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 “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
ENR-106053	ENR	Bruce V Sanders	1940-02-17	UHC-94599-53	6059793602	1364 Bayshore Dr, Tampa, FL, 33671	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-125603	ENR	Patricia Flores	1940-05-14	UHC-06947-85	—	8097 Sage Ct, Gilbert, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-103338	ENR	Adma Long	2008-07-05	UHC-08708-37	2146031253	217 Valley View Dr, Plano, TX, 75043	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-106296	ENR	Christian Wright	1969-09-08	UHC-52356-45	9665428328	6460 Sage Ct, Tucson, AZ, 85757	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-123945	ENR	Juan Tucker	1956-04-19	UHC-20590-80	—	732 Valley View Dr, Atlanta, GA, 30361	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-128772	ENR	Jonathan Gibson	1978-02-08	UHC-88509-08	—	3380 Lake View Rd, Seattle, WA, 98175	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-128381	ENR	Patrcik L Mendez	1963-09-16	UHC-21816-72	—	7981 Main St, Tampa, FL, 33652	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-109504	ENR	Abigail C Stone	2008-12-07	UHC-76973-20	7096289569	9054 Mesa Dr, Tampa, FL, 33681	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
ENR-126754	ENR	Mateo Vega	1939-06-18	UHC-55251-71	8334717898	1666 Desert Sky Blvd, Scottsdale, AZ	0.68	Phone reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-142958	ENR	Willie George	2000-04-26	UHC-14786-97	—	8864 River Rd, Orlando, FL, 32864	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-112886	ENR	Julie G Dixon	1995-10-04	UHC-86616-94	5232900144	5575 Camelback Rd, Houston, TX, 77001	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-128489	ENR	Donald V Rojas	1981-02-18	UHC-71744-36	6118929310	3130 Grand Ave, Charlotte, NC, 28277	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-118340	ENR	Mariana Dixun	1975-06-01	UHC-58745-51	6062608105	9177 Main St Apt 27, Scottsdale, AZ, 85289	0.68	Phone reformatted SSN last four extracted Unit split from street Placeholder values cleared
ENR-122252	ENR	Donna Herrera	1972-01-05	UHC-16144-24	5525721250	9065 Grand Ave, Nashville, TN	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
ENR-111037	ENR	Aisha E Austin	—	UHC-24449-23	6565757573	871 Mesa Dr, San Diego, CA, 92192	0.68	Date of birth unreadable Phone reformatted Gender normalised Placeholder values cleared
ENR-134685	ENR	Margaret F Weaver	1989-04-17	UHC-13952-43	—	3370 Mountain View Dr, Phoenix, AZ, 85092	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-123381	ENR	Susan X Burns	—	UHC-68235-49	—	4393 Ridge Rd, Denver, CO, 80253	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
ENR-132890	ENR	James Y Richardson	1943-05-17	UHC-80635-16	—	4127 Highland Ave Apt 35, Gilbert, AZ, 85229	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-128969	ENR	Diana J Mendoza	1952-07-10	UHC-79001-77	7218582406	8300 Central Ave, Tampa, FL, 33661	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-136331	ENR	Hannah O Ortaga	1986-08-15	—	—	8983 Sunset Blvd, Nashville, TN, 37253	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-117746	ENR	Ashley A Arnold	1960-12-17	UHC-00958-18	—	5208 Baseline Rd, Sacramento, CA, 95816	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-116431	ENR	George J Larson	1964-08-18	UHC-26066-39	4079564256	4673 Park Pl, Los Angeles, CA, 90047	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
ENR-129760	ENR	John Morales	1966-02-26	UHC-19687-64	—	7673 Camelback Rd, Plano, TX, 75012	0.68	Two-digit birth year State name converted to code Email lower-cased Placeholder values cleared
ENR-142434	ENR	Emma Fields	1966-05-24	UHC-10590-48	2403114282	7907 Church St, Plano, TX	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
ENR-121388	ENR	Keith Henry	—	UHC-86871-50	—	—	0.68	Name re-cased Date of birth unreadable Gender normalised Placeholder values cleared
ENR-142595	ENR	ShirleyJunk	1949-03-16	UHC-56574-44	3376321598	4682 Ocean Ave, Columbus, OH, 43208	0.68	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared No usable name (quarantined)
ENR-107501	ENR	Danielle G Oliver	1955-07-21	UHC-04683-72	—	2802 Grand Ave, Chandler, AZ, 85297	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-137711	ENR	Elizabeth Chapman	—	UHC-53911-66	—	3446 Elm St, Gilbert, AZ	0.68	Name re-cased Date of birth unreadable ZIP missing Placeholder values cleared
ENR-117195	ENR	James Greene	1990-01-18	UHC-27397-40	6919629155	1148 Main St, Columbus, OH, 43218	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-133459	ENR	Elijah V Lynch	1952-11-08	UHC-37755-50	—	3236 Camelback Rd, Austin, TX, 78748	0.68	Date of birth reformatted SSN last four extracted Gender normalised Placeholder values cleared
ENR-109372	ENR	Bobby K Garrett	1973-12-26	UHC-90712-45	3688338877	8907 Palm Dr, Charlotte, NC, 28280	0.68	Middle initial moved out of first name Street suffix standardised Address re-cased Placeholder values cleared
ENR-111862	ENR	James Garcya	1975-05-23	UHC-06044-51	—	1489 Baseline Rd, San Antonio, TX, 78208	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-136937	ENR	Jacob Romero	1953-11-04	UHC-62450-79	3183286700	6080 Market St, San Antonio, TX, 78241	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-137075	ENR	Ralph P Wagner	2001-06-05	UHC-63442-26	4884808342	1263 Spring St, Plano, TX, 75051	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-123552	ENR	Aisha A Allen	1978-01-18	UHC-11101-58	—	4629 Ridge Rd, Columbus, OH, 43239	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
ENR-134422	ENR	Kelly K Mitchell	1991-07-13	UHC-46965-75	2523108532	256 Sunset Blvd, Seattle, WA	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
ENR-128627	ENR	Amy Daniels	2007-04-09	UHC-65236-29	—	673 Bayshore Dr, Denver, CO, 80282	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-118833	ENR	Gloria L Williamson	—	UHC-69885-71	8067920482	1445 Broadway, Austin, TX, 78727	0.68	Middle initial moved out of first name Date of birth unreadable Phone reformatted Placeholder values cleared
ENR-101622	ENR	Linda O Carr	1950-10-05	UHC-14169-74	—	27 Forest Ave Apt 7, Columbus, OH	0.68	Unit split from street ZIP missing Whitespace trimmed Placeholder values cleared
ENR-132995	ENR	David Nguyen	1992-12-28	UHC-84849-71	—	7691 Washington St Apt 8, Jacksonville, FL, 32288	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
ENR-120293	ENR	Harold V Vasquez	2002-04-18	UHC-05206-24	5215295672	4231 Lake View Rd Apt 26, Mesa, AZ, 85252	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-106034	ENR	Gloria Q Wagner	1989-03-12	UHC-72409-92	—	3345 Main St, Atlanta, GA, 30387	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-125145	ENR	Wei D Dunn	1939-03-08	UHC-66942-45	—	1020 Oak St, Glendale, AZ	0.68	Phone missing area code Member ID reformatted ZIP missing Placeholder values cleared
ENR-126241	ENR	Wayne K Davis	1956-05-25	UHC-67278-96	—	4681 Oak St, Eden Prairie, MN, 55309	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-138974	ENR	Lawrence Ramirez	1993-03-11	UHC-95611-07	—	1423 Cedar Ln Apt 23, Tucson, AZ, 85769	0.68	Date of birth reformatted Unit split from street State name converted to code Placeholder values cleared
ENR-110267	ENR	Jean Burns	1980-05-17	—	5248001381	1940 Pine Dr, Tucson, AZ, 85777	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-110503	ENR	Mary Mills	1958-03-18	UHC-40585-28	6689634676	2406 Church St, Houston, TX	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
ENR-124173	ENR	Bobby Robinson	1961-01-20	UHC-36417-87	2758216491	7600 Bayshore Dr, Eden Prairie, MN	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-104174	ENR	Elizabeth Bowman	1940-12-09	UHC-88810-12	9216537911	6864 Highland Ave, San Antonio, TX, 78287	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-128865	ENR	Gregory Bishop	1962-08-05	UHC-04258-57	9844591436	8093 Canyon Rd, Atlanta, GA, 30366	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared

16,916 rows, page 129 of 339Previous Next