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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-61905	TPA	Dick Harvey	1957-11-03	—	5009953113	5821 Meadow Ln, Glendale, AZ, 85357	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-60716	TPA	Abigail Ellis	1939-06-23	—	—	7316 Broadway Apt 5, Atlanta, GA, 30396	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
TPA-62355	TPA	Obrien V Christopher	1982-05-11	—	—	5265 Central Ave, Atlanta, GA, 30332	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61131	TPA	Sophia White	1979-04-25	—	—	2873 Highland Ave, San Antonio, TX, 78268	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-54298	TPA	Scott D Morris	1976-05-10	—	—	7172 Central Ave, Columbus, OH, 43223	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
TPA-53410	TPA	Becky Clark	1990-06-12	—	—	9740 Oak St, Jacksonville, FL, 32208	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-57816	TPA	Camila Andrews	1983-02-08	UHC-90086-43	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-54491	TPA	Jose Hamilton	1945-01-19	UHC-75302-49	—	2825 Spring St, Jacksonville, FL, 32287	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-61734	TPA	Russell Jenkins	1965-02-11	—	—	7939 Park Pl, Tempe, AZ, 85257	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
TPA-60539	TPA	Victoria G Smith	1974-10-14	—	—	9563 River Rd, Los Angeles, CA, 90017	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61055	TPA	Joan Fowler	1983-10-14	—	—	7025 Sage Ct, Fresno, CA, 93722	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61882	TPA	Grgeory Lawson	1948-12-27	—	2648652193	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-55596	TPA	Juudy Jackson	1966-08-27	—	5255895129	645 Lake View Rd, Sacramento, CA	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-54568	TPA	Bryan Pattersoon	1971-04-18	—	—	6888 Elm St, Denver, CO, 80225	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-55628	TPA	Peter Salazar	1985-08-06	—	7429682169	624 Grand Ave, Dallas, TX, 75246	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58161	TPA	Simpson Keith	2007-11-19	—	—	6732 Church St, Fresno, CA, 93776	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51211	TPA	Jessica Armstrong	1952-04-19	—	8756490940	7306 Oak St, Fresno, CA, 93768	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55374	TPA	Edward Nichols	1997-04-26	—	9239142340	4601 Ridge Rd, Dallas, TX, 75216	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59584	TPA	Larry C Morales	1941-06-09	—	—	3047 Main St, Nashville, TN, 37222	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52010	TPA	Russell Elliott	2002-09-26	—	7635165615	8498 Camelback Rd, San Diego, CA, 92156	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-54556	TPA	Christian Griffni	2008-04-24	—	9853503859	3553 Highland Ave, Glendale, AZ, 85351	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-57008	TPA	Aaron Hoffman	2008-10-12	UHC-55595-67	—	9350 Market St Apt 20, Tucson, AZ, 85758	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
TPA-51013	TPA	Randy Harrison	1985-11-20	—	7124552893	5559 Sage Ct, Chandler, AZ, 85226	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-57972	TPA	Susan Murphy	1969-07-25	—	3835492958	6103 Meadow Ln, Eden Prairie, MN, 55316	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-63489	TPA	Beverly Cruz	1993-01-11	—	—	5450 Mountain View Dr, Houston, TX, 77089	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54889	TPA	Daniel M Owens	1958-01-04	—	5598693732	1513 Cedar Ln, Atlanta, GA, 30313	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63588	TPA	Mari Schmidt	1957-04-28	—	—	8387 Willow Ct, Columbus, OH, 43200	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
TPA-56363	TPA	Sophia Hart	1959-04-24	—	—	8220 Ocean Ave, Denver, CO, 80243	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62363	TPA	Ralph O Luna	2001-08-04	—	—	8713 Main St, Atlanta, GA, 30341	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53285	TPA	Doris Murpy	1953-03-22	—	—	9130 Lincoln Way, Tampa, FL, 33687	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60625	TPA	Jack Rose	1954-02-02	UHC-37958-45	8274787053	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-60076	TPA	Douglas Kim	1940-07-09	—	6217564649	5295 Market St, Fresno, CA, 93711	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-62649	TPA	Valentina Scott	—	UHC-56762-01	—	—	0.78	Name re-cased Date of birth unreadable Email lower-cased Whitespace trimmed+1 more
TPA-62650	TPA	Valentina Scott	—	UHC-56762-01	—	—	0.78	Name re-cased Date of birth unreadable Email lower-cased Whitespace trimmed+1 more
TPA-59116	TPA	Jean Hill	1962-12-26	UHC-76210-92	3955796746	8614 Ocean Ave, Las Vegas, NV, 89198	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60970	TPA	Zachary Gibson	2001-08-24	—	—	1442 Maple Ave, Austin, TX, 78796	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53510	TPA	Natalie Pierce	1939-01-28	—	—	9679 Washington St, Glendale, AZ, 85315	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-58300	TPA	Ethan Reid	1958-02-10	—	7423328602	123 Park Pl, Los Angeles, CA, 90017	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
TPA-56016	TPA	Kelly Perez	1990-08-15	—	2277078162	1759 Mountain View Dr, Los Angeles, CA, 90000	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
TPA-52175	TPA	Janice Tran	1977-08-21	—	7909389444	4477 Broadway, San Antonio, TX, 78281	0.78	Name re-cased SSN last four extracted Address re-cased Whitespace trimmed+1 more
TPA-63934	TPA	Jessica Hill	1990-12-16	—	—	4977 Church St, Charlotte, NC, 28254	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53385	TPA	Marcus Jones	1952-02-04	—	—	9174 Indian School Rd, Tampa, FL, 33621	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61492	TPA	Debra Marshall	2003-04-13	—	—	5514 Canyon Rd, Seattle, WA, 98135	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56221	TPA	Carol Gardner	1997-04-28	UHC-82456-87	5089013089	2681 Washington St, Tampa, FL, 33667	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58163	TPA	Keith Simpson	2007-11-19	—	—	6732 Church St, Fresno, CA, 93776	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-56000	TPA	Bobby Watson	1949-06-19	—	5296779979	6761 Oak St, Phoenix, AZ, 85053	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-51055	TPA	Sarah Black	2001-07-06	—	9895902102	8146 Bayshore Dr, Chandler, AZ, 85243	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-64113	TPA	Gabriel Hill	1971-05-22	—	—	5941 Pine Dr, Nashville, TN, 37221	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62293	TPA	Dylan Cole	2004-07-01	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-62651	TPA	Valentina Scott	1983-10-26	—	—	6070 Elm St, Gilbert, AZ, 85220	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more

5,750 rows, page 67 of 115Previous Next