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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23069	PRV	Victoria Contreras	1974-07-19	UHC-26320-40	5102282443	7228 Baseline Rd, Orlando, FL, 32817	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
PRV-29006	PRV	Julie Hansen	1947-05-27	UHC-90762-59	4232319218	7954 Main St, Tucson, AZ, 85776	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-29182	PRV	Denise Y Gibson	1973-06-15	—	5727006996	3493 Elm St, Charlotte, NC, 28256	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
PRV-25400	PRV	Jean K Singh	1951-03-25	UHC-61363-09	4426005971	6624 Hillcrest Rd # 875, Phoenix, AZ, 85054	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
PRV-20862	PRV	Ethan Vazquez	1990-01-23	UHC-36033-31	—	1776 Lake View Rd, Orlando, FL, 32853	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-27973	PRV	Amy Hicks	1960-03-21	UHC-14831-12	—	6886 Palm Dr, Gilbert, AZ, 85277	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-27246	PRV	Charles P Griffin	2003-10-08	UHC-79368-12	3085847986	6431 Oak St, Eden Prairie, MN, 55384	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+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-25269	PRV	Mason Rose	1948-06-12	UHC-72109-49	6539590695	1468 Central Ave, Phoenix, AZ, 85021	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
PRV-26681	PRV	Jacqueline Flores	1974-06-19	UHC-20775-72	6676841267	8905 Washington St, San Diego, CA, 92173	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-27726	PRV	Wei James	1987-05-16	UHC-53568-22	8928080751	7550 Sage Ct, Orlando, FL, 32822	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
PRV-26654	PRV	Diego T Richards	1963-02-06	—	2263570196	254 Grand Ave, Austin, TX, 78704	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-23488	PRV	Hannah Sims	1985-11-24	—	4083020675	9768 Sunset Blvd, Dallas, TX, 75256	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+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-21590	PRV	Nathan Obrien	1939-09-27	UHC-35857-33	9205194785	9887 Apache Blvd, Tempe, AZ, 85200	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+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-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-22388	PRV	Shirlay Welch	1944-11-10	—	5096102614	5380 Washington St, Miami, FL, 33147	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
PRV-23648	PRV	Barb Z Robinson	1953-03-09	UHC-20413-79	4286836779	1839 River Rd, Miami, FL, 33164	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
PRV-20800	PRV	Kimberly Ryan	—	UHC-73887-22	3252899304	8063 Broadway, Charlotte, NC, 28277	0.78	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+1 more
PRV-26235	PRV	JoyceJunk	1989-12-12	—	2422470655	5954 Central Ave, San Diego, CA, 92120	0.78	Name re-cased Phone reformatted City re-cased Placeholder values cleared+1 more
PRV-22609	PRV	Jaffrey Griffin	1944-08-13	UHC-57372-73	6308144980	8977 Ridge Rd, Seattle, WA, 98189	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-24836	PRV	Thomas Ortega	1948-10-07	—	8998194723	3281 Ocean Ave, San Antonio, TX, 78234	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-23106	PRV	Diane B Henderson	1946-12-20	UHC-09074-03	3942601676	6357 Oak St Apt 24, Phoenix, AZ, 85000	0.78	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
PRV-26954	PRV	Steven Hunt	1959-08-22	—	3426914413	2211 Willow Ct, Charlotte, NC, 28208	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
PRV-26184	PRV	Alexander F Ellis	1979-08-14	—	7955709797	219 Lincoln Way, Denver, CO, 80234	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Email lower-cased+1 more
PRV-20997	PRV	Luis Richars	1961-02-26	—	—	810 Jefferson Ave, Orlando, FL, 32859	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
PRV-24600	PRV	Ray R Priya	1962-05-28	—	—	7268 Cedar Ln, Gilbert, AZ, 85287	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-27198	PRV	Charles C Reynolds	1961-09-26	UHC-64561-81	—	6382 Apache Blvd, Orlando, FL, 32824	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
PRV-22474	PRV	Aisha H Scott	1950-09-05	UHC-97838-17	9789081586	8705 Ridge Rd, Orlando, FL, 32885	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
PRV-29553	PRV	Isabella Gonzales	1983-10-21	—	3885238477	4192 Apache Blvd, Fresno, CA, 93704	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-26029	PRV	Theresa Green	1989-06-17	—	—	3471 Hillcrest Rd, Chandler, AZ, 85238	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-23181	PRV	Jimmy Watkins	—	UHC-77031-08	—	3160 Union St, Austin, TX, 78716	0.78	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed+1 more
PRV-20659	PRV	William Taylor	2007-10-14	UHC-44116-66	9714944605	5581 Ridge Rd, Las Vegas, NV, 89142	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-21467	PRV	Jason Waker	1958-07-11	UHC-52858-40	9198299272	8763 Lincoln Way, Orlando, FL, 32826	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
PRV-21873	PRV	Maria Marquez	1967-08-01	UHC-91326-09	3512180185	8371 Spring St, Atlanta, GA, 30325	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-21872	PRV	Maria Marquez	1967-08-01	UHC-91326-09	3512180185	8371 Spring St, Atlanta, GA, 30325	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-27001	PRV	Vigrinia Maldonado	—	—	8846301812	4553 Main St, Sacramento, CA, 95889	0.78	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-24968	PRV	Chris Thompson	1939-09-01	—	2637976993	9639 Broadway, Mesa, AZ, 85258	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
PRV-20410	PRV	Ann Lynch	1985-05-23	—	3372873236	3431 Camelback Rd, Eden Prairie, MN, 55324	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-22450	PRV	Julia Jenseen	1958-06-21	UHC-89834-38	3894618707	8583 Sage Ct, Fresno, CA, 93784	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-21013	PRV	Harold Adams	1940-04-08	—	—	2472 Spring St, Atlanta, GA, 30396	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-28410	PRV	Gabriel Riley	1973-07-26	UHC-30685-65	7886189483	7975 Washington St, Miami, FL, 33140	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-20764	PRV	Gregory Richardson	1960-04-11	—	2909667947	1687 Palm Dr, Dallas, TX, 75271	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-28091	PRV	Jennifer Price	—	UHC-20738-60	3973788524	5802 Washington St, Phoenix, AZ, 85030	0.78	Name re-cased Date of birth missing City re-cased Whitespace trimmed+1 more
PRV-25885	PRV	Nicholas Bowman	1993-08-02	UHC-35066-30	—	8094 Main St, Sacramento, CA, 95807	0.78	Name re-cased Phone missing area code City re-cased Whitespace trimmed+1 more
PRV-21903	PRV	Ralph Schultz	1980-08-17	—	9157722627	8278 Elm St, Miami, FL, 33140	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-21888	PRV	Joseph Carpenter	1962-01-19	—	7323945307	611 Church St, Las Vegas, NV	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
PRV-22323	PRV	Bobby Dixon	1958-01-25	—	6504333180	2777 Washington St, Dallas, TX, 75278	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-28509	PRV	Isabella Schmidt	1970-02-22	—	6229878960	8440 Ridge Rd, Glendale, AZ, 85369	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more

1,737 rows, page 25 of 35Previous Next