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

Provider network, 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
PRV-21263	PRV	Matthew Y White	—	—	4784644206	8059 Valley View Dr, Gilbert, AZ, 85224	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23554	PRV	John Z Armstrong	2003-06-27	—	2117248758	143 Sunset Blvd, Glendale, AZ, 85360	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22207	PRV	Christian Reynolds	—	UHC-02582-56	5332542224	—	0.64	Date of birth unreadable Phone reformatted Email lower-cased Gender normalised+2 more
PRV-20956	PRV	Ann Dominguez	1959-12-03	UHC-89013-57	5512054811	2671 Grand Ave, Los Angeles, CA, 90042	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-24530	PRV	George Q Dominguez	2001-04-12	—	4545634232	4593 Ocean Ave, Glendale, AZ, 85363	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27972	PRV	Amy E Hicks	1960-03-21	UHC-14831-12	9596542063	6886 Palm Dr, Gilbert, AZ, 85277	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
PRV-23510	PRV	Jean W Hamlton	1965-02-08	UHC-77149-18	4167143383	4244 Oak St, Tempe, AZ	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
PRV-24928	PRV	Raymond Stone	1944-04-18	UHC-79612-67	2818329464	8000 Park Pl, Tampa, FL, 33670	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25131	PRV	Judith Castro	1946-06-18	—	3389249418	9281 Baseline Rd, San Diego, CA, 92180	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-28360	PRV	Jack James	1957-03-03	—	8956886950	1297 Maple Ave, Tampa, FL, 33662	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-26573	PRV	Terry Z Kennedy	2004-08-12	—	5659542295	1735 Forest Ave, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-25281	PRV	Ralph Gibson	1987-03-21	UHC-51268-55	5698447571	2194 Baseline Rd, Miami, FL, 33143	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23416	PRV	Eugene Freeman	1940-02-19	—	8984501490	8536 Oak St, Austin, TX, 78732	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25012	PRV	Jake X Hughes	1979-12-21	—	6844144837	7401 Washington St, Atlanta, GA, 30391	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28040	PRV	Adam Richards	2008-09-20	—	7764557343	1893 Sage Ct, Miami, FL, 33111	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21792	PRV	Jacqueline Payne	1952-08-12	—	7664821145	8478 Sunset Blvd, Plano, TX, 75091	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-22533	PRV	Samantha Alvarado	1987-10-11	—	6102422246	2471 Sunset Blvd # 195, Fresno, CA, 93777	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26442	PRV	Katherine Z Wilson	1991-03-22	—	5943182924	9140 Union St, Nashville, TN, 37272	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26891	PRV	Austin A Hayes	—	—	5642526506	7703 Palm Dr, Denver, CO, 80201	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
PRV-25876	PRV	Valentina A Estrada	1981-09-04	—	9067894692	3708 River Rd, Nashville, TN, 37236	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23891	PRV	Ethan Cook	2003-03-18	UHC-76119-12	6497947571	9366 Mesa Dr # 982, Tucson, AZ, 85736	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-24361	PRV	Scott Gibson	1966-11-03	UHC-21871-27	4635858937	1015 Willow Ct, Glendale, AZ, 85390	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27357	PRV	Ralph Morris	1971-12-28	—	4719739793	2055 Forest Ave, Austin, TX	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
PRV-26993	PRV	Timothy Bradley	1982-01-14	UHC-38160-44	8068900272	4594 Baseline Rd, Nashville, TN, 37285	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-29286	PRV	Rebecca Espinoza	1954-12-27	—	9055432749	8352 Main St, Phoenix, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27276	PRV	Rachel Daniels	1994-12-06	UHC-53886-76	9305162541	1557 Cedar Ln, San Antonio, TX, 78225	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-24004	PRV	Pamela A Tucker	1974-08-08	—	2189075748	7360 Jefferson Ave, Atlanta, GA, 30385	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-20419	PRV	Justin Rodriguez	1953-06-15	UHC-92157-55	8384529521	8205 Baseline Rd, Chandler, AZ, 85267	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-22110	PRV	Janice Harvey	1968-12-21	—	4693479054	6297 Sage Ct, Dallas, TX, 75297	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27647	PRV	Amnada Johnson	1946-07-03	UHC-06364-64	8624656105	3153 Mountain View Dr Apt 39, Los Angeles, CA, 90094	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-22704	PRV	Mary Ross	1970-03-28	—	3073488670	7635 Harbor Blvd, Las Vegas, NV, 89116	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23950	PRV	Pamela O Santiago	1997-07-14	—	7222689749	6957 Apache Blvd, Dallas, TX, 75214	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23619	PRV	Brandon Ward	1985-08-15	UHC-12510-99	3788017184	2264 Sage Ct Apt 11, Charlotte, NC, 28230	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-26039	PRV	Ethan Washington	1994-11-12	UHC-00595-54	6034861677	1253 Elm St, Tempe, AZ, 85257	0.64	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
PRV-23447	PRV	Arthur Chen	—	UHC-64162-33	4968146384	2514 Apache Blvd, Dallas, TX, 75268	0.64	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+2 more
PRV-29188	PRV	Wei S Cooper	1953-10-25	—	7056088883	5751 River Rd, Chandler, AZ, 85261	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27094	PRV	Alice Gonzales	2004-02-05	UHC-98533-24	3229531258	7162 Park Pl, Atlanta, GA, 30384	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24438	PRV	Rlph Oliver	1995-03-26	UHC-98397-43	9882029621	1949 Spring St, Los Angeles, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23420	PRV	Donald Vargas	1975-12-28	—	9384110399	4449 Meadow Ln, Plano, TX, 75081	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28421	PRV	Aisha M Cox	1948-11-27	—	7857593363	3223 Harbor Blvd, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-20446	PRV	Stephan Murphy	1992-11-09	UHC-54490-83	2345384671	2604 River Rd, Eden Prairie, MN, 55392	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22868	PRV	Amy Kennedy	1947-06-19	—	6655382478	2061 Canyon Rd, Atlanta, GA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28095	PRV	Jordan Banks	1980-04-06	—	2035825625	8932 Elm St, Charlotte, NC, 28211	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20832	PRV	Tyler Crawford	1968-08-07	—	7255015011	9252 Ridge Rd, Plano, TX, 75095	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-28767	PRV	Betty Hicks	1974-12-13	UHC-35810-71	6556029001	—	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
PRV-24694	PRV	Camila Marshall	1956-12-09	UHC-89742-06	3347020523	6341 Baseline Rd, Phoenix, AZ, 85066	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
PRV-25386	PRV	Jessica M Boyd	1977-11-15	UHC-79586-37	5289719406	602 Cedar Ln, Denver, CO, 80297	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29015	PRV	Lawrence Silva	1974-07-17	—	2083487666	5164 Canyon Rd, Fresno, CA, 93726	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25139	PRV	Jerry Ramos	1974-10-07	UHC-14545-99	3894092273	5136 Elm St, Sacramento, CA, 95880	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23228	PRV	Jose B Morrison	1962-08-14	UHC-74741-25	6242312131	3629 Park Pl, Tucson, AZ, 85771	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

5,906 rows, page 28 of 119Previous Next