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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418695	CLM	Alexis Jimenez	1971-09-20	UHC-20281-74	—	1687 Desert Sky Blvd, Miami, FL, 33106	0.80	Member ID reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-413339	CLM	Keith Smith	1997-05-06	UHC-42383-68	—	8139 Washington St, Jacksonville, FL, 32275	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-429703	CLM	Joshua Park	1943-06-03	—	8369592846	5944 Church St, Austin, TX, 78727	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-135245	ENR	Justin Salazar	2000-10-21	UHC-48165-59	4123794664	5286 Main St, Minneapolis, MN, 55414	0.80	Phone reformatted State code upper-cased ZIP+4 trimmed Placeholder values cleared
TPA-60963	TPA	Jesse N Dunn	1939-01-26	—	4098322813	7126 Sage Ct, Phoenix, AZ, 85029	0.80	Name re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
PRV-26621	PRV	Judy Carroll	2006-05-24	UHC-24401-98	9048292620	2492 Mountain View Dr, San Diego, CA, 92157	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-128857	ENR	Scott Greene	1972-01-08	UHC-06398-49	2067495607	7702 Hillcrest Rd, Phoenix, AZ, 85056	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed
PRV-23280	PRV	Charles C Bryant	1969-02-06	UHC-01319-03	4216140249	5690 Lincoln Way, Sacramento, CA, 95838	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-57196	TPA	Logan Wang	2000-11-20	—	—	7493 Ridge Rd, Scottsdale, AZ, 85245	0.80	Date of birth reformatted ZIP+4 trimmed Plan code upper-cased Placeholder values cleared
CLM-425789	CLM	Amy Ruiz	2005-04-11	UHC-48579-10	2073820208	347 Indian School Rd, Gilbert, AZ, 85269	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-25306	PRV	Dorothy E Griffin	2006-12-03	—	2758475394	3762 Market St, Glendale, AZ, 85321	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-405039	CLM	Isabella Lawrence	1943-05-05	UHC-57600-72	—	7536 Ridge Rd, Minneapolis, MN, 55469	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-120277	ENR	Evelyn Z Freeman	1958-03-22	UHC-35259-03	5744770213	1736 Mountain View Dr, Atlanta, GA, 30364	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-138322	ENR	Kenneth McDonald	2002-12-23	UHC-23880-38	2342356337	1501 River Rd, Tampa, FL, 33610	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-134782	ENR	Janice Spencer	1972-12-06	UHC-21439-47	6789422270	8186 Harbor Blvd, Phoenix, AZ, 85038	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-21726	PRV	Noah Pena	1977-02-21	—	7034408565	3855 Harbor Blvd, Glendale, AZ, 85350	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-428201	CLM	Georgge Herrera	1952-10-09	—	—	337 Mesa Dr, Atlanta, GA, 30307	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-109581	ENR	Jean D Black	2006-07-24	UHC-16293-86	7765838904	7087 Lincoln Way, Nashville, TN, 37274	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed
PRV-23918	PRV	Edward Cook	1976-03-25	UHC-04537-80	5047350885	39 Mesa Dr, Eden Prairie, MN, 55302	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-23917	PRV	Edward Cook	1976-03-25	UHC-04537-80	5047350885	39 Mesa Dr, Eden Prairie, MN, 55302	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-120677	ENR	Carol J Rodriguez	1982-02-25	UHC-29799-24	2149673595	9154 Elm St, Charlotte, NC, 28280	0.80	Member ID reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-127572	ENR	Sara K Roberst	1973-03-18	UHC-37486-91	7328855620	2948 Broadway, Atlanta, GA, 30348	0.80	Member ID reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-120071	ENR	Frank Green	1939-11-11	UHC-38051-71	3679155748	7747 Hillcrest Rd, San Antonio, TX, 78260	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-22263	PRV	Jacob U Mills	1972-01-05	—	6163873521	4896 Mountain View Dr, Houston, TX, 77034	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-139339	ENR	Tyler G Moreno	1992-10-28	UHC-67882-42	2823271925	8882 Maple Ave, Orlando, FL, 32814	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-26607	PRV	Jose Hernandez	2008-07-01	—	7046766439	8649 Camelback Rd, Columbus, OH, 43271	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-55319	TPA	Greg Moreno	1991-02-06	—	2103692644	2887 Apache Blvd, Fresno, CA, 93727	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-24319	PRV	John M Hicks	1949-02-26	—	4809016447	582 Ocean Ave, Austin, TX, 78737	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-124144	ENR	Alice Montgomery	1952-11-26	UHC-50723-73	6712907253	1242 Oak St, Charlotte, NC, 28225	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-132654	ENR	Marilyn James	1952-06-17	UHC-01639-27	8354061542	1285 Palm Dr, Glendale, AZ, 85367	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Email lower-cased
CLM-419132	CLM	Camila Fowler	1956-08-27	—	—	91 Mesa Dr, San Antonio, TX, 78278	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-55875	TPA	Aisha Walker	1991-12-23	—	5753924222	9366 Union St, Columbus, OH, 43292	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-115907	ENR	Jennifer A Bowman	1963-09-02	—	—	2036 Sunset Blvd, Chandler, AZ, 85290	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-111839	ENR	John V Andrews	1960-09-20	UHC-04984-49	7879762265	8168 Lincoln Way, Dallas, TX, 75234	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-132222	ENR	Kelly West	2001-09-02	UHC-06746-22	9723716911	397 Mesa Dr, Atlanta, GA, 30334	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-112959	ENR	Lucia Santos	2005-05-25	UHC-15390-10	8768960897	1203 Baseline Rd, Tempe, AZ, 85211	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-421414	CLM	Shirley Obrien	1970-02-16	UHC-90722-63	—	4621 Forest Ave, Tempe, AZ, 85234	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-59065	TPA	Ralph Nichols	1961-06-14	UHC-69144-34	4305989682	5689 Lincoln Way, Chandler, AZ, 85269	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-414665	CLM	Gary Bryatn	2003-09-22	UHC-95416-52	5177028284	8554 Meadow Ln, Tucson, AZ, 85761	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-21307	PRV	Susan Perez	1949-07-28	UHC-63932-33	7632615146	4019 Sage Ct, Nashville, TN, 37255	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-130381	ENR	Virginia Barnes	2007-04-02	UHC-21509-56	3827817215	6404 Sage Ct, Atlanta, GA, 30375	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-409409	CLM	Larry Bradley	1943-04-15	—	4824612325	4938 Pine Dr, Gilbert, AZ, 85233	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-125717	ENR	Abigail Black	2003-09-09	UHC-48689-98	8405843147	3527 Pine Dr, Scottsdale, AZ, 85270	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed
PRV-29367	PRV	Santiago Burton	1998-05-26	—	4428302308	3029 Willow Ct, Orlando, FL, 32897	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-110582	ENR	Beverly L Rios	1945-10-15	UHC-66895-93	8228619627	5655 Park Pl, Columbus, OH, 43210	0.80	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed
CLM-418919	CLM	Melissa Harvey	1985-06-21	—	—	194 Cedar Ln, Houston, TX, 77058	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-113537	ENR	Arjun J Carter	1967-06-05	UHC-36539-87	5525572886	761 Ridge Rd, Glendale, AZ, 85383	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-120225	ENR	Christina W Singh	1981-06-11	UHC-69052-70	—	9085 Baseline Rd, Eden Prairie, MN, 55394	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-140637	ENR	Jeremy Sanchez	1976-11-23	UHC-25412-94	9188513549	188 Mountain View Dr, Orlando, FL, 32858	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-423125	CLM	Jeffrey P Delgado	1978-01-06	UHC-40955-02	9054808362	3273 Spring St, Scottsdale, AZ, 85214	0.80	Member ID reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared

8,263 rows, page 152 of 166Previous Next