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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63054	TPA	Carol Shaw	2002-10-06	—	—	1968 Willow Ct, Orlando, FL, 32826	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-63055	TPA	Carol Shaw	2002-10-06	—	—	1968 Willow Ct, Orlando, FL, 32826	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
ENR-123143	ENR	Nathan O West	1965-08-26	UHC-01348-64	8509631061	5136 Baseline Rd, Columbus, OH, 43228	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
CLM-428559	CLM	Nathan K Bryant	1962-12-05	UHC-71806-57	—	6883 Main St, Jacksonville, FL	0.80	Date of birth reformatted State code upper-cased ZIP missing Placeholder values cleared
CLM-425208	CLM	Helen G Patel	1995-03-27	UHC-69833-28	—	3185 Valley View Dr, Nashville, TN, 37228	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
ENR-109846	ENR	Juudy R Rose	1991-12-22	UHC-66936-96	4538850988	2851 Sunset Blvd, Minneapolis, MN, 55417	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
ENR-102475	ENR	Patricia Dixon	1963-10-23	UHC-12270-94	7837871995	4317 Main St, Tampa, FL, 33622	0.80	Date of birth reformatted State code upper-cased Gender normalised Whitespace trimmed
TPA-55367	TPA	Sean L Fuller	1986-08-24	—	—	1395 Grand Ave, Chandler, AZ, 85201	0.80	Name split from “Last, First”State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-24276	PRV	Rob Duncan	1956-10-18	UHC-28650-79	8733497340	7875 Jefferson Ave, Las Vegas, NV, 89148	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
ENR-107522	ENR	Kimberly Y Andrews	1985-05-15	UHC-51086-25	—	4231 Harbor Blvd, San Antonio, TX	0.80	State code upper-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-102841	ENR	Noah L Willis	1998-08-17	UHC-64010-59	7638263661	916 Baseline Rd, Charlotte, NC, 28225	0.80	Name re-cased Street suffix standardised Address re-cased State code upper-cased
ENR-111590	ENR	Jean Q Burton	2005-12-17	UHC-63224-77	9776738027	8348 Bayshore Dr, Orlando, FL, 32888	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
CLM-420304	CLM	Gregory Rivera	1955-02-21	—	—	40 Park Pl, Orlando, FL, 32845	0.80	City re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-410110	CLM	Judy Alvarez	2002-12-15	—	—	1422 Park Pl, Dallas, TX, 75278	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
CLM-421830	CLM	Carl Santos	1988-03-04	UHC-14190-34	—	967 Valley View Dr, Tempe, AZ, 85227	0.80	Name split from “Last, First”State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-431686	CLM	Camila Priice	1972-05-11	UHC-50192-84	—	6672 Canyon Rd, Nashville, TN, 37270	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-53375	TPA	Arthur Espinoza	2003-07-16	—	—	9292 Indian School Rd, Tampa, FL, 33690	0.80	Name split from “Last, First”State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-128488	ENR	Laura H Bennett	1963-02-07	UHC-69098-58	7307201192	3622 Desert Sky Blvd, Dallas, TX, 75238	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
ENR-100479	ENR	Janet Allen	2009-10-11	UHC-94931-36	9814966512	9381 Sage Ct, Mesa, AZ, 85258	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
TPA-61001	TPA	Christopher Gray	2000-08-20	—	—	6500 Elm St, Minneapolis, MN, 55411	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
CLM-427473	CLM	Kevin Day	1956-08-22	UHC-62051-19	9074054771	5489 Jefferson Ave, Houston, TX, 77098	0.80	Name re-cased State code upper-cased Gender normalised Whitespace trimmed
TPA-55160	TPA	Wei Robinson	1985-07-06	—	2025315396	5506 Desert Sky Blvd, Los Angeles, CA, 90005	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
CLM-431329	CLM	Diana Luna	1953-09-27	UHC-63649-97	—	8549 Grand Ave, Columbus, OH, 43269	0.80	Name re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-424988	CLM	Hiroshi NJunk	1979-04-09	UHC-91468-21	5297206074	9087 Harbor Blvd, Chandler, AZ, 85228	0.80	Phone reformatted State code upper-cased Placeholder values cleared No usable name (quarantined)
ENR-105319	ENR	Sofia Q Rogers	1988-01-11	UHC-35512-65	3744791872	596 Cedar Ln, Nashville, TN, 37294	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
ENR-133623	ENR	Emily S Knight	—	UHC-61707-51	4877676188	7278 Harbor Blvd, Jacksonville, FL, 32251	0.80	Date of birth unreadable City re-cased State code upper-cased Email lower-cased
ENR-130875	ENR	Palu T Morgan	1948-09-01	UHC-89203-18	—	4504 Lake View Rd, Phoenix, AZ, 85044	0.80	Street suffix standardised Address re-cased State code upper-cased Email lower-cased
CLM-406648	CLM	Mason Aguilar	1941-07-11	UHC-36480-04	7956968359	811 River Rd, Glendale, AZ, 85390	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
CLM-406649	CLM	Mason Aguilar	1941-07-11	UHC-36480-04	7956968359	811 River Rd, Glendale, AZ, 85390	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
ENR-111391	ENR	Ana P Stewart	1943-05-23	UHC-41485-25	7062527305	3121 Ridge Rd, Glendale, AZ, 85345	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
ENR-101499	ENR	Bryan Hansen	1945-11-13	UHC-58991-88	—	8525 Highland Ave, San Antonio, TX, 78231	0.80	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased
ENR-124137	ENR	Janice I Boyd	1993-01-15	UHC-79838-47	2166803014	6307 Canyon Rd, Gilbert, AZ, 85292	0.80	Phone reformatted City re-cased State code upper-cased ZIP+4 trimmed
TPA-61360	TPA	Sharon Stevens	1948-08-04	UHC-69450-62	6828459845	5794 Jefferson Ave Apt 3, Los Angeles, CA, 90084	0.80	Phone reformatted Unit split from street State code upper-cased Placeholder values cleared
ENR-136544	ENR	Maria Z Palmer	—	UHC-45838-69	8828788837	9185 Highland Ave, Las Vegas, NV, 89166	0.80	Date of birth unreadable State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-28663	PRV	Anna Harvey	1968-10-09	—	—	3429 Forest Ave Apt 31, Chandler, AZ, 85274	0.80	Name re-cased Unit split from street State code upper-cased Placeholder values cleared
PRV-29535	PRV	Sara Richardson	1969-10-24	UHC-63949-90	3028815493	7411 Lake View Rd, Houston, TX, 77089	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
CLM-426821	CLM	Rebecca Rodriguez	1964-11-20	—	6947712326	5378 Harbor Blvd, Seattle, WA, 98146	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
ENR-140002	ENR	Kathryn D Welch	1940-12-08	UHC-25311-18	9099340100	5983 Indian School Rd, Denver, CO	0.80	Phone reformatted State code upper-cased ZIP missing Whitespace trimmed
CLM-424353	CLM	Dennis S Bradley	1944-01-12	UHC-87114-24	7836394413	2195 Park Pl, Plano, TX, 75024	0.80	Two-digit birth year Phone reformatted State code upper-cased Whitespace trimmed
TPA-52093	TPA	Bradley Schmidt	1954-04-16	—	—	7492 Camelback Rd, Eden Prairie, MN, 55395	0.80	Name split from “Last, First”Date of birth reformatted State code upper-cased Placeholder values cleared
ENR-117383	ENR	—Junk	1943-04-24	UHC-63370-08	6836712964	4161 Apache Blvd, Columbus, OH, 43229	0.80	Date of birth reformatted State code upper-cased Email lower-cased No usable name (quarantined)
CLM-417599	CLM	Theresa Mejia	1950-03-10	UHC-12335-75	—	1593 River Rd, Sacramento, CA, 95856	0.80	Name re-cased Two-digit birth year State code upper-cased Placeholder values cleared
ENR-137858	ENR	Logan Scott	1988-08-15	UHC-34279-81	5052434196	9396 Cedar Ln, Nashville, TN, 37243	0.80	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed
ENR-116996	ENR	Paul I Duncan	1982-07-27	UHC-63938-32	2758439367	9686 Ridge Rd, Minneapolis, MN, 55405	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
CLM-408595	CLM	Tyler McDonald	1947-11-22	—	—	2865 Broadway, San Antonio, TX, 78223	0.80	Name re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
ENR-134190	ENR	Emily J McCoy	1985-01-20	UHC-10407-40	4492213533	6452 Broadway, Tucson, AZ, 85726	0.80	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed
ENR-101188	ENR	Wells I Olivia	1950-06-10	UHC-83341-11	7897034604	9276 Hillcrest Rd, Sacramento, CA, 95868	0.80	City re-cased State code upper-cased Gender normalised Placeholder values cleared
ENR-130075	ENR	Kaayla W Greene	1982-03-06	UHC-73169-03	—	545 Palm Dr, Sacramento, CA, 95849	0.80	Name re-cased Street suffix standardised Address re-cased State code upper-cased
TPA-53801	TPA	Ralph Gonzalez	1942-03-16	—	—	6584 Bayshore Dr, Dallas, TX, 75218	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
CLM-432566	CLM	Cheryl Crar	1981-12-11	UHC-85484-89	—	1403 Sunset Blvd, Orlando, FL, 32891	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared

4,010 rows, page 61 of 81Previous Next