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-400781	CLM	Fatima Cook	1975-03-18	UHC-70675-02	7284883863	3264 Lake View Rd, Sacramento, CA, 95812	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426556	CLM	Janet Chapman	1957-05-01	UHC-92930-87	9107402785	41 Apache Blvd, Miami, FL, 33138	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428253	CLM	Diana Valdez	1963-09-17	UHC-50202-93	6528315915	3165 Lake View Rd, Tampa, FL, 33603	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400816	CLM	Brenda Price	2001-10-16	UHC-58479-84	5799419776	7479 Canyon Rd, Los Angeles, CA, 90080	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-408029	CLM	Virginia Hughes	1964-08-27	—	3489110886	8827 Lincoln Way, Denver, CO, 80238	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-419035	CLM	Gerald Lynch	1951-07-10	UHC-68982-25	9824160671	4618 Main St, Sacramento, CA, 95885	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418620	CLM	Mariana E Matthews	1941-02-12	UHC-24776-39	8857922664	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-413955	CLM	Noah Espinoza	1942-02-16	UHC-52234-98	7134800467	6389 Camelback Rd, Sacramento, CA, 95856	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-405297	CLM	Austin Williams	2001-10-15	—	2645642588	48 Spring St, Austin, TX, 78728	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405119	CLM	Brenda Elliott	1951-12-23	UHC-91777-26	7898000132	8417 Central Ave, Sacramento, CA, 95835	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400444	CLM	Sean Evans	1958-08-01	UHC-66436-57	7539335895	5226 Oak St, Los Angeles, CA, 90009	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420408	CLM	Julie Hudson	1979-12-10	UHC-36730-68	6038443680	3203 Oak St, Jacksonville, FL, 32209	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404702	CLM	Joseph R Obrien	1978-10-10	—	6749279236	464 Forest Ave, Jacksonville, FL, 32266	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422504	CLM	Vincent Gilbert	1983-09-08	UHC-83259-66	3699597410	1714 Indian School Rd, Plano, TX, 75089	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401800	CLM	Lopez Diane	2008-02-15	UHC-47129-97	8182588640	4040 Highland Ave, Eden Prairie, MN, 55355	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402057	CLM	Randy Barnes	2000-03-03	UHC-19730-93	2408991504	429 Union St, Houston, TX, 77094	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-419031	CLM	Stephanie W Logn	1950-08-22	—	3752684746	913 Elm St, Denver, CO, 80208	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432652	CLM	Jeremy Jacobs	1965-10-04	UHC-51630-28	5878285211	4442 Meadow Ln, Seattle, WA, 98134	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406762	CLM	Jordan K Barnes	1982-05-25	UHC-12682-64	2848833622	5047 Washington St, Plano, TX, 75082	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419425	CLM	Jduy Schmidt	1998-11-05	UHC-15358-33	8264920115	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-415253	CLM	Ralph Pena	1993-05-10	—	4703598893	154 Central Ave, Jacksonville, FL, 32215	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424611	CLM	Peter Patel	1945-04-20	UHC-99963-63	6857987644	981 Union St, Chandler, AZ, 85264	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410402	CLM	Brian Hall	1946-06-06	UHC-70681-11	7728331312	7724 Ridge Rd, Dallas, TX	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP missing+2 more
CLM-425740	CLM	Luis Dominguez	1955-05-24	UHC-85052-29	3937968725	42 Washington St, Los Angeles, CA, 90034	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409902	CLM	Kevin C Coleman	1942-10-16	—	3268638705	8198 Highland Ave, Las Vegas, NV, 89100	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-427671	CLM	Jonathan Flores	1972-09-19	UHC-29582-45	8434524663	9441 Canyon Rd, Eden Prairie, MN, 55360	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402304	CLM	Miichael Stone	1974-01-26	UHC-84625-12	9818353175	7918 Meadow Ln, Miami, FL, 33129	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410549	CLM	Yuki Powell	1971-05-24	UHC-46195-87	8512237099	402 Lincoln Way, Glendale, AZ, 85390	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403172	CLM	Stephanie Oliver	1978-02-19	UHC-40061-23	8315591211	7079 Maple Ave, Denver, CO, 80238	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413945	CLM	Mason Rios	1950-09-14	—	2208220528	8770 Washington St, Glendale, AZ, 85340	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
CLM-406831	CLM	Brian Gordon	1965-01-13	—	8566740511	2269 Willow Ct, Austin, TX, 78791	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401792	CLM	Walter Harris	1955-10-03	UHC-38852-43	4837588665	7654 River Rd, Plano, TX, 75018	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404373	CLM	Elijah Hall	1996-09-24	UHC-02806-77	4925726487	5172 Willow Ct, Columbus, OH, 43284	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428104	CLM	William V Hamilton	1950-11-11	UHC-67843-67	2453429974	3320 Meadow Ln, Fresno, CA, 93739	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-421127	CLM	Frances Ruiz	1949-05-28	UHC-20383-93	4406663884	4560 Cedar Ln, Mesa, AZ, 85215	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-406389	CLM	Wei Mejia	1960-05-08	UHC-25353-07	4585152998	7400 Apache Blvd, Los Angeles, CA	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
CLM-421958	CLM	Donald Griffin	1954-05-14	UHC-74616-95	3372760907	3360 Mountain View Dr, Austin, TX, 78704	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401459	CLM	Albert Castro	1982-05-10	UHC-91693-71	3903443809	3576 Desert Sky Blvd, Sacramento, CA, 95809	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419239	CLM	Hannah Roberts	2003-04-13	UHC-35362-03	6739326336	780 Meadow Ln, Tempe, AZ, 85251	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421803	CLM	Natalie Mason	1992-08-24	UHC-07376-13	6874092317	3166 Market St, Las Vegas, NV, 89179	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430985	CLM	Bobby Arnold	1987-06-23	UHC-31712-74	7503559603	9386 Harbor Blvd, Columbus, OH, 43263	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422390	CLM	Gloria Peters	1997-06-28	—	5442874018	925 Mesa Dr, Seattle, WA, 98110	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417673	CLM	Andrea Patel	2009-04-01	—	5377891810	9262 Hillcrest Rd, Columbus, OH, 43201	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430501	CLM	Jose Harris	1971-12-09	—	8538559511	6732 Union St, Fresno, CA, 93762	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402925	CLM	Logan Bradley	1919-02-14	UHC-10378-53	8337289041	4382 Jefferson Ave, Plano, TX, 75086	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423172	CLM	Kenneth James	1941-08-01	—	9755603423	2485 Baseline Rd Apt 31, Gilbert, AZ, 85229	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
CLM-419516	CLM	Karen Padilla	1998-05-28	UHC-05442-22	2773930913	8532 Forest Ave, Tucson, AZ, 85740	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416872	CLM	Brenda Ortiz	1973-05-20	UHC-96228-35	6006619747	4107 Palm Dr, Fresno, CA, 93701	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-407645	CLM	Diana Ryan	1945-09-14	—	6742543948	5268 Canyon Rd, Scottsdale, AZ, 85200	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431731	CLM	Elizabeth Pierce	1970-02-24	—	8745917377	1754 Union St, Atlanta, GA, 30337	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

11,960 rows, page 112 of 240Previous Next