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

Provider network, 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
PRV-25842	PRV	Olivai Arnold	1940-05-23	—	—	824 Forest Ave, Plano, TX, 75049	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-28675	PRV	Richard Carpenter	1973-01-14	—	7212280784	1751 Elm St, Fresno, CA, 93766	0.66	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+1 more
PRV-23063	PRV	Carol Hart	1945-05-28	UHC-35612-34	—	7981 Pine Dr, Austin, TX, 78789	0.66	Date of birth reformatted SSN last four extracted State name converted to code Email lower-cased+1 more
PRV-25258	PRV	Robert Palmer	1977-11-13	—	8903221400	2089 Ocean Ave, Miami, FL	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-20578	PRV	Hill Joyce	1955-12-15	—	4304080892	4645 Park Pl, Scottsdale, AZ, 85281	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-21474	PRV	Janice Cox	1955-09-19	UHC-66627-67	4294239462	6590 Elm St, Eden Prairie, MN, 55304	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
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
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
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
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
PRV-25112	PRV	Martha Henderson	2008-10-26	—	3896377268	6710 Washington St, Minneapolis, MN	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
PRV-20710	PRV	Grace Mills	1984-07-03	UHC-19336-64	2662329785	1298 Main St, Tempe, AZ, 85217	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-28521	PRV	Luis Blakc	1993-12-20	—	8653941391	6457 Broadway # 676, Tempe, AZ, 85276	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
PRV-22099	PRV	Jeffrey Roberts	1942-04-13	—	—	2278 Hillcrest Rd, Gilbert, AZ, 85274	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-28591	PRV	John F Bell	1979-07-03	—	3126068312	4113 Market St # 328, Tucson, AZ, 85785	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
PRV-28697	PRV	Gloria Martin	1989-09-15	UHC-38570-43	6596731875	6216 Canyon Rd, Miami, FL, 33155	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
PRV-22380	PRV	Thomas Espinoza	1980-07-04	UHC-83698-81	—	8979 Market St, Eden Prairie, MN, 55302	0.68	Phone missing area code State name converted to code Whitespace trimmed Placeholder values cleared
PRV-29159	PRV	Brandon Z Johnson	1987-01-18	UHC-07574-46	2287249230	3554 Park Pl Apt 25, Tucson, AZ, 85738	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
PRV-28623	PRV	Branndon Davis	1984-01-06	UHC-42245-62	—	1491 Jefferson Ave, Glendale, AZ, 85371	0.68	City re-cased State name converted to code Gender normalised Placeholder values cleared
PRV-23702	PRV	Madison Richards	1946-11-09	—	4209473320	4785 Cedar Ln, Gilbert, AZ, 85276	0.68	Phone reformatted State name converted to code Gender normalised Placeholder values cleared
PRV-26388	PRV	SantiagoJunk	1972-01-21	—	2417300455	172 Jefferson Ave, Glendale, AZ, 85363	0.68	Phone reformatted State name converted to code Placeholder values cleared No usable name (quarantined)
PRV-26643	PRV	Sofia Hicks	1952-05-23	—	9537066447	1685 Church St, Phoenix, AZ, 85060	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-26536	PRV	Pamela I Lucas	1970-12-01	—	2927828982	1073 Church St, Las Vegas, NV, 89186	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-24620	PRV	Bradley X Vazquez	1989-07-07	UHC-39551-61	3979479721	1527 Cedar Ln, Plano, TX, 75044	0.68	Two-digit birth year Phone reformatted State name converted to code Placeholder values cleared
PRV-24191	PRV	Stephen B Hayes	1945-03-09	—	—	5994 Willow Ct, Scottsdale, AZ, 85264	0.68	Two-digit birth year City re-cased State name converted to code Placeholder values cleared
PRV-26659	PRV	Susan Richards	1983-02-21	UHC-61678-33	9686807594	7732 Mountain View Dr, Tempe, AZ, 85246	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-20758	PRV	Ruth Vargas	2001-04-09	—	8469270847	7794 Union St, Glendale, AZ	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
PRV-24837	PRV	Camila Vargas	2001-07-17	—	4423890275	4897 Main St, Dallas, TX, 75294	0.68	Two-digit birth year Phone reformatted State name converted to code Placeholder values cleared
PRV-26465	PRV	Rachel Y Flores	2001-04-19	—	—	3695 Maple Ave, Houston, TX, 77045	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-27724	PRV	Abigail Gibson	1947-09-22	UHC-96128-02	5025596398	8715 Mesa Dr, Dallas, TX, 75239	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-27966	PRV	Priya Coleman	1979-02-22	UHC-29997-83	3317127738	8189 Canyon Rd, Phoenix, AZ, 85027	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
PRV-20450	PRV	Janice Rice	1938-12-26	UHC-09502-63	—	8888 Palm Dr, Tucson, AZ	0.68	City re-cased State name converted to code ZIP missing Placeholder values cleared
PRV-27978	PRV	Isabella Patel	2001-11-25	UHC-65359-86	8426531571	9684 Ocean Ave, Fresno, CA, 93741	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-27945	PRV	Bryan Castro	1947-12-01	—	6855991484	3934 Central Ave, Dallas, TX, 75200	0.68	Two-digit birth year Phone reformatted State name converted to code Placeholder values cleared
PRV-26103	PRV	Willie Yang	1983-02-18	—	7384718551	3924 Jefferson Ave, Miami, FL, 33137	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-26677	PRV	Dylan R Ramos	1961-07-22	—	—	1058 Sunset Blvd, Atlanta, GA, 30336	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-22891	PRV	Keith Day	1998-05-16	UHC-81898-71	2253257916	6826 Sunset Blvd, San Antonio, TX, 78232	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-29353	PRV	Lauren Miller	1991-09-18	—	—	1142 River Rd, Denver, CO, 80281	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
PRV-24104	PRV	Walter Flores	1966-11-05	—	4604772449	4809 Bayshore Dr, Austin, TX, 78778	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-29552	PRV	Wei Mason	1982-09-01	—	5504373701	9839 Palm Dr # 990, Seattle, WA, 98103	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
PRV-22856	PRV	Kimberly Hernandez	1979-10-17	—	7288066834	1697 Desert Sky Blvd, Chandler, AZ, 85254	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
PRV-20861	PRV	Nicholas Roberts	1977-11-15	UHC-36764-94	3723946636	5876 Pine Dr, San Diego, CA	0.70	State name converted to code ZIP missing Placeholder values cleared
PRV-28030	PRV	Kim A Baker	1987-10-13	UHC-95208-72	4827714425	6304 Camelback Rd, Seattle, WA	0.70	State name converted to code ZIP missing Placeholder values cleared
PRV-27948	PRV	Mary T Gibson	2003-10-10	UHC-23222-22	2763901042	4420 Desert Sky Blvd, Atlanta, GA, 30339	0.70	Street suffix standardised Address re-cased State name converted to code
PRV-24538	PRV	Mariana R Valdez	1982-11-22	UHC-75813-69	—	1961 Apache Blvd, Dallas, TX	0.70	State name converted to code ZIP missing Placeholder values cleared
PRV-28889	PRV	Charles Butler	1963-10-19	UHC-33196-93	8462801030	7058 Central Ave, Miami, FL, 33187	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
PRV-21081	PRV	Fatima Green	1971-01-19	UHC-56858-96	8975855235	764 River Rd, Minneapolis, MN, 55442	0.74	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
PRV-26539	PRV	Bobby Sandoval	1957-04-03	UHC-01331-40	6909516499	8910 Harbor Blvd, Charlotte, NC, 28245	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-27039	PRV	Anna Carpenter	1976-07-20	—	2977720124	7255 Ridge Rd, Phoenix, AZ, 85098	0.74	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
PRV-28128	PRV	Donald T Howard	1993-03-21	UHC-66385-91	6526879852	2317 Lake View Rd, Scottsdale, AZ, 85241	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more

926 rows, page 15 of 19Previous Next