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

All sources, flag “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26820	PRV	Watkins N Amber	1976-10-16	UHC-11916-11	2954610659	9383 Baseline Rd, Tempe, AZ, 85292	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-142323	ENR	Asiha Gardner	1969-09-06	UHC-26182-08	8297864618	8538 Hillcrest Rd # 265, Sacramento, CA, 95884	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-63467	TPA	Evelyn F Hudson	1989-06-07	—	—	1021 Grand Ave, Plano, TX, 75034	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-122868	ENR	Paul I Woods	2007-09-24	UHC-41066-57	5669706230	8824 Spring St, Scottsdale, AZ, 85296	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-101808	ENR	Nathan Montgomery	2000-04-18	UHC-06179-36	9795500880	1072 Pine Dr, Phoenix, AZ, 85053	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-415606	CLM	Beverly Garza	1973-04-17	UHC-81899-11	5735185683	1411 Indian School Rd, Scottsdale, AZ, 85273	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117686	ENR	Jeremy X Armstrrong	1989-04-21	UHC-07659-04	7188070514	9463 Harbor Blvd # 406, Plano, TX, 75051	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-101767	ENR	Edward L Perez	1969-07-23	UHC-70988-21	8369287540	7363 Meadow Ln, Houston, TX, 77093	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-128774	ENR	Priya Lynch	1982-09-24	UHC-09790-72	—	3494 Baseline Rd # 635, Minneapolis, MN, 55410	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
PRV-20338	PRV	Carolyn Barnes	1978-04-07	—	6933852923	6013 Church St, Las Vegas, NV, 89151	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403352	CLM	Jeremy Torres	1982-06-17	UHC-01486-09	7966453095	8802 Jefferson Ave, Plano, TX, 75017	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-126193	ENR	Mariana E Nguyen	1974-09-10	UHC-30578-85	7332586892	789 Highland Ave, Glendale, AZ, 85338	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126408	ENR	Daaniel Parkar	1977-04-03	UHC-98857-93	5639462375	5608 Canyon Rd, Tucson, AZ, 85759	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108238	ENR	Vincent Rodriguez	1950-05-23	UHC-00309-05	6636277464	6259 Oak St, Tucson, AZ, 85753	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61059	TPA	Ashley Oliver	1973-04-06	—	—	229 Bayshore Dr, Gilbert, AZ, 85201	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-57700	TPA	Nicholas Montgomery	1976-12-24	—	2747217289	8660 Baseline Rd, San Antonio, TX, 78250	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-126278	ENR	Alexis Weaver	1944-03-20	UHC-87568-87	8559377045	73 Valley View Dr, San Antonio, TX, 78248	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418232	CLM	Eugene Soto	1991-01-02	UHC-38273-80	3403253246	9360 Lake View Rd, Eden Prairie, MN, 55334	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127100	ENR	Jennifer Z Griffin	1957-12-17	UHC-36930-80	7429375619	9526 Washington St, Denver, CO, 80206	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22001	PRV	Benjamin B Davis	1971-12-09	—	9637881778	4361 Cedar Ln, Las Vegas, NV, 89151	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419198	CLM	Deborah West	1945-06-11	UHC-15597-12	—	479 Oak St, San Diego, CA, 92107	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
PRV-23818	PRV	Richard Alvarez	1969-07-23	—	8162929878	5615 Oak St, Tampa, FL, 33653	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139022	ENR	Joseph Brooks	1949-02-20	UHC-78973-47	4986566407	4944 Lake View Rd, Tampa, FL, 33658	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410876	CLM	Hiroshi Elliott	1970-05-26	—	—	9492 Maple Ave, Chandler, AZ, 85239	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-405544	CLM	William S Rose	1961-12-13	UHC-42141-56	8953102756	4362 Ocean Ave, Fresno, CA, 93762	0.50	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+3 more
CLM-413655	CLM	Emily Wallace	2004-10-05	—	8558219814	4775 Camelback Rd, Denver, CO, 80211	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-113099	ENR	Bryan W Lawson	2006-03-27	UHC-80563-50	6498813937	9354 Pine Dr, Houston, TX, 77071	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142298	ENR	Alexis T Nunez	1962-05-04	UHC-93711-09	2929832165	9582 Grand Ave, Denver, CO, 80210	0.50	Middle initial moved out of first name Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-401775	CLM	Tyler Taylor	2000-06-06	UHC-19451-27	8315781085	9668 Hillcrest Rd, Charlotte, NC, 28271	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-26163	PRV	Victoria H Flores	1944-02-20	UHC-25370-92	3267985159	7285 Apache Blvd # 886, Tempe, AZ, 85261	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-404633	CLM	Deborah Day	1955-06-07	—	—	4202 Washington St, Tucson, AZ, 85718	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53115	TPA	Victoria Davis	1999-02-22	—	—	159 Highland Ave, Seattle, WA, 98190	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111107	ENR	Lauren Rberts	1985-08-02	UHC-80177-29	—	2732 Palm Dr, Denver, CO, 80216	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-426741	CLM	Danny Powell	1981-10-07	UHC-81002-41	2143276638	8638 Highland Ave, Glendale, AZ, 85365	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426740	CLM	Danny Powell	1981-10-07	UHC-81002-41	2143276638	8638 Highland Ave, Glendale, AZ, 85365	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24308	PRV	Arjun Johnston	1966-02-05	UHC-67323-93	6319812942	3085 Forest Ave, Austin, TX, 78763	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-415558	CLM	Russell X Burton	1948-06-02	—	3338492696	5524 Valley View Dr # 484, Seattle, WA, 98152	0.50	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+3 more
CLM-430613	CLM	Olivia Rose	1995-09-20	UHC-69550-04	8747812661	9001 Pine Dr, Tucson, AZ, 85716	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-405316	CLM	Sofia Ortiz	—	UHC-21428-86	9444603185	8551 Market St, Fresno, CA, 93776	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408397	CLM	William Harvy	—	UHC-66390-26	5076532477	6888 Meadow Ln, Atlanta, GA, 30301	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116863	ENR	Eryc Phillips	1951-12-09	UHC-15080-41	6688516313	8796 Ridge Rd, Seattle, WA, 98149	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136970	ENR	Amy W Greene	1973-10-15	UHC-32627-26	5878699506	2894 Canyon Rd, Austin, TX, 78707	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403389	CLM	Brian Castillo	1966-06-21	—	—	5969 Willow Ct, Austin, TX, 78750	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-58137	TPA	Wei Garrett	1986-11-10	—	—	2747 Harbor Blvd, Seattle, WA, 98169	0.50	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+3 more
ENR-123054	ENR	Santiago Jimenez	1956-04-15	UHC-32526-93	9626234592	6514 Central Ave Apt 28, Chandler, AZ, 85260	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-24733	PRV	Juan Butler	1952-03-08	UHC-52359-45	3565466179	4309 Willow Ct Apt 19, Plano, TX, 75031	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-135782	ENR	Hart S Michelle	—	UHC-85075-29	5489911708	2271 Lake View Rd, Houston, TX, 77096	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-142445	ENR	Judith V Sandoval	1983-09-26	UHC-66168-19	8722459728	5058 Lake View Rd, Charlotte, NC, 28204	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-23180	PRV	Kayla Stephens	1947-07-20	UHC-86478-96	8015385915	2909 Washington St # 771, Miami, FL, 33106	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-415966	CLM	Jean Yang	1955-02-15	UHC-55015-07	7683089428	5899 Main St, Atlanta, GA, 30303	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more

8,263 rows, page 27 of 166Previous Next