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 “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-127112	ENR	Cheryl N Soto	1961-09-09	UHC-30516-95	—	5416 Baseline Rd, Nashville, TN, 37248	0.70	Street suffix standardised Address re-cased Gender normalised
ENR-104453	ENR	Joe Carroll	1986-08-05	UHC-17125-04	7885598772	769 Willow Ct, Sacramento, CA, 95813	0.70	Name split from “Last, First”Member ID reformatted Gender normalised
ENR-139818	ENR	Charles X Butler	1963-10-19	UHC-33196-93	8462801030	7058 Central Ave, Miami, FL	0.70	City re-cased ZIP missing Gender normalised
ENR-115908	ENR	Pamela Hunt	1955-10-25	UHC-33974-06	9553073739	8769 Meadow Ln, Dallas, TX	0.70	ZIP missing Gender normalised Whitespace trimmed
ENR-109553	ENR	Daniel Freeman	1956-01-22	UHC-53118-31	8016636961	3438 Main St, Minneapolis, MN, 55463	0.70	Date of birth reformatted ZIP+4 trimmed Gender normalised
ENR-101274	ENR	Mason U Alvarado	1986-06-27	UHC-78605-01	4596639608	5551 Spring St, Jacksonville, FL, 32253	0.70	Phone reformatted SSN last four extracted Gender normalised
ENR-128214	ENR	Kevyn P King	1980-12-17	UHC-00010-37	—	7344 Indian School Rd, Sacramento, CA, 95823	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-119567	ENR	Theresa S Martinez	2003-02-12	UHC-45441-28	9499599770	2399 Valley View Dr, Nashville, TN, 37283	0.70	Name split from “Last, First”Phone reformatted Gender normalised
ENR-105278	ENR	Patrick I Young	1938-04-20	UHC-68875-92	4995962742	9865 Church St, Plano, TX	0.70	Name re-cased ZIP missing Gender normalised
ENR-107967	ENR	Gregory Boyd	1959-04-06	UHC-93839-18	7604885676	9511 Harbor Blvd # 259, Scottsdale, AZ, 85203	0.70	Phone reformatted Unit split from street Gender normalised
ENR-111979	ENR	Amy S Lucas	1986-08-11	UHC-81763-72	8409356103	5591 Forest Ave, Atlanta, GA, 30317	0.70	Middle initial moved out of first name Email lower-cased Gender normalised
ENR-130183	ENR	Diego Ferguson	1984-06-08	UHC-07762-22	9706859537	1523 Union St, San Antonio, TX, 78229	0.70	Phone reformatted ZIP+4 trimmed Gender normalised
ENR-128065	ENR	Nicole Hansen	2007-07-26	UHC-66560-42	8679179787	8627 Elm St # 742, Scottsdale, AZ, 85221	0.70	Phone reformatted Unit split from street Gender normalised
ENR-113305	ENR	Emily Nguyen	2005-12-28	UHC-56018-98	9036446652	2586 Indian School Rd, Sacramento, CA, 95836	0.70	Phone reformatted State name converted to code Gender normalised
ENR-117292	ENR	Logan A Phillips	1966-04-21	UHC-58593-18	4609196479	3710 Mountain View Dr Apt 32, Orlando, FL, 32851	0.70	Phone reformatted Unit split from street Gender normalised
ENR-126102	ENR	Ryan L Castillo	1957-12-14	UHC-42234-74	4979274061	4562 Lake View Rd, Tucson, AZ, 85700	0.70	ZIP+4 trimmed Email lower-cased Gender normalised
ENR-116907	ENR	Amber Riley	1998-12-12	UHC-46144-77	5398140665	3250 Forest Ave, Jacksonville, FL, 32236	0.70	Street suffix standardised Address re-cased Gender normalised
ENR-106544	ENR	Alexander N Tucker	1967-05-05	UHC-79979-83	4482214708	7796 Cedar Ln, Las Vegas, NV, 89112	0.70	Two-digit birth year Email lower-cased Gender normalised
ENR-116351	ENR	Ethan Torres	1965-03-17	UHC-32591-84	5163789367	7779 Maple Ave, Columbus, OH	0.70	Phone reformatted ZIP missing Gender normalised
ENR-127106	ENR	William Gilbert	1977-05-13	UHC-58676-55	8677369481	5358 Highland Ave, Los Angeles, CA, 90086	0.70	Street suffix standardised Address re-cased Gender normalised
ENR-101042	ENR	Samuel Ferguson	1939-08-19	UHC-94898-12	9552915671	1554 Palm Dr, Charlotte, NC, 28226	0.70	SSN last four extracted Gender normalised Whitespace trimmed
ENR-127324	ENR	Shirley Y Brooks	2008-01-09	UHC-97696-13	5898571779	9548 Washington St, Atlanta, GA, 30396	0.70	Name split from “Last, First”Gender normalised Whitespace trimmed
ENR-112975	ENR	Jessica Chavez	2008-08-08	UHC-93346-83	2198131810	3793 Washington St, Phoenix, AZ, 85091	0.70	Name split from “Last, First”Phone reformatted Gender normalised
ENR-114556	ENR	Karen Z Walsh	1941-06-25	UHC-64777-55	5258124263	6232 Ridge Rd, Austin, TX, 78702	0.70	Phone reformatted State name converted to code Gender normalised
ENR-122523	ENR	Lori S Meyer	1992-05-01	UHC-60823-70	8387135443	4365 Sunset Blvd, Las Vegas, NV, 89104	0.70	Name split from “Last, First”Date of birth reformatted Gender normalised
ENR-102755	ENR	Ana T Fox	1954-09-13	UHC-70153-80	6986402423	9363 Lake View Rd, Minneapolis, MN, 55496	0.70	Two-digit birth year Gender normalised Whitespace trimmed
ENR-123002	ENR	Joyce G Ford	1937-01-02	UHC-98667-97	4718619953	5908 Central Ave, Glendale, AZ	0.70	ZIP missing Gender normalised Whitespace trimmed
ENR-112818	ENR	Gabriel C Wagner	1959-04-13	UHC-51157-17	4998731225	6034 Apache Blvd, Jacksonville, FL, 32231	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-108133	ENR	Nancy D Mendoza	1988-03-18	UHC-66651-92	6149331084	994 Lincoln Way # 291, Tucson, AZ, 85768	0.70	Unit split from street Gender normalised Whitespace trimmed
ENR-108391	ENR	Brian Hawikns	1978-08-10	UHC-30150-73	6573612030	1350 Sage Ct, Tucson, AZ, 85783	0.70	Street suffix standardised Address re-cased Gender normalised
ENR-122046	ENR	Fatima I Bryant	2001-06-19	UHC-81628-53	3768483094	5830 Willow Ct, Fresno, CA, 93700	0.70	Name re-cased Two-digit birth year Gender normalised
ENR-132447	ENR	Gerald Burns	—	UHC-01240-20	2829817348	7906 Palm Dr, Houston, TX, 77047	0.70	Date of birth unreadable Phone reformatted Gender normalised
ENR-100658	ENR	Hiroshi Ortega	1979-11-11	UHC-36461-06	7748608302	188 Elm St, Austin, TX, 78799	0.70	Two-digit birth year Gender normalised Whitespace trimmed
ENR-106578	ENR	Maria Q Vargas	1996-10-16	UHC-97971-17	5084261605	6130 Canyon Rd, Orlando, FL, 32810	0.70	Phone reformatted SSN last four extracted Gender normalised
ENR-112431	ENR	Rachel Walker	1968-02-06	UHC-21212-52	7669910293	6585 Maple Ave, Chandler, AZ, 85266	0.70	Street suffix standardised Address re-cased Gender normalised
ENR-129414	ENR	Alice Mason	1941-06-14	UHC-11626-04	9595243522	1773 Park Pl, Charlotte, NC, 28262	0.70	Phone reformatted State name converted to code Gender normalised
ENR-130867	ENR	Rebecca T Rodriguez	1996-06-08	UHC-72123-01	4757714074	1058 Lake View Rd # 652, Denver, CO, 80214	0.70	Member ID reformatted Unit split from street Gender normalised
ENR-126047	ENR	Jacqueline H Edwards	1958-06-03	UHC-33846-54	—	9136 Lincoln Way, Tampa, FL, 33618	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-141535	ENR	Isabella Franklin	1973-04-07	UHC-14942-32	3435136420	3386 Elm St, Jacksonville, FL, 32258	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-119091	ENR	Austin O Lane	1988-02-20	UHC-81120-90	9837152028	7251 Willow Ct, San Diego, CA, 92186	0.70	Street suffix standardised Address re-cased Gender normalised
ENR-112350	ENR	Cynthia Morgan	1985-01-11	UHC-29035-01	8834590193	1084 Canyon Rd, Charlotte, NC, 28271	0.70	Name split from “Last, First”State code upper-cased Gender normalised
ENR-118303	ENR	Kayla H Watkins	1977-02-06	UHC-05998-73	2799958588	5154 Harbor Blvd # 673, Mesa, AZ, 85267	0.70	Date of birth reformatted Unit split from street Gender normalised
ENR-107880	ENR	Tyler E Mason	1971-03-26	UHC-20831-74	5576974499	1085 Meadow Ln, Atlanta, GA, 30305	0.70	Phone reformatted ZIP+4 trimmed Gender normalised
ENR-118445	ENR	Roy Vega	1970-07-13	UHC-75367-91	6222301453	301 Oak St, Tampa, FL, 33678	0.70	Name split from “Last, First”Email lower-cased Gender normalised
ENR-118446	ENR	Roy Vega	1970-07-13	UHC-75367-91	6222301453	301 Oak St, Tampa, FL, 33678	0.70	Name split from “Last, First”Email lower-cased Gender normalised
ENR-117357	ENR	Judy Johnston	1957-01-22	UHC-69913-88	8075315852	5814 Broadway, Chandler, AZ, 85254	0.70	Phone reformatted State name converted to code Gender normalised
ENR-115730	ENR	Janet Sulllivan	1964-11-13	UHC-57981-28	3934903035	1756 Lake View Rd, Phoenix, AZ, 85039	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-121462	ENR	Judith U Marquez	1981-11-21	UHC-17399-42	—	4571 Oak St, Nashville, TN, 37245	0.70	Phone missing area code City re-cased Gender normalised
ENR-141019	ENR	Martha P Riec	1956-08-23	UHC-39430-11	2225403567	6052 Desert Sky Blvd, Tampa, FL, 33641	0.70	Name split from “Last, First”Email lower-cased Gender normalised
ENR-141301	ENR	Jezse U Bennett	1940-12-16	UHC-57219-23	9488340392	3288 Forest Ave, Jacksonville, FL, 32201	0.70	Middle initial moved out of first name Email lower-cased Gender normalised

7,326 rows, page 117 of 147Previous Next