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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418659	CLM	Sam Grhaam	1999-05-06	UHC-97254-51	—	2511 Valley View Dr, Phoenix, AZ, 85045	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-115651	ENR	Maria S Dominguez	1985-05-22	UHC-32345-88	8708945614	6206 Lincoln Way, Dallas, TX, 75254	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-120422	ENR	Hannah G Arnold	1963-06-17	UHC-27042-68	8885294994	9533 Indian School Rd, Chandler, AZ, 85278	0.80	Name re-cased Date of birth reformatted Phone reformatted State name converted to code
ENR-120423	ENR	Hannah G Arnold	1963-06-17	UHC-27042-68	8885294994	9533 Indian School Rd, Chandler, AZ, 85278	0.80	Name re-cased Date of birth reformatted Phone reformatted State name converted to code
CLM-428560	CLM	Samuel Medina	1943-08-15	—	—	1746 Grand Ave, Sacramento, CA, 95807	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-58185	TPA	Russell Powell	1939-10-22	—	6546722457	8283 Willow Ct, Fresno, CA, 93760	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-421871	CLM	Maria Mejia	1995-03-27	—	5916611923	5526 Spring St, Mesa, AZ, 85227	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
CLM-417433	CLM	Vitoria Hamilton	1974-09-06	—	—	1611 Spring St, Las Vegas, NV, 89162	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-112083	ENR	Brandon B Wilis	1940-01-13	UHC-61350-54	4892003616	2194 Spring St, Austin, TX, 78794	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
TPA-52385	TPA	Maria Ramirez	1999-04-23	—	4519246038	1102 Market St, Los Angeles, CA, 90037	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
CLM-409170	CLM	Sophia Patterson	1968-12-23	—	2327194960	6635 Church St, Jacksonville, FL, 32284	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
TPA-61966	TPA	Joshua Herrera	1954-10-01	—	7236077992	8343 Washington St, Columbus, OH, 43249	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-20360	PRV	Santiago P Anderson	1990-09-27	UHC-31051-13	3016255019	21 Main St, Glendale, AZ, 85366	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
CLM-411358	CLM	Rebecca J Armstrong	1938-03-22	UHC-19886-09	3043019958	5018 River Rd, Jacksonville, FL, 32262	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-23707	PRV	Charlotte Washington	2007-01-27	UHC-47321-13	—	7562 Union St, Seattle, WA, 98172	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-418391	CLM	Mary Fuller	1963-10-05	UHC-43878-46	—	6246 Church St, Sacramento, CA, 95834	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-107497	ENR	Amanda F Washington	1998-05-28	UHC-52121-96	9792342657	8825 Elm St, Gilbert, AZ, 85274	0.80	Phone reformatted State name converted to code Email lower-cased Placeholder values cleared
CLM-424619	CLM	Theresa Wagner	1949-12-07	UHC-14843-25	—	3153 Lake View Rd, Tucson, AZ, 85785	0.80	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed
TPA-58468	TPA	Nathan Harrison	1967-09-23	—	5368123885	452 Highland Ave, Chandler, AZ, 85231	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-55973	TPA	Steve Hansen	1985-08-18	—	5194457155	3118 Sunset Blvd, Nashville, TN, 37256	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-410368	CLM	Aaron M Larson	1995-06-15	UHC-25525-72	4393493046	7090 Union St, Minneapolis, MN, 55418	0.80	Member ID reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-414744	CLM	Dennis I Ruiz	1997-01-21	UHC-60808-71	—	6950 Palm Dr, Las Vegas, NV, 89199	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-25577	PRV	Helen Green	1982-02-24	UHC-73031-46	4025457613	3097 Maple Ave, Seattle, WA, 98186	0.80	Name re-cased Member ID reformatted State name converted to code Placeholder values cleared
ENR-106627	ENR	Eugene Sanchez	1966-10-25	UHC-25758-11	3862506988	8157 Forest Ave, Minneapolis, MN, 55435	0.80	Name re-cased Phone reformatted State name converted to code Email lower-cased
CLM-412577	CLM	Joe Ford	1978-09-19	—	—	1902 Highland Ave, Chandler, AZ, 85201	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-421554	CLM	Virginia N Schmidt	1967-09-09	UHC-83823-87	—	9250 Forest Ave, Seattle, WA, 98146	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
ENR-121340	ENR	Lauren Carlson	1945-02-19	UHC-15719-77	4568936373	5522 Grand Ave, Fresno, CA, 93704	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-141610	ENR	Gabriel Gilbert	1987-01-10	UHC-11108-81	6913199613	9797 River Rd, Tucson, AZ, 85723	0.80	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code
ENR-122471	ENR	Charlotte Reid	1997-11-10	UHC-89212-78	2822351642	8889 Main St, Mesa, AZ, 85273	0.80	Phone reformatted City re-cased State name converted to code Whitespace trimmed
TPA-62795	TPA	Lori Miller	1942-02-11	—	—	138 Harbor Blvd, Nashville, TN, 37242	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
ENR-121412	ENR	Carol H Waton	1977-08-21	UHC-45598-14	9294422414	1921 Bayshore Dr, Charlotte, NC, 28256	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-141119	ENR	Bradley L Silva	2006-03-08	UHC-52424-70	8055883195	7257 Broadway, Mesa, AZ, 85235	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-412162	CLM	Deborah Harper	1973-09-28	—	—	4799 River Rd, Charlotte, NC, 28291	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-429377	CLM	Beverly R Howell	1988-10-22	UHC-53616-93	—	5331 Mesa Dr, Tampa, FL, 33624	0.80	Name re-cased State name converted to code Email lower-cased Whitespace trimmed
ENR-142806	ENR	Peter Wagner	1939-02-15	UHC-81419-27	2472555856	2672 Lincoln Way, Charlotte, NC, 28242	0.80	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed
CLM-430539	CLM	Judy Knight	1974-06-02	UHC-96312-92	—	277 Spring St, Austin, TX, 78718	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-421569	CLM	Valentina Pattel	1943-04-05	UHC-58567-46	5195039657	9493 Canyon Rd, Seattle, WA, 98115	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
ENR-118144	ENR	Nicholas Bowman	1965-06-26	UHC-26614-77	9727230482	8128 Harbor Blvd, Nashville, TN, 37251	0.80	Phone reformatted City re-cased State name converted to code Whitespace trimmed
TPA-62271	TPA	Joan Clark	1944-05-16	—	4055337590	1521 Lake View Rd, Columbus, OH, 43206	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-55822	TPA	Janice E Weber	1972-01-16	—	2904625917	4750 Grand Ave, Tucson, AZ, 85715	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
ENR-101947	ENR	Joyce B King	1963-04-17	UHC-26582-63	8253338009	4978 Hillcrest Rd, Mesa, AZ, 85290	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-423549	CLM	Paul Gilbert	1976-03-18	UHC-92318-12	—	3615 Apache Blvd, Orlando, FL, 32890	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-135630	ENR	Cynthia W Alvarez	1974-04-15	UHC-39937-74	5878402408	2003 Apache Blvd, Minneapolis, MN, 55489	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-104080	ENR	Fatima A Jones	1965-05-13	UHC-49631-46	9498251916	8055 Harbor Blvd, Seattle, WA, 98167	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-410599	CLM	Paul Bailey	1947-01-06	—	—	2994 Pine Dr, Las Vegas, NV, 89146	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-421387	CLM	Katherine Griffin	1992-02-17	—	—	8963 Lincoln Way, Chandler, AZ, 85224	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-136290	ENR	Charlotte Z Silva	2007-01-27	UHC-82786-43	2937090294	822 Lake View Rd, Fresno, CA, 93739	0.80	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code
CLM-422388	CLM	Angela Burton	1988-07-08	UHC-28844-31	6036119592	6571 River Rd, Orlando, FL, 32886	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
ENR-108432	ENR	Stephanie Burns	1963-07-07	UHC-16872-58	5295353964	2406 Indian School Rd, Charlotte, NC, 28231	0.80	Name re-cased Phone reformatted City re-cased State name converted to code
ENR-109646	ENR	Lucia Payne	1989-01-05	UHC-72531-91	9403610554	2663 Broadway, Plano, TX, 75075	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed

9,084 rows, page 162 of 182Previous Next