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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27326	PRV	Jesse J Weaver	1958-11-12	UHC-76848-80	7494927515	4153 Valley View Dr, Fresno, CA, 93784	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22968	PRV	James I McDonald	1959-03-20	UHC-97198-99	4352519505	209 Mountain View Dr, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-29507	PRV	Rob Ramos	1946-11-20	—	—	5876 Indian School Rd, San Antonio, TX, 78239	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-21354	PRV	Jospeh J Wood	1987-12-20	—	9577963480	2060 Canyon Rd, Phoenix, AZ, 85037	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-22761	PRV	Cynthia Castro	1981-10-06	—	—	1248 Sunset Blvd, Seattle, WA, 98189	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22484	PRV	Wayne Ward	1966-08-17	—	6754164628	503 Ridge Rd, San Antonio, TX	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
PRV-22280	PRV	Robert Weber	1982-03-12	UHC-94741-69	—	5930 Maple Ave, Chandler, AZ, 85270	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-27581	PRV	Anthony P Foster	1987-01-06	—	8388749143	7589 Pine Dr, Nashville, TN, 37254	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-20660	PRV	Linda Bowman	1978-04-25	UHC-84271-43	3676944980	1878 Indian School Rd # 201, Chandler, AZ, 85263	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-27046	PRV	Betty Rose	1945-03-03	—	6003562475	8135 Central Ave, Columbus, OH, 43210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21945	PRV	Harold Vega	—	UHC-62854-39	6169594956	9470 Highland Ave, Orlando, FL, 32842	0.64	Name re-cased Date of birth missing Phone reformatted State name converted to code+2 more
PRV-24889	PRV	Kenneth Montgomery	1985-06-02	—	4746914631	476 Harbor Blvd, Tucson, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27110	PRV	Laura Mason	1977-10-26	UHC-86903-57	—	4702 Highland Ave, Seattle, WA	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP missing+2 more
PRV-23553	PRV	Adam Elliott	2008-10-01	UHC-40799-71	—	4898 Church St, Glendale, AZ, 85372	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-20395	PRV	Linda V Riley	1982-07-15	UHC-36896-26	7425941177	1557 Central Ave, Seattle, WA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21755	PRV	Mei White	—	—	3536760790	8916 River Rd, Jacksonville, FL, 32273	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-29055	PRV	Diane Olson	1981-07-11	—	6385690935	4637 Lake View Rd, Jacksonville, FL, 32257	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24429	PRV	Dylan Hawkins	1970-03-25	UHC-26068-29	4725175080	6252 Valley View Dr, Minneapolis, MN, 55448	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23708	PRV	Megan R Porter	1975-01-10	UHC-46101-45	—	3600 Harbor Blvd, San Antonio, TX, 78210	0.64	Name re-cased Two-digit birth year State name converted to code Plan code upper-cased+2 more
PRV-27995	PRV	Thomas A Reynolds	1946-11-28	UHC-63941-86	—	4967 Valley View Dr, San Antonio, TX, 78205	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22655	PRV	Diane Sanders	2003-04-09	UHC-96847-82	7786267217	2151 Mesa Dr, Miami, FL, 33164	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22854	PRV	Justin Vargas	2004-09-15	UHC-10790-41	5808880906	3263 Hillcrest Rd, Los Angeles, CA, 90035	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26135	PRV	Donna Sullivan	1998-01-01	UHC-84309-27	5786888092	7269 Broadway, Atlanta, GA, 30393	0.64	Name re-cased Phone reformatted Address re-cased ZIP+4 trimmed+2 more
PRV-26608	PRV	Danny Cunningham	1943-08-03	UHC-00723-22	5869895708	2249 Mesa Dr, Glendale, AZ, 85325	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
PRV-22581	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-22076	PRV	Sofia J Kim	2007-02-04	UHC-90210-54	5972403708	2261 Ocean Ave, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23596	PRV	William Alvarez	1944-01-18	—	—	8942 Ridge Rd, Plano, TX, 75085	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-23231	PRV	Juan Dixon	1982-04-10	—	4907374820	7198 Church St # 782, Atlanta, GA, 30367	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-28464	PRV	Justin Jensen	1953-10-24	—	—	3327 River Rd, Jacksonville, FL, 32223	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-22695	PRV	Jack W Delgado	1978-12-01	—	—	928 Harbor Blvd, Tucson, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27952	PRV	Pirya Little	1949-11-22	—	7528168242	9710 Desert Sky Blvd, Columbus, OH, 43213	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24903	PRV	Alexander Perkins	—	UHC-60662-97	7164336395	26 Camelback Rd, Plano, TX, 75058	0.64	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+2 more
PRV-21419	PRV	Mary Obrien	1951-01-03	—	—	6414 Valley View Dr, Plano, TX, 75074	0.64	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+2 more
PRV-28778	PRV	Jack Pierce	—	UHC-70363-83	—	8375 Spring St, Eden Prairie, MN, 55337	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
PRV-20482	PRV	James Russell	—	—	2465600484	8345 Church St, Denver, CO, 80283	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
PRV-21402	PRV	Thomas Kelly	2007-01-02	—	2297069126	5871 Highland Ave, Charlotte, NC, 28261	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
PRV-22394	PRV	Rebecca Z Burns	1988-10-20	—	8017363234	3762 Cedar Ln, Eden Prairie, MN	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-22505	PRV	Alyce Q Salazar	2002-02-23	UHC-78437-15	2086741031	7779 Maple Ave, Mesa, AZ, 85223	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-25248	PRV	Carlos Thomas	—	UHC-95358-09	5856435143	4110 Camelback Rd, Mesa, AZ, 85267	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
PRV-21079	PRV	Omar B Knight	1954-03-18	UHC-76996-54	7195293740	6084 Grand Ave, Phoenix, AZ, 85090	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+2 more
PRV-21078	PRV	Omar B Knight	1954-03-18	UHC-76996-54	7195293740	6084 Grand Ave, Phoenix, AZ, 85090	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+2 more
PRV-21450	PRV	Peter Wallace	1974-02-10	UHC-28274-41	7815872506	1572 Lake View Rd, Tampa, FL, 33622	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-25263	PRV	Wayne Castro	1950-09-06	—	—	2524 Baseline Rd Apt 22, Sacramento, CA, 95862	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
PRV-21598	PRV	Nathan Tucker	1982-07-18	—	5058955843	573 Union St, Houston, TX, 77009	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28497	PRV	Kathrny Cooper	2000-07-27	—	—	2987 Spring St, San Antonio, TX, 78236	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-28846	PRV	Hannah Flores	1954-07-12	—	5977160199	7702 Main St # 610, Minneapolis, MN, 55432	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23274	PRV	Maria Gray	1994-12-02	UHC-06693-16	3295002298	7226 Lincoln Way, Charlotte, NC, 28208	0.64	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
PRV-29248	PRV	Franklin Isabella	1973-04-07	UHC-14942-32	—	7906 Indian School Rd, San Diego, CA, 92154	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21015	PRV	Marry K Rgers	1943-04-11	UHC-81130-66	4768194588	3310 Washington St, Scottsdale, AZ, 85202	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24521	PRV	Timothy Weber	—	—	—	3331 Mountain View Dr, Plano, TX, 75003	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more

3,816 rows, page 20 of 77Previous Next