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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405465	CLM	Henry Barnes	1955-01-03	UHC-90896-60	4189718911	2062 Washington St, Glendale, AZ, 85392	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
CLM-427013	CLM	Edward Price	1962-04-01	UHC-03850-62	—	5897 Elm St, Seattle, WA, 98155	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
CLM-401735	CLM	Carol Carter	1941-03-06	UHC-13659-35	—	1517 Apache Blvd, Eden Prairie, MN, 55369	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-408970	CLM	Eric Ross	1961-10-25	UHC-96969-93	—	1312 Hillcrest Rd, Houston, TX, 77033	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
CLM-413662	CLM	Henry Edwards	1953-03-11	UHC-37067-97	9057197980	4563 Maple Ave, Tucson, AZ, 85728	0.80	Phone reformatted SSN last four extracted City re-cased Placeholder values cleared
CLM-416513	CLM	Matt Watkins	1955-02-28	UHC-51086-64	—	2935 Harbor Blvd, Fresno, CA, 93782	0.80	Name split from “Last, First”Date of birth reformatted City re-cased Placeholder values cleared
CLM-428869	CLM	Walter Carlson	1955-10-26	UHC-39159-19	—	2773 Mountain View Dr, Phoenix, AZ, 85067	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-414408	CLM	Olivia Berry	—	UHC-49255-57	—	6516 Spring St, Jacksonville, FL, 32218	0.80	Name re-cased Date of birth unreadable City re-cased Placeholder values cleared
CLM-425726	CLM	Matthew Z Johnston	1962-06-27	—	—	6365 Bayshore Dr, Fresno, CA, 93706	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-429600	CLM	Eugene O Riley	1974-08-10	UHC-89913-50	—	8621 Baseline Rd, Dallas, TX, 75259	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-411246	CLM	Steve Phillips	1955-03-05	—	—	486 Bayshore Dr, Nashville, TN, 37224	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-421467	CLM	Kren Foster	1992-04-04	—	—	4572 Grand Ave, Jacksonville, FL, 32293	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-427182	CLM	Jacob Patterson	1994-09-20	—	4379098406	3426 Maple Ave, Dallas, TX	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-418609	CLM	Albert Y Burke	1959-06-23	—	—	1251 Oak St, Seattle, WA, 98168	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-408598	CLM	Amber Weber	1990-11-08	—	—	9888 Sunset Blvd, Gilbert, AZ, 85212	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-423800	CLM	Isabella Allen	1982-11-27	—	9269187387	5683 Palm Dr, Tucson, AZ, 85787	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-411569	CLM	Santiago Miller	1951-02-23	UHC-98037-76	9432530574	963 Mountain View Dr, Sacramento, CA, 95893	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-417363	CLM	Marcus Carpenter	1949-03-08	—	—	92 Park Pl, Columbus, OH	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-417364	CLM	Marcus Carpenter	1949-03-08	—	—	92 Park Pl, Columbus, OH	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-402203	CLM	Patrick Elliott	1973-02-27	UHC-17420-63	6577583887	8508 Willow Ct, Columbus, OH, 43261	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-425799	CLM	Jordan Williamson	2007-06-02	UHC-39394-42	5307968577	8677 Union St Apt 28, Eden Prairie, MN, 55320	0.80	Date of birth reformatted Unit split from street City re-cased Placeholder values cleared
CLM-402374	CLM	Ralph Armstrong	—	UHC-84017-34	—	7925 Broadway, Tampa, FL, 33612	0.80	Date of birth unreadable City re-cased Whitespace trimmed Placeholder values cleared
CLM-412696	CLM	Isabella Torres	2008-09-07	UHC-07446-40	—	7978 Ridge Rd, Tucson, AZ, 85785	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-409053	CLM	Jereym T Washington	2007-06-13	UHC-82006-63	—	173 Bayshore Dr, Charlotte, NC, 28284	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-412528	CLM	Jon Parker	1952-09-07	—	—	8769 Lincoln Way, Seattle, WA, 98174	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
CLM-431070	CLM	Kayla Walsh	1991-11-18	UHC-27450-46	—	5129 Sage Ct, Fresno, CA, 93756	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-403904	CLM	Ralh Martin	1998-03-07	UHC-12107-12	—	3214 Valley View Dr, Los Angeles, CA	0.80	Member ID reformatted City re-cased ZIP missing Placeholder values cleared
CLM-402635	CLM	Emma P Nguyen	1975-02-21	UHC-41432-67	—	5278 Indian School Rd, Minneapolis, MN, 55449	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
CLM-414330	CLM	Bobby Evans	1976-07-03	UHC-75183-23	—	6622 Maple Ave, Sacramento, CA, 95876	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
CLM-413828	CLM	Karen Gibson	1976-02-21	—	—	613 Camelback Rd, Minneapolis, MN, 55488	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-420786	CLM	Jordan Li	2004-01-13	—	7958578230	6736 Mesa Dr, Orlando, FL, 32894	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
CLM-429560	CLM	Bruce Alexander	1988-07-25	UHC-66040-77	9198803155	7801 Apache Blvd, Scottsdale, AZ, 85275	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-402208	CLM	Andrew Cooper	1975-01-17	UHC-60313-72	5254063091	7383 Bayshore Dr, Columbus, OH, 43269	0.80	Phone reformatted SSN last four extracted City re-cased Placeholder values cleared
CLM-429613	CLM	Mason Carlson	1946-09-16	—	—	9434 Willow Ct, Orlando, FL, 32806	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
CLM-404898	CLM	Wayne Weaver	1954-08-08	UHC-84816-21	—	8045 Main St, Austin, TX, 78710	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-426845	CLM	Porter Olivia	1947-09-16	—	—	5621 Park Pl, Houston, TX, 77017	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-425092	CLM	Grace Dominguez	1971-10-11	UHC-38982-72	—	1991 Broadway, San Diego, CA, 92156	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-419437	CLM	Adam Henry	1946-11-28	UHC-90187-32	—	580 Mountain View Dr, Tempe, AZ, 85231	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-411373	CLM	Salazar Gregory	1955-03-17	—	3938067388	5228 Harbor Blvd, Los Angeles, CA, 90079	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-401963	CLM	Albert Fields	1969-03-03	UHC-51978-32	9662119279	3255 Union St, Minneapolis, MN, 55420	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
CLM-402328	CLM	Ann B Perez	1999-12-05	UHC-41690-17	—	352 Elm St, Denver, CO, 80229	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-422332	CLM	Deborah B Hill	1941-10-28	UHC-93002-46	4022273661	3555 Main St, Tucson, AZ, 85726	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
CLM-429333	CLM	Barb Kennedy	1967-03-23	—	—	4915 Elm St, Tampa, FL, 33669	0.80	City re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-404418	CLM	Hiroshi Mills	1962-05-01	UHC-42502-08	—	1782 Highland Ave, Las Vegas, NV, 89162	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-422656	CLM	Gary Myers	1981-04-13	—	—	5636 Ridge Rd, Fresno, CA, 93701	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-407344	CLM	Douglas James	1943-06-02	—	—	8274 Ocean Ave, Tempe, AZ, 85235	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-415324	CLM	Margaret Burke	1993-12-13	—	—	2687 Canyon Rd, Nashville, TN, 37222	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
CLM-430631	CLM	Willie Soto	2006-09-19	UHC-53600-87	9745816681	8204 Central Ave, Scottsdale, AZ, 85249	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-422052	CLM	Alan Perry	1958-11-22	UHC-67699-54	—	5216 Desert Sky Blvd, Austin, TX, 78739	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-426104	CLM	Julia George	1938-04-01	UHC-18914-10	—	6168 Market St, Tampa, FL, 33673	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared

5,235 rows, page 81 of 105Previous Next