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-23169	PRV	Sofia P Li	2003-01-08	—	4445333176	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22838	PRV	Debbie Berry	1940-01-16	UHC-77773-42	5867850565	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22912	PRV	Charlotte G Larson	1991-02-27	—	—	7747 Pine Dr, Charlotte, NC, 28266	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-28810	PRV	Valentina Williams	1982-09-21	—	9286512546	8185 Mesa Dr, Columbus, OH, 43287	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20398	PRV	Maria Washington	1968-08-24	—	6074832921	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24692	PRV	Mason Austin	1986-12-16	UHC-03632-16	6053477192	4635 Willow Ct, Dallas, TX, 75217	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-25272	PRV	Justin Johnson	1991-03-02	UHC-90635-30	6547959197	3789 Valley View Dr, Eden Prairie, MN, 55304	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
PRV-24977	PRV	Billy Aguilar	1961-04-02	—	6865545261	4931 Lincoln Way, Las Vegas, NV, 89123	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-20900	PRV	Austin Hughes	2000-06-04	—	4454953335	138 Meadow Ln, Eden Prairie, MN, 55308	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21959	PRV	Arjun R Hunt	2002-02-13	—	7077887410	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23597	PRV	Peter Bradley	1993-02-25	UHC-24216-20	4535943419	9274 Sunset Blvd, Tampa, FL, 33695	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-26063	PRV	Gloria Johnson	1987-03-02	—	6965214868	3218 Hillcrest Rd, Orlando, FL, 32826	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22038	PRV	Robert Tucker	2004-07-14	UHC-10873-92	6222042561	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-24579	PRV	Paul C Lewis	1972-03-11	—	6837386045	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28957	PRV	Peter Burtn	1996-12-18	—	7825019637	9727 Cedar Ln, Houston, TX, 77034	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22774	PRV	Sharon Rodriguez	1956-10-07	—	3695270221	3427 Cedar Ln, Scottsdale, AZ, 85202	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22419	PRV	Priya Clark	1940-07-26	—	7576815457	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21092	PRV	Maria Munoz	1974-05-22	UHC-02382-28	—	7712 Cedar Ln, Tempe, AZ, 85257	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-26949	PRV	Aaron Rojas	1938-03-27	—	4493701999	7749 Mesa Dr, Gilbert, AZ, 85225	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-24536	PRV	Daniel Warren	2007-05-06	UHC-75069-05	9287959436	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-22287	PRV	Raymond Banks	2004-07-09	—	8823434683	2102 Central Ave, Denver, CO, 80236	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24470	PRV	Joshua Gordon	1958-12-25	—	4849116152	4104 Union St, Jacksonville, FL, 32286	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29142	PRV	Charlotte N Ferguson	1982-06-01	—	5223505975	1240 Mesa Dr, Gilbert, AZ, 85240	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-26338	PRV	Anna Y Greene	1986-02-14	UHC-19124-93	9875217391	9359 Lake View Rd, Denver, CO, 80222	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-20083	PRV	Jack Brooks	1995-06-08	UHC-96259-40	8722882723	2490 Broadway, Mesa, AZ, 85275	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-27989	PRV	Rachel Flores	2006-02-05	UHC-97143-27	8643566599	5831 Sunset Blvd, Plano, TX, 75080	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
PRV-22246	PRV	Ashley Brooks	1991-03-10	—	7187793598	1256 Canyon Rd, Phoenix, AZ, 85069	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-24115	PRV	Deborah R Burke	1985-12-12	—	6935816501	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-23767	PRV	Stephanie Castro	1984-06-09	—	2253747528	6077 Market St, Tucson, AZ, 85790	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-28802	PRV	Megan Young	1952-02-28	UHC-39931-30	3382809173	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20576	PRV	Heather M Fisher	1961-01-07	UHC-92896-47	5242070320	3767 Market St, Los Angeles, CA, 90043	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23710	PRV	Emma Nunez	1955-05-11	UHC-09511-67	8036530206	2707 Bayshore Dr, Houston, TX, 77041	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
PRV-26094	PRV	Zachary Pena	1950-06-06	—	3799111696	5936 Willow Ct, Gilbert, AZ, 85240	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-25811	PRV	Vincent Tarn	1989-08-14	—	4839817273	3950 Harbor Blvd, San Diego, CA, 92172	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-20848	PRV	Bruce Y Jones	1971-05-22	UHC-03857-67	7869575176	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-27518	PRV	Aaron Watkins	1967-12-08	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-20391	PRV	Steven Y Lewis	1941-11-08	UHC-52617-07	9614692590	5518 Harbor Blvd, Fresno, CA, 93783	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-24799	PRV	Maria Castro	1973-08-17	—	7587053617	571 Maple Ave, Denver, CO, 80249	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21171	PRV	Zachary Luna	1949-03-04	UHC-56365-90	4993825921	8165 Harbor Blvd, Glendale, AZ, 85350	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
PRV-25009	PRV	Emily G Hunt	1961-05-13	UHC-56348-80	5389989523	1311 Indian School Rd, Atlanta, GA, 30392	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26472	PRV	Philip O Tucker	1951-04-02	—	2667523626	8795 Spring St, Glendale, AZ, 85359	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-27237	PRV	Mason X Garrett	1942-05-13	UHC-21265-20	5384033079	2814 Desert Sky Blvd, Tucson, AZ, 85751	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-20584	PRV	Tyleer Mitchell	1981-06-17	UHC-18397-61	6029846082	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28144	PRV	Sean Campbell	2004-05-09	UHC-72935-03	7992053462	1432 Lincoln Way, Orlando, FL, 32803	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27924	PRV	Jordan Herrera	1994-01-02	UHC-56597-74	9238697845	8958 Indian School Rd, Phoenix, AZ, 85053	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22809	PRV	Jooyce Graham	1998-11-07	—	8924901767	8055 Ocean Ave, Glendale, AZ, 85370	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-25654	PRV	Gary Jordan	1977-03-09	—	2163311280	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24589	PRV	Ray Martinez	1964-07-23	UHC-76339-68	3256581547	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25729	PRV	Stephen W Grant	1948-05-25	—	9095161196	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23504	PRV	Marilyn H Li	1995-02-24	—	3593209189	2881 Camelback Rd, Phoenix, AZ, 85052	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared

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