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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139980	ENR	Zachary X Ellis	1976-12-09	UHC-43253-25	2462614799	2097 Apache Blvd, Nashville, TN, 37273	0.70	Name split from “Last, First”Phone reformatted Gender normalised
TPA-61092	TPA	Betty Miller	1965-05-22	—	—	4060 Indian School Rd, Tampa, FL, 33671	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-136356	ENR	Frances Sinh	1963-04-07	UHC-08846-83	2242022959	—	0.70	Name split from “Last, First”Phone reformatted Gender normalised
ENR-119538	ENR	Evelyn Alvarado	—	UHC-71311-51	2384576175	9250 Lincoln Way, Plano, TX, 75077	0.70	Name split from “Last, First”Date of birth unreadable Whitespace trimmed
CLM-410121	CLM	Dyaln Oliver	1958-01-17	—	—	53 Central Ave, Scottsdale, AZ, 85280	0.70	Name split from “Last, First”SSN last four extracted Placeholder values cleared
ENR-109910	ENR	Juan Schultz	1980-11-04	UHC-53321-36	9287367635	8127 Grand Ave # 743, Eden Prairie, MN, 55324	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
CLM-410158	CLM	Deborah D Evans	1948-06-12	UHC-93956-02	—	7216 Harbor Blvd, Gilbert, AZ, 85270	0.70	Name split from “Last, First”Gender normalised Whitespace trimmed
ENR-141859	ENR	Marilyn P Nguyen	1984-10-01	UHC-90225-34	9305405527	6246 Washington St, Gilbert, AZ, 85237	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-130314	ENR	Austin Cox	1984-02-08	UHC-69639-21	6435734823	9295 Union St, Austin, TX, 78795	0.70	Name split from “Last, First”Phone reformatted Gender normalised
ENR-108963	ENR	Sandovaal Z Thomas	1954-06-23	UHC-38256-64	—	1297 Apache Blvd, Charlotte, NC, 28288	0.70	Name split from “Last, First”Phone missing area code Whitespace trimmed
ENR-106727	ENR	Dorothy Johnston	1970-12-11	UHC-64629-02	8802990431	5559 Mountain View Dr, Houston, TX, 77072	0.70	Name split from “Last, First”Two-digit birth year Whitespace trimmed
CLM-411648	CLM	Nicholas Ryan	2006-10-26	UHC-54730-66	9654173413	565 Sunset Blvd, Phoenix, AZ, 85030	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
CLM-427257	CLM	Mateo Armstrong	1989-08-23	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-61217	TPA	Carol Watkins	1997-02-06	—	—	7919 Broadway, San Antonio, TX, 78290	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-61216	TPA	Carol Watkins	1997-02-06	—	—	7919 Broadway, San Antonio, TX, 78290	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
PRV-29168	PRV	Daniel A Fowler	1974-12-04	—	—	9441 Broadway, Atlanta, GA, 30300	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-120950	ENR	Ronald Vargas	2001-06-27	UHC-34390-87	4768636175	4115 Meadow Ln # 959, Chandler, AZ, 85265	0.70	Name split from “Last, First”Phone reformatted Unit split from street
CLM-401000	CLM	Diana Stevens	1981-11-16	UHC-59010-76	—	7736 Valley View Dr, Nashville, TN, 37249	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-411000	CLM	Scott Kennedy	1993-02-22	—	—	7062 Market St, Plano, TX, 75099	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
ENR-123452	ENR	Marcus Rogers	1978-02-23	UHC-75022-68	—	9780 Cedar Ln, Dallas, TX, 75275	0.70	Name split from “Last, First”Date of birth reformatted Phone missing area code
CLM-422181	CLM	Marcus Lewis	1981-05-06	UHC-53639-04	—	2066 Main St, Atlanta, GA, 30343	0.70	Name split from “Last, First”Phone missing area code Whitespace trimmed
CLM-430764	CLM	Carolyn Simmons	1960-04-05	UHC-93810-96	8766516529	7621 Camelback Rd, Jacksonville, FL, 32270	0.70	Name split from “Last, First”Date of birth reformatted Gender normalised
TPA-57523	TPA	Yuki Rios	1979-11-21	UHC-04431-12	—	2827 Central Ave Apt 10, Orlando, FL, 32883	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
CLM-415264	CLM	Richard V Kelley	1957-06-25	—	—	6004 Sunset Blvd, Orlando, FL, 32856	0.70	Name split from “Last, First”SSN last four extracted Placeholder values cleared
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-139334	ENR	Mary G Schultz	1988-03-20	UHC-69606-40	6665292296	2591 Spring St, Phoenix, AZ, 85020	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
CLM-430921	CLM	Betty X Perez	1997-03-07	—	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-420110	CLM	Randy Medina	1973-05-25	UHC-46897-05	—	2559 Washington St, San Antonio, TX, 78292	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-140950	ENR	Jon Austin	1939-07-15	UHC-44139-94	4877941078	6587 Bayshore Dr, Eden Prairie, MN, 55331	0.70	Name split from “Last, First”Phone reformatted SSN last four extracted
ENR-108225	ENR	Logan L Lucas	1985-09-26	UHC-61131-87	9295223998	3084 Desert Sky Blvd, Mesa, AZ, 85281	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
TPA-57842	TPA	Maria Wagner	1983-05-02	—	4059179634	9202 Camelback Rd, Seattle, WA, 98184	0.70	Name split from “Last, First”SSN last four extracted Placeholder values cleared
CLM-410452	CLM	Charlotte Warren	1953-12-28	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-106148	ENR	Pamela E Romero	—	UHC-33943-25	6897955953	647 Lincoln Way, Chandler, AZ, 85252	0.70	Name split from “Last, First”Date of birth unreadable Phone reformatted
ENR-102449	ENR	Brian Powell	1948-11-01	UHC-32771-56	7782595049	5748 Meadow Ln, Phoenix, AZ, 85080	0.70	Name split from “Last, First”Phone reformatted ZIP+4 trimmed
TPA-55983	TPA	Gregory Price	1944-02-04	UHC-92493-94	—	2317 Church St # 594, Houston, TX, 77050	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
TPA-52871	TPA	Yuki Santiago	1941-04-09	—	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-108844	ENR	Scott Perez	1948-05-10	UHC-63802-48	7589754154	7250 Hillcrest Rd, Fresno, CA, 93778	0.70	Name split from “Last, First”Phone reformatted ZIP+4 trimmed
CLM-403693	CLM	Gary Weber	1981-03-13	UHC-46874-68	—	7590 Forest Ave Apt 19, Seattle, WA, 98100	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
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-141150	ENR	Keyla H Brooks	1994-05-18	UHC-31508-89	2779818387	4646 Camelback Rd, Seattle, WA	0.70	Name split from “Last, First”ZIP missing Email lower-cased
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
TPA-52831	TPA	Joan Bryant	1976-01-01	—	3477781633	7618 Meadow Ln, Tucson, AZ, 85726	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
PRV-23071	PRV	Lucia S Mendoza	1978-09-11	—	7059742980	—	0.70	Name split from “Last, First”Middle initial moved out of first name Placeholder values cleared
TPA-53390	TPA	Jennifer Martinez	1975-04-05	—	—	3815 Highland Ave # 906, Nashville, TN, 37279	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
CLM-404515	CLM	Deborah Munoz	1989-05-06	—	—	5131 Apache Blvd, Gilbert, AZ, 85265	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-422953	CLM	Nancy Soto	1954-12-24	—	—	437 Maple Ave, Los Angeles, CA, 90039	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-115256	ENR	Brandon P Wheeler	1981-12-18	UHC-40767-81	—	3670 Sunset Blvd Apt 30, Los Angeles, CA, 90072	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
CLM-402833	CLM	Martha Chapman	1947-11-06	—	5645129782	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-116714	ENR	Christopher Graham	1964-03-28	UHC-32719-85	2677736389	3728 Valley View Dr, Tampa, FL, 33649	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
PRV-24693	PRV	Kayla E Simmns	1946-05-05	—	4779048063	5269 Ridge Rd # 318, Gilbert, AZ, 85223	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared

9,980 rows, page 150 of 200Previous Next