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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-414038	CLM	Tim E Gordon	1978-07-23	UHC-55444-69	8606029744	3979 Bayshore Dr, Jacksonville, FL, 32288	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-428302	CLM	Jonathan Kennedy	1961-12-02	—	2624883407	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416104	CLM	Edward Arnold	1957-12-22	UHC-58764-26	5154182111	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-414719	CLM	Cheryl Carter	1991-03-18	UHC-70973-36	3707054907	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400236	CLM	Angela E Espinoza	1979-07-09	—	2506932916	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-417279	CLM	Kenneth Peters	1991-09-06	UHC-72342-94	8464055697	2744 Hillcrest Rd, Houston, TX, 77004	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-421681	CLM	Abigail D Torres	1988-06-24	—	7023767456	4342 Washington St, Seattle, WA, 98183	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-403707	CLM	Andrea Riley	1963-04-24	—	9609861300	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-411086	CLM	Sophia D Miller	2004-08-07	UHC-91292-83	5386532881	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-425659	CLM	Jennifer Castro	1950-04-02	UHC-02041-85	7699394722	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-418758	CLM	Bobby Berry	1941-04-01	UHC-07304-71	3845984149	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-409586	CLM	Keith Schultz	1939-09-09	—	5294372974	9249 Sage Ct, Denver, CO, 80219	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-413112	CLM	Carol G Fowler	1995-04-09	UHC-12538-47	2275168933	7684 Lincoln Way, Sacramento, CA, 95821	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-403505	CLM	Lisa Grifin	1942-09-27	UHC-64792-99	7933022674	1629 Church St, Jacksonville, FL, 32293	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-418521	CLM	Michellle N Carroll	1980-12-26	UHC-10245-69	8852819163	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-408517	CLM	Larry Spencer	1961-04-01	UHC-08518-76	6719597345	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-410042	CLM	Sharon Ellis	1983-09-20	—	9364427562	8570 Maple Ave, Phoenix, AZ, 85085	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-420970	CLM	Doothy Ross	1994-12-28	UHC-86526-56	3168797479	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-430293	CLM	Helen Ellis	2008-02-12	UHC-73490-52	6389703302	2899 Broadway, Denver, CO, 80259	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-414562	CLM	Andrea Freeman	2006-08-15	UHC-42153-42	3934220811	8297 Sage Ct, Atlanta, GA, 30356	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-425983	CLM	Donna Ramirez	1978-07-06	UHC-71663-58	3333590613	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-417532	CLM	Jeffrey Singh	2008-10-28	—	9054588942	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412275	CLM	Catherine Simpson	1979-08-26	UHC-22875-45	5538124807	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-432410	CLM	Jessica Butler	1961-06-06	UHC-65037-61	8485021671	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-424641	CLM	Helen G Welch	1953-04-03	UHC-00293-49	8955709808	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-431156	CLM	Helen Munoz	1999-08-23	—	6505700591	7417 Forest Ave, San Diego, CA, 92146	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-430339	CLM	Samuel Gray	1970-08-06	UHC-28025-58	2142236265	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-405356	CLM	Shirley B Morris	1942-12-21	UHC-34000-41	2588865895	4454 Camelback Rd, Sacramento, CA, 95880	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-411875	CLM	Tehresa Cruz	1962-06-06	UHC-36360-26	8077973392	8152 Camelback Rd, Jacksonville, FL, 32280	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-418478	CLM	Theresa D Gray	1968-05-05	UHC-34684-20	2664817570	1814 Sage Ct, Houston, TX, 77018	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-417249	CLM	Martha Foster	1963-04-15	UHC-91764-99	2094991159	539 Church St, Nashville, TN, 37292	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-430759	CLM	Julie Hansen	1947-05-27	UHC-90762-59	4232319218	7954 Main St, Tucson, AZ, 85776	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-412267	CLM	David V Moreno	1973-09-22	UHC-59966-46	6943679303	7797 Bayshore Dr, Tempe, AZ, 85250	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-417367	CLM	Joyce Medina	1943-09-18	—	7676833062	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-407657	CLM	Megan Russell	2006-10-08	UHC-57102-62	3189850012	—	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-423060	CLM	Judy U Gordon	1970-11-01	UHC-42219-38	4996647707	6485 Market St, San Antonio, TX, 78232	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-409503	CLM	Sctot Griffin	1953-04-22	UHC-39095-93	2364686955	62 Broadway, Atlanta, GA, 30337	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-431111	CLM	Laura U Cruz	1974-11-24	—	4508924031	5143 Broadway, Sacramento, CA, 95882	0.92	Date of birth reformatted Phone reformatted Address re-cased Placeholder values cleared
CLM-432577	CLM	Melissa Allen	1954-02-25	UHC-41301-70	8376521130	9662 Main St, Chandler, AZ, 85284	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412041	CLM	Jonathan McDonald	1987-07-24	UHC-26200-71	3204387932	—	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
CLM-403117	CLM	Doris H Weber	1959-08-24	UHC-86325-71	6684793511	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-426282	CLM	Nathan B Crawford	2002-06-03	—	8377377459	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-423716	CLM	Tyler Wagner	1984-04-02	UHC-97357-23	5486554742	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-429852	CLM	Sara Simpson	1949-08-27	—	2433546479	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400494	CLM	Amadna Marshall	1941-03-22	—	7007250655	3704 Jefferson Ave, Chandler, AZ, 85272	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-427254	CLM	Lawrence Flores	2008-06-27	UHC-58157-26	4019754369	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-401952	CLM	Justin K Cooper	1943-04-08	UHC-19536-68	8333266042	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-412235	CLM	Yuki Boyd	1993-05-18	UHC-66893-48	6436026611	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400506	CLM	William M Ferguson	1965-09-19	—	4812110400	29 Market St, Austin, TX, 78774	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-415627	CLM	Bradley X Vazquez	1989-07-07	UHC-39551-61	3979479721	1527 Cedar Ln, Plano, TX, 75044	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared

11,960 rows, page 191 of 240Previous Next