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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404790	CLM	Roy Q Bennett	1950-11-23	UHC-17845-80	—	4687 Central Ave, Scottsdale, AZ, 85270	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-418723	CLM	Wei Schultz	1995-09-03	UHC-71252-57	6143618318	7300 Grand Ave, Seattle, WA, 98126	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-405953	CLM	Carlos Salazar	1992-08-07	—	4079702887	2954 Canyon Rd, Phoenix, AZ, 85017	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-413319	CLM	Kevin Thompson	1948-01-11	UHC-76614-91	—	484 Meadow Ln, Las Vegas, NV, 89138	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-418995	CLM	Anthony Weber	1986-11-02	UHC-65934-35	4307245735	1777 River Rd, Mesa, AZ, 85277	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421584	CLM	Heln Williams	1996-06-22	—	—	6789 Canyon Rd, Houston, TX, 77046	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416994	CLM	William Gonzales	1977-08-17	UHC-92544-37	—	2689 Market St, Minneapolis, MN, 55475	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-421671	CLM	Scott Henderson	1987-01-24	—	—	3317 Forest Ave Apt 39, Gilbert, AZ, 85273	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-411349	CLM	Alexander Ray	1996-05-06	—	—	5159 Ridge Rd, Tampa, FL, 33639	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-418691	CLM	Billy Anderson	1984-05-10	UHC-19774-93	7867473559	6050 Park Pl Apt 37, Sacramento, CA, 95881	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-423525	CLM	Pamela Patel	1970-03-25	—	—	5691 Palm Dr, San Antonio, TX, 78230	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400906	CLM	Adam Walsh	1956-08-01	—	6756220001	6706 Lincoln Way, Denver, CO, 80221	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-429448	CLM	Christina Garcai	1969-02-11	UHC-73700-75	4336748812	7938 Church St, Houston, TX	0.66	Phone reformatted Member ID reformatted State name converted to code ZIP missing+1 more
CLM-423499	CLM	Jordan Meyer	1946-01-10	UHC-72377-28	—	2555 Valley View Dr # 970, Los Angeles, CA, 90060	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-410138	CLM	Samuel Tucker	1993-06-19	UHC-53744-28	2689716961	5881 Apache Blvd, Chandler, AZ, 85224	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
CLM-410970	CLM	Bryan Reynolds	1958-08-23	UHC-54408-06	—	1616 Desert Sky Blvd, Glendale, AZ, 85376	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-421675	CLM	Justin Barnes	1994-06-25	—	7834906567	2955 Elm St, Mesa, AZ, 85228	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-402353	CLM	Ralph Woods	1967-07-26	—	—	6887 Spring St, Tampa, FL, 33671	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-428805	CLM	Douglas Stewart	1987-03-07	UHC-98736-64	7734107976	4478 Cedar Ln, Dallas, TX, 75222	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-419658	CLM	Kimberly Henderson	—	UHC-76058-16	4509111685	5226 Desert Sky Blvd, Austin, TX, 78772	0.66	Date of birth unreadable Phone reformatted City re-cased State name converted to code+1 more
CLM-428586	CLM	Arjun Gonzalez	1947-02-08	UHC-75702-24	—	3951 Park Pl, Atlanta, GA, 30369	0.66	Name re-cased City re-cased State name converted to code Gender normalised+1 more
CLM-401246	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-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-411302	CLM	Donald Anderson	1955-04-02	UHC-91846-26	—	6274 Highland Ave, Phoenix, AZ, 85029	0.66	Street suffix standardised Address re-cased State name converted to code 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-418922	CLM	Mary Miller	1940-11-17	—	4866259318	9265 Sunset Blvd # 750, Minneapolis, MN, 55476	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-414727	CLM	Judy Castro	1984-02-12	UHC-14119-09	2538618240	8470 Church St Apt 13, Plano, TX, 75003	0.66	Phone reformatted Unit split from street City re-cased State name converted to code+1 more
CLM-412337	CLM	Andrew Crawford	1995-08-27	UHC-58070-13	3979071087	6472 Apache Blvd, Phoenix, AZ, 85080	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-404530	CLM	Heathr Griffin	1987-08-11	UHC-60659-31	—	8521 Palm Dr, Jacksonville, FL, 32278	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-412979	CLM	Ruth Vazquez	2006-09-08	—	2439617794	3458 Oak St, San Antonio, TX, 78282	0.66	Name re-cased Two-digit birth year City re-cased State name converted to code+1 more
CLM-425511	CLM	Hirsohi D Estrada	—	UHC-03525-64	2114106959	5345 Cedar Ln, Los Angeles, CA, 90038	0.66	Date of birth unreadable Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-400907	CLM	Mason Reynolds	1978-09-19	UHC-75443-65	—	4261 Ocean Ave, Dallas, TX, 75209	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-430139	CLM	Adam Vega	1974-12-27	UHC-75377-52	—	3130 Cedar Ln, San Diego, CA, 92181	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-431374	CLM	Roger Contreras	1975-05-15	UHC-06935-90	8327497089	2705 Indian School Rd, San Diego, CA, 92123	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-421075	CLM	Adams Madisun	1984-01-18	UHC-70742-05	4836334700	5739 Oak St, Gilbert, AZ, 85258	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
CLM-412583	CLM	Richard Simmons	1979-11-13	UHC-95902-92	—	7176 Market St, Houston, TX, 77050	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-410171	CLM	Lauren Gutierrez	1989-01-04	—	8545882955	9548 Broadway, Orlando, FL, 32831	0.66	Two-digit birth year Phone reformatted Address re-cased State name converted to code+1 more
CLM-425853	CLM	Dougas Sims	1987-01-18	UHC-75923-17	6554536588	5046 Indian School Rd, Gilbert, AZ, 85252	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-409645	CLM	Carol N Howell	1942-02-16	UHC-35472-34	4335936242	7900 Mesa Dr, Glendale, AZ, 85340	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-428244	CLM	Jacqueline West	1985-05-28	—	—	9211 Park Pl, Fresno, CA, 93702	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-429122	CLM	Amy Morrison	1977-02-06	UHC-29243-33	—	4055 Palm Dr, Austin, TX, 78794	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
CLM-420664	CLM	Thomas Scott	1970-07-24	—	7134747562	2385 Park Pl, Eden Prairie, MN, 55374	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-414517	CLM	Kimberly Z Cooper	1983-09-12	—	—	9356 Central Ave, Sacramento, CA, 95865	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-418470	CLM	Madison I McCoy	1979-04-23	UHC-54920-73	7418068186	7606 Camelback Rd, Jacksonville, FL, 32268	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-420976	CLM	Sophia Reid	1993-12-11	UHC-39328-57	—	1738 River Rd, Columbus, OH, 43284	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-416855	CLM	Jeff Mendoza	1965-08-12	—	—	3159 Canyon Rd, Dallas, TX, 75221	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-407212	CLM	Kimberly Mnuoz	2007-12-22	UHC-59562-45	—	5212 Spring St, Jacksonville, FL, 32237	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-413589	CLM	Ahmed Hayes	1995-10-10	UHC-59600-25	2407723846	1557 Baseline Rd, Fresno, CA, 93702	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-411029	CLM	Carolyn K Chen	2006-09-02	—	—	2822 Sunset Blvd, Glendale, AZ, 85314	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421973	CLM	Donald Cole	1981-09-23	UHC-18671-94	4764019642	3084 Camelback Rd, Jacksonville, FL, 32252	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more

2,633 rows, page 36 of 53Previous Next