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-21351	PRV	Bruce Jensen	1946-11-15	—	3543815379	2311 Lincoln Way, Chandler, AZ, 85210	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22402	PRV	Emma Dunn	1944-10-28	UHC-06624-87	5116019461	1261 Highland Ave, Denver, CO, 80272	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-23302	PRV	Alice Simpson	2004-09-19	UHC-94887-78	—	2454 Spring St, Sacramento, CA, 95825	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27958	PRV	Lisa Graham	1956-08-06	—	2669411647	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-25247	PRV	George Perez	1969-01-24	UHC-59062-50	9469226873	8873 Indian School Rd, Las Vegas, NV, 89190	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
PRV-26137	PRV	Ralph V Santos	1971-04-17	UHC-84145-92	—	6368 Highland Ave, Sacramento, CA, 95809	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22556	PRV	Betty Le	1953-07-25	UHC-26618-68	6077473424	9800 Mesa Dr, Houston, TX, 77009	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
PRV-25717	PRV	Vincent Reyes	2006-10-23	—	6833492357	8555 Park Pl, Plano, TX, 75016	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-27479	PRV	Madison Reyes	1966-01-19	UHC-19088-31	9178275217	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-21578	PRV	Bryan Stevens	1944-01-04	—	2625639406	—	0.80	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed
PRV-28548	PRV	Brandon Santos	1965-05-10	UHC-60608-39	7203435308	1113 Broadway, Houston, TX, 77091	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23825	PRV	Frank W Salazar	1988-09-10	UHC-98170-43	5212129491	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-21303	PRV	Grace Gardner	1961-12-10	—	6323031694	4389 Mesa Dr, Eden Prairie, MN, 55324	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29067	PRV	Diego J Berry	1949-04-06	—	4662533984	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-29350	PRV	Jacqueline Sandoval	1954-11-17	—	7052189275	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23037	PRV	Frank O Stephens	1983-04-08	—	3628098196	8890 Lincoln Way, Chandler, AZ, 85223	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
PRV-26263	PRV	Josaph Stephens	1975-05-21	—	3204081111	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-29385	PRV	Jacob Garcia	1988-02-20	—	—	4780 Meadow Ln, Seattle, WA, 98126	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20813	PRV	Martha Sanchez	1992-08-24	UHC-34396-45	7289875490	3891 Camelback Rd, Seattle, WA, 98186	0.80	Name re-cased Member ID reformatted Gender normalised Placeholder values cleared
PRV-24684	PRV	Sara R Little	1981-10-12	UHC-34139-98	7209361742	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-20387	PRV	Morrison H Carl	1989-06-26	UHC-22994-76	—	7763 Hillcrest Rd, Tempe, AZ, 85291	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-21758	PRV	Steven Hoffman	1980-11-13	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-25567	PRV	Willie Walsh	1986-02-01	—	—	408 Sage Ct, Scottsdale, AZ, 85249	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
PRV-21659	PRV	Roy Stephens	2007-03-23	UHC-69885-63	4514038073	9170 Cedar Ln, Denver, CO, 80227	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-22304	PRV	David Marshall	2008-01-19	—	4303141225	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-25133	PRV	Andrew C Johnson	1988-02-15	—	3665129442	845 Pine Dr, Plano, TX, 75013	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29052	PRV	Jonathan Simmons	1988-05-11	UHC-03464-95	7915150208	4316 Mesa Dr, Nashville, TN, 37252	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28833	PRV	Jesse D Wang	1951-05-04	UHC-64399-80	5627903791	4970 Grand Ave, Chandler, AZ, 85245	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-28534	PRV	Stephanie N Ruiz	1960-09-07	—	5248700134	7665 Mesa Dr, Los Angeles, CA, 90093	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27596	PRV	Raymond Q Carlson	2003-12-03	—	4156626976	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24570	PRV	Diego U Schmiidt	1989-02-24	—	5554641793	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24412	PRV	Carlos Estrada	1968-05-07	—	9023242819	2063 Hillcrest Rd, San Diego, CA, 92165	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28434	PRV	Rebecca W Riley	1968-05-03	—	2593428950	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20245	PRV	Sofia Chavez	1996-12-23	UHC-70365-92	—	3709 Sunset Blvd, Los Angeles, CA, 90067	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29316	PRV	Donna Mason	2002-04-14	—	9678261186	1781 Forest Ave, San Antonio, TX, 78245	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28857	PRV	Natalie M Johnston	1963-03-03	—	4278556740	2698 Elm St, Atlanta, GA, 30306	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-22393	PRV	Ralph S Jacobs	1973-08-05	UHC-30664-27	3638756339	164 Ocean Ave, San Diego, CA, 92168	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20933	PRV	Tereesa Wanng	1980-01-09	—	9655429232	1451 Spring St, Los Angeles, CA, 90051	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
PRV-28151	PRV	Austin Gibson	1985-01-01	—	9874511269	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-24753	PRV	Doris Anderson	1940-06-16	UHC-85647-30	4764683227	5796 Broadway, Sacramento, CA, 95828	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-21764	PRV	Emmily Wong	1977-02-10	—	5278687953	3028 Maple Ave, Tampa, FL, 33624	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29467	PRV	Peter Marhall	1968-10-23	—	—	6560 Camelback Rd, Tampa, FL, 33646	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27328	PRV	Luis Cole	1976-05-18	—	5127429601	1216 Grand Ave, Charlotte, NC, 28279	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-25159	PRV	Betty Mason	1987-07-19	—	—	4776 Hillcrest Rd, Tempe, AZ, 85262	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20935	PRV	Ronald F Johnston	2002-02-06	UHC-85701-34	7759028505	9032 Ocean Ave, San Antonio, TX, 78294	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-21363	PRV	Sean O Turner	1965-02-11	—	6704865899	2219 Bayshore Dr, Tampa, FL, 33618	0.80	Name re-cased Date of birth reformatted City re-cased Gender normalised
PRV-21200	PRV	Julia Hunt	1965-02-23	—	—	9025 Cedar Ln, Seattle, WA, 98161	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24969	PRV	Dorothy Johnson	1991-08-11	—	—	2664 Elm St, Orlando, FL, 32880	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
PRV-27340	PRV	Carol C Meyer	1979-07-21	UHC-67181-84	2429489581	3897 Camelback Rd, Nashville, TN, 37265	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-23830	PRV	Jeffrey Black	1992-05-01	—	5815222630	4422 Palm Dr, Eden Prairie, MN, 55307	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared

1,602 rows, page 29 of 33Previous Next