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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-417505	CLM	Austin Green	1938-03-12	UHC-95563-02	7577690207	676 River Rd, Scottsdale, AZ, 85281	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415235	CLM	Nancy Marshall	1995-12-28	—	9857475674	5026 Forest Ave, Houston, TX, 77043	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411998	CLM	Lisa Walker	1960-01-24	—	—	3284 Mesa Dr, Atlanta, GA, 30361	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430096	CLM	Jason Smith	1972-06-13	UHC-71718-91	2555095294	6480 River Rd, Glendale, AZ, 85315	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410210	CLM	Sarah B Edwards	1940-04-27	UHC-84878-58	2369776893	7813 Main St # 870, San Diego, CA, 92118	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-404195	CLM	Jason Green	1941-11-27	UHC-39484-68	5939084146	7548 Harbor Blvd, Tucson, AZ, 85738	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431531	CLM	Shirley Perez	1954-06-19	UHC-31141-31	4557545893	7317 Sage Ct, Jacksonville, FL, 32276	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403043	CLM	Brittany Kim	1958-12-16	UHC-44063-25	—	6440 Central Ave, Houston, TX, 77010	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-424850	CLM	Judith Martinez	1993-09-16	UHC-48517-88	6608294651	9374 Hillcrest Rd, Phoenix, AZ, 85043	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-414475	CLM	Kimberly Owens	1954-05-06	UHC-15681-21	—	2714 Mesa Dr, Atlanta, GA, 30354	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423487	CLM	Mary Patel	1985-08-12	UHC-02629-56	5106015184	—	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-423488	CLM	Mary Patel	1985-08-12	UHC-02629-56	5106015184	—	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-417482	CLM	Amber P Ortega	1979-12-23	UHC-28858-52	7248751916	8545 Indian School Rd, Houston, TX, 77009	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404402	CLM	Liisa Campbell	1965-10-22	—	6732717388	1629 Pine Dr, Denver, CO, 80275	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416232	CLM	Amanda Washington	2000-07-01	UHC-98242-34	7737883172	2909 Spring St, Charlotte, NC, 28257	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-420829	CLM	Paul Butler	1962-03-16	UHC-87262-31	—	528 Mesa Dr, Seattle, WA, 98195	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-415361	CLM	Ruth West	1976-01-09	—	7219560400	8654 Lake View Rd, Glendale, AZ, 85342	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406244	CLM	Jeremy U Walker	1958-05-11	UHC-68255-89	4037606114	7404 Lincoln Way, Seattle, WA, 98133	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-424747	CLM	Alexander Kim	2005-12-08	UHC-44823-31	3509758423	1877 Main St, Houston, TX, 77011	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408158	CLM	Kyle Jackson	1990-08-01	UHC-39947-84	2286516130	8941 Church St, Scottsdale, AZ, 85234	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-401922	CLM	Santiago Carter	1994-09-01	UHC-88240-79	3368732530	5966 Lake View Rd, Chandler, AZ, 85211	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-408603	CLM	Steve X Watkins	1954-12-25	UHC-84173-47	7594208672	860 Hillcrest Rd, Austin, TX, 78700	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422398	CLM	Betty Rilley	2003-08-15	UHC-60575-35	—	9568 Grand Ave, Sacramento, CA, 95862	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428830	CLM	Martinez Abigail	2003-07-23	UHC-97663-41	4528524456	3266 Bayshore Dr, Plano, TX, 75076	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410102	CLM	Rebecca Schultz	1951-02-20	—	3428799932	765 Sunset Blvd, Plano, TX, 75033	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422866	CLM	Mary Morales	1952-07-05	UHC-12845-55	—	2948 Church St, Glendale, AZ, 85330	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404257	CLM	Bobby Clark	1979-12-08	—	8578968846	3170 Indian School Rd, Mesa, AZ, 85245	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425225	CLM	Gloria Wattkins	1974-11-18	UHC-01940-80	—	236 Ocean Ave, Seattle, WA, 98140	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-409648	CLM	Elijah Owens	1989-06-04	UHC-32230-66	6147492074	428 Church St, Scottsdale, AZ, 85276	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-402688	CLM	Noah Lawrence	1965-07-20	—	2895613596	169 Baseline Rd, Minneapolis, MN, 55443	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-400545	CLM	Tyler Moreno	1994-11-12	UHC-79913-58	—	1312 Ridge Rd, Seattle, WA, 98120	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432371	CLM	Deborah Mason	1984-06-05	—	3172510581	3508 Desert Sky Blvd, Plano, TX, 75081	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404101	CLM	Garry Rice	1961-06-26	—	8393020543	5578 Pine Dr, Columbus, OH, 43271	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-428496	CLM	Priya G Shaw	1955-04-20	—	8404220769	2837 Sage Ct, Miami, FL, 33173	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401822	CLM	Andrea Bishop	1975-07-20	UHC-70074-36	—	7664 Sunset Blvd, Eden Prairie, MN, 55350	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430299	CLM	Karen Bailey	1977-07-25	—	—	1731 Main St, Phoenix, AZ, 85086	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403656	CLM	Camila Montgomery	2007-10-20	UHC-03721-09	5112459395	8901 Pine Dr, Minneapolis, MN, 55432	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-430413	CLM	Bradley Larson	1960-11-16	UHC-37517-47	2033107296	9556 Maple Ave, Phoenix, AZ, 85057	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401206	CLM	Katherine Carpenter	1949-04-23	—	6706839429	4824 Lake View Rd, Plano, TX, 75046	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403156	CLM	Edwaard X Kinng	1959-11-13	UHC-04608-19	6485705403	183 Grand Ave, Sacramento, CA, 95860	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403961	CLM	Brian Diaz	1992-08-03	UHC-83306-67	4488857434	3921 Valley View Dr, Glendale, AZ, 85351	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401449	CLM	Melissa Cruz	1996-09-15	UHC-43441-53	7224673408	8804 Mesa Dr, Gilbert, AZ, 85249	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421014	CLM	Adam Williamson	1977-03-03	UHC-12020-33	5512808766	2283 Valley View Dr, Miami, FL, 33143	0.74	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-419142	CLM	Yuki Perkins	1967-05-28	—	8818518156	329 Park Pl, Dallas, TX, 75207	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-414382	CLM	Ashley Rios	1975-01-01	—	3532447064	4034 Ridge Rd, San Diego, CA, 92144	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-409415	CLM	Kennneth F Stewatr	2003-04-08	—	2539247268	333 Jefferson Ave, Atlanta, GA, 30389	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418763	CLM	Cheryl P Silva	1960-05-07	UHC-61430-78	—	7117 Central Ave, Gilbert, AZ, 85287	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404918	CLM	Cheryl Bryant	1960-12-26	—	2389474949	6111 Willow Ct, San Antonio, TX, 78214	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429499	CLM	Christopher Davis	1986-04-14	UHC-15407-27	—	6306 Jefferson Ave, Atlanta, GA, 30301	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-425993	CLM	Theesa Cunningham	1960-10-09	UHC-41776-91	—	3066 Indian School Rd, Austin, TX, 78738	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

18,771 rows, page 140 of 376Previous Next