR	Chuck Lewis	1965-02-28	UHC-44229-06	4777413745	3573 Indian School Rd, Seattle, WA, 98102	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-103577	ENR	Gloria U Carr	1944-11-11	UHC-12496-83	9667978916	1860 Broadway, Austin, TX, 78751	0.80	Phone reformatted Address re-cased State name converted to code Whitespace trimmed
ENR-110905	ENR	Jordan Y Richards	1950-09-09	UHC-06514-86	2107020419	327 Main St, Jacksonville, FL, 32256	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-24583	PRV	Debra Stone	1984-04-14	—	3433846337	1874 Maple Ave, Atlanta, GA, 30385	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-120626	ENR	Joseph Cook	1969-01-22	UHC-66594-41	3558100525	3788 Pine Dr, Fresno, CA, 93788	0.80	Member ID reformatted State name converted to code Email lower-cased Placeholder values cleared
ENR-122443	ENR	Christina Hamilton	1958-10-13	UHC-45758-40	2975452179	5486 Willow Ct, Minneapolis, MN, 55484	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
ENR-120803	ENR	Gordn Ryan	2000-09-19	UHC-72790-66	5988345854	491 Main St, Fresno, CA, 93725	0.80	Date of birth reformatted Phone reformatted State name converted to code Plan code upper-cased
ENR-130971	ENR	Kayla Wilson	2007-12-06	UHC-74795-94	9089106199	4822 Bayshore Dr, Los Angeles, CA, 90074	0.80	Member ID reformatted State name converted to code Email lower-cased Whitespace trimmed
ENR-112800	ENR	Christina Sullivan	1970-12-19	UHC-85355-99	7283708419	3880 River Rd, San Antonio, TX, 78280	0.80	Name re-cased Phone reformatted City re-cased State name converted to code
PRV-24129	PRV	Matt Lewis	1980-08-11	UHC-42467-38	7386742007	2427 Harbor Blvd, Tempe, AZ, 85217	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-27633	PRV	Stephanie Vasquez	1949-05-18	UHC-25440-72	5157970273	6735 Central Ave, Seattle, WA, 98131	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-108905	ENR	Vincent E Lewis	1977-02-13	UHC-59903-89	—	7484 Bayshore Dr, Glendale, AZ, 85383	0.80	Member ID reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-105450	ENR	Beverly G Jackson	1947-01-24	UHC-11336-64	9073267135	8517 Oak St, Tampa, FL, 33612	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-138523	ENR	Sanndra Howell	1940-08-19	UHC-73536-31	—	6709 Desert Sky Blvd, Fresno, CA, 93797	0.80	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed
ENR-125771	ENR	Barbara D Diaz	1987-09-17	UHC-71696-40	2329881159	158 Maple Ave, Atlanta, GA, 30328	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
CLM-411466	CLM	Nicole K Elliott	1954-07-08	UHC-60817-81	—	2392 Spring St, Tucson, AZ, 85744	0.80	Name re-cased Member ID reformatted State name converted to code Placeholder values cleared
CLM-406848	CLM	Abby Mason	2003-07-27	—	—	4544 Forest Ave, Jacksonville, FL, 32234	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-139399	ENR	Martha Powell	2008-12-24	UHC-24100-19	2216068204	6225 Church St, Nashville, TN, 37214	0.80	Date of birth reformatted State name converted to code Email lower-cased Whitespace trimmed
PRV-24377	PRV	Kathryn Gonzalez	1988-08-13	—	6019982729	4472 Main St, Minneapolis, MN, 55483	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-113677	ENR	Susan Young	1995-06-02	UHC-38795-15	6983284700	8550 Valley View Dr, Columbus, OH, 43295	0.80	Date of birth reformatted City re-cased State name converted to code Email lower-cased
ENR-141961	ENR	Santiago Pena	1975-07-25	UHC-63606-39	9499243466	6610 Broadway, Mesa, AZ, 85285	0.80	Name re-cased Address re-cased State name converted to code Whitespace trimmed
CLM-407571	CLM	Elizabeth Hawkins	1978-04-17	UHC-09375-66	—	8066 Palm Dr, Gilbert, AZ, 85229	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-119107	ENR	Megan D Moreno	2002-04-25	UHC-14475-41	2232251717	4007 Market St, Miami, FL, 33170	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-26076	PRV	Janet Mendoza	1998-11-26	—	—	5780 Mountain View Dr, San Diego, CA, 92101	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
TPA-57002	TPA	Samantha Morgan	1966-11-17	—	—	767 Sunset Blvd, Chandler, AZ, 85269	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-402706	CLM	Russell Berry	1984-01-22	—	—	7812 Lincoln Way, Las Vegas, NV, 89130	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-112094	ENR	Nicole Q Carter	1978-02-06	UHC-16666-12	—	5698 Grand Ave, Houston, TX, 77048	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-101206	ENR	Terry L Gibson	2000-04-08	UHC-48195-05	—	3151 Forest Ave, Seattle, WA, 98157	0.80	Name re-cased State name converted to code Email lower-cased Placeholder values cleared
PRV-26180	PRV	Doris W Santiago	1986-07-04	UHC-85136-97	7588816808	6004 Forest Ave, Tucson, AZ, 85771	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-134236	ENR	Patricia Thompson	1945-12-24	UHC-18570-72	—	2201 Desert Sky Blvd, Jacksonville, FL, 32245	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-415040	CLM	Danielle F Kelley	2003-01-07	—	9042489215	3285 Forest Ave, Fresno, CA, 93715	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-59330	TPA	Steven Price	1939-01-16	—	—	2043 Grand Ave, Houston, TX, 77062	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-129861	ENR	William O Kellly	2007-10-22	UHC-90416-44	4353663466	1416 Jefferson Ave, Gilbert, AZ, 85216	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-432333	CLM	Larry Fields	1966-04-23	UHC-55456-32	—	7205 Broadway, Miami, FL, 33100	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-418635	CLM	Sopphia Tran	1957-12-07	—	4529664935	5582 Ocean Ave, Glendale, AZ, 85303	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared

9,084 rows, page 161 of 182Previous Next