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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409722	CLM	Jonathan Patel	1961-12-21	UHC-08496-08	—	4336 Desert Sky Blvd, Glendale, AZ, 85381	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-131474	ENR	Lawrence Hayes	2003-11-18	UHC-66712-26	—	1346 Mesa Dr, San Diego, CA, 92171	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-109680	ENR	Dylan Stone	1968-07-11	UHC-07589-19	6068086702	4962 Market St, Charlotte, NC, 28286	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
CLM-411249	CLM	Julie Wright	1956-04-09	—	—	1200 Meadow Ln, San Diego, CA, 92131	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-405199	CLM	Linda Peterson	1992-10-04	UHC-87559-07	6108605316	9153 Lake View Rd, Dallas, TX, 75211	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
TPA-51737	TPA	Elijah Reynolds	—	—	3802925421	2737 Baseline Rd, Chandler, AZ, 85285	0.68	Date of birth unreadable Phone reformatted Gender normalised Placeholder values cleared
ENR-101218	ENR	Sofia T Carr	1950-08-08	UHC-88392-63	—	3946 Lincoln Way, San Antonio, TX, 78291	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-128885	ENR	Harold D Clark	1959-08-23	UHC-35350-52	9417323829	803 Union St, Dallas, TX, 75200	0.68	Name re-cased Two-digit birth year Phone reformatted Gender normalised
PRV-27836	PRV	Isabella Lopez	1942-02-10	UHC-11066-76	—	2688 Maple Ave, Nashville, TN, 37280	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-415273	CLM	Kimberly Marquez	1942-05-15	—	9042302544	1432 Valley View Dr # 146, Las Vegas, NV, 89170	0.68	Unit split from street Email lower-cased Gender normalised Placeholder values cleared
ENR-128225	ENR	James P Stewart	2004-09-23	UHC-71459-23	3744402053	1520 Lincoln Way, Scottsdale, AZ, 85268	0.68	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed
ENR-100074	ENR	Jeremy G Franklin	1974-09-25	UHC-69691-36	7618885265	—	0.68	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed
ENR-121980	ENR	Mike Simmons	1994-02-27	UHC-55383-31	3948378915	3978 Broadway, Houston, TX, 77078	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
CLM-429992	CLM	Arthur Nichols	1942-09-26	UHC-48023-89	—	1576 Mountain View Dr, Columbus, OH	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
TPA-50468	TPA	David Contreras	1993-11-13	—	—	8288 Spring St, Glendale, AZ, 85345	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-121015	ENR	Gerald M Nelson	1995-12-21	UHC-75926-86	—	2068 Elm St, Glendale, AZ, 85301	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-109486	ENR	Mary B Singh	2000-12-27	UHC-97637-47	4675504351	9083 Hillcrest Rd, Jacksonville, FL, 32235	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
TPA-55828	TPA	Susan Adams	1992-09-01	—	5388136562	8014 Valley View Dr, Minneapolis, MN, 55410	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
ENR-138118	ENR	Maria Duncan	—	UHC-64325-03	5056364548	9791 Canyon Rd, Las Vegas, NV, 89186	0.68	Name re-cased Date of birth unreadable Email lower-cased Gender normalised
ENR-114211	ENR	Rebecca N Turner	1989-08-20	UHC-85294-06	—	5569 Hillcrest Rd, Gilbert, AZ, 85215	0.68	Street suffix standardised Address re-cased City re-cased Gender normalised
PRV-26119	PRV	Mary Nunez	1967-06-23	—	4078082756	326 Willow Ct, Houston, TX, 77049	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-408714	CLM	Vincent Gordon	1973-01-03	—	—	—	0.68	Name split from “Last, First”Gender normalised Plan code upper-cased Placeholder values cleared
ENR-108279	ENR	Philyp S Martin	1967-11-27	UHC-03773-94	—	2138 Sage Ct, Eden Prairie, MN, 55343	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
CLM-405925	CLM	Nicole Z Johnston	1953-04-09	—	5254785163	5609 Lincoln Way, Charlotte, NC, 28297	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Placeholder values cleared
CLM-410412	CLM	Teresa Myers	1966-05-12	—	—	3439 Pine Dr # 847, Tucson, AZ, 85763	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
CLM-410728	CLM	Jose Weber	1957-04-10	UHC-75597-59	—	1799 Sage Ct, Tempe, AZ, 85281	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-51839	TPA	Christine Coleman	1988-07-15	—	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-110396	ENR	Alice Hayes	2000-06-23	UHC-80765-96	3306052236	8618 Washington St, San Diego, CA, 92129	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
ENR-110397	ENR	Alice Hayes	2000-06-23	UHC-80765-96	3306052236	8618 Washington St, San Diego, CA, 92129	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
ENR-119461	ENR	Wei Cooper	1944-01-22	UHC-24248-68	5506833544	9506 Sunset Blvd, Orlando, FL	0.68	Phone reformatted ZIP missing Gender normalised Whitespace trimmed
CLM-420065	CLM	Andrea Kim	1945-04-05	UHC-46800-07	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-416007	CLM	Brian M Lawrence	1981-07-24	UHC-44332-02	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-422402	CLM	Sharon Campbell	1956-06-07	—	—	878 Canyon Rd, Tucson, AZ, 85718	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-107372	ENR	Amanda Alvarez	1987-08-08	UHC-52288-81	3183034512	1468 Apache Blvd, Houston, TX, 77004	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
CLM-401228	CLM	Yuki Stone	1942-05-22	UHC-81424-76	—	1220 Forest Ave, Columbus, OH, 43241	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-131391	ENR	Brenda Patterson	2003-09-07	UHC-55114-04	2319647720	—	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
TPA-53459	TPA	Janice Simpson	1998-06-25	—	2879244771	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-430925	CLM	Kimberly V Richardson	1951-05-02	—	—	—	0.68	Middle initial moved out of first name Gender normalised Whitespace trimmed Placeholder values cleared
ENR-138649	ENR	Melissa Burns	1981-06-05	UHC-05550-71	5948590409	5052 Willow Ct Apt 2, Gilbert, AZ, 85218	0.68	Name re-cased Phone reformatted Unit split from street Gender normalised
CLM-402255	CLM	Debra Hoffman	1989-03-03	UHC-99555-59	—	9110 Grand Ave, Scottsdale, AZ, 85233	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-130412	ENR	Mark Q Howell	2000-10-15	UHC-59331-75	5226252989	8095 Bayshore Dr, San Diego, CA, 92135	0.68	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised
ENR-117964	ENR	Jacob Webb	1958-05-07	UHC-07880-02	2649216587	6904 Broadway, Houston, TX, 77048	0.68	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed
CLM-407384	CLM	George Holmes	—	UHC-85048-47	—	—	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28686	PRV	Stephen Kelley	1976-11-11	—	6827089888	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
TPA-61982	TPA	Andrew B Henderson	1965-07-01	UHC-57798-24	—	5559 Maple Ave, Gilbert, AZ, 85226	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-425741	CLM	Luis Dominguez	1955-05-24	UHC-85052-29	—	42 Washington St, Los Angeles, CA, 90034	0.68	Member ID reformatted Street suffix standardised Address re-cased Gender normalised
CLM-406696	CLM	Ana R Austin	—	UHC-98418-43	—	—	0.68	Name re-cased Date of birth missing Gender normalised Placeholder values cleared
CLM-406697	CLM	Ana R Austin	—	UHC-98418-43	—	—	0.68	Name re-cased Date of birth missing Gender normalised Placeholder values cleared
CLM-430836	CLM	Grace Santos	1972-06-27	—	5604733272	1178 Central Ave, Austin, TX, 78779	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-400239	CLM	Emily Rice	1955-12-08	UHC-52218-45	4108956746	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared

16,828 rows, page 228 of 337Previous Next