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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23021	PRV	Cheryl Collins	1992-04-14	—	4783251355	5401 Church St # 246, Los Angeles, CA	0.08	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+6 more
PRV-27330	PRV	Denise F Anderson	1987-05-16	—	2936129893	3970 Market St, Las Vegas, NV, 89189	0.08	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased+6 more
PRV-20940	PRV	Betty West	2001-09-13	—	—	7361 Jefferson Ave # 637, Chandler, AZ, 85278	0.10	Name split from “Last, First”Phone missing area code Unit split from street Street suffix standardised+5 more
PRV-25675	PRV	Randy Flores	1949-04-14	UHC-96097-03	8879728592	9683 Indian School Rd Apt 33, Orlando, FL, 32876	0.18	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+7 more
PRV-22700	PRV	Janice Mendoza	1998-10-04	—	4709141900	8684 Main St Apt 23, Scottsdale, AZ, 85226	0.20	Name re-cased Two-digit birth year Phone reformatted Unit split from street+6 more
PRV-26203	PRV	Jose J Chapman	1947-03-16	—	9713265250	3582 Pine Dr Apt 40, Sacramento, CA	0.20	Phone reformatted Unit split from street Street suffix standardised Address re-cased+6 more
PRV-27090	PRV	Laura Nunez	1969-01-27	—	8584732755	3323 Harbor Blvd Apt 1, Fresno, CA, 93704	0.22	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+5 more
PRV-20560	PRV	Evelyn Johnston	1940-12-09	—	5663803555	5408 Willow Ct # 165, Plano, TX	0.22	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+5 more
PRV-26752	PRV	Benjamin H Brooks	2008-12-09	UHC-58222-55	—	9416 Desert Sky Blvd Apt 17, San Diego, CA, 92148	0.24	Two-digit birth year Phone missing area code Unit split from street Street suffix standardised+4 more
PRV-22079	PRV	Judy Elliott	—	UHC-82303-32	6653081200	3769 Sage Ct Apt 28, Jacksonville, FL, 32293	0.24	Name split from “Last, First”Date of birth unreadable Unit split from street Street suffix standardised+4 more
PRV-23295	PRV	Linda R Rose	1990-06-15	UHC-92399-93	5769917260	9242 Mesa Dr # 670, Eden Prairie, MN, 55314	0.28	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+8 more
PRV-26478	PRV	Wheeler Thomas	1951-03-02	—	6272382541	5073 Market St # 626, Chandler, AZ, 85280	0.30	Name re-cased Two-digit birth year Phone reformatted Unit split from street+7 more
PRV-20330	PRV	Jesse F Hunt	2006-12-05	—	9695293747	2087 Camelback Rd # 802, Tampa, FL, 33636	0.32	Name re-cased Two-digit birth year Phone reformatted Unit split from street+6 more
PRV-29078	PRV	Nancy C Contreras	2005-09-10	UHC-96093-36	3607879742	7476 Cedar Ln, San Antonio, TX	0.32	Name re-cased Date of birth reformatted Phone 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
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
PRV-25463	PRV	Billy Dunn	1938-08-19	UHC-94642-31	—	8982 Mountain View Dr, Chandler, AZ, 85225	0.32	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+6 more
PRV-22104	PRV	Mateo R Kelly	1947-07-10	UHC-38908-32	4894443862	9270 Elm St, San Diego, CA	0.32	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+6 more
PRV-26200	PRV	Amber B Fields	1977-01-14	UHC-04870-75	7876613893	2847 Palm Dr Apt 40, San Antonio, TX, 78277	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-21443	PRV	—Junk	1990-05-01	—	7419104928	2622 Palm Dr, Scottsdale, AZ	0.32	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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
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
PRV-22562	PRV	Ana Ray	2008-03-10	—	7314391317	467 Harbor Blvd Apt 39, Atlanta, GA	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-22866	PRV	Gary L Burton	1963-10-18	—	9267624480	9473 Harbor Blvd, Tucson, AZ	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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
PRV-24989	PRV	Jessica Z Rose	1993-07-07	—	2272110953	1250 Oak St, Atlanta, GA	0.34	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+5 more
PRV-25959	PRV	Bryan King	1960-11-11	UHC-04101-99	4526498600	3073 Canyon Rd, Fresno, CA	0.34	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
PRV-23435	PRV	Kimberly Hunter	1983-09-07	—	7283996473	3181 Forest Ave Apt 17, San Antonio, TX, 78290	0.34	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+5 more
PRV-23007	PRV	Jeremy Cook	1948-08-19	UHC-20902-98	5055715690	9672 Baseline Rd, Gilbert, AZ	0.34	Name re-cased Two-digit birth year Phone reformatted 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
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
PRV-26389	PRV	Arjun Lynch	—	UHC-91859-94	8962866870	1503 Spring St, Denver, CO, 80249	0.34	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+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
PRV-27787	PRV	Anna Ruiz	1956-06-02	—	4843439310	8106 Canyon Rd, Atlanta, GA, 30390	0.34	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-22221	PRV	Jeff Jensen	—	—	2764621789	6869 Willow Ct, Tempe, AZ, 85287	0.34	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-27979	PRV	Elizabeth Z Stephens	1940-06-08	—	8467206570	9528 Meadow Ln, Austin, TX	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-24421	PRV	Bradley Vasquez	2002-07-21	UHC-93444-31	8982551819	8359 Market St Apt 29, Tampa, FL, 33607	0.34	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
PRV-20638	PRV	Bryan Payne	1956-12-24	—	—	5689 Jefferson Ave, Seattle, WA, 98150	0.34	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+5 more
PRV-20864	PRV	Juan S Silva	1974-10-08	—	6512826389	5111 Mountain View Dr # 820, Las Vegas, NV, 89175	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
PRV-23965	PRV	Joshua M Yang	2005-08-04	UHC-41387-41	5506881599	463 Palm Dr # 848, Plano, TX, 75040	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
PRV-26087	PRV	Bradley Foster	1992-10-12	—	3692183356	8231 Grand Ave, Tempe, AZ, 85290	0.34	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-28405	PRV	Valentina Scott	1983-10-26	—	3452260399	6070 Elm St, Gilbert, AZ, 85220	0.34	Phone reformatted Street suffix standardised Address re-cased State name converted to code+5 more
PRV-21361	PRV	Mary G Holmes	1997-06-25	—	—	3467 Sunset Blvd, Las Vegas, NV	0.34	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+5 more
PRV-25773	PRV	Joose L Schultz	1998-12-25	UHC-22544-02	—	6038 Oak St, Orlando, FL, 32885	0.34	Name re-cased Street suffix standardised Address re-cased City re-cased+5 more
PRV-28723	PRV	Kayla Guerrero	1974-04-05	—	3034634451	9734 Desert Sky Blvd, Nashville, TN, 37237	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-21026	PRV	Dorothy Gonzalez	1941-03-13	UHC-11908-79	7114479686	2871 Elm St # 128, Tempe, AZ	0.34	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
PRV-25145	PRV	Roger Edwards	2002-01-01	—	8782199861	1085 Forest Ave, Plano, TX	0.34	Phone reformatted Street suffix standardised Address re-cased State name converted to code+5 more
PRV-22885	PRV	Christine George	2006-08-21	UHC-97886-80	5859503220	2631 Highland Ave, Austin, TX	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more

5,467 rows, page 1 of 110Previous Next