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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-420204	CLM	Alexis A Armstrong	1996-08-18	UHC-63561-95	—	1658 Canyon Rd, Austin, TX, 78733	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-416598	CLM	Russell Rogers	1965-10-12	UHC-45195-24	—	387 Camelback Rd, Sacramento, CA, 95870	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427267	CLM	Doris Ryan	1981-08-24	UHC-04166-33	3596909950	2666 Sage Ct # 632, Minneapolis, MN, 55480	0.66	Phone reformatted Member ID reformatted Unit split from street State name converted to code+1 more
CLM-429348	CLM	Terry Wlsh	—	—	—	528 Willow Ct, San Diego, CA, 92173	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401876	CLM	Isabella Bowman	1953-10-22	UHC-75417-10	2488754259	1711 Union St, Chandler, AZ, 85238	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432268	CLM	Kyle Q Wells	1988-04-04	UHC-72557-18	7323738105	5026 Sage Ct, Sacramento, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-425542	CLM	Heather Carr	1966-07-04	UHC-15089-19	—	3767 Camelback Rd, Nashville, TN, 37248	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-420335	CLM	Christian Armstrong	1980-05-16	UHC-92644-64	3238546969	1291 Jefferson Ave Apt 37, Tampa, FL, 33668	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-411066	CLM	Sandra Morgan	1939-05-20	—	—	1706 Palm Dr, Denver, CO, 80287	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+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-402049	CLM	Stephanie Allen	1995-11-20	UHC-51810-47	—	8645 Apache Blvd, Tempe, AZ, 85210	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403762	CLM	Aliec Robinson	1955-12-26	UHC-97366-44	—	8625 Spring St, Eden Prairie, MN, 55365	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-413680	CLM	Brian F Wilson	1983-10-03	UHC-08927-59	—	955 Cedar Ln Apt 20, Miami, FL, 33107	0.66	Member ID reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-428734	CLM	Mary Hamilton	1961-07-01	—	3598889997	391 Union St, Tucson, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-432803	CLM	Charles Gordon	1943-09-21	UHC-54101-17	4953268725	2811 Desert Sky Blvd, Sacramento, CA, 95830	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+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-428399	CLM	Heaher Castillo	1970-03-18	UHC-37392-76	—	6411 Main St, Scottsdale, AZ, 85255	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace 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-421843	CLM	Greg Romero	1946-11-20	UHC-97200-08	2022846618	8178 Sage Ct, Orlando, FL, 32844	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+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-422794	CLM	Vincent Russell	1998-07-01	UHC-99059-22	—	1656 Maple Ave, Eden Prairie, MN, 55319	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
CLM-425634	CLM	Joyce Williams	1955-08-15	UHC-83998-13	—	2809 Union St, Seattle, WA, 98144	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419643	CLM	Danielle Cox	1943-04-12	UHC-81480-36	7134007297	5635 Spring St, Sacramento, CA	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-425875	CLM	Kayla X Aguilar	1976-03-22	UHC-82478-71	2923605411	6304 Indian School Rd, Minneapolis, MN, 55409	0.66	Middle initial moved out of first name Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-425384	CLM	Joan Santos	1978-01-04	—	5335437294	9445 Park Pl, Scottsdale, AZ, 85216	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-430608	CLM	Mateo Patel	1961-03-05	UHC-36080-99	—	8109 Canyon Rd, San Antonio, TX, 78253	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+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-429665	CLM	Nicholas Sanchez	2008-03-10	—	—	571 Canyon Rd, Tucson, AZ, 85728	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+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-425739	CLM	Luis Dominguez	1955-05-24	—	3937968725	42 Washington St, Los Angeles, CA, 90034	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-430916	CLM	Justin Le	1977-05-22	UHC-43468-04	4799229662	1662 Market St, Phoenix, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-429067	CLM	Maria Park	1966-12-14	UHC-61009-60	3084839588	4421 Mountain View Dr, Nashville, TN, 37271	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-406146	CLM	Joyce Griffin	1968-07-25	—	—	6425 Ocean Ave, Tampa, FL, 33676	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+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-411697	CLM	Jean G Oliver	1943-02-20	UHC-69298-44	—	6181 Sunset Blvd, Nashville, TN	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-423494	CLM	Rachel Carr	1969-09-16	UHC-98318-41	—	6128 Central Ave, Seattle, WA, 98165	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416261	CLM	Heather Burton	2002-06-15	UHC-68676-39	8534239768	308 Central Ave, Miami, FL, 33113	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+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-400606	CLM	Marcus Hall	1947-12-15	UHC-89525-68	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-430926	CLM	Patricia P King	1967-06-23	UHC-26700-94	—	3113 River Rd, Orlando, FL, 32841	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-419235	CLM	Elizabeth Dunn	2007-08-01	—	7267037336	9639 Bayshore Dr, Austin, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-422363	CLM	Mary Bennett	1992-08-27	UHC-46137-46	—	9251 Sunset Blvd, Atlanta, GA, 30354	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-405839	CLM	Ruth Stephens	1956-11-26	UHC-49733-39	—	3218 Grand Ave, Denver, CO, 80292	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
CLM-429199	CLM	Daniel N Alexander	1961-03-27	—	—	100 Oak St, Nashville, TN, 37228	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407095	CLM	Ahmed Ortiz	1963-02-05	—	—	210 Maple Ave, San Antonio, TX, 78245	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

30,862 rows, page 158 of 618Previous Next