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-405322	CLM	Dick Jimenez	1941-09-12	UHC-48141-59	3878462631	792 Desert Sky Blvd, Sacramento, CA, 95859	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409379	CLM	Cynthia Morgan	1985-01-11	—	—	1084 Canyon Rd # 260, Charlotte, NC, 28271	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
CLM-418449	CLM	Scott Alvarado	—	UHC-03782-04	9649297388	5896 Hillcrest Rd # 565, Glendale, AZ, 85399	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
CLM-429015	CLM	Brenda Green	1966-08-06	—	2464619923	4014 Canyon Rd, Eden Prairie, MN, 55348	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-402733	CLM	Justin X Murphhy	1997-05-06	UHC-71276-28	—	176 Lake View Rd Apt 13, Gilbert, AZ, 85253	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408210	CLM	Janet Aguilar	2006-05-27	UHC-14912-04	6043631534	8578 Ridge Rd, San Antonio, TX, 78203	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-428354	CLM	Keith Thompson	1963-12-21	UHC-58395-71	8266693309	6960 Indian School Rd # 152, Jacksonville, FL, 32274	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-408145	CLM	Yuki C Wagnner	—	UHC-11396-96	6375562087	123 Sage Ct, Nashville, TN	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-419845	CLM	Paul Le	1992-11-08	UHC-35140-55	3597307891	3605 Oak St # 834, Minneapolis, MN, 55455	0.50	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-422256	CLM	Bobby Santos	1965-03-28	UHC-83369-97	—	7250 Apache Blvd, Dallas, TX, 75217	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-405764	CLM	Peter Mendoza	1959-08-05	UHC-10519-63	7336488244	4978 Valley View Dr, Austin, TX	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-421568	CLM	Alexander Rivera	1958-07-12	UHC-52912-99	—	298 Washington St, Phoenix, AZ	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-401399	CLM	Gabriel Robertson	1946-05-09	—	—	5918 Mountain View Dr, Glendale, AZ, 85335	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-432559	CLM	Amanda Bennett	2004-01-08	UHC-35446-77	—	6065 Union St, Columbus, OH, 43251	0.50	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
CLM-417701	CLM	Margaret Morales	1955-04-15	UHC-83089-06	5502968008	3331 Jefferson Ave, Miami, FL, 33161	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-401236	CLM	Jordan Cruz	2008-01-23	UHC-28356-94	9724552637	4114 Spring St, Plano, TX, 75047	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413783	CLM	Donald Ray	1956-10-23	UHC-01772-80	5739124756	3621 Lake View Rd Apt 3, Orlando, FL, 32800	0.50	Name re-cased Two-digit birth year Unit split from street Email lower-cased+3 more
CLM-418905	CLM	Austin Li	1962-04-04	UHC-41620-28	—	3597 Spring St, Plano, TX, 75029	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-426414	CLM	Julie Rojas	1950-04-23	UHC-51780-16	—	5396 Meadow Ln # 484, San Diego, CA, 92139	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-429143	CLM	Heather Nelson	—	—	—	3480 Main St, Plano, TX, 75059	0.50	Name re-cased Date of birth missing SSN last four extracted Street suffix standardised+3 more
CLM-418843	CLM	David Masson	—	UHC-84212-31	7909647933	4860 Mountain View Dr, Jacksonville, FL, 32255	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-410594	CLM	Alice Pierce	1941-03-26	UHC-24760-22	—	217 Washington St # 973, Austin, TX, 78784	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-421183	CLM	Gary M Guerrero	1985-12-10	—	4105945149	5571 Jefferson Ave, Los Angeles, CA	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-415255	CLM	Ralph Pena	—	—	4703598893	154 Central Ave, Jacksonville, FL, 32215	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-426102	CLM	Diana V Walker	1939-03-20	UHC-90580-27	2614152543	2920 Park Pl, Dallas, TX, 75236	0.50	Middle initial moved out of first name Name re-cased Phone reformatted City re-cased+3 more
CLM-408238	CLM	Julia Estrada	1999-12-16	—	8419428442	9472 Bayshore Dr # 137, San Diego, CA	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-428694	CLM	Lucia Rios	1939-04-02	—	5095694502	5436 Camelback Rd, Denver, CO, 80248	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
CLM-405323	CLM	Frances Miller	1989-06-26	UHC-20698-15	4282930984	2646 River Rd, Minneapolis, MN	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-407064	CLM	Stephanie V Hart	1987-08-13	—	8822966984	9207 Park Pl, Austin, TX	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412185	CLM	Christina Hayes	1990-03-27	UHC-00491-77	9383772721	8571 Mesa Dr # 927, Plano, TX	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-412186	CLM	Christina Hayes	1990-03-27	UHC-00491-77	9383772721	8571 Mesa Dr # 927, Plano, TX	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-402270	CLM	Camila Martinez	1995-03-24	—	—	3375 Mesa Dr, Atlanta, GA, 30375	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-407206	CLM	Shirley Cruz	1978-01-23	UHC-86255-78	—	7175 Ridge Rd, Glendale, AZ, 85355	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-411154	CLM	Joyce N Pierce	1945-02-01	UHC-17185-78	—	3413 Spring St, Scottsdale, AZ, 85262	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-401714	CLM	Andrea Holes	1965-05-05	—	—	1113 River Rd, Atlanta, GA, 30336	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-423080	CLM	Scott Sanchez	2004-01-20	UHC-28082-14	8129340977	2598 Ocean Ave, Scottsdale, AZ, 85278	0.50	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-400938	CLM	Kevin Payne	2008-05-06	UHC-21244-87	8747611782	288 Spring St, Tucson, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425243	CLM	Ferguson Michelle	1945-01-23	UHC-84132-54	—	1578 Harbor Blvd, San Antonio, TX, 78270	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-432620	CLM	Walter Rios	1956-10-13	UHC-18644-99	9203596047	3523 Broadway Apt 36, Chandler, AZ, 85261	0.50	Name re-cased Unit split from street City re-cased State name converted to code+3 more
CLM-406330	CLM	Victoria Mitchell	1952-10-11	UHC-81119-53	4719495879	5839 Desert Sky Blvd, Orlando, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414936	CLM	Tyler Gray	2005-10-24	—	—	3159 Harbor Blvd # 564, Glendale, AZ	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-422589	CLM	EdwardJunk	1994-11-09	—	2384791538	1320 River Rd, Seattle, WA, 98154	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402230	CLM	Daniel Obrien	1993-07-25	—	—	3776 Main St # 342, Denver, CO, 80242	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
CLM-403334	CLM	Janice B Harper	1981-07-04	—	9302924478	9455 Canyon Rd, Gilbert, AZ, 85287	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-408911	CLM	Megan P Wheeler	1971-03-12	UHC-61260-06	8858709815	8380 Sunset Blvd Apt 40, Houston, TX, 77060	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-430802	CLM	Marilyn Castillo	1980-01-24	—	—	7402 Highland Ave Apt 29, Chandler, AZ	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-402729	CLM	Ana I Coleman	1941-03-12	—	—	4247 Grand Ave, Los Angeles, CA, 90003	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-419288	CLM	Madison Knight	1984-02-05	UHC-85507-79	—	8677 Baseline Rd Apt 18, Atlanta, GA, 30319	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429692	CLM	Ashely O Ryan	1981-05-26	—	2359843599	5777 Grand Ave, Fresno, CA, 93780	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
CLM-412958	CLM	Dylan Ross	1942-02-11	—	—	8779 Forest Ave, Orlando, FL, 32869	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more

13,120 rows, page 13 of 263Previous Next