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
CLM-429777	CLM	Bruce Patterson	1944-07-05	—	2038257838	9161 Lake View Rd, Mesa, AZ, 85261	0.96	State code upper-cased Placeholder values cleared
ENR-124573	ENR	Hiroshi Wilson	1948-09-11	UHC-82806-67	4756453793	9464 Camelback Rd, Phoenix, AZ, 85052	0.96	State code upper-cased Email lower-cased
ENR-117837	ENR	Lauren D Fowler	1952-04-22	UHC-70815-91	9317575965	4464 Apache Blvd, Glendale, AZ, 85398	0.96	State code upper-cased Placeholder values cleared
TPA-63280	TPA	Andrea Lee	1994-12-25	—	5646999730	7227 Jefferson Ave, San Diego, CA, 92103	0.96	State code upper-cased Placeholder values cleared
ENR-112035	ENR	Catherine Q Harris	2004-05-18	UHC-68227-47	5333886010	520 Sage Ct, Las Vegas, NV, 89124	0.96	State code upper-cased Email lower-cased
ENR-113451	ENR	Ahmed X Diaz	1961-02-13	UHC-83265-07	4733186786	608 Main St, Fresno, CA, 93713	0.96	Phone reformatted State code upper-cased
CLM-410861	CLM	Rachel Porter	1945-10-07	—	3962702662	3895 Cedar Ln, Jacksonville, FL, 32246	0.96	State code upper-cased Placeholder values cleared
CLM-405224	CLM	Charlotte Snyder	1952-11-17	UHC-56383-06	—	4879 Maple Ave, Sacramento, CA, 95868	0.96	State code upper-cased Placeholder values cleared
ENR-110542	ENR	Jacqueline P Rice	1972-10-10	UHC-38010-76	6709639202	4571 Lake View Rd, Las Vegas, NV, 89128	0.96	Name re-cased State code upper-cased
ENR-122313	ENR	Kyle Lucas	1969-11-16	UHC-35007-44	—	2336 Church St, Atlanta, GA, 30309	0.96	Name re-cased State code upper-cased
CLM-409123	CLM	Logan Phillips	1986-04-17	—	—	9755 Bayshore Dr, Minneapolis, MN, 55411	0.96	State code upper-cased Placeholder values cleared
CLM-401566	CLM	Vincent Dixon	1965-12-09	—	—	2436 Maple Ave, Austin, TX, 78700	0.96	State code upper-cased Placeholder values cleared
ENR-130009	ENR	Diane C Smith	1965-02-01	UHC-11502-72	4476701230	7482 Meadow Ln, Miami, FL, 33176	0.96	Date of birth reformatted State code upper-cased
ENR-142346	ENR	Olivia Williams	2008-09-01	UHC-39824-42	4008889784	5444 Bayshore Dr, Orlando, FL, 32863	0.96	State code upper-cased Email lower-cased
CLM-408290	CLM	Alex Gutierrez	1969-08-03	UHC-03255-02	—	3809 Oak St, Sacramento, CA, 95811	0.96	State code upper-cased Placeholder values cleared
ENR-116581	ENR	Eric Bradley	2003-07-12	UHC-27162-40	8167000493	3766 Main St, Orlando, FL, 32810	0.96	State code upper-cased Whitespace trimmed
PRV-28435	PRV	Hiroshi Herrera	1978-01-23	—	—	4577 Union St, Plano, TX, 75018	0.96	State code upper-cased Placeholder values cleared
ENR-112564	ENR	Stephanie Ncihols	1973-03-28	UHC-36102-54	9858213113	6263 Ocean Ave, Gilbert, AZ, 85252	0.96	State code upper-cased Whitespace trimmed
ENR-114742	ENR	Michael McCoy	2007-10-14	UHC-72849-01	5916400898	5136 Ocean Ave, Tampa, FL, 33636	0.96	City re-cased State code upper-cased
CLM-426872	CLM	Joseph Berry	1999-08-25	UHC-73065-25	5198393357	3868 Main St, Atlanta, GA, 30372	0.96	Date of birth reformatted State code upper-cased
ENR-136341	ENR	Julie Y Bell	1987-02-03	UHC-17025-41	4117614121	8754 Indian School Rd, Mesa, AZ, 85208	0.96	Phone reformatted State code upper-cased
ENR-138969	ENR	Valentina Price	1952-05-27	UHC-23720-42	4632497955	7783 Market St, Gilbert, AZ, 85232	0.96	Date of birth reformatted State code upper-cased
ENR-107047	ENR	Robert Hofmfan	1985-03-22	UHC-57288-80	5276517126	17 Palm Dr, Mesa, AZ, 85243	0.96	Phone reformatted State code upper-cased
ENR-112533	ENR	William Carter	2008-02-23	UHC-78624-25	2713726592	8432 Market St, Fresno, CA, 93739	0.96	State code upper-cased Email lower-cased
CLM-411447	CLM	Benjamin Montgomery	2002-01-13	UHC-43755-64	5834695218	1185 Central Ave, Glendale, AZ, 85306	0.96	State code upper-cased Placeholder values cleared
TPA-62791	TPA	Diane Hall	1947-12-27	—	9016433981	1106 Willow Ct, Tampa, FL, 33641	0.96	Date of birth reformatted State code upper-cased
ENR-141264	ENR	Gerald V Jackson	2006-03-04	UHC-81537-76	8405849275	5371 Meadow Ln, Tampa, FL, 33609	0.96	Phone reformatted State code upper-cased
TPA-60796	TPA	Ramirez Ryan	1940-06-16	—	—	2106 Cedar Ln, Sacramento, CA, 95845	0.96	State code upper-cased Placeholder values cleared
ENR-111470	ENR	Raymond E McCoy	1948-03-28	UHC-29711-25	9564909471	6732 Hillcrest Rd, Tampa, FL, 33686	0.96	Name re-cased State code upper-cased
TPA-55666	TPA	Roger Simmons	1991-07-04	—	—	856 Apache Blvd, Houston, TX, 77051	0.96	State code upper-cased Placeholder values cleared
CLM-431062	CLM	Carolyn Sotto	1988-02-20	UHC-74905-30	—	2326 Palm Dr, Eden Prairie, MN, 55345	0.96	State code upper-cased Placeholder values cleared
CLM-406917	CLM	Gerald Davis	1959-07-13	—	—	7154 Pine Dr, Tempe, AZ, 85215	0.96	State code upper-cased Placeholder values cleared
ENR-121034	ENR	Charlie Murphy	1953-02-10	UHC-98759-52	—	2992 Market St, Seattle, WA, 98162	0.96	State code upper-cased Placeholder values cleared
TPA-64014	TPA	Logan Clark	1996-08-06	—	—	3642 Meadow Ln, Las Vegas, NV, 89183	0.96	State code upper-cased Placeholder values cleared
ENR-132465	ENR	Bryan Maldonado	1939-09-24	UHC-05996-45	4876963774	239 Central Ave, Austin, TX, 78748	0.96	City re-cased State code upper-cased
CLM-416138	CLM	Dennis Ramirez	1966-07-12	UHC-34930-60	—	5215 Apache Blvd, Orlando, FL, 32814	0.96	State code upper-cased Placeholder values cleared
TPA-51184	TPA	Charlotte Henderson	1977-12-06	—	—	2897 Elm St, Denver, CO, 80208	0.96	State code upper-cased Placeholder values cleared
ENR-119019	ENR	Dennis M Hunteer	1968-03-28	UHC-11019-58	5228230846	5261 Harbor Blvd, Plano, TX, 75077	0.96	Date of birth reformatted State code upper-cased
ENR-103596	ENR	Daniel D Rios	1954-08-24	UHC-16351-42	9696954297	7004 Palm Dr, Phoenix, AZ, 85079	0.96	State code upper-cased Placeholder values cleared
ENR-131884	ENR	Donna Fisher	1997-05-10	UHC-96841-08	8617710156	8934 Mesa Dr, Jacksonville, FL, 32225	0.96	Phone reformatted State code upper-cased
ENR-106384	ENR	Theresa P Jimenez	2008-02-25	UHC-35046-12	3247485554	1240 Market St, Glendale, AZ, 85322	0.96	State code upper-cased Whitespace trimmed
ENR-100225	ENR	Helen P Hoowell	2006-12-27	UHC-88933-28	—	596 Park Pl, Jacksonville, FL, 32244	0.96	Date of birth reformatted State code upper-cased
ENR-100224	ENR	Helen P Hoowell	2006-12-27	UHC-88933-28	—	596 Park Pl, Jacksonville, FL, 32244	0.96	Date of birth reformatted State code upper-cased
TPA-60906	TPA	Paul Gordon	1954-05-19	—	—	9470 Camelback Rd, Miami, FL, 33165	0.96	State code upper-cased Placeholder values cleared
TPA-63960	TPA	Beverly Schultz	1981-07-09	—	—	627 Highland Ave, Dallas, TX, 75261	0.96	State code upper-cased Placeholder values cleared
ENR-109345	ENR	Susan W Johnson	1971-08-02	UHC-29736-17	3788428081	6551 Camelback Rd, San Antonio, TX, 78202	0.96	Name re-cased State code upper-cased
CLM-415566	CLM	Joan Simpson	1954-09-27	UHC-60353-59	—	2287 Central Ave, Scottsdale, AZ, 85223	0.96	State code upper-cased Placeholder values cleared
ENR-138454	ENR	Alan Contreras	1948-01-11	UHC-91768-91	5119444560	243 Highland Ave, Dallas, TX, 75292	0.96	Phone reformatted State code upper-cased
ENR-115628	ENR	Lawrencce Mendez	1983-05-25	UHC-61207-34	2507174264	2684 Lincoln Way, Scottsdale, AZ, 85249	0.96	Phone reformatted State code upper-cased
CLM-412852	CLM	Judith Vasquez	1995-12-01	—	3592911890	3739 Lake View Rd, Austin, TX, 78717	0.96	State code upper-cased Placeholder values cleared

4,010 rows, page 80 of 81Previous Next