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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-428635	CLM	Christopher Young	1993-07-09	UHC-27607-79	3524015851	1866 Church St, Chandler, AZ, 85269	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407704	CLM	Natalie Singh	1946-01-04	UHC-94046-18	9673185402	1116 Market St Apt 23, Chandler, AZ, 85260	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419274	CLM	Kelly Espinoza	1989-05-10	—	8586021424	9183 Central Ave, Jacksonville, FL, 32286	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-419275	CLM	Kelly Espinoza	1989-05-10	—	8586021424	9183 Central Ave, Jacksonville, FL, 32286	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428335	CLM	Joyce Z Wong	1947-06-23	UHC-83210-22	9502079885	3082 Meadow Ln, San Diego, CA, 92164	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431601	CLM	Beverly Schultz	1981-07-09	—	—	627 Highland Ave, Dallas, TX, 75261	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-406324	CLM	Sara Carter	1945-03-08	UHC-19581-65	4575658982	4145 Lake View Rd, Phoenix, AZ, 85097	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-412820	CLM	Hiroshi Harvey	1985-11-11	—	5002212954	2083 Park Pl, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-420669	CLM	Roy Butler	1986-02-23	—	—	2332 Lake View Rd, Nashville, TN	0.64	Street suffix standardised Address re-cased ZIP missing Plan code upper-cased+2 more
CLM-408232	CLM	Olivia Stephens	—	—	—	2367 Desert Sky Blvd, San Diego, CA, 92136	0.64	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-400949	CLM	Heather I Lopez	1941-12-08	UHC-55811-29	5406316183	2352 Ridge Rd, Seattle, WA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-414838	CLM	Lawrence T Owens	—	—	—	2445 Grand Ave, Scottsdale, AZ, 85205	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-425899	CLM	Eric Robertson	2008-07-10	—	—	3096 Union St, Fresno, CA, 93766	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-402063	CLM	Kimberly Vazquez	1971-03-08	UHC-88315-80	2569427753	866 Maple Ave, Nashville, TN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427303	CLM	Tyler P Cole	1999-01-20	—	—	2050 Indian School Rd, Minneapolis, MN, 55486	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406892	CLM	Laura G Aguilar	1943-08-17	UHC-46548-44	2802655691	3684 Baseline Rd, Denver, CO, 80283	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-409820	CLM	Sofia Ward	1961-04-16	UHC-55808-79	—	6963 Desert Sky Blvd, Tucson, AZ, 85786	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424046	CLM	Henry Ross	1987-12-05	—	—	2139 Spring St, Tucson, AZ, 85788	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-409393	CLM	Mason Gracia	1938-08-04	UHC-80156-07	—	7806 Spring St, Austin, TX, 78702	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-422756	CLM	Arjun V Anderson	1985-07-05	UHC-56313-59	6009315274	9629 Mesa Dr, Plano, TX, 75045	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421398	CLM	Nathan Martin	1993-02-17	UHC-79747-51	3632210883	3231 Central Ave, Las Vegas, NV, 89120	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-419150	CLM	Eugene Bell	1961-02-08	—	3255385731	8207 Highland Ave, Las Vegas, NV, 89197	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414638	CLM	Hiroshi Gonzalez	1939-03-20	UHC-77778-93	7762634025	6699 Willow Ct, Scottsdale, AZ	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
CLM-405338	CLM	Frances Jensen	—	—	—	6699 Market St, San Diego, CA, 92101	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-430693	CLM	Lucia Goemz	—	UHC-42126-16	5283601314	5088 Union St, Gilbert, AZ, 85255	0.64	Date of birth unreadable Member ID reformatted City re-cased ZIP+4 trimmed+2 more
CLM-429616	CLM	Kevin Patel	—	UHC-81454-64	—	6854 Park Pl, Seattle, WA, 98140	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-414534	CLM	Patricya Wang	1950-08-14	UHC-99901-23	—	8628 Maple Ave, Plano, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414076	CLM	Christina Larson	1995-09-26	UHC-33882-58	—	7029 Market St, Las Vegas, NV, 89190	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
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-429857	CLM	Noah Campbell	1961-12-01	UHC-25272-68	3033863621	7910 Harbor Blvd, Orlando, FL, 32880	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-416725	CLM	Joyce Cole	—	—	4583720955	2045 Oak St, Fresno, CA, 93728	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+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-431465	CLM	Mary Munoz	1956-02-24	UHC-13183-92	—	6326 Hillcrest Rd, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-407311	CLM	Christopher B Cooper	1968-04-23	—	—	3094 Willow Ct, Columbus, OH	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
CLM-405365	CLM	Elijah A Brooks	1964-10-22	—	2769406433	2640 Baseline Rd, Orlando, FL, 32829	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429943	CLM	Patrick Sanders	2005-09-06	—	—	4835 Apache Blvd, San Diego, CA, 92193	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-405336	CLM	Henry Mitchell	1992-03-03	—	—	3105 Mountain View Dr, Columbus, OH, 43223	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425840	CLM	Laura Peterson	1998-11-12	UHC-01699-49	—	7718 Main St, Tempe, AZ, 85243	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429262	CLM	Nicholas Carr	1989-07-01	UHC-93074-69	9738314284	9452 Indian School Rd, Tucson, AZ, 85742	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-413379	CLM	Luis Peters	2000-12-01	UHC-99143-52	2296960258	4568 Cedar Ln, Austin, TX, 78737	0.64	Name re-cased Phone reformatted 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-422851	CLM	George Kelley	1982-01-24	UHC-50392-85	—	1386 Bayshore Dr, Gilbert, AZ, 85275	0.64	Member ID reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-422033	CLM	Brian Coleman	1948-01-28	UHC-17963-76	8497860912	4479 Ocean Ave, San Antonio, TX, 78252	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422531	CLM	Betty Johnston	1977-01-21	UHC-31784-85	6585984154	4534 Baseline Rd, Houston, TX, 77096	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-422393	CLM	Josh Payne	1938-09-03	UHC-40350-50	—	5146 Cedar Ln, Sacramento, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-422392	CLM	Josh Payne	1938-09-03	UHC-40350-50	—	5146 Cedar Ln, Sacramento, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-432674	CLM	Scott J Mills	1973-04-03	UHC-95658-73	—	5136 Desert Sky Blvd, Tampa, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410227	CLM	Loir Cooper	1954-12-05	—	—	7740 Washington St, Las Vegas, NV, 89191	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more

30,862 rows, page 144 of 618Previous Next