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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-55039	TPA	Ben Montgomery	2002-01-13	—	—	1185 Central Ave, Glendale, AZ, 85306	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-410140	CLM	Isabella Le	1954-04-14	UHC-22656-20	9298176639	7791 Desert Sky Blvd, Orlando, FL, 32846	0.54	SSN last four extracted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-54270	TPA	Tom Walsh	1959-02-19	—	—	6258 Mountain View Dr, Charlotte, NC, 28264	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-103710	ENR	Catherine Z Cook	1990-06-20	—	6793246419	3042 Cedar Ln, Los Angeles, CA, 90094	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-122203	ENR	Michelle Chavez	1992-04-26	UHC-36979-40	—	5832 Sunset Blvd, Scottsdale, AZ, 85288	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-129488	ENR	Jose Vargas	1990-12-04	UHC-62704-97	3395989886	8971 Main St, Tempe, AZ, 85203	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-123051	ENR	Zachary Romero	1992-04-13	UHC-18836-74	7353258273	283 Camelback Rd, Eden Prairie, MN, 55327	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-131056	ENR	Janet G Medina	1969-11-27	UHC-08466-39	8256302595	9565 Lake View Rd, Scottsdale, AZ, 85226	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-111194	ENR	Martha Dean	1983-08-15	UHC-45430-60	—	2239 Washington St, Charlotte, NC, 28249	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
PRV-29000	PRV	Brandon J Edwards	1948-04-23	UHC-65049-62	—	3531 Church St, Sacramento, CA, 95850	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-61024	TPA	Julia Wright	1994-05-15	—	—	5217 Main St, Dallas, TX, 75241	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-112763	ENR	Camila H Nguyen	1940-02-11	UHC-16080-89	2498963712	1696 Lake View Rd, Phoenix, AZ, 85096	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-432042	CLM	Virginia Carlson	1993-03-18	UHC-04926-88	—	4591 Valley View Dr Apt 18, Dallas, TX, 75241	0.54	Unit split from street State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-103165	ENR	Laura K Austin	—	UHC-04604-66	8566698831	7668 Jefferson Ave, Houston, TX, 77052	0.54	Middle initial moved out of first name Date of birth unreadable Phone reformatted ZIP+4 trimmed+1 more
CLM-407722	CLM	Ray Banks	2004-07-09	UHC-53680-51	—	2102 Central Ave, Denver, CO, 80236	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-412016	CLM	StephanieJunk	1941-07-06	UHC-12127-52	—	478 Oak St, Mesa, AZ, 85259	0.54	Name re-cased Phone missing area code ZIP+4 trimmed Placeholder values cleared+1 more
TPA-53794	TPA	Mateo Ortega	1956-01-09	UHC-99277-69	—	7123 Lincoln Way, Houston, TX, 77027	0.54	Name split from “Last, First”Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
ENR-141521	ENR	Gabriel I Rios	1960-07-09	UHC-91956-10	4886347198	4839 Ocean Ave, San Antonio, TX, 78264	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-130407	ENR	Juan E Mills	1949-05-25	UHC-33516-52	4843196384	3084 Desert Sky Blvd, Gilbert, AZ, 85247	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-430428	CLM	Sophia Welch	1938-07-16	UHC-08969-87	—	9297 Church St, San Diego, CA, 92171	0.54	State name converted to code ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-431046	CLM	Christine Sullivan	2007-09-24	UHC-86497-82	—	4856 Indian School Rd, Eden Prairie, MN, 55332	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-421816	CLM	Willie Y Allen	1989-10-21	UHC-31609-15	—	4882 Highland Ave, Denver, CO, 80291	0.54	Name split from “Last, First”State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-130405	ENR	Frances D Guerrero	1985-09-19	UHC-77235-41	8577465785	5198 Main St, Mesa, AZ, 85261	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403112	CLM	Christina Meyer	1954-03-22	UHC-19804-16	—	2100 Meadow Ln, Los Angeles, CA, 90039	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-133044	ENR	Kathy Guerrero	1991-06-07	UHC-45206-52	4987329186	787 Cedar Ln, Phoenix, AZ, 85037	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103123	ENR	Hiroshi West	—	UHC-60964-87	5019621321	2311 Bayshore Dr, Tucson, AZ, 85757	0.54	Date of birth unreadable Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-117547	ENR	Walter V Gardner	2006-10-02	UHC-02634-71	4254334483	4041 Bayshore Dr, Denver, CO, 80245	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
CLM-418869	CLM	Duncan Kathryn	1966-07-24	UHC-43519-95	—	8671 Forest Ave, Atlanta, GA, 30336	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-116545	ENR	Dnaiel Flores	1980-08-09	UHC-20989-27	3332359103	1785 Apache Blvd, Fresno, CA, 93727	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-138948	ENR	Dabra T Carlson	1955-01-16	UHC-48214-96	8225533351	3548 Mountain View Dr, Scottsdale, AZ, 85231	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-109887	ENR	Evelyn O Woods	1980-12-02	UHC-04940-63	—	7917 Central Ave, Tampa, FL, 33653	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-425362	CLM	Steven Park	2007-11-17	UHC-63840-34	—	9470 Pine Dr Apt 18, Austin, TX, 78751	0.54	Name re-cased Two-digit birth year Unit split from street ZIP+4 trimmed+1 more
ENR-141257	ENR	Wei S Cooper	1953-10-25	UHC-84241-56	—	5751 River Rd, Chandler, AZ, 85261	0.54	Date of birth reformatted Phone missing area code State name converted to code ZIP+4 trimmed+1 more
ENR-107949	ENR	Debra Robertson	1940-12-17	UHC-69069-26	6143143770	668 Union St, Atlanta, GA, 30396	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-430167	CLM	Willie Chavez	1952-10-12	—	8655801575	2780 Desert Sky Blvd, Plano, TX, 75096	0.54	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-119140	ENR	Sharon Z Walsh	—	UHC-08844-89	8868153359	9734 Union St, Tampa, FL, 33643	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119253	ENR	Beverly U Collins	1978-09-17	UHC-66499-96	3113439433	2916 Park Pl, Scottsdale, AZ, 85233	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123182	ENR	Andrea Le	1957-02-16	UHC-70351-27	—	8785 Canyon Rd, Sacramento, CA, 95854	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-409143	CLM	Maria Castillo	1949-05-11	UHC-29981-05	7092147452	696 Indian School Rd, Tucson, AZ, 85711	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-100466	ENR	Amber P Nguyen	1974-02-06	UHC-57730-01	7563068536	6177 Mountain View Dr, Sacramento, CA, 95815	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104262	ENR	Omar W Rios	—	UHC-69358-19	3705221701	5383 Union St, Plano, TX, 75043	0.54	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+1 more
TPA-64103	TPA	Frances Williamson	1960-12-08	UHC-12909-32	—	3123 Mountain View Dr, Nashville, TN, 37278	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-129321	ENR	Timothy U Harris	1961-04-21	UHC-78926-70	6314706432	533 Apache Blvd, Dallas, TX, 75290	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137430	ENR	Ana Adams	1981-09-15	UHC-14475-86	—	3358 Palm Dr, Miami, FL, 33129	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-404272	CLM	Gary Welch	1940-12-20	UHC-29174-76	—	1042 Church St, Tampa, FL, 33621	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
PRV-20626	PRV	Bobby Wilson	1971-02-25	—	4152432213	633 Meadow Ln, Miami, FL, 33117	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-120020	ENR	Austin M Rogers	2006-12-27	UHC-78760-24	—	7879 Valley View Dr, Mesa, AZ, 85245	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-115931	ENR	Michael T Mills	—	UHC-22066-20	6369358509	5025 Highland Ave, Las Vegas, NV, 89191	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-50258	TPA	Anthony Nunez	1991-07-06	—	—	6925 Lake View Rd, Chandler, AZ, 85205	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-100439	ENR	Christine V Salazar	1973-11-05	UHC-75118-47	9447804785	7127 Sunset Blvd, Plano, TX, 75020	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more

8,263 rows, page 50 of 166Previous Next