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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20826	PRV	Cynthia A Gibson	1952-11-09	UHC-98065-16	2595105991	8464 Jefferson Ave, Tempe, AZ, 85239	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-25714	PRV	Alice Gordon	1961-02-17	—	2206721411	9363 Lincoln Way, Seattle, WA, 98122	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-28724	PRV	Jacob Gomez	1976-07-10	UHC-45306-71	2532375044	6461 Valley View Dr, Atlanta, GA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-26669	PRV	Kimberly Green	1987-09-27	—	8223395011	1921 Hillcrest Rd # 496, Orlando, FL, 32823	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-24217	PRV	Jordan Warren	1997-06-16	UHC-42873-90	2835405830	6339 Harbor Blvd, Fresno, CA, 93779	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20651	PRV	Noah Morris	1981-10-14	—	2394662279	6769 Park Pl, Glendale, AZ, 85301	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-29511	PRV	Mariana Henderson	1986-11-02	—	3904047929	8672 Highland Ave, Orlando, FL, 32884	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-21611	PRV	Maria Nguyen	2003-04-02	—	8202037758	4081 Willow Ct, Phoenix, AZ, 85030	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21610	PRV	Maria Nguyen	2003-04-02	—	8202037758	4081 Willow Ct, Phoenix, AZ, 85030	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20099	PRV	Ana George	1976-08-11	—	5393476904	610 Maple Ave, Minneapolis, MN, 55469	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-26938	PRV	Russell Ferguson	1949-04-04	—	3755916732	2954 Highland Ave, Charlotte, NC	0.66	Phone reformatted City re-cased State name converted to code ZIP missing+1 more
PRV-25183	PRV	Daniel Mendez	—	—	9787564344	—	0.66	Date of birth missing Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23896	PRV	Linda Martinez	1949-11-21	—	6422389030	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23897	PRV	Linda Martinez	1949-11-21	—	6422389030	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23212	PRV	Santiago Price	1940-11-08	—	9009308202	3870 Sage Ct, Denver, CO, 80204	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
PRV-27385	PRV	Carlos Jordan	2006-09-02	UHC-81783-75	2763499443	86 Oak St, Sacramento, CA, 95886	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24855	PRV	Denise E Hamilton	1988-06-25	—	7014016989	9833 Sage Ct, Minneapolis, MN, 55441	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20087	PRV	Eugene Rose	—	—	7816941665	4245 Maple Ave, Orlando, FL, 32846	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21457	PRV	Santiago Torres	—	—	2596244074	5968 Park Pl, Tucson, AZ	0.66	Date of birth unreadable Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-20140	PRV	Joan Bryant	1958-12-01	—	5253887592	6477 Spring St, Mesa, AZ, 85287	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
PRV-26875	PRV	Robert H Stone	1972-01-08	UHC-11766-70	3274236988	4545 Cedar Ln, Eden Prairie, MN, 55319	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-25374	PRV	Kimberly Burns	1982-01-20	—	2305487241	3423 Camelback Rd, Tempe, AZ	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
PRV-21043	PRV	Samantha Guzman	1969-12-26	UHC-92739-37	9118284633	5202 Market St, Los Angeles, CA, 90040	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-23003	PRV	Elijah Brooks	1974-10-23	UHC-94363-43	4447584070	2057 Grand Ave, Scottsdale, AZ, 85240	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23023	PRV	Victoria Ramirez	1957-12-09	UHC-01322-01	8917815866	635 Forest Ave # 652, Sacramento, CA, 95807	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
PRV-22047	PRV	Matt Montgomery	1972-10-03	—	9079446751	4920 Lake View Rd, Charlotte, NC	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-22043	PRV	Emma Santiago	1995-03-17	UHC-20832-61	9627945315	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-27562	PRV	Betty Lucas	1958-05-20	—	2923740103	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-27478	PRV	Christopher B Stephens	1988-09-21	UHC-69472-98	9219983447	5720 Valley View Dr, Gilbert, AZ, 85227	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29079	PRV	Carl Lynch	2003-02-23	UHC-43141-12	5152979945	9073 River Rd, Tempe, AZ, 85212	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-26850	PRV	Sara P Wallace	1970-10-27	UHC-48359-67	6659671601	298 Ridge Rd, Minneapolis, MN, 55471	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22064	PRV	Anna Turneer	1974-02-09	UHC-90002-73	4577574672	6074 Willow Ct, Nashville, TN, 37250	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-28681	PRV	Kenneth Cox	1953-06-17	—	3216387904	3484 Maple Ave, Glendale, AZ, 85331	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22796	PRV	Bradley Austin	—	UHC-84381-58	4116753479	7207 Washington St, Fresno, CA, 93738	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23753	PRV	Luis Howard	1987-09-10	UHC-63334-20	5407541885	744 Harbor Blvd Apt 30, Las Vegas, NV, 89139	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-20548	PRV	Ryan Palmer	1964-12-15	—	4425680312	452 Union St, Seattle, WA	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
PRV-24090	PRV	Roy Chavez	1939-11-04	UHC-19953-03	2785855716	1429 Apache Blvd, Chandler, AZ, 85295	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23015	PRV	Gary Rojas	1962-07-15	UHC-95184-37	2027396086	350 Union St, Gilbert, AZ, 85259	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22387	PRV	KimberlyJunk	1993-05-03	UHC-01765-28	7988648692	4122 Market St, Dallas, TX, 75257	0.66	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
PRV-24034	PRV	Harold Ramos	1978-08-26	—	2087905762	3785 Church St, San Diego, CA, 92144	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-24033	PRV	Harold Ramos	1978-08-26	—	2087905762	3785 Church St, San Diego, CA, 92144	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-22921	PRV	Jason M Mills	1986-04-22	—	3524226638	2460 Grand Ave Apt 16, Tampa, FL, 33639	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
PRV-21057	PRV	Natalie Sandoval	1989-05-08	UHC-85144-55	8458762184	3009 River Rd, Sacramento, CA, 95887	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-20045	PRV	Julie Wilson	1965-12-07	UHC-58931-70	3513146084	766 Washington St, Austin, TX, 78745	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-27142	PRV	Judith Snyder	1983-01-13	—	9466158800	7887 Bayshore Dr, Mesa, AZ, 85282	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20572	PRV	Sarah D Grannt	1999-01-04	UHC-93690-53	3543233551	4672 Canyon Rd, Minneapolis, MN, 55413	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+1 more
PRV-28666	PRV	Julia Cooper	2002-07-03	—	4238774045	4654 Cedar Ln, Tucson, AZ, 85729	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27486	PRV	Paul Cole	1987-03-25	—	3902919357	5765 Indian School Rd, Tempe, AZ, 85246	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-22460	PRV	Gary Q West	1998-01-17	UHC-19798-12	9816612400	6358 Ocean Ave, Columbus, OH, 43278	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
PRV-26619	PRV	Chhristian Little	1980-06-27	—	5233967937	5811 Church St # 309, Orlando, FL, 32888	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more

5,906 rows, page 40 of 119Previous Next