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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415688	CLM	Jordan Willis	2001-06-16	UHC-82878-88	—	6683 Desert Sky Blvd, Fresno, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-427198	CLM	Olivia Maldonado	1958-04-09	—	8287953425	7572 Desert Sky Blvd, Miami, FL	0.66	Phone reformatted City re-cased State name converted to code ZIP missing+1 more
CLM-415231	CLM	Joseph G Flores	1963-12-05	UHC-55754-19	—	6339 Lincoln Way # 897, Phoenix, AZ	0.66	Name re-cased Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-415232	CLM	Joseph G Flores	1963-12-05	UHC-55754-19	—	6339 Lincoln Way # 897, Phoenix, AZ	0.66	Name re-cased Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-403530	CLM	Megan Davis	1994-06-27	UHC-00007-16	—	5918 Union St, Nashville, TN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-430287	CLM	Joe Anderson	1955-07-18	UHC-19479-04	—	862 Valley View Dr, Chandler, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-411500	CLM	Jack Clark	1957-06-05	UHC-74308-55	—	6822 Harbor Blvd, Atlanta, GA	0.68	Date of birth reformatted State name converted to code ZIP missing Placeholder values cleared
CLM-415230	CLM	Carlos Hendersoon	1938-09-10	UHC-04658-83	8887734314	3916 Washington St, Plano, TX	0.68	Phone reformatted ZIP missing Gender normalised Placeholder values cleared
CLM-400278	CLM	Amber Soto	2010-06-04	—	—	1088 Hillcrest Rd, Denver, CO	0.68	City re-cased ZIP missing Gender normalised Placeholder values cleared
CLM-405816	CLM	David Lewis	1981-04-09	UHC-05353-85	4563288585	5645 Apache Blvd, Eden Prairie, MN	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing
CLM-408005	CLM	Amy Franklin	1995-06-08	—	—	2923 Washington St, Mesa, AZ	0.68	Name re-cased SSN last four extracted ZIP missing Placeholder values cleared
CLM-402310	CLM	Diego Carter	1966-08-09	UHC-45682-26	—	2201 Desert Sky Blvd, Phoenix, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-406479	CLM	Emily Austin	1958-02-05	—	—	3924 Mountain View Dr, San Antonio, TX	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
CLM-400288	CLM	Ryan Howard	1986-10-19	—	—	6529 Mesa Dr, Las Vegas, NV	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-422944	CLM	Kevin Black	1985-10-13	—	—	3054 Lake View Rd, Miami, FL	0.68	Street suffix standardised Address re-cased City re-cased ZIP missing
CLM-405241	CLM	Dorothy K Moreno	1944-06-07	UHC-95806-45	—	4861 Washington St, Gilbert, AZ	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
CLM-421539	CLM	Frances Ruiz	1994-03-16	—	3817942729	9212 Main St, Atlanta, GA	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
CLM-416953	CLM	Olivia Padilla	2001-03-03	UHC-79554-60	—	847 Market St # 623, Tempe, AZ	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
CLM-410903	CLM	RaymondJunk	1998-12-22	—	2735417288	5942 Church St, Las Vegas, NV	0.68	Phone reformatted ZIP missing Placeholder values cleared No usable name (quarantined)
CLM-406010	CLM	Marilyn Alexander	1940-02-06	UHC-20423-25	7946354986	9678 Indian School Rd, Atlanta, GA	0.68	Phone reformatted ZIP missing Gender normalised Placeholder values cleared
CLM-427959	CLM	Kyle Wislon	1956-10-22	UHC-49295-41	—	834 Oak St, Nashville, TN	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
CLM-408330	CLM	Becky Wilson	1982-12-21	UHC-50574-71	8263080261	3284 Valley View Dr, San Antonio, TX	0.68	Two-digit birth year ZIP missing Email lower-cased Whitespace trimmed
CLM-425467	CLM	Mariana Patel	1956-02-11	UHC-03136-39	6109251583	2743 Apache Blvd, Gilbert, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
CLM-406503	CLM	Lawrence Mitchell	1940-07-19	UHC-30433-13	—	5724 Hillcrest Rd, Columbus, OH	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-429992	CLM	Arthur Nichols	1942-09-26	UHC-48023-89	—	1576 Mountain View Dr, Columbus, OH	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
CLM-401351	CLM	Carolyn Snyder	1981-08-10	—	—	6684 Meadow Ln, Scottsdale, AZ	0.68	Date of birth reformatted Phone missing area code ZIP missing Placeholder values cleared
CLM-412851	CLM	Ana Fuller	—	UHC-81544-39	—	3985 Desert Sky Blvd, Mesa, AZ	0.68	Date of birth unreadable ZIP missing Whitespace trimmed Placeholder values cleared
CLM-429672	CLM	Donna Jenkins	1958-12-26	UHC-36805-79	9649802879	2650 Maple Ave, Charlotte, NC	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-418605	CLM	Cynthia Gray	1986-06-08	UHC-12777-98	4514132650	7290 Washington St, Jacksonville, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-430688	CLM	Stephen Ford	1974-03-24	UHC-14624-83	4563469555	8206 River Rd, Sacramento, CA	0.68	Date of birth reformatted State name converted to code ZIP missing Placeholder values cleared
CLM-423550	CLM	Lauren Reynolds	—	—	—	7932 Willow Ct, Columbus, OH	0.68	Date of birth unreadable City re-cased ZIP missing Placeholder values cleared
CLM-417926	CLM	Sean Dixon	1999-10-04	UHC-62395-04	—	3247 Mountain View Dr, Nashville, TN	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-420921	CLM	Denise J Lucas	1997-06-10	UHC-21721-41	—	1042 Sunset Blvd, Tampa, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-422501	CLM	Ryan Brooks	1985-04-09	UHC-19949-87	—	9135 Hillcrest Rd, Jacksonville, FL	0.68	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed
CLM-427753	CLM	Nancy Myers	1999-06-15	UHC-26902-60	—	1604 Sunset Blvd, Austin, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-424489	CLM	Eugene Aguilar	1957-12-24	—	—	869 Lincoln Way, Orlando, FL	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
CLM-401455	CLM	Aisha Allen	1938-10-20	—	—	6490 Baseline Rd, Minneapolis, MN	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
CLM-414168	CLM	Jessica Wang	2003-01-20	UHC-04085-61	—	5652 Meadow Ln, Sacramento, CA	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
CLM-421774	CLM	Luis McDonald	1940-06-07	UHC-12314-12	8712962148	4096 Main St, Glendale, AZ	0.68	Phone reformatted Member ID reformatted SSN last four extracted ZIP missing
CLM-420310	CLM	Sophia Kennedy	1978-12-02	—	—	2158 Main St, Tucson, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-406614	CLM	Jose Roberts	1942-07-12	UHC-90725-16	—	1301 Elm St, Jacksonville, FL	0.68	Street suffix standardised Address re-cased City re-cased ZIP missing
CLM-403153	CLM	Patrick Carter	1994-02-05	—	—	6994 Cedar Ln, Miami, FL	0.68	Name split from “Last, First”City re-cased ZIP missing Placeholder values cleared
CLM-422019	CLM	Cynthia Kelley	1951-10-26	—	3355513245	2490 Meadow Ln Apt 28, Sacramento, CA	0.68	Phone reformatted Unit split from street ZIP missing Placeholder values cleared
CLM-416167	CLM	Priya Gonzalz	1965-07-20	UHC-98742-51	—	12 Main St, Mesa, AZ	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
CLM-405091	CLM	PJunk	1988-02-22	UHC-75396-89	—	4740 Forest Ave, Sacramento, CA	0.68	ZIP missing Whitespace trimmed Placeholder values cleared No usable name (quarantined)
CLM-416789	CLM	Fatima Bryant	2001-06-19	UHC-81628-53	—	4766 Main St, Minneapolis, MN	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
CLM-401135	CLM	Kayla Mejia	2003-09-22	UHC-37503-44	—	6725 Baseline Rd, Seattle, WA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-401134	CLM	Kayla Mejia	2003-09-22	UHC-37503-44	—	6725 Baseline Rd, Seattle, WA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-409765	CLM	Jeremy Owens	1977-12-27	—	—	1683 Washington St, Plano, TX	0.68	City re-cased ZIP missing Gender normalised Placeholder values cleared
CLM-406771	CLM	Ruzsell Stewart	1938-12-17	—	2287968735	79 Union St, Denver, CO	0.68	Name split from “Last, First”Date of birth reformatted ZIP missing Placeholder values cleared

2,072 rows, page 31 of 42Previous Next