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

Claims, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424030	CLM	Nicole Weber	1973-04-22	—	—	9692 Indian School Rd, Jacksonville, FL, 32270	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430935	CLM	Kenneth Garrett	1999-04-11	UHC-93400-76	—	4405 Willow Ct # 235, Chandler, AZ, 85277	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-402155	CLM	Rachel C Espinoza	1955-09-10	—	—	4838 Hillcrest Rd, Los Angeles, CA, 90052	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-425768	CLM	Adam K Veag	1992-02-01	UHC-59055-13	—	3499 Canyon Rd, Chandler, AZ, 85205	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-430237	CLM	Joan Meyer	1992-11-20	UHC-56059-70	—	483 Desert Sky Blvd, Charlotte, NC, 28211	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-431138	CLM	Julia Chavez	—	UHC-90166-60	6835403604	—	0.66	Date of birth unreadable Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-432171	CLM	Betty Carter	1951-10-06	UHC-07539-83	5744818192	5996 Broadway, Tucson, AZ, 85712	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-400066	CLM	Lawrence H Kelly	2008-02-22	UHC-78966-48	9817852571	7196 Oak St, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-406723	CLM	Kathleen Bailey	1983-04-15	UHC-81568-33	—	6841 Park Pl, Eden Prairie, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-415978	CLM	Megan Burton	1962-12-19	UHC-70543-77	—	2945 Hillcrest Rd, Columbus, OH, 43222	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-403923	CLM	Margaret Kelley	1961-12-02	UHC-54895-40	—	6289 Jefferson Ave, Las Vegas, NV, 89138	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-412092	CLM	Billy Miller	1959-04-28	UHC-85481-64	—	3528 Baseline Rd, Scottsdale, AZ	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-425952	CLM	Jennifer Graham	1962-09-18	—	8744961988	8552 Highland Ave, Houston, TX, 77064	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-409729	CLM	Samantha U Patterson	1974-10-20	—	—	1608 Sage Ct, Scottsdale, AZ, 85290	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-428614	CLM	Andrea Harvey	1975-03-08	—	—	7038 Valley View Dr, Phoenix, AZ, 85075	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-406508	CLM	Jordan V Garcia	1983-04-26	—	—	8139 Harbor Blvd, Chandler, AZ, 85267	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-408099	CLM	Bryan Sanders	1976-04-21	UHC-11135-76	—	1169 Market St, Orlando, FL, 32817	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-406662	CLM	Pamela Q Black	1969-01-06	UHC-33930-18	—	8059 Park Pl, Denver, CO, 80257	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-422535	CLM	Steven Watkins	1956-06-02	UHC-18796-43	—	5142 Broadway # 231, Mesa, AZ, 85224	0.66	Name split from “Last, First”Unit split from street State code upper-cased Whitespace trimmed+1 more
CLM-404790	CLM	Roy Q Bennett	1950-11-23	UHC-17845-80	—	4687 Central Ave, Scottsdale, AZ, 85270	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-429351	CLM	Jeremy Dunn	1989-07-21	UHC-55421-50	8174769707	8291 Maple Ave, Houston, TX, 77080	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-418723	CLM	Wei Schultz	1995-09-03	UHC-71252-57	6143618318	7300 Grand Ave, Seattle, WA, 98126	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-405953	CLM	Carlos Salazar	1992-08-07	—	4079702887	2954 Canyon Rd, Phoenix, AZ, 85017	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-413319	CLM	Kevin Thompson	1948-01-11	UHC-76614-91	—	484 Meadow Ln, Las Vegas, NV, 89138	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407183	CLM	Helen N Kelley	—	UHC-08411-81	—	9444 Valley View Dr, Columbus, OH, 43248	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431933	CLM	Austin Bradley	1943-08-01	—	7626066429	9838 Palm Dr Apt 21, Austin, TX, 78799	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-423480	CLM	Bradley R Castillo	1952-01-27	UHC-47513-77	—	8189 Bayshore Dr, Eden Prairie, MN	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
CLM-430328	CLM	William Owens	1961-11-09	UHC-98562-61	3963899560	235 Ridge Rd, Eden Prairie, MN, 55369	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-421584	CLM	Heln Williams	1996-06-22	—	—	6789 Canyon Rd, Houston, TX, 77046	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-414479	CLM	Edward Ford	—	UHC-01186-58	4777968781	3257 Broadway, Tampa, FL, 33647	0.66	Name re-cased Date of birth unreadable Address re-cased Gender normalised+1 more
CLM-408461	CLM	Brenad Garrett	1985-09-28	UHC-01984-24	—	3668 Ridge Rd, Phoenix, AZ, 85018	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Plan code upper-cased+1 more
CLM-429776	CLM	Danielle H Stevens	1944-02-13	—	—	4873 Ocean Ave, Chandler, AZ, 85215	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-416994	CLM	William Gonzales	1977-08-17	UHC-92544-37	—	2689 Market St, Minneapolis, MN, 55475	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-421671	CLM	Scott Henderson	1987-01-24	—	—	3317 Forest Ave Apt 39, Gilbert, AZ, 85273	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-430027	CLM	Carolyn P Li	1947-07-28	—	—	6525 Highland Ave, Nashville, TN, 37205	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
CLM-412868	CLM	Nancy Johnson	—	UHC-08685-37	—	7906 Broadway, Tucson, AZ, 85789	0.66	Name split from “Last, First”Date of birth unreadable City re-cased Whitespace trimmed+1 more
CLM-411349	CLM	Alexander Ray	1996-05-06	—	—	5159 Ridge Rd, Tampa, FL, 33639	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-403220	CLM	Diana McDonald	1981-10-18	UHC-42901-26	—	9636 Mountain View Dr Apt 29, Charlotte, NC, 28273	0.66	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-424636	CLM	Austin Bell	1953-01-18	UHC-52108-19	—	775 Canyon Rd, Eden Prairie, MN, 55372	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418691	CLM	Billy Anderson	1984-05-10	UHC-19774-93	7867473559	6050 Park Pl Apt 37, Sacramento, CA, 95881	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-423525	CLM	Pamela Patel	1970-03-25	—	—	5691 Palm Dr, San Antonio, TX, 78230	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-418266	CLM	Brenda Soto	1938-11-18	UHC-22397-55	6445396041	508 Forest Ave, Miami, FL, 33158	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-407865	CLM	Denise M Cooper	—	—	—	974 Washington St, Tampa, FL, 33612	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-424497	CLM	Carol Peterson	1988-03-27	—	—	7116 Central Ave, Columbus, OH, 43230	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-422275	CLM	Luis Tuker	1953-09-13	UHC-25918-17	—	4409 Hillcrest Rd, Atlanta, GA, 30307	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-432098	CLM	Jesse Coleman	1983-02-04	UHC-37560-46	—	8018 Camelback Rd, Phoenix, AZ, 85043	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-401476	CLM	Gerald P Sullivan	1938-07-08	UHC-32009-78	4887059377	5553 Grand Ave, Dallas, TX	0.66	Phone reformatted SSN last four extracted City re-cased ZIP missing+1 more
CLM-409959	CLM	Kyle Taylor	2006-05-28	UHC-63974-95	—	8390 Market St, Tampa, FL, 33671	0.66	Name split from “Last, First”Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-431738	CLM	Arthur Valdze	1996-08-18	UHC-18114-77	—	8255 Ocean Ave, Columbus, OH, 43201	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-427348	CLM	Willie Chavez	2007-02-03	UHC-34974-99	5147086363	4782 Pine Dr, Denver, CO, 80289	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more

30,862 rows, page 162 of 618Previous Next