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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430277	CLM	Eugene Cruz	1988-03-02	UHC-78205-34	—	1352 Cedar Ln # 525, Tucson, AZ, 85708	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418248	CLM	Linda Warren	1947-03-14	UHC-15412-53	—	2937 Sunset Blvd, Atlanta, GA	0.50	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-431677	CLM	Christopher Q Willis	—	UHC-10720-18	—	269 Indian School Rd, Jacksonville, FL	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-420262	CLM	Marha Nichols	1989-04-27	UHC-63051-72	4647608888	1787 Jefferson Ave, Mesa, AZ	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-415834	CLM	Austin Simmons	1962-05-06	UHC-84270-59	3022741832	4773 Palm Dr, Denver, CO	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416969	CLM	Sara C Burton	1941-10-24	—	—	9018 Bayshore Dr, Gilbert, AZ, 85285	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
CLM-414501	CLM	Brandon Torres	1955-11-27	UHC-26652-20	2868874840	4878 Canyon Rd # 700, Chandler, AZ	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-405952	CLM	Carlos Salazar	1992-08-07	UHC-04052-21	4079702887	2954 Canyon Rd # 744, Phoenix, AZ	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-431250	CLM	Barbara Cox	1962-01-13	—	—	1468 Hillcrest Rd, Columbus, OH	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-404520	CLM	Kathryn A Perez	1986-11-13	UHC-05255-47	—	1011 Indian School Rd, Seattle, WA, 98117	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405175	CLM	Charles Jenkins	—	UHC-72962-24	—	7771 Forest Ave, Fresno, CA, 93782	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-422584	CLM	John Hughes	1947-09-08	UHC-46207-33	—	1769 Mesa Dr, Tempe, AZ	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-421888	CLM	Sara K Kelley	2008-09-20	UHC-40791-63	9869006089	1277 Willow Ct, Tucson, AZ, 85786	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-415679	CLM	Shirley Chavez	1956-05-14	—	7426223782	2044 Mesa Dr # 600, Chandler, AZ	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-428879	CLM	Jonathan Parker	1985-01-21	UHC-64109-25	—	6409 Lake View Rd, Gilbert, AZ, 85233	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-416248	CLM	Fatima Garrett	2003-04-16	—	6242758078	6743 Park Pl Apt 36, Chandler, AZ, 85219	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-400970	CLM	Gary J Sullivan	1965-11-03	UHC-11966-43	7709632432	4564 Baseline Rd, Atlanta, GA, 30334	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-404538	CLM	Lisa Silva	2002-04-16	—	—	6174 Willow Ct # 947, Columbus, OH, 43235	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-404609	CLM	Judy V Long	2001-05-20	UHC-14892-64	—	4143 Apache Blvd, Gilbert, AZ, 85272	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-428739	CLM	Carl Li	—	—	—	2696 Sage Ct, Jacksonville, FL, 32277	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-416151	CLM	Nancy Q Washington	2007-05-05	—	—	2444 Lincoln Way Apt 20, Plano, TX, 75037	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-432108	CLM	Andrew Jacobs	1990-12-11	—	—	5166 Highland Ave # 228, Austin, TX, 78720	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418911	CLM	Camila Kelley	1964-06-15	—	3328715388	3227 Desert Sky Blvd Apt 22, Miami, FL, 33182	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-422579	CLM	Gerge Z Flores	1959-01-16	UHC-44693-88	—	8251 Pine Dr, Jacksonville, FL, 32280	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
CLM-412719	CLM	Carlos Hunt	1971-12-18	UHC-24311-47	—	1181 Desert Sky Blvd, San Diego, CA, 92118	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-414593	CLM	Kaylla N Mendez	1963-06-14	UHC-45096-59	—	3449 Forest Ave, Plano, TX	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-409335	CLM	ScottJunk	1954-07-22	UHC-89192-22	3704954147	9154 Cedar Ln, Seattle, WA, 98102	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418881	CLM	Annna Ward	1958-06-16	—	6014215132	1243 Oak St, Minneapolis, MN, 55493	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424281	CLM	Adam Taylor	1958-11-06	UHC-10122-04	—	5074 Ocean Ave, Scottsdale, AZ, 85252	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-407248	CLM	Grace Hayes	—	UHC-70367-18	—	4935 Apache Blvd # 663, Orlando, FL, 32804	0.50	Name re-cased Date of birth missing Unit split from street Street suffix standardised+3 more
CLM-413352	CLM	Sarah M Kennedy	1998-07-05	—	—	5026 Hillcrest Rd, Mesa, AZ, 85286	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-423932	CLM	Sara I Wallace	1992-04-20	UHC-78913-28	9407614454	1117 Baseline Rd, Tempe, AZ, 85202	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-427632	CLM	Alan Evans	1941-03-07	UHC-27793-94	—	7622 Washington St # 140, Sacramento, CA, 95827	0.50	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+3 more
CLM-428436	CLM	Shirey Gordon	1945-10-15	UHC-16318-59	—	734 Park Pl, Los Angeles, CA, 90082	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422554	CLM	Frances Long	1959-08-23	—	—	3267 Park Pl, Tucson, AZ, 85763	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-400164	CLM	Charlotte Wheeler	—	UHC-02876-57	—	8961 Park Pl, Sacramento, CA, 95844	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-407527	CLM	Alice Yang	1997-02-18	UHC-22171-25	—	3250 Forest Ave, Sacramento, CA	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-421487	CLM	Victoria Vasquez	1951-10-26	UHC-89929-68	—	6241 Market St, Orlando, FL, 32879	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-402221	CLM	Kim Crawford	1995-10-25	—	—	3927 Ocean Ave Apt 12, Dallas, TX, 75218	0.50	Name re-cased Two-digit birth year Unit split from street City re-cased+3 more
CLM-428303	CLM	Brittany Moore	1952-10-22	—	6772650694	2008 Park Pl Apt 6, Atlanta, GA, 30323	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-424201	CLM	Jake Wood	1989-04-24	UHC-23540-39	—	1377 Willow Ct, Scottsdale, AZ, 85204	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-404992	CLM	Andrew Wooods	2001-06-02	UHC-24692-84	—	4197 Union St Apt 15, Eden Prairie, MN, 55336	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-430941	CLM	Michelle Bowman	1971-10-24	UHC-64949-34	—	7317 Oak St, Tampa, FL	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-411061	CLM	Priya P Rivera	1991-01-18	UHC-73259-41	6316768422	7262 Ocean Ave, Orlando, FL, 32880	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-429822	CLM	Ethan Munoz	1976-07-13	UHC-06062-99	—	866 Harbor Blvd Apt 28, Tucson, AZ, 85743	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-427288	CLM	Marcus Jensen	1968-07-11	UHC-67757-30	4988649885	2794 Pine Dr # 182, San Antonio, TX, 78242	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-415095	CLM	Nathan Burton	1997-10-09	UHC-04380-99	9856764577	3629 Union St # 220, Atlanta, GA, 30308	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418813	CLM	Mariana Ferguson	1992-09-24	UHC-69580-26	4095010491	3155 Pine Dr # 264, Jacksonville, FL, 32295	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-422191	CLM	Alexander Wells	1997-01-06	UHC-49517-10	—	5592 Broadway, Los Angeles, CA, 90067	0.50	Name re-cased Two-digit birth year Address re-cased City re-cased+3 more
CLM-408445	CLM	Bobby Jacobs	1942-09-25	UHC-37001-98	2949438631	1545 Jefferson Ave # 934, San Antonio, TX, 78285	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more

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