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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137306	ENR	Shirley Y Gordon	—	UHC-16318-59	3555738550	734 Park Pl, Los Angeles, CA, 90082	0.48	Date of birth unreadable Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-123536	ENR	Logan Carlson	—	UHC-21993-13	3998860100	3760 Main St, Mesa, AZ	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116350	ENR	Ethan Torres	1965-03-17	UHC-32591-84	—	7779 Maple Ave, Columbus, OH, 43224	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-431586	CLM	Marilyn G Dominguez	1991-04-14	UHC-83227-42	—	6157 Camelback Rd, Fresno, CA, 93745	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-406213	CLM	Maria E Little	1969-04-02	UHC-16279-83	—	1839 Apache Blvd, Columbus, OH, 43238	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-111811	ENR	Justin Anderson	1986-12-28	—	8695267790	3886 Church St, Glendale, AZ, 85373	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-120778	ENR	Melissa E James	2004-12-15	UHC-20496-59	—	5275 Church St, Los Angeles, CA, 90086	0.48	SSN last four extracted Street suffix standardised Address re-cased City re-cased+4 more
ENR-110474	ENR	Noah H Clark	1948-07-26	UHC-89607-22	2773709227	6089 Hillcrest Rd, Seattle, WA, 98121	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-405123	CLM	KathleenJunk	—	UHC-42417-24	9738738383	8881 Pine Dr, Fresno, CA, 93762	0.48	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+4 more
ENR-126692	ENR	Noah Yang	—	UHC-35553-42	3393466328	1662 Main St, Sacramento, CA, 95892	0.48	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+4 more
ENR-106498	ENR	Catherine X Garcia	1965-03-14	UHC-49707-14	6736093324	95 Baseline Rd, Chandler, AZ	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-23139	PRV	Carolyn H Wong	1977-01-09	—	9184250815	2259 Highland Ave, Sacramento, CA, 95840	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Street suffix standardised+4 more
ENR-118784	ENR	Paul D Collins	—	UHC-68079-95	7705465499	2464 Central Ave, San Diego, CA, 92124	0.48	Date of birth unreadable Phone reformatted City re-cased State code upper-cased+4 more
TPA-59335	TPA	Randy Carlosn	1948-01-28	—	3114600537	9624 Baseline Rd, Dallas, TX, 75207	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-418701	CLM	Paul AJunk	1953-03-19	UHC-85993-86	—	2801 Grand Ave Apt 18, Fresno, CA, 93739	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-133359	ENR	Grace Armstrong	—	UHC-66399-35	—	6118 Sage Ct, Scottsdale, AZ, 85288	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-425990	CLM	Debra Marshall	2003-04-13	UHC-06922-26	—	5514 Canyon Rd, Seattle, WA, 98135	0.48	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+4 more
ENR-121911	ENR	Sandra D Burton	1964-05-14	UHC-01994-05	9405487806	8931 Lake View Rd, Sacramento, CA, 95831	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-101108	ENR	Stephen Castro	2002-08-08	UHC-57755-77	6593123326	4293 Spring St Apt 4, Jacksonville, FL, 32244	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-122522	ENR	Martha Davsi	2007-05-17	UHC-17115-19	5772209752	9349 Hillcrest Rd, Dallas, TX, 75258	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-128264	ENR	Maria Salazar	1973-12-13	UHC-61139-77	—	2905 Harbor Blvd, Las Vegas, NV, 89192	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-133150	ENR	Shirley Thomas	1950-01-03	UHC-75591-40	8914942053	4157 Jefferson Ave # 452, San Diego, CA, 92155	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
PRV-20746	PRV	Diana Bennett	1964-09-14	UHC-02217-16	6489880225	7866 Sunset Blvd, Minneapolis, MN, 55487	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107859	ENR	Brandon Price	—	UHC-79134-71	7012471474	5569 Desert Sky Blvd, Orlando, FL, 32854	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-114089	ENR	Keith B Olson	2006-03-05	UHC-20417-55	9494048924	500 Highland Ave, Sacramento, CA, 95828	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-137373	ENR	Tyler Y Peters	2001-11-01	UHC-32643-22	—	1544 Market St Apt 35, Fresno, CA, 93738	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-407204	CLM	Janet Boyd	1976-01-03	—	7848160075	711 Desert Sky Blvd, Nashville, TN, 37271	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-109380	ENR	John S Torres	2008-07-24	UHC-17063-48	8363736047	8454 Forest Ave, Tucson, AZ, 85746	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-412689	CLM	Isabella P Wilson	—	UHC-32664-98	2785996102	8501 Spring St, San Diego, CA, 92113	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126564	ENR	Wei Gomez	2005-03-13	UHC-05045-78	2609743152	3593 Ocean Ave Apt 16, Austin, TX, 78708	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-129823	ENR	Carlos I Evans	1979-12-27	UHC-89882-16	6617140876	9503 Desert Sky Blvd, Plano, TX, 75067	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-129822	ENR	Carlos I Evans	1979-12-27	UHC-89882-16	6617140876	9503 Desert Sky Blvd, Plano, TX, 75067	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
PRV-25707	PRV	Gloria Q Ross	1983-08-24	UHC-95778-74	4184247281	4616 Forest Ave, Minneapolis, MN, 55498	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133743	ENR	Stephanie Chapman	—	—	6256883610	7839 Main St, Gilbert, AZ, 85262	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-111047	ENR	Jacob Aams	—	UHC-55116-75	6324990118	5341 Oak St, Minneapolis, MN, 55456	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-103688	ENR	Willie G Rodriguez	1970-07-01	UHC-23786-86	3814148745	8066 Camelback Rd, Plano, TX, 75091	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51100	TPA	Janet Graham	1965-01-05	—	—	7239 Lincoln Way, Phoenix, AZ, 85034	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-409649	CLM	Elijah Owens	1989-06-04	UHC-32230-66	6147492074	428 Church St, Scottsdale, AZ, 85276	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-110219	ENR	Jason Grant	1946-01-06	UHC-51451-91	5895981545	7783 Indian School Rd # 964, Denver, CO, 80293	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-128258	ENR	Judy H Holmes	1956-02-24	UHC-57040-55	4867030099	5051 Mesa Dr, Orlando, FL, 32822	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-414372	CLM	Brian G Lynch	1980-12-15	—	—	6503 Harbor Blvd, Jacksonville, FL, 32267	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-22843	PRV	Charlotte Salazar	1975-09-06	—	7403680028	6582 Central Ave, Atlanta, GA, 30388	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-126606	ENR	Beverly I Baker	1997-08-08	UHC-69779-08	—	5700 Maple Ave # 597, Atlanta, GA	0.48	Name re-cased Date of birth reformatted Unit split from street City re-cased+4 more
ENR-124610	ENR	George E Shaw	1984-10-02	UHC-36004-77	—	6572 Bayshore Dr, Tucson, AZ, 85780	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
CLM-423751	CLM	Kelly Harris	1961-03-22	UHC-15595-64	6919397031	3408 Hillcrest Rd, Minneapolis, MN, 55490	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104396	ENR	Brian Vazquez	1997-04-17	UHC-47957-28	2274042354	700 Willow Ct, Houston, TX, 77034	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-24867	PRV	Kimberly Ramirez	1961-09-17	UHC-25631-35	9424437075	8356 Park Pl, Dallas, TX, 75263	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-55431	TPA	Juan Santiago	1988-05-17	—	8593034625	166 Union St, Plano, TX, 75037	0.48	Name re-cased Two-digit birth year Phone reformatted City re-cased+4 more
CLM-425593	CLM	Sandra Davis	1965-02-20	—	4305948939	680 Maple Ave, Houston, TX, 77046	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-425594	CLM	Sandra Davis	1965-02-20	—	4305948939	680 Maple Ave, Houston, TX, 77046	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more

17,850 rows, page 18 of 357Previous Next