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-415823	CLM	Diane Snyder	1953-08-25	UHC-68765-36	—	3890 Cedar Ln, Plano, TX, 75081	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403526	CLM	Jack Gibson	1939-09-24	—	2997507649	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-423520	CLM	Adam Morgan	1970-12-26	UHC-73274-64	—	7848 Bayshore Dr, Chandler, AZ, 85268	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-426621	CLM	Charlotte I Rogerrs	1996-03-20	—	—	7069 Cedar Ln, Houston, TX, 77038	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-401220	CLM	Vincent Foster	1971-04-22	UHC-78204-77	—	8942 Valley View Dr, Chandler, AZ, 85224	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-406630	CLM	Lori Lane	2006-03-28	UHC-27982-32	8304597042	5174 Church St, Atlanta, GA, 30392	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-427841	CLM	Eric B Herrera	1989-09-17	—	6372428263	5849 Sage Ct, Minneapolis, MN, 55445	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-423747	CLM	Mariana Q Gardner	2002-01-24	UHC-13906-61	3017992114	7580 Willow Ct, Miami, FL, 33169	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408574	CLM	Isabella Vargas	1978-09-10	UHC-47319-74	—	8194 Sunset Blvd, Miami, FL, 33120	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432630	CLM	Theresa Myers	1942-11-05	UHC-12785-42	—	1561 Indian School Rd, Houston, TX, 77052	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-429825	CLM	Scott Martin	2007-07-10	UHC-42759-81	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-429982	CLM	Julie F Romero	1992-06-27	UHC-29496-76	—	5486 Central Ave # 442, Nashville, TN, 37292	0.78	Date of birth reformatted Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-411540	CLM	Betty Rose	2004-02-14	UHC-23050-58	—	1454 Grand Ave, Glendale, AZ, 85332	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-408034	CLM	Stveen Miller	1943-03-21	—	2057834352	6461 Grand Ave, Tampa, FL	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-424352	CLM	Dennis Bradley	1944-01-12	UHC-87114-24	7836394413	2195 Park Pl, Plano, TX	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-416166	CLM	Tyler Rose	1982-01-28	—	—	959 Palm Dr, Mesa, AZ, 85272	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-419854	CLM	Roy Mills	1963-12-12	UHC-46354-30	—	5385 Elm St, Minneapolis, MN, 55473	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-409300	CLM	Raymond Campbell	2002-11-15	—	7735217027	5500 Ocean Ave, Glendale, AZ, 85328	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-411400	CLM	Susan Howard	1995-01-09	UHC-23868-31	—	9163 Willow Ct, Plano, TX	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-407382	CLM	Santiago Morales	2004-08-22	—	—	8916 Meadow Ln, Orlando, FL, 32851	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409733	CLM	Denise Clark	1980-09-13	UHC-40992-88	—	2864 Broadway, Scottsdale, AZ, 85209	0.78	Name re-cased Date of birth reformatted Address re-cased Gender normalised+1 more
CLM-416094	CLM	Austin Le	1972-03-20	UHC-07743-05	5135147533	8887 Sage Ct, Mesa, AZ, 85247	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424428	CLM	Bruce Smith	1994-02-20	UHC-79622-11	—	959 Baseline Rd, Eden Prairie, MN, 55333	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424937	CLM	Wayne Ward	1940-05-22	—	—	8946 Apache Blvd, Plano, TX, 75025	0.78	Name re-cased Date of birth reformatted Phone missing area code City re-cased+1 more
CLM-403289	CLM	Jacob D Larson	1956-04-26	UHC-52805-48	4215827082	4106 Palm Dr, Tampa, FL, 33608	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410413	CLM	Fatima Nunez	1944-03-12	—	9225465460	4927 Hillcrest Rd, Houston, TX, 77039	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408358	CLM	Jackie Yang	1995-11-26	—	9155081646	100 Ocean Ave, Austin, TX, 78774	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408642	CLM	Amanda Cole	1965-07-03	UHC-99435-72	—	4164 Broadway, Sacramento, CA, 95819	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-400219	CLM	Carol Munooz	1990-03-20	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-420481	CLM	Martha Mejia	1995-04-06	UHC-37847-81	—	9430 Sunset Blvd, Austin, TX, 78712	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-406847	CLM	Paul Fisher	1950-05-11	UHC-57034-71	—	1977 Mountain View Dr, Eden Prairie, MN, 55361	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424542	CLM	Noah Dixon	1968-05-24	UHC-37800-54	—	5291 Camelback Rd, Atlanta, GA, 30396	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-408458	CLM	Maria Wang	1976-04-07	UHC-01269-47	8197400242	6033 Mesa Dr, Phoenix, AZ, 85004	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-425513	CLM	Walter Morris	1945-08-18	UHC-18011-83	7528552367	9310 Forest Ave, Las Vegas, NV, 89124	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-401919	CLM	Mary R Mason	1994-08-06	UHC-85232-94	—	9474 Lake View Rd, Austin, TX, 78733	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-401920	CLM	Mary R Mason	1994-08-06	UHC-85232-94	—	9474 Lake View Rd, Austin, TX, 78733	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-405991	CLM	Petar S Rice	2007-08-23	—	—	5807 Mesa Dr, Nashville, TN, 37236	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428007	CLM	Debra Franklin	1981-09-06	UHC-11815-41	—	1835 Baseline Rd, Jacksonville, FL, 32238	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402201	CLM	Rebecca Sandoval	1971-06-04	UHC-77395-37	3009172124	7321 Pine Dr, Eden Prairie, MN, 55362	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
CLM-413005	CLM	Lauren S Valdez	1944-06-21	—	—	—	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-411677	CLM	Jackie Fowler	1997-10-11	UHC-49887-17	3757995326	2710 Forest Ave, Fresno, CA, 93718	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
CLM-422526	CLM	Johnny Lynch	2002-02-23	—	—	9804 Indian School Rd, Tucson, AZ, 85740	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420879	CLM	Victoria Flores	1944-02-20	UHC-25370-92	3267985159	—	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-418000	CLM	Hiroshi Little	1973-07-28	—	2134738946	1360 River Rd, Atlanta, GA, 30305	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414284	CLM	Paul Nguyen	1996-03-08	UHC-31246-56	6246308667	5411 Bayshore Dr, Mesa, AZ, 85203	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414283	CLM	Paul Nguyen	1996-03-08	UHC-31246-56	6246308667	5411 Bayshore Dr, Mesa, AZ, 85203	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408948	CLM	Seean Stephens	1961-12-23	UHC-73604-61	9708002977	8270 Desert Sky Blvd, Mesa, AZ, 85282	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
CLM-412004	CLM	Joshua Sanders	1952-06-07	UHC-21780-50	4738258178	9202 Hillcrest Rd Apt 25, Tempe, AZ, 85217	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-417878	CLM	Nathan Coole	1958-07-27	UHC-77282-78	8604055720	2325 Park Pl, Austin, TX, 78748	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407970	CLM	Emma Hamilon	1973-02-10	—	—	9143 Elm St, Seattle, WA, 98152	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

10,559 rows, page 123 of 212Previous Next