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 name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24420	PRV	Danielle Ramirez	1966-02-11	UHC-72750-13	—	8031 Spring St, Miami, FL, 33107	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-26397	PRV	Aaron Soto	1985-01-05	UHC-84486-65	3543586621	505 Washington St, Fresno, CA, 93711	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-131401	ENR	Nick Vazquez	2005-01-20	UHC-34985-59	7379943526	9021 Valley View Dr, Columbus, OH, 43257	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-20435	PRV	Amber Yang	1959-09-10	—	3556570858	1998 Jefferson Ave, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+2 more
TPA-60248	TPA	Robert P Mooore	1975-11-08	—	2354729736	3363 Meadow Ln, Tucson, AZ, 85725	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
CLM-409686	CLM	Isabella F Sandoval	1960-09-25	UHC-55384-75	—	3929 Mountain View Dr, Los Angeles, CA, 90073	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-118671	ENR	Michelle W Rivera	1989-06-02	UHC-89576-64	3225737826	6134 Hillcrest Rd, Tampa, FL, 33667	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-405093	CLM	Valentina J Alvarado	1954-06-20	—	2494603363	2353 Palm Dr, Orlando, FL, 32831	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-138077	ENR	Marcus X Walsh	1997-07-05	UHC-37839-21	9878415044	9217 Church St, Tampa, FL, 33645	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-51131	TPA	Carl Rivera	1970-04-01	UHC-56976-80	—	2998 Canyon Rd # 815, Charlotte, NC, 28212	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
TPA-51132	TPA	Carl Rivera	1970-04-01	UHC-56976-80	—	2998 Canyon Rd # 815, Charlotte, NC, 28212	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
CLM-405371	CLM	Danielle Ellis	1990-10-07	—	4336129016	5780 Meadow Ln, Sacramento, CA, 95825	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121944	ENR	Ahmed H Lewis	1986-11-18	UHC-62800-86	—	1864 Baseline Rd, Miami, FL, 33155	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
ENR-121945	ENR	Ahmed H Lewis	1986-11-18	UHC-62800-86	—	1864 Baseline Rd, Miami, FL, 33155	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
TPA-53159	TPA	Bobby Rose	2003-06-22	UHC-53186-56	5736396353	3038 Indian School Rd, Seattle, WA, 98146	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410341	CLM	Megaan Z Olson	1945-12-08	UHC-31741-46	—	3348 Ridge Rd, Los Angeles, CA, 90097	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-117258	ENR	Zachary Davis	1966-03-11	UHC-82082-90	7477106789	7348 Mountain View Dr, Los Angeles, CA, 90045	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120330	ENR	Jacqueline G Owens	1994-08-23	UHC-62366-83	—	2104 Mountain View Dr, Gilbert, AZ, 85242	0.64	Date of birth reformatted State name converted to code Email lower-cased Gender normalised+2 more
CLM-401401	CLM	Gabriel Robertson	1946-05-09	UHC-65311-64	—	5918 Mountain View Dr, Glendale, AZ, 85335	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122456	ENR	Roger Wagner	1959-01-11	UHC-33148-70	6535995616	4554 Cedar Ln, Houston, TX, 77062	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-405106	CLM	Mary A Miller	1961-10-25	UHC-64703-56	—	870 Market St, Orlando, FL, 32832	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-423225	CLM	Sarah Long	1977-08-16	UHC-37791-64	—	2128 Ocean Ave, Nashville, TN, 37284	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-24381	PRV	Douglas Carpenter	1945-07-21	—	4924136877	3423 Jefferson Ave, Tampa, FL, 33648	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
ENR-106890	ENR	Judith Armstrong	1987-10-18	UHC-17023-89	7363228520	7259 Pine Dr, Scottsdale, AZ	0.64	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
TPA-62767	TPA	Barbara Weber	1948-01-25	—	3499060415	4863 Ocean Ave, Eden Prairie, MN, 55336	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131972	ENR	Mason O Kelley	1980-09-23	UHC-70526-07	4009674880	176 Lake View Rd, Charlotte, NC, 28224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61433	TPA	Bryan Dominguez	1939-12-26	—	9708544869	2269 Sage Ct, Minneapolis, MN, 55442	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109826	ENR	Peter W Fowler	1972-04-02	UHC-94395-87	9664871123	646 Willow Ct Apt 3, Tampa, FL, 33675	0.64	Name re-cased Phone reformatted Unit split from street State name converted to code+2 more
ENR-107269	ENR	Maartha P Reyes	1977-03-14	UHC-57803-64	5468157480	7836 Spring St, Mesa, AZ, 85286	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142856	ENR	Yuki Bennett	1962-10-23	UHC-69150-34	5022914950	4735 Maple Ave, Phoenix, AZ, 85049	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407188	CLM	Linda Obrien	1944-04-01	—	—	3414 Canyon Rd, Nashville, TN, 37292	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-407189	CLM	Linda Obrien	1944-04-01	—	—	3414 Canyon Rd, Nashville, TN, 37292	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-107876	ENR	Isabella M Sanders	1986-05-19	UHC-72276-68	5649104794	8404 Desert Sky Blvd, San Antonio, TX, 78221	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107877	ENR	Isabella M Sanders	1986-05-19	UHC-72276-68	5649104794	8404 Desert Sky Blvd, San Antonio, TX, 78221	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416773	CLM	Melissa Guzman	1939-11-15	UHC-18796-23	—	998 Broadway, Minneapolis, MN, 55459	0.64	Name re-cased Two-digit birth year Address re-cased City re-cased+2 more
ENR-140977	ENR	Gary Montgomery	1958-03-17	UHC-72195-70	2532302813	1820 Washington St, Orlando, FL, 32856	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101706	ENR	Keith Brooks	1986-03-26	UHC-63341-37	8735187339	5724 Pine Dr, Denver, CO, 80299	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-53040	TPA	Melissa C Salazar	1994-04-25	—	—	8316 Apache Blvd, Sacramento, CA, 95885	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-410023	CLM	Tyler Carter	1997-10-16	—	—	7468 Lake View Rd, Los Angeles, CA, 90055	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401638	CLM	Aaron Padilla	1948-01-22	UHC-23716-20	3646599158	3528 Union St, Los Angeles, CA, 90017	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-20655	PRV	Russell Wood	1958-08-17	UHC-18978-12	6504591886	667 Lake View Rd, Phoenix, AZ, 85043	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53592	TPA	Bruce W Sanchez	1938-09-19	—	—	7349 Highland Ave, Eden Prairie, MN, 55344	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-122753	ENR	Jack B Alexander	1971-04-20	UHC-89498-08	7237404966	7505 Mesa Dr, Gilbert, AZ, 85215	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-424343	CLM	Amber Reed	1938-04-08	UHC-53409-60	3153608502	715 Valley View Dr, Miami, FL, 33183	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117059	ENR	Jeremy G Castillo	1981-09-28	UHC-29703-02	6125163836	3847 Grand Ave, Tempe, AZ, 85235	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401655	CLM	Albert Salaazr	1970-06-22	—	—	7410 Forest Ave # 373, Los Angeles, CA, 90074	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
ENR-123224	ENR	James D Bell	1982-06-24	UHC-41404-50	9536814112	1829 Mountain View Dr, Atlanta, GA, 30312	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136367	ENR	Beverly Padilla	1940-02-20	UHC-77581-82	3579324847	5745 Grand Ave, Las Vegas, NV, 89191	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-28400	PRV	Maria Y Jackson	1958-12-04	UHC-58867-15	2334720836	6174 Apache Blvd, Tucson, AZ, 85770	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-115342	ENR	Wayne Rice	1999-12-05	UHC-91100-19	3802391706	103 Sunset Blvd, Fresno, CA, 93729	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more

9,084 rows, page 102 of 182Previous Next