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

Enrollment, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127799	ENR	Ashley Howard	1981-01-22	UHC-68473-02	2876462150	9460 Washington St, Gilbert, AZ, 85291	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-140771	ENR	Christine F Sullivan	2007-09-24	UHC-86497-82	—	4856 Indian School Rd, Eden Prairie, MN, 55332	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-128267	ENR	Diego X Black	1965-12-21	UHC-20003-54	9646611338	6320 Market St # 813, Jacksonville, FL, 32290	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-108764	ENR	Gloria T Webb	—	UHC-30941-79	2582221799	3557 Church St, Tempe, AZ, 85267	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed+1 more
ENR-115966	ENR	Sihrley Gibson	1981-01-24	UHC-25275-60	2069689811	3863 Willow Ct, Dallas, TX, 75213	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-112100	ENR	Gerald Wallace	1992-03-17	UHC-40235-51	2448994562	2161 Maple Ave, Austin, TX, 78735	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-137501	ENR	Julia C Jimenez	2000-02-21	UHC-57419-09	8296405581	1012 Canyon Rd, Gilbert, AZ, 85287	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-114413	ENR	Katherine O Burns	1989-08-26	UHC-25847-76	3717508803	275 Spring St, Los Angeles, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-102184	ENR	Dennis Diz	1979-07-03	UHC-76921-70	3107474912	1812 Spring St, Charlotte, NC, 28202	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102056	ENR	Russell Grant	1963-06-03	UHC-75264-90	2388363005	8259 Highland Ave Apt 9, Atlanta, GA, 30307	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-112185	ENR	Patricia Carpenter	1953-12-18	UHC-50496-96	—	4022 Grand Ave, Atlanta, GA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-123367	ENR	Diane O Duncan	1981-04-20	UHC-60853-78	3076160908	2684 Lake View Rd, Jacksonville, FL, 32225	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121073	ENR	Terry T Meyer	1989-09-11	UHC-08100-59	6599944418	8620 Ridge Rd, Eden Prairie, MN, 55361	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-106980	ENR	Patrick N Santiago	1942-12-02	UHC-62144-49	3195725670	6850 Park Pl, Seattle, WA, 98116	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-116825	ENR	Alice G Perkins	1993-01-28	UHC-87615-02	8239453032	951 Palm Dr, Orlando, FL	0.66	Date of birth reformatted State name converted to code ZIP missing Email lower-cased+1 more
ENR-132564	ENR	Priya I Chen	1952-07-03	UHC-93065-24	5195229535	1722 Lake View Rd, Jacksonville, FL, 32227	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-103926	ENR	Juan Reyes	1941-04-23	UHC-82658-05	2772949122	7663 Forest Ave, Dallas, TX, 75262	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-138718	ENR	Susan S Boyd	1977-11-01	UHC-70334-03	—	1420 Elm St, Orlando, FL, 32820	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-115333	ENR	Catherine W Haarvey	1960-07-11	—	3574388239	5638 Indian School Rd, Orlando, FL	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
ENR-105869	ENR	Benjamin C Bowman	1992-05-21	UHC-41086-49	4765240260	8468 Willow Ct, Columbus, OH, 43269	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-128509	ENR	Rachel U Anderson	1940-09-13	UHC-68512-24	—	8708 Union St, Las Vegas, NV, 89130	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-109953	ENR	Charles Thomas	1941-07-20	UHC-32673-49	8862680111	3700 Washington St, Dallas, TX, 75203	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-121680	ENR	Rebecca K Alvarado	1950-03-18	UHC-43885-93	—	6838 River Rd, Las Vegas, NV, 89112	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-113850	ENR	Joe Green	1980-10-16	UHC-41373-96	—	3650 Union St, Fresno, CA, 93785	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-120510	ENR	Sean Harper	1969-03-14	UHC-05308-05	—	4042 Indian School Rd, Orlando, FL, 32882	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-106235	ENR	Edward B Bowman	1984-12-22	UHC-20406-75	—	402 Oak St, Fresno, CA, 93769	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-116839	ENR	Hiroshi Harvey	1985-11-11	UHC-85614-59	5002212954	2083 Park Pl Apt 7, Jacksonville, FL, 32289	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-134678	ENR	Scott Garcia	1938-10-27	UHC-93685-32	5284304823	5651 Market St, Mesa, AZ, 85228	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-124092	ENR	Camila Sims	1988-10-11	UHC-71314-54	2083470701	6271 Spring St, San Antonio, TX, 78210	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-140115	ENR	Charlotte R Weaver	2007-02-20	UHC-70688-70	6557408206	3272 Market St, Minneapolis, MN, 55481	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-109558	ENR	Megan Chavez	1992-11-03	UHC-87398-86	8858132860	6723 Grand Ave, Dallas, TX, 75245	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-139815	ENR	Billy D Owens	1961-11-09	UHC-98562-61	3963899560	235 Ridge Rd, Eden Prairie, MN, 55369	0.66	Date of birth reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-105854	ENR	Johnny Morris	1958-12-27	UHC-17367-62	—	5012 Ridge Rd, Miami, FL	0.66	Name re-cased Phone missing area code City re-cased ZIP missing+1 more
ENR-108499	ENR	Stephen Holmes	1940-01-28	UHC-84368-17	—	2998 Cedar Ln, Orlando, FL	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-101173	ENR	Laura W Tucker	1994-01-10	UHC-80382-94	3997800866	8125 Indian School Rd, Tampa, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-120960	ENR	Marilyn H Foster	1983-07-05	UHC-25899-89	6854729778	8187 Harbor Blvd Apt 35, Los Angeles, CA, 90086	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-124709	ENR	Luis B Nichols	1947-03-14	UHC-85196-78	6354756215	5706 Lincoln Way, Atlanta, GA	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-126234	ENR	Albert E Dean	1990-11-20	UHC-88054-86	—	5601 Market St, Sacramento, CA, 95829	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-127377	ENR	Jonathan L Vega	—	UHC-70582-68	5986930420	6552 Jefferson Ave, San Diego, CA, 92194	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-132575	ENR	Priya Q Clark	1955-08-28	UHC-86614-39	—	5635 Union St, Tampa, FL, 33696	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-135452	ENR	Grace Kelly	2002-08-01	UHC-84253-82	—	5491 Lake View Rd, Nashville, TN, 37271	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-139364	ENR	Mason O Hoffman	1975-10-25	UHC-12915-20	5824224581	4286 Ridge Rd, Minneapolis, MN, 55495	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-108858	ENR	Robert A Dunn	1969-08-27	UHC-94097-91	3044965421	4219 Indian School Rd, Plano, TX, 75060	0.66	Phone reformatted City re-cased State name converted to code Gender normalised+1 more
ENR-124844	ENR	Luis Murphy	—	UHC-01298-90	2292797178	299 Sage Ct, Jacksonville, FL, 32278	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134843	ENR	Peter X Olson	1976-02-17	UHC-64174-06	2984146526	1042 Sunset Blvd, Chandler, AZ, 85207	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107884	ENR	Linda L Fernandez	1982-04-06	UHC-01221-98	—	4335 Desert Sky Blvd Apt 7, Mesa, AZ, 85248	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
ENR-113687	ENR	Fatima Nunez	1944-03-12	UHC-67055-02	9225465460	4927 Hillcrest Rd, Houston, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-134916	ENR	Donna Myers	1954-01-21	—	9273674387	648 Oak St, Gilbert, AZ, 85215	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-139225	ENR	Susan Perry	1946-01-03	UHC-00025-27	3296789979	8796 Camelback Rd, Eden Prairie, MN, 55309	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-130227	ENR	Sott W Valdez	1987-05-07	UHC-56029-54	6635332206	5321 Bayshore Dr, San Diego, CA, 92128	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more

16,916 rows, page 112 of 339Previous Next