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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134930	ENR	Rachel Y Guerrero	1951-12-19	UHC-50828-11	—	7424 Cedar Ln, Tucson, AZ, 85788	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
TPA-61561	TPA	Donald Kennedy	2005-08-27	—	—	2438 Grand Ave Apt 28, Austin, TX, 78758	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
PRV-26697	PRV	Billy Jones	1989-12-24	—	—	3396 Sunset Blvd, Fresno, CA, 93741	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-429411	CLM	Raymond J Day	1984-07-02	—	8372569229	8570 Main St, Miami, FL	0.68	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed
ENR-142490	ENR	Sophia Garrett	1965-02-02	UHC-19582-52	4154634765	9123 Ocean Ave, Columbus, OH, 43221	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
CLM-406855	CLM	Nancy Spencer	2008-09-06	UHC-62462-17	6803761098	6931 Ocean Ave, Charlotte, NC, 28255	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
TPA-64171	TPA	Carolyn Gonzalez	2007-10-04	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
ENR-112206	ENR	George C Weber	1998-02-22	UHC-63413-58	5162565619	530 Church St, Sacramento, CA, 95881	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
TPA-51774	TPA	Alexander F Berry	1967-05-21	—	—	806 Apache Blvd, Los Angeles, CA, 90048	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409016	CLM	Michelle Kennedy	1967-01-05	—	—	4335 Sunset Blvd, Miami, FL, 33141	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-100143	ENR	Joey U Simpson	1997-04-14	UHC-40911-71	7684184471	9890 Canyon Rd, Nashville, TN, 37266	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-424644	CLM	Vincent Sullivan	1973-06-20	—	—	8234 Jefferson Ave, San Antonio, TX, 78246	0.68	Two-digit birth year City re-cased State name converted to code Placeholder values cleared
ENR-133141	ENR	Pamela U Wilson	1970-02-07	UHC-86455-03	4312669135	1186 Church St, Orlando, FL	0.68	Two-digit birth year City re-cased ZIP missing Whitespace trimmed
ENR-121595	ENR	Nicholas O Sullivan	2004-02-02	UHC-92592-07	7893540705	6528 River Rd, Scottsdale, AZ, 85259	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-113852	ENR	Santiago Perkins	1977-11-25	UHC-04230-33	5446044503	6183 Apache Blvd, Scottsdale, AZ, 85285	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-133124	ENR	Emma Flores	1988-09-08	UHC-01211-61	4783362031	2371 Church St, Scottsdale, AZ, 85216	0.68	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed
TPA-59145	TPA	Raymond Munoz	1976-05-13	—	—	8454 Apache Blvd, Scottsdale, AZ, 85248	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-54570	TPA	Margaret Owens	1976-07-02	—	—	549 Oak St, Tampa, FL, 33638	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
ENR-112756	ENR	Eugene Coleman	1986-01-20	UHC-30788-02	8188645196	9066 Ocean Ave, Austin, TX, 78748	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
CLM-400756	CLM	Michelle C Roemro	1977-06-07	—	2656413121	923 Church St, Tampa, FL, 33681	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-23388	PRV	Raymond Patterson	1938-09-28	UHC-88717-54	2227995434	8662 Sage Ct # 505, Chandler, AZ, 85251	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
TPA-53302	TPA	Jeremy Hunt	1973-03-21	UHC-40999-45	—	9281 Sunset Blvd, Tucson, AZ, 85750	0.68	Two-digit birth year State code upper-cased ZIP+4 trimmed Placeholder values cleared
ENR-107917	ENR	Scott Santos	1961-01-22	UHC-47962-91	4492652066	4540 Jefferson Ave, San Antonio, TX	0.68	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed
CLM-418898	CLM	Wei Willys	1967-01-27	UHC-15137-52	—	4703 Indian School Rd, Eden Prairie, MN	0.68	Two-digit birth year City re-cased ZIP missing Whitespace trimmed
CLM-416400	CLM	Jeremy O Bishop	1971-03-21	UHC-33995-12	3968042203	7906 Lake View Rd, Minneapolis, MN, 55450	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-60302	TPA	Bryan Hayes	1950-07-05	—	—	994 Park Pl, Tempe, AZ, 85225	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-60301	TPA	Bryan Hayes	1950-07-05	—	—	994 Park Pl, Tempe, AZ, 85225	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-426635	CLM	Janet Delgado	1978-07-16	UHC-23589-50	9608319418	2078 Willow Ct, Los Angeles, CA, 90033	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
PRV-27864	PRV	Carl Ray	1963-08-05	—	—	1930 Harbor Blvd, Mesa, AZ, 85208	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-430588	CLM	Janet Grrant	1991-05-18	UHC-09003-41	—	7089 Willow Ct, Los Angeles, CA, 90080	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-26738	PRV	Chris Contreras	2008-08-03	UHC-67401-81	4453392976	5571 Meadow Ln Apt 40, Orlando, FL, 32849	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
ENR-117620	ENR	Gabriel Gray	1962-05-03	UHC-31656-92	4787614161	868 Sage Ct, Columbus, OH	0.68	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed
CLM-408913	CLM	Theresa Morrison	1942-12-17	—	—	9222 Baseline Rd, Las Vegas, NV, 89165	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
ENR-134207	ENR	Anna Vega	1982-11-17	UHC-73708-80	4439452931	3495 Mountain View Dr, Phoenix, AZ, 85097	0.68	Name split from “Last, First”Two-digit birth year City re-cased Placeholder values cleared
CLM-420192	CLM	Wei Miller	1949-03-27	—	6977770510	967 Canyon Rd # 466, Tempe, AZ, 85223	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
CLM-413751	CLM	Gregory Mendez	1947-05-15	UHC-93422-08	—	3586 Harbor Blvd, Houston, TX, 77003	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-424865	CLM	Ashley Cox	1973-08-17	UHC-39698-83	—	4384 Spring St, Denver, CO, 80234	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-61352	TPA	Kimberly Bell	1938-02-18	—	5787019905	9241 Elm St, Mesa, AZ, 85270	0.68	Two-digit birth year State code upper-cased Gender normalised Placeholder values cleared
CLM-404441	CLM	Gregory Ward	1981-01-22	UHC-42600-61	—	886 Bayshore Dr, Miami, FL, 33159	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-414263	CLM	Judith X Gomez	1944-02-18	UHC-71940-96	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23605	PRV	Kyle Hall	1971-12-28	—	4987164866	3425 River Rd, Eden Prairie, MN, 55396	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-422932	CLM	Douglas Kim	1940-07-09	UHC-49616-13	—	5295 Market St, Fresno, CA, 93711	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-410618	CLM	Ronald Sanders	1978-08-24	UHC-31632-29	—	7520 Church St, Minneapolis, MN, 55414	0.68	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed
ENR-116178	ENR	Jacob L Evans	1966-12-02	UHC-47768-24	9006880173	7447 Baseline Rd, Fresno, CA, 93759	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-135954	ENR	Maria W Munoz	1966-03-01	UHC-87575-98	—	8893 Sage Ct, Minneapolis, MN, 55424	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
PRV-24586	PRV	Joyce Moreno	1990-12-20	UHC-51099-94	—	4316 Park Pl, Orlando, FL	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
CLM-402765	CLM	Lori V Santos	1944-01-14	UHC-54330-79	—	5363 Union St, San Antonio, TX, 78287	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-409442	CLM	Timothy Roberts	2003-12-25	UHC-57913-02	—	5853 Church St, Mesa, AZ, 85238	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-54205	TPA	Kevyn Willis	1965-03-08	—	3349820388	3862 Washington St, Denver, CO, 80231	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
CLM-411162	CLM	Becky George	1977-02-07	UHC-12353-35	—	7053 Maple Ave, Eden Prairie, MN, 55377	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared

6,661 rows, page 98 of 134Previous Next