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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54160	TPA	Diana Woods	1989-12-02	—	6553257920	795 Sage Ct, San Diego, CA, 92137	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408590	CLM	George Patterson	1983-02-09	—	—	5376 Central Ave, San Antonio, TX, 78205	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-116005	ENR	Ana Washington	1971-05-28	UHC-81270-94	9269385747	1462 Market St, Charlotte, NC, 28267	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-107856	ENR	Teresa Ellis	1979-05-14	UHC-66494-56	7605759254	7119 Jefferson Ave, Minneapolis, MN, 55407	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28360	PRV	Jack James	1957-03-03	—	8956886950	1297 Maple Ave, Tampa, FL, 33662	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130943	ENR	Denise Reynolds	2003-02-24	UHC-30102-63	9658688539	1133 Desert Sky Blvd, Tucson, AZ, 85723	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52476	TPA	Diego Bradley	1978-04-22	—	—	1851 Ridge Rd, Plano, TX, 75001	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-133277	ENR	Debra V Gonzales	1952-02-10	UHC-88561-28	7299173651	1837 Church St, Sacramento, CA, 95821	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22982	PRV	Jean Ruiz	1965-01-26	—	—	6029 Sunset Blvd, San Diego, CA, 92175	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-107198	ENR	Ethan V Hill	1966-05-05	UHC-93821-06	4776422580	9861 Bayshore Dr, Mesa, AZ, 85232	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127816	ENR	Diane V Peterson	1945-05-14	UHC-44831-58	—	7230 Church St, Jacksonville, FL, 32223	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-411771	CLM	Natalie Fernandez	1950-09-17	UHC-41735-10	—	9140 Bayshore Dr, Nashville, TN, 37220	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-137906	ENR	Austin Willis	1946-08-03	UHC-26103-13	3845729601	3373 Washington St, Las Vegas, NV, 89145	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-407084	CLM	Bryan Carter	1973-11-26	—	—	2538 Valley View Dr, Austin, TX, 78720	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-139012	ENR	Natalie D Harris	1981-07-10	UHC-37941-06	4595267107	6116 Forest Ave, Plano, TX	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
TPA-53310	TPA	Abby Kelley	1987-10-27	—	—	3540 Harbor Blvd, Seattle, WA, 98172	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55100	TPA	Jack Carter	1997-04-23	—	6939400690	9198 Mountain View Dr Apt 21, Tucson, AZ, 85754	0.64	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
CLM-417318	CLM	George C Mejia	1981-02-28	UHC-53320-70	—	6007 Lake View Rd, Dallas, TX, 75257	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-402134	CLM	Lori Mejia	1955-11-11	—	—	8436 Palm Dr, Tempe, AZ, 85251	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53087	TPA	Heather Vazquez	1979-12-04	UHC-76947-93	—	5238 Harbor Blvd, Chandler, AZ, 85258	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61645	TPA	Jenen Helen	1974-11-10	—	3126737421	5779 Market St, Charlotte, NC, 28244	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119389	ENR	Mary B Young	1996-07-16	UHC-78998-28	5496646553	9853 Sage Ct Apt 39, Mesa, AZ, 85260	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-415782	CLM	Doris Hunter	1972-11-04	UHC-71005-52	—	8898 Cedar Ln, Atlanta, GA, 30376	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58896	TPA	Carlos R Wells	2000-05-14	UHC-40662-02	8239587856	3686 Sunset Blvd, Los Angeles, CA, 90008	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-126811	ENR	Carlos Baker	1967-03-21	UHC-11317-84	7548568772	5476 Union St, Minneapolis, MN, 55472	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428578	CLM	Tyler P Gray	1939-10-16	UHC-05293-42	—	1504 Bayshore Dr, Jacksonville, FL, 32216	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-136962	ENR	Matthew Sandoval	1956-02-01	UHC-42875-42	8065633752	7835 Cedar Ln Apt 18, Austin, TX, 78786	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-419993	CLM	Betty Johnston	2007-07-24	UHC-34962-06	—	5310 Maple Ave, Atlanta, GA, 30368	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407516	CLM	Lawrence Maldonado	1994-07-20	UHC-97544-20	—	7498 Main St, Glendale, AZ	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
TPA-53303	TPA	Justin Little	1966-06-17	—	6579115337	7591 Cedar Ln, Houston, TX, 77007	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56019	TPA	Santiago Moore	1963-11-19	—	—	3960 Spring St, Nashville, TN, 37231	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54047	TPA	Madison Garza	1979-04-02	UHC-61120-69	—	1278 Sage Ct, Denver, CO, 80280	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-117044	ENR	Arjun S Owens	1962-06-08	UHC-80793-24	2999727782	7641 Broadway, Eden Prairie, MN, 55380	0.64	Phone reformatted Address re-cased City re-cased State name converted to code+2 more
ENR-124399	ENR	Jacob T Moreno	1990-08-21	UHC-68222-61	4566853664	6877 Ocean Ave, Orlando, FL, 32837	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-411877	CLM	Theresa Cruz	1962-06-06	—	8077973392	8152 Camelback Rd, Jacksonville, FL, 32280	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-404363	CLM	Marilyn Willis	1997-06-15	UHC-30752-12	—	8924 Grand Ave, Atlanta, GA, 30334	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25876	PRV	Valentina A Estrada	1981-09-04	—	9067894692	3708 River Rd, Nashville, TN, 37236	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23307	PRV	Sarah Olson	2000-06-19	—	—	5496 River Rd, Seattle, WA, 98181	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-63674	TPA	Christoppher Graham	1994-10-28	—	6759348647	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-425406	CLM	Lauren Franklin	1961-08-23	—	6453919863	2015 Lake View Rd, Jacksonville, FL, 32203	0.64	Name re-cased City re-cased State name converted to code Gender normalised+2 more
PRV-24361	PRV	Scott Gibson	1966-11-03	UHC-21871-27	4635858937	1015 Willow Ct, Glendale, AZ, 85390	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124738	ENR	Melyssa Moreno	1988-04-02	UHC-16032-64	2194452758	5025 Oak St, Chandler, AZ, 85295	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124739	ENR	Melyssa Moreno	1988-04-02	UHC-16032-64	2194452758	5025 Oak St, Chandler, AZ, 85295	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106961	ENR	Samuel Diaz	1954-09-13	UHC-54213-52	8492846427	1684 Oak St, Atlanta, GA, 30393	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106960	ENR	Samuel Diaz	1954-09-13	UHC-54213-52	8492846427	1684 Oak St, Atlanta, GA, 30393	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424301	CLM	Jordan Wood	1979-07-09	UHC-90845-16	—	289 Lake View Rd, Seattle, WA, 98108	0.64	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+2 more
TPA-50953	TPA	Lawrence Montgomery	1986-11-18	—	—	201 Church St, Phoenix, AZ, 85043	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-126609	ENR	Samantha King	1995-06-21	UHC-02059-92	6889763107	8728 Hillcrest Rd, San Diego, CA, 92102	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-415486	CLM	George W Morrison	1993-02-26	—	—	8726 Maple Ave, Plano, TX, 75041	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-128505	ENR	Gloria M Wong	1989-11-05	UHC-81570-84	4534011384	1351 Elm St, Minneapolis, MN, 55440	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more

16,828 rows, page 145 of 337Previous Next