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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411710	CLM	Anthony Carr	1972-04-27	UHC-16569-19	5814629705	8920 Sage Ct, Mesa, AZ, 85273	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-406573	CLM	Kyle Berry	1981-08-15	UHC-29527-44	3613128002	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-415814	CLM	Joshua Simmons	1974-12-28	UHC-19558-30	5789115047	1213 Main St, Seattle, WA, 98148	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-424808	CLM	Martha Hart	1992-08-09	UHC-75199-01	6112168218	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-407459	CLM	Ashley Mitchell	1989-08-02	UHC-16625-75	9464597814	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-402176	CLM	Tyler P Austin	1973-02-19	UHC-63014-58	5016668944	3464 Forest Ave, Scottsdale, AZ, 85265	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-413011	CLM	Mary Y Powell	2007-09-09	UHC-10162-80	3326072968	2667 Indian School Rd, Atlanta, GA, 30336	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-426978	CLM	Fraank I Taylor	1954-04-27	UHC-33074-35	7784963230	2933 Desert Sky Blvd, Sacramento, CA, 95855	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-426979	CLM	Fraank I Taylor	1954-04-27	UHC-33074-35	7784963230	2933 Desert Sky Blvd, Sacramento, CA, 95855	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-405714	CLM	Dennis Grant	1943-04-27	UHC-94532-67	2117121932	3986 Maple Ave, Los Angeles, CA, 90053	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-431543	CLM	Patricia Parker	1956-07-15	—	7607475927	2919 Lake View Rd, Tucson, AZ, 85743	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-431542	CLM	Patricia Parker	1956-07-15	—	7607475927	2919 Lake View Rd, Tucson, AZ, 85743	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-429729	CLM	Timothy Simmons	1957-09-16	UHC-07596-21	6864441659	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-419608	CLM	Isabella Wood	1988-12-17	—	3243684154	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-427461	CLM	Grace Thompson	1957-11-22	—	8669846590	—	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-418290	CLM	Laura Chavez	2006-02-02	—	8325905377	1179 Lake View Rd, Denver, CO, 80251	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-425814	CLM	Raymond Carlson	2003-12-03	UHC-95664-26	4156626976	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-408634	CLM	Susen D Reynolds	1966-09-20	UHC-74764-44	9374251094	2323 Camelback Rd, Las Vegas, NV, 89115	0.92	Phone reformatted City re-cased Plan code upper-cased Placeholder values cleared
CLM-405801	CLM	Harold V Reynolds	1985-09-02	UHC-89498-76	6889013119	7204 Bayshore Dr, Tampa, FL, 33604	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-409890	CLM	Joseph C Lawson	1981-02-19	UHC-26174-27	2454192338	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-424324	CLM	Marcus Myers	1989-08-13	UHC-24628-03	4815776632	95 Lake View Rd, Tucson, AZ, 85700	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-414364	CLM	Barbara Oliver	1976-07-15	UHC-71536-77	4512666444	2343 Sunset Blvd, Austin, TX, 78778	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-407823	CLM	Wayne Johnston	1957-08-18	—	7913779801	4906 Central Ave, Denver, CO, 80276	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423649	CLM	Mason Vasquez	1952-12-01	UHC-56594-06	6696404326	7154 Maple Ave, Los Angeles, CA, 90097	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
CLM-422886	CLM	Randy Stewart	1955-03-05	UHC-05456-20	2529828935	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-418982	CLM	Gary Jordan	1977-03-09	—	2163311280	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-402958	CLM	Kayla Romero	1997-06-11	UHC-53695-41	5576177259	18 Central Ave, Glendale, AZ, 85309	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-402809	CLM	Adam Lynch	1996-01-24	—	2275445744	6693 Elm St, Jacksonville, FL, 32265	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-423611	CLM	Mei Carter	1992-06-24	UHC-88572-18	4672594055	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-406344	CLM	Patricia McDonald	1999-05-06	UHC-83176-81	5529164187	8188 Bayshore Dr, San Diego, CA, 92102	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-422339	CLM	Pamela Reyas	1992-12-03	UHC-99188-54	3146903524	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423678	CLM	Adam B Griffin	1984-03-08	—	2058315730	—	0.92	Phone reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-406180	CLM	Sandra T Lucas	2007-12-14	UHC-39711-12	5374051445	5385 River Rd, Denver, CO, 80249	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-413198	CLM	Susan Matthews	1979-01-19	UHC-95229-19	2013210863	9469 Ocean Ave, Charlotte, NC, 28232	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-413197	CLM	Susan Matthews	1979-01-19	UHC-95229-19	2013210863	9469 Ocean Ave, Charlotte, NC, 28232	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-407123	CLM	Gerad Kennedy	1977-03-10	—	3858060050	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-430462	CLM	Kathryn Hal	1944-12-23	UHC-83097-10	7208322452	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423207	CLM	Willie Munoz	1960-01-08	UHC-92535-52	6597207005	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-407162	CLM	Ryan M Duncan	2002-11-20	—	5002363668	8674 Willow Ct, Plano, TX, 75024	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-426376	CLM	Megan Pena	1972-03-24	—	3896438845	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-405424	CLM	Maria Johnston	1964-12-18	UHC-84101-87	3565066094	2105 Harbor Blvd, Charlotte, NC, 28202	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-407326	CLM	Ana Z Burns	1979-01-27	UHC-41549-61	8255969663	226 Ocean Ave, Orlando, FL, 32861	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412699	CLM	Tylar Barnes	1943-05-11	UHC-01576-41	5726123637	7124 Market St, Chandler, AZ, 85260	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-415764	CLM	Mark Valdez	1963-01-27	UHC-15559-11	7848814410	8847 Mesa Dr, Nashville, TN, 37269	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-403252	CLM	Terry Rodriguez	1964-02-21	—	3492659436	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-421303	CLM	Chris Ferguson	2003-09-16	—	7735311242	541 Sage Ct, Fresno, CA, 93728	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-424403	CLM	Catherine Bowman	1993-08-01	UHC-34034-90	6525253943	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-413040	CLM	Kelly Q Evans	1964-05-28	UHC-76873-84	6653851133	7134 Main St, Austin, TX, 78772	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-431313	CLM	Joshua Guerrero	1963-09-04	UHC-94844-47	6243763251	7674 Baseline Rd, Dallas, TX, 75246	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-432184	CLM	Madson Allen	1995-10-23	—	2496439303	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared

11,960 rows, page 188 of 240Previous Next