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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21612	PRV	Gabriel P Salazar	1943-02-04	—	2378144343	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27324	PRV	Christopher Gray	2000-08-20	UHC-48386-23	—	6500 Elm St, Minneapolis, MN, 55411	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
PRV-28924	PRV	Amanda N Collins	1995-12-18	UHC-44091-18	3985287707	503 Meadow Ln, Las Vegas, NV, 89196	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-25015	PRV	Natalie O Shaw	1966-08-15	UHC-04451-66	2396014239	491 Palm Dr, Sacramento, CA, 95819	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-25894	PRV	Kelly Vasquez	1994-11-02	—	—	2110 Church St, Mesa, AZ, 85274	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-25532	PRV	Brandon J White	1984-09-10	—	5795481981	8193 Cedar Ln, Gilbert, AZ, 85217	0.68	Street suffix standardised Address re-cased Email lower-cased Gender normalised
PRV-20200	PRV	Shirley A Woods	1959-10-18	UHC-25499-05	6592621873	9434 Washington St, Eden Prairie, MN, 55379	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27182	PRV	Valentina King	1989-03-28	—	—	8497 Palm Dr, Orlando, FL, 32882	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
PRV-20785	PRV	Kayla Wells	1985-07-02	—	2699514602	16 Forest Ave, Glendale, AZ, 85362	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-28330	PRV	Jeremy Mason	1962-12-28	—	8153981570	4853 Apache Blvd, Jacksonville, FL, 32253	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-28012	PRV	Christine Valdez	1960-02-08	UHC-95611-79	8623587484	—	0.68	Name re-cased SSN last four extracted Gender normalised Placeholder values cleared
PRV-27557	PRV	Larry Scott	1959-05-02	—	—	1815 Lincoln Way, Nashville, TN, 37257	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-29366	PRV	Brittany D Shaw	—	—	5076170562	6327 Ridge Rd, Denver, CO, 80299	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22856	PRV	Kimberly Hernandez	1979-10-17	—	7288066834	1697 Desert Sky Blvd, Chandler, AZ, 85254	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
PRV-22568	PRV	Janice Burton	1955-04-03	UHC-20074-87	—	5988 Baseline Rd, Seattle, WA, 98179	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-24329	PRV	Nicole Rogers	1957-02-15	UHC-41707-94	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
PRV-25095	PRV	Carlos Torres	1970-09-14	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
PRV-29063	PRV	Sandra Cunningham	1962-04-13	—	—	2627 Jefferson Ave, Los Angeles, CA	0.70	ZIP missing Gender normalised Placeholder values cleared
PRV-21153	PRV	Ryan Jimenez	1955-06-10	—	—	2708 Forest Ave, Denver, CO, 80294	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-23696	PRV	Robert Simmons	1947-10-08	UHC-52762-25	5082913918	1818 Maple Ave, San Diego, CA, 92157	0.70	Street suffix standardised Address re-cased Gender normalised
PRV-25712	PRV	Doris Diaz	1945-12-07	UHC-46853-05	—	—	0.70	Phone missing area code Gender normalised Placeholder values cleared
PRV-28316	PRV	Yuki Willis	1985-12-25	UHC-15526-71	2988513348	5308 Meadow Ln, Miami, FL, 33177	0.70	Street suffix standardised Address re-cased Gender normalised
PRV-22368	PRV	Yuki Dominguez	1982-09-13	—	5733552265	2794 Camelback Rd, Nashville, TN, 37291	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-29168	PRV	Daniel A Fowler	1974-12-04	—	—	9441 Broadway, Atlanta, GA, 30300	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
PRV-28112	PRV	Grace Wong	1999-12-03	UHC-13056-47	—	—	0.70	SSN last four extracted Gender normalised Placeholder values cleared
PRV-27511	PRV	Nathan R Clark	1941-01-15	UHC-81651-12	2929846918	—	0.70	Middle initial moved out of first name Gender normalised Placeholder values cleared
PRV-27409	PRV	Gary Delgado	1945-02-08	—	—	8879 Valley View Dr, Fresno, CA, 93767	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-27608	PRV	Douglas B Sims	1987-01-18	UHC-75923-17	—	—	0.70	Phone missing area code Gender normalised Placeholder values cleared
PRV-20977	PRV	Bruce G Cooper	1967-06-28	—	8924544397	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
PRV-28376	PRV	Virginia Kim	1945-08-11	—	—	4941 Mesa Dr, Las Vegas, NV, 89132	0.70	Phone missing area code Gender normalised Placeholder values cleared
PRV-29205	PRV	Mei Thomas	1976-12-22	UHC-27268-61	2487190934	5547 Union St, Sacramento, CA, 95871	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-25990	PRV	Bryan B Scott	1944-04-17	UHC-74488-46	7652508425	9632 Lincoln Way, Tempe, AZ, 85202	0.70	Street suffix standardised Address re-cased Gender normalised
PRV-24232	PRV	Nancy Wright	1984-01-05	—	6073773218	1451 Grand Ave, Seattle, WA, 98111	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
PRV-26069	PRV	Omar Allen	1997-07-16	UHC-06383-65	7754676155	5570 Lincoln Way, Charlotte, NC, 28298	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
PRV-28092	PRV	Joyce Chapman	2007-02-23	UHC-27758-57	3514492477	7447 Canyon Rd, Tempe, AZ, 85222	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-25879	PRV	Ann Singh	1944-09-18	UHC-68432-82	—	1013 Camelback Rd, Fresno, CA, 93720	0.70	Phone missing area code Gender normalised Placeholder values cleared
PRV-29226	PRV	Larry Wong	2001-10-02	UHC-68223-92	7385895507	5452 Ridge Rd, Orlando, FL, 32886	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-27709	PRV	Ann U Bailey	2005-01-06	—	8347556210	6633 Oak St, Chandler, AZ, 85210	0.74	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+3 more
PRV-21997	PRV	Mason X Patterson	1938-12-27	—	2144381962	1492 Willow Ct, Los Angeles, CA, 90039	0.74	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+3 more
PRV-20858	PRV	Emily N Perkiins	1988-03-16	—	8845902415	8902 Union St, San Antonio, TX, 78206	0.74	Name re-cased Phone reformatted City re-cased State code upper-cased+3 more
PRV-20480	PRV	Santiago Rivera	1951-02-05	—	4276567861	3442 Camelback Rd, Minneapolis, MN, 55443	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-21298	PRV	John Wast	1938-01-22	UHC-39164-01	7749919668	8348 Market St, Austin, TX, 78748	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-29204	PRV	Charles Z Jimenez	1946-02-17	UHC-25702-22	9815565596	5023 River Rd, Austin, TX, 78767	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-20822	PRV	Beverly Taylor	1996-03-12	UHC-10404-50	4842487245	8531 Canyon Rd, Mesa, AZ, 85240	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
PRV-27026	PRV	Brandon Robinson	1952-09-16	UHC-78201-84	3552868027	5826 Jefferson Ave, Tempe, AZ, 85218	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
PRV-28124	PRV	Johnny Lynch	1973-03-02	UHC-98159-44	9537713252	4664 Maple Ave, Tempe, AZ, 85211	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
PRV-22407	PRV	Stephanie Adams	1955-12-25	UHC-59976-73	5406072644	3604 River Rd, Eden Prairie, MN, 55376	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-22686	PRV	Cheryl Stephens	2008-06-25	—	9423658387	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-23840	PRV	Arjun C Cruz	2002-01-18	—	7614780340	2954 Palm Dr, Eden Prairie, MN, 55315	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-22355	PRV	Jess Ryvera	2006-11-22	UHC-07697-36	3596923588	207 Canyon Rd, Miami, FL, 33103	0.76	Name re-cased Phone reformatted Gender normalised Plan code upper-cased+2 more

1,602 rows, page 24 of 33Previous Next