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-27074	PRV	Denise Z Jackson	1949-03-07	—	6568391082	3077 Valley View Dr, Tampa, FL, 33626	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24532	PRV	Jason Nelson	1940-05-07	—	2235692840	563 Church St, Sacramento, CA, 95840	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-22996	PRV	Walter S Moreno	1992-12-06	—	9563890151	7959 Canyon Rd, Sacramento, CA, 95880	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-21964	PRV	Douglas Q Schultz	1954-10-05	—	3506044122	3506 Baseline Rd, Miami, FL, 33103	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-25020	PRV	Diane G Rogers	2004-10-08	UHC-26032-76	9448180415	7771 Maple Ave, Gilbert, AZ, 85215	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-27247	PRV	Bradley Russell	1976-02-07	—	5219562117	3277 Bayshore Dr, Sacramento, CA, 95833	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-22580	PRV	Judith H Lopez	1955-12-23	UHC-71589-82	8656504963	7203 Market St, Columbus, OH, 43283	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26950	PRV	Paul T Morgan	1948-09-10	—	—	4504 Lake View Rd, Phoenix, AZ, 85044	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-27830	PRV	Ruth Spencer	2002-07-12	—	4788432334	1966 Main St, Tempe, AZ, 85241	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21982	PRV	Gloria Stone	1965-04-03	UHC-46016-18	4863376974	2107 Park Pl, Charlotte, NC, 28202	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27190	PRV	Amy Parker	1963-04-23	UHC-88714-34	3394010900	9756 Lincoln Way, Los Angeles, CA, 90067	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23349	PRV	Lawrence K Weaver	1964-02-04	—	9292120024	3519 Church St, Tempe, AZ, 85219	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-28887	PRV	Emily Garcia	1950-12-25	—	—	9327 Union St, Chandler, AZ, 85283	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-29579	PRV	Julie Ross	1939-11-28	—	3829562824	7517 Meadow Ln, Chandler, AZ, 85280	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20242	PRV	Mark Y Freeman	2006-04-11	—	6483263859	8601 Jefferson Ave, Scottsdale, AZ, 85277	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
PRV-23771	PRV	Kayla Reid	2003-09-12	—	9277256579	2115 Market St, Sacramento, CA, 95845	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-28127	PRV	David D Griffin	1958-07-13	UHC-59486-30	—	9704 Forest Ave, Scottsdale, AZ, 85264	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-26013	PRV	Evelyn Vega	1982-12-09	—	8008955882	9814 River Rd, Scottsdale, AZ, 85234	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-20293	PRV	Sofia Carr	1950-08-08	UHC-88392-63	6224737398	3946 Lincoln Way, San Antonio, TX, 78291	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
PRV-27971	PRV	Lauren V Hoffman	1940-07-25	UHC-16769-64	—	1201 Meadow Ln, Jacksonville, FL, 32203	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
PRV-28431	PRV	Susan C Hamilton	1983-12-09	—	9683469728	4288 Church St # 742, Sacramento, CA, 95810	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
PRV-26088	PRV	Judith L Ford	1949-12-12	—	8073744480	4967 Cedar Ln, Chandler, AZ, 85263	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-20634	PRV	Sara Hamilton	1977-01-11	UHC-62889-75	5066014372	1559 Broadway, Seattle, WA, 98113	0.66	Name split from “Last, First”Date of birth reformatted Address re-cased ZIP+4 trimmed+1 more
PRV-20782	PRV	Sandra K Wallace	1943-05-15	—	6383857939	9327 Lincoln Way, Mesa, AZ, 85228	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-29391	PRV	Patricia Watson	1939-08-16	UHC-72592-06	—	5752 Desert Sky Blvd, Eden Prairie, MN, 55352	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-21321	PRV	Jerry Perry	1994-05-25	UHC-81449-36	7478219402	6462 Mesa Dr, Eden Prairie, MN, 55398	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-20669	PRV	Sofia Day	1938-07-28	—	4638595313	2714 Ocean Ave, Chandler, AZ, 85245	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
PRV-27840	PRV	Joe Payne	1996-08-03	—	—	6313 Central Ave, Scottsdale, AZ, 85221	0.66	State name converted to code ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
PRV-23534	PRV	Natalie B Medina	1987-05-27	—	5157806512	6608 Maple Ave Apt 6, Charlotte, NC, 28262	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
PRV-26730	PRV	Joe Z Obrien	1938-06-20	—	2615953563	832 Oak St, Jacksonville, FL, 32288	0.66	Middle initial moved out of first name Name re-cased Phone reformatted ZIP+4 trimmed+1 more
PRV-21928	PRV	Joyce Hicks	1968-07-04	UHC-10074-55	4578724720	5364 Union St, Miami, FL, 33192	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-27425	PRV	Martha Watson	1976-12-23	UHC-66588-79	6966517927	6159 Union St, Eden Prairie, MN, 55365	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
PRV-29074	PRV	Brittany W Taylor	1941-05-07	—	9403299157	3835 Ridge Rd, Tempe, AZ, 85298	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-22852	PRV	Aisha Sttewart	1943-12-10	—	6523857271	2865 Apache Blvd, Chandler, AZ, 85291	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-25486	PRV	Denise J Armstrong	1973-06-18	UHC-73122-43	3074122511	6088 Desert Sky Blvd, Miami, FL, 33183	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-24211	PRV	Diana I Harris	1967-08-04	UHC-73519-32	3265260649	4392 Broadway, Fresno, CA, 93786	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-23374	PRV	Kayla Vargas	1987-08-09	—	—	9824 Elm St, Scottsdale, AZ, 85239	0.66	Phone missing area code City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-23972	PRV	Frank Baker	1990-09-08	—	7742601092	2429 Sage Ct, Glendale, AZ, 85307	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
PRV-23973	PRV	Frank Baker	1990-09-08	—	7742601092	2429 Sage Ct, Glendale, AZ, 85307	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
PRV-28809	PRV	Valentina Williams	1982-09-21	—	9286512546	8185 Mesa Dr, Columbus, OH, 43287	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-22619	PRV	Nicole Arnold	1998-05-01	—	9122222367	7966 Market St, Fresno, CA, 93733	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-25279	PRV	Justin L Gordn	1958-09-10	UHC-93719-60	—	8913 Mountain View Dr, Phoenix, AZ, 85069	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-28299	PRV	Maria Little	—	UHC-24075-34	4209178852	1334 Harbor Blvd, Phoenix, AZ, 85030	0.66	Date of birth unreadable Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-20826	PRV	Cynthia A Gibson	1952-11-09	UHC-98065-16	2595105991	8464 Jefferson Ave, Tempe, AZ, 85239	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-20094	PRV	Kyle Mason	2008-03-16	UHC-92667-29	—	5993 Bayshore Dr, Chandler, AZ, 85256	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27530	PRV	Janet Tucker	1972-06-26	UHC-36190-80	8512605489	4988 Indian School Rd, Minneapolis, MN, 55460	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-29474	PRV	Michael Ramirez	2007-02-19	UHC-59993-39	8239850779	7881 Maple Ave Apt 1, Dallas, TX, 75205	0.66	Date of birth reformatted Unit split from street State code upper-cased ZIP+4 trimmed+1 more
PRV-20326	PRV	Frances Williamson	1987-05-23	—	5116349753	128 Desert Sky Blvd, Miami, FL, 33180	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-25367	PRV	David M Ruiz	1967-12-20	UHC-51878-80	—	2004 Lake View Rd, Denver, CO, 80235	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-25989	PRV	Benjamin Boyd	1939-02-06	UHC-43747-98	4527770904	8631 Sage Ct, Jacksonville, FL, 32269	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

815 rows, page 11 of 17Previous Next