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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406242	CLM	Cmaila Jimenez	1975-10-02	UHC-71123-92	—	9655 Meadow Ln # 315, Plano, TX, 75028	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-406241	CLM	Cmaila Jimenez	1975-10-02	UHC-71123-92	—	9655 Meadow Ln # 315, Plano, TX, 75028	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-419682	CLM	Dorothy T Lawrence	1966-04-11	UHC-04711-59	4442115814	1167 Canyon Rd Apt 3, Los Angeles, CA, 90087	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Unit split from street+3 more
CLM-427932	CLM	Jack Taylor	1971-03-07	—	—	3243 Main St Apt 32, Tampa, FL, 33650	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-432302	CLM	Anthony Morrison	1987-09-13	UHC-63513-43	—	2366 Lake View Rd Apt 23, Tucson, AZ, 85724	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-414685	CLM	Alice Gutierrez	2008-02-02	—	9764512274	8084 Baseline Rd # 744, Tampa, FL, 33626	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-400956	CLM	Camila Santos	1951-11-20	UHC-31286-37	6823136559	4386 Lake View Rd Apt 25, Seattle, WA, 98115	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-418287	CLM	Natalie Stewart	1967-01-15	—	8013968414	4853 Jefferson Ave Apt 4, Mesa, AZ, 85231	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-414269	CLM	Betty Pena	1953-10-03	UHC-15755-28	5886663083	8194 Maple Ave Apt 5, Nashville, TN, 37272	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-402347	CLM	Alexander Munoz	1998-07-01	UHC-78751-46	—	626 Maple Ave # 308, Austin, TX, 78742	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-403613	CLM	Ronald N Richardson	1961-04-12	UHC-28177-64	—	7869 Grand Ave # 299, Sacramento, CA, 95850	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-419309	CLM	Rebecca Munoz	2001-02-01	—	7662838843	7527 Maple Ave Apt 20, Scottsdale, AZ, 85219	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-425490	CLM	Amber Baker	1975-02-20	UHC-69086-47	9582958441	8203 Bayshore Dr Apt 23, Austin, TX, 78727	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-409543	CLM	Stephanie Nichols	1973-03-28	UHC-36102-54	—	6263 Ocean Ave # 311, Gilbert, AZ, 85252	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-403529	CLM	Maria Chavez	1966-05-25	UHC-22088-39	—	9462 Mountain View Dr # 944, Atlanta, GA, 30318	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-427693	CLM	Amy Fernandez	1948-03-16	—	2897204760	3078 Lake View Rd # 495, Los Angeles, CA, 90029	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-406255	CLM	Linda Wood	2007-12-16	UHC-88685-49	5125269792	4941 Highland Ave Apt 30, Columbus, OH, 43231	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-420241	CLM	Nancy George	1979-06-04	UHC-95306-31	—	436 Bayshore Dr # 320, San Antonio, TX, 78234	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-432780	CLM	Brian Vazquez	1956-09-26	UHC-89900-10	—	6606 Oak St Apt 23, Austin, TX	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
CLM-402978	CLM	Mson Santos	1964-03-21	UHC-10432-64	—	8308 Canyon Rd # 517, Glendale, AZ, 85385	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-418619	CLM	Mariana Matthews	1941-02-12	—	—	241 Jefferson Ave # 948, Tempe, AZ, 85277	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-426736	CLM	Robert Harper	1995-09-18	UHC-35694-15	6283139197	4989 Main St Apt 24, Chandler, AZ, 85219	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-416338	CLM	Albert Daniels	1954-05-11	—	6996447748	5558 Oak St # 547, Tampa, FL, 33681	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-414051	CLM	Omar Nguyen	1997-06-08	UHC-18431-18	8802568685	5478 Lake View Rd Apt 2, Tampa, FL, 33621	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-431434	CLM	Susan Welch	1983-01-10	UHC-59072-43	9638151044	6930 Cedar Ln Apt 40, Minneapolis, MN, 55464	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-428652	CLM	Charles Williams	1971-09-12	—	4882602843	6059 Washington St # 538, Atlanta, GA, 30381	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-418759	CLM	Gary Vega	1996-03-01	UHC-43920-25	—	6269 Canyon Rd # 245, Denver, CO, 80277	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-408199	CLM	Theresa P Torres	1990-03-18	UHC-55258-87	—	4431 Highland Ave # 930, San Antonio, TX, 78202	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-411545	CLM	Maria Snyder	1966-05-27	UHC-84820-97	8448780896	5805 Mountain View Dr # 934, Denver, CO, 80255	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-418777	CLM	Richard Hicks	1987-02-15	—	—	6440 River Rd Apt 15, Eden Prairie, MN, 55321	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-419021	CLM	Julia Rose	1943-06-25	—	6774462127	4918 Church St Apt 25, Denver, CO, 80281	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-405700	CLM	Michael Owens	1940-08-19	UHC-07421-16	4108483787	3292 Valley View Dr Apt 14, Austin, TX, 78773	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-403025	CLM	Jordan F Gardner	1969-10-17	UHC-58120-60	5216098775	9683 Forest Ave Apt 7, Fresno, CA, 93741	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-429507	CLM	Douglas Alvarado	2000-03-27	UHC-27382-79	—	1453 Indian School Rd Apt 2, Jacksonville, FL, 32253	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413711	CLM	Heather Perez	1961-11-18	UHC-55402-81	—	3546 Ridge Rd # 623, Chandler, AZ, 85209	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413710	CLM	Heather Perez	1961-11-18	UHC-55402-81	—	3546 Ridge Rd # 623, Chandler, AZ, 85209	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-422913	CLM	Kayla Mills	2007-04-02	—	8867856919	3905 Apache Blvd Apt 23, Miami, FL, 33131	0.64	Name re-cased Phone reformatted Unit split from street Gender normalised+2 more
CLM-420708	CLM	Dennis Torres	1989-07-28	—	—	8678 Highland Ave Apt 6, Fresno, CA, 93732	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429442	CLM	Kevin Mills	1948-08-03	—	6254216797	7049 Ocean Ave # 714, San Diego, CA, 92129	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-429150	CLM	Camila N Rios	1963-11-18	UHC-12493-59	—	3286 Indian School Rd Apt 18, Tempe, AZ, 85295	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
CLM-424402	CLM	Amy Parker	1963-04-23	UHC-88714-34	—	9756 Lincoln Way # 140, Los Angeles, CA	0.64	Name re-cased Unit split from street City re-cased ZIP missing+2 more
CLM-421980	CLM	Grace Stephens	1956-03-05	—	7496648840	1151 Palm Dr # 342, San Antonio, TX, 78266	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-406123	CLM	Logan Thompson	1942-05-19	UHC-52807-74	—	6607 Park Pl Apt 8, Las Vegas, NV, 89177	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-407655	CLM	Rebecca Hernandez	1991-06-24	UHC-72721-98	6463540178	8063 Market St Apt 38, Denver, CO, 80257	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-424622	CLM	Jack Austin	1950-04-20	—	—	6937 Union St # 121, Orlando, FL, 32834	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-417581	CLM	Henry Graham	1969-04-04	UHC-16030-05	8152633479	46 Grand Ave Apt 17, Plano, TX, 75023	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
CLM-408494	CLM	Donna Allen	1979-06-17	—	—	8751 Bayshore Dr # 900, Charlotte, NC, 28299	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409350	CLM	Teersa Williamson	1981-01-26	UHC-54512-54	—	2913 Lincoln Way Apt 6, Dallas, TX, 75257	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413225	CLM	Charlotte Tomas	1985-04-14	UHC-46370-05	9346024650	8922 Spring St Apt 5, Mesa, AZ, 85232	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-423924	CLM	Marcus Fuller	1967-12-11	—	9129912279	9406 Indian School Rd # 551, Scottsdale, AZ, 85291	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more

2,038 rows, page 20 of 41Previous Next