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

Provider network, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22341	PRV	Michelle Lee	1952-02-03	UHC-44850-78	—	88 Highland Ave, Charlotte, NC, 28211	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26710	PRV	Arjun J Carter	—	—	8855956045	9536 Sunset Blvd, Tampa, FL, 33607	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
PRV-27225	PRV	Amber Perkins	1978-11-22	UHC-05855-16	—	5171 Elm St, Charlotte, NC, 28204	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25774	PRV	Wei Woods	2003-02-07	—	6022887750	4294 Valley View Dr, San Diego, CA, 92162	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
PRV-25373	PRV	Logan Richardson	1981-11-11	UHC-44547-13	3566552589	2481 Apache Blvd, Las Vegas, NV, 89167	0.78	Name re-cased Date of birth reformatted State code upper-cased ZIP+4 trimmed+1 more
PRV-23977	PRV	Jacob Wbeb	1985-05-07	UHC-07880-02	—	6904 Broadway # 970, Houston, TX, 77048	0.78	Name re-cased Date of birth reformatted Unit split from street Address re-cased+1 more
PRV-21647	PRV	Christopher Payne	2000-05-20	—	6947650155	6425 Desert Sky Blvd, Miami, FL, 33151	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21492	PRV	Steven E Elliott	1998-11-26	UHC-18138-25	—	8792 Pine Dr, Gilbert, AZ, 85241	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25114	PRV	Nancy Banks	1955-03-10	UHC-78948-13	2483066386	3184 Bayshore Dr, Chandler, AZ, 85233	0.78	Name re-cased Date of birth reformatted State name converted to code Email lower-cased+1 more
PRV-27862	PRV	Abigail X Santiago	1947-05-18	—	4923525911	2848 Apache Blvd, Scottsdale, AZ, 85222	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-20196	PRV	David Medina	2006-04-26	UHC-31366-75	5305152628	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-21358	PRV	Roneld Brooks	1990-04-28	—	4632940381	7486 Union St, Glendale, AZ, 85382	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22988	PRV	Keith Torres	1956-12-22	—	9066891591	8102 Main St, Houston, TX, 77018	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-26142	PRV	Carlos Dean	1970-08-04	UHC-27915-16	2114532730	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-25447	PRV	Arthur Hunt	1914-03-03	UHC-45720-74	8695945763	6255 Valley View Dr, Columbus, OH, 43246	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-28508	PRV	Dorothy Hicks	1946-08-25	—	4155760904	7841 River Rd, Tucson, AZ, 85755	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29122	PRV	Grace Porter	1948-11-03	UHC-43858-93	7486168913	1565 Indian School Rd, Seattle, WA, 98192	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-28633	PRV	Diego Harveey	—	—	6824100692	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
PRV-22129	PRV	Jeffrey Green	1988-05-13	—	5662782770	4405 Camelback Rd, Orlando, FL, 32885	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22340	PRV	Alexis Burton	1975-10-05	UHC-80754-22	—	6768 Oak St, Dallas, TX, 75278	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21087	PRV	Kyle Z Wong	1953-12-09	UHC-64030-81	—	1353 Lake View Rd, Mesa, AZ, 85242	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-29187	PRV	Wei Cooper	1953-10-25	UHC-84241-56	7056088883	5751 River Rd, Chandler, AZ, 85261	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27996	PRV	Medina Billy	1947-04-11	—	7316851904	3674 Canyon Rd, Gilbert, AZ, 85239	0.78	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
PRV-25357	PRV	Joshua S Chapman	1975-07-02	—	8886973592	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-21595	PRV	Stephen D Fields	1988-05-24	—	7257173083	3886 Cedar Ln, Charlotte, NC, 28264	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24146	PRV	Lucia Banks	1952-09-01	—	—	2860 Jefferson Ave, Chandler, AZ, 85277	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-28638	PRV	Wayne Lucas	1983-03-12	—	9708229486	7615 Indian School Rd, Fresno, CA, 93770	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22306	PRV	Sandra Yang	1961-10-20	UHC-18320-22	3794997151	4320 Ridge Rd, Tampa, FL, 33693	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
PRV-27183	PRV	Joe Bishop	1988-10-18	—	5279154620	6422 Harbor Blvd, Nashville, TN, 37273	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28656	PRV	Bruce Black	1996-05-13	—	5085030697	1170 Cedar Ln, Seattle, WA, 98165	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-20875	PRV	Christina U Meyer	1955-03-22	UHC-19804-16	7786279588	2100 Meadow Ln, Los Angeles, CA, 90039	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-20353	PRV	John Hart	1995-04-13	—	2114024386	3453 Apache Blvd, Nashville, TN, 37292	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-22075	PRV	John Palmer	1947-08-26	—	6617058209	9519 Oak St, Nashville, TN, 37229	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-22858	PRV	Priya Roberts	1949-04-22	UHC-42307-61	5755388631	7499 Market St # 608, Las Vegas, NV, 89101	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-29450	PRV	Arjn Kennedy	1955-04-24	UHC-46594-12	5762675777	—	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
PRV-23199	PRV	Johua Brown	1974-08-18	—	5856525206	6299 Meadow Ln, Glendale, AZ, 85311	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26267	PRV	Natalie Contreras	1994-03-21	UHC-72727-37	—	2007 Highland Ave, Las Vegas, NV, 89196	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-22468	PRV	Ana Q Allen	1938-05-27	UHC-40301-04	9216508923	94 Spring St, Miami, FL, 33168	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22511	PRV	Stephanie Valdez	1982-02-19	—	—	6959 River Rd, Gilbert, AZ, 85223	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-25993	PRV	Lgoan R Park	1943-12-09	—	5322791353	8579 Highland Ave, Sacramento, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
PRV-20498	PRV	PamelaJunk	1975-11-08	—	4529523413	—	0.78	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared+1 more
PRV-21528	PRV	Sandra Weeber	1963-07-13	UHC-22732-27	7909447106	525 Canyon Rd, Mesa, AZ, 85278	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24982	PRV	Jnoathan Alvarez	2005-09-12	UHC-37217-80	5853818945	7872 Meadow Ln, Eden Prairie, MN, 55392	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27715	PRV	Jose Hunter	2001-02-17	UHC-26224-70	—	9111 Maple Ave, Seattle, WA, 98100	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-26613	PRV	Michael Reynolds	2006-01-17	UHC-88165-10	4427216562	6996 Cedar Ln, Dallas, TX, 75289	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-22495	PRV	Ralph Carpenter	1967-06-11	—	7894909266	9818 Baseline Rd, Jacksonville, FL, 32236	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-26443	PRV	Jose Weber	1983-03-07	—	5296399108	7632 Mesa Dr, Tempe, AZ, 85255	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-22225	PRV	Joe Silva	1944-11-08	UHC-53993-88	3675180514	3387 River Rd, Mesa, AZ, 85247	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20389	PRV	Steven Lewis	1941-11-08	UHC-52617-07	—	5512 Ridge Rd, Glendale, AZ	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
PRV-23989	PRV	Logan H Wang	2001-03-04	—	5619720419	9242 Park Pl, Phoenix, AZ, 85058	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

3,816 rows, page 50 of 77Previous Next