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-20499	PRV	Lori E Carlson	1945-09-28	—	8613804519	2001 Elm St, Scottsdale, AZ, 85270	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-26854	PRV	Sam Adams	1960-07-20	UHC-62298-66	4058150327	2770 Canyon Rd, Columbus, OH, 43226	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-26196	PRV	Nicole Snyder	1988-07-06	—	3302417673	6336 Spring St, San Antonio, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28813	PRV	Carol Warren	1952-07-21	—	7727283716	7040 Hillcrest Rd, Gilbert, AZ	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
PRV-21505	PRV	Barbara Silva	1965-04-05	—	3364136039	7394 Valley View Dr, Austin, TX, 78781	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26487	PRV	Gary V Hill	—	UHC-08265-40	4896713363	1930 Apache Blvd, Seattle, WA, 98148	0.64	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+2 more
PRV-29217	PRV	Jusitn Coleman	1977-12-02	—	8784173750	6753 Baseline Rd, San Diego, CA, 92138	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-21157	PRV	Roy Morales	1969-09-21	—	5738175102	3291 Sunset Blvd, Glendale, AZ, 85350	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25219	PRV	Arthur Gibson	1982-09-25	—	2933056159	6998 Cedar Ln, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22228	PRV	Kelley Abgail	1987-10-27	UHC-49343-30	2325778514	3540 Harbor Blvd, Seattle, WA, 98172	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24332	PRV	Eugene Crawford	1980-09-21	—	8894951061	2129 Indian School Rd # 429, Scottsdale, AZ, 85202	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-28154	PRV	Teresa Z Coleman	2005-06-26	—	8149449845	5737 Maple Ave, Phoenix, AZ, 85029	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26944	PRV	Ethan Phillips	1996-03-07	UHC-99113-47	5539981186	8497 Oak St, Gilbert, AZ, 85282	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27041	PRV	Judy Montgomery	1962-02-14	UHC-91198-73	7003875748	6221 Central Ave, Eden Prairie, MN, 55388	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-25705	PRV	Gerald Banks	1998-10-17	—	6513665118	1424 Desert Sky Blvd, Mesa, AZ, 85258	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27116	PRV	George Estrada	1998-05-24	—	2219716731	958 Church St, Tempe, AZ	0.64	Two-digit birth year Phone reformatted City re-cased ZIP missing+2 more
PRV-23985	PRV	Catherine Robertson	1941-07-02	—	4203820793	4634 Desert Sky Blvd, Fresno, CA, 93766	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27454	PRV	Timothy Hicks	1997-03-13	UHC-44481-21	7662384445	—	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
PRV-22996	PRV	Walter S Moreno	1992-12-06	—	9563890151	7959 Canyon Rd, Sacramento, CA, 95880	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23241	PRV	Gabriel Castillo	1990-10-01	—	3968841043	1163 Church St, Plano, TX, 75066	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-21989	PRV	Maria Robinson	1962-12-03	UHC-39058-94	2829200240	717 Grand Ave, Columbus, OH	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24404	PRV	Laura Stone	1995-02-17	—	8614098541	9078 Canyon Rd, Tampa, FL, 33658	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-24862	PRV	Lori Walsh	1995-11-06	—	8303002309	3222 Meadow Ln, Dallas, TX, 75264	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23250	PRV	Mark Powell	1998-09-12	UHC-33325-83	2834216239	9187 Ocean Ave, Plano, TX, 75022	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20980	PRV	Armstrong Ryen	1961-12-15	UHC-91572-43	6582708039	608 Spring St, Tampa, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21898	PRV	Virginia N Greene	2005-06-22	—	2655524091	4747 Willow Ct, San Diego, CA, 92152	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-28204	PRV	Mateo Miller	2000-08-15	UHC-99133-72	7718582429	1423 Spring St Apt 40, Nashville, TN, 37299	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-25587	PRV	Donald Burton	1973-02-10	—	8252467993	8911 Sunset Blvd, Houston, TX, 77089	0.64	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
PRV-21964	PRV	Douglas Q Schultz	1954-10-05	—	3506044122	3506 Baseline Rd, Miami, FL, 33103	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-21935	PRV	Douglas F Garza	1946-09-15	UHC-82645-48	2734276134	1168 Cedar Ln, Phoenix, AZ, 85069	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21232	PRV	Bell M Emily	2008-06-26	—	8886001377	1694 Harbor Blvd, Nashville, TN, 37238	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-26504	PRV	Daniel Kim	1958-09-25	—	5024941594	3734 Mesa Dr, Nashville, TN, 37231	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29309	PRV	Roy James	2008-11-12	—	5557193929	6635 Park Pl, Las Vegas, NV, 89178	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-25020	PRV	Diane G Rogers	2004-10-08	UHC-26032-76	9448180415	7771 Maple Ave, Gilbert, AZ, 85215	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-27827	PRV	Judith Grant	1968-06-16	UHC-73698-48	5394379731	7974 Ridge Rd, Sacramento, CA, 95824	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-22580	PRV	Judith H Lopez	1955-12-23	UHC-71589-82	8656504963	7203 Market St, Columbus, OH, 43283	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27830	PRV	Ruth Spencer	2002-07-12	—	4788432334	1966 Main St, Tempe, AZ, 85241	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26893	PRV	Eugene C Padilla	2007-06-27	UHC-02340-28	5378633073	1804 Ridge Rd, Chandler, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23033	PRV	Kayla Bailey	—	—	6419740117	5758 Pine Dr, Columbus, OH, 43256	0.64	Date of birth missing Phone reformatted State name converted to code Email lower-cased+2 more
PRV-26172	PRV	Brenda Jenkins	1998-06-28	—	4452347436	8124 Ridge Rd, Las Vegas, NV, 89173	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23899	PRV	Debra Andrews	1954-06-12	UHC-65044-44	9074490704	6835 Jefferson Ave, Tempe, AZ, 85246	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24921	PRV	Helen Mejia	1987-01-20	—	9608719395	9445 Desert Sky Blvd, Eden Prairie, MN, 55352	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24794	PRV	Omar Robertson	1968-09-14	UHC-90322-30	7823638544	3455 Meadow Ln, Seattle, WA, 98178	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20539	PRV	Jordan Armstrong	1990-06-22	—	7224967167	5162 Bayshore Dr Apt 35, San Antonio, TX, 78276	0.64	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+2 more
PRV-28352	PRV	Alexander Kennedy	1962-10-17	UHC-46150-15	2818668900	5630 Forest Ave, Miami, FL	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
PRV-20831	PRV	Tyler Crawford	1968-08-07	UHC-49693-64	7255015011	9252 Ridge Rd, Plano, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-26907	PRV	Betty Gray	1982-10-01	UHC-11992-16	2689551181	1627 Mesa Dr, Miami, FL, 33186	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26506	PRV	Alexander Turner	1965-08-27	—	3384743391	429 Pine Dr, Sacramento, CA, 95897	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-26512	PRV	Priya Allen	—	UHC-44110-15	5752796999	4591 Maple Ave, Tampa, FL, 33688	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
PRV-22406	PRV	Austin C Tucker	2004-03-02	UHC-85356-51	8785571233	6741 Cedar Ln, Tampa, FL, 33621	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

5,906 rows, page 37 of 119Previous Next