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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409095	CLM	Emma D Carter	1943-02-15	UHC-30598-22	—	2898 Church St, Austin, TX, 78758	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-430995	CLM	Evelyn Jackson	1970-01-05	UHC-18381-07	2048128842	2557 Pine Dr, Atlanta, GA, 30372	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-406085	CLM	Santiago Phillips	1962-11-01	—	—	9067 Forest Ave, San Antonio, TX, 78242	0.72	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-429543	CLM	Omar Boyd	1939-02-16	—	6292445501	5368 Lake View Rd, Tempe, AZ, 85257	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428619	CLM	Jack Yang	1943-06-04	UHC-59751-23	3408163035	2958 Camelback Rd, Las Vegas, NV, 89194	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407685	CLM	Virginia Bryant	1985-11-05	UHC-43467-44	4594609924	9360 Apache Blvd, Atlanta, GA, 30356	0.74	Name re-cased Phone reformatted Member ID reformatted State name converted to code+3 more
CLM-404603	CLM	Kathleen B Rogers	1951-05-14	UHC-53818-07	—	6344 Valley View Dr, Seattle, WA, 98145	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-432256	CLM	Victoria Dunn	2001-10-11	UHC-06859-93	—	8891 Canyon Rd, Tampa, FL, 33620	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415115	CLM	Chavez Rebecca	1973-10-17	UHC-20228-30	8185646492	1883 Main St, Plano, TX, 75084	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407926	CLM	Jeremy Reyes	1973-02-03	UHC-87372-54	9305131662	5668 Church St, Tempe, AZ, 85276	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406870	CLM	Virginia N Carr	1959-09-19	UHC-61614-40	3254451452	9085 Church St, Dallas, TX, 75283	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401297	CLM	Harold McCoy	1956-04-13	UHC-66918-98	9745926761	7067 Central Ave, Orlando, FL, 32827	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-430516	CLM	Sara Hicks	2001-12-23	UHC-24394-15	4745795639	2890 Mountain View Dr, Sacramento, CA, 95867	0.74	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-417595	CLM	Raymond Reyes	1971-11-14	UHC-12708-34	—	5870 Lincoln Way, Denver, CO, 80290	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422480	CLM	Zachary Gaorge	1982-02-19	—	—	8626 Ridge Rd, Seattle, WA, 98123	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404046	CLM	Alaan M Diaz	1979-12-10	—	7437566377	9173 Sunset Blvd, Las Vegas, NV, 89110	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416134	CLM	Emma N Pakr	1952-09-22	—	2927787786	2157 Ridge Rd, Fresno, CA, 93791	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431292	CLM	Stephanie Brown	1980-11-02	UHC-58523-40	6625605636	476 Main St, Columbus, OH, 43294	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421452	CLM	Ralph Jimenez	1989-07-12	—	4026440112	5171 Desert Sky Blvd, Los Angeles, CA, 90063	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406497	CLM	Gloria Montgomery	1962-04-02	UHC-80406-18	9279450002	4288 Sage Ct, Charlotte, NC, 28213	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-422975	CLM	Dorothy Castillo	1984-07-03	UHC-23496-53	—	8795 Canyon Rd, Jacksonville, FL, 32243	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422934	CLM	Sara Armstrong	1976-09-17	—	4099241708	9391 Market St, Dallas, TX, 75298	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427298	CLM	Kelly Guzman	1953-06-04	UHC-32090-31	4833704606	337 Church St, Fresno, CA, 93721	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415169	CLM	Isabella Robertson	1985-02-04	—	9884663862	1814 Jefferson Ave, Houston, TX, 77058	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418957	CLM	Vincent Le	1947-02-13	—	9202898359	1141 Ocean Ave, Tempe, AZ, 85219	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424175	CLM	Doris Rice	1964-04-25	—	2666671217	9774 Palm Dr, Seattle, WA, 98119	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431077	CLM	Janet Lewis	1970-10-07	UHC-35740-35	6164624999	3583 River Rd, Phoenix, AZ, 85055	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409050	CLM	Thomas E Welch	2007-02-15	UHC-45658-13	9565018537	3687 Cedar Ln, Orlando, FL, 32874	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429592	CLM	Marcus Russell	1975-05-21	UHC-96252-01	—	1187 Church St, Gilbert, AZ, 85212	0.74	Name re-cased Date of birth reformatted State code upper-cased Email lower-cased+3 more
CLM-404101	CLM	Garry Rice	1961-06-26	—	8393020543	5578 Pine Dr, Columbus, OH, 43271	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-430299	CLM	Karen Bailey	1977-07-25	—	—	1731 Main St, Phoenix, AZ, 85086	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421014	CLM	Adam Williamson	1977-03-03	UHC-12020-33	5512808766	2283 Valley View Dr, Miami, FL, 33143	0.74	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-414382	CLM	Ashley Rios	1975-01-01	—	3532447064	4034 Ridge Rd, San Diego, CA, 92144	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424473	CLM	Judith Ramirez	1983-10-07	UHC-46061-12	6095396518	1586 Bayshore Dr, San Antonio, TX, 78206	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431991	CLM	Arthur Oliver	1972-07-19	UHC-81066-86	3859338005	3820 Mountain View Dr, Minneapolis, MN, 55472	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413983	CLM	Rachel Smith	1969-06-15	UHC-82124-92	—	7163 Market St, Seattle, WA, 98180	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-417619	CLM	Logna Daniels	1971-07-23	UHC-21667-70	8336317589	4220 Mountain View Dr, San Diego, CA, 92180	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-404781	CLM	Elijah Bishop	1965-08-08	—	4468109924	3542 Apache Blvd, Atlanta, GA, 30346	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-405580	CLM	Hiroshi L Espinoza	1970-07-02	UHC-80972-01	5692583125	689 Pine Dr, San Diego, CA, 92117	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407043	CLM	Bryan Bailey	1972-07-16	UHC-99666-81	6259279433	6961 Washington St, Scottsdale, AZ, 85277	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417800	CLM	Debra V Oliver	2005-11-05	UHC-96451-85	7474998161	676 Washington St, Columbus, OH, 43236	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-420361	CLM	Dennis M Cole	1950-01-09	UHC-96366-62	7509248916	4920 Pine Dr, Phoenix, AZ, 85099	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-405346	CLM	Bruce Porter	2005-04-15	—	9752994052	1886 Maple Ave, Tempe, AZ, 85247	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428532	CLM	Gloria E Le	1946-04-05	UHC-07005-78	—	8903 Market St, Sacramento, CA, 95887	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416123	CLM	Carl Schmidt	1963-05-09	—	7774573348	1359 Pine Dr, Mesa, AZ, 85254	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407131	CLM	Bradley Weaver	1986-04-15	—	5936633482	6249 Ridge Rd, Jacksonville, FL, 32279	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419295	CLM	Keith Cole	1950-11-04	—	3498530422	4613 Grand Ave, San Antonio, TX, 78255	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417963	CLM	Camila Ryan	1986-10-28	UHC-46828-66	—	6745 Meadow Ln, Minneapolis, MN, 55425	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
CLM-419009	CLM	Marilyn X Wallace	1998-05-03	UHC-97767-95	7065672023	4560 Indian School Rd, Jacksonville, FL, 32217	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410784	CLM	Sharon Gibson	1981-08-13	UHC-59981-80	5545494790	2123 Jefferson Ave, Jacksonville, FL, 32237	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

989 rows, page 8 of 20Previous Next