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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-410325	CLM	Keith Torres	—	UHC-89886-91	—	8102 Main St, Houston, TX, 77018	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
CLM-405096	CLM	Marilyn Romero	1954-08-02	UHC-22595-40	5559000569	2973 Main St, Eden Prairie, MN, 55338	0.50	Name split from “Last, First”Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-430741	CLM	Samantha Payne	2001-06-24	UHC-99063-40	—	4292 Washington St, Gilbert, AZ, 85200	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-431609	CLM	Carolyn Flores	1964-05-16	—	—	2384 Apache Blvd Apt 34, Los Angeles, CA, 90037	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-406812	CLM	Vincent Lewis	1977-02-13	UHC-59903-89	7694508550	7484 Bayshore Dr, Glendale, AZ	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted ZIP missing+3 more
CLM-400293	CLM	Valentina Austin	1980-11-05	UHC-16705-36	4258931839	6663 Highland Ave, Gilbert, AZ	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428168	CLM	Kevin D Matthews	1966-08-15	UHC-84075-27	—	6609 Mesa Dr, Houston, TX, 77074	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425309	CLM	Arthur Carter	1953-09-20	UHC-46569-38	—	7582 Washington St, Chandler, AZ, 85272	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-421241	CLM	Weber K Frances	1963-02-15	UHC-72878-47	—	4716 Camelback Rd Apt 35, Los Angeles, CA, 90013	0.50	Name re-cased Two-digit birth year Unit split from street State name converted to code+3 more
CLM-429983	CLM	Julie Romero	—	—	—	5486 Central Ave, Nashville, TN, 37292	0.50	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-402891	CLM	Grace Hawkins	1938-07-27	UHC-70840-06	—	1559 Willow Ct, Fresno, CA, 93701	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-419254	CLM	Christopher Perkins	1980-12-20	—	9087919382	8198 Baseline Rd Apt 6, Scottsdale, AZ, 85256	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-414474	CLM	Jean Marquez	1976-10-18	UHC-24571-43	5258996880	5307 Desert Sky Blvd # 337, Columbus, OH, 43220	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429239	CLM	Sandra Brown	2005-02-05	UHC-38120-34	—	4287 Central Ave, Mesa, AZ, 85278	0.50	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
CLM-404414	CLM	Wayne Johnson	—	UHC-32196-12	6187317426	4894 Palm Dr, Charlotte, NC, 28222	0.50	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-420625	CLM	Doris Hatr	1999-03-26	UHC-42027-01	—	793 Lake View Rd # 378, Eden Prairie, MN, 55388	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-416710	CLM	Logan Green	1972-01-18	—	5134467856	32 Willow Ct # 353, Chandler, AZ, 85266	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413560	CLM	Cheryl Ward	1986-10-26	—	—	1170 Spring St, Nashville, TN	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
CLM-407292	CLM	Joyce Thompson	1952-02-17	—	—	2819 Pine Dr, Fresno, CA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425964	CLM	Ashley Bryant	2006-10-04	UHC-46537-83	5536107150	7372 Pine Dr Apt 13, Miami, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-419434	CLM	Jonathan Q Silva	2006-05-10	UHC-97068-21	—	8190 Cedar Ln, Fresno, CA, 93752	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-431016	CLM	Randy Bishop	1982-05-13	UHC-81792-57	—	7863 Oak St, Tempe, AZ	0.50	Name re-cased Date of birth reformatted State name converted to code ZIP missing+3 more
CLM-428236	CLM	Diane Little	1956-02-14	UHC-00503-91	—	9056 Washington St # 639, Orlando, FL, 32845	0.50	Unit split from street Street suffix standardised Address re-cased Gender normalised+3 more
CLM-431038	CLM	Jeremy Dominguez	1972-02-12	UHC-31668-79	9689135832	8548 Hillcrest Rd, Mesa, AZ	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-409201	CLM	Evelyn Kelley	1980-04-19	UHC-08989-78	—	7191 Park Pl, Nashville, TN	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417429	CLM	Maria Jenkins	1941-07-28	UHC-97871-08	—	771 Ridge Rd, Denver, CO, 80202	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-429041	CLM	Mei Thompson	1980-10-20	UHC-34224-49	7002522355	3545 Harbor Blvd, San Antonio, TX, 78232	0.50	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+3 more
CLM-404556	CLM	Sean Moreno	1989-08-28	UHC-94786-19	—	8250 Elm St Apt 4, San Diego, CA, 92188	0.50	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+3 more
CLM-413067	CLM	Stephen Montgumery	1975-11-13	UHC-57923-64	—	2336 Church St, Dallas, TX, 75219	0.50	Phone missing area code Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-409806	CLM	Helen Alexander	—	—	3625748619	7137 Cedar Ln, Nashville, TN, 37262	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-420742	CLM	Carl Banks	1980-11-20	UHC-01367-28	—	6504 Mountain View Dr Apt 25, Minneapolis, MN, 55467	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-416559	CLM	Jacck Bowman	1940-04-17	—	3062909753	8293 Washington St Apt 11, Gilbert, AZ, 85205	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-417097	CLM	Hannah Graham	2005-01-26	UHC-42390-49	—	3757 Meadow Ln, Eden Prairie, MN, 55364	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-400896	CLM	Lori C Dixon	—	UHC-20645-16	—	2347 Sunset Blvd, Plano, TX	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-422818	CLM	Sfoia P Rodriguez	1941-08-23	UHC-80555-02	9885105438	5934 Harbor Blvd, Atlanta, GA, 30349	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-414104	CLM	Amanda U Shaw	1966-03-05	UHC-91321-72	—	7331 Washington St, Columbus, OH, 43256	0.50	Phone missing area code Street suffix standardised Address re-cased City re-cased+3 more
CLM-420943	CLM	Russell Bell	2006-04-02	UHC-91116-58	2987968758	2688 Jefferson Ave, Atlanta, GA, 30380	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
CLM-408298	CLM	Jean White	1946-10-19	—	—	546 Desert Sky Blvd # 990, Los Angeles, CA, 90096	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-430704	CLM	Ahmmed A Cooper	1942-03-08	UHC-91936-31	—	8482 Valley View Dr, Los Angeles, CA	0.50	Street suffix standardised Address re-cased ZIP missing Gender normalised+3 more
CLM-421661	CLM	Heather F Duncan	1946-05-05	—	7939881837	7012 Central Ave, Mesa, AZ, 85231	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-428030	CLM	Ralph Lee	—	—	—	9298 Oak St # 834, San Antonio, TX, 78272	0.50	Name re-cased Date of birth missing Unit split from street Street suffix standardised+3 more
CLM-406499	CLM	Barbara Lynch	1958-02-01	UHC-29653-61	—	8824 Maple Ave, Austin, TX, 78742	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-428338	CLM	Elizabeth Dean	—	UHC-02330-44	—	2775 Harbor Blvd, Glendale, AZ, 85372	0.50	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
CLM-404648	CLM	Mary Wilson	2008-01-16	—	—	5888 Canyon Rd # 670, Los Angeles, CA, 90079	0.50	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+3 more
CLM-413628	CLM	Keith Banks	—	—	4206415138	8804 Camelback Rd, Las Vegas, NV, 89171	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-413025	CLM	Kayla Gardner	1947-02-13	UHC-87728-37	—	9879 Elm St, Jacksonville, FL, 32278	0.50	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-423022	CLM	Carl N Barnes	1952-12-04	UHC-59895-58	6492358260	6835 River Rd # 953, San Antonio, TX	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-404277	CLM	Virginia H Ross	1944-06-04	UHC-66259-56	4014827608	8604 Maple Ave, Tempe, AZ, 85297	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-430466	CLM	Joyke Sanders	1972-01-18	—	6839567999	566 Union St # 641, Las Vegas, NV, 89177	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-428959	CLM	Robert Carter	1978-08-07	—	—	1465 Ocean Ave, Eden Prairie, MN, 55337	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more

18,771 rows, page 26 of 376Previous Next