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

All sources, flag “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56297	TPA	Amber Wright	1939-02-25	—	9256935730	5715 Palm Dr, Tucson, AZ, 85718	0.92	Name re-cased State code upper-cased Email lower-cased Placeholder values cleared
TPA-62838	TPA	Russell Morrison	1952-07-14	—	—	6556 Spring St, Houston, TX, 77089	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-140935	ENR	Rick V Baker	1983-05-28	UHC-42650-55	9492808661	3006 Broadway, Eden Prairie, MN, 55335	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-140934	ENR	Rick V Baker	1983-05-28	UHC-42650-55	9492808661	3006 Broadway, Eden Prairie, MN, 55335	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-142699	ENR	Ana K Murphy	1949-09-21	UHC-16418-56	6958175225	2678 Bayshore Dr, Tempe, AZ, 85265	0.92	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed
ENR-102061	ENR	David Graham	2003-09-12	UHC-28829-66	9077284379	2470 Lincoln Way, Plano, TX, 75031	0.92	Phone reformatted State code upper-cased Email lower-cased Whitespace trimmed
ENR-118300	ENR	Martha X Maldonado	1965-02-23	UHC-91916-41	4185551371	4490 Market St, Nashville, TN, 37266	0.92	Phone reformatted State code upper-cased Email lower-cased Whitespace trimmed
PRV-28160	PRV	Mei Watkins	2004-04-13	—	3914853162	7539 Elm St, San Diego, CA, 92183	0.92	Date of birth reformatted Phone reformatted State code upper-cased Placeholder values cleared
TPA-50690	TPA	Luis Mejia	1977-02-19	—	—	3420 Ridge Rd, Phoenix, AZ, 85029	0.92	Date of birth reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-104899	ENR	Sarah Snyder	1944-01-02	UHC-83755-53	2938583248	8118 Canyon Rd, San Diego, CA, 92188	0.92	Member ID reformatted State code upper-cased Email lower-cased Placeholder values cleared
PRV-26848	PRV	Jean Lawrence	1974-03-03	UHC-43612-23	6409951893	3662 Lincoln Way, Gilbert, AZ, 85292	0.92	Date of birth reformatted City re-cased State code upper-cased Placeholder values cleared
ENR-130811	ENR	Doris H Castillo	1982-09-17	UHC-97296-45	9102745382	9025 Highland Ave, Columbus, OH, 43264	0.92	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased
TPA-62283	TPA	Michelle Harper	1952-04-17	—	—	3693 Union St, Plano, TX, 75080	0.92	Name re-cased State code upper-cased Whitespace trimmed 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
CLM-406282	CLM	Eric Q Reed	1967-11-15	—	2587956415	6945 Ridge Rd, Atlanta, GA, 30358	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-20567	PRV	Sara R Holmes	1941-12-28	—	4394379229	31 Cedar Ln, Fresno, CA, 93736	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-116524	ENR	Emily Elliott	1961-09-18	UHC-77462-24	8569701423	8875 Lake View Rd, Nashville, TN, 37214	0.92	Name re-cased City re-cased State code upper-cased Email lower-cased
ENR-131102	ENR	Brandon Andrews	1983-12-24	UHC-27555-41	5424054905	7064 Broadway, Tempe, AZ, 85266	0.92	Date of birth reformatted State code upper-cased Email lower-cased Placeholder values cleared
ENR-126105	ENR	Roger F Thompson	1964-08-07	UHC-79772-96	5052794261	7175 Pine Dr, Tempe, AZ, 85298	0.92	Phone reformatted City re-cased State code upper-cased Placeholder values cleared
CLM-405013	CLM	Arthur Contreras	1943-10-20	—	—	3294 Baseline Rd, Jacksonville, FL, 32277	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
ENR-129419	ENR	Christina L Dominguez	1987-03-17	UHC-73710-24	5978094287	4892 Union St, Mesa, AZ, 85218	0.92	Date of birth reformatted Phone reformatted State code upper-cased Email lower-cased
ENR-129256	ENR	Brian Hunter	1942-01-08	UHC-77779-46	2762759218	9395 Ridge Rd, Jacksonville, FL, 32211	0.92	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed
TPA-59552	TPA	Alan Bradley	1971-09-10	—	4495170482	5458 Oak St, Tampa, FL, 33633	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-134129	ENR	Sean Richardson	1969-11-15	UHC-04270-54	2928917163	585 Broadway, Sacramento, CA, 95851	0.92	Name re-cased Phone reformatted City re-cased State code upper-cased
PRV-23593	PRV	Steven G Simmons	1956-04-13	UHC-50809-84	7293810193	763 Valley View Dr, Tempe, AZ, 85292	0.92	Date of birth reformatted Phone reformatted State code upper-cased Placeholder values cleared
TPA-50112	TPA	Charlotte Ortyz	2002-10-16	—	—	7944 Canyon Rd, Columbus, OH, 43239	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-23632	PRV	Anthony Harrison	1983-09-08	—	3208394348	5047 Canyon Rd, Las Vegas, NV, 89172	0.92	Phone reformatted City re-cased State code upper-cased Whitespace trimmed
ENR-138837	ENR	Anthony H Cunningham	1940-06-28	UHC-97802-70	3313958903	2537 Cedar Ln, Scottsdale, AZ, 85244	0.92	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed
ENR-115759	ENR	Maria A Woods	1969-06-16	UHC-43006-38	—	1048 Forest Ave, Denver, CO, 80204	0.92	City re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-63183	TPA	Jason V Ortega	1996-12-07	—	—	7545 Apache Blvd, San Antonio, TX, 78249	0.92	State code upper-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-63668	TPA	Raymond Alvarado	1940-05-14	—	—	1325 Market St, Dallas, TX, 75230	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
PRV-21692	PRV	Ahmed Turner	1971-09-27	UHC-43070-49	6868242048	7916 Bayshore Dr, Mesa, AZ, 85211	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-21693	PRV	Ahmed Turner	1971-09-27	UHC-43070-49	6868242048	7916 Bayshore Dr, Mesa, AZ, 85211	0.92	Phone reformatted State code upper-cased 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
CLM-402215	CLM	James O Marshall	2006-09-03	UHC-35247-81	3546443991	2554 Willow Ct, San Antonio, TX, 78240	0.92	Date of birth reformatted Phone reformatted State code upper-cased Placeholder values cleared
PRV-20761	PRV	Dona G Torres	1981-10-11	UHC-70484-11	4119959668	8447 Willow Ct, Orlando, FL, 32879	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-120607	ENR	Deborah Hamilton	1963-03-05	UHC-46390-26	8349894965	4385 Highland Ave, Austin, TX, 78721	0.92	Name re-cased Phone reformatted State code upper-cased Plan code upper-cased
TPA-53338	TPA	Keith O Hunter	1991-09-08	—	—	8517 Mountain View Dr, Tucson, AZ, 85731	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-402941	CLM	Pat McDonald	1961-09-01	—	6435500728	8384 Baseline Rd, Jacksonville, FL, 32286	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-113135	ENR	Philip Montgomery	1947-11-16	UHC-95197-13	9724550747	2672 Spring St, San Antonio, TX, 78211	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-432320	CLM	Arthur Guerrero	1959-07-27	UHC-80930-80	—	1737 Highland Ave, Austin, TX, 78749	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-411073	CLM	Elizabeth S Tucker	1981-04-25	UHC-35219-28	6576795291	9246 Main St, Miami, FL, 33164	0.92	Phone reformatted City re-cased State code upper-cased Email lower-cased
ENR-125656	ENR	Albert U Park	2006-06-08	UHC-40288-97	—	7915 Sunset Blvd, Seattle, WA, 98128	0.92	City re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-126699	ENR	Tyler Mendez	1984-07-19	UHC-76563-32	3425592286	8168 Church St, Tampa, FL, 33604	0.92	Name re-cased Phone reformatted Member ID reformatted State code upper-cased
PRV-26433	PRV	Matthew Marquez	1963-03-11	—	3106503184	3974 Harbor Blvd, Sacramento, CA, 95824	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-424478	CLM	Carol M Freeman	1950-09-10	UHC-15773-89	8808793470	7771 Ridge Rd, Scottsdale, AZ, 85233	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
ENR-115889	ENR	Bradley I Armstrong	1938-10-22	UHC-76772-44	8344469237	9526 Park Pl, Minneapolis, MN, 55429	0.92	City re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-137771	ENR	Betty T Bradley	1969-08-20	UHC-60903-87	8606396274	8814 Broadway, Orlando, FL, 32856	0.92	Date of birth reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-412957	CLM	Dylan Ross	1942-02-11	UHC-47131-54	—	8779 Forest Ave, Orlando, FL, 32869	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
ENR-127494	ENR	Megan Young	1948-12-18	UHC-21896-85	7185716491	2273 Park Pl, Glendale, AZ, 85302	0.92	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed

4,010 rows, page 73 of 81Previous Next