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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108795	ENR	Kelly B Richards	1995-06-22	UHC-61615-48	8652659128	7406 Pine Dr, Orlando, FL	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
ENR-102250	ENR	Patricia N Price	1985-05-18	UHC-93968-03	6078748526	8942 Apache Blvd, Phoenix, AZ, 85097	0.54	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-104704	ENR	Mary B Miills	1967-01-21	—	—	2271 Central Ave, Tampa, FL, 33666	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-115579	ENR	Henry Yang	1987-12-03	UHC-64402-89	7117605827	4104 Highland Ave, Dallas, TX, 75298	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133891	ENR	Ashley H Castro	—	UHC-29387-63	8466303477	1834 Jefferson Ave, Austin, TX, 78730	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119008	ENR	Vincent F Holmes	1948-03-13	UHC-50225-88	7646746103	8436 Spring St Apt 26, Mesa, AZ	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-135840	ENR	Karen T Lopez	—	UHC-99332-07	6888045170	4053 Grand Ave, Orlando, FL, 32850	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130644	ENR	Betty Gonzalez	1961-05-12	UHC-67685-44	7663161014	8432 Canyon Rd, Plano, TX, 75027	0.54	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-104441	ENR	Kevin J Cunningham	2002-07-11	UHC-11004-76	8328555721	7149 Park Pl, Los Angeles, CA, 90083	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-129050	ENR	Camila Jenkins	1941-05-25	UHC-40064-21	7182886714	7015 Palm Dr, Los Angeles, CA, 90021	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-119075	ENR	Amanda Perkins	1943-02-19	UHC-49827-37	7633485186	5497 Forest Ave, Phoenix, AZ, 85009	0.54	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-125050	ENR	Edward T Park	1938-02-05	UHC-91172-71	7577859980	7334 Oak St, Seattle, WA, 98140	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-108137	ENR	Dinae A Garrett	2001-11-06	—	4889663372	4719 Bayshore Dr, Gilbert, AZ, 85228	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118339	ENR	Donna Ortega	—	UHC-71161-86	3568885764	7419 Church St, Glendale, AZ	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP missing+1 more
ENR-105131	ENR	Elijah P Pena	1997-09-16	UHC-72695-92	—	5445 Canyon Rd, Sacramento, CA, 95885	0.54	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-135543	ENR	Kyle Taylor	1943-03-04	UHC-59965-33	—	8402 Grand Ave, Eden Prairie, MN, 55389	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117885	ENR	Gregory Sullivan	1947-01-05	UHC-86749-56	3442545265	7934 Cedar Ln, Mesa, AZ	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-130505	ENR	Lauren Porter	1962-08-04	UHC-47113-19	—	1731 Harbor Blvd, Orlando, FL, 32892	0.54	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-140297	ENR	Kathleen Z Fisher	1953-08-12	UHC-98423-32	9756269555	5400 Sunset Blvd Apt 8, Nashville, TN, 37219	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-100068	ENR	Hamilton Wayne	1947-06-25	UHC-36182-02	6065891337	4635 Forest Ave, Tucson, AZ	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
ENR-112686	ENR	Jon Ortiz	1970-05-23	UHC-59920-83	—	4816 Park Pl, Minneapolis, MN, 55470	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-124950	ENR	Peter E Harris	1953-02-27	UHC-36327-95	—	6807 Hillcrest Rd # 322, Eden Prairie, MN, 55308	0.54	Name re-cased Phone missing area code Unit split from street Street suffix standardised+1 more
ENR-128334	ENR	Victoria Q Barnes	2003-11-26	UHC-54618-10	3019801147	1900 Ocean Ave, Charlotte, NC, 28251	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138589	ENR	Douglas X Lewis	1967-09-08	UHC-76690-56	—	560 Spring St # 509, Dallas, TX, 75254	0.54	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+1 more
ENR-118550	ENR	Ana A Willis	1954-03-06	UHC-64569-46	—	7807 Apache Blvd, Chandler, AZ, 85210	0.54	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-116311	ENR	Pamela West	—	UHC-98149-66	—	2946 Sage Ct, Austin, TX, 78794	0.54	Date of birth missing Street suffix standardised Address re-cased City re-cased+1 more
ENR-100420	ENR	Robert B Harris	1983-10-27	UHC-42531-34	8783630618	7190 Main St, Charlotte, NC, 28290	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-110475	ENR	Willie Q Robertson	1995-12-22	UHC-50774-33	8107844302	7551 Bayshore Dr, Phoenix, AZ, 85026	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-110476	ENR	Willie Q Robertson	1995-12-22	UHC-50774-33	8107844302	7551 Bayshore Dr, Phoenix, AZ, 85026	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-118283	ENR	Christina F Owens	1984-12-01	UHC-32060-55	5113212085	2607 Spring St, Miami, FL	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-131767	ENR	Jordan I Sims	1976-10-19	UHC-55681-89	3933076952	6337 Main St, San Antonio, TX, 78218	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133088	ENR	Diego O Anderson	1988-08-17	UHC-62497-77	8296617056	4945 Canyon Rd Apt 30, Houston, TX, 77012	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-142944	ENR	Helan Grant	1960-12-26	UHC-36560-36	3578612308	135 Lake View Rd, Tucson, AZ, 85760	0.54	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-101208	ENR	Joe H Romero	1978-01-13	UHC-67411-72	—	6458 Highland Ave, Jacksonville, FL, 32274	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
ENR-112415	ENR	Ahmed T Le	2003-06-10	UHC-34122-14	—	1420 Washington St, Las Vegas, NV, 89125	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-120045	ENR	Emily Contreras	1984-11-12	UHC-92691-05	4019851443	1247 Baseline Rd, San Antonio, TX, 78220	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-125239	ENR	Cheryl C Woods	1970-12-19	UHC-99601-98	9204731891	6217 Lake View Rd, Minneapolis, MN, 55448	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-124976	ENR	Charles Sullivan	1963-10-07	UHC-02731-78	8266677259	3599 Maple Ave, Orlando, FL, 32858	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-120890	ENR	Yuki Hughes	2004-12-26	UHC-05636-40	5298838737	4661 Market St, Columbus, OH, 43207	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106326	ENR	Ann T Blel	1956-02-23	UHC-51687-65	—	712 Indian School Rd, Mesa, AZ, 85258	0.54	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-140220	ENR	Frances L Burke	2000-04-23	UHC-81574-06	7667435344	2627 Desert Sky Blvd, Mesa, AZ, 85270	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-109157	ENR	Priya P Webb	1983-06-28	UHC-01077-32	3952917551	2650 Oak St # 165, Chandler, AZ, 85214	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-140874	ENR	Joshua J Watson	1989-01-28	UHC-57517-29	7273853678	5300 Lake View Rd, Atlanta, GA, 30366	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113650	ENR	Samuel X Wislon	1965-03-08	UHC-34455-89	4118906679	866 Forest Ave, Tempe, AZ, 85290	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126632	ENR	Martha Y Nichols	1989-04-27	UHC-63051-72	—	1787 Jefferson Ave, Mesa, AZ, 85240	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-102338	ENR	Justin M Gibson	—	UHC-22092-50	4167372768	2598 Central Ave, Phoenix, AZ, 85025	0.54	Date of birth missing Street suffix standardised Address re-cased Gender normalised+1 more
ENR-136049	ENR	Yuki N Burton	2001-06-17	UHC-06392-96	—	1866 Willow Ct, Tempe, AZ, 85244	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-107771	ENR	Aleaxnder Reed	1960-08-02	UHC-32257-08	4352731328	7671 Church St, Austin, TX	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-120169	ENR	Brenda Harris	1982-06-13	UHC-10906-79	8525305311	7288 Elm St Apt 21, Plano, TX, 75033	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-139356	ENR	Mateo Y Gardner	1991-11-03	UHC-88333-70	—	2185 Market St, Minneapolis, MN, 55468	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

26,564 rows, page 95 of 532Previous Next