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 code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62093	TPA	Deborah Perry	1941-09-28	—	4816085049	1929 Oak St, Fresno, CA, 93777	0.78	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
PRV-24011	PRV	Evelyn Coleman	1996-03-11	—	6764871565	7025 Spring St # 995, Scottsdale, AZ, 85257	0.78	Name re-cased Phone reformatted Unit split from street State code upper-cased+1 more
ENR-121213	ENR	Sarah V Williams	1968-12-10	UHC-67864-43	2424525602	5049 Mountain View Dr, Denver, CO, 80224	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-429184	CLM	Luis Castro	1958-07-12	—	5072855742	4725 Cedar Ln, Scottsdale, AZ, 85240	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-22477	PRV	Evelyn Oliver	1968-04-04	—	5412722182	4670 Maple Ave, Chandler, AZ, 85289	0.78	Phone reformatted City re-cased State code upper-cased Gender normalised+1 more
ENR-102400	ENR	Madison T Greene	1958-03-25	UHC-55189-28	2765843345	6827 Ridge Rd, Jacksonville, FL, 32217	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
ENR-118404	ENR	Andrew Munoz	1978-02-12	UHC-15036-66	8285064570	9411 Lincoln Way, Glendale, AZ	0.78	Name re-cased Date of birth reformatted State code upper-cased ZIP missing+1 more
TPA-60261	TPA	Evelyn Palmer	1956-01-03	—	5335273349	2570 Lake View Rd, Fresno, CA, 93770	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
ENR-101493	ENR	Sofia Lewis	1968-03-02	UHC-63635-58	—	9224 Bayshore Dr, Mesa, AZ, 85214	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-103105	ENR	Zachary K Ryan	1986-02-13	UHC-70445-91	—	9018 Forest Ave, Sacramento, CA, 95803	0.78	Middle initial moved out of first name Name re-cased City re-cased State code upper-cased+1 more
CLM-400823	CLM	Charles C Nelson	1977-04-20	UHC-36461-88	4995412528	1217 Church St, Orlando, FL, 32845	0.78	Middle initial moved out of first name Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-403846	CLM	Fatyma Green	1971-01-19	UHC-56858-96	—	764 River Rd, Minneapolis, MN, 55442	0.78	Date of birth reformatted City re-cased State code upper-cased ZIP+4 trimmed+1 more
CLM-419768	CLM	Lauren McCy	1946-01-06	UHC-57720-33	—	692 Spring St, Charlotte, NC, 28248	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-124360	ENR	Charlotte Elliott	1996-01-01	UHC-59612-34	4745120707	7422 Market St, Glendale, AZ, 85322	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-124359	ENR	Charlotte Elliott	1996-01-01	UHC-59612-34	4745120707	7422 Market St, Glendale, AZ, 85322	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-122732	ENR	Martha Foster	1963-04-15	UHC-91764-99	2094991159	539 Church St, Nashville, TN, 37292	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-424849	CLM	Judith Martinez	1993-09-16	UHC-48517-88	—	9374 Hillcrest Rd, Phoenix, AZ, 85043	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
PRV-21284	PRV	Cynthia Rojas	1979-06-02	—	9749992783	5677 Mesa Dr, Charlotte, NC, 28264	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-123778	ENR	Judith Rojas	1949-12-17	UHC-70503-76	3597804297	2156 Ridge Rd, Orlando, FL, 32898	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-59189	TPA	Michelle Carpenter	1960-07-18	—	—	8637 Ocean Ave, Chandler, AZ, 85278	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-133519	ENR	Cheryl X Sanchez	1989-06-18	UHC-32116-40	8352343837	5280 Desert Sky Blvd, San Diego, CA, 92179	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141691	ENR	Isabella Z Hawkins	1969-11-16	UHC-98022-72	2434133200	2708 Union St, Mesa, AZ, 85276	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-110088	ENR	Valentina O Ros	1972-02-25	UHC-56720-56	6219921124	3006 Cedar Ln, Orlando, FL, 32807	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432264	CLM	Bryan Vargas	1991-01-19	—	—	6311 Sunset Blvd, Las Vegas, NV, 89101	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
PRV-27627	PRV	Samantha Murphy	1977-09-03	UHC-20022-73	7003472354	2756 Hillcrest Rd, Las Vegas, NV, 89195	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-138877	ENR	Helen Rios	1978-07-12	UHC-50612-80	7883054742	3643 Jefferson Ave, Denver, CO, 80225	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-130569	ENR	Alexander Gardner	2008-02-04	UHC-74846-25	7267710646	8565 Indian School Rd, Dallas, TX, 75234	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-61422	TPA	Matthew Bowman	1992-11-25	—	3075231472	4383 Palm Dr, Miami, FL, 33143	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-105364	ENR	Hannah Weber	1985-06-16	UHC-28367-65	7692572297	1040 Ocean Ave, Charlotte, NC, 28222	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-104843	ENR	Karen Y Williamson	1989-01-28	UHC-19624-91	6128106648	6240 Elm St, Columbus, OH, 43239	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-57165	TPA	Hiroshi Sanchez	1999-06-15	—	—	5705 Union St, Sacramento, CA, 95809	0.78	Date of birth reformatted City re-cased State code upper-cased Gender normalised+1 more
ENR-110345	ENR	Larry Walker	1993-05-24	UHC-68003-04	—	7933 Indian School Rd, Scottsdale, AZ, 85201	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-52841	TPA	Brian Guerrero	2003-07-22	UHC-77891-89	7768248278	1517 Apache Blvd, Houston, TX, 77038	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-418480	CLM	Theresa Gray	1968-05-05	UHC-34684-20	—	1814 Sage Ct, Houston, TX, 77018	0.78	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-120115	ENR	Cynthia S Chavez	1957-05-17	UHC-34928-29	9865221446	2401 Palm Dr, Columbus, OH, 43228	0.78	Phone reformatted State code upper-cased Email lower-cased Gender normalised+1 more
ENR-120116	ENR	Cynthia S Chavez	1957-05-17	UHC-34928-29	9865221446	2401 Palm Dr, Columbus, OH, 43228	0.78	Phone reformatted State code upper-cased Email lower-cased Gender normalised+1 more
ENR-118373	ENR	Alexander D Guzman	1954-02-08	UHC-51864-50	8114401953	6252 Pine Dr, Dallas, TX, 75250	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-139561	ENR	Isabella Crawford	1949-05-23	UHC-64929-99	4734618525	4169 Willow Ct, San Diego, CA, 92146	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-51921	TPA	Jensen Gregory	2005-08-16	—	—	3096 Pine Dr, Scottsdale, AZ	0.78	Name re-cased State code upper-cased ZIP missing Whitespace trimmed+1 more
CLM-431557	CLM	Yuki Simpson	1964-09-27	—	—	9716 Canyon Rd, Tucson, AZ, 85779	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-62216	TPA	Roy Bunrs	1996-01-06	—	—	1170 Church St, Denver, CO, 80296	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-57151	TPA	Dylan Rogers	1953-07-20	—	8109434477	9893 Sunset Blvd, Denver, CO	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP missing+1 more
ENR-126031	ENR	Chris Palmer	1944-11-16	UHC-03068-81	2858744553	3457 Lincoln Way, Atlanta, GA, 30308	0.78	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-405441	CLM	Diana Washington	1986-09-08	—	4842114851	6512 Ocean Ave, Gilbert, AZ, 85210	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-407172	CLM	Beverly Bennett	1977-03-21	UHC-04971-47	5639347126	8135 Mountain View Dr, Nashville, TN, 37243	0.78	Name re-cased Phone reformatted SSN last four extracted State code upper-cased+1 more
PRV-29072	PRV	Lauren Snyder	1956-08-01	—	6469188966	4984 Lincoln Way, Chandler, AZ, 85266	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-110631	ENR	Christopher Henderson	1952-06-11	UHC-24246-34	2334616139	3883 Harbor Blvd, Nashville, TN, 37228	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-112859	ENR	Paul B Walker	1959-08-20	UHC-44152-41	3093991169	6157 Meadow Ln, Nashville, TN, 37216	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-63713	TPA	Jeremy Dominguez	1972-02-12	—	9689135832	8548 Hillcrest Rd, Mesa, AZ, 85287	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-429680	CLM	Barbara Owens	2002-06-24	—	5953490383	4882 Church St, Chandler, AZ, 85256	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more

4,010 rows, page 55 of 81Previous Next