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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-426077	CLM	Lauren Peters	1984-07-16	UHC-23575-28	—	1420 Oak St, Glendale, AZ, 85392	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-418767	CLM	Sean Reynolds	1989-10-25	UHC-33152-78	5782881671	7232 Broadway, Charlotte, NC, 28298	0.62	Name re-cased Phone reformatted Address re-cased State name converted to code+3 more
CLM-429274	CLM	Howard Joyce	1969-01-06	—	7123839741	9252 Lake View Rd, Houston, TX, 77044	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431310	CLM	Dana L Ramos	1986-05-16	UHC-53674-02	4282570259	3376 Sunset Blvd, Los Angeles, CA, 90058	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24363	PRV	Elizabeth George	1960-05-24	UHC-90127-83	6874665661	2879 Sunset Blvd, Chandler, AZ, 85210	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420385	CLM	Beverly Payne	2004-06-27	—	2772214739	5544 Mountain View Dr, Sacramento, CA, 95808	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58508	TPA	Maria Oliver	1982-04-02	—	—	8314 Willow Ct, Miami, FL, 33138	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-57924	TPA	Andrew L Simmons	1996-11-15	—	4038688829	1958 Valley View Dr, Denver, CO, 80241	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-118211	ENR	Adam Welch	1959-06-12	UHC-45041-79	9463128704	4241 Desert Sky Blvd, Tampa, FL, 33648	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-123166	ENR	Samantha C Freeman	1991-01-04	UHC-26232-06	5333401464	162 Highland Ave, Denver, CO, 80242	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124534	ENR	Annna Y Luna	2001-08-13	UHC-47812-78	8599159442	964 Apache Blvd, Las Vegas, NV, 89108	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-25830	PRV	Jennifer Russell	2003-03-03	UHC-52480-15	2147576362	8600 Ridge Rd, Chandler, AZ, 85287	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103991	ENR	Frank Ramirez	1973-09-09	UHC-97290-10	3713242989	16 Pine Dr, Fresno, CA, 93793	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121909	ENR	Brenda Ross	1985-09-17	UHC-61529-52	7915943305	2276 Ocean Ave, Jacksonville, FL, 32291	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-412529	CLM	Jason Gutierrez	1971-06-19	UHC-26533-02	—	4563 Mesa Dr, Glendale, AZ, 85302	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421168	CLM	Priya T Ortega	1998-10-25	UHC-14105-31	4057265347	2401 Park Pl, Charlotte, NC, 28297	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424256	CLM	Kimberly Jimenez	1952-12-05	UHC-97816-87	—	9412 Ocean Ave, Denver, CO, 80249	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-430849	CLM	Hannah Butler	1987-06-26	UHC-70941-53	8963884504	5044 Union St, San Antonio, TX, 78212	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-400132	CLM	Paul Russell	1988-05-04	—	—	6403 Mountain View Dr, Chandler, AZ, 85264	0.62	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
CLM-400131	CLM	Paul Russell	1988-05-04	—	—	6403 Mountain View Dr, Chandler, AZ, 85264	0.62	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
ENR-135448	ENR	Natalie O Cruz	2001-08-03	UHC-78014-98	2648882890	1185 Desert Sky Blvd, Charlotte, NC, 28200	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415449	CLM	James Fernandez	1994-08-23	UHC-25043-68	—	8740 Palm Dr, Seattle, WA, 98102	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416454	CLM	Priya Brown	1939-10-04	UHC-98213-17	9616654710	247 Baseline Rd, San Antonio, TX, 78244	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27603	PRV	Ana H Williams	1985-11-05	UHC-92716-76	3408108516	3549 Meadow Ln, Columbus, OH, 43231	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403380	CLM	Deborah Fox	1950-06-06	—	—	1515 Hillcrest Rd, Orlando, FL, 32891	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406265	CLM	Brandon Marquez	1988-10-02	—	6857736445	573 Canyon Rd, Gilbert, AZ, 85232	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420376	CLM	Lori V Nichols	1941-10-03	UHC-19429-29	—	8962 Union St, Gilbert, AZ, 85264	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140399	ENR	Sean M Nguyen	1944-06-06	UHC-15110-48	7158688812	6330 Oak St, Dallas, TX, 75262	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110325	ENR	Keivn J Chapman	1968-09-13	UHC-72065-17	3668072920	3206 Meadow Ln, Scottsdale, AZ, 85205	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402491	CLM	Barb C McDonald	1983-01-14	UHC-32514-51	—	2086 Washington St, Charlotte, NC, 28227	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-25235	PRV	Lucia Smith	1948-03-23	—	5488750873	4835 Church St, Nashville, TN, 37261	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403136	CLM	Hannah M Aguilar	1973-09-23	—	—	5872 Harbor Blvd, Minneapolis, MN, 55402	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-125730	ENR	Mason L Diaaz	1994-09-28	UHC-49435-35	3682689317	3379 Central Ave, Fresno, CA, 93710	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133370	ENR	Philip C Garrtet	2001-11-16	UHC-05207-16	3137169825	3577 Main St, Fresno, CA, 93777	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+3 more
ENR-103449	ENR	Rebecca Mitchell	1963-07-21	UHC-29645-45	3844352951	6206 Bayshore Dr, Houston, TX, 77099	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135099	ENR	Roger P Nguyen	1946-11-14	UHC-32952-64	9607734942	4808 Highland Ave, Glendale, AZ, 85381	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418515	CLM	Kelly Parkr	1956-06-27	UHC-71577-37	8308015516	8069 Palm Dr, Dallas, TX, 75235	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-125562	ENR	Cheryl F Rivera	1943-05-15	UHC-22669-61	5642154559	2517 Baseline Rd, Tempe, AZ, 85257	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-101678	ENR	Vincet Sanders	1986-02-25	UHC-33261-46	5529819291	811 Cedar Ln, Chandler, AZ, 85248	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27615	PRV	Grace Ortiz	1939-09-27	—	4186879812	7871 Spring St, Orlando, FL, 32872	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-140329	ENR	Natalie Mendez	2004-09-09	UHC-08282-03	7342635192	2534 Mesa Dr, Eden Prairie, MN, 55326	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104346	ENR	Ann Dominguez	1959-12-03	UHC-89013-57	5512054811	2671 Grand Ave, Los Angeles, CA, 90042	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113798	ENR	Mariana Porter	1999-10-22	UHC-32514-31	2315598610	8211 Grand Ave, Chandler, AZ, 85261	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-20775	PRV	Terry Elliott	1980-07-19	UHC-19456-25	6812696009	610 Oak St, Dallas, TX, 75226	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111604	ENR	Anna O Bell	1938-04-12	UHC-14422-58	9192137331	957 Baseline Rd, Dallas, TX, 75259	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100650	ENR	Rachel Stevens	1945-10-14	UHC-75585-92	3464806818	7985 Pine Dr, Houston, TX, 77030	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
ENR-133568	ENR	Kyle Hill	1959-01-21	UHC-55502-40	9154286656	927 Desert Sky Blvd, Austin, TX, 78708	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-419013	CLM	Dennis Elliott	1999-11-09	UHC-76269-92	8323926784	8507 Apache Blvd, Los Angeles, CA, 90051	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418155	CLM	Alan Dean	1992-09-12	UHC-33697-11	—	5224 Camelback Rd, Fresno, CA, 93707	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-425004	CLM	Lucia Daniels	1982-11-22	UHC-83430-16	2228456416	6113 Market St, Las Vegas, NV, 89147	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more

8,263 rows, page 75 of 166Previous Next