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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60423	TPA	Sharon Romero	2008-11-02	—	4672269397	633 Park Pl, Orlando, FL, 32897	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-51584	TPA	Evelyn Ray	1941-10-09	—	2313290812	1967 Camelback Rd, Eden Prairie, MN, 55330	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-57881	TPA	Kelly Park	2003-01-04	UHC-31870-54	2154662801	4154 Apache Blvd, Las Vegas, NV, 89132	0.56	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+6 more
TPA-62398	TPA	Deborah Johnston	1963-05-04	—	3265342461	1122 Central Ave, Los Angeles, CA, 90011	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-51057	TPA	Mary Allen	1974-10-02	—	9436077668	4111 Grand Ave, Eden Prairie, MN, 55368	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-54736	TPA	Fatima Baker	1982-12-22	—	—	7973 Apache Blvd, Chandler, AZ, 85289	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
TPA-52492	TPA	Brenda Marquez	1974-03-24	—	7079907062	5518 Grand Ave, Las Vegas, NV	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-63839	TPA	Tyler Ortiz	1976-09-09	—	—	9412 Highland Ave Apt 29, San Antonio, TX, 78265	0.58	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
TPA-51752	TPA	Bruce Meyer	1964-03-22	—	6387444499	1979 Jefferson Ave, Houston, TX, 77031	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-63532	TPA	Cynthia Stone	1942-04-06	—	2654255337	3601 Canyon Rd Apt 10, Fresno, CA, 93754	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-54052	TPA	Walter P Meyer	1980-06-04	—	—	2722 Grand Ave, Scottsdale, AZ, 85224	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
TPA-57957	TPA	Linda Lucas	1951-03-06	—	4002711136	6009 Bayshore Dr Apt 29, Eden Prairie, MN, 55326	0.58	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-56681	TPA	Andrrea Cole	1964-10-12	—	5628470621	5210 Sunset Blvd, Orlando, FL	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-61161	TPA	Joan Webb	2005-09-03	—	3433387023	8859 Ridge Rd, Denver, CO, 80293	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-54110	TPA	Douglas Robinson	1974-11-27	—	5426819497	9031 Apache Blvd, Nashville, TN, 37242	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-64245	TPA	Virginia Armstrong	1961-07-18	UHC-99958-97	8458388168	2450 Valley View Dr, Mesa, AZ, 85204	0.58	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
TPA-51554	TPA	Dennis Powell	1977-07-24	—	9316250254	8141 Main St, Tucson, AZ, 85765	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-54338	TPA	Hiroshi Vazquez	1978-09-11	—	9065836819	928 Mountain View Dr # 951, Scottsdale, AZ, 85204	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-63843	TPA	John Holmes	1983-10-10	—	3549491986	1760 Forest Ave, Dallas, TX, 75231	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-60640	TPA	Kevin W Howell	1965-01-04	—	—	8133 Palm Dr, Denver, CO, 80276	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-51222	TPA	Janet Harvey	1964-07-22	—	8706682954	7746 Palm Dr, Tucson, AZ, 85708	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-62595	TPA	Elliott David	1955-05-20	—	6265296430	4394 Main St, Nashville, TN, 37200	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-60244	TPA	Keith Reid	1955-08-15	UHC-01857-96	7506597342	4715 Jefferson Ave Apt 13, Las Vegas, NV, 89174	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-62988	TPA	Emily Roberts	1955-07-11	—	9565286935	6341 Meadow Ln, Tucson, AZ, 85745	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51417	TPA	Kenneth Cooper	1999-04-06	—	4474774516	6394 Baseline Rd, Mesa, AZ, 85234	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-50883	TPA	Mateo Carter	1973-08-09	—	—	2383 Baseline Rd, Seattle, WA, 98132	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-62209	TPA	Alan Evans	1941-03-07	—	—	7622 Washington St, Sacramento, CA	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-54942	TPA	Jessica C Vargas	1971-11-27	—	—	4014 Sunset Blvd, Glendale, AZ, 85329	0.60	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-52985	TPA	Gloria Estrada	1945-01-03	—	9159394695	9236 Spring St, Houston, TX, 77013	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59320	TPA	Roy Fowler	2002-09-28	—	4599217744	6743 Apache Blvd, Austin, TX, 78779	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-52237	TPA	Mary Miller	1961-10-25	—	4732937664	870 Market St, Orlando, FL, 32832	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-50317	TPA	Elizabeth Wilson	1957-02-10	—	—	3145 Desert Sky Blvd, Phoenix, AZ, 85002	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-61827	TPA	Megan Sandoval	2004-12-05	—	8978076545	8968 Highland Ave Apt 37, Atlanta, GA, 30327	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-63302	TPA	Adam Vega	1974-12-27	—	5372467498	3130 Cedar Ln, San Diego, CA, 92181	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63815	TPA	Dorothy Lopez	1994-01-02	—	—	2090 Ocean Ave, Tampa, FL, 33668	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-58310	TPA	Tyler Vargas	1980-01-13	UHC-54913-54	4346315874	6278 Highland Ave, Atlanta, GA, 30340	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-50450	TPA	Bobby O Garcia	1940-10-09	—	3767933181	3222 Valley View Dr, Minneapolis, MN	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63753	TPA	Debra Burton	1998-08-18	—	—	639 Cedar Ln, Plano, TX, 75074	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-53596	TPA	Walter Clark	1938-04-23	—	4622831591	6835 Oak St, San Diego, CA, 92132	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-54580	TPA	Joe Lane	1974-01-10	—	2367518115	1430 Camelback Rd, Austin, TX, 78797	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-58320	TPA	Juan Allen	1966-06-19	—	9074223152	8205 Washington St, Tampa, FL, 33688	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59204	TPA	Russell G Bell	—	UHC-91116-58	2987968758	2688 Jefferson Ave, Atlanta, GA, 30380	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-62731	TPA	Carlos Bryant	1954-09-18	—	2919949150	6753 Hillcrest Rd, Tampa, FL, 33609	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56815	TPA	Kathryn Dunn	2003-01-17	—	7589325966	6922 Park Pl, Denver, CO, 80261	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-50602	TPA	Nicole Simpson	1969-11-11	UHC-07493-84	3016101518	802 Ridge Rd, Nashville, TN, 37233	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-52997	TPA	Grace C Kelly	1992-06-04	—	7665060494	5725 Maple Ave, San Diego, CA, 92122	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-50772	TPA	Kenneth Marshall	2003-03-20	—	—	7655 Camelback Rd, Las Vegas, NV, 89190	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-51381	TPA	Janet Jenkins	1976-05-08	—	9794867603	5208 Main St, Phoenix, AZ, 85004	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-61773	TPA	Sandra Martin	2003-11-26	—	—	5929 Indian School Rd, Columbus, OH, 43227	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-54948	TPA	Daniel Austin	1967-05-16	—	—	7940 Mesa Dr, Scottsdale, AZ, 85248	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more

2,455 rows, page 6 of 50Previous Next