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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418534	CLM	Kimberly Pierce	1978-12-17	UHC-02314-68	—	8849 Valley View Dr, Columbus, OH, 43253	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-400095	CLM	Cooper Justin	1981-03-12	—	—	2254 Sunset Blvd, Gilbert, AZ, 85212	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-422548	CLM	Aisha H Peterson	1964-06-27	—	4768121746	722 Church St, Houston, TX, 77035	0.80	Name re-cased City re-cased State name converted to code Placeholder values cleared
CLM-420933	CLM	Jessica Romero	1959-11-02	UHC-07054-03	—	2273 Lincoln Way, Nashville, TN, 37264	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-411516	CLM	Peter Wong	1967-05-16	UHC-98692-59	9166333386	1739 Central Ave, Tempe, AZ, 85283	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-421191	CLM	Sara Wood	1953-02-26	—	3772660464	89 Pine Dr, Orlando, FL, 32844	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-428080	CLM	Teresa Vargas	1944-05-14	UHC-52653-73	3254399943	8464 Broadway, Los Angeles, CA, 90090	0.80	Name re-cased Phone reformatted Member ID reformatted State name converted to code
CLM-409434	CLM	Ahmed T Le	2003-06-10	UHC-34122-14	2529296783	1420 Washington St, Las Vegas, NV, 89125	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-409691	CLM	Christian Woods	1949-11-26	UHC-54667-79	4828551573	9237 Main St, Plano, TX, 75076	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-409364	CLM	Heather P Vargas	2004-10-14	UHC-46929-91	—	4373 Main St, Atlanta, GA, 30336	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-425166	CLM	Camila Hanson	2008-01-09	UHC-25006-69	9133989663	9600 Lincoln Way, Nashville, TN, 37256	0.80	Phone reformatted State name converted to code Plan code upper-cased Placeholder values cleared
CLM-427049	CLM	Beverly T Andrews	1967-12-18	UHC-52608-79	5166347246	2649 Canyon Rd, Nashville, TN, 37299	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-420823	CLM	Lugan I Ruiz	2006-12-13	—	4733805948	7672 Main St, Eden Prairie, MN, 55339	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
CLM-427015	CLM	Andrew L Payne	1988-01-01	UHC-05998-67	5042290835	7750 Central Ave, Las Vegas, NV, 89194	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-426513	CLM	Joyce Soto	1946-12-01	UHC-33573-25	—	2385 Sage Ct, Tampa, FL, 33610	0.80	Name re-cased State name converted to code Email lower-cased Placeholder values cleared
CLM-428064	CLM	Teresa L Snyder	1995-03-08	UHC-84031-93	3416900947	7579 Indian School Rd, Houston, TX, 77042	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-431872	CLM	Charles Stevens	2004-01-25	UHC-12624-66	3586152962	9425 Jefferson Ave, Atlanta, GA, 30382	0.80	Member ID reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-421561	CLM	Billy Williams	1950-04-07	UHC-03915-92	2515010182	6354 Baseline Rd, Houston, TX, 77045	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-417302	CLM	Russell Long	1993-02-19	—	8278847497	1286 Broadway, Glendale, AZ, 85356	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-402110	CLM	Kelly Evans	1990-07-11	UHC-53747-07	8765873832	2275 Meadow Ln, Fresno, CA, 93780	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-415993	CLM	Joseph Cole	1986-04-16	UHC-31831-74	2033264395	427 Pine Dr, San Antonio, TX, 78238	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-416858	CLM	Rob Thomas	1966-03-15	UHC-78800-80	3635038500	4075 Park Pl, Nashville, TN, 37274	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-420159	CLM	Petr Morgan	1959-03-05	—	—	8901 Broadway, Jacksonville, FL, 32264	0.80	Name re-cased City re-cased State name converted to code Placeholder values cleared
CLM-423495	CLM	Yuki Harris	1950-10-26	UHC-23626-39	8389277018	3874 Sage Ct, Austin, TX, 78720	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
CLM-412736	CLM	Jeffrey Carlson	1997-09-21	UHC-10902-45	7542742574	6708 Market St, Fresno, CA, 93724	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-401943	CLM	Brittany Luna	1972-01-21	UHC-53411-19	5737104001	4902 Lincoln Way, San Antonio, TX, 78252	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
CLM-430527	CLM	Andrea Dean	1993-10-02	UHC-48771-18	—	1987 Meadow Ln, Tempe, AZ, 85201	0.80	Member ID reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-402157	CLM	Luis Sullivan	1943-02-09	—	2826340299	2265 Maple Ave, Los Angeles, CA, 90010	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-402694	CLM	Ralph Cunningham	1969-04-16	UHC-93386-23	9744194940	6758 Highland Ave, Orlando, FL, 32887	0.80	Name re-cased Member ID reformatted State name converted to code Placeholder values cleared
CLM-401052	CLM	Rebecca Kennedy	1945-09-11	—	3113817259	1156 Lake View Rd, Jacksonville, FL, 32297	0.80	Name re-cased State name converted to code Email lower-cased Placeholder values cleared
CLM-414675	CLM	Sophia Sandoval	1964-05-26	—	2657049567	5489 Jefferson Ave, San Diego, CA, 92190	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-417764	CLM	Mason Rose	1948-06-12	UHC-72109-49	6539590695	1468 Central Ave, Phoenix, AZ, 85021	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
CLM-409322	CLM	Jason K Gordon	1952-06-05	UHC-52450-28	—	8596 Desert Sky Blvd, Plano, TX, 75052	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-432756	CLM	Adam W Wylliamson	1957-09-07	UHC-84285-56	—	6488 Central Ave, Fresno, CA, 93772	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-407252	CLM	Bruce Hart	1963-04-13	UHC-75859-83	—	8947 Market St, Chandler, AZ, 85288	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-409319	CLM	Madison W Graham	1967-03-23	—	—	4121 Jefferson Ave, Atlanta, GA, 30325	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-426670	CLM	Ralph Jacubs	1999-04-07	UHC-82994-18	3398960338	1278 River Rd, Phoenix, AZ, 85090	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-412926	CLM	Cooper Sharon	1985-01-14	—	8854771235	2375 Lincoln Way, Fresno, CA, 93771	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-429810	CLM	Sofia G Wang	1966-06-02	UHC-63739-70	—	6898 Indian School Rd, Seattle, WA, 98188	0.80	Name re-cased City re-cased State name converted to code Placeholder values cleared
CLM-432321	CLM	Cheryl Orbien	1938-08-14	—	—	7836 Union St, Chandler, AZ, 85253	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-404779	CLM	Elijah N Bishop	1965-08-08	UHC-69416-72	4468109924	3542 Apache Blvd, Atlanta, GA, 30346	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-410074	CLM	Henry Harper	1952-10-15	—	—	3110 Desert Sky Blvd, Charlotte, NC, 28206	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-422601	CLM	Laura Morgan	1970-02-28	—	5042788356	6176 Pine Dr, Tampa, FL, 33650	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
CLM-419501	CLM	Logan G Johnston	1982-04-10	UHC-39291-39	—	4558 Willow Ct, Denver, CO, 80253	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-416695	CLM	Kimberly L Payne	1942-04-07	—	9323141309	4517 Bayshore Dr, Jacksonville, FL, 32253	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-430401	CLM	Ruth Rice	1957-04-09	—	—	8970 Elm St, Columbus, OH, 43234	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
CLM-408608	CLM	Timothy Yang	1954-04-02	UHC-70570-53	—	5445 Forest Ave, Phoenix, AZ, 85093	0.80	Member ID reformatted City re-cased State name converted to code Placeholder values cleared
CLM-424872	CLM	Alice Porter	1985-07-23	—	—	5235 Lake View Rd, Tempe, AZ, 85232	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-400948	CLM	Heather Lopez	1941-12-08	—	5406316183	2352 Ridge Rd, Seattle, WA, 98122	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
CLM-410282	CLM	Santiago C Watson	1962-07-25	UHC-78715-95	—	9573 Sage Ct, Los Angeles, CA, 90024	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared

2,633 rows, page 49 of 53Previous Next