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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-432213	CLM	Dennis Rojas	1945-11-25	UHC-65284-13	7405536272	5077 Church St, Orlando, FL, 32897	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-428879	CLM	Jonathan Parker	1985-01-21	UHC-64109-25	—	6409 Lake View Rd, Gilbert, AZ, 85233	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-407040	CLM	Denny J Baker	1967-07-16	UHC-24430-47	—	4332 Jefferson Ave, Orlando, FL, 32882	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-416248	CLM	Fatima Garrett	2003-04-16	—	6242758078	6743 Park Pl Apt 36, Chandler, AZ, 85219	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-403972	CLM	Tyler Wagner	1951-07-18	—	—	8381 Main St, Gilbert, AZ, 85270	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-421331	CLM	Jean Davis	1963-10-01	—	—	4532 Cedar Ln, Dallas, TX, 75254	0.50	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
CLM-404538	CLM	Lisa Silva	2002-04-16	—	—	6174 Willow Ct # 947, Columbus, OH, 43235	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418107	CLM	Kathleen R Lawson	1941-07-17	UHC-48976-71	4285317493	2728 Valley View Dr, Charlotte, NC, 28202	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424979	CLM	Julia Snyder	—	UHC-13287-87	5519330880	9086 Canyon Rd, Los Angeles, CA, 90003	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428739	CLM	Carl Li	—	—	—	2696 Sage Ct, Jacksonville, FL, 32277	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-422131	CLM	Samuel Martinez	1993-04-08	UHC-56424-34	—	8593 Jefferson Ave, Eden Prairie, MN, 55338	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-432108	CLM	Andrew Jacobs	1990-12-11	—	—	5166 Highland Ave # 228, Austin, TX, 78720	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-428556	CLM	—Junk	1949-05-17	—	6278473968	1303 Ocean Ave, Fresno, CA, 93793	0.50	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+3 more
CLM-422579	CLM	Gerge Z Flores	1959-01-16	UHC-44693-88	—	8251 Pine Dr, Jacksonville, FL, 32280	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
CLM-412719	CLM	Carlos Hunt	1971-12-18	UHC-24311-47	—	1181 Desert Sky Blvd, San Diego, CA, 92118	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-414593	CLM	Kaylla N Mendez	1963-06-14	UHC-45096-59	—	3449 Forest Ave, Plano, TX	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-422597	CLM	Kimberly Green	1987-09-27	UHC-75762-90	8223395011	1921 Hillcrest Rd, Orlando, FL, 32823	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421723	CLM	Debra Holmes	2003-01-12	UHC-55286-16	—	6762 River Rd, Eden Prairie, MN, 55326	0.50	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-403478	CLM	Sharon Byod	1957-07-20	UHC-93216-37	—	4822 Camelback Rd, Minneapolis, MN, 55471	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-406314	CLM	Cheryl Grant	1948-07-19	UHC-37922-39	8207145004	7726 Broadway Apt 18, Gilbert, AZ, 85214	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Address re-cased+3 more
CLM-424281	CLM	Adam Taylor	1958-11-06	UHC-10122-04	—	5074 Ocean Ave, Scottsdale, AZ, 85252	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-406138	CLM	Diana Berry	1978-03-11	UHC-53245-53	6816581324	8859 Spring St Apt 30, Miami, FL, 33197	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-432357	CLM	Jose Banks	1997-11-05	UHC-92182-66	—	5571 Main St, Dallas, TX, 75275	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427524	CLM	Judy Price	1995-04-04	—	7165402635	3123 Palm Dr, Las Vegas, NV, 89147	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413352	CLM	Sarah M Kennedy	1998-07-05	—	—	5026 Hillcrest Rd, Mesa, AZ, 85286	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-421804	CLM	Natalie Mason	1992-08-24	UHC-07376-13	—	3166 Market St, Las Vegas, NV, 89179	0.50	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+3 more
CLM-423932	CLM	Sara I Wallace	1992-04-20	UHC-78913-28	9407614454	1117 Baseline Rd, Tempe, AZ, 85202	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-402856	CLM	Robert Contreras	2000-04-08	UHC-89869-73	—	4976 Harbor Blvd, Las Vegas, NV	0.50	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-414782	CLM	Abigail Schultz	2005-12-14	UHC-61086-64	—	2337 River Rd Apt 27, Chandler, AZ, 85232	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-428436	CLM	Shirey Gordon	1945-10-15	UHC-16318-59	—	734 Park Pl, Los Angeles, CA, 90082	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421838	CLM	Zachary Robertson	1963-06-17	—	3365881947	9048 Jefferson Ave, Tucson, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-427556	CLM	Kimberly Wuod	1985-10-03	UHC-47559-10	—	6099 Cedar Ln, Tucson, AZ, 85708	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-419251	CLM	Andrea F King	1960-01-13	UHC-14938-22	3287266945	2238 Sage Ct # 246, San Antonio, TX, 78213	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-419010	CLM	Jack Mills	1971-05-18	UHC-22367-74	—	9097 Pine Dr, Dallas, TX, 75276	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-422554	CLM	Frances Long	1959-08-23	—	—	3267 Park Pl, Tucson, AZ, 85763	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-400164	CLM	Charlotte Wheeler	—	UHC-02876-57	—	8961 Park Pl, Sacramento, CA, 95844	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-420741	CLM	Carl Banks	1980-11-20	UHC-01367-28	—	6504 Mountain View Dr, Minneapolis, MN, 55467	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422418	CLM	Christian Little	1980-06-27	UHC-28282-07	—	5811 Church St, Orlando, FL	0.50	Street suffix standardised Address re-cased ZIP missing Email lower-cased+3 more
CLM-413838	CLM	Dylan Rivera	1988-12-22	UHC-21374-40	3528639705	2045 Meadow Ln, Glendale, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-421487	CLM	Victoria Vasquez	1951-10-26	UHC-89929-68	—	6241 Market St, Orlando, FL, 32879	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-408370	CLM	Mason Maldonado	—	UHC-54625-23	—	1570 Union St, Tampa, FL, 33604	0.50	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+3 more
CLM-402221	CLM	Kim Crawford	1995-10-25	—	—	3927 Ocean Ave Apt 12, Dallas, TX, 75218	0.50	Name re-cased Two-digit birth year Unit split from street City re-cased+3 more
CLM-428303	CLM	Brittany Moore	1952-10-22	—	6772650694	2008 Park Pl Apt 6, Atlanta, GA, 30323	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-401836	CLM	Cynthia Ray	2001-07-12	—	—	846 Highland Ave, San Diego, CA, 92134	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-418556	CLM	Doris McCoy	1962-10-10	UHC-01922-82	3153249759	6408 Union St, Las Vegas, NV, 89146	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431123	CLM	Jacob Allen	1999-06-02	—	6772157641	6532 Ridge Rd, Tampa, FL, 33626	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-404992	CLM	Andrew Wooods	2001-06-02	UHC-24692-84	—	4197 Union St Apt 15, Eden Prairie, MN, 55336	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-427691	CLM	Priya Howell	1942-08-10	UHC-99815-19	6166865195	5682 River Rd # 860, San Antonio, TX, 78288	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-414695	CLM	John Sims	1979-06-09	UHC-98485-42	9872394608	7970 Main St, San Diego, CA, 92138	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401992	CLM	Elizabeth Hamilton	1950-12-01	UHC-48977-86	7854742364	4500 Maple Ave, Seattle, WA, 98196	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more

5,465 rows, page 14 of 110Previous Next