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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54899	TPA	Russell Andrews	—	—	—	2725 Pine Dr, Chandler, AZ	0.52	Date of birth missing Street suffix standardised Address re-cased ZIP missing+2 more
CLM-406194	CLM	Fatima R Perkins	1992-04-14	UHC-00138-75	6414426679	107 Central Ave, Jacksonville, FL, 32210	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124425	ENR	Noah S Rodriguez	1988-05-14	UHC-97176-02	7836976438	8528 Harbor Blvd # 702, Los Angeles, CA, 90082	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
PRV-28605	PRV	Bruce Fox	1979-09-06	UHC-44206-81	7739939925	4844 Cedar Ln, Austin, TX, 78744	0.52	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+2 more
ENR-130122	ENR	Natalie Payne	1972-03-19	UHC-54535-12	5883360794	3159 Maple Ave, Columbus, OH, 43268	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420322	CLM	Judith Price	2003-12-14	UHC-74259-56	—	1389 Highland Ave # 415, Mesa, AZ, 85269	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421290	CLM	Helen Guerrero	—	UHC-70876-54	—	3231 Baseline Rd, Glendale, AZ, 85329	0.52	Date of birth missing Phone missing area code City re-cased State name converted to code+2 more
CLM-411628	CLM	Arthur Matthews	1958-09-05	—	—	8260 Palm Dr, Plano, TX, 75035	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-415879	CLM	Betty Hrat	1993-04-17	UHC-32493-85	—	4852 Union St, Charlotte, NC, 28229	0.52	Name re-cased Two-digit birth year Phone missing area code Gender normalised+2 more
ENR-107215	ENR	Roger D Porter	1992-03-10	UHC-61167-62	3457276244	5095 Ridge Rd, Chandler, AZ, 85256	0.52	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+2 more
PRV-29315	PRV	Doris Espinoza	—	—	—	5805 Meadow Ln, Scottsdale, AZ, 85244	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-61891	TPA	Frank Garcia	1941-07-01	—	—	9059 Market St, Denver, CO, 80268	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-139026	ENR	Betty Henderson	1979-05-25	UHC-12907-68	7637816917	5407 Willow Ct, Fresno, CA, 93724	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-56398	TPA	Arthur Pierce	1950-01-16	—	—	6768 Lincoln Way, Tampa, FL, 33673	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-59469	TPA	Jon Woods	1970-07-25	—	9612302794	727 Church St # 855, Las Vegas, NV, 89156	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-408807	CLM	Wilson Beverly	—	UHC-39470-08	—	6056 Forest Ave, Jacksonville, FL, 32289	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-135645	ENR	Ahmed G Harrison	1977-06-08	UHC-65862-40	—	1572 Palm Dr, Minneapolis, MN, 55485	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-58987	TPA	Noah Cook	1982-04-09	—	6506429202	496 Market St, Tempe, AZ, 85263	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426385	CLM	Shirley Soto	1948-09-15	UHC-96595-31	—	6577 Baseline Rd, Nashville, TN	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
CLM-419889	CLM	Diana Flores	1943-09-06	UHC-29823-15	5509507556	8278 Hillcrest Rd, Tucson, AZ, 85750	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-418624	CLM	Edward B Russell	1991-02-21	UHC-31057-94	4029966099	7133 Meadow Ln # 217, Tucson, AZ	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54706	TPA	Jose Munoz	1982-11-23	—	—	7787 Mesa Dr, Tampa, FL, 33665	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424867	CLM	Hiroshi Q Brooks	1990-08-15	UHC-65032-33	—	741 Canyon Rd, Nashville, TN, 37232	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
PRV-28922	PRV	Billy Wnag	1952-12-17	—	2838710778	9796 Canyon Rd # 922, San Antonio, TX, 78246	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-119899	ENR	Kyle Payne	1959-08-12	UHC-34802-47	5037025706	6422 Forest Ave, Gilbert, AZ, 85239	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53714	TPA	Roy Mendez	1973-06-03	—	7732206513	9475 Meadow Ln, Scottsdale, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-118770	ENR	Ralph Reed	1978-06-03	UHC-28797-29	3289065305	6164 Main St, Nashville, TN, 37205	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429085	CLM	Thomas Snyder	1999-07-18	—	5149856368	2100 Baseline Rd, Las Vegas, NV, 89116	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-422482	CLM	Bobby Wilson	1980-12-08	—	—	2048 Lake View Rd, San Antonio, TX, 78246	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-429140	CLM	Carl Gibson	1986-02-04	—	—	1931 Camelback Rd, Jacksonville, FL, 32236	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-26956	PRV	Bryan Franklin	1981-12-17	—	—	325 Valley View Dr, Scottsdale, AZ, 85200	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-112819	ENR	Yuki Lynch	1963-06-01	UHC-60388-32	—	1153 Canyon Rd Apt 20, Gilbert, AZ, 85223	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-415488	CLM	Rebecca U Hart	1962-03-15	—	—	2012 Jefferson Ave, Dallas, TX, 75284	0.52	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-115534	ENR	Beverly Walker	—	UHC-69135-96	—	588 Baseline Rd, Orlando, FL	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
PRV-24880	PRV	Lori Lee	1943-09-07	—	7793828307	7843 Sunset Blvd, Scottsdale, AZ	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57955	TPA	Doroty Griffin	1942-08-16	—	—	968 Camelback Rd, Austin, TX, 78770	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-117737	ENR	Eugene T Hanson	1955-06-03	UHC-51392-83	7994356982	4699 Washington St, Atlanta, GA, 30324	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25456	PRV	Noah Munoz	1973-01-26	—	—	5381 Pine Dr, Houston, TX, 77095	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-51138	TPA	Eugene Robinson	1958-11-01	UHC-47358-77	7946847171	6267 Oak St, Las Vegas, NV, 89120	0.52	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-414236	CLM	Lori I Austin	2003-07-23	UHC-45897-76	—	500 Camelback Rd, San Diego, CA, 92121	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407771	CLM	Brian Wang	1954-12-26	UHC-03998-29	—	2019 Valley View Dr # 248, Eden Prairie, MN, 55356	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58407	TPA	Eugene Fields	1946-04-17	—	2327990491	8134 Valley View Dr, Columbus, OH, 43232	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-401095	CLM	Daniel Bailey	1967-02-12	—	—	6151 Desert Sky Blvd, Mesa, AZ, 85276	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59042	TPA	Juan Lewis	1964-04-09	UHC-51931-21	9282759792	4772 Jefferson Ave, Scottsdale, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121215	ENR	Sara Lee	1949-02-03	UHC-92684-75	—	7622 Desert Sky Blvd, Denver, CO, 80298	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-123404	ENR	Susan Y Herrera	—	UHC-06139-07	6624850951	1060 Meadow Ln, Las Vegas, NV, 89156	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419850	CLM	McDonald Eric	2006-08-23	—	7502790087	4372 Central Ave, Minneapolis, MN, 55464	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-20254	PRV	Jeffrey S Dixon	2007-02-12	—	—	3804 Hillcrest Rd, Mesa, AZ, 85223	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403187	CLM	Yuki A Herrera	2004-09-05	—	2209178255	1268 Palm Dr, Minneapolis, MN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23634	PRV	Noah E Sims	2002-05-14	UHC-54449-78	—	7793 Harbor Blvd, Chandler, AZ, 85215	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more

71,257 rows, page 113 of 1,426Previous Next