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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54682	TPA	Carlos Thompson	2002-01-26	—	—	7115 Apache Blvd Apt 38, Tampa, FL, 33652	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-142565	ENR	Alice L Adams	2003-11-05	UHC-37979-98	—	2201 Canyon Rd, Gilbert, AZ, 85214	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-123698	ENR	Paul M Robertson	—	UHC-98133-86	7868963192	1361 Maple Ave, Jacksonville, FL	0.48	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
CLM-429938	CLM	Lauren I Johnson	1991-06-20	UHC-39409-51	—	1441 Central Ave Apt 3, Tempe, AZ, 85200	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-416437	CLM	Anna F Baker	1944-10-27	UHC-10154-58	7227887847	3705 Palm Dr, Chandler, AZ, 85289	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-103637	ENR	Jerry McDonald	1940-11-01	UHC-42185-25	3376984913	8173 Hillcrest Rd Apt 35, Atlanta, GA, 30351	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-103636	ENR	Jerry McDonald	1940-11-01	UHC-42185-25	3376984913	8173 Hillcrest Rd Apt 35, Atlanta, GA, 30351	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-430558	CLM	Valentina Johston	1981-12-19	—	4665431792	8285 Apache Blvd, Dallas, TX, 75245	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114070	ENR	Camila Knight	1975-02-01	UHC-56856-16	9185685593	531 Baseline Rd Apt 2, Charlotte, NC, 28297	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-402696	CLM	Anthony Martin	1982-10-23	—	—	2343 Oak St, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-130856	ENR	Arthur Garrett	1991-02-17	UHC-98433-73	7604555393	4997 Camelback Rd, Miami, FL, 33122	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20554	PRV	Julie Lee	1979-01-20	—	3842543307	5571 Harbor Blvd, Jacksonville, FL, 32245	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-141932	ENR	Douglas D Castillo	1962-12-03	UHC-86309-17	7402024997	5903 Lake View Rd # 572, Jacksonville, FL, 32208	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-419893	CLM	Lawrence Jackson	—	UHC-33336-58	4302933514	8802 Harbor Blvd, Nashville, TN	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
PRV-20401	PRV	Marilyn Long	1982-08-17	UHC-18585-05	4696515047	4829 Oak St, Atlanta, GA, 30357	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107604	ENR	Matthew Ryan	1972-02-10	UHC-87039-03	8419439485	2434 Willow Ct, Eden Prairie, MN	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-403397	CLM	Jeremy Munoz	—	UHC-92193-29	9218602035	1606 Church St, Eden Prairie, MN, 55314	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-59357	TPA	Elizabeth Santiago	1974-02-24	UHC-79914-44	—	1713 Ridge Rd # 159, Mesa, AZ, 85274	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-100409	ENR	Heather H Thomas	1998-02-05	UHC-74493-68	2372145528	7841 Church St # 744, Minneapolis, MN, 55431	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-23631	PRV	Mateo Harrison	1950-12-08	—	7865650513	8418 Washington St, Atlanta, GA	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-412070	CLM	Kevin Mejia	—	—	8749023962	6452 Ridge Rd, Minneapolis, MN, 55486	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-419012	CLM	George Washington	1982-02-08	UHC-44790-08	—	3555 Grand Ave Apt 12, Miami, FL, 33122	0.48	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
ENR-120436	ENR	Katherine N Hawkins	—	UHC-90748-59	8819951080	7014 Valley View Dr, Austin, TX, 78788	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-415017	CLM	Arthur Harvey	1976-03-14	UHC-78370-21	9046983922	5334 Elm St # 811, Seattle, WA, 98104	0.48	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
PRV-23711	PRV	Mei Li	1953-11-28	UHC-98792-36	7116684556	9840 Palm Dr, Jacksonville, FL, 32255	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
PRV-26152	PRV	Mariana U Jackson	1992-11-20	—	4996310529	8346 Palm Dr, Austin, TX	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-61292	TPA	Barbara Johnston	1990-12-20	—	2573931456	6135 Ridge Rd # 327, Glendale, AZ, 85389	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-410438	CLM	Mertha Chapman	1938-04-06	—	—	1455 Mountain View Dr, Tempe, AZ, 85218	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-129277	ENR	Samantha F Peters	1997-12-01	UHC-59150-84	6303396349	4730 Mountain View Dr, Miami, FL, 33142	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
CLM-403951	CLM	Bobby Cooper	1998-12-01	UHC-84475-10	4882831996	379 Church St, Chandler, AZ, 85278	0.48	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
CLM-415972	CLM	Peter Padilla	1985-05-25	—	7584433280	3373 Mountain View Dr, Phoenix, AZ	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108984	ENR	Jess Chapman	2003-12-21	UHC-58883-44	4519364767	360 Desert Sky Blvd, Tampa, FL, 33619	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-132192	ENR	Vincant Sullivan	1973-06-20	UHC-26763-55	2977589648	8234 Jefferson Ave Apt 18, San Antonio, TX, 78246	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
TPA-58426	TPA	Danny Johnson	1941-03-27	—	2854810846	8387 Church St # 385, Tempe, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street State code upper-cased+4 more
CLM-401163	CLM	Sara Guzman	1958-06-21	—	8154087009	3218 Hillcrest Rd, Eden Prairie, MN, 55354	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-400262	CLM	Ronald Estrada	1972-07-19	—	—	8013 Market St # 880, Mesa, AZ, 85296	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-110446	ENR	Beverly U Lewis	1979-09-21	UHC-51806-33	—	1731 Sunset Blvd, Tempe, AZ, 85252	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
PRV-21444	PRV	Emma L Carpenter	1987-06-28	—	4109002257	286 Market St, Jacksonville, FL, 32295	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-50179	TPA	Jeremy K Young	2002-05-20	—	—	6020 Jefferson Ave # 274, Columbus, OH, 43287	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-64411	TPA	Emily Stephens	1940-08-13	—	—	7973 Mesa Dr, Scottsdale, AZ, 85204	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-102963	ENR	Diego Carter	1966-08-09	UHC-45682-26	9796565703	1203 Mountain View Dr, Austin, TX	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-410870	CLM	Gerald I Bennett	—	—	5108065193	4382 Canyon Rd, Columbus, OH, 43234	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
TPA-56482	TPA	Sophia Perez	1948-12-19	—	4452787432	2043 Forest Ave # 457, Sacramento, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-105303	ENR	Roger Watson	1948-04-27	UHC-88620-95	4367914775	6246 Forest Ave, Minneapolis, MN, 55429	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105302	ENR	Roger Watson	1948-04-27	UHC-88620-95	4367914775	6246 Forest Ave, Minneapolis, MN, 55429	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-119224	ENR	Frances Z Luna	2001-12-16	UHC-25455-90	3867086336	2882 Canyon Rd, Gilbert, AZ, 85271	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more
ENR-141580	ENR	Christian P Lee	1989-05-03	UHC-56820-66	6987080386	3985 Canyon Rd, Atlanta, GA	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-135250	ENR	Jordan Ferguson	—	UHC-68665-03	3254919247	6753 Sage Ct, Seattle, WA, 98133	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-419307	CLM	Noah Roberts	1953-07-09	UHC-09396-38	6858362098	5412 Main St Apt 9, Mesa, AZ, 85216	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-137595	ENR	Grace U Mendez	1962-06-05	UHC-83618-82	5597330883	4883 Apache Blvd Apt 18, Orlando, FL, 32821	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more

39,996 rows, page 32 of 800Previous Next