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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431721	CLM	Joan N Dunn	2007-10-11	—	—	1352 Palm Dr, Tucson, AZ, 85747	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-403105	CLM	Ethan O Stevens	1961-05-25	UHC-83036-06	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-420747	CLM	Susan Q Vazquez	2005-09-06	UHC-65517-83	7918100949	4082 Camelback Rd, Minneapolis, MN	0.80	Name re-cased Phone reformatted City re-cased ZIP missing
CLM-401797	CLM	Gibson Matthew	1973-03-05	UHC-41424-77	—	7642 Market St, Sacramento, CA, 95816	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-416251	CLM	Christian Y Csatillo	1973-10-17	UHC-97898-44	—	5226 Mountain View Dr, San Diego, CA	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-401971	CLM	David I Davis	1939-12-06	—	—	9365 Elm St, Denver, CO, 80273	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-427936	CLM	Amber Guererro	1956-05-07	UHC-95217-49	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-407825	CLM	Willie Matthews	1938-07-16	UHC-00864-64	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-415438	CLM	Aaron Fisher	1993-10-26	UHC-39898-77	—	1654 Ocean Ave, Jacksonville, FL, 32216	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
CLM-425201	CLM	Jean Gonzales	1941-09-26	—	3584757496	6416 Canyon Rd Apt 9, San Antonio, TX, 78277	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
CLM-427167	CLM	JohnJunk	1969-04-10	UHC-98605-67	—	—	0.80	Name re-cased Whitespace trimmed Placeholder values cleared No usable name (quarantined)
CLM-424536	CLM	Ben Thomas	2000-07-14	UHC-38480-29	—	1402 Hillcrest Rd, Tempe, AZ, 85248	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-431031	CLM	Judith Estrada	1980-12-19	UHC-72475-82	9362264112	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-415701	CLM	Austin Kennedy	1996-05-24	—	6596026380	919 Ocean Ave, Seattle, WA, 98175	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-421855	CLM	Richard Medina	2007-01-02	UHC-44455-93	3185851385	7077 Indian School Rd, San Diego, CA, 92102	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-407015	CLM	Jesse R Hudson	1973-08-21	UHC-83954-38	8006928238	—	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
CLM-428792	CLM	Rebecca Fox	2000-12-04	UHC-05601-41	—	7732 Harbor Blvd, Eden Prairie, MN, 55371	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
CLM-426860	CLM	Katherine Silva	1966-01-18	—	—	3394 Palm Dr, Tucson, AZ, 85792	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-402047	CLM	Sean Henderson	1951-12-08	UHC-51649-70	3124933338	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-414771	CLM	Nicole Rogers	1957-02-15	—	—	3399 Sunset Blvd, Jacksonville, FL, 32220	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-426916	CLM	Andrea Grant	1963-12-13	UHC-22283-25	—	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-419324	CLM	Cheryl Garcia	1989-11-19	UHC-54283-43	—	210 Mesa Dr, Orlando, FL, 32829	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-429493	CLM	Janet Crawford	1995-06-21	—	6722223274	4430 Mountain View Dr, Dallas, TX, 75242	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-411465	CLM	Anthony Guerrero	1972-11-10	UHC-93685-60	—	6030 Main St, Austin, TX, 78733	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-427498	CLM	Yuki Burton	2001-06-17	—	2465627101	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-426150	CLM	Eric M Andrews	1969-06-10	—	—	2279 Park Pl, Austin, TX, 78750	0.80	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased
CLM-416614	CLM	Noah Turner	—	UHC-74114-62	—	—	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-429804	CLM	Nicholas Kelley	1946-09-21	UHC-80488-15	8802655372	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-430468	CLM	Bruce Hudson	1992-08-14	UHC-08784-83	—	2452 Elm St, San Antonio, TX, 78216	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-421719	CLM	Mateo Silva	2008-01-02	UHC-05079-55	6333523061	4577 Camelback Rd, Columbus, OH, 43210	0.80	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased
CLM-430963	CLM	Luis Butelr	1948-01-28	—	4235671000	7981 Harbor Blvd, Minneapolis, MN, 55440	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-427071	CLM	Mary Gibson	2003-10-10	UHC-23222-22	2763901042	3508 Indian School Rd, Columbus, OH, 43257	0.80	Name re-cased Street suffix standardised Address re-cased Email lower-cased
CLM-424576	CLM	Ann White	1957-06-19	UHC-95551-94	—	159 Hillcrest Rd, Nashville, TN, 37295	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-413175	CLM	Kathleen Z Simpson	1999-07-27	UHC-47386-60	—	9520 Central Ave, Columbus, OH, 43244	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-424076	CLM	Roger Bowman	2000-11-08	—	—	2923 Park Pl, Jacksonville, FL, 32241	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-426513	CLM	Joyce Soto	1946-12-01	UHC-33573-25	—	2385 Sage Ct, Tampa, FL, 33610	0.80	Name re-cased State name converted to code Email lower-cased Placeholder values cleared
CLM-432668	CLM	Bobby Myers	1956-05-09	UHC-26951-75	—	4441 Mesa Dr, Phoenix, AZ, 85041	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-428064	CLM	Teresa L Snyder	1995-03-08	UHC-84031-93	3416900947	7579 Indian School Rd, Houston, TX, 77042	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-431639	CLM	Sufia H Scott	1969-07-19	UHC-21371-17	4706346089	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-422293	CLM	Jennifer George	1975-11-24	UHC-65417-44	3094392630	8643 Elm St, Denver, CO, 80234	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-416800	CLM	Doris Nunez	2004-10-10	UHC-40219-83	—	6372 Maple Ave, Mesa, AZ, 85275	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-411806	CLM	Gabriel Woods	1946-07-26	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-423522	CLM	Yuki Sanders	1943-06-18	—	3652157092	6666 Mesa Dr, Minneapolis, MN, 55407	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-431359	CLM	Raymond McDonald	1946-09-22	UHC-43422-68	—	9897 Canyon Rd, Atlanta, GA, 30362	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-426332	CLM	Nancy T Fields	1987-10-18	—	—	4160 Cedar Ln, Glendale, AZ, 85373	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-408017	CLM	Beverly Rios	—	—	8228619627	5655 Park Pl, Columbus, OH, 43210	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-416671	CLM	Pamela Sanders	1960-06-02	UHC-11818-05	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-427654	CLM	Ralph N Larson	1978-06-24	UHC-56641-79	4862804424	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-423286	CLM	Jose X Gordon	1994-04-13	UHC-27613-60	—	2402 Willow Ct, Tempe, AZ, 85268	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-422859	CLM	Cynthia Ortega	2002-07-08	UHC-54454-59	2574457724	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared

13,120 rows, page 173 of 263Previous Next