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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-135503	ENR	Hannah Wallace	1969-01-26	UHC-22335-82	2517309342	693 Union St # 627, San Diego, CA	0.54	Phone reformatted Member ID reformatted Unit split from street ZIP missing+1 more
CLM-404163	CLM	Emily Rojas	1973-08-11	—	—	3655 Market St, Las Vegas, NV, 89101	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
TPA-52683	TPA	Gary Hernandez	—	UHC-48744-09	—	8374 Central Ave # 180, Tempe, AZ, 85208	0.54	Name re-cased Date of birth unreadable Unit split from street Gender normalised+1 more
TPA-56809	TPA	Katherine Hawkins	2002-12-12	—	—	7014 Valley View Dr, Austin, TX, 78788	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-136781	ENR	Berbara D Rojas	1989-01-04	UHC-46818-78	3866848920	5644 Forest Ave Apt 19, Nashville, TN, 37287	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-432442	CLM	Kayla James	1961-06-15	UHC-27390-20	—	3880 Park Pl, Minneapolis, MN, 55421	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
ENR-116958	ENR	Amanda Cuok	1967-05-04	UHC-27610-61	5578452757	802 Sage Ct, Miami, FL, 33123	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135491	ENR	Bryan Bryant	1940-08-23	UHC-64075-40	9323895451	625 Willow Ct, Chandler, AZ, 85253	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-143078	ENR	Andrew Holmes	1963-06-16	UHC-90169-76	4154791674	4855 Mountain View Dr, Gilbert, AZ, 85291	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-106211	ENR	Zachary G Jimenez	1982-08-04	UHC-69199-85	—	4427 Valley View Dr, Plano, TX, 75010	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-403854	CLM	Margaret Torres	1995-06-22	UHC-34210-05	—	1549 Ridge Rd, Jacksonville, FL, 32292	0.54	Name split from “Last, First”City re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-117437	ENR	Carl Park	1963-01-14	UHC-65013-19	6372563393	9297 Ocean Ave, Fresno, CA, 93741	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-136672	ENR	Aisha Peterson	1978-04-07	UHC-50378-82	8378053495	1389 Pine Dr, Nashville, TN, 37214	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136671	ENR	Aisha Peterson	1978-04-07	UHC-50378-82	8378053495	1389 Pine Dr, Nashville, TN, 37214	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405176	CLM	Charles G Jenkins	1977-07-28	UHC-72962-24	—	7771 Forest Ave # 660, Fresno, CA	0.54	Date of birth reformatted Unit split from street ZIP missing Gender normalised+1 more
ENR-121241	ENR	Eugene Q Turneer	1999-11-14	UHC-36409-32	4528502747	5304 Apache Blvd, Las Vegas, NV, 89113	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60399	TPA	Eric Simposn	1998-10-18	—	—	8776 Canyon Rd, Columbus, OH, 43289	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-103167	ENR	Wei Ford	2008-01-21	UHC-99083-21	9804036820	4584 Washington St, Jacksonville, FL, 32257	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-57216	TPA	Benjamin Lee	2006-09-23	—	—	5582 Valley View Dr, Houston, TX, 77095	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415427	CLM	Cheryl Q Walker	1944-07-15	UHC-28401-80	7362081269	7688 Valley View Dr, San Antonio, TX, 78256	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-100048	ENR	Eric James	2006-07-22	UHC-28042-53	2344837556	6336 Hillcrest Rd, San Diego, CA, 92145	0.54	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-417836	CLM	Michael Lynch	1940-03-05	UHC-82219-84	8325494410	4883 Park Pl, Tempe, AZ, 85202	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-419189	CLM	Austin Clark	2007-06-05	UHC-09557-64	5915446811	—	0.54	Two-digit birth year Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-130522	ENR	Cynthia F Riley	2005-03-25	UHC-72872-05	8305091922	6028 Pine Dr, Fresno, CA	0.54	Name split from “Last, First”Phone reformatted ZIP missing Email lower-cased+1 more
ENR-119999	ENR	Martha L Kim	1972-01-20	UHC-00401-49	—	8400 Broadway, San Diego, CA, 92178	0.54	Phone missing area code SSN last four extracted Address re-cased State code upper-cased+1 more
CLM-418272	CLM	Shirley P Morgan	1997-05-16	—	—	3737 Meadow Ln, Charlotte, NC	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-136639	ENR	Gregory Nelson	1958-10-28	UHC-18210-17	2075677525	5556 Desert Sky Blvd, Glendale, AZ, 85382	0.54	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-138595	ENR	Billy Z Herrera	1981-04-28	UHC-97480-71	7619816762	3510 Park Pl, Fresno, CA, 93779	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Gender normalised+1 more
TPA-60026	TPA	Diane Hunt	1974-07-11	—	—	772 Bayshore Dr, Austin, TX, 78781	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-421977	CLM	Kathy Garrett	—	UHC-28181-31	3254585437	6193 Pine Dr, San Antonio, TX, 78259	0.54	Name re-cased Date of birth unreadable State name converted to code Gender normalised+1 more
CLM-403945	CLM	Yuki Fox	1944-10-15	—	—	3744 Park Pl, Denver, CO, 80247	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425919	CLM	Stephanie Martinez	1978-06-25	—	—	4964 Church St, Sacramento, CA, 95810	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-424161	CLM	Randy Maldonado	1963-10-24	UHC-17028-42	—	8563 Apache Blvd, Glendale, AZ, 85369	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-114108	ENR	Hannah R Rivera	1967-09-15	UHC-32282-46	—	3233 Central Ave, Atlanta, GA, 30309	0.54	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-123004	ENR	Christopher E Guerrero	1990-08-04	UHC-94197-05	5863839700	7502 Forest Ave, Scottsdale, AZ	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-111883	ENR	Joyce Bwoman	1953-08-08	UHC-07872-47	7309602856	1658 Canyon Rd, Plano, TX, 75017	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54337	TPA	Evelyn Gardner	1981-08-14	—	—	7508 Highland Ave, Los Angeles, CA, 90020	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-428498	CLM	Jose Powell	1975-07-26	UHC-57609-34	—	8444 Highland Ave, Chandler, AZ, 85286	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-117765	ENR	Eugene R Meyer	1997-03-06	UHC-35995-63	5562185761	9009 Union St, Plano, TX, 75073	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-141622	ENR	Ahmed X Sims	1972-07-07	UHC-36382-81	9004441747	7759 Harbor Blvd, Dallas, TX, 75257	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-120382	ENR	Bryan S Cunningham	2003-12-01	UHC-70418-31	8759961578	3596 Desert Sky Blvd, Miami, FL, 33115	0.54	Phone reformatted State name converted to code ZIP+4 trimmed Gender normalised+1 more
ENR-100327	ENR	Roy Wood	—	UHC-48767-52	6067236102	2733 Sunset Blvd, Gilbert, AZ, 85212	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50646	TPA	Robert Alexander	1959-03-08	UHC-08776-21	2725843105	814 Camelback Rd, Orlando, FL, 32866	0.54	Name re-cased Two-digit birth year State name converted to code Gender normalised+1 more
ENR-136911	ENR	Philip I Fox	1942-06-16	UHC-24518-69	4274567129	5198 Baseline Rd, Los Angeles, CA, 90077	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60001	TPA	Daniel Reid	1980-05-26	—	—	7481 Park Pl, Houston, TX, 77046	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-120644	ENR	Brandon P Mason	1940-02-11	UHC-72913-09	2296444365	617 Elm St, Tucson, AZ, 85701	0.54	Name split from “Last, First”City re-cased State name converted to code Gender normalised+1 more
ENR-128020	ENR	Noah Cook	1966-08-22	UHC-73381-77	7552284724	7531 Oak St, Austin, TX, 78733	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-126085	ENR	Arjun X Guerrero	1991-07-07	UHC-90114-99	—	9583 Jefferson Ave, Columbus, OH, 43265	0.54	Two-digit birth year State name converted to code Email lower-cased Gender normalised+1 more
ENR-119708	ENR	Eugene Wallace	1942-06-16	UHC-99190-14	2207335096	8878 Baseline Rd, Jacksonville, FL, 32219	0.54	Two-digit birth year Phone reformatted State name converted to code Email lower-cased+1 more
PRV-24482	PRV	Douglas Q Hunt	1965-02-04	UHC-18462-40	6002316071	7565 Canyon Rd, Tucson, AZ, 85771	0.54	Name re-cased Two-digit birth year ZIP+4 trimmed Gender normalised+1 more

16,828 rows, page 95 of 337Previous Next