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
ENR-136501	ENR	Samuel K Jenkins	1969-12-10	UHC-51229-75	2569759612	7360 Jefferson Ave, Minneapolis, MN, 55418	0.30	Name split from “Last, First”SSN last four extracted State name converted to code ZIP+4 trimmed+1 more
ENR-138858	ENR	Patricia Murray	1950-05-27	UHC-35124-01	8066114608	9786 Ridge Rd # 211, San Diego, CA, 92152	0.30	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+7 more
CLM-416822	CLM	Nancy Hnsen	1975-08-24	—	5874052485	8671 Harbor Blvd # 965, Charlotte, NC, 28282	0.30	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+7 more
ENR-109206	ENR	Joshua Q Munoz	1994-01-20	UHC-32257-80	2214594792	4852 Washington St, Dallas, TX, 75237	0.32	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+6 more
PRV-22483	PRV	Duris R George	1947-01-18	—	2524012565	9649 Canyon Rd Apt 38, Plano, TX, 75096	0.32	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+6 more
ENR-139694	ENR	James Z Flores	1980-04-23	UHC-02712-54	4692469029	9767 Sage Ct, Tucson, AZ, 85743	0.32	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+6 more
CLM-430410	CLM	Betty Berry	1990-10-16	UHC-56376-68	4073115295	9242 Desert Sky Blvd Apt 9, Scottsdale, AZ, 85296	0.32	Name re-cased Phone reformatted Unit split from street Street suffix standardised+6 more
TPA-59215	TPA	Camila Reyes	1981-06-18	UHC-66882-65	5427601646	488 Grand Ave, Los Angeles, CA, 90081	0.32	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-407242	CLM	Kyle Lopez	1956-05-05	UHC-73389-11	9442025083	5858 Sage Ct Apt 23, Chandler, AZ, 85219	0.32	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+6 more
ENR-103833	ENR	Lauren Q Padilla	1997-12-27	UHC-93920-37	2656214212	1287 Sage Ct, Austin, TX, 78704	0.32	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-119853	ENR	Mariaana Robertson	2004-08-20	UHC-59750-05	—	5340 Desert Sky Blvd, Denver, CO, 80211	0.32	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+6 more
ENR-103227	ENR	Catherne P Nelson	1954-10-12	UHC-61771-81	4817875132	7047 Oak St, Los Angeles, CA, 90001	0.32	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+6 more
PRV-27835	PRV	Isabella Lopez	1942-02-10	—	6059015188	2688 Maple Ave, Nashville, TN, 37280	0.32	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+6 more
CLM-428831	CLM	Nicholas King	1992-05-02	UHC-48082-65	2465985861	2780 Oak St, San Antonio, TX, 78231	0.32	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+6 more
ENR-134955	ENR	Gloria H Austin	1954-08-22	UHC-94923-09	8006598478	5801 Harbor Blvd, Fresno, CA, 93702	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-110181	ENR	Katherine Aguilar	1992-01-03	UHC-37873-89	8919065340	7851 Jefferson Ave Apt 10, San Antonio, TX, 78236	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-112597	ENR	Priya Weest	—	UHC-77568-76	2489756166	1090 Broadway # 683, Eden Prairie, MN, 55382	0.32	Date of birth reformatted Date of birth unreadable Phone reformatted Unit split from street+6 more
CLM-423401	CLM	Carolyn Martin	1986-03-17	UHC-41069-52	4282790462	5919 Church St Apt 11, Plano, TX, 75008	0.32	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+6 more
CLM-423139	CLM	Dylan Martin	—	UHC-41516-35	—	3591 Lake View Rd, Tampa, FL, 33622	0.32	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+6 more
CLM-414218	CLM	Andrew Hickks	1956-02-16	—	9615690860	7761 Apache Blvd # 603, Phoenix, AZ, 85077	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-23455	PRV	Douglas Gonzales	1954-12-17	—	3778778088	4056 Baseline Rd Apt 19, Tampa, FL, 33641	0.32	Phone reformatted Unit split from street Street suffix standardised Address re-cased+6 more
PRV-25507	PRV	Steven Howell	2008-02-19	—	4822045345	1820 Maple Ave, Sacramento, CA, 95878	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+6 more
ENR-141512	ENR	Danieel Holmes	1953-11-18	UHC-72010-71	5688750535	4543 Indian School Rd, Plano, TX, 75046	0.32	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-113724	ENR	Nathan S Sanchez	1949-11-13	UHC-34921-74	9796243503	4029 Pine Dr Apt 11, Houston, TX, 77093	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
CLM-425489	CLM	Kelly Stephens	1994-10-12	UHC-33651-42	—	5799 Main St Apt 33, Fresno, CA, 93733	0.32	Name re-cased Unit split from street Street suffix standardised Address re-cased+6 more
TPA-63147	TPA	Michael S Romero	—	—	9586948183	118 Washington St Apt 8, Tucson, AZ, 85772	0.32	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+6 more
ENR-132033	ENR	Douglas Shaw	2003-06-09	UHC-63265-53	7303602095	7808 Union St, San Diego, CA, 92129	0.32	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+6 more
ENR-100543	ENR	Douglas E Reyes	1968-09-09	UHC-89598-42	2962106401	7814 Central Ave, Scottsdale, AZ, 85284	0.32	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-23306	PRV	Margaret Cruz	2000-01-09	UHC-61807-71	7919638151	9104 Jefferson Ave # 302, Glendale, AZ, 85353	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
TPA-57039	TPA	Alan Marquez	—	UHC-88620-29	—	2304 Central Ave, Fresno, CA, 93742	0.32	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+6 more
ENR-113591	ENR	Virginia P Hall	1987-05-17	UHC-97106-27	2193728797	1081 Oak St, Tempe, AZ, 85236	0.32	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+6 more
CLM-430427	CLM	—Junk	1968-03-23	—	8895793837	5967 Willow Ct, Eden Prairie, MN, 55329	0.34	Phone reformatted Street suffix standardised Address re-cased City re-cased+5 more
ENR-138491	ENR	Carl Yang	1971-09-16	UHC-09711-54	5732709126	7828 Central Ave, Plano, TX, 75017	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-107309	ENR	Jun R Simpson	1953-03-05	UHC-71857-24	7093397427	4156 Sunset Blvd, Jacksonville, FL, 32211	0.34	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-26412	PRV	Alan G Bradley	1971-09-10	UHC-99205-78	—	5458 Oak St, Tampa, FL, 33633	0.34	Name re-cased Two-digit birth year Member ID reformatted SSN last four extracted+5 more
PRV-28492	PRV	Shirley I Webb	1995-02-11	UHC-31639-64	2862984785	9083 Hillcrest Rd, Tempe, AZ, 85264	0.34	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-56143	TPA	Nancy Murray	1976-09-03	—	—	2773 Maple Ave, Scottsdale, AZ, 85243	0.34	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
PRV-22052	PRV	Emily Cooper	1987-04-08	—	2086620488	246 Mountain View Dr, Los Angeles, CA, 90087	0.34	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-427935	CLM	Amber Guerrero	1956-05-07	—	7755403052	5676 Jefferson Ave, Phoenix, AZ, 85053	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-61517	TPA	Lauren Contreras	1976-01-15	—	—	2727 Forest Ave, Gilbert, AZ, 85257	0.34	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+5 more
PRV-26023	PRV	Sophia Russell	1999-02-02	—	3277122749	7724 Apache Blvd, Phoenix, AZ, 85020	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-138895	ENR	Margaret Rivera	1955-07-05	UHC-82908-05	3086165147	817 Central Ave, Tempe, AZ, 85268	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-413846	CLM	Mei Lee	1978-11-25	—	7928350936	4010 Central Ave, Denver, CO, 80274	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-23780	PRV	Walter S Crar	1972-11-13	UHC-53046-17	3599465098	5262 Jefferson Ave, Houston, TX, 77055	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-106651	ENR	Jonathan Dunn	1982-02-24	UHC-83711-02	4229794342	6904 Forest Ave, Miami, FL, 33149	0.34	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-130102	ENR	Betty G Gomez	1977-06-09	UHC-79259-25	3774138090	347 Main St, Tampa, FL, 33632	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-414723	CLM	Luis Cruz	1954-04-05	UHC-82624-56	6664583930	1564 Grand Ave # 838, Nashville, TN, 37283	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-29064	PRV	Benjamin I Jones	—	UHC-75457-98	7936477754	5630 Baseline Rd, Plano, TX, 75019	0.34	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-127316	ENR	Amanda K Boyd	—	UHC-66750-23	3933602109	5130 Desert Sky Blvd, Las Vegas, NV, 89193	0.34	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+5 more
CLM-417949	CLM	Judy Hart	2006-05-28	UHC-11656-07	8769378652	2376 Meadow Ln, Scottsdale, AZ, 85263	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more

8,263 rows, page 3 of 166Previous Next