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

Third-party administrator, flag “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-61333	TPA	Judith Martinez	1969-01-07	—	—	7901 Spring St, Scottsdale, AZ, 85213	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-50061	TPA	Michael Franklin	1940-01-11	—	—	8021 Park Pl, Fresno, CA, 93753	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59865	TPA	Julia H Carter	1993-12-09	—	—	7784 Apache Blvd, Columbus, OH, 43266	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57423	TPA	Anna Lee	1960-02-06	—	9182969182	911 Ocean Ave, Nashville, TN, 37287	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59612	TPA	Paul Welch	1951-06-06	—	3554768150	1850 Park Pl, Phoenix, AZ, 85071	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63733	TPA	Bryan Ortega	1959-02-07	—	—	6900 Union St, San Antonio, TX, 78226	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56964	TPA	Julia Collins	1951-07-27	—	—	9208 Camelback Rd, Eden Prairie, MN, 55371	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50309	TPA	Evelyn Brooks	1949-05-03	—	—	9160 Forest Ave, Scottsdale, AZ, 85239	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58480	TPA	Gerald Banks	1998-10-17	—	6513665118	1424 Desert Sky Blvd, Mesa, AZ, 85258	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-51959	TPA	Jonathan Cunningham	1988-01-15	—	—	8972 Union St, Minneapolis, MN, 55470	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64378	TPA	Emily Hamilton	1985-04-24	—	—	1869 Apache Blvd, San Antonio, TX, 78278	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53780	TPA	Ann Murphy	1974-11-17	UHC-34533-93	—	4819 Church St, Charlotte, NC, 28266	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59269	TPA	Elizabeth Dean	1989-06-12	—	—	4310 Church St, Austin, TX, 78747	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56642	TPA	Denise Richardson	2002-10-07	—	5933811522	6090 Spring St, Chandler, AZ, 85253	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61346	TPA	Jack Coleman	1964-09-02	—	3779367466	8122 Main St, Phoenix, AZ, 85088	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61471	TPA	Ethan Sanchez	1971-12-04	UHC-35179-03	—	1217 Oak St, San Antonio, TX, 78252	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-60486	TPA	Marcus Coleman	1946-04-27	—	6195191216	9477 Highland Ave, Sacramento, CA, 95820	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54970	TPA	Lauren Y Cook	1991-09-16	—	4207704301	5042 Highland Ave, San Antonio, TX, 78202	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52566	TPA	Christina Washington	1957-03-02	—	—	6381 Palm Dr, Las Vegas, NV, 89126	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-58956	TPA	Mary M Garrett	2007-12-22	—	3962112281	2645 Lake View Rd, Phoenix, AZ, 85018	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-51985	TPA	Susan Rojas	1992-10-15	UHC-20787-07	—	8825 Sage Ct, Tampa, FL, 33614	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62027	TPA	Dorothy Howell	1990-10-05	UHC-62871-74	3196910269	8359 Maple Ave, San Diego, CA, 92167	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61965	TPA	Timothy Wang	1948-06-10	UHC-63226-44	6428877182	9121 Willow Ct, Houston, TX, 77031	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
TPA-61081	TPA	Bruce Wong	1945-02-10	—	—	5043 Apache Blvd, San Diego, CA, 92128	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-53069	TPA	Donna Padilla	1951-10-28	—	7322627317	6322 Bayshore Dr, Sacramento, CA, 95875	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-57722	TPA	Heather Lawrence	1986-03-19	—	—	9108 Forest Ave, Los Angeles, CA, 90092	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-59081	TPA	Karen Y Perez	1955-07-03	—	—	2263 Palm Dr, Nashville, TN, 37250	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62918	TPA	Ken McDonald	2002-12-23	—	—	1501 River Rd, Tampa, FL, 33610	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53756	TPA	Arjun Smith	1946-09-23	—	—	7371 Bayshore Dr, Minneapolis, MN, 55409	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57172	TPA	Christine Dominguez	1966-02-20	—	8544355860	7719 Market St, Las Vegas, NV, 89140	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60342	TPA	Joan Woods	1963-12-01	—	—	9615 Central Ave, Dallas, TX, 75284	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55638	TPA	Charlotte E Wasshington	2007-01-27	UHC-47321-13	—	7562 Union St, Seattle, WA, 98172	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-51032	TPA	Bobby Park	1979-02-20	—	—	3122 Park Pl, Nashville, TN, 37230	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54083	TPA	Robert B Edwards	2004-07-11	—	—	3734 Desert Sky Blvd, Austin, TX, 78732	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59291	TPA	Denise Riley	1990-08-11	UHC-76596-67	—	4126 Bayshore Dr, Minneapolis, MN, 55435	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-52243	TPA	Carlo Fisher	1991-11-18	—	8314067611	5545 Park Pl, Scottsdale, AZ, 85285	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51750	TPA	Diego Washington	1945-11-12	—	—	7030 Willow Ct, San Diego, CA, 92111	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50348	TPA	Noah Montgomery	1994-06-17	—	3983056218	6546 Elm St, Glendale, AZ, 85380	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56429	TPA	Mason Weaver	1946-08-27	—	—	248 Palm Dr, Fresno, CA, 93706	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56010	TPA	Anthony Palmer	1953-06-21	—	6407435110	867 Elm St, Fresno, CA, 93755	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54141	TPA	Camila Nelson	1997-01-14	—	6132771924	1110 Sunset Blvd, Fresno, CA, 93747	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58876	TPA	Frank Lynch	1946-11-05	—	—	3708 Apache Blvd, Scottsdale, AZ, 85215	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51312	TPA	Lwarence Lawson	1947-11-27	—	5579213346	3465 Park Pl, Phoenix, AZ, 85011	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52963	TPA	Gloria Nichols	1998-05-17	UHC-58730-81	4856129268	328 Willow Ct, Dallas, TX, 75202	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
TPA-54993	TPA	Theresa Ferguson	1999-05-07	UHC-58580-76	6212642635	9633 Palm Dr, Tucson, AZ, 85712	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51970	TPA	Heather Griffin	1987-08-11	—	—	8521 Palm Dr, Jacksonville, FL, 32278	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57601	TPA	Willie C Elliott	1943-01-20	—	—	9782 Ridge Rd, Tempe, AZ, 85289	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-57136	TPA	Chrristian Moreno	1942-07-05	UHC-86524-23	5028061704	5524 Highland Ave, Phoenix, AZ, 85089	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50810	TPA	Jake Holmes	1993-04-12	—	—	9299 Apache Blvd, Austin, TX, 78764	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56859	TPA	Austin Johnson	2008-01-03	UHC-23041-70	3726102415	517 Mountain View Dr, Minneapolis, MN, 55440	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

7,767 rows, page 129 of 156Previous Next