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-415511	CLM	Joyce Moreno	1990-12-20	—	9087208246	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-414991	CLM	Keith Jones	1987-02-19	UHC-95396-91	2474192342	5349 Palm Dr # 633, Orlando, FL, 32884	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-409756	CLM	Willie Reed	1999-02-02	UHC-69931-09	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-422658	CLM	Melissa Dean	1947-06-22	UHC-69799-61	—	3888 Harbor Blvd, Phoenix, AZ, 85065	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415562	CLM	Olivia K Perez	1963-04-16	UHC-08021-88	5596402012	1737 Union St, Tampa, FL, 33689	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-408928	CLM	Paul Warren	1988-02-11	UHC-23202-90	6558986393	4438 Willow Ct, Los Angeles, CA, 90034	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415703	CLM	Juan Williams	1950-11-24	—	2572871449	8198 Lincoln Way, Scottsdale, AZ, 85279	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-415704	CLM	Juan Williams	1950-11-24	—	2572871449	8198 Lincoln Way, Scottsdale, AZ, 85279	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-425902	CLM	Megen Aguilar	1960-12-14	UHC-68242-45	—	—	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-404096	CLM	Joshua W Mendoza	1954-10-27	UHC-08725-60	—	650 Valley View Dr, Houston, TX, 77067	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407918	CLM	Debra Z Price	1948-07-26	—	4333085023	7061 Willow Ct, Houston, TX, 77082	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413204	CLM	Danielle Peterson	1989-06-24	UHC-96439-17	4604764356	5530 Harbor Blvd, San Antonio, TX, 78236	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424704	CLM	Sara K Ellis	1940-08-10	UHC-10984-95	—	2507 Sunset Blvd, Minneapolis, MN, 55417	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419060	CLM	Donna Stone	1996-10-18	UHC-98920-26	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-400843	CLM	Ryan Kelly	1969-12-07	UHC-98387-34	—	9059 Maple Ave, Austin, TX, 78780	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-432230	CLM	Lisa Graham	1951-12-26	UHC-27955-94	—	4093 Ridge Rd, Tampa, FL, 33671	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-417131	CLM	Coleman Anna	1971-06-19	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-401355	CLM	Jean Lucas	1940-03-20	UHC-13467-31	—	4579 Union St, Scottsdale, AZ, 85253	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431180	CLM	Carolyn I George	1960-04-01	—	—	3008 Meadow Ln, Dallas, TX, 75228	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429052	CLM	William Hall	1975-07-16	—	—	1847 Pine Dr, Scottsdale, AZ, 85272	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-424153	CLM	Ashley Danyels	1947-11-11	UHC-43740-11	7939626425	727 Baseline Rd, Nashville, TN, 37280	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409297	CLM	Ann Castro	1951-07-07	—	—	3733 Washington St, Las Vegas, NV, 89114	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402620	CLM	Julie E Olson	1972-11-08	—	5783076515	2676 Hillcrest Rd, Jacksonville, FL, 32251	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404744	CLM	Alexander Lane	1961-08-28	—	6195486628	2055 Canyon Rd, Glendale, AZ, 85341	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427033	CLM	Carol S James	1962-09-01	UHC-43610-58	—	444 Park Pl, Eden Prairie, MN, 55323	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420263	CLM	Martha Nichols	1989-04-27	—	4647608888	1787 Jefferson Ave, Mesa, AZ, 85240	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410395	CLM	Jeff Contreras	1985-03-18	UHC-49087-19	8444373158	1184 Main St, San Diego, CA, 92196	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-419776	CLM	Sara Alvarado	1994-08-10	UHC-57137-88	—	4064 Canyon Rd, Sacramento, CA, 95821	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415638	CLM	Janet Hamiltno	1985-07-11	UHC-48718-74	—	6953 Spring St, Chandler, AZ, 85200	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-401505	CLM	Brian Hansen	1985-12-21	UHC-10706-35	—	2266 Ridge Rd, Glendale, AZ, 85316	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421622	CLM	Olivia Gonzales	1943-12-08	UHC-00411-18	9682994643	8846 Apache Blvd, Seattle, WA, 98151	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-424166	CLM	Mark Reyes	1985-09-11	—	—	5171 Sage Ct, Gilbert, AZ, 85204	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420187	CLM	Brenda Clark	1987-12-05	UHC-60924-40	9464699494	4157 Cedar Ln, Orlando, FL, 32810	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407110	CLM	Pamela Mitchell	1997-11-08	UHC-76970-81	7883541894	5418 River Rd, Phoenix, AZ, 85073	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403382	CLM	Debra Green	2003-11-26	—	—	4701 Washington St, Chandler, AZ, 85205	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407004	CLM	Deborah Banks	1964-01-22	UHC-57459-80	9638990368	8093 Oak St, Phoenix, AZ	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-411239	CLM	Emily Walker	1957-12-26	UHC-96731-61	3812594600	541 Maple Ave, Austin, TX, 78749	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410507	CLM	Benjamin Carr	1953-01-05	UHC-31487-44	5618386487	6134 Spring St, Los Angeles, CA, 90028	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-430615	CLM	Jessica Smith	1991-08-28	UHC-10378-37	—	25 Lincoln Way, Las Vegas, NV, 89107	0.78	Date of birth reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-408918	CLM	Wei Alexander	2003-03-09	—	—	7351 Park Pl, Phoenix, AZ, 85035	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-427902	CLM	Chuck F Sims	1988-03-08	UHC-42845-48	4295756670	1382 Sunset Blvd, Tampa, FL, 33692	0.78	Middle initial moved out of first name Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-400213	CLM	Lori Parker	1949-09-28	UHC-06551-05	2927735526	5635 Elm St, Chandler, AZ, 85238	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400591	CLM	Larry Richardson	1992-01-08	UHC-30947-57	4018202269	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-404241	CLM	Martha Romero	1971-12-09	UHC-86120-37	—	4012 Broadway, Sacramento, CA, 95809	0.78	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+1 more
CLM-430785	CLM	Roger Marshall	1998-11-17	—	7182261340	9125 Camelback Rd, Minneapolis, MN, 55418	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412601	CLM	Crawford Cheryl	1953-01-26	—	3855974144	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-406792	CLM	Diana Estrada	1996-11-10	—	5762514278	2583 Harbor Blvd # 109, Eden Prairie, MN, 55397	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-409949	CLM	Ahmed West	1998-02-07	—	—	6585 Mountain View Dr, Eden Prairie, MN, 55312	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415664	CLM	Logan Yng	1968-12-06	UHC-63190-60	5575170109	—	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-408576	CLM	Marilyn H Nichols	1944-03-06	—	2109932813	5511 Baseline Rd, Nashville, TN	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more

10,559 rows, page 110 of 212Previous Next