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-421310	CLM	Douglas Padilla	1983-05-27	UHC-70673-95	—	6987 Park Pl, Atlanta, GA, 30312	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-431439	CLM	Ann Hoffman	2008-02-22	—	3399935016	1273 Ocean Ave, Minneapolis, MN, 55468	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-406184	CLM	Laura Anderson	—	UHC-07846-02	—	5977 River Rd, Nashville, TN, 37214	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
CLM-415250	CLM	Tyler Gomez	1972-04-01	—	—	33 Main St, Atlanta, GA, 30370	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-410991	CLM	Julia Franklin	2001-03-26	UHC-21881-25	3883961290	2038 Indian School Rd, Jacksonville, FL	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411944	CLM	Russell Montgomery	1939-05-18	UHC-52136-18	9443287899	1323 Elm St # 996, Tampa, FL, 33654	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-417203	CLM	Carlos Torres	1970-09-14	UHC-33962-64	—	1314 Hillcrest Rd, Mesa, AZ, 85220	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-416805	CLM	Aaron Hernandez	1991-12-10	—	—	4536 Union St, Tempe, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-422348	CLM	Barbara Howard	1979-03-23	UHC-25098-80	—	3433 Highland Ave, Fresno, CA, 93736	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-420238	CLM	Katherine Patel	1968-05-21	—	—	4167 Main St, Houston, TX, 77092	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Plan code upper-cased+1 more
CLM-403655	CLM	Camila Montgomery	2007-10-20	UHC-03721-09	—	8901 Pine Dr, Minneapolis, MN, 55432	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421495	CLM	Carol Garza	1993-10-02	UHC-47943-41	—	7562 Sunset Blvd, Plano, TX, 75037	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-401751	CLM	Agnela Fowler	1969-11-24	UHC-91761-70	—	1269 Sage Ct, Tempe, AZ, 85283	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-412566	CLM	Kathleen Lane	—	UHC-31114-80	—	7643 Highland Ave, Miami, FL, 33193	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-421596	CLM	Terry L Li	1965-05-07	—	4623377466	8628 Oak St, San Antonio, TX, 78245	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415700	CLM	Judy Burns	1980-12-09	—	—	3367 Maple Ave, Seattle, WA, 98109	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-416768	CLM	Samuel H Montgomery	1946-10-24	UHC-58307-57	—	1004 Pine Dr, Sacramento, CA, 95879	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-417634	CLM	Adam Ruiz	2002-03-19	—	—	4394 Apache Blvd, Charlotte, NC, 28251	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-416246	CLM	Nicholas Alexander	1989-04-25	—	7916354300	6192 Canyon Rd, Mesa, AZ, 85282	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
CLM-421707	CLM	Lauren D Montgomery	1963-12-10	UHC-09615-90	7428355449	2528 Desert Sky Blvd, Minneapolis, MN, 55495	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-415858	CLM	Brittany I Knight	—	—	—	—	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-422237	CLM	Joseph Daniels	1995-07-13	—	—	9477 Bayshore Dr # 821, Phoenix, AZ, 85037	0.66	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+1 more
CLM-401003	CLM	Charles Kelly	1969-05-21	—	—	7308 Park Pl, Charlotte, NC	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-430732	CLM	Sharon M Banks	1989-05-03	—	9523485720	3155 Grand Ave, Charlotte, NC, 28226	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-416971	CLM	Jose Williamson	1947-04-24	UHC-42690-59	5177243856	6243 Ridge Rd, Tucson, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404617	CLM	Linda Burton	1988-11-06	UHC-38270-36	—	3172 Baseline Rd, Phoenix, AZ	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-403055	CLM	Alexander V Bell	—	—	—	—	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-421709	CLM	Thomas Rodriguez	1948-09-10	UHC-16493-55	8356459710	6430 Maple Ave, Minneapolis, MN, 55497	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-400460	CLM	Julia Obrien	1940-01-03	—	—	497 Oak St, Gilbert, AZ, 85280	0.66	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+1 more
CLM-404400	CLM	Gregory Jensen	2005-08-16	UHC-11923-03	—	3096 Pine Dr, Scottsdale, AZ, 85285	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-411982	CLM	Christian Fuller	1993-07-18	—	—	7702 Harbor Blvd Apt 39, Minneapolis, MN, 55431	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-428941	CLM	Bradley Kelley	1979-09-06	UHC-90063-13	—	3620 Willow Ct, San Diego, CA, 92172	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-411594	CLM	Allen Amanda	1954-10-20	—	—	4736 Lake View Rd Apt 34, San Diego, CA, 92196	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-413210	CLM	Kathryn O Bradley	1997-02-02	—	5785830736	1751 Oak St, Jacksonville, FL, 32239	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
CLM-423033	CLM	Christne Graham	1955-05-24	UHC-76301-38	6598030812	1820 Mesa Dr, Denver, CO, 80298	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-427177	CLM	Samantha Spencer	1998-11-24	UHC-00058-48	—	6140 Grand Ave, Eden Prairie, MN, 55307	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-408971	CLM	Meyer Diego	1940-12-11	—	—	7254 Sunset Blvd # 940, Seattle, WA	0.66	Name re-cased Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-431711	CLM	Diane Y Fuller	1957-04-08	UHC-00407-07	—	5890 Apache Blvd, Houston, TX, 77064	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-416523	CLM	Valentina G Garrett	1942-11-17	UHC-09961-92	—	8627 Willow Ct, San Diego, CA, 92139	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-416914	CLM	Liz Gordon	1967-02-14	—	3406277333	4061 Camelback Rd Apt 5, Miami, FL, 33161	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-412342	CLM	Katherine W Carter	1963-12-21	UHC-19218-47	—	9532 Maple Ave, Gilbert, AZ, 85273	0.66	Name re-cased State name converted to code Gender normalised Plan code upper-cased+1 more
CLM-423478	CLM	Mariana C Obrien	1971-10-08	UHC-70943-35	—	884 Lake View Rd, Orlando, FL, 32800	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
CLM-430784	CLM	Catherine Marshall	1999-12-18	—	5655780944	5936 River Rd, Tucson, AZ, 85759	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-426705	CLM	Gregory Palmer	1975-11-04	UHC-49414-59	—	7816 Apache Blvd Apt 34, Chandler, AZ, 85209	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-401341	CLM	Catherine Ellis	1939-12-19	—	—	3991 Park Pl Apt 38, Chandler, AZ, 85202	0.66	Name re-cased Unit split from street State code upper-cased Gender normalised+1 more
CLM-415459	CLM	Noah Bryant	1949-03-15	UHC-89912-12	6768815208	8174 Pine Dr, Jacksonville, FL, 32262	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423975	CLM	Luis Hunt	1946-03-12	UHC-94658-36	—	884 Washington St, Tucson, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-402883	CLM	Diana P Evans	1997-04-15	—	—	5623 River Rd, Phoenix, AZ, 85007	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-425123	CLM	Samantha Lawrence	1940-04-12	UHC-39266-73	3033327011	7120 Washington St, Tucson, AZ, 85751	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-413914	CLM	Arthur Marshall	1979-02-09	—	4489207391	9593 Ocean Ave, Los Angeles, CA	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more

13,120 rows, page 68 of 263Previous Next