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 code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415062	CLM	Adam Roberts	1952-02-08	UHC-61455-54	—	6652 Lincoln Way, Tampa, FL, 33631	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-432444	CLM	Shirley Whhite	1949-03-16	—	—	4682 Ocean Ave, Columbus, OH, 43208	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-419910	CLM	Judy V Willis	1997-06-11	—	8972562951	1681 Highland Ave, Nashville, TN, 37215	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-411913	CLM	Brittany Black	2007-02-26	UHC-23779-92	6009825814	6856 Grand Ave, Mesa, AZ, 85215	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
CLM-423710	CLM	Elijah Grant	1940-05-21	UHC-75378-87	—	587 Church St, Eden Prairie, MN, 55377	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-405083	CLM	Judith Lopez	2002-05-16	—	3307270584	9047 Broadway, Glendale, AZ, 85316	0.78	Name re-cased Phone reformatted State code upper-cased Gender normalised+1 more
CLM-420279	CLM	Maria H Certer	1941-07-21	UHC-99707-79	—	4284 Pine Dr, Gilbert, AZ, 85297	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-427742	CLM	Frances Hawkins	1946-01-24	UHC-09314-88	—	1252 Cedar Ln, Fresno, CA, 93711	0.78	Name re-cased State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404316	CLM	Angla Waggner	1951-05-16	UHC-74137-63	—	2618 Camelback Rd, San Diego, CA, 92175	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-418043	CLM	John N Burns	1947-09-05	UHC-60801-54	—	4753 Apache Blvd, San Diego, CA, 92197	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-428722	CLM	Danielle Chapman	1999-07-14	—	8683447811	611 Mesa Dr, Los Angeles, CA, 90051	0.78	Name re-cased Phone reformatted State code upper-cased Gender normalised+1 more
CLM-426164	CLM	Timothy Stevens	2003-10-25	UHC-96853-72	—	6676 River Rd, Miami, FL, 33103	0.78	Member ID reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-411208	CLM	Rebecca Wagner	2004-11-21	—	9286205033	451 Mountain View Dr, Mesa, AZ, 85270	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-422486	CLM	Stephen Y Weber	1945-09-02	UHC-21855-17	6067060381	4201 Highland Ave, Glendale, AZ, 85316	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-413972	CLM	Willie King	1963-06-12	UHC-42174-16	3193806185	2183 Cedar Ln, Miami, FL, 33177	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-410258	CLM	Lauren Freeman	1969-08-13	UHC-21137-53	—	5889 Oak St, Minneapolis, MN, 55438	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-414760	CLM	Russell Gardner	1988-02-23	UHC-36460-47	—	8771 Sunset Blvd, Tucson, AZ, 85718	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-414466	CLM	Willam Allen	1953-06-12	UHC-46233-87	—	430 Highland Ave, Dallas, TX, 75267	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
CLM-432159	CLM	Amber Greene	1990-06-27	UHC-89256-42	2667403546	239 Oak St, Scottsdale, AZ, 85290	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-403179	CLM	Roy Ray	1946-07-24	UHC-74378-53	—	176 Central Ave, Phoenix, AZ, 85055	0.78	Name re-cased City re-cased State code upper-cased Gender normalised+1 more
CLM-413880	CLM	Kathryn Sandoval	—	—	—	6364 Maple Ave, Seattle, WA, 98142	0.78	Name re-cased Date of birth unreadable State code upper-cased Whitespace trimmed+1 more
CLM-431327	CLM	Michelle Lynch	1967-09-11	UHC-07856-55	6046847334	3435 Meadow Ln, Plano, TX, 75021	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-423358	CLM	Billy Fisher	1981-08-20	—	—	696 Union St, Nashville, TN, 37259	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-420403	CLM	Carol Ortega	1996-01-15	—	—	5241 Central Ave # 820, Tampa, FL, 33612	0.78	Date of birth reformatted Unit split from street City re-cased State code upper-cased+1 more
CLM-405341	CLM	Arjun Nunez	1967-01-13	UHC-00482-13	5899143537	1279 Bayshore Dr, Nashville, TN, 37214	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432579	CLM	Zachary Mitchell	1987-08-27	UHC-77378-20	—	5449 Jefferson Ave, Charlotte, NC, 28278	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-427064	CLM	Santiago Garcia	1962-01-10	UHC-07974-07	8355253960	203 Park Pl, Nashville, TN, 37243	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-432719	CLM	Mrac Carter	1973-12-02	UHC-88098-45	2922719033	2539 Desert Sky Blvd, Columbus, OH, 43272	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-402934	CLM	Elijah Porter	1950-09-15	UHC-37005-15	—	1753 Desert Sky Blvd, Plano, TX, 75042	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-410797	CLM	Thomas G Beryr	2008-05-13	UHC-53888-98	—	5287 Jefferson Ave, Sacramento, CA, 95821	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-418178	CLM	Austin Ross	1995-01-02	UHC-53685-87	6033974657	2101 Valley View Dr, Tampa, FL, 33607	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-416882	CLM	Abigail Lane	1963-02-21	UHC-97196-37	—	2794 Main St, Minneapolis, MN, 55491	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-421462	CLM	Juan Kelly	1954-10-24	—	—	2386 Central Ave, Phoenix, AZ, 85057	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-407477	CLM	Sara Reyes	1971-04-01	—	—	7738 Ocean Ave, Charlotte, NC, 28224	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-407740	CLM	Gabriel H Washington	1964-10-07	UHC-69046-14	—	7013 Spring St, Mesa, AZ, 85252	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-409194	CLM	Arjun Mason	1976-04-14	UHC-28408-62	—	9507 Meadow Ln, Las Vegas, NV, 89152	0.78	Date of birth reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-424599	CLM	Philip Maldonado	1995-01-07	UHC-05637-01	—	7707 Palm Dr, Tempe, AZ, 85228	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
CLM-404837	CLM	Terry Watson	1949-06-28	—	2984550939	9167 Church St, Tampa, FL, 33694	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-422516	CLM	Thereas Franklin	1944-11-18	UHC-24902-41	—	7509 Willow Ct, Seattle, WA, 98149	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-417910	CLM	Bradley Herrera	2006-02-10	UHC-52427-22	7925801384	3645 Mountain View Dr, Scottsdale, AZ, 85286	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414889	CLM	David R Ryan	1956-10-15	UHC-48337-47	9323401080	5705 Pine Dr Apt 26, Tempe, AZ, 85247	0.78	Phone reformatted Unit split from street State code upper-cased Whitespace trimmed+1 more
CLM-400438	CLM	Thomas P Ashley	1966-01-12	UHC-12215-03	—	2710 Sunset Blvd, Tempe, AZ, 85252	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-408566	CLM	Janet Carroll	1980-01-11	—	—	4277 Elm St, Tucson, AZ, 85746	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-400940	CLM	Douglas Hughes	1943-02-13	UHC-77466-69	—	9585 Union St, Atlanta, GA, 30383	0.78	Date of birth reformatted Member ID reformatted State code upper-cased Gender normalised+1 more
CLM-431455	CLM	Nathan Shaw	2003-08-10	UHC-44338-93	3854216165	9411 Willow Ct, Miami, FL, 33164	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-427721	CLM	Berry Harold	1956-02-23	UHC-87727-31	2708947482	8824 Meadow Ln, San Antonio, TX, 78234	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-400882	CLM	Jessica F Wbb	1991-12-02	UHC-33021-16	2382538105	6576 Market St, Los Angeles, CA, 90041	0.78	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised+1 more
CLM-422146	CLM	Anna Dean	1994-01-02	UHC-93221-70	7124587968	3947 Harbor Blvd, Sacramento, CA, 95803	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-429878	CLM	Keith Rogers	1974-06-19	—	—	4103 Elm St # 699, Tempe, AZ, 85264	0.78	Date of birth reformatted Unit split from street City re-cased State code upper-cased+1 more
CLM-415422	CLM	Brittany G Long	1978-06-02	UHC-81737-68	—	6125 Forest Ave, Tempe, AZ, 85245	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more

1,156 rows, page 16 of 24Previous Next