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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421866	CLM	Nancy T Wong	2006-05-23	—	8725633120	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-407556	CLM	Laura Gonzales	1955-03-11	—	3362313576	2608 Washington St, Fresno, CA, 93729	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-425474	CLM	Sean Young	1974-01-19	—	—	1139 Broadway, Eden Prairie, MN, 55384	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
CLM-423630	CLM	Martha R Lewis	2005-07-20	UHC-83453-88	7503410732	9277 Bayshore Dr # 676, Columbus, OH, 43224	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-421492	CLM	Ralph U Armsrong	1981-07-21	UHC-24998-70	—	8223 Pine Dr, Los Angeles, CA, 90077	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-428041	CLM	Donald Santos	1958-08-11	UHC-53519-21	5115161080	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-424821	CLM	White Carol	2000-06-10	UHC-08380-65	8906933858	8205 River Rd, Columbus, OH, 43262	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-420373	CLM	Natalie Fields	1991-03-02	UHC-40274-76	—	4628 Park Pl, Miami, FL	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-409925	CLM	Samuel Patterson	2002-06-04	UHC-90165-85	9643892607	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-417971	CLM	Gregory Henry	1975-02-12	UHC-22017-61	—	9087 Broadway # 243, Houston, TX, 77062	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-406438	CLM	Mason Little	1947-02-26	UHC-15343-10	—	—	0.82	Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-412726	CLM	Ann Welch	1990-11-23	UHC-96949-18	5155239476	5773 Grand Ave, Seattle, WA, 98173	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-414841	CLM	Elijah Ferguson	1965-08-27	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-419896	CLM	Susan X Bradley	1940-04-18	—	—	9805 Bayshore Dr, Atlanta, GA, 30356	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-406733	CLM	Paul E Garcia	1948-03-20	UHC-06556-17	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-416853	CLM	Jean Z Collins	1971-03-07	—	—	4646 Main St, Tucson, AZ, 85755	0.82	Name re-cased Date of birth reformatted Gender normalised
CLM-416429	CLM	Raplh Dunn	2001-10-20	UHC-43474-82	—	8136 Union St Apt 14, Eden Prairie, MN, 55308	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-418872	CLM	Joseph Carpenter	1942-01-28	—	—	874 Main St, Tucson, AZ	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-415419	CLM	Christine Wells	1968-02-28	UHC-35426-84	—	—	0.82	Date of birth reformatted Gender normalised Plan code upper-cased
CLM-425824	CLM	Kathryn Williams	1970-08-15	—	—	605 Washington St, Eden Prairie, MN, 55370	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-423424	CLM	Elijah Shaw	1988-05-16	—	—	1204 Cedar Ln, Minneapolis, MN, 55466	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-427871	CLM	Douglas Carlson	1984-05-11	UHC-39075-36	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-401883	CLM	Carl Boyd	1943-03-19	UHC-14674-10	—	—	0.82	Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-402983	CLM	Carolyn Ward	2004-03-16	UHC-59025-32	—	9472 Desert Sky Blvd, Chandler, AZ, 85298	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-405453	CLM	Raymond O Johnson	1991-01-08	UHC-40216-65	—	6371 Ocean Ave, Sacramento, CA, 95828	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-416848	CLM	Debra Elliott	1978-03-13	UHC-39687-17	4452292900	2215 Valley View Dr, Orlando, FL, 32858	0.82	Date of birth reformatted Street suffix standardised Address re-cased
CLM-413642	CLM	Lauren Hill	1970-11-09	UHC-71517-82	—	7973 Park Pl, Denver, CO, 80283	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
CLM-420151	CLM	Jordan Woods	1948-06-07	UHC-51485-72	6892198174	6909 Broadway, Tampa, FL, 33629	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-430775	CLM	Carol Cook	1949-05-06	—	—	7138 Indian School Rd, Jacksonville, FL, 32224	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-402570	CLM	Andrew Cox	1987-11-22	—	—	830 Sunset Blvd Apt 11, Miami, FL, 33189	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-406918	CLM	Gerald Davis	1959-07-13	UHC-68736-64	—	7154 Pine Dr, Tempe, AZ, 85215	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-407983	CLM	Sara Watson	1981-05-08	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-426098	CLM	Grace Contreras	1974-01-01	—	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-416781	CLM	Karen Meyer	1970-12-09	UHC-87829-83	6386826572	211 Ridge Rd, Atlanta, GA, 30338	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-412638	CLM	Evelyn Jacobs	1950-09-04	UHC-71656-05	—	—	0.82	Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-402438	CLM	Billy Armstrong	1954-11-20	—	—	2707 Lincoln Way, Charlotte, NC, 28217	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-431492	CLM	Valentina Castilo	1975-01-19	UHC-20623-84	—	2097 Sunset Blvd, San Antonio, TX, 78268	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-400117	CLM	Bobby X Silva	1966-06-25	UHC-38822-20	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-413731	CLM	Sara Franklin	1955-09-04	UHC-76769-82	—	3518 Central Ave, Las Vegas, NV, 89141	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-407138	CLM	Jason A Tucker	1985-09-22	—	3869232984	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-408884	CLM	Willie Q Graham	2001-04-23	UHC-19939-09	—	7899 Willow Ct, Minneapolis, MN, 55468	0.82	Date of birth reformatted Street suffix standardised Address re-cased
CLM-418455	CLM	Lawrence Morris	1965-03-05	—	—	6621 Central Ave, Jacksonville, FL, 32258	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-417990	CLM	Jennifer West	1962-05-28	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-408430	CLM	Arjun Vega	2004-09-06	—	—	8924 Maple Ave, Nashville, TN	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-410587	CLM	Judy U Franklin	1978-09-24	—	—	8374 Mountain View Dr, Charlotte, NC	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-407205	CLM	Sara L Fields	2004-02-19	—	—	1134 Union St # 730, Austin, TX, 78707	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-412415	CLM	Virginia Smith	1963-08-07	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-420494	CLM	Kenneth R Hunter	1975-08-15	UHC-91822-44	—	6735 Broadway Apt 5, Miami, FL, 33130	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-404199	CLM	Dabra Lawson	1939-08-19	—	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-424197	CLM	Valentina M Harvey	1943-03-28	UHC-49991-78	—	7433 Broadway, Scottsdale, AZ, 85261	0.82	Date of birth reformatted Gender normalised Placeholder values cleared

10,559 rows, page 146 of 212Previous Next