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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-414887	CLM	David R Ryan	1956-10-15	UHC-48337-47	—	5705 Pine Dr, Tempe, AZ, 85247	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402871	CLM	Wang E Lisa	1986-12-04	—	2178295665	4350 Elm St, San Diego, CA, 92102	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430576	CLM	Arthur Robertson	1989-05-18	UHC-01568-37	—	1090 River Rd, Glendale, AZ, 85315	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-408684	CLM	Elijah Vega	1948-05-08	—	—	925 Spring St, Chandler, AZ, 85215	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421470	CLM	William V Pyne	—	UHC-94750-48	—	6262 Sunset Blvd, Charlotte, NC, 28204	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416983	CLM	Walter C Washington	1981-12-16	—	—	6312 Park Pl, Nashville, TN, 37285	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413195	CLM	Jackie Watson	2005-05-22	UHC-06280-11	5204923549	1973 Cedar Ln Apt 8, Tucson, AZ, 85733	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-412159	CLM	Benjamin Rice	2001-11-22	—	8745265526	5390 Baseline Rd, Los Angeles, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-423170	CLM	Brandon Long	1963-11-17	UHC-49927-34	7009230695	6600 Ocean Ave, Tampa, FL, 33649	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-404595	CLM	Amber W Mejia	1953-02-17	—	—	5149 Mesa Dr, Gilbert, AZ, 85265	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-409452	CLM	Rachel Walker	1968-02-06	UHC-21212-52	7669910293	6585 Maple Ave, Chandler, AZ, 85266	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426300	CLM	Patricia Phillips	1959-06-18	UHC-63412-30	8773752043	1441 Harbor Blvd, Austin, TX, 78793	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-404344	CLM	Amy Hanson	1938-10-03	UHC-42412-56	—	8796 Bayshore Dr, Columbus, OH, 43240	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-410914	CLM	Diana Chapman	2000-02-08	—	—	1885 Pine Dr, Dallas, TX, 75277	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412871	CLM	Nancy L Tran	1967-05-04	UHC-46507-42	—	3686 Union St, Phoenix, AZ, 85010	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422279	CLM	Juidth Palmer	1997-02-02	—	5892722807	4983 Pine Dr, Orlando, FL, 32891	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-424302	CLM	Jordan Wood	—	UHC-90845-16	8863070412	289 Lake View Rd, Seattle, WA, 98108	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425190	CLM	Evelyn N Rice	1967-10-20	UHC-62137-52	7614620886	456 Palm Dr Apt 31, San Antonio, TX, 78293	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-421476	CLM	Ahmed Perkins	1948-08-28	UHC-16952-84	4799482546	3105 Main St, Glendale, AZ, 85324	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410187	CLM	Kyle Dominguez	1954-02-12	—	—	2026 Elm St, Minneapolis, MN, 55438	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431315	CLM	Edward Bruton	2004-01-20	UHC-96686-35	8339089193	1763 Palm Dr, Mesa, AZ, 85244	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407967	CLM	Evelyn Perry	1955-01-16	—	7919756841	4210 Ridge Rd, Fresno, CA, 93734	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-410871	CLM	Gerald Bennett	1978-08-07	UHC-84632-41	5108065193	4382 Canyon Rd, Columbus, OH, 43234	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-421295	CLM	Harrold Espinoza	1984-09-28	UHC-90072-37	—	3889 Canyon Rd, Glendale, AZ, 85302	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-417625	CLM	Keith Bell	1989-12-22	—	3155023429	9563 Willow Ct, Tempe, AZ, 85268	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-405301	CLM	Arthur McCoy	1992-06-08	UHC-19480-10	—	5703 Pine Dr, Plano, TX, 75095	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-432089	CLM	Brittany Garrett	1970-01-05	UHC-07264-35	—	3896 Hillcrest Rd # 801, Los Angeles, CA, 90031	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432554	CLM	Sandra Sccott	1974-11-01	—	—	3389 Harbor Blvd, Las Vegas, NV, 89158	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-410653	CLM	Scott Chapman	1985-07-03	UHC-81314-71	—	1910 Washington St, Scottsdale, AZ, 85297	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416342	CLM	Amanda Watkins	1955-12-16	UHC-36888-31	3977396522	6908 Pine Dr, Tampa, FL, 33655	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-404649	CLM	Mary Wilson	2008-01-16	—	9513909554	5888 Canyon Rd # 349, Los Angeles, CA, 90079	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414564	CLM	Gabriel Y Garza	1957-01-11	UHC-15449-71	5595212859	5766 Baseline Rd, Charlotte, NC, 28292	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-426296	CLM	Dorothy Smith	2003-10-07	UHC-01581-36	—	4335 Baseline Rd, Denver, CO, 80299	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-400863	CLM	Joan I Lane	—	—	—	573 Willow Ct, Plano, TX, 75001	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-422151	CLM	Jason Espinoza	1941-09-04	—	4345411814	764 Indian School Rd, Dallas, TX, 75202	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-413167	CLM	Logan Phillips	1966-04-21	—	—	3710 Mountain View Dr, Orlando, FL, 32851	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-423347	CLM	Stephen Fernandez	1944-08-17	UHC-00238-90	9483454267	5103 Lake View Rd, Phoenix, AZ, 85072	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405618	CLM	Willie L Schmidt	1978-04-21	UHC-26025-53	—	5446 Forest Ave, Charlotte, NC, 28201	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-418720	CLM	Ralph Bell	1976-11-03	—	—	8457 Apache Blvd, Tempe, AZ, 85201	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-408810	CLM	Eric Ford	1971-07-12	UHC-06150-22	—	5382 Willow Ct, Columbus, OH, 43295	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-427372	CLM	Valentina Griffin	1968-09-04	UHC-04517-60	—	6018 Washington St, Nashville, TN, 37286	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-401170	CLM	Anna Lawrence	—	UHC-95417-06	—	9750 Sage Ct, Las Vegas, NV, 89112	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411625	CLM	Sofia Diaz	1946-07-22	UHC-68006-93	—	5821 Church St, San Antonio, TX, 78246	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-420851	CLM	Julia McDonald	1990-11-24	UHC-03252-20	3606643257	7526 Hillcrest Rd, Plano, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-421701	CLM	Albert K Gonzalez	1968-09-15	UHC-36932-95	—	9216 Indian School Rd, Mesa, AZ, 85200	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416234	CLM	Walter Garcia	1973-08-07	UHC-07415-31	—	723 Maple Ave, Miami, FL, 33117	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-402748	CLM	Patrick Grant	1963-01-08	UHC-33514-97	—	592 Apache Blvd, Atlanta, GA, 30372	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-422478	CLM	Teresa Fox	1981-12-23	UHC-90462-01	—	4557 Palm Dr, Orlando, FL, 32865	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428587	CLM	Joseph E Porter	2007-06-07	—	—	1656 Church St, Orlando, FL, 32833	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-423198	CLM	Ralph Lynch	2004-10-21	—	2135607587	2485 Church St, Mesa, AZ, 85286	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

16,411 rows, page 165 of 329Previous Next