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 “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
ENR-127842	ENR	Logan Howard	2004-10-26	UHC-96485-89	9477626258	3883 Bayshore Dr, Austin, TX, 78745	0.68	Date of birth reformatted Phone reformatted State name converted to code Gender normalised
ENR-143092	ENR	Sarah Harvey	1994-03-07	UHC-63568-85	—	9589 Church St, Phoenix, AZ, 85073	0.68	Two-digit birth year State name converted to code Email lower-cased Whitespace trimmed
ENR-117351	ENR	Michelle Y McCoy	1947-09-28	UHC-96427-74	4234142398	3204 Spring St, Austin, TX, 78755	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-127993	ENR	Angela Oliver	1994-06-04	UHC-69117-84	2768189550	9075 Desert Sky Blvd, Tucson, AZ, 85738	0.68	Date of birth reformatted Phone reformatted SSN last four extracted State name converted to code
TPA-50976	TPA	Aaron Z Chapman	1967-06-11	—	8024873015	7379 Grand Ave, Minneapolis, MN	0.68	Phone reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-106735	ENR	Margaret U Ward	—	UHC-09444-69	6927813390	9749 Oak St, Nashville, TN, 37206	0.68	Date of birth unreadable Phone reformatted State name converted to code Whitespace trimmed
CLM-406625	CLM	Kathleen Graham	2000-12-23	UHC-53630-10	—	8422 Union St, Fresno, CA	0.68	State name converted to code ZIP missing Whitespace trimmed 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
CLM-405617	CLM	Hawkins Q Lauren	1983-10-25	UHC-71458-08	—	6596 Elm St, Denver, CO, 80298	0.68	State name converted to code Email lower-cased Gender normalised Placeholder values cleared
ENR-112223	ENR	Billy Weebb	1957-06-15	UHC-42527-79	5646278513	209 Union St, Tempe, AZ, 85209	0.68	Phone reformatted City re-cased State name converted to code Gender normalised
TPA-57724	TPA	Joyce Snyder	1961-01-07	UHC-38342-05	—	7991 Meadow Ln, Glendale, AZ, 85350	0.68	Member ID reformatted Street suffix standardised Address re-cased State name converted to code
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
TPA-54198	TPA	Gerald Nichols	1956-12-02	—	—	592 Broadway, Los Angeles, CA, 90092	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-137816	ENR	Azhley O Walsh	1961-10-13	UHC-77677-08	—	7897 Palm Dr, Nashville, TN, 37276	0.68	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code
ENR-133491	ENR	Beverly V Yaang	2007-01-27	UHC-68584-41	5288362877	7645 Canyon Rd, Columbus, OH, 43246	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-112939	ENR	Rachel F Vargas	1969-09-01	UHC-22279-11	7156705137	2429 Central Ave, Austin, TX, 78749	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
TPA-60677	TPA	Sue Vazquez	2007-09-06	UHC-84134-22	3206987761	7588 Apache Blvd, Eden Prairie, MN, 55378	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-127434	ENR	Brenda Shaw	1982-01-05	UHC-60697-48	4132922580	2032 Washington St, Glendale, AZ, 85331	0.68	Name re-cased Phone reformatted State name converted to code Gender normalised
ENR-133824	ENR	Ethan Contreras	1974-12-03	UHC-16890-61	9493395462	3510 Grand Ave, Dallas, TX, 75287	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-421565	CLM	Julie M Singh	1975-08-19	UHC-47477-34	—	4749 Maple Ave # 384, Fresno, CA, 93721	0.68	Name re-cased Unit split from street State name converted to code Placeholder values cleared
ENR-101246	ENR	Santiago Elliott	1978-11-02	UHC-15961-44	—	3870 Willow Ct, Mesa, AZ, 85257	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
ENR-103052	ENR	Julia Bailey	1954-05-06	UHC-66212-73	2409294354	9691 Church St, Charlotte, NC, 28251	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
CLM-403163	CLM	Amanda Fox	1992-11-01	UHC-00623-39	—	324 Highland Ave, Eden Prairie, MN, 55332	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-123229	ENR	Joshua V Snyder	1948-08-20	UHC-43103-66	8635173380	2384 Harbor Blvd, Glendale, AZ, 85308	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
TPA-53281	TPA	Sophia Back	2005-12-01	—	—	5644 Hillcrest Rd, Dallas, TX, 75255	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-56874	TPA	Maosn Wong	1991-01-03	—	—	4234 Willow Ct, Los Angeles, CA	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
CLM-410124	CLM	Abigail Hicks	1970-08-17	UHC-60211-80	—	5753 Union St, Miami, FL, 33105	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-108401	ENR	Logan H Welch	1964-09-19	UHC-05742-56	—	5903 Grand Ave, Minneapolis, MN, 55407	0.68	Date of birth reformatted Phone missing area code State name converted to code Placeholder values cleared
CLM-402637	CLM	Julia Nguyen	1941-11-07	UHC-90442-51	—	5856 River Rd, Plano, TX, 75085	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
CLM-418099	CLM	Denise Ortega	1956-02-19	UHC-05763-13	—	9540 Broadway, Dallas, TX, 75244	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-111562	ENR	Victoria E Aguilar	1993-11-21	UHC-67176-68	4104842187	3290 Central Ave, Nashville, TN, 37266	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-406703	CLM	Laura Murray	1945-05-02	—	3324067182	5256 Cedar Ln, Austin, TX, 78723	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-124725	ENR	Bryan D Morris	1944-12-09	UHC-75126-91	—	2367 Jefferson Ave, Tucson, AZ, 85755	0.68	Name re-cased Date of birth reformatted SSN last four extracted State name converted to code
CLM-409232	CLM	Olivia Ramos	1998-07-18	UHC-74736-34	—	6004 Harbor Blvd, Los Angeles, CA, 90046	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
TPA-50748	TPA	Jacob Diaz	1951-10-15	—	2629357695	37 Camelback Rd, Glendale, AZ, 85327	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-110576	ENR	Ethan Williamson	1953-08-28	UHC-74604-79	—	7067 Ocean Ave, Tempe, AZ, 85286	0.68	Member ID reformatted State name converted to code Gender normalised Placeholder values cleared
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
ENR-117513	ENR	Heather White	1951-01-26	UHC-01484-39	3776458525	3934 Forest Ave, Columbus, OH, 43210	0.68	Street suffix standardised Address re-cased City re-cased State name converted to code
CLM-405394	CLM	Rebecca Austin	1983-03-26	UHC-39143-11	3332678414	2519 Spring St, Atlanta, GA, 30354	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-405395	CLM	Rebecca Austin	1983-03-26	UHC-39143-11	3332678414	2519 Spring St, Atlanta, GA, 30354	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-56462	TPA	Jacob Watkins	1948-01-23	—	9825231742	1221 Church St, Fresno, CA, 93719	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-53545	TPA	Megan Henry	1944-01-14	—	—	4325 Hillcrest Rd, Las Vegas, NV, 89153	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-135806	ENR	Isabella B George	1988-11-27	UHC-68744-67	—	9793 Lake View Rd, Austin, TX, 78766	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-127078	ENR	John Luna	2008-07-13	UHC-09827-38	—	1010 Meadow Ln, Tempe, AZ, 85224	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
ENR-111237	ENR	Gary V Day	1977-07-20	UHC-44898-69	4296775374	5985 Jefferson Ave, Dallas, TX, 75298	0.68	Two-digit birth year Phone reformatted State name converted to code Placeholder values cleared
CLM-411713	CLM	Yuki Peters	1998-05-08	UHC-44151-88	8272615075	890 Oak St, Austin, TX, 78744	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-134930	ENR	Rachel Y Guerrero	1951-12-19	UHC-50828-11	—	7424 Cedar Ln, Tucson, AZ, 85788	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
TPA-62699	TPA	Ethan S Butler	1957-01-03	UHC-86946-59	2552516678	4299 Forest Ave, Columbus, OH, 43284	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-423667	CLM	Frances Morrison	1943-06-13	UHC-70290-96	4013722830	6190 Camelback Rd, Minneapolis, MN	0.68	Date of birth reformatted State name converted to code ZIP missing Placeholder values cleared

9,084 rows, page 144 of 182Previous Next