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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21402	PRV	Thomas Kelly	2007-01-02	—	2297069126	5871 Highland Ave, Charlotte, NC, 28261	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
PRV-22394	PRV	Rebecca Z Burns	1988-10-20	—	8017363234	3762 Cedar Ln, Eden Prairie, MN	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-22505	PRV	Alyce Q Salazar	2002-02-23	UHC-78437-15	2086741031	7779 Maple Ave, Mesa, AZ, 85223	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-28646	PRV	Ryan Price	1972-08-09	—	—	6961 Market St, Mesa, AZ, 85290	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-25339	PRV	Austin Thomas	2004-05-28	—	2043320144	9416 Ocean Ave, Sacramento, CA, 95859	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22229	PRV	Abigail Kelley	—	—	2325778514	3540 Harbor Blvd, Seattle, WA, 98172	0.64	Date of birth unreadable Phone reformatted Email lower-cased Gender normalised+2 more
PRV-28636	PRV	Megan Elliott	1999-03-18	UHC-54964-91	—	2593 Harbor Blvd, Orlando, FL, 32822	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
PRV-21079	PRV	Omar B Knight	1954-03-18	UHC-76996-54	7195293740	6084 Grand Ave, Phoenix, AZ, 85090	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+2 more
PRV-21078	PRV	Omar B Knight	1954-03-18	UHC-76996-54	7195293740	6084 Grand Ave, Phoenix, AZ, 85090	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+2 more
PRV-21448	PRV	Billy X Mendez	1959-05-15	—	7938147936	1872 Willow Ct, Miami, FL, 33100	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21450	PRV	Peter Wallace	1974-02-10	UHC-28274-41	7815872506	1572 Lake View Rd, Tampa, FL, 33622	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-27365	PRV	Debra N Schmidt	1941-08-21	UHC-39182-52	—	1984 Jefferson Ave, Tempe, AZ, 85232	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-24248	PRV	Judith Wod	2002-11-27	UHC-06905-95	2043851382	5083 Desert Sky Blvd # 551, Mesa, AZ, 85205	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-26117	PRV	Roger Carr	1985-11-04	—	8253551950	5490 Sunset Blvd, Mesa, AZ, 85209	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
PRV-28497	PRV	Kathrny Cooper	2000-07-27	—	—	2987 Spring St, San Antonio, TX, 78236	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-27315	PRV	Nicole Gilbert	1951-01-25	UHC-93489-42	7702818360	6879 Market St, Orlando, FL, 32853	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28846	PRV	Hannah Flores	1954-07-12	—	5977160199	7702 Main St # 610, Minneapolis, MN, 55432	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-24567	PRV	Jacob Medina	1940-11-12	UHC-52242-33	2084056695	898 Jefferson Ave, Glendale, AZ, 85382	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23086	PRV	Ahmed Robertson	1973-04-27	—	—	9758 Valley View Dr, Sacramento, CA, 95848	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-20771	PRV	Ken Perkins	1996-07-07	UHC-46973-89	—	6141 Maple Ave, Glendale, AZ, 85301	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
PRV-22616	PRV	Mary Moreno	1992-12-28	UHC-34202-75	9167791678	2055 Cedar Ln, Phoenix, AZ, 85050	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-25305	PRV	Dorothy E Griffin	2006-12-03	UHC-72937-08	—	3762 Market St, Glendale, AZ, 85321	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-22911	PRV	Sofia Weaver	1968-06-05	UHC-51460-08	3593601826	1381 Union St, Mesa, AZ, 85234	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-24521	PRV	Timothy Weber	—	—	—	3331 Mountain View Dr, Plano, TX, 75003	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-27649	PRV	Deigo Turner	1988-02-28	—	9767302887	8225 Union St Apt 32, Tampa, FL, 33644	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-28770	PRV	Alexis E Duncan	1970-08-12	—	3037285635	9398 Maple Ave, Gilbert, AZ, 85284	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25414	PRV	Jonathan Ferguson	1982-06-09	—	—	4690 Forest Ave Apt 2, Gilbert, AZ, 85276	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
PRV-22195	PRV	Barbara Gibson	2001-09-07	—	2492470431	2335 Willow Ct, Gilbert, AZ, 85288	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-28375	PRV	Virginia Kim	1945-08-11	UHC-47194-23	—	4941 Mesa Dr, Las Vegas, NV, 89132	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-20497	PRV	Ralph C Harper	1950-06-14	—	8224266008	712 Elm St, Plano, TX, 75055	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23804	PRV	Sarah Olson	2002-10-06	—	7564019099	6116 Willow Ct, Fresno, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-26878	PRV	Samuel L Hall	1988-09-22	UHC-61573-06	2127304833	6266 Mesa Dr, Columbus, OH, 43281	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26544	PRV	Caimla Jenkins	1941-05-25	—	7182886714	7506 Market St, Minneapolis, MN, 55423	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
PRV-24193	PRV	Roger Wheeler	—	—	2474379538	7260 Jefferson Ave, Tucson, AZ, 85782	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22606	PRV	Judith Armstrong	1989-03-13	UHC-29429-16	5127131909	6268 River Rd, Houston, TX, 77022	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29011	PRV	Vincent Gray	1942-01-27	UHC-05842-82	2417880612	4845 Bayshore Dr, Las Vegas, NV, 89165	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
PRV-25966	PRV	Zachary Mershall	2001-11-21	—	3529053357	7657 Lake View Rd, Atlanta, GA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-24577	PRV	Sean Stephens	—	UHC-47949-16	2133591012	6061 Grand Ave, Orlando, FL, 32881	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25113	PRV	Arjun U Holmes	1978-11-22	—	—	5851 Main St Apt 35, Glendale, AZ, 85333	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-20622	PRV	Diane Stone	2000-02-21	—	9333401447	3422 Pine Dr, San Antonio, TX, 78297	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25973	PRV	Maria E Kelly	2006-04-20	—	8904460101	3877 Mesa Dr, Fresno, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27114	PRV	Dot C Rivera	1958-07-18	—	2489463431	7881 Pine Dr, Nashville, TN, 37223	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21717	PRV	Carolyn Lopez	2001-09-05	UHC-67098-51	—	6186 Washington St, Phoenix, AZ, 85059	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-25076	PRV	Evelyn Espinoza	1972-05-15	UHC-88195-60	2864673382	157 Central Ave, Fresno, CA	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
PRV-28147	PRV	Melissa T Lucas	1985-03-13	UHC-51145-37	7768628203	1946 Desert Sky Blvd, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21224	PRV	Laura McDonald	—	—	9449547043	8089 Pine Dr, Atlanta, GA, 30382	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
PRV-24261	PRV	Maria Flores	1989-02-23	UHC-15319-51	6906292295	7307 Oak St, Tempe, AZ, 85237	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24771	PRV	Rachel Colmean	1981-12-28	—	—	93 Ocean Ave, Jacksonville, FL, 32262	0.64	Name re-cased City re-cased State name converted to code Gender normalised+2 more
PRV-23336	PRV	Ahmed I Patal	2005-02-09	—	6123970918	7258 Apache Blvd, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-28320	PRV	Philip X Gray	1982-01-06	—	4129265674	6954 Sage Ct, Dallas, TX, 75214	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more

5,467 rows, page 32 of 110Previous Next