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-26824	PRV	Judy Welch	1968-06-08	UHC-74292-52	7007261911	5041 Palm Dr, Phoenix, AZ, 85055	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24172	PRV	Ahmed Jackson	1980-07-21	—	9165798865	6354 Lincoln Way, Eden Prairie, MN, 55395	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-24173	PRV	Ahmed Jackson	1980-07-21	—	9165798865	6354 Lincoln Way, Eden Prairie, MN, 55395	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-24699	PRV	Abigail P Harrison	1940-04-21	UHC-99217-26	4068453285	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23903	PRV	Tyler X Dominguez	1982-11-27	UHC-61632-38	9122885514	7545 Canyon Rd, Nashville, TN, 37239	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-28226	PRV	Lawrence L Johnston	1981-05-16	UHC-28017-01	9333107818	5252 Highland Ave, Tempe, AZ, 85240	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25017	PRV	Gonzales Nathan	2006-02-18	UHC-41893-36	6422183948	4173 Desert Sky Blvd, Orlando, FL, 32875	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22158	PRV	Masno Graham	1983-02-26	UHC-31696-70	7858257532	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26277	PRV	Gabriel Shaw	1975-05-15	UHC-14473-31	4667579911	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28821	PRV	Carol Aguilar	1981-06-17	UHC-79105-60	7134119036	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-20661	PRV	Hiroshi D Baker	1984-01-19	UHC-28647-99	4398996615	6310 Indian School Rd, Glendale, AZ, 85357	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27975	PRV	Harold Murpy	1948-08-24	UHC-22265-13	3436309579	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-25849	PRV	Bradley Hayes	1967-08-21	—	9799749640	7711 Mountain View Dr, Orlando, FL, 32845	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20527	PRV	Jessica Mitchell	1962-04-20	—	5653138278	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20231	PRV	Jooshua Vasquez	1940-01-03	—	8276372355	8275 Washington St, Austin, TX, 78773	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
PRV-21846	PRV	Sara Carter	1945-03-08	—	—	4145 Lake View Rd, Phoenix, AZ, 85097	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-28825	PRV	Douglas Flores	1961-07-08	UHC-54916-59	3644005721	8010 Maple Ave, Fresno, CA, 93704	0.92	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased
PRV-25730	PRV	Vincent C Dixon	1985-07-10	UHC-85495-07	2163164367	7753 Pine Dr, Seattle, WA, 98140	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
PRV-25177	PRV	Joyce Snyder	1961-01-07	UHC-38342-05	6782539977	7991 Meadow Ln, Glendale, AZ, 85350	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-27500	PRV	Megan Ferguson	1988-08-10	—	7096776678	3570 Grand Ave, Seattle, WA, 98152	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-22266	PRV	Dylan J Guerrero	1944-04-17	UHC-70949-33	5693645022	9202 Spring St, Las Vegas, NV, 89119	0.92	Name re-cased Phone reformatted State code upper-cased Placeholder values cleared
PRV-25647	PRV	Omar Hunt	1938-05-20	—	4543629865	9314 Bayshore Dr, Los Angeles, CA, 90085	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23703	PRV	Camila Baker	1946-03-09	—	9009578885	815 Ocean Ave, Las Vegas, NV, 89195	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-27463	PRV	Alexis M Hawkins	1977-04-17	—	4004162527	8718 Bayshore Dr, Jacksonville, FL, 32242	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-23137	PRV	Megan Alvarez	1971-03-13	—	9853997516	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-21668	PRV	Matthew A Fuller	1986-01-08	UHC-61724-23	—	3540 Apache Blvd, Austin, TX, 78704	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-20627	PRV	Noah Howard	2005-11-15	—	4859150806	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23746	PRV	Amy Armstrong	1999-05-08	—	6942393198	4161 Apache Blvd, Phoenix, AZ, 85069	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-21109	PRV	Hiroshi Dean	1990-01-21	UHC-65896-87	4137983234	8478 Lincoln Way, Austin, TX, 78784	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-20519	PRV	Judith Santiago	1952-03-24	UHC-25546-73	3866895554	2694 Market St, Denver, CO, 80216	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-20193	PRV	Walsh Willie	1959-01-26	—	2414327954	4995 Broadway, Los Angeles, CA, 90095	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
PRV-22620	PRV	Srah Henderson	1972-04-16	UHC-24133-93	5716900431	8426 Cedar Ln, Mesa, AZ, 85238	0.92	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted
PRV-20898	PRV	Diego N Williams	1978-12-01	UHC-21645-18	6827659100	1963 Willow Ct, Chandler, AZ, 85252	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27447	PRV	Richard Cruz	2008-02-16	UHC-30512-30	6639399759	9194 Mesa Dr, Houston, TX, 77008	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28712	PRV	Jeremy Moore	1995-09-27	UHC-26263-45	9455731222	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-26030	PRV	Willei Carlson	1985-10-01	—	9242564054	9215 Ocean Ave, Minneapolis, MN, 55427	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
PRV-21212	PRV	Charlotte Dunn	1987-10-01	—	5874341669	6874 Broadway, Denver, CO, 80250	0.92	Name re-cased Phone reformatted Address re-cased Placeholder values cleared
PRV-27284	PRV	Isabella Collins	1984-04-07	—	9093956781	—	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
PRV-20323	PRV	Terry Wells	1948-08-06	—	—	6231 Sage Ct, Sacramento, CA, 95869	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-21551	PRV	Ronald Sims	1983-08-21	UHC-85514-63	7753208593	2231 Church St, Fresno, CA, 93729	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-27408	PRV	Sofiia Guerrero	1958-11-24	—	7436579225	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23906	PRV	Christine James	1957-02-26	UHC-90879-93	6302236362	7804 Apache Blvd, Chandler, AZ, 85264	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-21488	PRV	Sara W Pena	1957-03-18	UHC-34572-90	6202755766	1798 River Rd, Tampa, FL, 33694	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-20174	PRV	Brandon Bryant	1980-12-13	UHC-78047-95	9533400231	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
PRV-21974	PRV	Ben Montgomery	1993-08-16	UHC-75056-83	4048693915	4860 Union St, Los Angeles, CA, 90081	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27737	PRV	Abigail Spencer	1969-09-15	—	3175753421	8550 Lincoln Way, Dallas, TX, 75209	0.92	Name re-cased City re-cased Email lower-cased Placeholder values cleared
PRV-23501	PRV	Samuel Graham	2007-03-12	—	8797557655	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27362	PRV	Ashley Moore	1966-04-16	—	2739035923	5502 River Rd, Nashville, TN, 37268	0.92	Name re-cased Phone reformatted State code upper-cased Placeholder values cleared
PRV-24068	PRV	Theresa Kelly	1950-01-02	UHC-26103-49	6876560179	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29075	PRV	Abigail Moore	1998-03-11	—	5103622691	59 Mountain View Dr, Charlotte, NC, 28241	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared

3,816 rows, page 66 of 77Previous Next