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
CLM-415322	CLM	Wayne Jackson	1952-12-22	UHC-06505-43	—	4411 Willow Ct # 221, Dallas, TX, 75290	0.68	Unit split from street Email lower-cased Gender normalised Placeholder values cleared
ENR-128381	ENR	Patrcik L Mendez	1963-09-16	UHC-21816-72	—	7981 Main St, Tampa, FL, 33652	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-110128	ENR	Thomas Castillo	1999-11-27	UHC-59369-24	7952380622	1583 Forest Ave, Eden Prairie, MN, 55340	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
CLM-406479	CLM	Emily Austin	1958-02-05	—	—	3924 Mountain View Dr, San Antonio, TX	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
TPA-60178	TPA	Santiago Foster	1987-03-15	—	—	6861 Ridge Rd, Eden Prairie, MN, 55302	0.68	Two-digit birth year State code upper-cased Gender normalised Placeholder values cleared
ENR-114648	ENR	Dennis L Gilbert	1938-11-10	UHC-85450-66	5999557223	3653 Washington St, Jacksonville, FL, 32271	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
TPA-50823	TPA	Dick Medina	1981-07-21	—	—	1406 Lincoln Way, Tucson, AZ, 85787	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-103714	ENR	Linda E Dominguez	2004-05-27	UHC-81654-26	9055530527	3161 Willow Ct, Phoenix, AZ, 85030	0.68	Street suffix standardised Address re-cased Email lower-cased Gender normalised
CLM-419342	CLM	Dick Boyd	1957-09-01	—	—	7982 Central Ave, Glendale, AZ, 85337	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-122006	ENR	Dorothy I Johnson	1991-08-11	UHC-06781-18	8607410124	2664 Elm St, Orlando, FL, 32880	0.68	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised
CLM-416334	CLM	Albert Parrk	1974-02-02	UHC-34842-61	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
PRV-29529	PRV	Laura U Fox	1942-12-04	—	2542533119	3669 Spring St, Minneapolis, MN, 55474	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
TPA-56836	TPA	Anna Fox	1995-06-05	—	—	8586 Central Ave, San Diego, CA, 92146	0.68	Name split from “Last, First”Email lower-cased Gender normalised Placeholder values cleared
CLM-409023	CLM	Maria Q Hansen	1939-04-07	—	—	1426 Washington St, Seattle, WA, 98139	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
CLM-406337	CLM	Ann Rose	1941-12-19	UHC-35859-97	—	—	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-417178	CLM	Brian Elliott	1941-06-17	UHC-25263-97	9166184592	4640 Harbor Blvd, Mesa, AZ, 85246	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
PRV-22525	PRV	Jose P Dean	1950-05-02	UHC-46188-06	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-122252	ENR	Donna Herrera	1972-01-05	UHC-16144-24	5525721250	9065 Grand Ave, Nashville, TN	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
CLM-421539	CLM	Frances Ruiz	1994-03-16	—	3817942729	9212 Main St, Atlanta, GA	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
CLM-423952	CLM	Ann Reed	1969-04-14	UHC-75559-79	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-141021	ENR	Ashley Diaz	1976-12-18	UHC-49500-48	7967096069	6737 Oak St, Minneapolis, MN, 55416	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-111037	ENR	Aisha E Austin	—	UHC-24449-23	6565757573	871 Mesa Dr, San Diego, CA, 92192	0.68	Date of birth unreadable Phone reformatted Gender normalised Placeholder values cleared
ENR-134685	ENR	Margaret F Weaver	1989-04-17	UHC-13952-43	—	3370 Mountain View Dr, Phoenix, AZ, 85092	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-130203	ENR	Ryan H Nichols	2006-06-12	UHC-25221-97	7072066119	6765 Spring St, Jacksonville, FL, 32223	0.68	Phone reformatted SSN last four extracted City re-cased Gender normalised
CLM-427103	CLM	Joseph Gonzales	—	UHC-00602-46	—	8030 Elm St, Houston, TX, 77074	0.68	Name re-cased Date of birth missing Email lower-cased Gender normalised
ENR-122467	ENR	Keeith Reyonlds	1952-02-17	UHC-80661-55	—	1564 Broadway, Seattle, WA, 98136	0.68	Name re-cased Phone missing area code City re-cased Gender normalised
CLM-403484	CLM	Sarah Welch	1949-09-22	UHC-83510-34	—	8987 Sage Ct, Phoenix, AZ, 85072	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-423177	CLM	Kelly B Lucas	1947-12-15	UHC-15635-05	—	6413 Meadow Ln, Seattle, WA, 98118	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-112400	ENR	Kenneth F Stewart	2003-04-08	UHC-91857-26	2539247268	333 Jefferson Ave, Atlanta, GA, 30389	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed
CLM-428442	CLM	Teresa Spencer	1995-05-10	UHC-23682-43	—	5215 Grand Ave, San Diego, CA, 92120	0.68	SSN last four extracted City re-cased Gender normalised Placeholder values cleared
ENR-128969	ENR	Diana J Mendoza	1952-07-10	UHC-79001-77	7218582406	8300 Central Ave, Tampa, FL, 33661	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-108768	ENR	Carl A Clark	1977-10-08	UHC-03377-54	2355177070	6214 Bayshore Dr, Los Angeles, CA, 90007	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
TPA-61879	TPA	Denise V Henry	1963-07-22	—	6454037308	6558 Apache Blvd Apt 35, Tempe, AZ, 85284	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
ENR-117746	ENR	Ashley A Arnold	1960-12-17	UHC-00958-18	—	5208 Baseline Rd, Sacramento, CA, 95816	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
CLM-432011	CLM	Doris Nunez	1959-06-20	UHC-49736-25	—	4509 Jefferson Ave, Miami, FL, 33147	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-138000	ENR	Amy F Sanchez	1952-01-17	UHC-71638-42	3908379782	1111 Oak St, Miami, FL, 33111	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-409917	CLM	Gerald Collins	2008-05-28	UHC-51890-28	—	4668 Oak St, Glendale, AZ, 85381	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-401816	CLM	Russell Herrera	1993-02-03	—	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-121388	ENR	Keith Henry	—	UHC-86871-50	—	—	0.68	Name re-cased Date of birth unreadable Gender normalised Placeholder values cleared
ENR-126581	ENR	Valdez Frances	1957-04-24	UHC-77875-73	2466061892	9052 Park Pl, Glendale, AZ, 85345	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-112166	ENR	Linda Torres	1958-03-14	UHC-64815-53	7206380745	2494 Apache Blvd, Columbus, OH	0.68	Phone reformatted ZIP missing Email lower-cased Gender normalised
CLM-426982	CLM	Catherine Wheeler	1952-10-07	UHC-48380-89	—	3516 Harbor Blvd, Tampa, FL, 33696	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-141274	ENR	Jacqueline C Gomez	2006-02-09	UHC-63509-85	3884183106	3490 Forest Ave, Tucson, AZ, 85729	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-121600	ENR	Charlotte G Loppez	1983-09-27	UHC-22887-94	5137336497	5140 Sage Ct, Miami, FL, 33151	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-124158	ENR	Isaella G Havey	1942-01-02	UHC-50401-81	3378237824	3704 Highland Ave, Columbus, OH, 43229	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
CLM-404742	CLM	Lisa Jimenez	1985-04-16	UHC-89522-53	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
ENR-121806	ENR	John Larson	1979-08-14	UHC-27245-80	9869740126	6872 Palm Dr, Phoenix, AZ, 85067	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
CLM-421691	CLM	Willima Olson	1938-04-23	—	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-133773	ENR	Alice George	1957-07-13	UHC-32790-17	7005726413	2821 Main St, Glendale, AZ, 85323	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-137165	ENR	Kayla M Lopez	1945-01-14	UHC-30538-95	6433552843	9395 Valley View Dr, Plano, TX, 75077	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed

16,828 rows, page 225 of 337Previous Next