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
TPA-53965	TPA	Ashley Williams	1985-01-03	—	—	9230 Central Ave, Orlando, FL, 32894	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-135917	ENR	Raymond E Fox	2005-05-06	UHC-79354-74	4352214969	9046 Desert Sky Blvd, Minneapolis, MN, 55484	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-137785	ENR	Lynch Dylan	1999-03-16	UHC-13247-56	8609209818	5219 Baseline Rd, Orlando, FL, 32866	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-127904	ENR	Terry Hall	1988-07-22	UHC-83199-44	7614796806	9208 Mesa Dr, San Antonio, TX, 78288	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-429127	CLM	Lauren Wagner	1959-01-09	—	8106161786	6697 Highland Ave, Seattle, WA, 98172	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-118290	ENR	Vicky P Griffin	2008-12-19	UHC-82877-44	4559313909	1251 Lincoln Way, Tucson, AZ, 85757	0.64	Phone reformatted SSN last four extracted City re-cased Gender normalised+2 more
CLM-404063	CLM	Judith N Mers	1946-09-27	UHC-57361-78	5363832327	7974 Ocean Ave Apt 33, Austin, TX, 78758	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
ENR-139434	ENR	Barbara Long	1963-04-08	UHC-77610-75	8896914770	3334 Pine Dr, Nashville, TN	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
CLM-407895	CLM	Teresa Gutierrez	2001-03-21	UHC-30469-27	8406553103	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-23352	PRV	Santiago Henry	1995-11-06	UHC-14707-79	—	226 Canyon Rd, Mesa, AZ, 85255	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128413	ENR	Thomas Rodriguez	1948-09-10	UHC-16493-55	8356459710	6430 Maple Ave, Minneapolis, MN, 55497	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114374	ENR	Willie V Dunn	1967-09-07	UHC-04570-88	2374412395	7513 Jefferson Ave, Minneapolis, MN, 55476	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61723	TPA	Susan Harris	1979-02-09	UHC-09269-29	—	7073 Willow Ct # 317, Scottsdale, AZ, 85247	0.64	Name re-cased Unit split from street City re-cased Gender normalised+2 more
CLM-420323	CLM	Danny Tucker	1947-10-26	—	—	963 Willow Ct, Jacksonville, FL, 32249	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-118153	ENR	Nikholas W Dixon	1948-06-27	UHC-09024-50	—	8495 Canyon Rd, Fresno, CA, 93705	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25628	PRV	Sophia O Turner	1947-01-18	—	9435633376	4569 Harbor Blvd, Columbus, OH, 43266	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25627	PRV	Sophia O Turner	1947-01-18	—	9435633376	4569 Harbor Blvd, Columbus, OH, 43266	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-134798	ENR	Marcus T Woods	1949-10-11	UHC-83570-44	3396884783	540 Desert Sky Blvd, Scottsdale, AZ, 85233	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420413	CLM	Gloria Tran	1945-05-04	UHC-23626-76	5176778499	6142 Apache Blvd, Jacksonville, FL, 32225	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-110161	ENR	Laura C Hunt	1988-07-01	UHC-09969-91	—	8070 Market St, Tampa, FL, 33681	0.64	Name re-cased Member ID reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-53456	TPA	Gloria Kim	1953-04-30	—	4409054905	4694 Sunset Blvd, Tempe, AZ, 85237	0.64	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-102873	ENR	Charlotte W Alvarez	1978-04-04	UHC-27907-28	2463806005	5621 Pine Dr, Sacramento, CA, 95827	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430868	CLM	Dennis Brown	1944-05-22	—	—	5143 Cedar Ln, Minneapolis, MN, 55447	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-430867	CLM	Dennis Brown	1944-05-22	—	—	5143 Cedar Ln, Minneapolis, MN, 55447	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
ENR-136702	ENR	Randy Anderson	1961-08-19	UHC-40734-95	2453454586	8534 Union St, Tampa, FL, 33645	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-108453	ENR	Priya Stone	1946-06-10	UHC-32131-64	9712230293	8768 Bayshore Dr, Eden Prairie, MN, 55373	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113522	ENR	Jasno N Wagner	2006-07-13	UHC-81077-69	2504925722	245 Elm St, San Antonio, TX, 78217	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-112469	ENR	Kyle Li	1946-05-20	UHC-25227-10	4228794927	1871 Ocean Ave, Charlotte, NC, 28217	0.64	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+2 more
ENR-138033	ENR	Henry Hoffman	2006-10-11	UHC-43838-09	5487211678	6294 Spring St, Mesa, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
TPA-51111	TPA	Sofia Li	1948-12-18	—	—	1674 Ridge Rd, Jacksonville, FL, 32294	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
ENR-126545	ENR	Roy Long	1951-05-11	UHC-57307-27	—	2684 Apache Blvd, Los Angeles, CA, 90039	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-105040	ENR	Janet G Peterson	1944-10-01	UHC-85667-88	6024639499	5242 Harbor Blvd, Minneapolis, MN, 55430	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-142314	ENR	Nicole Coleman	1951-12-17	UHC-99920-82	5675448071	4557 Ridge Rd, Scottsdale, AZ, 85234	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-103975	ENR	Jesse Gordon	1967-07-08	UHC-42536-05	2642522103	4006 Forest Ave, Nashville, TN, 37258	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418503	CLM	Ralph Montgomery	1968-03-03	—	—	8841 Central Ave, Jacksonville, FL, 32223	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59893	TPA	Helen Williams	1978-04-25	—	3814271921	1803 Bayshore Dr, San Antonio, TX, 78208	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427451	CLM	Kathryn M Hart	1947-01-10	—	4636167714	1306 Pine Dr, Atlanta, GA, 30303	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25788	PRV	Vincent Guerrero	1965-09-01	UHC-79757-63	—	4646 Baseline Rd, Minneapolis, MN, 55483	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-123812	ENR	Ethan Bennett	1970-02-26	UHC-93687-51	—	1592 Palm Dr, San Diego, CA, 92167	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-137878	ENR	Amber Sandoval	1965-06-05	UHC-51743-96	3339483396	6060 Sunset Blvd, Fresno, CA, 93764	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26328	PRV	Peter Ferguson	1948-03-25	—	4004185678	1560 Central Ave, Houston, TX, 77066	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412106	CLM	Marilyn H Li	1995-02-24	—	3593209189	2881 Camelback Rd, Phoenix, AZ, 85052	0.64	Two-digit birth year Phone reformatted City re-cased Gender normalised+2 more
TPA-62039	TPA	John Freeman	1946-07-23	—	—	2736 Lake View Rd, San Antonio, TX, 78294	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-107609	ENR	Amanda S Larson	1946-09-26	UHC-81514-74	—	1439 Desert Sky Blvd, Tempe, AZ, 85258	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-132748	ENR	Doris Nguyen	1987-05-23	UHC-88200-92	8156584722	5958 Church St, Seattle, WA, 98170	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-58770	TPA	Brian Walsh	1969-11-11	—	8335883813	8536 Union St, Tucson, AZ, 85733	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-406435	CLM	Ashley Reid	—	UHC-23123-72	3146496614	7945 Central Ave, Dallas, TX, 75270	0.64	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+2 more
CLM-430109	CLM	Roger Carroll	2003-09-20	UHC-99287-92	5507948842	8485 Meadow Ln, Minneapolis, MN, 55402	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-415754	CLM	Yuki U Mitchell	2000-09-18	—	3164967668	2935 Valley View Dr, Phoenix, AZ, 85044	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24758	PRV	Marcus Tucker	2000-11-21	UHC-60936-79	—	6343 Palm Dr, Austin, TX, 78799	0.64	Name re-cased Date of birth reformatted SSN last four extracted Email lower-cased+2 more

16,828 rows, page 165 of 337Previous Next