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

Claims, flag “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-422796	CLM	Shirley Hunter	1958-03-17	UHC-87251-20	8344662722	4214 Spring St, San Diego, CA, 92173	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-420562	CLM	Priya L Wagner	1987-09-09	—	4838925505	4010 Park Pl, Scottsdale, AZ, 85240	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-430459	CLM	Ben Ferguson	1947-02-20	—	5282323565	6269 Willow Ct, Eden Prairie, MN, 55325	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-405287	CLM	Patrick V Armstrong	1982-03-02	UHC-19406-81	5604641786	2334 Jefferson Ave Apt 15, Nashville, TN, 37231	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-406560	CLM	Ashley Hernandez	1948-03-21	—	3319189330	3595 Forest Ave # 358, Chandler, AZ, 85282	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-405963	CLM	Shirley Hall	1944-03-18	UHC-69762-72	2545612853	3326 Baseline Rd, Charlotte, NC, 28283	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-414518	CLM	Jose Owens	1987-02-07	UHC-85056-73	—	1384 Pine Dr, Plano, TX, 75061	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-405627	CLM	Edward T Franklin	1972-08-05	UHC-16332-56	9312879564	2087 Hillcrest Rd, Scottsdale, AZ, 85224	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-414980	CLM	Eugene Wallace	1942-06-16	UHC-99190-14	2207335096	8878 Baseline Rd, Jacksonville, FL, 32219	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-416913	CLM	Raymond Stewart	2008-08-23	UHC-81012-14	—	7962 Hillcrest Rd, Tampa, FL, 33618	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-413939	CLM	Albert Marshall	1991-07-04	—	2196705939	8011 Maple Ave Apt 6, Plano, TX, 75058	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-413221	CLM	Janice Weber	1972-01-16	—	2904625917	4750 Grand Ave, Tucson, AZ, 85715	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-412112	CLM	Benjamin Shaw	1992-05-24	UHC-42535-60	6359194924	4124 Bayshore Dr, San Antonio, TX, 78298	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428863	CLM	Arthur Johnson	1954-04-15	UHC-46807-70	8954334474	58 Spring St, Houston, TX, 77035	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-417875	CLM	Madison Stephens	1951-08-04	—	—	1893 Washington St, Chandler, AZ, 85243	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-406161	CLM	Noah Bryant	1967-08-07	—	3669318406	5278 Mountain View Dr # 784, Columbus, OH, 43256	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-412875	CLM	Donna F Le	1965-02-06	UHC-38557-93	3839133452	6110 Valley View Dr Apt 10, Chandler, AZ, 85262	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-418818	CLM	Joseph Evans	1996-07-02	UHC-53901-47	9574916916	7198 Oak St, Tempe, AZ, 85236	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-422814	CLM	Natalie Ferguson	1942-05-16	UHC-75951-23	5516753146	8350 Hillcrest Rd, Tempe, AZ, 85206	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-418946	CLM	Pat Ford	1991-01-12	—	9043307144	6567 Mountain View Dr, Mesa, AZ, 85235	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-421146	CLM	Maria Hoffman	2000-05-27	UHC-58570-09	—	6203 Indian School Rd, Tampa, FL, 33658	0.48	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-405109	CLM	Terry Peterson	1964-12-22	—	5813042921	298 Desert Sky Blvd, Glendale, AZ, 85393	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-404879	CLM	Gary P Burton	1988-01-22	UHC-41264-81	—	4869 Church St, Gilbert, AZ	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-423199	CLM	Sara Wallace	1970-10-27	UHC-48359-67	6659671601	298 Ridge Rd Apt 25, Minneapolis, MN, 55471	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-403750	CLM	Henry Little	1944-12-26	UHC-93359-73	2435746946	266 Camelback Rd, Atlanta, GA, 30361	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-408820	CLM	Zachary Hudson	1945-08-22	—	2367128579	4326 Palm Dr, Houston, TX	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-432509	CLM	Kevin Johnston	1956-06-01	—	3885379182	8262 Maple Ave # 382, Fresno, CA, 93752	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-425753	CLM	Abigail Grant	1953-02-13	UHC-92965-83	2228281112	7908 Hillcrest Rd Apt 30, Tempe, AZ, 85253	0.48	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-421517	CLM	Dylan Burns	1947-12-02	UHC-47416-37	7704238373	8794 Harbor Blvd, Nashville, TN, 37273	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416714	CLM	Elijah Torres	1968-03-21	UHC-90396-64	—	7315 Church St Apt 32, Eden Prairie, MN, 55333	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-422095	CLM	—Junk	1967-09-18	UHC-42415-03	5355054321	8889 Bayshore Dr, Dallas, TX, 75201	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407594	CLM	Betty X Tucker	1958-07-15	—	8299452131	3595 Central Ave, Tucson, AZ	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-415480	CLM	Catherine Lawrence	—	UHC-09218-86	3707043729	9836 Canyon Rd, Chandler, AZ, 85249	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-417575	CLM	Elizabeth Baker	1994-09-04	UHC-60905-95	—	9587 Park Pl, San Antonio, TX, 78237	0.48	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-410638	CLM	Eugene Petrson	1942-11-20	UHC-76324-61	8679725228	2480 Ocean Ave, Minneapolis, MN, 55489	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-403186	CLM	Yuki A Herrera	2004-09-05	—	—	1268 Palm Dr, Minneapolis, MN, 55469	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-428430	CLM	John Lewis	1949-04-11	—	—	2158 Sunset Blvd, Las Vegas, NV, 89121	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-403967	CLM	Ahmed Bowman	1944-07-28	UHC-82494-64	—	666 Ridge Rd, Scottsdale, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-430444	CLM	Kevin Perez	1988-03-13	UHC-46387-41	8463921359	2315 Ocean Ave, Orlando, FL	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-428222	CLM	Kelly Jensen	1954-03-12	UHC-89135-52	—	3420 Baseline Rd, Nashville, TN, 37213	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-418823	CLM	Bruce Nichols	1996-11-06	—	—	7232 Forest Ave, Mesa, AZ, 85236	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-431680	CLM	Amber Walker	1987-09-21	UHC-16667-35	—	6375 River Rd, Miami, FL, 33158	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
CLM-420626	CLM	Mark Estrada	1989-09-12	UHC-34804-58	—	3650 Apache Blvd, Eden Prairie, MN, 55394	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-422830	CLM	Timothy Carpenter	1970-04-07	—	—	8987 Hillcrest Rd, Mesa, AZ, 85217	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-400514	CLM	Kimberly S Henry	1947-09-26	—	7369375607	5008 Desert Sky Blvd Apt 31, Miami, FL	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-432628	CLM	Margaret B Vasquez	1962-10-26	UHC-19632-97	5585610720	7899 Church St, Scottsdale, AZ	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-430551	CLM	Alexander J Lawrence	1974-03-07	—	—	4292 Grand Ave, Jacksonville, FL, 32279	0.48	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-405435	CLM	Byan Stevens	1944-01-04	UHC-77346-26	2625639406	6962 Maple Ave, Phoenix, AZ, 85037	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-415695	CLM	Kelly Montgomery	1962-05-24	UHC-89838-70	3537015695	8917 Valley View Dr, Sacramento, CA	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-425945	CLM	Diego W Turner	1988-02-28	UHC-92924-96	—	8225 Union St, Tampa, FL, 33644	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more

16,411 rows, page 16 of 329Previous Next