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-106373	ENR	Margaret L Little	1946-07-05	UHC-72661-22	2825066976	7966 Elm St Apt 13, Sacramento, CA, 95895	0.68	Phone reformatted Unit split from street City re-cased Gender normalised
CLM-412019	CLM	Heather Lynch	1961-05-07	UHC-96264-48	—	8994 Broadway, Fresno, CA, 93786	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
TPA-57211	TPA	Laura Black	1958-12-07	—	—	3594 Washington St, Houston, TX, 77092	0.68	Name split from “Last, First”City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-417688	CLM	Patricia Cooper	1972-01-15	—	—	2892 Pine Dr Apt 22, Jacksonville, FL, 32281	0.68	Unit split from street City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-104765	ENR	Daniel Moreno	1998-12-25	UHC-23626-94	6303292198	5133 Broadway, Eden Prairie, MN, 55358	0.68	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed
CLM-400480	CLM	Hiroshi Ortega	1979-11-11	UHC-36461-06	—	188 Elm St, Austin, TX, 78799	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
ENR-138977	ENR	Mark Li	1996-11-20	UHC-93308-91	3043246343	4867 Baseline Rd, Miami, FL, 33136	0.68	Street suffix standardised Address re-cased City re-cased Gender normalised
ENR-129274	ENR	Ethan Oliver	1938-11-05	UHC-62085-27	2193289700	646 Ridge Rd, Sacramento, CA	0.68	Phone reformatted City re-cased ZIP missing Gender normalised
ENR-136565	ENR	Pamela P Jimenez	1972-09-02	UHC-07568-10	9377995611	4894 Broadway Apt 25, Charlotte, NC, 28222	0.68	Two-digit birth year Unit split from street Address re-cased City re-cased
ENR-118026	ENR	Donald Ray	1956-10-23	UHC-01772-80	5739124756	6568 Willow Ct Apt 14, Minneapolis, MN, 55405	0.68	Date of birth reformatted Unit split from street City re-cased Gender normalised
CLM-417210	CLM	William Stewart	1961-07-10	UHC-93919-22	—	8811 Sage Ct, Scottsdale, AZ, 85247	0.68	City re-cased State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-114010	ENR	Bobby A Henderson	1995-04-15	UHC-70285-55	5709873670	9539 Mesa Dr, Los Angeles, CA	0.68	Two-digit birth year Phone reformatted City re-cased ZIP missing
CLM-409943	CLM	Gerald Carpenter	—	UHC-74053-63	5949028540	6030 Meadow Ln, Tucson, AZ, 85772	0.68	Date of birth unreadable SSN last four extracted City re-cased Placeholder values cleared
TPA-54111	TPA	Mariana Jimenez	1965-07-21	—	—	4008 Church St, Miami, FL	0.68	Name split from “Last, First”City re-cased ZIP missing Placeholder values cleared
PRV-20450	PRV	Janice Rice	1938-12-26	UHC-09502-63	—	8888 Palm Dr, Tucson, AZ	0.68	City re-cased State name converted to code ZIP missing Placeholder values cleared
ENR-134544	ENR	Christian J Jenkins	—	UHC-54136-63	9337836522	5840 Broadway, Mesa, AZ, 85256	0.68	Date of birth missing Phone reformatted City re-cased Gender normalised
CLM-407728	CLM	Steve Park	1941-01-23	UHC-23541-97	5506739669	8298 Main St, Sacramento, CA, 95845	0.68	Two-digit birth year City re-cased Gender normalised Placeholder values cleared
ENR-142184	ENR	Kayla Carter	2001-05-22	UHC-81353-86	9645993710	8758 Desert Sky Blvd, Austin, TX, 78708	0.68	Name split from “Last, First”Two-digit birth year City re-cased Email lower-cased
ENR-104343	ENR	Mark N Ford	1967-04-02	UHC-58600-22	—	8320 Willow Ct, Orlando, FL, 32879	0.68	Name split from “Last, First”Date of birth reformatted Phone missing area code City re-cased
CLM-432327	CLM	AustinJunk	1990-12-19	UHC-66555-53	—	7141 Willow Ct, Houston, TX, 77086	0.68	City re-cased Gender normalised Placeholder values cleared No usable name (quarantined)
ENR-122829	ENR	Zachary D Barnes	1954-07-17	UHC-67196-39	8039341074	3835 Camelback Rd, Austin, TX, 78759	0.68	Phone reformatted SSN last four extracted City re-cased ZIP+4 trimmed
TPA-59143	TPA	Emily Jones	—	—	—	9687 Valley View Dr, Orlando, FL, 32808	0.68	Date of birth missing City re-cased State name converted to code Placeholder values cleared
ENR-102606	ENR	Thomas V Chavez	1958-01-21	UHC-08205-93	6396910334	6626 Market St, Miami, FL, 33199	0.68	Name split from “Last, First”Phone reformatted City re-cased State name converted to code
ENR-131334	ENR	Ryan J Rojas	1970-01-13	UHC-12417-66	—	8542 Jefferson Ave Apt 22, Charlotte, NC, 28260	0.68	Unit split from street Street suffix standardised Address re-cased City re-cased
ENR-100290	ENR	Robert Q Jenkins	1948-04-28	UHC-46816-23	7208274033	3732 Lake View Rd, Glendale, AZ, 85357	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-127891	ENR	Samuel V Aguilar	1945-10-21	UHC-17837-77	4072594636	3030 Indian School Rd, Minneapolis, MN, 55418	0.68	Two-digit birth year Phone reformatted City re-cased Gender normalised
TPA-62897	TPA	Bruce Q Wilson	2007-09-09	—	—	2098 Baseline Rd, Tampa, FL, 33668	0.68	City re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-102729	ENR	Kevin G Nelson	—	UHC-08394-23	8234131024	7386 Market St, Dallas, TX, 75269	0.68	Middle initial moved out of first name Date of birth unreadable City re-cased Plan code upper-cased
ENR-101636	ENR	Diego Z Woods	1988-10-12	UHC-49602-83	5888909008	4266 Ridge Rd, Houston, TX, 77004	0.68	Middle initial moved out of first name Phone reformatted City re-cased State name converted to code
CLM-417570	CLM	Lucia Hernandez	2003-08-05	UHC-88709-12	2966076326	1139 Mountain View Dr, Seattle, WA, 98146	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased
ENR-133313	ENR	Eric E Rodriguez	1994-03-24	UHC-21498-87	7565973011	5422 Jefferson Ave, Jacksonville, FL	0.68	Street suffix standardised Address re-cased City re-cased ZIP missing
ENR-109149	ENR	Deborah Z Banks	1964-01-22	UHC-57459-80	9638990368	8093 Oak St, Phoenix, AZ, 85022	0.68	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed
ENR-102834	ENR	Rebecca V Clark	2004-07-06	UHC-91106-06	—	4900 Market St, San Antonio, TX, 78263	0.68	SSN last four extracted City re-cased Gender normalised Placeholder values cleared
ENR-121851	ENR	Ann G Stewart	1946-07-10	UHC-16347-57	2494362532	6460 Valley View Dr # 802, Gilbert, AZ, 85295	0.68	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed
ENR-139148	ENR	Lisa K Stevens	—	UHC-13790-13	6476378828	8250 Highland Ave, Chandler, AZ, 85205	0.68	Date of birth unreadable City re-cased Gender normalised Whitespace trimmed
ENR-105378	ENR	Carol Stevens	1942-04-05	UHC-34223-83	7206056203	8496 River Rd # 787, Minneapolis, MN, 55484	0.68	Unit split from street City re-cased Gender normalised Whitespace trimmed
ENR-112223	ENR	Billy Weebb	1957-06-15	UHC-42527-79	5646278513	209 Union St, Tempe, AZ, 85209	0.68	Phone reformatted City re-cased State name converted to code Gender normalised
ENR-103038	ENR	Andrew Butler	1999-09-24	UHC-29243-55	8827949220	6448 Palm Dr, Fresno, CA, 93787	0.68	Name split from “Last, First”City re-cased Gender normalised Whitespace trimmed
ENR-105992	ENR	Douglas Gilbert	1994-10-23	UHC-79322-76	—	7249 Market St # 872, San Antonio, TX, 78216	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased
ENR-133242	ENR	David Cox	2005-12-15	UHC-62175-68	—	3183 Oak St, Glendale, AZ, 85335	0.68	Date of birth reformatted Phone missing area code City re-cased ZIP+4 trimmed
CLM-403138	CLM	Mei S Brooks	1986-10-23	—	9869731343	2240 Lake View Rd, Scottsdale, AZ	0.68	Street suffix standardised Address re-cased City re-cased ZIP missing
CLM-426848	CLM	Hannah Martin	—	UHC-93034-52	—	483 Central Ave, Plano, TX, 75019	0.68	Date of birth unreadable City re-cased Gender normalised Placeholder values cleared
ENR-129928	ENR	Kimberly C Hart	1995-12-05	UHC-93318-25	7012846521	6600 Indian School Rd, Tempe, AZ, 85219	0.68	SSN last four extracted City re-cased Gender normalised Placeholder values cleared
ENR-111674	ENR	Kayla Hansen	1950-12-08	UHC-30978-47	3135730845	5023 Church St # 736, Charlotte, NC, 28229	0.68	Unit split from street Street suffix standardised Address re-cased City re-cased
ENR-107464	ENR	Jerry Wood	1996-05-12	UHC-02505-37	8493396237	5552 Park Pl, Jacksonville, FL, 32268	0.68	Street suffix standardised Address re-cased City re-cased Gender normalised
PRV-27324	PRV	Christopher Gray	2000-08-20	UHC-48386-23	—	6500 Elm St, Minneapolis, MN, 55411	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
ENR-108678	ENR	Priya N Adams	2008-05-26	UHC-46347-96	3218608794	2718 Washington St, Miami, FL, 33122	0.68	Two-digit birth year Phone reformatted City re-cased Gender normalised
CLM-401108	CLM	Kathryn Holmes	1939-02-10	UHC-21580-23	—	1223 Canyon Rd, Austin, TX, 78717	0.68	Two-digit birth year City re-cased Gender normalised Placeholder values cleared
ENR-133139	ENR	Denny Z Morgan	1952-05-17	UHC-00375-23	—	1239 Hillcrest Rd, Denver, CO, 80252	0.68	Middle initial moved out of first name Date of birth reformatted Phone missing area code City re-cased
ENR-117513	ENR	Heather White	1951-01-26	UHC-01484-39	3776458525	3934 Forest Ave, Columbus, OH, 43210	0.68	Street suffix standardised Address re-cased City re-cased State name converted to code

17,850 rows, page 151 of 357Previous Next