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 “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
CLM-410574	CLM	Margaret Spencer	1955-02-23	—	2502905224	4242 Baseline Rd, Plano, TX, 75047	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-411004	CLM	Hannah G Sandoval	2000-09-08	UHC-26476-44	8996970636	—	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-426024	CLM	Dorothy Fisher	1990-08-05	UHC-14666-69	—	9204 Apache Blvd, Los Angeles, CA, 90036	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-432560	CLM	Amanda Bennett	2004-01-08	—	4827629839	6065 Union St, Columbus, OH, 43251	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-407088	CLM	Alexander Allen	1948-08-01	UHC-46570-79	—	—	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-432519	CLM	Joe Stevens	1952-07-16	—	—	6977 Apache Blvd, Seattle, WA, 98174	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-418012	CLM	Henry D Herrera	1938-02-16	UHC-94664-39	—	8570 Ocean Ave, Mesa, AZ, 85218	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-419659	CLM	Jenkins Bryan	1945-05-18	—	7804210538	1818 Grand Ave, Dallas, TX, 75257	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406027	CLM	Douglas Sandoval	2006-06-15	—	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-430261	CLM	Jennyfer Webb	2007-03-07	UHC-32803-28	—	2087 Mesa Dr, Fresno, CA, 93716	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409752	CLM	Donald Mejia	1962-12-27	UHC-18967-39	—	6680 Grand Ave, Mesa, AZ, 85219	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-406411	CLM	Angela Marquez	1950-05-12	UHC-98892-42	7614825835	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-403046	CLM	Brittany Kim	1958-12-16	UHC-44063-25	3514706707	6440 Central Ave, Houston, TX, 77010	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419575	CLM	Dylan Robinson	2007-07-15	UHC-25806-40	—	3396 Maple Ave, Orlando, FL, 32819	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402898	CLM	Wayne Coleman	1961-12-22	—	3603664726	—	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-420433	CLM	Helen U Dominguez	2000-05-20	—	—	320 Pine Dr, Eden Prairie, MN, 55369	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419492	CLM	Emily Jenkins	1991-03-01	UHC-63131-22	—	3664 Camelback Rd, Austin, TX, 78775	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401237	CLM	Patricia Walsh	1973-03-07	UHC-68799-69	9495386870	882 Highland Ave, Scottsdale, AZ, 85241	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402793	CLM	Daniel Rios	1954-08-24	—	—	6945 Pine Dr, San Diego, CA, 92196	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402792	CLM	Daniel Rios	1954-08-24	—	—	6945 Pine Dr, San Diego, CA, 92196	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406402	CLM	Marc D Turner	1974-12-07	UHC-96083-64	—	5655 Bayshore Dr, Columbus, OH, 43262	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425499	CLM	Harold Lucas	1951-05-13	UHC-90764-36	—	9808 Park Pl, Tempe, AZ, 85287	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427888	CLM	Christina Obrien	1948-01-25	UHC-57093-33	—	3904 Park Pl, Eden Prairie, MN, 55318	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-401741	CLM	Larry Gutierrez	1974-05-23	UHC-44338-82	—	8354 Indian School Rd, Houston, TX, 77012	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-406103	CLM	Santiago J Crawford	2005-05-22	—	—	3072 Main St, Columbus, OH, 43203	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-429170	CLM	Teresa Sims	1970-02-08	UHC-19809-99	—	9686 Indian School Rd, Los Angeles, CA, 90042	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-423238	CLM	Jacqueline Diaz	1955-12-28	UHC-15009-91	—	5150 Central Ave, San Antonio, TX, 78205	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-423239	CLM	Jacqueline Diaz	1955-12-28	UHC-15009-91	—	5150 Central Ave, San Antonio, TX, 78205	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-417045	CLM	Foster Tom	1999-05-26	—	3877444007	369 Ocean Ave, Denver, CO, 80260	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400452	CLM	Margaret Chavez	1951-03-19	UHC-92419-11	8756610430	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-427380	CLM	Dennis Dean	1939-08-27	UHC-16691-43	—	7382 River Rd, Tampa, FL, 33684	0.78	Date of birth reformatted Phone missing area code Member ID reformatted Whitespace trimmed+1 more
CLM-424300	CLM	Jordan Wood	1979-07-09	UHC-90845-16	8863070412	289 Lake View Rd Apt 26, Seattle, WA, 98108	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-415982	CLM	Christine Harvey	1997-03-09	UHC-40603-08	—	141 Apache Blvd, Tucson, AZ, 85753	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-402223	CLM	Kimberly Crawford	1995-10-25	UHC-52893-38	2675442722	3927 Ocean Ave, Dallas, TX, 75218	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403590	CLM	Bradley J Freman	1962-05-01	UHC-66492-18	8423257375	2770 Bayshore Dr, Scottsdale, AZ, 85204	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431477	CLM	Richard Clark	1972-10-03	UHC-54936-57	—	569 Forest Ave, Atlanta, GA, 30377	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-423456	CLM	Jordan Hicks	1995-02-04	UHC-45387-89	—	2656 Mesa Dr, San Antonio, TX, 78247	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404558	CLM	Beverly Nunez	1983-11-16	—	—	3434 Spring St, Nashville, TN, 37226	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-408429	CLM	Sarah Vega	1972-11-12	UHC-79841-48	8229827800	4503 Lake View Rd, Mesa, AZ, 85244	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411055	CLM	Doris Yang	1968-12-03	UHC-09369-79	2282448221	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-406801	CLM	Jake N King	1970-03-14	—	5236796588	7963 Lake View Rd, Tempe, AZ, 85266	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-406493	CLM	Luis Reed	1944-04-24	—	—	3980 Meadow Ln, Orlando, FL, 32821	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402153	CLM	Mary Hansen	1961-11-20	—	9885051853	263 Lincoln Way, Orlando, FL, 32884	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
CLM-413446	CLM	Emily Sanders	1943-06-20	UHC-15252-88	—	1004 Central Ave, Glendale, AZ, 85313	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408472	CLM	Thomas Bryant	2004-04-05	—	9252341938	7941 Desert Sky Blvd, Tampa, FL, 33659	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-430366	CLM	Andrea Ortiz	1980-09-18	—	3729069609	662 Union St, Tucson, AZ, 85792	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411362	CLM	Marcus C Wong	2006-10-05	UHC-03574-75	5012574386	8541 Desert Sky Blvd, Mesa, AZ, 85278	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432072	CLM	Helen T Rivera	1960-06-28	—	9249898584	2648 Sunset Blvd, Mesa, AZ, 85267	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426735	CLM	Robert Harper	1995-09-18	UHC-35694-15	—	4989 Main St, Chandler, AZ, 85219	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423703	CLM	Kathryn Schmidt	1992-04-13	UHC-54467-52	8232869894	6379 Main St, Phoenix, AZ, 85000	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more

10,559 rows, page 124 of 212Previous Next