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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423333	CLM	Janice Rios	2003-04-19	UHC-16842-20	5869491000	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-427011	CLM	Joe Dean	2006-12-13	UHC-39253-08	5898412283	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-424905	CLM	Mei Tucker	1974-09-28	—	7514722370	5689 Spring St, Austin, TX, 78792	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-400242	CLM	Ryan U Morris	1952-04-13	UHC-89195-88	8078821678	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416109	CLM	Ruth Contreras	1946-07-24	—	4494259697	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-416823	CLM	Brittany Freeman	2007-03-10	UHC-48392-25	7254740628	8544 Valley View Dr, Denver, CO, 80208	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-428218	CLM	Keith Fox	1975-03-08	UHC-46336-96	4036227000	3150 Willow Ct, Columbus, OH, 43284	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-408371	CLM	Sara Kim	1995-01-26	UHC-61989-23	9308189561	353 Forest Ave, San Diego, CA, 92126	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-426023	CLM	Dorothy Fisher	1990-08-05	—	8167397449	9204 Apache Blvd, Los Angeles, CA, 90036	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-416323	CLM	Jim Myers	1980-04-20	UHC-80186-79	8807959639	493 Market St, Miami, FL, 33185	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-404376	CLM	Danielle Long	1998-01-10	—	8696088611	105 Ocean Ave, Los Angeles, CA, 90077	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-403322	CLM	Luis Lucas	1984-02-03	—	6966817209	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-424353	CLM	Dennis S Bradley	1944-01-12	UHC-87114-24	7836394413	2195 Park Pl, Plano, TX, 75024	0.80	Two-digit birth year Phone reformatted State code upper-cased Whitespace trimmed
CLM-405465	CLM	Henry Barnes	1955-01-03	UHC-90896-60	4189718911	2062 Washington St, Glendale, AZ, 85392	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
CLM-416315	CLM	Lucia J Fuller	1976-05-01	UHC-16929-82	2572383298	8952 Park Pl, Fresno, CA, 93730	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-424205	CLM	Carol Vargas	1951-03-18	UHC-66115-05	3976490104	3390 Washington St, Jacksonville, FL, 32204	0.80	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted
CLM-408139	CLM	Joseph Scott	1975-08-21	UHC-72343-79	4276891203	7502 Desert Sky Blvd, Austin, TX, 78761	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-419880	CLM	Vicky D Vazquez	1968-12-08	UHC-94194-46	4385848749	3230 Oak St, Houston, TX, 77092	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-413662	CLM	Henry Edwards	1953-03-11	UHC-37067-97	9057197980	4563 Maple Ave, Tucson, AZ, 85728	0.80	Phone reformatted SSN last four extracted City re-cased Placeholder values cleared
CLM-422367	CLM	Mery Dunn	2006-01-08	UHC-29729-74	5104349878	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-425834	CLM	Anna Williams	1985-11-05	UHC-92716-76	3408108516	2622 Lincoln Way, Sacramento, CA, 95860	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
CLM-425398	CLM	Isabella Lee	1954-08-09	UHC-43649-73	3227310024	4462 Market St, Atlanta, GA, 30368	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-429000	CLM	Debra Steveens	—	UHC-48417-88	3135944344	—	0.80	Date of birth missing Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407925	CLM	Jeremy Reyes	1973-02-03	UHC-87372-54	9305131662	6307 Valley View Dr, Glendale, AZ, 85305	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-402779	CLM	Jacob Myers	1991-07-11	UHC-18643-77	7902923811	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-414750	CLM	Juan Lopez	—	—	2795763102	—	0.80	Date of birth unreadable Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-420347	CLM	Mateo Vega	1939-06-18	—	8334717898	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407632	CLM	Gregory Wanger	1987-12-28	UHC-51627-22	9418383423	6925 Broadway, Miami, FL, 33105	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407631	CLM	Gregory Wanger	1987-12-28	UHC-51627-22	9418383423	6925 Broadway, Miami, FL, 33105	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-428659	CLM	Kevin Roas	1993-01-19	UHC-91709-03	4438053665	7298 Oak St, Tampa, FL, 33674	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-415260	CLM	Sean Meyer	1949-11-03	UHC-75769-78	4655735390	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-424679	CLM	Jean F Pena	—	UHC-63144-44	6825226386	—	0.80	Date of birth missing Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-428033	CLM	Lawrence Johnston	1981-05-16	UHC-28017-01	9333107818	5252 Highland Ave, Tempe, AZ, 85240	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-405690	CLM	Ruth Hanson	1985-06-06	—	8265345553	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407207	CLM	Shirley Cruz	1978-10-23	UHC-86255-78	8457280068	7175 Ridge Rd, Glendale, AZ, 85355	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-429636	CLM	Scott V Mason	1974-04-01	UHC-40347-24	4683184879	6312 Grand Ave, Columbus, OH, 43228	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-405333	CLM	Olivia Cox	1958-07-16	UHC-53008-24	9579960055	8025 Maple Ave, Fresno, CA, 93761	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-428540	CLM	Megan Carter	1980-10-13	—	6069038480	4534 Forest Ave, San Diego, CA, 92152	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-428934	CLM	Beverly Davis	1976-12-19	UHC-39550-29	2642854470	9037 Cedar Ln, Houston, TX, 77065	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-409308	CLM	Wayne V Arnold	1964-08-20	—	7845295243	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-430202	CLM	Gabriel Patel	1973-07-01	—	8279506636	4109 Indian School Rd, Mesa, AZ, 85297	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-402203	CLM	Patrick Elliott	1973-02-27	UHC-17420-63	6577583887	8508 Willow Ct, Columbus, OH, 43261	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-419265	CLM	Gabriel Dixon	2007-08-13	UHC-81103-72	5752213244	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-421180	CLM	Betty Daniels	1994-02-16	UHC-73612-80	9647127372	6649 Palm Dr, Nashville, TN, 37242	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-414109	CLM	Walter Flores	1966-11-05	—	4604772449	4809 Bayshore Dr, Austin, TX, 78778	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-406601	CLM	Douglas Garza	1946-09-15	UHC-82645-48	2734276134	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-427360	CLM	Evelyn Walsh	—	UHC-54568-43	2208860022	472 Apache Blvd, San Antonio, TX, 78224	0.80	Date of birth missing Phone reformatted Member ID reformatted Whitespace trimmed
CLM-424382	CLM	Richard Chapman	1999-11-01	—	8314581341	5513 Desert Sky Blvd, Plano, TX	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-424650	CLM	Larry Watson	1964-11-17	UHC-48101-50	8256533324	2006 Valley View Dr, Denver, CO, 80219	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
CLM-405887	CLM	Ethan Robertson	1965-12-09	UHC-07705-11	5363302824	4600 Canyon Rd, Seattle, WA	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared

11,960 rows, page 152 of 240Previous Next