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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128347	ENR	Aaron Johnston	1990-12-22	UHC-54160-30	8618678536	721 Canyon Rd, Scottsdale, AZ, 85207	0.68	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased
CLM-408986	CLM	Betty Walalce	1938-07-14	UHC-94593-87	—	4159 Harbor Blvd, Houston, TX, 77041	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-413564	CLM	Sophia V Roberts	1977-02-18	—	6162537893	—	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Placeholder values cleared
CLM-414580	CLM	Kayla Thompson	1966-10-13	—	—	—	0.70	SSN last four extracted Gender normalised Placeholder values cleared
ENR-122303	ENR	Mei Morrison	1979-11-04	UHC-89772-23	7117733046	9548 Elm St, Orlando, FL, 32826	0.70	Name split from “Last, First”SSN last four extracted Whitespace trimmed
ENR-122304	ENR	Mei Morrison	1979-11-04	UHC-89772-23	7117733046	9548 Elm St, Orlando, FL, 32826	0.70	Name split from “Last, First”SSN last four extracted Whitespace trimmed
CLM-421856	CLM	Natalie Taylor	1990-05-01	—	—	3265 Main St, Atlanta, GA, 30372	0.70	SSN last four extracted State name converted to code Placeholder values cleared
CLM-412177	CLM	Albert J Smith	1976-12-05	UHC-58594-50	—	2107 Harbor Blvd, Mesa, AZ, 85213	0.70	Name split from “Last, First”SSN last four extracted Placeholder values cleared
ENR-128849	ENR	Mary R Wagner	1950-04-04	UHC-20608-83	6636042454	—	0.70	Name re-cased SSN last four extracted Gender normalised
CLM-409676	CLM	Margaret Hernandez	2008-07-14	—	—	7702 Main St, Miami, FL, 33128	0.70	SSN last four extracted Gender normalised Placeholder values cleared
ENR-111505	ENR	Catherine Marquez	2000-01-20	UHC-51377-30	3005268145	5431 Church St, Austin, TX, 78725	0.70	Name split from “Last, First”Phone reformatted SSN last four extracted
CLM-403780	CLM	Dylan D Arnold	1964-03-17	UHC-34868-16	—	7544 Pine Dr, Jacksonville, FL, 32225	0.70	Date of birth reformatted SSN last four extracted Gender normalised
ENR-133339	ENR	Kelly A Stephens	1994-10-12	UHC-33651-42	7027217283	5799 Main St, Fresno, CA, 93733	0.70	SSN last four extracted Street suffix standardised Address re-cased
ENR-134238	ENR	Hiroshi Garza	2005-11-05	UHC-77416-36	8065786361	3626 Indian School Rd, Plano, TX, 75018	0.70	SSN last four extracted Street suffix standardised Address re-cased
ENR-101117	ENR	Hannah E Turner	1980-03-23	UHC-63436-25	9847605855	1903 Valley View Dr, Atlanta, GA, 30306	0.70	SSN last four extracted Street suffix standardised Address re-cased
ENR-134950	ENR	Albert G Lawrence	1999-03-09	UHC-13213-80	9123001840	2348 Union St, Chandler, AZ, 85256	0.70	SSN last four extracted Gender normalised Whitespace trimmed
ENR-109575	ENR	Amanda Ferguson	1956-01-16	UHC-22672-58	4634743993	1781 Mesa Dr, Fresno, CA, 93765	0.70	SSN last four extracted Email lower-cased Gender normalised
ENR-114187	ENR	Donald Harper	1986-05-26	UHC-09895-90	—	2871 Market St, Dallas, TX, 75290	0.70	SSN last four extracted ZIP+4 trimmed Placeholder values cleared
CLM-407610	CLM	Christina Perez	1944-11-01	UHC-42737-44	9453053626	—	0.70	Name split from “Last, First”SSN last four extracted Placeholder values cleared
ENR-109014	ENR	Julie L Piercce	1961-08-02	UHC-33254-33	—	3728 Mesa Dr, Jacksonville, FL, 32246	0.70	SSN last four extracted Street suffix standardised Address re-cased
CLM-416859	CLM	Amber Jackson	1940-04-15	UHC-61032-14	—	5632 Pine Dr, Columbus, OH, 43216	0.70	Name split from “Last, First”Date of birth reformatted SSN last four extracted
ENR-110900	ENR	Jerry Kelley	1989-02-21	UHC-46355-36	—	5316 Washington St, Tempe, AZ, 85203	0.70	Date of birth reformatted SSN last four extracted Gender normalised
ENR-125618	ENR	Willie Garcia	1939-05-09	UHC-41138-39	5952969080	2073 Church St, Sacramento, CA, 95855	0.70	SSN last four extracted Gender normalised 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-133612	ENR	Cynthia Porter	1983-10-11	UHC-55361-65	—	—	0.70	Name re-cased Phone missing area code SSN last four extracted
CLM-431446	CLM	Benjamin Parker	1988-03-13	—	—	1109 Grand Ave, Chandler, AZ, 85226	0.70	Two-digit birth year SSN last four extracted Placeholder values cleared
ENR-130603	ENR	Michelle Cook	1991-03-23	UHC-71012-93	—	7428 Church St, Mesa, AZ	0.70	SSN last four extracted ZIP missing Email lower-cased
PRV-28112	PRV	Grace Wong	1999-12-03	UHC-13056-47	—	—	0.70	SSN last four extracted Gender normalised Placeholder values cleared
ENR-124832	ENR	Arthr W Greene	1988-06-27	UHC-95001-21	9006830550	5078 Indian School Rd, Miami, FL, 33106	0.70	Date of birth reformatted SSN last four extracted Gender normalised
ENR-130217	ENR	Gabriel Park	1948-03-19	UHC-80454-21	7835290079	1820 Broadway, Houston, TX, 77060	0.70	Two-digit birth year SSN last four extracted Address re-cased
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-100880	ENR	Gabriel Rose	1969-05-26	UHC-79218-68	5062196266	1777 Indian School Rd, Plano, TX, 75072	0.70	Member ID reformatted SSN last four extracted ZIP+4 trimmed
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
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
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-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
CLM-401353	CLM	Julia Ortega	1975-07-12	UHC-75167-48	—	—	0.70	Two-digit birth year SSN last four extracted Placeholder values cleared
ENR-107568	ENR	Margaret V Haimlton	2002-08-06	UHC-68306-30	7676732507	3520 River Rd, Mesa, AZ, 85252	0.70	SSN last four extracted Street suffix standardised Address re-cased
ENR-121160	ENR	Arjun Harris	1953-10-27	UHC-71965-17	5147573995	777 Lake View Rd, Eden Prairie, MN	0.70	SSN last four extracted ZIP missing 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-143055	ENR	Tyler Ramirez	1985-08-04	UHC-12321-25	8174637516	970 Main St, Scottsdale, AZ	0.70	Date of birth reformatted SSN last four extracted ZIP missing
ENR-131754	ENR	Daniel G Coleman	—	UHC-12741-89	—	2517 Bayshore Dr, Eden Prairie, MN, 55320	0.70	Date of birth unreadable SSN last four extracted Placeholder values cleared
CLM-427030	CLM	Christopher Perkins	1990-02-26	—	5963222763	1551 Sage Ct, Austin, TX, 78752	0.70	SSN last four extracted Street suffix standardised Address re-cased
CLM-418653	CLM	Ronald Schultz	1972-12-11	UHC-86558-91	—	8492 Forest Ave, Los Angeles, CA, 90046	0.70	Name split from “Last, First”SSN last four extracted Placeholder values cleared
ENR-123101	ENR	Diana Ortega	1940-12-05	UHC-23434-48	9779867067	5111 Forest Ave, Tucson, AZ, 85789	0.70	SSN last four extracted Street suffix standardised Address re-cased
CLM-417421	CLM	Juan Chen	1982-01-27	—	—	9807 Church St # 941, Nashville, TN, 37266	0.70	SSN last four extracted Unit split from street Placeholder values cleared
ENR-137713	ENR	Diego Hart	1945-05-14	UHC-89165-05	3394544114	6882 Indian School Rd, Denver, CO, 80225	0.70	Name split from “Last, First”Phone reformatted SSN last four extracted
CLM-405537	CLM	Wayne Gutierrez	1982-11-31	UHC-35850-27	4287131616	7979 Park Pl, Miami, FL, 33196	0.70	Name split from “Last, First”SSN last four extracted Placeholder values cleared
ENR-133448	ENR	Denise E Adams	—	UHC-63179-56	8638571973	3624 Harbor Blvd, Gilbert, AZ, 85288	0.70	Date of birth missing SSN last four extracted Whitespace trimmed
ENR-138300	ENR	Rachel B Morrison	—	UHC-19461-26	7465932620	9587 Elm St, Columbus, OH, 43284	0.70	Date of birth unreadable Phone reformatted SSN last four extracted

2,817 rows, page 44 of 57Previous Next