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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-420256	CLM	Joe Olson	1986-02-15	UHC-47916-67	—	8847 Market St # 779, Scottsdale, AZ	0.68	Unit split from street City re-cased ZIP missing Whitespace trimmed
CLM-429421	CLM	Austin Rogers	1986-07-06	UHC-96104-23	6477430493	7743 Sage Ct, San Antonio, TX	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
CLM-421341	CLM	Gloria Martinez	1959-09-01	UHC-12879-76	—	840 Central Ave # 941, Las Vegas, NV	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
CLM-427540	CLM	Jerry L Walsh	1980-03-10	UHC-90013-29	—	1562 Valley View Dr, Fresno, CA	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
CLM-426525	CLM	Raymond Carpenter	1968-04-14	UHC-37527-46	—	64 Palm Dr, Tucson, AZ	0.68	Date of birth reformatted ZIP missing Gender normalised Placeholder values cleared
CLM-411463	CLM	Austin Padilla	1938-07-03	UHC-50622-97	5313303332	2950 Desert Sky Blvd, Chandler, AZ	0.68	Date of birth reformatted Phone reformatted SSN last four extracted ZIP missing
CLM-403198	CLM	Brenda Estrada	1963-12-15	UHC-89999-03	—	8397 Canyon Rd, Tucson, AZ	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
CLM-403437	CLM	Nicole Sanders	1955-06-06	UHC-28472-75	—	329 Jefferson Ave, Columbus, OH	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
CLM-429496	CLM	Linda Hansen	1943-12-04	—	—	7747 Broadway, Scottsdale, AZ	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
CLM-426097	CLM	Daniielle Schultz	1914-07-01	UHC-73966-94	—	7494 Union St, Eden Prairie, MN	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-424726	CLM	Jerry Jordan	1997-06-11	UHC-64857-05	—	2771 Spring St # 470, Tempe, AZ	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
CLM-410931	CLM	Doris Simms	1987-06-10	UHC-19611-18	—	2883 Oak St, San Diego, CA	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing
CLM-417751	CLM	Heather S Pierce	1966-05-21	—	—	3017 Ocean Ave, Minneapolis, MN	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-410630	CLM	Sandra Murphy	1964-09-11	UHC-12223-14	—	6365 Highland Ave, San Antonio, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-420911	CLM	Chrisopher L Castro	2005-02-27	UHC-53454-40	3014325148	1841 Maple Ave, Las Vegas, NV	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-416803	CLM	Gloria Taylor	1976-08-26	UHC-31049-53	—	5571 Union St, Scottsdale, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-419606	CLM	Amy Flores	1947-08-22	—	—	8713 Willow Ct, Houston, TX	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
CLM-410674	CLM	Amanda Hunt	—	UHC-44646-26	—	88 Broadway, Jacksonville, FL	0.68	Date of birth unreadable City re-cased ZIP missing Placeholder values cleared
CLM-421382	CLM	Becky F Murray	2002-09-21	UHC-42228-14	5055545687	6746 Lake View Rd, San Antonio, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-407848	CLM	Amanda Peters	1967-11-03	UHC-92760-81	—	2524 Spring St, Minneapolis, MN	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-431615	CLM	Daniel Holmes	1953-11-18	UHC-72010-71	—	4543 Indian School Rd, Plano, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-432789	CLM	Nancy G Miller	1953-09-11	UHC-43773-54	7795003781	3880 Desert Sky Blvd, Dallas, TX	0.68	Phone reformatted ZIP missing Gender normalised Whitespace trimmed
CLM-406750	CLM	Jerry O Greene	1998-10-19	UHC-64557-68	—	8041 Highland Ave, San Diego, CA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-405823	CLM	Carolyn Luna	1947-05-20	UHC-73667-01	—	3808 Forest Ave, Chandler, AZ	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
CLM-401478	CLM	Mei Wells	1984-12-27	UHC-20975-64	—	7414 Forest Ave, Columbus, OH	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-416517	CLM	Christian Ferguson	1949-08-19	—	—	7562 Indian School Rd, Fresno, CA	0.68	Date of birth reformatted ZIP missing Gender normalised Placeholder values cleared
CLM-411324	CLM	Anthony Hall	1961-08-28	UHC-14093-94	2853727787	6150 Ridge Rd, San Diego, CA	0.68	Two-digit birth year Phone reformatted ZIP missing Placeholder values cleared
CLM-411335	CLM	Carol Lewis	1949-07-22	UHC-11461-87	—	2415 Lincoln Way, Las Vegas, NV	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-424762	CLM	Shirley Munoz	1962-10-06	UHC-28956-10	5358922463	9750 Sage Ct, Fresno, CA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-409285	CLM	Sandra Fox	1971-01-19	—	2352875157	8751 Washington St, Las Vegas, NV	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
CLM-403713	CLM	Diana Meeyer	—	UHC-82280-75	9075198026	5374 Sunset Blvd, Tucson, AZ	0.68	Date of birth unreadable Phone reformatted ZIP missing Placeholder values cleared
CLM-427642	CLM	Shirley Simpson	1987-07-05	—	—	873 Willow Ct, Eden Prairie, MN	0.68	Phone missing area code ZIP missing Whitespace trimmed Placeholder values cleared
CLM-422031	CLM	Julie Flores	2005-12-02	—	—	354 Lake View Rd, Orlando, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-423258	CLM	Mark Howell	2000-01-15	—	—	8095 Bayshore Dr, San Diego, CA	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
CLM-418702	CLM	Paul Martinez	1953-03-19	—	8315175723	2801 Grand Ave, Fresno, CA	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
CLM-406406	CLM	Marcus Munoz	1972-08-23	UHC-39935-89	—	1896 Baseline Rd, Orlando, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-410326	CLM	Brian W Roberts	—	UHC-10708-73	—	4456 River Rd, Tucson, AZ	0.68	Date of birth missing ZIP missing Whitespace trimmed Placeholder values cleared
CLM-413977	CLM	Lisa Garrett	1941-11-08	—	—	4103 Sage Ct, Houston, TX	0.68	SSN last four extracted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-429921	CLM	Richard Hall	1969-05-12	—	—	9227 Camelback Rd, Las Vegas, NV	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
CLM-406204	CLM	Nicole Snyder	1950-01-09	—	—	1353 Elm St, Columbus, OH	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-414658	CLM	Sandra Taylor	2006-11-26	UHC-73410-51	—	93 Church St, Austin, TX	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
CLM-417349	CLM	Diana Bell	1949-01-04	UHC-46851-26	—	6694 Canyon Rd, San Diego, CA	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
CLM-427824	CLM	Donna Ramos	1995-10-06	—	—	7499 Baseline Rd Apt 27, Tempe, AZ	0.68	Unit split from street ZIP missing Whitespace trimmed Placeholder values cleared
CLM-427825	CLM	Donna Ramos	1995-10-06	—	—	7499 Baseline Rd Apt 27, Tempe, AZ	0.68	Unit split from street ZIP missing Whitespace trimmed Placeholder values cleared
CLM-419545	CLM	Zachary Evans	1988-09-27	—	—	724 Forest Ave, Scottsdale, AZ	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
CLM-422994	CLM	Betty G Gomez	1977-06-09	UHC-79259-25	—	347 Main St, Tampa, FL	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
CLM-429220	CLM	Aisha Larson	1949-09-22	—	—	3250 Broadway, Eden Prairie, MN	0.68	SSN last four extracted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-420082	CLM	Luis Kelley	2000-06-18	UHC-29471-91	5329500163	2091 Pine Dr, Eden Prairie, MN	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-424140	CLM	Sofia Walker	1997-10-01	—	—	3784 Oak St, Mesa, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-426339	CLM	Eugene C Grant	1972-01-10	—	—	680 Sage Ct, Chandler, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared

2,072 rows, page 32 of 42Previous Next