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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429730	CLM	Barbara Rodriguez	1954-04-20	UHC-58424-93	—	8259 Sage Ct, Phoenix, AZ, 85014	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-425150	CLM	Brandon Owens	—	UHC-82663-44	3977177912	—	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-403437	CLM	Nicole Sanders	1955-06-06	UHC-28472-75	—	329 Jefferson Ave, Columbus, OH	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
CLM-423184	CLM	Megan Delgado	1964-02-15	UHC-77498-46	—	8796 Bayshore Dr, San Diego, CA, 92159	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-413072	CLM	Diana Jordan	1997-12-17	UHC-03419-47	—	2158 Ridge Rd, Columbus, OH, 43250	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-408174	CLM	Ken Kelly	1966-06-27	—	4895881399	6640 Indian School Rd, Tucson, AZ, 85722	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-409832	CLM	Lauren Campbell	1955-08-07	UHC-32015-39	—	6268 Main St, Tucson, AZ, 85718	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-419769	CLM	Catherine Davis	1961-02-12	—	—	6282 Ridge Rd, Miami, FL, 33147	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-402808	CLM	Joyce P Guerrero	1962-03-27	UHC-29388-20	—	549 Washington St, Nashville, TN, 37220	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
CLM-402174	CLM	Pyane Bryen	1956-12-24	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-424247	CLM	Richard Murphy	1992-02-22	UHC-66444-91	—	546 Lincoln Way, Chandler, AZ, 85223	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-401385	CLM	Jean M Bennett	1988-07-22	UHC-16157-76	—	7675 Meadow Ln, Atlanta, GA, 30329	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-407437	CLM	Christopher Adams	1956-06-26	—	—	4764 Spring St, Atlanta, GA, 30333	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-431378	CLM	Arjun Burton	1938-05-13	UHC-81734-92	4486057871	4451 Grand Ave, Eden Prairie, MN, 55344	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
CLM-404016	CLM	Terry Carter	2003-06-11	UHC-90297-29	—	721 Apache Blvd, Austin, TX, 78764	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-429856	CLM	Kyle Austin	1987-03-04	UHC-55692-22	—	8976 Spring St Apt 11, Atlanta, GA, 30387	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
CLM-431140	CLM	Roger Franklin	—	—	—	—	0.68	Name split from “Last, First”Date of birth missing Whitespace trimmed Placeholder values cleared
CLM-405671	CLM	Diego E Johnston	—	—	—	—	0.68	Name split from “Last, First”Date of birth missing Whitespace trimmed Placeholder values cleared
CLM-410997	CLM	Alvarez Mateo	1941-05-08	UHC-77283-62	5894644929	8785 Meadow Ln, Los Angeles, CA, 90084	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-411118	CLM	Kimberly E Duncan	1998-07-10	UHC-38947-74	—	5867 Forest Ave, Columbus, OH, 43229	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-427766	CLM	Anthony Harris	2002-11-20	—	8364390145	6767 Palm Dr, Orlando, FL, 32833	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-406382	CLM	Vincent Jenkins	1960-10-26	—	5849638809	789 Oak St, Tampa, FL, 33696	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-413420	CLM	Doris U Hamilton	1949-03-21	—	—	8807 Indian School Rd Apt 7, Los Angeles, CA, 90063	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Placeholder values cleared
CLM-414385	CLM	Janet Z Adams	1969-08-27	UHC-23374-71	7675949447	161 Park Pl, Atlanta, GA, 30399	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-421821	CLM	Vincent Padilla	1986-01-12	UHC-44861-15	—	1843 Central Ave, San Diego, CA, 92180	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-411408	CLM	Nancy V Castillo	1967-03-21	—	5223231228	8927 Pine Dr Apt 40, Tucson, AZ, 85723	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
CLM-432716	CLM	Randy Riley	1975-07-01	—	3255105808	2611 Jefferson Ave, Plano, TX, 75054	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
CLM-400930	CLM	Lisa Campbell	1982-04-21	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-413049	CLM	Paul Mejia	1994-10-14	—	3976107895	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-430816	CLM	Diego Montgomery	1950-06-08	—	—	2865 Main St, Columbus, OH, 43211	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
CLM-415073	CLM	Cheryl Henderson	1993-07-27	UHC-31875-96	—	7765 Baseline Rd, Columbus, OH, 43231	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-412209	CLM	Katherine Howell	2006-04-08	UHC-24751-04	—	6115 Indian School Rd, Los Angeles, CA, 90004	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-411452	CLM	Theresa Jimenez	1971-10-04	UHC-78147-56	—	3652 River Rd, Fresno, CA, 93777	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-413143	CLM	Carter Chriistina	1943-10-03	—	5076300680	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-415402	CLM	Scott G Guzan	1989-02-04	UHC-03230-14	3716428266	—	0.68	Name split from “Last, First”Member ID reformatted Gender normalised Placeholder values cleared
CLM-414478	CLM	Jordan Porter	2001-04-17	UHC-69300-41	8595971957	2631 Highland Ave, Austin, TX, 78707	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-422379	CLM	David Hicks	1957-12-18	—	—	3403 Sage Ct, San Diego, CA, 92159	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-416120	CLM	Henry Kennedy	1990-11-13	UHC-66605-39	—	9248 Palm Dr, Sacramento, CA, 95860	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-432355	CLM	Mariana Morrison	1987-05-16	—	7865220817	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-409045	CLM	Doris Ford	1985-08-03	—	—	4869 Meadow Ln, Mesa, AZ, 85259	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-432019	CLM	Nicholas Cunningham	1971-07-18	UHC-89997-78	9848448842	7483 Canyon Rd, Phoenix, AZ, 85089	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-432020	CLM	Nicholas Cunningham	1971-07-18	UHC-89997-78	9848448842	7483 Canyon Rd, Phoenix, AZ, 85089	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-412019	CLM	Heather Lynch	1961-05-07	UHC-96264-48	—	8994 Broadway, Fresno, CA, 93786	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
CLM-432453	CLM	Douglas Lucas	1944-09-12	—	—	2791 Forest Ave, Las Vegas, NV, 89177	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-432454	CLM	Douglas Lucas	1944-09-12	—	—	2791 Forest Ave, Las Vegas, NV, 89177	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-409285	CLM	Sandra Fox	1971-01-19	—	2352875157	8751 Washington St, Las Vegas, NV	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
CLM-400480	CLM	Hiroshi Ortega	1979-11-11	UHC-36461-06	—	188 Elm St, Austin, TX, 78799	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
CLM-402009	CLM	Julia Banks	1999-05-12	—	—	2452 Canyon Rd, Fresno, CA, 93763	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-421395	CLM	Paul Harriis	1943-10-08	UHC-51958-95	—	881 Forest Ave, Tucson, AZ, 85785	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-432277	CLM	Teresa Lawrence	1946-08-03	—	7009155535	191 Main St, Tucson, AZ, 85710	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared

3,226 rows, page 42 of 65Previous Next