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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418883	CLM	Amanda Campbell	1968-08-28	UHC-76091-62	2934874031	5649 Camelback Rd # 792, Mesa, AZ, 85295	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
CLM-409418	CLM	Anan Hicks	2000-07-28	UHC-76951-41	—	4474 Valley View Dr Apt 24, Minneapolis, MN, 55404	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-420384	CLM	Ronald P Espinoza	1971-03-13	—	—	5055 Highland Ave Apt 21, Nashville, TN, 37281	0.68	Middle initial moved out of first name Name re-cased Unit split from street Placeholder values cleared
CLM-427824	CLM	Donna Ramos	1995-10-06	—	—	7499 Baseline Rd Apt 27, Tempe, AZ	0.68	Unit split from street ZIP missing Whitespace trimmed Placeholder values cleared
CLM-427825	CLM	Donna Ramos	1995-10-06	—	—	7499 Baseline Rd Apt 27, Tempe, AZ	0.68	Unit split from street ZIP missing Whitespace trimmed Placeholder values cleared
CLM-421082	CLM	Robert Guerrero	1949-03-04	UHC-68316-58	—	1020 Washington St # 978, Orlando, FL, 32834	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
CLM-423557	CLM	Sean N Davis	1949-06-01	UHC-58231-30	—	1123 Indian School Rd Apt 7, Dallas, TX, 75292	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-421922	CLM	Theresa Henry	1991-12-11	—	—	8184 Meadow Ln Apt 13, San Diego, CA, 92175	0.68	Unit split from street ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-431094	CLM	Elijah Owens	1953-05-21	UHC-18979-40	—	8030 Cedar Ln Apt 30, Mesa, AZ, 85278	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
CLM-401190	CLM	Sofia Yang	1962-03-20	—	8195965300	7983 Maple Ave # 887, Denver, CO, 80210	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-402516	CLM	Ethan K Estrada	1966-04-28	UHC-68529-89	2913627424	5007 Apache Blvd # 725, Chandler, AZ, 85229	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
CLM-429691	CLM	Ashley O Ryan	1982-05-26	—	2359843599	5777 Grand Ave Apt 34, Fresno, CA, 93780	0.68	Date of birth reformatted Unit split from street Gender normalised Placeholder values cleared
CLM-428400	CLM	Jeremy Greeen	1999-09-19	—	—	638 Meadow Ln Apt 14, Gilbert, AZ, 85272	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
CLM-402917	CLM	Roy Tucker	1946-01-17	UHC-34706-33	—	7341 Oak St Apt 15, Atlanta, GA, 30300	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
CLM-427395	CLM	Justin Ruiz	1979-04-22	—	—	6445 Jefferson Ave Apt 32, Austin, TX, 78715	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-431114	CLM	David V Armstrong	2003-07-06	UHC-36225-03	—	6241 Hillcrest Rd # 245, Glendale, AZ, 85369	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
CLM-422820	CLM	Jonathan H Johnston	1977-03-04	UHC-00925-87	—	3559 Meadow Ln Apt 5, Orlando, FL, 32833	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-430411	CLM	Bradley F Larson	1960-11-16	—	—	9556 Maple Ave # 206, Phoenix, AZ, 85057	0.68	Unit split from street ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-430679	CLM	Camila A Castillo	2000-07-24	UHC-26142-58	—	7096 Central Ave Apt 10, Tampa, FL, 33614	0.68	Member ID reformatted Unit split from street Gender normalised Placeholder values cleared
CLM-404843	CLM	Yuki Nguyen	1955-01-22	—	—	1631 Jefferson Ave Apt 28, Orlando, FL	0.68	Unit split from street ZIP missing Whitespace trimmed Placeholder values cleared
CLM-421565	CLM	Julie M Singh	1975-08-19	UHC-47477-34	—	4749 Maple Ave # 384, Fresno, CA, 93721	0.68	Name re-cased Unit split from street State name converted to code Placeholder values cleared
CLM-421914	CLM	Helen Mills	—	UHC-72226-56	6919339184	8254 Cedar Ln Apt 27, San Diego, CA, 92127	0.68	Date of birth unreadable Phone reformatted Unit split from street Whitespace trimmed
CLM-408092	CLM	William Weaver	2005-10-15	UHC-50237-81	—	8974 Indian School Rd # 663, Atlanta, GA, 30355	0.68	Date of birth reformatted Phone missing area code Unit split from street Placeholder values cleared
CLM-401208	CLM	Ana Knigth	1991-03-25	—	—	3627 Lincoln Way # 531, Gilbert, AZ, 85236	0.68	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed
CLM-412403	CLM	Eric Jones	1944-01-24	UHC-34203-06	—	8255 Apache Blvd Apt 6, Minneapolis, MN, 55493	0.68	Member ID reformatted Unit split from street ZIP+4 trimmed Placeholder values cleared
CLM-401985	CLM	Stephanie W Berry	1945-05-06	UHC-73453-17	—	7425 Main St Apt 3, Tucson, AZ, 85748	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-418932	CLM	Jesse Wallace	2006-06-01	UHC-53717-54	—	6051 River Rd # 200, San Diego, CA, 92182	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-418094	CLM	Priya F Alvarado	1981-02-27	UHC-65556-89	—	5707 Mountain View Dr Apt 11, Miami, FL, 33109	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-408438	CLM	Brandon Kim	2005-03-05	UHC-49210-04	—	9353 Church St Apt 3, San Diego, CA, 92173	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-400416	CLM	Paul W Turner	1941-08-26	UHC-48325-16	—	1866 Maple Ave # 489, Minneapolis, MN, 55456	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-427442	CLM	Phiip Valdez	2002-07-04	UHC-98601-37	6855070551	2007 Mountain View Dr Apt 38, Eden Prairie, MN, 55320	0.68	Date of birth reformatted Unit split from street City re-cased Gender normalised
CLM-414138	CLM	Raymond Banks	1966-04-28	—	6528102518	3219 Grand Ave Apt 8, Eden Prairie, MN, 55344	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-423878	CLM	Ashley Nunez	1990-04-28	UHC-90338-03	—	8208 Park Pl Apt 10, Nashville, TN, 37279	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-425444	CLM	Liz Weaver	1985-07-09	UHC-21629-88	—	2357 Ocean Ave # 446, San Antonio, TX, 78239	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-418583	CLM	Christian Chavez	1996-01-20	UHC-18389-73	5037920366	7834 Oak St # 623, Seattle, WA, 98113	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-413853	CLM	Karen Wong	2001-09-25	UHC-75927-48	—	672 Hillcrest Rd # 206, Minneapolis, MN, 55447	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-420192	CLM	Wei Miller	1949-03-27	—	6977770510	967 Canyon Rd # 466, Tempe, AZ, 85223	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
CLM-411830	CLM	Debra Cook	1943-11-19	UHC-39496-64	—	4011 Palm Dr # 888, Orlando, FL, 32860	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-400260	CLM	Jonathan Edwards	1969-10-03	UHC-24676-54	9329393204	2491 Palm Dr Apt 15, Denver, CO, 80261	0.68	Name split from “Last, First”Unit split from street City re-cased Placeholder values cleared
CLM-401539	CLM	Jeffrey Silva	1978-08-05	—	—	4836 Pine Dr Apt 11, Glendale, AZ, 85399	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
CLM-414289	CLM	Valentina Coleman	1984-04-09	UHC-82461-63	—	5143 Market St Apt 28, Nashville, TN, 37207	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-429510	CLM	Natalie Freeman	1951-03-18	—	—	9006 Sage Ct # 621, Columbus, OH, 43219	0.70	Unit split from street State name converted to code Placeholder values cleared
CLM-425893	CLM	Maria Freeman	2004-03-22	—	9403892019	8019 Harbor Blvd Apt 13, Tampa, FL, 33686	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
CLM-402718	CLM	Raymond Smith	1940-04-03	—	—	240 Spring St Apt 8, Tempe, AZ, 85273	0.70	Unit split from street Gender normalised Placeholder values cleared
CLM-400740	CLM	Juan Vega	1967-02-28	UHC-78778-54	—	5043 Park Pl Apt 21, Gilbert, AZ, 85223	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
CLM-405015	CLM	Camila Murphy	1977-05-27	UHC-32185-12	7648076360	7655 Forest Ave Apt 11, Scottsdale, AZ, 85253	0.70	Unit split from street Street suffix standardised Address re-cased
CLM-410537	CLM	Adam Bailey	—	—	—	6587 Jefferson Ave Apt 36, Scottsdale, AZ, 85222	0.70	Date of birth missing Unit split from street Placeholder values cleared
CLM-425550	CLM	Jean N Martin	1946-02-06	UHC-91488-52	—	6665 Broadway # 825, Gilbert, AZ, 85261	0.70	Two-digit birth year Unit split from street Placeholder values cleared
CLM-403801	CLM	Frances Jacobs	1986-09-08	—	—	9439 Baseline Rd Apt 31, Atlanta, GA, 30373	0.70	Unit split from street Street suffix standardised Address re-cased
CLM-428932	CLM	Theresa W West	1990-09-16	—	—	1312 Main St # 327, Columbus, OH, 43293	0.70	Unit split from street Street suffix standardised Address re-cased

2,038 rows, page 33 of 41Previous Next