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 “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
PRV-28947	PRV	Wei Rojas	1959-03-01	UHC-02111-50	4474536178	—	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
PRV-27771	PRV	Priya Vldez	1977-12-20	—	9829299460	6896 Canyon Rd, Plano, TX, 75033	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25982	PRV	Arthur I Espinoza	1991-10-23	—	5154727968	2783 Market St # 919, Gilbert, AZ, 85284	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-25793	PRV	Laura Evans	1969-02-08	UHC-98868-67	—	2369 Bayshore Dr, Dallas, TX, 75253	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-24517	PRV	Mariana H Harrison	2007-03-03	UHC-02249-15	5877232833	5365 Union St, Glendale, AZ, 85337	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
PRV-22517	PRV	Bobby Dominguez	2005-12-21	—	8704841361	1263 Canyon Rd, Dallas, TX, 75265	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-25810	PRV	Anna Fowler	2001-05-23	UHC-90627-10	—	4001 Harbor Blvd, Nashville, TN, 37245	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25846	PRV	Jesse Pena	1982-07-12	—	—	9522 Oak St, Las Vegas, NV, 89171	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23252	PRV	Kayla Olson	1988-07-18	UHC-13448-68	7559313985	1392 Grand Ave, Dallas, TX, 75297	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28374	PRV	Charles Kngiht	1979-09-19	—	—	6096 Maple Ave, Tempe, AZ, 85259	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21035	PRV	QJunk	1949-10-19	—	4463092832	729 Broadway, Plano, TX, 75070	0.78	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared+1 more
PRV-20321	PRV	Sharon Mejia	1995-04-14	UHC-94173-82	3199293736	1111 Camelback Rd, Phoenix, AZ, 85081	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27028	PRV	Aissha Brooks	1951-06-13	—	2563247034	3747 Canyon Rd # 880, Jacksonville, FL, 32260	0.78	Phone reformatted Unit split from street State code upper-cased Whitespace trimmed+1 more
PRV-28308	PRV	Santiago Warren	1989-01-17	UHC-28156-54	5885587323	5906 Pine Dr, Glendale, AZ, 85305	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-26358	PRV	George X Robinson	1999-01-11	UHC-33174-40	9589138536	4700 Highland Ave, Miami, FL, 33160	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29158	PRV	Jack N Jordan	1968-12-26	UHC-46514-85	8123620354	7965 Washington St, Houston, TX, 77007	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25616	PRV	Joseph Carpenter	1942-01-28	UHC-79380-69	—	874 Main St, Tucson, AZ, 85713	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
PRV-28475	PRV	Ashley O Walsh	1961-10-13	UHC-77677-08	—	7897 Palm Dr, Nashville, TN, 37276	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23979	PRV	Douglas Welch	1980-07-10	UHC-34288-43	7235375636	3626 Hillcrest Rd, Dallas, TX, 75250	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22437	PRV	Aaron Chapman	1980-11-08	UHC-51747-57	8196567354	8489 Sunset Blvd, Orlando, FL, 32869	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-27763	PRV	Sam Palmer	2000-08-01	UHC-81616-47	6529075080	7508 Cedar Ln, Chandler, AZ, 85208	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22508	PRV	Priya Ray	1985-09-26	UHC-69452-31	5644196221	727 Canyon Rd, Denver, CO, 80252	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29473	PRV	Sophhia Burns	1965-11-15	—	—	9399 Baseline Rd, Tempe, AZ, 85280	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28653	PRV	Jaes L Mitchell	1940-05-27	UHC-22235-84	4684360070	8842 Highland Ave, Sacramento, CA, 95895	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25827	PRV	Nicole Woods	1980-02-02	UHC-75934-69	8952114696	6428 Mesa Dr, Chandler, AZ, 85222	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
PRV-21917	PRV	Alan Montgomery	1979-04-12	—	—	8755 Jefferson Ave, Columbus, OH, 43287	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
PRV-21036	PRV	Brenda Owens	1949-10-19	—	4463092832	729 Broadway, Plano, TX, 75070	0.78	Name split from “Last, First”Phone reformatted Address re-cased Whitespace trimmed+1 more
PRV-23616	PRV	Henry Nguyen	1975-07-18	—	4925628011	3106 Palm Dr, Columbus, OH, 43272	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27441	PRV	Roger Myers	2003-10-14	—	—	4575 Cedar Ln, Charlotte, NC, 28281	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27259	PRV	Danielle Grahaam	1985-10-18	UHC-01900-59	3775011977	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-24705	PRV	Betty Hart	1993-04-17	UHC-32493-85	9158180225	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-20063	PRV	Alice Le	2005-09-17	—	2868574050	4656 Hillcrest Rd, Glendale, AZ, 85382	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27093	PRV	Patricia Gibson	2002-06-06	—	3894389925	9178 Cedar Ln, Denver, CO	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
PRV-29499	PRV	Joe Martin	2009-02-18	UHC-97135-53	9537448775	9024 Bayshore Dr, Minneapolis, MN, 55483	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21441	PRV	Aaron Mendez	2006-05-23	UHC-95807-32	3994284583	4835 Main St, Orlando, FL, 32867	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22051	PRV	Danielle F Knight	1957-08-19	—	8993695753	8549 Jefferson Ave, Gilbert, AZ, 85220	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-26537	PRV	Russell P Nunez	1987-06-15	—	2273469995	—	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-22058	PRV	Juan Burton	1964-08-28	UHC-41210-57	—	7543 Ridge Rd, Los Angeles, CA, 90005	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21245	PRV	David Garza	1938-04-06	—	6429218121	4042 Canyon Rd, Plano, TX, 75098	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-21244	PRV	David Garza	1938-04-06	—	6429218121	4042 Canyon Rd, Plano, TX, 75098	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-21415	PRV	Catherine Deaan	1996-07-17	UHC-12425-81	7389942638	3457 Broadway, San Antonio, TX, 78206	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25286	PRV	Andrea Carter	1968-01-14	—	—	589 Bayshore Dr, Houston, TX, 77082	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-24691	PRV	Randy Robertson	1977-01-15	—	4489147374	6663 Church St, San Diego, CA, 92137	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28701	PRV	Daniel Martinez	1964-05-21	—	9676271166	8883 Forest Ave, Chandler, AZ, 85249	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20905	PRV	Joyce L Hunt	1983-08-26	UHC-86921-20	2477112906	2307 Sage Ct, Phoenix, AZ, 85069	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
PRV-26305	PRV	Mason L Miller	1955-12-23	—	—	825 Mountain View Dr, Houston, TX, 77005	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24087	PRV	Adam Ellis	1958-09-26	—	—	8930 Cedar Ln, Glendale, AZ, 85301	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-25594	PRV	Mei McDonald	1939-01-28	UHC-20880-78	4816081080	7772 Lincoln Way, Houston, TX, 77077	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-28196	PRV	Nicholas V Jackson	1987-08-03	UHC-25427-08	5773694218	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23145	PRV	Brenda D Rojas	1985-06-14	—	5556592334	1484 Grand Ave, Chandler, AZ, 85228	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

5,467 rows, page 66 of 110Previous Next