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
ENR-120541	ENR	Ralph Knight	1949-10-18	UHC-81725-26	5938532084	9517 Maple Ave # 957, Denver, CO, 80230	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-103060	ENR	Linda D Ryan	1952-06-11	UHC-16663-51	6655572730	3595 Elm St # 424, Scottsdale, AZ, 85297	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-51207	TPA	Lawrence Nichols	1994-01-19	—	—	1338 Union St Apt 37, Orlando, FL, 32862	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-51206	TPA	Lawrence Nichols	1994-01-19	—	—	1338 Union St Apt 37, Orlando, FL, 32862	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-137700	ENR	Donald Tran	1952-02-13	UHC-50361-26	4425497002	3981 Maple Ave Apt 14, Tampa, FL, 33651	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20628	PRV	Mary Hansen	1961-11-20	—	9885051853	263 Lincoln Way # 695, Orlando, FL, 32884	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
PRV-24725	PRV	Chuck Brooks	—	UHC-36973-25	7382606017	4048 River Rd # 874, Orlando, FL, 32874	0.66	Date of birth unreadable Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-412617	CLM	Diego Marquez	1993-02-10	—	—	8702 Valley View Dr Apt 34, Columbus, OH, 43264	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53735	TPA	Judy Wells	2007-04-08	UHC-19437-72	4138302099	7975 Elm St # 313, Eden Prairie, MN, 55372	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-103149	ENR	Shirley D Stone	1987-01-18	UHC-05736-61	2415666326	2217 Meadow Ln Apt 4, Gilbert, AZ, 85231	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-138414	ENR	Joyce I Howard	1969-01-06	UHC-64162-90	7123839741	9252 Lake View Rd # 798, Houston, TX, 77044	0.66	Name re-cased Phone reformatted Member ID reformatted Unit split from street+1 more
ENR-128206	ENR	Frances L Ruiz	1994-03-16	UHC-53327-52	3817942729	9212 Main St Apt 2, Atlanta, GA, 30353	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-411194	CLM	Madison Bowman	1951-08-24	UHC-02625-97	8338591309	6821 Camelback Rd # 861, Scottsdale, AZ, 85251	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
PRV-24098	PRV	Jason Cooper	1955-08-08	UHC-89789-03	4467080607	7903 Main St # 205, Phoenix, AZ, 85027	0.66	Unit split from street City re-cased Gender normalised Whitespace trimmed+1 more
CLM-406946	CLM	Emma I Santiago	1995-03-17	—	—	5006 Spring St # 378, Denver, CO, 80228	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-111953	ENR	Allbert S Hicks	2008-09-12	UHC-44473-39	8072677151	6396 Sage Ct # 768, Sacramento, CA, 95898	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
TPA-55645	TPA	William Black	1967-03-21	—	—	5405 Sunset Blvd Apt 12, Jacksonville, FL, 32243	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-109797	ENR	Cheryl Y Murphy	1980-10-27	UHC-27069-71	—	3441 Oak St Apt 11, Nashville, TN, 37202	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-423009	CLM	Carolyn Long	1977-07-03	UHC-14882-88	—	9864 Desert Sky Blvd Apt 8, San Diego, CA, 92188	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-116877	ENR	Ethan H Johnson	2007-03-24	UHC-83697-77	7905475265	306 Maple Ave Apt 20, Los Angeles, CA, 90036	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-137018	ENR	Austin N Welch	1963-04-23	UHC-09700-72	7728276325	278 Palm Dr Apt 13, Gilbert, AZ, 85277	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
CLM-419885	CLM	Sara Schultz	1949-10-05	UHC-16036-07	—	7856 Union St # 583, Atlanta, GA, 30347	0.66	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-53131	TPA	Henry Jackson	1975-09-28	—	—	6258 Forest Ave # 512, Columbus, OH, 43254	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-141213	ENR	Jerry Roberts	2005-11-21	UHC-19892-59	—	8059 Valley View Dr Apt 13, Scottsdale, AZ, 85272	0.66	Two-digit birth year Unit split from street Email lower-cased Whitespace trimmed+1 more
ENR-122181	ENR	Danielle G Gaarza	1996-10-19	UHC-85381-16	6062864936	4408 Bayshore Dr # 768, Denver, CO, 80265	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
PRV-25466	PRV	Megan Ford	2008-05-18	UHC-44478-63	—	1688 Bayshore Dr # 942, Columbus, OH, 43231	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27668	PRV	Jason Ross	1952-10-22	—	7594240525	1716 Maple Ave # 669, Gilbert, AZ, 85278	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-114584	ENR	Catherine X Cunningham	1972-06-16	UHC-75178-49	—	615 River Rd # 272, Sacramento, CA, 95837	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-122331	ENR	Adam K Weber	1986-03-18	UHC-86428-61	2902362492	7614 Valley View Dr Apt 1, Plano, TX, 75093	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-50057	TPA	Doris Mendoza	1986-11-26	—	—	5532 Main St Apt 30, Tempe, AZ, 85298	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61167	TPA	Keith Collins	1980-12-13	—	8028729234	7882 Lincoln Way Apt 14, Plano, TX	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+1 more
PRV-29570	PRV	Linda Bishop	1942-05-16	UHC-76949-11	4547007895	1478 Maple Ave # 884, Jacksonville, FL	0.66	Name re-cased Date of birth reformatted Unit split from street ZIP missing+1 more
ENR-123768	ENR	Kimberly Vargas	1986-06-22	UHC-30183-37	—	5236 Cedar Ln Apt 20, Los Angeles, CA, 90023	0.66	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+1 more
CLM-410794	CLM	Terry F Gardner	1984-03-27	—	—	1972 Pine Dr Apt 22, Tempe, AZ, 85214	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-142659	ENR	Pamela Alvarado	2003-01-04	UHC-72222-89	6928930604	144 Mountain View Dr Apt 2, Eden Prairie, MN, 55355	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-143018	ENR	Julie R Ross	1939-11-28	UHC-35911-86	3829562824	7517 Meadow Ln # 182, Chandler, AZ, 85280	0.66	Phone reformatted Unit split from street State name converted to code Email lower-cased+1 more
TPA-59275	TPA	Arthur Gray	1996-05-02	—	—	4343 Spring St # 181, Nashville, TN, 37213	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-116931	ENR	—Junk	1989-05-05	UHC-37714-69	4623490761	8237 Central Ave # 803, Dallas, TX, 75216	0.66	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared+1 more
ENR-114200	ENR	Teeresa Hudson	1994-02-16	UHC-94742-18	3378304076	7336 Mountain View Dr Apt 20, Nashville, TN, 37259	0.66	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+1 more
ENR-103363	ENR	Austin Y Mitcchell	1972-06-27	UHC-66264-69	3212254436	8995 Ocean Ave Apt 28, Sacramento, CA, 95880	0.66	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+1 more
CLM-413195	CLM	Jackie Watson	2005-05-22	UHC-06280-11	5204923549	1973 Cedar Ln Apt 8, Tucson, AZ, 85733	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-139321	ENR	Julia A Larson	1969-01-23	UHC-27502-34	5829734161	6838 Maple Ave # 718, Houston, TX, 77091	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-126104	ENR	Randy J Guzman	1967-11-04	UHC-25385-67	5368285274	5574 Elm St # 116, Houston, TX, 77011	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
ENR-107015	ENR	Sophia Hughes	2006-11-23	UHC-77760-37	7506300514	2143 Bayshore Dr # 257, Tempe, AZ, 85230	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-102096	ENR	Arthur X Woods	1949-02-10	UHC-87342-43	5088055760	7951 Canyon Rd Apt 32, Chandler, AZ, 85217	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-425190	CLM	Evelyn N Rice	1967-10-20	UHC-62137-52	7614620886	456 Palm Dr Apt 31, San Antonio, TX, 78293	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-141670	ENR	Douglas X Simpson	1973-12-28	UHC-64048-07	6297920788	187 Harbor Blvd # 360, Mesa, AZ, 85254	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-54688	TPA	Wei Carroll	1995-02-10	—	3265855563	1945 Ocean Ave # 936, Nashville, TN, 37220	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-21095	PRV	Victoria Ford	1988-05-02	UHC-37553-98	3696394342	1293 Mountain View Dr Apt 18, Miami, FL, 33164	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28141	PRV	Abigail Daniels	1969-05-18	—	3617580033	6875 Indian School Rd # 625, Los Angeles, CA, 90059	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more

6,994 rows, page 100 of 140Previous Next