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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-412774	CLM	Walter Ward	1961-05-09	—	6892205367	8712 Main St # 960, Sacramento, CA, 95896	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422301	CLM	Kimberly Armstrong	1969-10-12	—	—	5404 Maple Ave # 112, Sacramento, CA, 95897	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-417917	CLM	Donald G Fernandez	1956-09-28	UHC-09849-83	8946283124	1413 Meadow Ln Apt 36, Tucson, AZ, 85793	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-417918	CLM	Donald G Fernandez	1956-09-28	UHC-09849-83	8946283124	1413 Meadow Ln Apt 36, Tucson, AZ, 85793	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421085	CLM	Rebecca Carlson	1983-06-12	UHC-32126-56	7406823635	3457 Bayshore Dr Apt 27, Chandler, AZ, 85242	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-419502	CLM	Larry Banks	1947-05-21	UHC-47014-15	—	7288 Mesa Dr Apt 29, Sacramento, CA, 95840	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413117	CLM	Anthony Johnston	1976-01-26	UHC-39804-89	2375899084	6353 Cedar Ln # 964, Tampa, FL, 33619	0.64	Name split from “Last, First”Member ID reformatted Unit split from street State code upper-cased+2 more
CLM-407179	CLM	Kathleen Silva	1997-10-04	—	6834748801	3778 Church St Apt 4, Glendale, AZ, 85382	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-413414	CLM	Pamela Tran	2004-09-25	—	—	8893 Grand Ave Apt 36, Glendale, AZ, 85332	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418906	CLM	Austin Li	1962-04-04	UHC-41620-28	—	3597 Spring St # 140, Plano, TX, 75029	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-424584	CLM	Alexander Moore	1977-02-04	—	—	6873 Pine Dr Apt 39, Scottsdale, AZ, 85215	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417603	CLM	Arthur Gibson	1982-09-25	UHC-31926-06	—	6998 Cedar Ln Apt 33, Austin, TX	0.66	Unit split from street City re-cased ZIP missing Whitespace trimmed+1 more
CLM-421258	CLM	Dot M Bradley	1952-09-12	—	—	634 Canyon Rd # 238, Seattle, WA, 98100	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+1 more
CLM-432205	CLM	Marc V Allen	1984-07-06	—	7872124274	474 Harbor Blvd Apt 5, Eden Prairie, MN, 55391	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-408407	CLM	Ana Gray	1969-02-06	UHC-67181-46	6554210090	887 Mountain View Dr # 367, Sacramento, CA, 95812	0.66	Name re-cased Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-400469	CLM	Virginia Gibson	1959-11-11	UHC-43822-84	2536849939	2972 Jefferson Ave Apt 22, Orlando, FL, 32886	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-415316	CLM	Sara K Scott	1958-06-18	—	—	9443 Broadway # 572, Tempe, AZ, 85270	0.66	Unit split from street Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-409446	CLM	Joan Moore	1972-11-12	—	—	5224 Grand Ave Apt 15, Scottsdale, AZ, 85236	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-404559	CLM	David Daniels	2001-05-25	—	—	9352 Maple Ave Apt 6, Houston, TX, 77043	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-411550	CLM	Gbariel T Nguyen	1949-04-25	UHC-08946-13	—	5009 Jefferson Ave Apt 29, Chandler, AZ, 85212	0.66	Unit split from street City re-cased State name converted to code Whitespace trimmed+1 more
CLM-401099	CLM	Martha Padilla	1940-01-26	UHC-51567-53	—	3228 River Rd Apt 22, Tempe, AZ, 85202	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-416623	CLM	Wayne Bailey	2007-07-10	UHC-22905-01	7077290054	8816 Forest Ave # 794, Phoenix, AZ, 85017	0.66	Name split from “Last, First”Unit split from street City re-cased Plan code upper-cased+1 more
CLM-415652	CLM	Thheresa Young	1940-01-10	UHC-74149-85	—	97 Broadway Apt 2, Sacramento, CA, 95843	0.66	Date of birth reformatted Unit split from street Address re-cased ZIP+4 trimmed+1 more
CLM-407772	CLM	Brian M Wang	—	—	—	2019 Valley View Dr Apt 10, Eden Prairie, MN, 55356	0.66	Name re-cased Date of birth unreadable Unit split from street Whitespace trimmed+1 more
CLM-424621	CLM	Jack Austin	1950-04-20	UHC-01081-09	—	6937 Union St Apt 39, Orlando, FL, 32834	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-403160	CLM	Diana Reid	2000-02-01	—	—	9358 Desert Sky Blvd Apt 25, Sacramento, CA, 95844	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-428839	CLM	Samantha Bell	1970-12-02	—	6409890536	5505 Church St # 843, Tampa, FL, 33695	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-410190	CLM	Gabriel Ward	1972-06-13	—	—	2708 River Rd # 202, Austin, TX, 78738	0.66	Date of birth reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405603	CLM	Raymond Gardner	1948-01-19	—	—	1331 Indian School Rd # 254, Scottsdale, AZ, 85260	0.66	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+1 more
CLM-402783	CLM	Wei C Carlson	1949-12-04	—	6729008203	3604 Hillcrest Rd Apt 18, Glendale, AZ, 85302	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-424592	CLM	Paul Estrada	1983-07-26	UHC-63153-81	—	5930 Ridge Rd Apt 23, Seattle, WA, 98113	0.66	Unit split from street City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-431765	CLM	Dylan H Alexander	2003-08-15	UHC-29580-17	—	4658 Valley View Dr # 324, Los Angeles, CA, 90028	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-427117	CLM	Gabriel Gonzalez	1939-10-10	UHC-48725-02	7556039946	2465 Central Ave # 885, Orlando, FL, 32877	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-431676	CLM	Sophia Jacobs	1941-04-15	UHC-74205-24	2473106664	8862 Bayshore Dr # 497, Mesa, AZ, 85209	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-411944	CLM	Russell Montgomery	1939-05-18	UHC-52136-18	9443287899	1323 Elm St # 996, Tampa, FL, 33654	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-417818	CLM	Ralph Gibson	1987-03-21	—	5698447571	2194 Baseline Rd Apt 31, Miami, FL, 33143	0.66	Two-digit birth year Unit split from street City re-cased State code upper-cased+1 more
CLM-417035	CLM	Laura Diaz	1949-03-22	UHC-36829-61	7755329350	3940 Bayshore Dr # 785, Phoenix, AZ, 85099	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-405783	CLM	Doris Robertson	1951-03-03	—	6268173802	1581 Canyon Rd # 667, Houston, TX, 77097	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-414056	CLM	Amanda Chapman	1950-09-03	UHC-94916-77	7667875967	6464 Maple Ave # 624, Miami, FL, 33137	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-422237	CLM	Joseph Daniels	1995-07-13	—	—	9477 Bayshore Dr # 821, Phoenix, AZ, 85037	0.66	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+1 more
CLM-414386	CLM	Kayla Flores	1968-07-09	—	3267404190	9041 Central Ave # 308, Eden Prairie, MN, 55309	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-411982	CLM	Christian Fuller	1993-07-18	—	—	7702 Harbor Blvd Apt 39, Minneapolis, MN, 55431	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-411594	CLM	Allen Amanda	1954-10-20	—	—	4736 Lake View Rd Apt 34, San Diego, CA, 92196	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-408971	CLM	Meyer Diego	1940-12-11	—	—	7254 Sunset Blvd # 940, Seattle, WA	0.66	Name re-cased Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-409944	CLM	Gerald Carpenter	1978-05-07	—	—	6030 Meadow Ln # 400, Tucson, AZ, 85772	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-416914	CLM	Liz Gordon	1967-02-14	—	3406277333	4061 Camelback Rd Apt 5, Miami, FL, 33161	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-432058	CLM	Randy M Gonzalez	1951-05-02	—	7466478219	7743 Meadow Ln Apt 22, Denver, CO, 80213	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-426705	CLM	Gregory Palmer	1975-11-04	UHC-49414-59	—	7816 Apache Blvd Apt 34, Chandler, AZ, 85209	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-423150	CLM	Willie Washington	1952-03-19	UHC-96039-67	6058602454	893 Sunset Blvd Apt 21, Seattle, WA, 98147	0.66	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-401341	CLM	Catherine Ellis	1939-12-19	—	—	3991 Park Pl Apt 38, Chandler, AZ, 85202	0.66	Name re-cased Unit split from street State code upper-cased Gender normalised+1 more

2,038 rows, page 26 of 41Previous Next