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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26420	PRV	Valentina R Jackson	1965-01-20	—	5397472494	462 Lake View Rd, Eden Prairie, MN, 55367	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24350	PRV	Bruce Hansen	1995-04-06	UHC-49101-83	7293716405	3759 Willow Ct Apt 28, Austin, TX	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-29590	PRV	Virginia W Guerrero	1939-07-02	UHC-49764-58	6527488366	7836 Ocean Ave, Miami, FL	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21247	PRV	Tereas N George	1971-06-02	—	4985603209	1320 Ridge Rd, San Diego, CA, 92124	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22859	PRV	PriyaJunk	1949-04-22	—	5755388631	7499 Market St, Las Vegas, NV, 89101	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20452	PRV	Amanda Barnes	1968-07-20	UHC-91250-79	2445523968	1270 Bayshore Dr, Denver, CO, 80210	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21192	PRV	Ruth McDonald	1968-03-04	UHC-22060-18	—	9368 Market St, Sacramento, CA, 95876	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-24792	PRV	Heather Diaz	1995-09-25	UHC-56593-49	6222569748	247 River Rd, Fresno, CA, 93778	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27937	PRV	Teresa Porter	1948-04-03	—	2783976616	9635 Maple Ave, Eden Prairie, MN	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25397	PRV	Terry A Medina	1965-02-08	—	—	9633 Sage Ct, Eden Prairie, MN, 55316	0.48	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
PRV-21642	PRV	Carol Gonzalez	1955-10-09	UHC-52139-69	—	6918 Desert Sky Blvd # 784, Minneapolis, MN	0.48	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
PRV-26495	PRV	Brian Coleman	1948-01-28	—	8497860912	4479 Ocean Ave, San Antonio, TX, 78252	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-25158	PRV	Jose Q Austin	1965-08-18	—	7028708983	7293 Camelback Rd, Plano, TX, 75065	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22493	PRV	Mateo C Fuller	1997-07-09	UHC-83792-60	4945434855	8580 Indian School Rd, Tampa, FL, 33645	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24867	PRV	Kimberly Ramirez	1961-09-17	UHC-25631-35	9424437075	8356 Park Pl, Dallas, TX, 75263	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28457	PRV	Michael T Contreras	1974-09-07	UHC-41501-29	4229208685	5364 Pine Dr, Houston, TX, 77058	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23720	PRV	Justin Lawrence	1945-06-12	UHC-56970-09	—	1593 Spring St, Miami, FL	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-28879	PRV	Sofia Y Bowman	1964-11-20	UHC-32544-49	5956384139	3843 Baseline Rd, Scottsdale, AZ, 85229	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27065	PRV	Aisha Gilbert	1971-08-08	—	5039566880	8619 Elm St Apt 13, Houston, TX, 77047	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-27056	PRV	Lisa Wnog	1966-09-13	UHC-10089-20	5915578825	6788 Oak St, Tucson, AZ, 85722	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25996	PRV	Melissa I Gibson	1965-07-09	—	2982110885	9252 Mesa Dr, Mesa, AZ	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24892	PRV	Alan Scott	1949-04-18	—	6664792125	7774 Forest Ave, Chandler, AZ, 85282	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20641	PRV	Mateo Tran	1990-12-01	—	4139778715	849 Elm St, San Antonio, TX, 78207	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24255	PRV	Ethan Ramirez	1970-07-10	—	8766445604	5724 Mountain View Dr, Tucson, AZ, 85711	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20212	PRV	Charlotte Bryannt	1993-09-22	UHC-51096-97	8588200512	4266 Union St, Denver, CO, 80230	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-25801	PRV	Rachel O Wagner	1967-02-28	UHC-69511-69	6884301702	3551 Palm Dr, Columbus, OH, 43210	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22628	PRV	Mei Johnston	1938-01-05	—	5093151717	3813 Sunset Blvd, Charlotte, NC, 28243	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27712	PRV	Carl Sims	1953-05-05	—	—	2766 Desert Sky Blvd, Plano, TX, 75078	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-27940	PRV	Richard L Gonzales	1974-05-08	UHC-13350-17	7223272474	6299 Ocean Ave, Minneapolis, MN	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-28727	PRV	Brian Ramos	1971-08-15	—	7093802338	134 Market St, Fresno, CA, 93714	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-28726	PRV	Brian Ramos	1971-08-15	—	7093802338	134 Market St, Fresno, CA, 93714	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-26354	PRV	Kim H Harvey	1960-01-28	—	—	1939 Palm Dr, Miami, FL, 33153	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
PRV-26562	PRV	Larry Lawrence	1962-08-16	—	2058113418	891 Indian School Rd, Glendale, AZ	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27288	PRV	Martha Hart	1992-08-09	UHC-75199-01	6112168218	8285 Oak St, Orlando, FL, 32874	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27123	PRV	Omar Morgan	1977-12-03	UHC-44342-53	5577667877	9037 River Rd, Sacramento, CA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25652	PRV	Ann Martinez	2006-09-21	UHC-19690-85	2039082871	3769 Highland Ave, Houston, TX, 77030	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25042	PRV	Beverly Evans	1988-10-08	—	8909048210	9591 Valley View Dr, Las Vegas, NV, 89124	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27585	PRV	Elizabeth Walker	1958-11-19	UHC-96628-55	—	8507 Harbor Blvd, Denver, CO	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-20347	PRV	Mark Fox	1974-07-18	UHC-99909-59	2946619352	2492 Ridge Rd, Minneapolis, MN, 55422	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
PRV-22085	PRV	Ralph T Daniels	2001-07-07	UHC-44422-88	6199844511	3822 Sage Ct Apt 7, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-27957	PRV	Jesse Russell	1983-04-14	UHC-39788-24	5045675582	8446 Camelback Rd, Phoenix, AZ, 85088	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23508	PRV	Jack Soctt	1949-08-22	UHC-60017-55	6333078231	6031 Elm St # 686, Las Vegas, NV, 89167	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-25556	PRV	Wei Schultz	1995-09-03	—	6143618318	552 Indian School Rd, Eden Prairie, MN, 55383	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22623	PRV	Amanda Reynolds	1981-04-11	—	3262891011	7514 Ocean Ave # 187, Tucson, AZ, 85725	0.48	Date of birth reformatted Phone reformatted Unit split from street City re-cased+4 more
PRV-24148	PRV	Philip Valdez	1996-03-02	UHC-84631-45	—	713 Camelback Rd Apt 24, Denver, CO, 80234	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
PRV-23631	PRV	Mateo Harrison	1950-12-08	—	7865650513	8418 Washington St, Atlanta, GA	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-20820	PRV	Noah Chapman	2002-04-15	UHC-65294-57	9799046434	397 Palm Dr, Phoenix, AZ, 85078	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20429	PRV	Carol P Powell	1948-10-05	—	9333934679	6617 Highland Ave, Tucson, AZ, 85764	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21627	PRV	Kimberly Alexander	1955-06-01	—	6808536998	8543 Forest Ave, Chandler, AZ, 85243	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25165	PRV	Maria Baker	1972-02-28	—	6509038382	5242 Hillcrest Rd, Nashville, TN, 37262	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more

3,124 rows, page 3 of 63Previous Next