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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25559	PRV	Julie Jenkins	1941-06-04	UHC-74393-86	4509498674	6858 Camelback Rd Apt 23, San Antonio, TX, 78208	0.66	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+1 more
CLM-416428	CLM	Ralph Dunn	2001-10-20	—	—	8136 Union St # 920, Eden Prairie, MN, 55308	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-426708	CLM	Sophia Mills	1991-10-20	UHC-74721-57	2272122450	1708 Union St Apt 13, Los Angeles, CA, 90085	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
ENR-141011	ENR	James Ford	1994-03-01	UHC-07741-13	—	7749 Church St # 435, Fresno, CA, 93724	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-420793	CLM	Diane Lewis	2003-08-05	UHC-27291-77	7765354065	566 Baseline Rd # 329, Atlanta, GA, 30328	0.66	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+1 more
CLM-424398	CLM	Heather Lane	1983-07-19	UHC-33557-34	—	7827 Valley View Dr # 196, Scottsdale, AZ, 85213	0.66	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+1 more
CLM-417135	CLM	Lisa Hernandez	1992-11-25	UHC-98334-19	9855547360	4517 Grand Ave # 310, San Antonio, TX, 78207	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-405502	CLM	Melissa Ruiz	1940-12-02	UHC-05094-92	—	6270 Union St # 710, Seattle, WA, 98181	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-106306	ENR	Justin D Evans	1968-06-01	UHC-25755-07	7016554161	4255 Apache Blvd # 504, Denver, CO, 80200	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-431471	CLM	Rebecca Jones	1967-05-27	UHC-46908-53	7535833803	7642 Lincoln Way Apt 8, Seattle, WA	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-410213	CLM	Frances Diaz	1978-07-05	—	—	8921 River Rd # 970, Eden Prairie, MN, 55375	0.66	Unit split from street City re-cased Gender normalised Whitespace trimmed+1 more
TPA-56543	TPA	Debbie Gonzalez	1945-11-14	—	—	3485 Desert Sky Blvd Apt 21, Seattle, WA, 98153	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+1 more
CLM-406199	CLM	Christine Murray	2002-03-11	UHC-13605-88	4796531114	3663 Oak St # 573, Tempe, AZ, 85202	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-106459	ENR	Jaccqueline R Simmons	2004-06-06	UHC-43996-60	3557718495	50 Indian School Rd Apt 39, Houston, TX, 77019	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Email lower-cased+1 more
CLM-402923	CLM	Benjamin Evans	1975-07-16	UHC-28667-26	—	2265 Cedar Ln Apt 12, San Diego, CA, 92180	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431863	CLM	James Holmes	1983-12-16	—	—	4498 Bayshore Dr # 571, Gilbert, AZ, 85282	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20842	PRV	Maria Snyder	1940-07-24	—	—	6204 Ocean Ave Apt 13, Plano, TX, 75030	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-137863	ENR	Carolyn E Richards	1968-03-22	UHC-56196-28	2452824051	2372 Lincoln Way # 975, Columbus, OH, 43261	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-143032	ENR	Fatima Vargas	2002-01-11	UHC-02626-87	3893628436	1022 Meadow Ln Apt 36, Los Angeles, CA, 90093	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-430425	CLM	JacquelineJunk	1990-02-14	UHC-51173-49	—	6121 Cedar Ln # 799, Las Vegas, NV, 89110	0.66	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared+1 more
ENR-107664	ENR	Hiroshi Y Price	1975-01-23	UHC-21169-37	4393906066	702 Main St Apt 31, San Diego, CA, 92166	0.66	Name re-cased Unit split from street State name converted to code Email lower-cased+1 more
ENR-100528	ENR	Carolyn A Jordan	1954-01-14	UHC-55355-54	6687154719	2491 Harbor Blvd Apt 11, Columbus, OH, 43231	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-114473	ENR	Zachary V Gray	1950-11-27	UHC-20003-11	8546193731	3317 Grand Ave Apt 9, Austin, TX, 78716	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-57153	TPA	Jerry Watkins	1957-07-07	—	—	2207 Washington St Apt 39, Los Angeles, CA, 90098	0.66	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+1 more
CLM-400422	CLM	Denny Warren	2007-05-11	UHC-29646-24	7352396322	4604 Washington St Apt 15, Eden Prairie, MN, 55305	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416680	CLM	Dorothy Wagner	1999-11-07	—	—	1607 Forest Ave # 398, Tucson, AZ, 85733	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-408195	CLM	Kelly Harris	1979-09-09	UHC-56453-10	—	1366 Highland Ave # 915, Tempe, AZ, 85209	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-100505	ENR	Amanda I Burke	2002-06-26	UHC-78249-63	7262857235	1132 Forest Ave Apt 10, Charlotte, NC, 28298	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-101868	ENR	Andrea Soto	2004-11-26	UHC-05668-40	—	7076 Mesa Dr # 787, Scottsdale, AZ, 85273	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-412391	CLM	Omar Reyes	1965-10-23	UHC-05993-47	—	4469 Harbor Blvd Apt 33, Charlotte, NC, 28275	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419616	CLM	Eugene R Warren	1965-03-23	UHC-16651-20	5739904544	4103 Bayshore Dr Apt 10, Gilbert, AZ	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
TPA-52933	TPA	William Vasquez	1939-01-24	—	4555269205	3942 Union St # 112, Minneapolis, MN, 55411	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-424022	CLM	Mike J Contreras	1958-01-23	—	—	4013 Pine Dr Apt 39, Seattle, WA, 98156	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424021	CLM	Mike J Contreras	1958-01-23	—	—	4013 Pine Dr Apt 39, Seattle, WA, 98156	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-139153	ENR	Kyle L Austin	1987-03-04	UHC-55692-22	6394034450	8976 Spring St # 128, Atlanta, GA, 30387	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
TPA-53518	TPA	Ryan Howell	1982-04-25	—	6725480855	4377 Forest Ave # 571, Miami, FL, 33176	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+1 more
CLM-424982	CLM	Olivia King	1954-02-21	UHC-33741-51	—	6000 Cedar Ln # 653, Scottsdale, AZ, 85281	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-430042	CLM	Blly Medina	1980-05-23	UHC-03106-77	—	2742 Church St # 462, Jacksonville, FL, 32293	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-141629	ENR	Christine C Gonzales	1945-01-08	UHC-70098-42	2207202127	5103 Mountain View Dr # 194, Atlanta, GA, 30303	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-426908	CLM	Frakn Garcia	1940-07-01	UHC-99822-51	7367514389	9059 Market St # 371, Denver, CO	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
TPA-64054	TPA	Donna Mason	2002-04-14	—	—	1781 Forest Ave Apt 23, San Antonio, TX, 78245	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-106983	ENR	Olivia P Cox	1958-07-16	UHC-53008-24	9579960055	8025 Maple Ave # 317, Fresno, CA	0.66	Name re-cased Unit split from street ZIP missing Email lower-cased+1 more
CLM-430637	CLM	Diego Fernandez	1977-01-18	UHC-16388-50	—	3175 Sunset Blvd Apt 9, Eden Prairie, MN, 55355	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-415114	CLM	Charles Hill	1994-12-10	UHC-05062-59	—	7232 Grand Ave Apt 22, Denver, CO, 80239	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51608	TPA	Samantha Guzman	1969-12-26	—	—	5202 Market St Apt 14, Los Angeles, CA, 90040	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-416185	CLM	Laura F Little	1991-07-09	UHC-22772-24	—	5722 Grand Ave # 516, Las Vegas, NV, 89146	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-416143	CLM	Evelyn Elliott	1949-01-12	—	—	5279 Pine Dr # 498, Houston, TX, 77046	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-405484	CLM	Linda Stevens	1949-05-21	UHC-29670-57	6933022129	5554 Forest Ave # 815, Dallas, TX, 75220	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-106078	ENR	Susan Z Kennedy	1955-06-28	UHC-76091-41	9065409347	9397 Canyon Rd # 224, Atlanta, GA, 30329	0.66	Phone reformatted Unit split from street City re-cased Email lower-cased+1 more
CLM-403469	CLM	Anthony Bryant	1952-09-21	—	—	5921 Valley View Dr # 783, Charlotte, NC, 28286	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more

6,994 rows, page 98 of 140Previous Next