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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22019	PRV	Cynthia Flores	1953-03-20	—	2857015766	7392 Pine Dr, Minneapolis, MN, 55481	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26156	PRV	Diego Matthews	1938-12-01	UHC-11271-69	5157312831	4858 Mountain View Dr, Tucson, AZ, 85708	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-21353	PRV	Kathleen O Obren	1988-02-05	—	4366344511	9351 Elm St, Los Angeles, CA, 90075	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27269	PRV	Diane Stephens	1971-04-01	UHC-27084-18	3586056108	2642 Highland Ave, Chandler, AZ, 85222	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26749	PRV	Bruce Wells	1977-11-17	—	5457998325	7373 Pine Dr, Charlotte, NC, 28233	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24524	PRV	Sofia Lopaz	1997-04-09	—	6672772546	5094 Mesa Dr Apt 23, Gilbert, AZ, 85254	0.62	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+3 more
PRV-27118	PRV	Danielle Herrera	1948-03-21	UHC-14995-82	4577387148	3140 Lincoln Way, Denver, CO, 80238	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
PRV-22879	PRV	Linda Lawrence	1940-05-16	—	8735890123	9391 Indian School Rd, Scottsdale, AZ, 85237	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28399	PRV	David P Price	1938-01-09	—	6524434175	7458 Bayshore Dr, Columbus, OH, 43245	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26634	PRV	Donna Miller	1941-04-07	—	2442213102	4906 Canyon Rd, Jacksonville, FL, 32202	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25635	PRV	Joe Sullivan	1976-08-10	UHC-21823-12	5595949883	6632 Baseline Rd, Miami, FL, 33142	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-22451	PRV	Julia Jensen	1958-06-21	UHC-89834-38	3894618707	8583 Sage Ct, Fresno, CA, 93784	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-28220	PRV	Jack Chen	1959-04-17	—	9696147099	1301 Apache Blvd, Gilbert, AZ, 85206	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27310	PRV	Frank Robertson	1984-02-24	UHC-54618-22	4582597528	5146 Jefferson Ave, Miami, FL, 33166	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26199	PRV	Santiago Patterson	1978-05-19	—	7479540450	6551 Mesa Dr, Charlotte, NC, 28248	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28884	PRV	Theresa Munoz	1962-04-06	—	—	2470 Camelback Rd, Atlanta, GA, 30364	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-27783	PRV	Anna F Murray	1999-08-04	—	5719060986	7304 Highland Ave, Atlanta, GA, 30376	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22848	PRV	Mei Johnson	1978-02-23	—	3637610823	4634 River Rd, Plano, TX, 75089	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24865	PRV	Melissa Anderson	1981-07-02	—	3276035760	8861 Canyon Rd, Atlanta, GA, 30362	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23397	PRV	Natalie Fernandez	1950-09-17	—	4152030125	9177 Hillcrest Rd, Houston, TX, 77033	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
PRV-27417	PRV	Debra Garza	1968-12-21	—	2958022764	6122 Highland Ave, Austin, TX, 78756	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-27481	PRV	Victoria Wallace	1984-12-10	—	—	2975 Cedar Ln, Denver, CO, 80204	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28198	PRV	Stephanie Lewis	1946-06-23	UHC-31263-99	8395851189	8137 Desert Sky Blvd, Tampa, FL, 33617	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-27062	PRV	Wallace I Sara	1992-04-20	—	9407614454	1117 Baseline Rd, Tempe, AZ, 85202	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24363	PRV	Elizabeth George	1960-05-24	UHC-90127-83	6874665661	2879 Sunset Blvd, Chandler, AZ, 85210	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25830	PRV	Jennifer Russell	2003-03-03	UHC-52480-15	2147576362	8600 Ridge Rd, Chandler, AZ, 85287	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27603	PRV	Ana H Williams	1985-11-05	UHC-92716-76	3408108516	3549 Meadow Ln, Columbus, OH, 43231	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-25235	PRV	Lucia Smith	1948-03-23	—	5488750873	4835 Church St, Nashville, TN, 37261	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27615	PRV	Grace Ortiz	1939-09-27	—	4186879812	7871 Spring St, Orlando, FL, 32872	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-20775	PRV	Terry Elliott	1980-07-19	UHC-19456-25	6812696009	610 Oak St, Dallas, TX, 75226	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23207	PRV	Aln Morgan	1976-06-02	—	2845116754	9755 Elm St, Glendale, AZ, 85398	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25930	PRV	Dorothy Alvarado	1954-03-14	—	8917234380	6812 Park Pl, Jacksonville, FL, 32212	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27927	PRV	Jose Mendez	1975-02-15	—	6693119260	2541 Canyon Rd, Orlando, FL, 32862	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24233	PRV	Margaret U Vazquez	1999-05-22	UHC-51429-18	—	5357 Central Ave, San Antonio, TX, 78296	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-21082	PRV	Catherine Richardson	2005-08-26	UHC-15592-78	8617857017	2274 Church St, Scottsdale, AZ, 85238	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
PRV-22335	PRV	Kathleen Powell	1958-08-22	—	3483706554	930 Forest Ave, San Diego, CA, 92199	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25835	PRV	Sharon Weber	2006-09-08	UHC-02965-50	4403387593	6745 Apache Blvd, San Diego, CA, 92173	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25834	PRV	Sharon Weber	2006-09-08	UHC-02965-50	4403387593	6745 Apache Blvd, San Diego, CA, 92173	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27793	PRV	Jennifer Murray	1949-07-08	—	3808337421	4105 Apache Blvd, Gilbert, AZ, 85268	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29109	PRV	Yuik L Peters	1993-07-02	—	4433791540	7982 River Rd, Atlanta, GA, 30354	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20781	PRV	Sanrda K Wallace	1943-05-15	—	6383857939	9327 Lincoln Way, Mesa, AZ, 85228	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-25941	PRV	Gabriel Thompson	1962-10-09	UHC-12785-40	2478706650	6602 Valley View Dr, San Antonio, TX, 78273	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-26009	PRV	Billy Valdez	1968-12-02	—	4548323745	1459 Hillcrest Rd, Glendale, AZ, 85310	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+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-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-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-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-28202	PRV	Ruth X Jacobs	2004-07-10	—	—	6862 Sage Ct, Tempe, AZ, 85266	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+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

815 rows, page 8 of 17Previous Next