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

All sources, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-427822	CLM	Jean Phillips	1983-12-07	UHC-92483-07	—	1926 Cedar Ln, Gilbert, AZ, 85242	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-50696	TPA	Douglas Shaw	2007-05-05	—	—	2059 Valley View Dr, Charlotte, NC, 28285	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-124945	ENR	Helen Jimenez	1975-09-22	UHC-73267-49	—	6644 Mesa Dr, Fresno, CA, 93797	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-427198	CLM	Olivia Maldonado	1958-04-09	—	8287953425	7572 Desert Sky Blvd, Miami, FL	0.66	Phone reformatted City re-cased State name converted to code ZIP missing+1 more
ENR-134443	ENR	Donald Morales	1965-12-15	UHC-67538-62	—	9049 Ridge Rd, Atlanta, GA, 30395	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-417768	CLM	Susan Burns	2000-04-10	—	—	6673 Cedar Ln, Tampa, FL, 33655	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-129874	ENR	Samuel M Garcia	2006-02-21	UHC-77843-57	7815273672	6719 Pine Dr, Minneapolis, MN, 55443	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-424639	CLM	Chalres Griffin	2003-10-08	UHC-79368-12	—	6431 Oak St, Eden Prairie, MN, 55384	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-53603	TPA	Madison W Lopez	1970-08-17	—	—	3579 Willow Ct, Miami, FL, 33104	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-59800	TPA	Noah Woods	1969-10-02	—	—	3225 Church St, Glendale, AZ, 85337	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-103625	ENR	Elizabeth Porter	1971-02-24	UHC-31356-88	4268497332	4206 Indian School Rd, Gilbert, AZ, 85274	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
CLM-411500	CLM	Jack Clark	1957-06-05	UHC-74308-55	—	6822 Harbor Blvd, Atlanta, GA	0.68	Date of birth reformatted State name converted to code ZIP missing Placeholder values cleared
TPA-59826	TPA	Jack A Riley	1986-05-12	—	—	9899 Park Pl # 841, Phoenix, AZ, 85010	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
CLM-417676	CLM	Christopher Johnson	1938-01-19	—	—	8530 Cedar Ln, Minneapolis, MN, 55412	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-111393	ENR	Cole Amanda	1965-07-03	UHC-99435-72	2735283878	4164 Broadway, Sacramento, CA, 95819	0.68	Date of birth reformatted Phone reformatted State name converted to code Gender normalised
PRV-29115	PRV	Theresa Bradley	1954-11-05	UHC-33427-48	2894178886	8604 Forest Ave, Sacramento, CA, 95810	0.68	Phone reformatted State name converted to code Gender normalised Placeholder values cleared
CLM-416827	CLM	Melissa Daniels	1998-01-01	UHC-79454-55	—	7050 Lincoln Way # 530, Los Angeles, CA, 90070	0.68	Date of birth reformatted Unit split from street State name converted to code Placeholder values cleared
CLM-401409	CLM	Laura M Young	1995-05-27	UHC-15182-93	—	7598 Meadow Ln, Gilbert, AZ, 85258	0.68	SSN last four extracted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-425029	CLM	Russell Moore	1962-03-14	UHC-97911-12	—	5932 Bayshore Dr, Orlando, FL, 32870	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-425030	CLM	Russell Moore	1962-03-14	UHC-97911-12	—	5932 Bayshore Dr, Orlando, FL, 32870	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-429630	CLM	Amber Banks	1975-11-16	—	5278166212	2815 Lincoln Way # 936, Fresno, CA, 93792	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
TPA-62227	TPA	Stephen Davis	1963-12-19	—	6675426757	4730 Washington St, Las Vegas, NV, 89174	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-106053	ENR	Bruce V Sanders	1940-02-17	UHC-94599-53	6059793602	1364 Bayshore Dr, Tampa, FL, 33671	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-409580	CLM	Adam Li	1959-01-03	—	5296501946	9474 Union St, Atlanta, GA, 30353	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-139909	ENR	Jessica A George	1949-12-04	UHC-93474-84	7059467008	5100 Valley View Dr, Seattle, WA, 98142	0.68	Middle initial moved out of first name Date of birth reformatted Phone reformatted State name converted to code
ENR-137977	ENR	Cynthia Weber	1989-03-13	UHC-51670-82	6978675698	37 Elm St, Tampa, FL, 33648	0.68	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code
CLM-412020	CLM	Timothy Z Young	1949-07-22	—	8006714748	2331 Jefferson Ave, Tampa, FL, 33656	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
CLM-417158	CLM	Michael Robinson	1959-07-08	UHC-13400-89	7287525166	55 Union St, Orlando, FL, 32839	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-417159	CLM	Michael Robinson	1959-07-08	UHC-13400-89	7287525166	55 Union St, Orlando, FL, 32839	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-424101	CLM	Brenda K Loepz	1990-02-18	UHC-93886-29	—	8704 Lincoln Way, Mesa, AZ, 85233	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-128943	ENR	Hiroshi Nunez	1967-05-09	UHC-58279-98	2406932640	1799 Palm Dr, Nashville, TN, 37219	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-140006	ENR	Morrison Hannah	1983-07-12	UHC-56979-48	4438803052	3111 Grand Ave, Austin, TX, 78728	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
ENR-126754	ENR	Mateo Vega	1939-06-18	UHC-55251-71	8334717898	1666 Desert Sky Blvd, Scottsdale, AZ	0.68	Phone reformatted State name converted to code ZIP missing Placeholder values cleared
CLM-412422	CLM	Kenneth George	1945-10-13	UHC-44938-15	—	8887 Pine Dr, Tucson, AZ, 85749	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
CLM-422288	CLM	Martha Z Parker	1991-09-26	UHC-73620-42	—	236 Market St, Glendale, AZ, 85347	0.68	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code
CLM-411156	CLM	Dylan Palmer	2003-10-15	UHC-54824-76	8592910532	2321 Mesa Dr, Chandler, AZ, 85278	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
CLM-425618	CLM	Philip White	1992-10-23	UHC-56598-37	—	208 Washington St, Gilbert, AZ, 85280	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
PRV-26208	PRV	Ana Hamilton	—	UHC-11133-36	2183834671	176 Baseline Rd, Las Vegas, NV, 89121	0.68	Date of birth missing State name converted to code Whitespace trimmed Placeholder values cleared
CLM-409023	CLM	Maria Q Hansen	1939-04-07	—	—	1426 Washington St, Seattle, WA, 98139	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-126784	ENR	Eugene Cole	1939-11-07	UHC-83421-32	8508837504	2170 Hillcrest Rd, Los Angeles, CA, 90081	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
PRV-23527	PRV	Sean Fuller	1986-08-24	UHC-36745-76	9424263366	8628 Spring St, Charlotte, NC, 28200	0.68	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code
ENR-102936	ENR	Vincent Z Mendez	1961-01-26	UHC-37352-01	3446714778	721 Sunset Blvd, Mesa, AZ, 85220	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-403759	CLM	Jonathan Valdez	1938-07-06	UHC-09612-40	4458108877	1279 Bayshore Dr, Nashville, TN, 37286	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-112400	ENR	Kenneth F Stewart	2003-04-08	UHC-91857-26	2539247268	333 Jefferson Ave, Atlanta, GA, 30389	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed
ENR-126778	ENR	Nicholas Jones	1987-04-25	UHC-74859-20	3296739739	2080 Valley View Dr, Nashville, TN, 37271	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-111121	ENR	Denise O Gordon	1992-06-04	UHC-12890-38	9232226495	4219 Lincoln Way, Sacramento, CA, 95814	0.68	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased
ENR-136331	ENR	Hannah O Ortaga	1986-08-15	—	—	8983 Sunset Blvd, Nashville, TN, 37253	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-101464	ENR	Stephen T Burns	1972-01-19	UHC-47911-67	4254694421	6488 Spring St, Denver, CO, 80276	0.68	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed
PRV-21979	PRV	Ruth Mason	1990-01-14	—	7558012230	2577 Maple Ave, Eden Prairie, MN, 55381	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-116431	ENR	George J Larson	1964-08-18	UHC-26066-39	4079564256	4673 Park Pl, Los Angeles, CA, 90047	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared

9,084 rows, page 135 of 182Previous Next