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-421617	CLM	Victoria Fields	1943-08-20	—	—	4522 Mesa Dr, Minneapolis, MN, 55473	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-428820	CLM	Eic Shaw	1996-01-06	—	—	5021 Indian School Rd, Charlotte, NC, 28276	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-430230	CLM	Maria Montgomery	1951-04-08	—	6173444429	2720 Baseline Rd # 888, Plano, TX, 75056	0.66	Name re-cased Unit split from street City re-cased State name converted to code+1 more
CLM-423167	CLM	Karen Reynolds	1987-01-01	UHC-41791-25	—	1102 Jefferson Ave, Fresno, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-412284	CLM	Kathleen Bryant	1993-08-19	UHC-97131-90	5482378126	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-402352	CLM	Ralph Woods	1967-07-26	UHC-78850-61	—	6887 Spring St, Tampa, FL, 33671	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-421288	CLM	Lawrence Johnston	1976-02-23	—	—	4994 Desert Sky Blvd, Tempe, AZ, 85295	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-410334	CLM	Abigail Y Martinez	1967-03-08	UHC-84886-97	—	2815 River Rd, Mesa, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-427864	CLM	Jackie M Young	1990-01-01	—	—	5721 Valley View Dr, Gilbert, AZ, 85223	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-429354	CLM	Christian Lane	—	UHC-80877-08	—	4761 Ocean Ave, Scottsdale, AZ, 85270	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-417415	CLM	Angela Martin	2006-02-23	UHC-26771-60	5632274890	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-405177	CLM	Mariana I Carlson	1958-07-21	—	7908141957	3744 Elm St, Minneapolis, MN, 55474	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-405456	CLM	Philip Lawrence	1991-10-02	UHC-27655-89	8023222072	1594 River Rd, Chandler, AZ, 85200	0.66	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-431517	CLM	Priia Griffin	1991-04-14	UHC-12688-71	—	7957 Elm St, Jacksonville, FL, 32244	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-423749	CLM	Julia Myers	2001-03-08	UHC-12935-90	—	7917 Desert Sky Blvd, Scottsdale, AZ, 85271	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-418241	CLM	Vincent Silva	1964-12-23	UHC-21678-20	—	1724 Valley View Dr # 352, Miami, FL, 33182	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-416964	CLM	Shirley Q Wag	1946-08-25	—	—	9684 Ridge Rd, Mesa, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-409081	CLM	Robert Tran	1979-03-12	UHC-15067-68	—	6155 Spring St, Plano, TX, 75008	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-419143	CLM	Yuki Perkins	1967-05-28	UHC-55774-23	—	329 Park Pl Apt 3, Dallas, TX, 75207	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-405877	CLM	Deborah Ramos	1996-05-03	UHC-13452-14	—	2747 Baseline Rd, Los Angeles, CA, 90008	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-409693	CLM	Christian Woods	1949-11-26	—	4828551573	9237 Main St, Plano, TX, 75076	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-416099	CLM	Danielle King	1982-05-23	UHC-42664-83	—	6050 Park Pl, Fresno, CA, 93707	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-432414	CLM	Judy P Henry	1987-05-03	UHC-61460-03	4822949035	1612 Forest Ave, Tempe, AZ, 85263	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421727	CLM	Mason S Garrett	2005-06-06	—	8725199267	6530 Bayshore Dr, Nashville, TN, 37281	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-432099	CLM	Rachel O Vazquez	1983-01-11	—	3859729498	7668 Central Ave, Atlanta, GA	0.66	Middle initial moved out of first name Name re-cased City re-cased ZIP missing+1 more
CLM-429579	CLM	Jacob Peters	1997-09-09	UHC-44382-28	—	7610 Highland Ave, Denver, CO	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-420307	CLM	Tyler Mendez	1984-07-19	UHC-76563-32	—	8168 Church St, Tampa, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-420324	CLM	DianaJunk	1996-05-28	—	—	—	0.66	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared+1 more
CLM-417898	CLM	Albert McDonald	1964-10-20	UHC-92730-31	—	9197 Canyon Rd Apt 23, Columbus, OH, 43264	0.66	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+1 more
CLM-416024	CLM	Brnda Nelson	1946-06-04	UHC-04067-06	—	1315 Market St, Gilbert, AZ	0.66	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-416023	CLM	Brnda Nelson	1946-06-04	UHC-04067-06	—	1315 Market St, Gilbert, AZ	0.66	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-418884	CLM	Amanda Campbell	1968-08-28	UHC-76091-62	—	3611 Central Ave, San Diego, CA, 92112	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-422261	CLM	Omar C Obiren	1976-06-22	—	5864108616	3990 Meadow Ln, Chandler, AZ, 85245	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-409338	CLM	Bryan Boyd	1956-09-28	—	—	4755 Central Ave # 638, Nashville, TN, 37288	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-415835	CLM	Kenneth Thompson	1952-02-21	—	—	2624 Central Ave, San Antonio, TX, 78270	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-419367	CLM	Tyler Obrien	1961-04-24	UHC-95482-31	8695392532	1107 Pine Dr, Orlando, FL, 32828	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-413211	CLM	Ana Boyd	1955-12-23	UHC-37481-63	5415505976	8426 Central Ave, Mesa, AZ, 85295	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-413661	CLM	Daniel Sanchez	2004-03-03	UHC-64552-91	—	6681 Lake View Rd, Austin, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-417763	CLM	Masno Rose	1948-06-12	—	—	1468 Central Ave, Phoenix, AZ, 85021	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-401205	CLM	Katherine Carpenter	1949-04-23	UHC-20620-59	6706839429	4824 Lake View Rd, Plano, TX, 75046	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-424385	CLM	Omar Perez	—	UHC-67246-08	—	5497 Canyon Rd, Las Vegas, NV, 89146	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-428662	CLM	Adam Hicks	1979-05-03	UHC-61952-26	—	5348 Mountain View Dr, Denver, CO, 80282	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422687	CLM	Heather P Cook	1973-01-10	—	—	6040 Mountain View Dr, Tampa, FL, 33672	0.66	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed+1 more
CLM-421564	CLM	Julie M Singh	1975-08-19	UHC-47477-34	8257944127	4749 Maple Ave, Fresno, CA, 93721	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408775	CLM	Gary Jimenez	1976-03-26	—	—	4951 Jefferson Ave, Tampa, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-414394	CLM	Jackkie Spencer	1958-06-24	UHC-18603-59	4972476386	1667 Camelback Rd, Tampa, FL	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
CLM-408956	CLM	Andrea Carroll	—	—	—	6828 Oak St, Sacramento, CA, 95878	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-432673	CLM	Amber Griffin	1939-12-09	UHC-63625-50	4068914367	6088 Desert Sky Blvd, San Diego, CA, 92193	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-426767	CLM	Virginia Green	1963-10-26	UHC-24354-61	2292047499	8700 Sunset Blvd Apt 2, San Diego, CA, 92126	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
CLM-410509	CLM	Patrick Gutierrez	1972-12-13	UHC-95777-12	—	8668 Mesa Dr, Los Angeles, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more

13,120 rows, page 70 of 263Previous Next