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-411848	CLM	Michelle Alvarado	1989-07-05	UHC-87184-39	—	9144 Maple Ave, San Diego, CA, 92150	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-426055	CLM	Frank Robertson	1982-05-16	UHC-20010-86	8027583177	2074 Hillcrest Rd, Tampa, FL, 33658	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-404922	CLM	Jessica Torres	1971-07-02	UHC-04919-14	7079164172	1126 Elm St, Atlanta, GA, 30368	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
CLM-406893	CLM	Don Gonzales	1991-03-04	UHC-75919-37	—	5540 Mesa Dr, Plano, TX, 75074	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-432039	CLM	Heather Y Jones	1985-02-01	—	—	1863 Lake View Rd, Phoenix, AZ, 85071	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-410329	CLM	Ronalld Watkins	2008-06-26	UHC-74277-24	—	21 Washington St, Fresno, CA, 93792	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-431883	CLM	Lisa White	1939-07-16	—	6203883278	6103 Hillcrest Rd, Tucson, AZ, 85768	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-432775	CLM	Masno M Washington	1965-08-16	—	6613339695	5155 Ridge Rd, Minneapolis, MN, 55467	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-414849	CLM	Pamela Hughes	1962-02-24	—	—	4681 Bayshore Dr, Sacramento, CA, 95823	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-429342	CLM	Diana D Bishop	1938-09-21	—	—	943 Union St, Miami, FL, 33121	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-420996	CLM	Ruth D Mills	2005-05-13	—	—	6713 Market St, Tampa, FL, 33618	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
CLM-400079	CLM	Patty Anderson	1974-04-15	UHC-82903-23	—	1229 Desert Sky Blvd, Charlotte, NC, 28235	0.78	Name split from “Last, First”Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-418062	CLM	Sharon Ortiz	1984-09-16	UHC-66253-11	—	8541 Main St, Miami, FL, 33150	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-405760	CLM	Billy Kng	1986-10-17	—	7933475889	381 Sage Ct, Houston, TX, 77098	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-410667	CLM	William Carter	1942-12-19	UHC-32278-12	—	6526 Forest Ave, Eden Prairie, MN, 55348	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-421001	CLM	Tyler Q Reed	1950-11-15	—	—	7735 Meadow Ln, Eden Prairie, MN, 55380	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
CLM-419098	CLM	Terry Simpson	1955-01-10	UHC-34152-23	6476193420	292 River Rd, Columbus, OH, 43209	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-411544	CLM	Jack N Carter	1997-04-23	UHC-51126-87	—	9198 Mountain View Dr, Tucson, AZ, 85754	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-411410	CLM	Kelly Wheler	1975-11-17	UHC-91238-92	—	4067 Washington St, Orlando, FL, 32855	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-431216	CLM	Sean Flores	1975-04-12	—	5955049187	8026 Camelback Rd, Miami, FL, 33122	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-407342	CLM	Carolyn K Morales	1953-04-20	UHC-97852-59	—	5595 Canyon Rd, Atlanta, GA, 30380	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-409747	CLM	Jeremy Kim	1942-09-06	UHC-94680-42	2857716371	6877 Apache Blvd, Fresno, CA, 93792	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-429842	CLM	Alexis Singh	2007-12-05	UHC-97637-98	—	6744 Desert Sky Blvd, Las Vegas, NV, 89152	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-420403	CLM	Carol Ortega	1996-01-15	—	—	5241 Central Ave # 820, Tampa, FL, 33612	0.78	Date of birth reformatted Unit split from street City re-cased State code upper-cased+1 more
CLM-400448	CLM	Cheryl R Fernandez	1964-05-13	UHC-81604-35	—	5415 Lake View Rd, San Diego, CA, 92152	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-410530	CLM	Ruth R Myers	1991-05-07	UHC-99379-70	8999592196	8516 Broadway, Columbus, OH, 43212	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-408505	CLM	Samuel Payne	1976-12-25	UHC-26523-27	2856540118	3658 Highland Ave, Plano, TX, 75059	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-406557	CLM	Nicholas Larson	1993-08-09	UHC-90661-50	—	9895 Sunset Blvd, Minneapolis, MN, 55448	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-420954	CLM	Denise White	1963-07-19	—	—	1157 Washington St, Columbus, OH, 43283	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
CLM-403776	CLM	Nicole Kelley	1961-04-04	—	—	4084 Central Ave, Plano, TX, 75074	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-407202	CLM	Janet Boyd	1976-01-03	UHC-81858-35	—	711 Desert Sky Blvd, Nashville, TN, 37271	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-416223	CLM	Donna L Edwards	2006-07-13	—	3987702080	7842 Harbor Blvd, Gilbert, AZ, 85209	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-403401	CLM	Amanda Cole	1975-04-01	—	—	9268 Pine Dr, Atlanta, GA, 30398	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-400354	CLM	Amber I Berry	1946-10-13	UHC-34134-60	—	7840 Hillcrest Rd, Minneapolis, MN, 55475	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-424522	CLM	Paul Carter	1946-03-08	UHC-29814-31	5062766643	3364 Meadow Ln, Chandler, AZ, 85209	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-429120	CLM	Larry Taylor	1939-04-10	—	9124901348	3402 Ocean Ave, Tampa, FL, 33652	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-424687	CLM	Tresa Johnson	1944-11-06	—	2097641862	6582 Ocean Ave, Seattle, WA, 98152	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-401406	CLM	Helen Hill	1997-07-06	UHC-07235-61	2025847068	795 Pine Dr, Fresno, CA, 93798	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-402738	CLM	Thomas Nelson	1942-02-19	UHC-93004-63	3589653285	9609 Lincoln Way, Charlotte, NC, 28202	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-428801	CLM	Edward Simpson	1974-09-14	UHC-96293-11	2796159432	8389 Valley View Dr, Scottsdale, AZ, 85203	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-421338	CLM	Stephanie Alvarado	1994-11-24	—	9217919909	7956 Camelback Rd, Las Vegas, NV, 89197	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402210	CLM	Alexis Shaw	2006-03-21	—	—	7789 Union St, Los Angeles, CA, 90090	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-432254	CLM	James Thompson	1980-11-03	UHC-35914-01	8407961407	6516 Park Pl # 660, Sacramento, CA, 95829	0.78	Unit split from street City re-cased Email lower-cased Whitespace trimmed+1 more
CLM-431906	CLM	Melissa Hudson	2007-09-06	UHC-49229-90	—	1746 Grand Ave, Gilbert, AZ, 85210	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-401599	CLM	Gregory Williamson	1942-02-03	UHC-62492-19	2918086349	9673 Ocean Ave, Houston, TX, 77003	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-410553	CLM	Vincent Day	1994-01-23	UHC-43106-96	5384793763	815 Highland Ave Apt 15, Eden Prairie, MN, 55386	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
CLM-427899	CLM	Keith X Larson	1994-01-19	UHC-83530-31	—	4843 Oak St, Dallas, TX, 75229	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-427898	CLM	Keith X Larson	1994-01-19	UHC-83530-31	—	4843 Oak St, Dallas, TX, 75229	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-426986	CLM	Christine Hunter	1957-07-13	UHC-88464-16	4334537850	7386 Forest Ave, Jacksonville, FL, 32228	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-413081	CLM	Joyce Fisher	1974-05-01	—	—	6729 Washington St, Chandler, AZ, 85205	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more

5,235 rows, page 67 of 105Previous Next