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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-408444	CLM	Stephanie Sims	1996-06-24	—	7154270757	7563 Mountain View Dr, Tampa, FL, 33605	0.80	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed
CLM-404433	CLM	Scott Moreno	1984-10-06	—	—	3320 Cedar Ln, Dallas, TX, 75245	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-426916	CLM	Andrea Grant	1963-12-13	UHC-22283-25	—	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-426150	CLM	Eric M Andrews	1969-06-10	—	—	2279 Park Pl, Austin, TX, 78750	0.80	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased
CLM-429804	CLM	Nicholas Kelley	1946-09-21	UHC-80488-15	8802655372	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-417288	CLM	Michelle Walker	2003-08-05	UHC-17580-14	3015838848	7539 Bayshore Dr, Jacksonville, FL, 32259	0.80	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-421719	CLM	Mateo Silva	2008-01-02	UHC-05079-55	6333523061	4577 Camelback Rd, Columbus, OH, 43210	0.80	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased
CLM-420912	CLM	Megan Young	1948-12-18	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-400485	CLM	Andrea Jordan	1938-12-18	UHC-03898-53	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-400541	CLM	Santiago Bennett	1988-09-19	UHC-00928-23	—	5393 Palm Dr # 357, San Diego, CA, 92142	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-413175	CLM	Kathleen Z Simpson	1999-07-27	UHC-47386-60	—	9520 Central Ave, Columbus, OH, 43244	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-427597	CLM	Jennnifer Price	1965-04-26	UHC-20738-60	—	5802 Washington St, Phoenix, AZ, 85030	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-412870	CLM	Nancy L Tran	1967-05-04	—	9308262631	3686 Union St, Phoenix, AZ, 85010	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-405028	CLM	George Jensen	1941-11-06	UHC-11856-62	5812019278	5394 Forest Ave Apt 11, Plano, TX, 75074	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-414556	CLM	Brandon Warren	2003-01-11	—	7083255304	1717 Grand Ave, Minneapolis, MN, 55466	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-409247	CLM	Juan Kim	1965-09-28	UHC-49008-92	—	8159 River Rd, Nashville, TN, 37259	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-424001	CLM	Amanda Y Hansen	1965-07-06	UHC-59930-97	4828507912	1518 Canyon Rd, Minneapolis, MN, 55415	0.80	Middle initial moved out of first name Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-430064	CLM	Kyle G Meyer	1976-10-28	UHC-64032-36	7879715728	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-411806	CLM	Gabriel Woods	1946-07-26	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-409177	CLM	Camila Peterson	1993-05-18	UHC-03136-61	—	8687 Forest Ave, Atlanta, GA, 30354	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-424772	CLM	Andrea Carlosn	1970-07-16	—	—	9848 Hillcrest Rd, San Diego, CA, 92180	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-414971	CLM	Randy Freeman	1989-12-01	—	—	3873 Sunset Blvd, Chandler, AZ, 85226	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-425783	CLM	Philip Graham	1968-07-26	—	—	9561 Grand Ave, Phoenix, AZ, 85028	0.80	Date of birth reformatted ZIP+4 trimmed Email lower-cased Placeholder values cleared
CLM-411254	CLM	Gabriel Gray	2001-08-25	—	3388153032	8384 Lincoln Way, Gilbert, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-420038	CLM	Evelyn Delgado	1961-10-05	UHC-46372-43	—	495 Church St, Plano, TX, 75074	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-414690	CLM	Megan Burke	1979-12-16	UHC-39787-28	—	6849 Ocean Ave, Mesa, AZ, 85293	0.80	Date of birth reformatted Phone missing area code State code upper-cased Placeholder values cleared
CLM-428388	CLM	Raymond Hill	1979-07-20	UHC-45778-72	—	3309 Church St, Seattle, WA	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
CLM-426379	CLM	Silva Wei	1998-02-01	UHC-71426-03	—	8972 Indian School Rd, Nashville, TN, 37231	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-416212	CLM	Tim Freemman	1992-07-09	UHC-34025-60	9316966389	5657 Market St, Seattle, WA, 98103	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-407247	CLM	Grace Hayes	1964-09-27	—	—	4935 Apache Blvd, Orlando, FL, 32804	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-430814	CLM	Mark Phillisp	1983-11-26	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-431919	CLM	Ann Perez	1993-08-11	UHC-58834-40	—	2559 Baseline Rd # 496, Phoenix, AZ, 85046	0.80	Date of birth reformatted Unit split from street City re-cased Placeholder values cleared
CLM-407681	CLM	Megan Carr	1962-08-16	—	8856608089	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-430526	CLM	Grace D Hughes	1965-10-15	UHC-78713-50	—	181 Central Ave, Tampa, FL, 33632	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-416376	CLM	Timothy Y Aguilar	1996-11-08	—	5002713314	1629 River Rd Apt 10, Las Vegas, NV, 89123	0.80	Date of birth reformatted Phone reformatted Unit split from street 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-415952	CLM	Madison D Bryant	2006-08-09	UHC-66554-95	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-422943	CLM	Laura V Bishop	1952-08-16	UHC-15246-57	—	9665 Ridge Rd, Miami, FL, 33125	0.80	Date of birth reformatted Member ID reformatted SSN last four extracted Placeholder values cleared
CLM-422942	CLM	Laura V Bishop	1952-08-16	UHC-15246-57	—	9665 Ridge Rd, Miami, FL, 33125	0.80	Date of birth reformatted Member ID reformatted SSN last four extracted Placeholder values cleared
CLM-430292	CLM	Janet R Carpenter	1945-03-16	UHC-72899-58	—	3704 Canyon Rd, Austin, TX, 78710	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-417369	CLM	Gary Hunt	1959-05-19	UHC-01749-02	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-408694	CLM	Jerry Lee	2002-06-25	—	—	8472 Main St, Mesa, AZ, 85202	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-409450	CLM	Rachel Q Walker	1968-02-06	—	—	6585 Maple Ave, Chandler, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-421008	CLM	Margaret Deean	2000-06-07	UHC-39451-79	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-417585	CLM	Danielle Ferguson	1985-10-12	UHC-82532-02	3176692769	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-429524	CLM	Carol A Shaw	2002-10-06	UHC-74988-59	—	1968 Willow Ct, Orlando, FL	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-413755	CLM	Adam Snyder	1964-09-27	UHC-25891-48	—	9660 Market St, Denver, CO, 80265	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-428463	CLM	Betty Weber	1956-07-23	—	5507961997	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-426514	CLM	Brenda W Hughes	1948-10-21	UHC-10738-48	—	8393 Market St, Scottsdale, AZ, 85260	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-416844	CLM	Nicholas Castillo	1963-08-07	UHC-57647-09	6615182096	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared

10,559 rows, page 141 of 212Previous Next