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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404847	CLM	Frank Richards	1949-06-20	UHC-87366-39	—	7427 Union St # 125, Chandler, AZ, 85261	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-127672	ENR	Lucia B Smith	1964-01-03	UHC-39153-37	5628402665	866 Broadway Apt 26, Tempe, AZ, 85275	0.80	Date of birth reformatted Phone reformatted Unit split from street Address re-cased
TPA-60610	TPA	Wei Austin	1994-08-27	UHC-88017-51	6158603465	1250 River Rd # 127, Orlando, FL, 32814	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-108443	ENR	Gloria D Larson	1942-03-08	UHC-61814-19	9089125064	5998 Sunset Blvd # 574, Sacramento, CA, 95842	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
ENR-104583	ENR	Cynthia E Gardner	1988-06-20	UHC-10851-35	3278814233	3740 Desert Sky Blvd # 671, Orlando, FL, 32884	0.80	Name re-cased Date of birth reformatted Phone reformatted Unit split from street
CLM-420295	CLM	Susan Jackson	1985-02-10	—	5748993895	1342 Mountain View Dr # 681, Mesa, AZ, 85280	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
CLM-415411	CLM	Carolyn Schultz	1952-03-12	—	9566257981	5355 Harbor Blvd # 897, San Diego, CA, 92122	0.80	Phone reformatted Unit split from street City re-cased Placeholder values cleared
CLM-423850	CLM	Omar Nunez	1982-10-16	UHC-16297-37	—	518 Baseline Rd # 798, Mesa, AZ, 85227	0.80	Date of birth reformatted Unit split from street City re-cased Placeholder values cleared
TPA-58393	TPA	Brian Jacobs	1995-05-12	—	—	3380 Park Pl Apt 1, Phoenix, AZ, 85026	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-117508	ENR	Joe R Rose	2000-03-27	UHC-80700-65	2139538087	4024 Meadow Ln Apt 37, Jacksonville, FL, 32222	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
CLM-415180	CLM	Bradly Oliver	1951-09-07	UHC-67161-27	—	5188 Union St # 888, Tampa, FL, 33656	0.80	Member ID reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-412355	CLM	Deborah Gilbert	1966-05-12	UHC-22494-09	—	5353 Church St # 186, Minneapolis, MN, 55412	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
ENR-112593	ENR	Cheryl Hughes	2005-05-12	UHC-37621-50	—	1302 Willow Ct Apt 25, Jacksonville, FL, 32259	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-425238	CLM	Sophia M White	1979-04-25	UHC-42195-58	7506415848	2873 Highland Ave # 647, San Antonio, TX, 78268	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
CLM-411805	CLM	Keith J Bell	1942-12-10	UHC-34516-56	—	2197 Oak St Apt 8, Eden Prairie, MN, 55370	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-23369	PRV	Grace Guzman	1982-12-19	UHC-39682-17	7566431855	3690 Central Ave Apt 11, San Diego, CA, 92192	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-106739	ENR	Richard Silva	2000-07-04	UHC-08142-79	—	1302 Meadow Ln Apt 32, San Diego, CA, 92143	0.80	Member ID reformatted Unit split from street Plan code upper-cased Placeholder values cleared
ENR-115622	ENR	Christina D Carroll	1990-07-10	UHC-18251-33	7576411917	1480 Main St Apt 4, Eden Prairie, MN, 55331	0.80	Name re-cased Phone reformatted Unit split from street Plan code upper-cased
CLM-424940	CLM	Noah P Allen	1981-06-27	UHC-20780-46	—	2225 Market St # 532, San Diego, CA, 92187	0.80	Date of birth reformatted Unit split from street City re-cased Placeholder values cleared
ENR-140420	ENR	Juan J Taylor	1984-07-04	UHC-80698-65	7625511386	3684 Jefferson Ave # 763, Eden Prairie, MN, 55361	0.80	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed
TPA-55004	TPA	Peter Edwards	1948-09-12	—	3774316210	6925 Pine Dr # 517, Mesa, AZ, 85257	0.80	Phone reformatted Unit split from street City re-cased Placeholder values cleared
PRV-28453	PRV	Joan T Coleman	2002-05-25	—	5514246119	6592 Willow Ct Apt 32, Tampa, FL, 33636	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
TPA-57594	TPA	Mason Armstrong	1938-08-21	—	—	3613 Highland Ave Apt 37, Columbus, OH, 43250	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-127734	ENR	Deborah Q Carroll	1964-05-01	UHC-68816-71	—	333 Ridge Rd Apt 27, Tampa, FL, 33671	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-423630	CLM	Martha R Lewis	2005-07-20	UHC-83453-88	7503410732	9277 Bayshore Dr # 676, Columbus, OH, 43224	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-407735	CLM	Luis Crlson	1962-02-07	UHC-63765-77	—	8906 Meadow Ln Apt 37, Tempe, AZ, 85251	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-101085	ENR	Sandra H Medina	1949-02-10	UHC-55383-26	3678336241	2837 Willow Ct # 597, Las Vegas, NV, 89158	0.82	Date of birth reformatted Phone reformatted Unit split from street
TPA-51853	TPA	Santiago Hrrera	1964-05-20	—	—	9406 Washington St # 370, Mesa, AZ, 85267	0.82	Unit split from street City re-cased Placeholder values cleared
ENR-103076	ENR	Judith P Bryant	1988-10-04	UHC-24740-21	7506781456	9461 Baseline Rd # 132, San Diego, CA, 92140	0.82	Phone reformatted Unit split from street Whitespace trimmed
CLM-421909	CLM	Tyler Morris	1966-01-12	UHC-22612-53	—	133 Washington St Apt 22, Atlanta, GA, 30300	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-127362	ENR	Cynthia West	1969-05-14	UHC-57502-44	6202400097	8007 Washington St # 247, Tampa, FL, 33681	0.82	Phone reformatted Unit split from street Whitespace trimmed
CLM-417971	CLM	Gregory Henry	1975-02-12	UHC-22017-61	—	9087 Broadway # 243, Houston, TX, 77062	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
PRV-24913	PRV	Mei T Le	1942-07-21	—	5845439885	1892 Forest Ave Apt 23, Sacramento, CA, 95827	0.82	Phone reformatted Unit split from street Whitespace trimmed
CLM-430600	CLM	Willie Sims	1959-05-14	—	3835495239	3094 Hillcrest Rd # 975, Plano, TX, 75032	0.82	Name re-cased Unit split from street Whitespace trimmed
CLM-416429	CLM	Raplh Dunn	2001-10-20	UHC-43474-82	—	8136 Union St Apt 14, Eden Prairie, MN, 55308	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
TPA-55301	TPA	Timothy Young	1949-07-22	—	8006714748	2331 Jefferson Ave # 257, Tampa, FL, 33656	0.82	Phone reformatted Unit split from street Placeholder values cleared
CLM-421965	CLM	Jeff Harrison	1942-09-28	UHC-17502-07	5592909024	6635 Canyon Rd # 382, Las Vegas, NV, 89189	0.82	Phone reformatted Unit split from street Placeholder values cleared
CLM-410634	CLM	Benjamin Maldonado	1996-12-12	UHC-15233-04	—	3930 Apache Blvd # 131, Scottsdale, AZ, 85283	0.82	Name re-cased Unit split from street Placeholder values cleared
PRV-21207	PRV	Benjamin Richardson	1958-04-17	—	5606446879	6480 Indian School Rd Apt 15, Dallas, TX, 75277	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-413057	CLM	Kathryn Henry	2002-02-12	UHC-13454-36	—	7738 Broadway Apt 24, Tampa, FL, 33657	0.82	Unit split from street Address re-cased Placeholder values cleared
ENR-110701	ENR	Sarah Mershall	1941-06-20	UHC-65902-14	5417891031	4580 River Rd Apt 37, Tucson, AZ, 85708	0.82	Unit split from street Email lower-cased Whitespace trimmed
TPA-50892	TPA	Charlotte Oliver	1995-04-07	—	—	951 Jefferson Ave Apt 21, Sacramento, CA, 95887	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-402570	CLM	Andrew Cox	1987-11-22	—	—	830 Sunset Blvd Apt 11, Miami, FL, 33189	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
ENR-140128	ENR	Stephanie I Cox	1989-06-22	UHC-53849-60	—	8172 Mesa Dr Apt 26, Las Vegas, NV, 89107	0.82	Date of birth reformatted Unit split from street Whitespace trimmed
PRV-28186	PRV	Emma Clark	2005-11-07	UHC-74207-75	7826977088	8762 River Rd # 169, Phoenix, AZ, 85083	0.82	Unit split from street City re-cased Placeholder values cleared
TPA-60298	TPA	Kathy Edwards	1955-08-04	—	9648259461	6159 Lake View Rd Apt 14, Nashville, TN, 37203	0.82	Phone reformatted Unit split from street Placeholder values cleared
TPA-57431	TPA	Terrry Richardson	1984-07-04	—	—	921 Main St # 693, Chandler, AZ, 85220	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
TPA-61654	TPA	Shirley Soto	1948-09-15	—	3274211075	6577 Baseline Rd Apt 20, Nashville, TN, 37217	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-133541	ENR	Joshua O Lawson	1992-07-01	UHC-00716-80	4006793270	8090 Cedar Ln Apt 27, Eden Prairie, MN, 55366	0.82	Phone reformatted Unit split from street Placeholder values cleared
CLM-407205	CLM	Sara L Fields	2004-02-19	—	—	1134 Union St # 730, Austin, TX, 78707	0.82	Date of birth reformatted Unit split from street Placeholder values cleared

6,994 rows, page 133 of 140Previous Next