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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402010	CLM	Jlia D Banks	1999-05-12	UHC-28147-69	—	2452 Canyon Rd, Fresno, CA, 93763	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
PRV-24251	PRV	Kelly Patteson	1948-12-03	UHC-93961-32	6053798623	124 Grand Ave, Gilbert, AZ, 85259	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
TPA-58942	TPA	Melissa Ramos	2002-06-10	—	8763769108	7751 Bayshore Dr, Chandler, AZ, 85233	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-109121	ENR	Emily Cooper	1987-04-08	UHC-31685-70	2086620488	246 Mountain View Dr, Los Angeles, CA, 90087	0.80	Name re-cased Two-digit birth year Phone reformatted City re-cased
TPA-51680	TPA	Bobby X Moreno	1969-02-07	—	6764933408	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
TPA-59160	TPA	Christian Elliott	1972-07-07	UHC-57110-89	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-105255	ENR	Elijah J Reyolds	1951-07-24	UHC-25944-12	—	2737 Baseline Rd, Chandler, AZ, 85285	0.80	Name re-cased Two-digit birth year City re-cased Email lower-cased
CLM-424536	CLM	Ben Thomas	2000-07-14	UHC-38480-29	—	1402 Hillcrest Rd, Tempe, AZ, 85248	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-415701	CLM	Austin Kennedy	1996-05-24	—	6596026380	919 Ocean Ave, Seattle, WA, 98175	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-140480	ENR	Patrick Gutierrez	2002-12-23	UHC-45340-01	7509116181	7049 Grand Ave, Houston, TX, 77060	0.80	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted
PRV-27786	PRV	Alan Ryan	1940-06-15	—	7223484375	5901 Grand Ave, San Diego, CA, 92174	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-429493	CLM	Janet Crawford	1995-06-21	—	6722223274	4430 Mountain View Dr, Dallas, TX, 75242	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-427498	CLM	Yuki Burton	2001-06-17	—	2465627101	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-426610	CLM	Barb Johnston	1973-12-10	UHC-24731-68	8266139748	7133 Apache Blvd, Tampa, FL, 33651	0.80	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed
ENR-135858	ENR	Sophia Rivera	1983-06-15	UHC-90624-07	6449329611	8091 Broadway, Gilbert, AZ, 85228	0.80	Name re-cased Two-digit birth year Phone reformatted City re-cased
CLM-411764	CLM	Joe Young	1970-04-15	—	—	6460 Grand Ave, Sacramento, CA, 95833	0.80	Two-digit birth year State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-132304	ENR	Dana A Reed	1967-02-06	UHC-08594-60	4999994450	689 Central Ave, Plano, TX, 75013	0.80	Two-digit birth year Phone reformatted Email lower-cased Placeholder values cleared
TPA-55691	TPA	Gonzalez Melissa	1975-01-07	—	—	4070 Union St, Jacksonville, FL, 32256	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-421908	CLM	Scott D Carlsoon	1978-10-26	UHC-03463-46	—	754 Bayshore Dr, Phoenix, AZ, 85035	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-402340	CLM	Aisha Simmons	1944-04-21	—	2293515885	774 Lincoln Way, Phoenix, AZ, 85014	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-402339	CLM	Aisha Simmons	1944-04-21	—	2293515885	774 Lincoln Way, Phoenix, AZ, 85014	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-402788	CLM	Luis W Wallace	1939-02-04	UHC-03439-03	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-402789	CLM	Luis W Wallace	1939-02-04	UHC-03439-03	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-104739	ENR	Nciholas Q Carlsno	1975-09-13	UHC-70811-71	4556286156	—	0.80	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted
TPA-51050	TPA	Bryan Fernandez	1985-05-08	—	3716141127	1556 Canyon Rd, Minneapolis, MN, 55432	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-110930	ENR	Debra Z Hughes	1995-05-03	UHC-05036-97	7328806564	6193 Washington St, Tucson, AZ, 85771	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
TPA-62019	TPA	Edawrd J Hayes	1962-01-02	—	—	4374 Palm Dr, Jacksonville, FL, 32298	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
ENR-116297	ENR	Linda A Perkins	2004-01-21	UHC-11519-51	3203538246	2599 Indian School Rd, Eden Prairie, MN, 55342	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
CLM-412136	CLM	Catherine S Willis	1999-05-16	UHC-35606-69	9474875647	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-415808	CLM	Fatima Moreno	1957-07-16	UHC-24101-25	7582291647	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-400094	CLM	Christian Contreras	1983-07-26	UHC-20548-27	9612516939	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-411758	CLM	Jacqueline Soto	1959-08-05	UHC-59864-67	3265729943	5178 Camelback Rd, Sacramento, CA, 95869	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20837	PRV	Patrick McDonald	1961-09-01	UHC-20249-57	6435500728	8384 Baseline Rd, Jacksonville, FL, 32286	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-414649	CLM	Justin Robinson	1958-03-27	UHC-19573-04	—	6820 Broadway, Tempe, AZ, 85213	0.80	Two-digit birth year Address re-cased Whitespace trimmed Placeholder values cleared
CLM-404643	CLM	Sean C Torres	1939-04-18	—	6906765655	1225 Park Pl, Las Vegas, NV, 89121	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-101008	ENR	Christina Peters	1943-10-27	UHC-28826-82	3535380503	6835 Lincoln Way, Orlando, FL, 32833	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
TPA-57041	TPA	Arjun Harris	1953-10-27	UHC-71965-17	—	777 Lake View Rd, Eden Prairie, MN, 55398	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-53645	TPA	Brenda W Banks	1977-01-16	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-425962	CLM	Gary Carr	1983-03-01	UHC-96382-92	2692889049	6154 Indian School Rd, Los Angeles, CA, 90036	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-422874	CLM	Zachary Greene	1992-12-26	UHC-69793-13	—	—	0.80	Two-digit birth year Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-425099	CLM	Jacob Riley	1943-04-26	UHC-23169-11	—	1862 Hillcrest Rd, Seattle, WA, 98179	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
PRV-26488	PRV	Gary Hill	1955-03-23	—	4896713363	1930 Apache Blvd, Seattle, WA, 98148	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401681	CLM	Abigail Coleman	1951-01-12	—	—	6206 Ridge Rd, Denver, CO, 80291	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared
CLM-431078	CLM	Sharon Lewis	1982-06-20	UHC-19056-83	9035266511	7383 Central Ave, Houston, TX, 77018	0.80	Two-digit birth year Phone reformatted State code upper-cased Placeholder values cleared
CLM-405809	CLM	Nancy Delgado	1953-06-14	UHC-60245-45	—	452 Harbor Blvd, Nashville, TN, 37208	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-420067	CLM	Thomas Holmes	1997-12-19	UHC-36255-33	6828810217	2283 Broadway, Eden Prairie, MN, 55363	0.80	Two-digit birth year Phone reformatted Address re-cased Placeholder values cleared
ENR-127495	ENR	Megan U Young	1948-12-18	UHC-21896-85	7185716491	2273 Park Pl, Glendale, AZ, 85302	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407434	CLM	Amber Fowler	2000-03-12	UHC-88541-95	—	2749 Broadway, Chandler, AZ, 85262	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
ENR-131976	ENR	Lawrence Q Romero	1970-10-18	UHC-27180-85	—	—	0.80	Two-digit birth year Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-121758	ENR	Nathan Z Gonzalez	1979-02-06	—	4147942031	4917 Market St, Fresno, CA, 93700	0.80	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased

6,661 rows, page 117 of 134Previous Next