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
CLM-432698	CLM	Rachel Adams	1939-03-26	UHC-34375-78	—	5892 Oak St, Tucson, AZ, 85724	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432699	CLM	Rachel Adams	1939-03-26	UHC-34375-78	—	5892 Oak St, Tucson, AZ, 85724	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432691	CLM	Sue Hart	1938-10-02	UHC-24309-19	3556006318	2889 Maple Ave, Fresno, CA, 93796	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28470	PRV	Jonathan Ramirez	1962-03-14	UHC-25636-58	—	995 Spring St, Columbus, OH, 43276	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-107479	ENR	Eugene G Contreras	1987-08-05	UHC-38123-34	2326752176	1731 Oak St, Eden Prairie, MN, 55377	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53126	TPA	Hannah Rose	1969-11-16	—	2465355809	3727 Sunset Blvd, Denver, CO, 80280	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129540	ENR	Angela Elliott	1983-05-12	UHC-38998-38	6123315525	1490 Jefferson Ave, Phoenix, AZ, 85071	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-104897	ENR	Bryan A Guerrero	1988-06-06	UHC-91293-76	3005780486	7948 Ridge Rd, Sacramento, CA, 95888	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-431814	CLM	Diana Salazar	2001-02-17	UHC-69415-54	9375574820	9622 Desert Sky Blvd, Sacramento, CA, 95884	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128812	ENR	Gary V Hill	1955-03-23	UHC-08265-40	4896713363	1930 Apache Blvd, Seattle, WA, 98148	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-50200	TPA	Philip B Mendez	2005-08-23	—	—	7910 Willow Ct, Nashville, TN, 37219	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-122441	ENR	Thomas Foster	1999-05-26	UHC-99921-94	3877444007	369 Ocean Ave, Denver, CO, 80260	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-419913	CLM	Cynthia Jimenez	1989-07-14	—	—	7864 Market St, Columbus, OH, 43222	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-430448	CLM	Anna Rice	1944-03-24	UHC-25879-12	6525028438	8413 Mesa Dr, Atlanta, GA, 30321	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-61304	TPA	William Phillips	1952-12-19	—	—	1219 Desert Sky Blvd, Charlotte, NC, 28222	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404945	CLM	Joe Salazar	1995-08-18	UHC-98084-25	8494468440	8258 Hillcrest Rd, Seattle, WA, 98108	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401285	CLM	Austin Rice	1961-08-09	UHC-01782-05	6339088309	3657 Elm St, Tempe, AZ, 85217	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27074	PRV	Denise Z Jackson	1949-03-07	—	6568391082	3077 Valley View Dr, Tampa, FL, 33626	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-413796	CLM	Matthew Hall	1983-03-09	UHC-86977-16	—	6673 Harbor Blvd, Fresno, CA, 93779	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24532	PRV	Jason Nelson	1940-05-07	—	2235692840	563 Church St, Sacramento, CA, 95840	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-135323	ENR	Michael Olson	1938-05-19	UHC-99283-82	—	995 Camelback Rd, Tucson, AZ, 85794	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
CLM-412570	CLM	Noah Sims	2002-05-14	—	4558356842	7793 Harbor Blvd, Chandler, AZ, 85215	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406521	CLM	Bobby Matthews	1973-05-04	UHC-97499-90	8667454117	5402 Grand Ave, Tempe, AZ, 85253	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123903	ENR	Austin Ross	1995-01-02	UHC-53685-87	6033974657	2101 Valley View Dr, Tampa, FL, 33607	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-404157	CLM	Raymnd Castro	1997-10-20	UHC-84200-38	—	6647 Harbor Blvd, Eden Prairie, MN, 55386	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-432745	CLM	Rachel S Young	1961-08-26	UHC-25987-45	4184344851	8725 Cedar Ln, Phoenix, AZ, 85076	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22996	PRV	Walter S Moreno	1992-12-06	—	9563890151	7959 Canyon Rd, Sacramento, CA, 95880	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-59338	TPA	Nathan Nelson	1980-02-19	—	7148570254	2023 Park Pl, Tampa, FL, 33608	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-402159	CLM	Ana Fox	1954-09-13	UHC-70153-80	6986402423	9363 Lake View Rd, Minneapolis, MN, 55496	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402017	CLM	Raymond Hall	1978-08-11	—	8547646325	3690 Elm St, San Antonio, TX, 78298	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430634	CLM	Alexis Morrison	1949-03-08	—	—	4439 Apache Blvd, Tampa, FL, 33646	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-129645	ENR	Sean F Mendoza	1962-11-14	UHC-68785-32	9033023098	7046 Highland Ave, Atlanta, GA, 30380	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-117586	ENR	Lori P Singh	1973-06-04	UHC-68004-93	—	2288 Canyon Rd, Denver, CO, 80250	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400763	CLM	Billy Thomas	1961-12-16	—	—	394 Cedar Ln, Mesa, AZ, 85220	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-421343	CLM	Eugene Spencer	1980-09-06	—	7877832098	480 Bayshore Dr, San Antonio, TX, 78214	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-407890	CLM	Vincent Palmer	1969-09-01	UHC-31592-87	—	6694 Market St, Seattle, WA, 98173	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-131870	ENR	Nicholas Kelley	1975-12-01	UHC-74114-72	8367944475	6841 Main St, Atlanta, GA, 30341	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101927	ENR	Kayla Peters	1998-02-02	UHC-70168-10	4735053946	7236 Ocean Ave, Eden Prairie, MN, 55357	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128904	ENR	Larry Vazquez	1959-03-18	UHC-08267-68	8523381378	4752 Mountain View Dr, Miami, FL, 33143	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405398	CLM	Catherine B Baker	1961-01-05	UHC-89089-25	—	8109 Sunset Blvd, San Diego, CA, 92152	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100036	ENR	Alexander Dixon	1982-05-07	UHC-80497-62	2185770010	3121 Jefferson Ave, Austin, TX, 78777	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108457	ENR	Samantha Hicks	1955-07-24	UHC-27558-25	—	3610 Valley View Dr, Eden Prairie, MN, 55346	0.64	Name split from “Last, First”Member ID reformatted City re-cased ZIP+4 trimmed+2 more
ENR-116402	ENR	Samuel V Wong	1946-11-23	UHC-13804-81	5925918015	3726 Hillcrest Rd, Fresno, CA, 93740	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-54786	TPA	Doris Syms	1987-06-10	—	5789359821	9430 Grand Ave, Chandler, AZ, 85247	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21964	PRV	Douglas Q Schultz	1954-10-05	—	3506044122	3506 Baseline Rd, Miami, FL, 33103	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-431657	CLM	Billy Fisher	1980-06-20	—	6996269135	1611 Hillcrest Rd, Seattle, WA, 98155	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-107455	ENR	Barbara U Hanson	1969-12-18	UHC-36092-77	—	4769 Spring St, Austin, TX, 78752	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-108194	ENR	Isabella G Howard	1999-03-14	UHC-57509-85	7338988494	8125 Mesa Dr, Eden Prairie, MN, 55326	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63508	TPA	Holmes Brittany	1989-02-22	—	—	1374 Apache Blvd, Columbus, OH, 43266	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-25020	PRV	Diane G Rogers	2004-10-08	UHC-26032-76	9448180415	7771 Maple Ave, Gilbert, AZ, 85215	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

8,263 rows, page 98 of 166Previous Next