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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401245	CLM	Aisha Holmes	2002-05-07	—	—	6354 Lincoln Way, San Diego, CA	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-420623	CLM	Willie X Yang	1982-02-18	UHC-84264-29	7384718551	3924 Jefferson Ave, Miami, FL	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-427115	CLM	Jesse O Armstrong	1982-08-05	UHC-51454-66	4453022607	2532 Oak St # 979, Scottsdale, AZ	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+1 more
CLM-404583	CLM	Donna Austin	1975-05-22	—	—	6301 Valley View Dr, Tucson, AZ	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
CLM-408020	CLM	Black Diana	1987-07-10	UHC-19098-18	—	1397 Ridge Rd, Tampa, FL	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-432389	CLM	Christian Vargas	1962-12-25	UHC-00336-95	—	827 Sage Ct, Columbus, OH	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-421053	CLM	Frank Howard	1984-09-13	UHC-75968-98	2514628449	4846 Elm St, Glendale, AZ	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-421717	CLM	Jordan T Garza	2008-05-17	UHC-49606-85	7958124298	8012 Bayshore Dr, Chandler, AZ	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-432593	CLM	Mateo I Williamson	1940-08-16	UHC-09947-95	—	4707 Central Ave, Denver, CO	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-413318	CLM	Hannah Nelson	1960-11-08	UHC-47037-05	—	8044 Grand Ave, Tucson, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-401841	CLM	Betty T Peters	1940-12-28	UHC-02149-74	9106580553	7521 Camelback Rd # 169, Sacramento, CA	0.66	Member ID reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-413458	CLM	Barbara Edwards	1951-10-01	UHC-91524-18	—	4467 Ocean Ave, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-430622	CLM	Frank D Miller	1965-03-06	UHC-04100-71	—	9039 Park Pl, Eden Prairie, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-421324	CLM	Bobby Chapman	2004-02-20	UHC-80403-78	—	2613 Cedar Ln, Austin, TX	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-405713	CLM	Dennis Grnt	1934-04-27	—	2117121932	3986 Maple Ave, Los Angeles, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-414005	CLM	Donna Ortega	1970-05-14	UHC-71161-86	—	7419 Church St, Glendale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-401844	CLM	Madisno Wood	1998-01-25	UHC-82152-40	9047880823	7666 Sunset Blvd, Minneapolis, MN	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-412579	CLM	Shirley Sanchez	1948-12-12	—	—	5839 Apache Blvd, Fresno, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-420196	CLM	Sharon Woods	2002-07-05	UHC-33271-36	—	6811 Lake View Rd, Plano, TX	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-419394	CLM	Carl L Castro	1997-08-13	UHC-13801-40	—	7830 Willow Ct, Eden Prairie, MN	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
CLM-416357	CLM	Brittany N Sandoval	1986-09-12	UHC-58967-66	5693049470	7061 Bayshore Dr, Chandler, AZ	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-405161	CLM	George Franklin	1964-06-09	UHC-98768-47	5873684956	4658 Indian School Rd, San Diego, CA	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-406691	CLM	Sofia Greene	1976-05-20	UHC-16642-19	6736953071	6125 Apache Blvd, Denver, CO	0.66	Member ID reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-422169	CLM	Sandra Alexander	1950-04-13	UHC-52523-43	7763019396	8420 Forest Ave, Fresno, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-424661	CLM	Henry Jackson	1964-04-28	—	—	6329 River Rd, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-403679	CLM	Frank Williamson	1938-10-13	—	3087428282	5825 Forest Ave, Los Angeles, CA	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
CLM-431471	CLM	Rebecca Jones	1967-05-27	UHC-46908-53	7535833803	7642 Lincoln Way Apt 8, Seattle, WA	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-425477	CLM	Nnacy Gibson	1977-06-23	UHC-33101-19	—	8766 Indian School Rd, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-410006	CLM	Gerald Fernandez	1951-04-27	—	—	6759 Camelback Rd, Nashville, TN	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-402656	CLM	Kathleen Hanson	1946-09-17	UHC-09595-21	—	1114 Grand Ave, Gilbert, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-409179	CLM	Omar Contreras	1990-04-12	UHC-81935-53	—	920 Valley View Dr, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-426695	CLM	Billy Lopez	1940-09-21	UHC-11120-88	—	6638 Highland Ave, Columbus, OH	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-419616	CLM	Eugene R Warren	1965-03-23	UHC-16651-20	5739904544	4103 Bayshore Dr Apt 10, Gilbert, AZ	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-407238	CLM	Gerald E Pierce	1996-11-14	—	—	1752 Lake View Rd, Phoenix, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-401560	CLM	Jessica Elliis	1963-07-27	UHC-59698-55	—	1791 Palm Dr, Atlanta, GA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-426908	CLM	Frakn Garcia	1940-07-01	UHC-99822-51	7367514389	9059 Market St # 371, Denver, CO	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-432385	CLM	Stephen O Harris	2001-01-28	UHC-18624-69	—	6491 Grand Ave, Plano, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-423232	CLM	Virginia Barnes	2007-04-02	UHC-21509-56	3827817215	6404 Sage Ct, Atlanta, GA	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
CLM-408679	CLM	Janice K Burton	1956-04-03	UHC-20074-87	2265109137	5988 Baseline Rd, Seattle, WA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-431281	CLM	Hananh Ramos	1952-09-18	UHC-51097-46	5717159596	8140 Broadway, Tempe, AZ	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-412550	CLM	Diane Daniels	1940-12-16	UHC-73681-72	—	8712 Forest Ave, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-419799	CLM	Diane Reid	1954-02-03	UHC-19446-14	—	2365 Sage Ct, Houston, TX	0.66	Two-digit birth year State code upper-cased ZIP missing Whitespace trimmed+1 more
CLM-410893	CLM	Munoz Hiroshi	1976-06-14	—	—	7710 Elm St, Tampa, FL	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-416590	CLM	Evelyn G Bakar	1953-06-08	UHC-01180-54	—	2621 Union St, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-413707	CLM	Santiago Moure	1963-11-19	—	—	3960 Spring St, Nashville, TN	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-413140	CLM	Johnny S Gomez	1972-08-27	UHC-33926-12	—	8803 Pine Dr, Tempe, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-419944	CLM	Rob Price	1967-04-12	UHC-60747-77	—	1156 Meadow Ln, Atlanta, GA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-428582	CLM	Melissa Valdez	1958-04-10	—	—	1948 Lincoln Way, Fresno, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-420796	CLM	Aaron Pierce	1942-09-19	—	—	7423 Park Pl Apt 12, Houston, TX	0.66	Name re-cased Date of birth reformatted Unit split from street ZIP missing+1 more
CLM-421484	CLM	Noah S Torres	1979-09-16	—	—	2460 Grand Ave, Eden Prairie, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more

2,072 rows, page 29 of 42Previous Next