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
CLM-429900	CLM	Diego M Knight	1939-10-11	UHC-87115-85	3115284149	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Plan code upper-cased+1 more
CLM-407140	CLM	Alice N Spencer	1967-03-01	—	5442120508	4684 Mountain View Dr, Houston, TX, 77017	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
TPA-50306	TPA	Marai Bell	2008-04-04	—	—	7470 Spring St, Dallas, TX, 75232	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-106723	ENR	Kathleen Y Padilla	1969-03-14	UHC-42417-24	9738738383	8881 Pine Dr, Fresno, CA, 93762	0.66	Two-digit birth year Phone reformatted Email lower-cased Gender normalised+1 more
CLM-406963	CLM	Diana Ramos	1994-10-07	UHC-98291-09	7007448006	8705 Pine Dr, Atlanta, GA, 30335	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126512	ENR	Jacqueline B Robinson	1961-09-01	UHC-85264-95	—	9778 Pine Dr, Sacramento, CA, 95886	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
PRV-24239	PRV	Emma McDonald	2004-12-11	—	3473094169	2008 Central Ave, Jacksonville, FL, 32217	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
CLM-404466	CLM	Dan Carroll	2008-09-22	UHC-28665-19	—	4534 Highland Ave, Charlotte, NC, 28286	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-123391	ENR	Fatima Alexander	1995-09-27	UHC-08207-15	9796029106	4059 Forest Ave, Miami, FL, 33190	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430790	CLM	Camila Russell	2008-11-10	—	9417743586	4980 Valley View Dr, Mesa, AZ, 85240	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-63103	TPA	Zachary Ellis	2001-06-07	—	—	2174 Cedar Ln, Glendale, AZ, 85349	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59764	TPA	Lawrence Larry	1962-08-16	—	—	891 Indian School Rd, Glendale, AZ, 85394	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25854	PRV	Julia Sanchez	2004-12-07	—	2687424897	5416 Forest Ave, Glendale, AZ, 85343	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-405910	CLM	Jeffrey R Chen	1974-01-07	UHC-36893-66	4186864788	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
TPA-61046	TPA	Carol A Moore	1991-02-19	—	—	851 Indian School Rd, Atlanta, GA, 30344	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424093	CLM	Nicole Gonzalez	1959-04-24	—	7756832545	1921 Union St, Las Vegas, NV, 89106	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-116952	ENR	Maria K Flores	1956-05-10	UHC-60594-77	3234916534	8247 River Rd, Charlotte, NC, 28285	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
TPA-57917	TPA	Mary Cox	1974-07-26	—	—	8749 Indian School Rd, Seattle, WA, 98151	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
TPA-57916	TPA	Mary Cox	1974-07-26	—	—	8749 Indian School Rd, Seattle, WA, 98151	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404855	CLM	Bobby D Romero	2001-02-09	—	9235289119	8742 Park Pl, Seattle, WA, 98154	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-419382	CLM	Catherine Hart	1963-09-20	—	—	7998 Desert Sky Blvd, Atlanta, GA, 30317	0.66	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed+1 more
CLM-401619	CLM	Sophia Fox	1973-06-20	UHC-96989-32	—	5249 Sage Ct, Houston, TX, 77012	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-126097	ENR	Doris Elliott	1948-06-26	UHC-77204-58	7652149371	7824 Lake View Rd, Chandler, AZ, 85222	0.66	Two-digit birth year Member ID reformatted State name converted to code Email lower-cased+1 more
CLM-429604	CLM	Nancy Reyes	1996-12-25	UHC-22688-17	4619267431	1664 Lincoln Way, Houston, TX, 77033	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138560	ENR	Russell Flores	1976-11-16	UHC-79290-49	5807499523	3714 Bayshore Dr, Fresno, CA, 93750	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102612	ENR	David L Weaver	1961-08-22	UHC-30385-23	9507941354	4931 Mesa Dr, Tucson, AZ, 85772	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412448	CLM	Kevin Lewis	1972-06-28	—	2736147265	8730 Sage Ct, San Diego, CA, 92157	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-135854	ENR	Joan Gray	1973-02-15	UHC-12802-83	9429561437	8322 Ridge Rd, Columbus, OH, 43218	0.66	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+1 more
CLM-429564	CLM	Robert Robinson	1988-10-05	—	8587292705	6663 Bayshore Dr, San Antonio, TX, 78288	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-135111	ENR	Karn Y Herrera	1997-06-10	UHC-95414-09	2147897640	6511 Church St, Plano, TX, 75009	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-104106	ENR	Doris N Thomas	1998-05-23	UHC-11512-64	5017921402	3624 Park Pl, San Antonio, TX, 78273	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-120771	ENR	Andrew Cole	1963-06-14	UHC-24696-29	—	8388 Cedar Ln, Mesa, AZ, 85218	0.66	Name re-cased Two-digit birth year SSN last four extracted City re-cased+1 more
CLM-407279	CLM	Nathan Singh	1943-01-14	—	3833502796	6404 Park Pl, Minneapolis, MN, 55484	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115319	ENR	Jose R Shaw	1971-09-05	UHC-41310-47	5359578782	5895 Willow Ct, Scottsdale, AZ, 85235	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-125651	ENR	Grace T Ortiz	1993-09-02	UHC-26981-33	—	5723 Union St, Nashville, TN, 37209	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-136084	ENR	Margaret U Butler	1944-11-25	UHC-48996-47	4912028951	741 Canyon Rd, Minneapolis, MN, 55427	0.66	Middle initial moved out of first name Two-digit birth year Phone reformatted City re-cased+1 more
TPA-56581	TPA	Steve Nichols	1945-05-04	—	9552539607	3615 Sunset Blvd, Los Angeles, CA, 90038	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-129302	ENR	Peter O Butler	1939-06-14	UHC-81724-28	—	7119 Canyon Rd, Los Angeles, CA, 90038	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-123046	ENR	Daniel Q Mendez	1958-11-04	UHC-21332-78	—	1144 Main St, Columbus, OH, 43225	0.66	Name split from “Last, First”Two-digit birth year Email lower-cased Whitespace trimmed+1 more
PRV-24784	PRV	Victoria Mitchell	1998-08-11	—	—	2965 Forest Ave, Chandler, AZ, 85264	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-127539	ENR	Brian Harrison	1977-10-22	UHC-08680-52	5958242725	713 Oak St, Chandler, AZ	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
CLM-420306	CLM	Sandra Jacskon	1964-01-25	UHC-78773-38	6288326945	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-409115	CLM	Sean Y Phillips	1946-11-03	—	2476165218	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-400862	CLM	Brenda K Mitchell	1973-10-13	UHC-31490-89	—	194 Willow Ct, Minneapolis, MN, 55439	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-123701	ENR	Sam Brown	1943-06-26	UHC-13988-27	7995037961	9729 Lake View Rd, Mesa, AZ, 85256	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28954	PRV	—Junk	1968-08-11	UHC-98509-15	2576519807	2551 Willow Ct, Seattle, WA, 98154	0.66	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared+1 more
ENR-112610	ENR	Dylan C Chavez	2008-12-20	UHC-14686-27	2919792579	816 Broadway, Plano, TX, 75096	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-411880	CLM	Judy Gordon	1989-01-19	UHC-42217-51	—	3894 Broadway, Austin, TX, 78713	0.66	Name re-cased Two-digit birth year Address re-cased Gender normalised+1 more
CLM-410937	CLM	Danielle W Olson	1944-01-26	—	—	8945 Canyon Rd, Glendale, AZ, 85374	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-406655	CLM	Alexander Rose	1978-06-08	UHC-33854-74	—	2877 Washington St, Austin, TX, 78758	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more

6,661 rows, page 86 of 134Previous Next