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
ENR-107084	ENR	Rachel U Reyes	1983-10-25	UHC-60809-53	9707026382	8901 Union St, Minneapolis, MN, 55499	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
ENR-141394	ENR	Jennifer M Schmidt	2003-07-05	UHC-29055-65	6064750635	3969 Camelback Rd, Los Angeles, CA, 90096	0.76	Phone reformatted City re-cased State code upper-cased Gender normalised+2 more
ENR-102363	ENR	Cheryl Red	2008-05-11	UHC-44079-23	3523512838	8264 Broadway, Phoenix, AZ, 85012	0.76	Phone reformatted Address re-cased State code upper-cased Gender normalised+2 more
ENR-140862	ENR	Sandra I Patel	1950-08-26	UHC-95354-02	5909219151	1517 Park Pl, Nashville, TN, 37249	0.76	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+2 more
CLM-408692	CLM	Jacob Alvarez	1972-05-12	UHC-93064-17	2189303366	6151 Union St, Atlanta, GA, 30358	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-404457	CLM	Brittany K Freeman	1943-04-15	UHC-13360-01	7207147632	199 Grand Ave, Scottsdale, AZ, 85268	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-23728	PRV	Logan Carpenter	1977-10-08	UHC-28655-27	4666079054	4033 Mountain View Dr, Phoenix, AZ, 85052	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-20432	PRV	Daniel Stephens	1991-01-12	UHC-83301-02	9824255742	3320 Sunset Blvd, Denver, CO, 80259	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
TPA-55460	TPA	Brandon Munoz	1954-08-13	—	—	7696 Highland Ave, Tempe, AZ, 85265	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
ENR-126500	ENR	Gregory Hamilton	1969-12-02	UHC-54999-02	6265361954	4040 Ridge Rd, Nashville, TN, 37267	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-402503	CLM	Alice Masn	1968-11-02	UHC-34841-08	6994754478	4951 Spring St, San Diego, CA, 92138	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-425473	CLM	Young Sean	1974-01-19	—	9357011895	1139 Broadway, Eden Prairie, MN, 55384	0.76	Phone reformatted Address re-cased City re-cased Gender normalised+2 more
CLM-415496	CLM	Omar Rios	1949-12-16	UHC-84757-69	—	—	0.76	Name re-cased Member ID reformatted Email lower-cased Gender normalised+2 more
ENR-129820	ENR	Juan Porter	1948-09-03	UHC-58014-34	9519628960	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
PRV-21635	PRV	Jack Ortiz	1957-12-15	UHC-23081-51	9454820627	—	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-432378	CLM	Billy Chapman	1967-07-28	UHC-98525-46	—	4007 Grand Ave, Charlotte, NC, 28283	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-61499	TPA	Cheryl Reed	1984-06-12	—	6153693348	—	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
PRV-26061	PRV	Catherine Contreras	1972-02-12	UHC-37529-48	3605769314	8879 Grand Ave, Dallas, TX, 75291	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
CLM-426213	CLM	Nancy Peters	1996-11-07	UHC-86599-46	—	8113 Harbor Blvd, Chandler, AZ, 85237	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-52999	TPA	Keith Valdez	1972-04-23	—	5934525585	9071 Desert Sky Blvd, Austin, TX, 78743	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
CLM-402545	CLM	Lucia Hansen	1985-01-22	UHC-40817-20	3357434090	671 Maple Ave, Mesa, AZ, 85293	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-421904	CLM	Ryan Burke	2001-08-12	UHC-76409-12	3333786791	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-121914	ENR	Danielle Hill	1995-12-09	UHC-74628-55	2302029522	1649 Desert Sky Blvd, Orlando, FL, 32812	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-406930	CLM	Rebecca Harrison	1997-11-28	—	9826424169	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-124472	ENR	Deborah G Simpson	1939-04-23	UHC-69380-61	3967030866	5622 Forest Ave, Nashville, TN, 37285	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-415052	CLM	Albert Hall	1981-10-24	UHC-09057-91	4889737661	—	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-402794	CLM	Jack Reed	1963-04-03	UHC-42013-97	7437110930	9195 River Rd, Charlotte, NC, 28255	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-54565	TPA	Denise Hanson	1967-10-24	—	—	5749 Willow Ct, Sacramento, CA, 95867	0.76	Date of birth reformatted State code upper-cased Gender normalised Plan code upper-cased+2 more
ENR-104986	ENR	Brandon Q Medina	1964-01-21	UHC-76176-25	6817861298	3667 Apache Blvd, Eden Prairie, MN, 55307	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-422728	CLM	Benjamin Fuller	1964-03-15	—	—	—	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
CLM-425194	CLM	Charlotte P Cloeman	1973-01-26	UHC-41854-94	4066696962	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-425193	CLM	Charlotte P Cloeman	1973-01-26	UHC-41854-94	4066696962	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-120402	ENR	Sophia Yang	1966-08-04	UHC-00889-59	3629007634	4788 Union St, Glendale, AZ, 85328	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
TPA-57745	TPA	Kayla Evans	1943-01-06	—	4927899152	3165 Broadway, Austin, TX, 78712	0.76	Phone reformatted Address re-cased City re-cased Gender normalised+2 more
CLM-432083	CLM	Jeffrey Warren	2001-02-27	—	6464297828	7249 Lincoln Way, Tucson, AZ, 85709	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-411564	CLM	Thomas Dean	1982-06-08	UHC-65674-50	9642354029	8694 Ocean Ave, Miami, FL, 33163	0.76	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised+2 more
ENR-132108	ENR	Eugene A Robertson	2001-11-10	UHC-32080-48	5536563521	8505 Palm Dr, Columbus, OH, 43265	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-400857	CLM	Victoria Z Hunt	1978-03-28	UHC-04238-66	9147117852	—	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-400856	CLM	Victoria Z Hunt	1978-03-28	UHC-04238-66	9147117852	—	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
PRV-23123	PRV	Mark T Harvey	1969-12-23	UHC-89999-98	—	7633 Bayshore Dr, Los Angeles, CA, 90094	0.76	Name re-cased Member ID reformatted City re-cased Gender normalised+2 more
PRV-26509	PRV	Jason Barnes	1942-02-25	UHC-10046-01	3638638695	8995 Indian School Rd, Fresno, CA, 93781	0.76	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+2 more
PRV-23426	PRV	Henry H Chapman	2003-09-18	UHC-23775-12	3826187785	1764 Canyon Rd, Glendale, AZ, 85371	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-422585	CLM	Heather Brown	1970-10-02	UHC-40975-16	—	2111 Baseline Rd, Minneapolis, MN, 55466	0.76	Date of birth reformatted City re-cased State code upper-cased Gender normalised+2 more
TPA-58012	TPA	Maria R Walsh	1973-04-18	—	5337938631	581 Sunset Blvd, Tampa, FL, 33685	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-128468	ENR	Amanda Williamson	1976-12-06	UHC-93564-15	5386857122	6312 Market St, Fresno, CA, 93759	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
CLM-409590	CLM	Adam Turner	1959-06-10	—	8199603611	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-134748	ENR	Ehtan Y Foster	1941-08-06	UHC-36897-68	4382555960	7698 Lincoln Way, Minneapolis, MN, 55426	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-425874	CLM	John E Dean	1983-06-25	UHC-03494-74	—	2971 Broadway, Fresno, CA, 93700	0.76	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+2 more
ENR-136185	ENR	Richard I Peters	1949-07-14	UHC-85740-09	2412311818	8617 Central Ave, Minneapolis, MN, 55418	0.76	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
ENR-119573	ENR	Logan Lawson	1941-11-21	UHC-25158-41	6088774393	3174 Lincoln Way, Jacksonville, FL, 32204	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more

16,828 rows, page 258 of 337Previous Next