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 “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
TPA-60463	TPA	Patrick Ferguson	1970-05-01	—	—	3806 Valley View Dr # 577, Orlando, FL, 32810	0.76	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
TPA-64184	TPA	Melissa Fox	1979-10-28	—	3326363708	7882 Baseline Rd Apt 33, Atlanta, GA, 30393	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-62652	TPA	Diana Mills	1972-11-19	—	8517641826	7835 Broadway Apt 25, Atlanta, GA, 30342	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
TPA-63710	TPA	Deniel Mejia	1965-07-17	UHC-18153-42	8766420344	7763 Ocean Ave # 518, Columbus, OH, 43222	0.76	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
TPA-60334	TPA	Ralph Bailey	1968-01-10	—	—	9827 Elm St # 317, Houston, TX, 77097	0.76	Name re-cased Date of birth reformatted Unit split from street Email lower-cased+2 more
TPA-61206	TPA	Jason Hansen	1991-12-27	—	5912543812	4417 Sage Ct Apt 33, Eden Prairie, MN, 55345	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-58625	TPA	Emma Ruiz	1990-04-02	—	—	4087 Broadway Apt 13, Atlanta, GA, 30376	0.76	Name re-cased Date of birth reformatted Unit split from street Address re-cased+2 more
TPA-58624	TPA	Emma Ruiz	1990-04-02	—	—	4087 Broadway Apt 13, Atlanta, GA, 30376	0.76	Name re-cased Date of birth reformatted Unit split from street Address re-cased+2 more
TPA-63557	TPA	Katherien Black	1997-07-25	—	2322677319	45 Palm Dr # 211, Tucson, AZ, 85765	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-61412	TPA	Alexis Mitchell	1973-02-06	—	4337115977	1919 Park Pl Apt 13, Jacksonville, FL, 32209	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
TPA-64384	TPA	Denise C Sullivan	1965-08-05	—	8377944492	7428 Lincoln Way Apt 36, Chandler, AZ, 85272	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-55450	TPA	Steven Mason	1965-11-06	—	—	6665 Pine Dr Apt 33, Miami, FL, 33184	0.78	Unit split from street City re-cased Plan code upper-cased Whitespace trimmed+1 more
TPA-55474	TPA	Susan Clark	1983-12-06	—	—	9001 River Rd # 391, Houston, TX, 77035	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
TPA-59105	TPA	Virginia Anderson	2004-06-06	—	7256440054	9727 Baseline Rd # 447, Tampa, FL, 33684	0.78	Date of birth reformatted Unit split from street Email lower-cased Whitespace trimmed+1 more
TPA-58388	TPA	Hiroshi Espinoza	1997-12-09	—	9258495433	2482 Mesa Dr # 998, Tempe, AZ, 85226	0.78	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
TPA-62608	TPA	Mei Olson	1956-09-21	UHC-06921-33	5547738539	6886 Pine Dr # 534, Sacramento, CA, 95863	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
TPA-62167	TPA	Anthony Oliver	1962-09-24	—	—	697 Meadow Ln Apt 9, Phoenix, AZ, 85026	0.78	Name re-cased Unit split from street Plan code upper-cased Whitespace trimmed+1 more
TPA-56147	TPA	Mason Rios	1950-09-14	—	2208220528	8770 Washington St Apt 33, Glendale, AZ, 85340	0.78	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
TPA-60819	TPA	Roger S Nguyen	1992-02-06	—	4567329041	4735 Central Ave Apt 19, Eden Prairie, MN, 55355	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
TPA-57761	TPA	Charles Wilson	2006-01-02	—	8625941570	3100 Lincoln Way Apt 23, Los Angeles, CA, 90077	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-52599	TPA	Susn Matthews	1960-06-04	—	4099310599	2622 Meadow Ln Apt 22, Austin, TX, 78742	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-62631	TPA	Meissa Valdez	1958-04-10	UHC-92566-61	—	1948 Lincoln Way # 128, Fresno, CA, 93740	0.78	Member ID reformatted Unit split from street Plan code upper-cased Whitespace trimmed+1 more
TPA-56622	TPA	Joseph Dean	1992-07-20	—	2773097253	5930 River Rd # 746, Houston, TX, 77059	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
TPA-61574	TPA	Anna Payne	1966-11-27	—	—	3257 Market St # 795, Austin, TX, 78786	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
TPA-58978	TPA	Helen Dominguez	2000-05-20	—	—	320 Pine Dr Apt 2, Eden Prairie, MN, 55369	0.78	Name re-cased Unit split from street State code upper-cased Whitespace trimmed+1 more
TPA-56445	TPA	Kayla Mendez	1963-06-14	—	5608894991	3449 Forest Ave # 281, Plano, TX, 75017	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
TPA-60037	TPA	Tiomthy Butler	2006-02-24	—	3862237626	4267 Church St Apt 38, Seattle, WA, 98157	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-64147	TPA	Wayne Li	1960-01-10	—	6184614168	7279 Mountain View Dr Apt 10, Jacksonville, FL, 32265	0.78	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
TPA-64176	TPA	Diez Bernda	1986-07-16	—	2018733562	6985 Broadway Apt 5, Denver, CO, 80244	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
TPA-58199	TPA	Charles Armstrong	1998-09-13	—	5164922414	1851 Maple Ave # 602, Seattle, WA, 98184	0.78	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
TPA-64283	TPA	Jesse Daniels	1960-11-24	—	—	5751 Elm St # 500, Charlotte, NC, 28238	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
TPA-55105	TPA	Klely Wattson	1987-01-01	—	8166214642	8772 Desert Sky Blvd # 732, Phoenix, AZ, 85015	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-55106	TPA	Klely Wattson	1987-01-01	—	8166214642	8772 Desert Sky Blvd # 732, Phoenix, AZ, 85015	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-54360	TPA	Tyler Sullivan	1992-07-06	—	9603215648	1500 Meadow Ln # 377, Miami, FL, 33115	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
TPA-55234	TPA	Ahmad D Hicks	1956-08-28	—	6405343050	6618 Lincoln Way Apt 37, Sacramento, CA, 95893	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
TPA-63539	TPA	Lori Lason	1983-03-11	—	5173724329	1146 Oak St Apt 4, Houston, TX, 77031	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-56328	TPA	Linda Weaver	2008-05-21	—	5002717806	3756 Meadow Ln Apt 40, Plano, TX, 75057	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
TPA-50797	TPA	Kyle Li	1966-03-10	UHC-58094-35	—	7657 Elm St # 388, Austin, TX, 78774	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
TPA-63707	TPA	Sandra Cunningham	1962-04-13	—	—	2627 Jefferson Ave # 820, Los Angeles, CA, 90069	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
TPA-50020	TPA	Jack Sims	1988-12-07	UHC-53521-04	—	580 Lincoln Way # 909, Gilbert, AZ, 85258	0.78	Date of birth reformatted Unit split from street State code upper-cased Whitespace trimmed+1 more
TPA-58875	TPA	Theresa Tucker	1972-03-03	—	8127805521	884 Maple Ave # 571, San Diego, CA, 92197	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-50662	TPA	Denise Peters	1980-10-22	UHC-28393-22	—	9572 Mesa Dr Apt 10, San Antonio, TX, 78291	0.78	Unit split from street City re-cased Email lower-cased 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-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-55697	TPA	Scott U Jordan	1965-02-17	—	—	7935 Desert Sky Blvd Apt 5, Fresno, CA, 93744	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
TPA-58042	TPA	Janet Reyyes	1951-06-01	—	2039525882	4791 Bayshore Dr # 323, Tucson, AZ, 85701	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-64216	TPA	Helen Jacobs	1998-02-04	—	—	2811 Desert Sky Blvd # 709, Las Vegas, NV, 89160	0.78	Date of birth reformatted Unit split from street City re-cased Whitespace trimmed+1 more
TPA-63177	TPA	Lisa Stevens	1986-09-28	—	6476378828	8250 Highland Ave Apt 24, Chandler, AZ, 85205	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-56194	TPA	Omar Woods	1980-09-05	—	—	6776 Mountain View Dr Apt 20, San Diego, CA, 92146	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
TPA-56195	TPA	Omar Woods	1980-09-05	—	—	6776 Mountain View Dr Apt 20, San Diego, CA, 92146	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more

912 rows, page 16 of 19Previous Next