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

Enrollment, flag “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-116816	ENR	Keith Burns	1988-09-16	UHC-28763-39	3388309775	9209 Lake View Rd, Phoenix, AZ, 85010	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109761	ENR	Elizabeth I Alexander	2005-04-28	UHC-66996-44	6048220394	7990 Spring St, Eden Prairie, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106258	ENR	John T Vargas	2005-10-08	UHC-19817-94	—	2856 Baseline Rd, Plano, TX, 75000	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-128866	ENR	Alex E Snyder	1992-07-21	UHC-73516-09	3486850678	9767 Union St, Atlanta, GA, 30313	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109768	ENR	Joan Duncan	1950-01-11	UHC-35968-68	9008536637	8323 Spring St, Los Angeles, CA, 90039	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-141823	ENR	Doris H Espinoza	1965-01-18	UHC-94052-91	7234821211	5805 Meadow Ln, Scottsdale, AZ, 85244	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104287	ENR	Omar Murray	1960-02-04	UHC-31124-86	9364445295	8437 River Rd, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-120568	ENR	Theresa Payne	1978-09-05	UHC-59654-15	5907677118	9004 Sage Ct, Charlotte, NC, 28269	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117811	ENR	Henry Castillo	2006-10-04	UHC-37470-27	4092756281	1105 Valley View Dr, San Diego, CA, 92134	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101994	ENR	Gloria I Perrry	1954-11-27	UHC-93729-34	—	4828 Apache Blvd, Tampa, FL, 33603	0.64	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+2 more
ENR-120112	ENR	Teresa Y Soto	1938-09-08	UHC-48969-60	4187460156	5777 Hillcrest Rd, San Diego, CA, 92113	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-128878	ENR	Mary U Remirez	1986-05-21	UHC-56915-42	8607855942	9497 Willow Ct, Eden Prairie, MN, 55379	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130235	ENR	Adam D Boyd	1953-08-23	UHC-70010-26	8982668218	6921 River Rd, Eden Prairie, MN, 55349	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141398	ENR	Samantha Cook	1946-05-07	UHC-28805-55	7297800928	3442 Hillcrest Rd, Denver, CO, 80218	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-122603	ENR	Meria Lawrence	—	UHC-04447-22	2466770094	2940 River Rd, Mesa, AZ, 85264	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-119256	ENR	Cynthia Chavez	2008-06-17	UHC-42338-82	—	4829 Willow Ct, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-124351	ENR	Roger Boyd	2007-11-27	UHC-05609-11	2154216642	5693 Central Ave, Scottsdale, AZ, 85295	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103361	ENR	Luis P Vega	1939-07-28	UHC-18828-56	—	2560 Ocean Ave, Minneapolis, MN, 55458	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-111499	ENR	Evelyn C Lane	1985-04-14	UHC-61513-03	5677666790	2837 Cedar Ln, Jacksonville, FL, 32248	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109069	ENR	Rebecca Richardson	1998-09-23	UHC-74913-63	—	5170 Lake View Rd, Eden Prairie, MN, 55316	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111636	ENR	Mary J Burton	2008-01-03	UHC-12996-17	5543013548	6287 Palm Dr, Atlanta, GA, 30336	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109994	ENR	Linda Q Kelley	1977-04-15	UHC-65744-09	9342593909	6434 Washington St, Las Vegas, NV, 89155	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-142709	ENR	Arjun J Hanson	1962-01-24	UHC-47578-88	6287326931	7609 Spring St, Seattle, WA, 98109	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123203	ENR	Arthur Vargas	1966-01-23	UHC-94619-95	4037955218	7710 Elm St, Gilbert, AZ, 85283	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-124480	ENR	Cynthia Grya	1986-06-08	UHC-12777-98	4514132650	7290 Washington St, Jacksonville, FL, 32214	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132434	ENR	James M Tran	1948-05-04	UHC-05807-14	6527593718	5674 Meadow Ln, Tampa, FL, 33621	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106828	ENR	Ryan T Warren	1981-09-17	UHC-88327-63	8912743852	8565 Desert Sky Blvd, Las Vegas, NV, 89165	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100169	ENR	Keith Morrison	1966-04-02	UHC-22386-70	6607373153	7664 Canyon Rd, Glendale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-140658	ENR	Sean Browwn	2003-12-05	UHC-14347-49	3644051614	9064 Jefferson Ave, Fresno, CA, 93735	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106441	ENR	Jerry F Hawkins	1982-08-16	UHC-79567-63	9046466195	2004 Sunset Blvd, Dallas, TX, 75280	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-105714	ENR	Don M Coleman	1984-12-24	UHC-72406-80	5904275218	1107 Maple Ave # 244, Austin, TX, 78727	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-141211	ENR	Philip D Greene	1981-10-01	UHC-72670-36	4058635603	2179 Sunset Blvd, San Antonio, TX, 78236	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114209	ENR	Justin Estrada	1999-10-01	UHC-08400-52	4545374322	6120 Maple Ave, Jacksonville, FL, 32262	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-105456	ENR	Christina E Austin	1968-05-12	UHC-18686-11	7348546609	1879 Forest Ave, Orlando, FL, 32880	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139394	ENR	Ruth N Chen	1955-09-20	UHC-79105-63	5522583699	3335 Camelback Rd, Sacramento, CA, 95874	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131475	ENR	Gloria Y Evans	1949-04-13	UHC-56869-18	—	8883 Union St, Columbus, OH, 43259	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-102157	ENR	Fatima Taylor	1979-11-28	UHC-67995-68	5398760532	9519 Desert Sky Blvd, San Antonio, TX, 78283	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-140769	ENR	Anthony Gibson	—	UHC-83521-36	5704643442	2139 Forest Ave, Minneapolis, MN, 55428	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
ENR-140020	ENR	Morris Wayne	1956-06-07	UHC-81299-54	4189518316	6002 Baseline Rd, Charlotte, NC, 28297	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125708	ENR	Jose G Yag	1939-04-03	UHC-63980-93	9695708235	6985 Church St, Tucson, AZ, 85792	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114674	ENR	Cynthia Y Carr	1955-08-15	—	9252421827	5537 Hillcrest Rd, Tampa, FL, 33652	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-128901	ENR	Gerald Parker	1953-07-26	UHC-73850-59	5497961253	4446 Forest Ave, Dallas, TX, 75237	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-141490	ENR	Bradley U Carpenter	1948-08-08	UHC-06430-16	2089338981	9271 Mountain View Dr, Fresno, CA, 93739	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121442	ENR	Philip Q Bown	2003-03-10	UHC-75306-06	6717400471	429 Mesa Dr, Jacksonville, FL, 32286	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-137682	ENR	Zachary P Guerrero	1961-10-11	UHC-59045-42	9617256423	9075 Desert Sky Blvd Apt 18, Chandler, AZ, 85287	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-139981	ENR	Ralph L Phillips	1983-08-09	UHC-05137-74	—	6178 Park Pl, Austin, TX, 78712	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-103171	ENR	Karen R Simspon	—	—	8737022189	7760 Apache Blvd, San Antonio, TX, 78249	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-129561	ENR	Theresa U Hicks	1969-02-09	UHC-01574-14	8065654780	1799 Highland Ave, Jacksonville, FL, 32208	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131787	ENR	Luis Stewart	1969-01-04	UHC-90674-38	6144851471	867 Camelback Rd, Los Angeles, CA, 90065	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-105616	ENR	Benjamin Romero	1978-11-02	UHC-88365-92	2784441378	614 Main St Apt 8, Los Angeles, CA, 90017	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more

26,564 rows, page 212 of 532Previous Next