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

Enrollment, flag “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100413	ENR	Emma Z Hill	1974-02-09	UHC-72136-54	9835648155	5231 Central Ave, Tempe, AZ, 85242	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-129583	ENR	Victoria Robertson	1946-04-04	UHC-63552-87	7348976315	7529 Canyon Rd, Denver, CO, 80229	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-128295	ENR	Peter Z Ford	1991-10-23	UHC-45344-03	4835706550	3506 Central Ave Apt 35, Columbus, OH, 43249	0.58	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-127250	ENR	Cynthia Hill	2006-08-21	UHC-85055-61	2036047667	3680 Indian School Rd Apt 33, Tucson, AZ, 85754	0.58	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+5 more
ENR-114860	ENR	Jerry Fox	1977-06-23	UHC-41328-08	6738808182	9700 Camelback Rd, Mesa, AZ, 85245	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-142629	ENR	Emma H Maldonado	1997-11-02	UHC-45716-23	6478713199	2613 Central Ave # 489, San Diego, CA, 92148	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-126210	ENR	Valentina O Maldonado	1979-09-28	—	5465781628	5268 Camelback Rd, San Diego, CA, 92174	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-129551	ENR	Gloria Dean	1938-09-23	UHC-18635-38	2404923032	7637 Bayshore Dr Apt 12, Glendale, AZ, 85395	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-119884	ENR	Emma R White	1975-07-18	UHC-64207-18	5732322798	8102 Sage Ct # 613, Nashville, TN, 37263	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-137707	ENR	Debra Lane	1964-09-16	UHC-47729-91	4969140218	8702 Sage Ct, Miami, FL, 33167	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-121795	ENR	Randy A Greene	1995-03-22	UHC-51031-14	7476614093	8745 Baseline Rd, Gilbert, AZ, 85257	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-115429	ENR	Frances Fox	1960-03-25	UHC-10054-32	4206977770	5835 Lake View Rd, Austin, TX, 78744	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-129275	ENR	Timothy Kelley	1963-02-22	UHC-22592-15	6052557874	4707 Church St, Glendale, AZ, 85309	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-109739	ENR	Sophia Bennett	1992-02-24	UHC-18922-15	5229162765	2822 Union St, Dallas, TX, 75239	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-119746	ENR	Eugene Y Kennedy	1955-02-04	UHC-35358-92	9085640173	4602 Grand Ave # 611, Fresno, CA, 93727	0.58	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-140765	ENR	Emily I Ford	1977-10-26	UHC-15465-68	8507024266	1597 Meadow Ln Apt 18, Chandler, AZ, 85223	0.58	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-106780	ENR	Henry Y Richards	1971-02-08	UHC-81516-35	6043855184	2410 Camelback Rd, Gilbert, AZ, 85289	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-128894	ENR	Bradley Harvey	1947-11-21	UHC-86488-38	6213587952	6763 Ridge Rd Apt 31, Phoenix, AZ, 85078	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-105595	ENR	Julia Hunt	1965-02-23	UHC-27781-50	6739803505	9025 Cedar Ln, Seattle, WA, 98161	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-117214	ENR	Frances Mejia	1952-11-03	UHC-36586-32	6809094526	365 Apache Blvd, Tempe, AZ, 85280	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-129162	ENR	Frances Hill	1976-08-28	UHC-89434-26	4633228121	6772 Elm St, Columbus, OH, 43266	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-136571	ENR	Benjamin J Luna	1966-06-07	UHC-82439-48	—	924 Desert Sky Blvd, Nashville, TN, 37249	0.58	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+5 more
ENR-104915	ENR	Tim L Burke	1988-05-14	UHC-40507-82	—	8047 Forest Ave # 660, Tucson, AZ, 85752	0.58	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+5 more
ENR-137080	ENR	Valentina L Lewis	1950-08-06	UHC-99135-96	5756512585	8270 Canyon Rd, Gilbert, AZ	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-101334	ENR	Samantha V Espinoza	1996-10-22	UHC-68935-75	4577853550	8512 Valley View Dr Apt 22, Miami, FL, 33156	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-129749	ENR	Andrew Y Perkins	1986-05-04	UHC-06081-29	2167699829	4389 Washington St, Denver, CO, 80251	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-117503	ENR	Jerry Le	1965-05-13	UHC-34296-93	9118037455	2713 Mountain View Dr, Tucson, AZ	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-118272	ENR	Kenneth Gibson	1983-05-01	UHC-37529-99	—	9424 Central Ave # 543, San Antonio, TX, 78266	0.58	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-118271	ENR	Kenneth Gibson	1983-05-01	UHC-37529-99	—	9424 Central Ave # 543, San Antonio, TX, 78266	0.58	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-142494	ENR	Deborah Mason	1983-06-05	UHC-01616-25	—	3508 Desert Sky Blvd, Plano, TX, 75081	0.58	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-121701	ENR	Christian T Ferguson	1949-08-19	UHC-15332-76	4869583442	7562 Indian School Rd, Fresno, CA, 93733	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-116242	ENR	Andrew Jackson	1945-08-28	UHC-84703-99	—	8760 Harbor Blvd, Nashville, TN, 37216	0.58	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+5 more
ENR-129347	ENR	David G Hicks	1957-12-18	UHC-45736-97	2069213253	3403 Sage Ct, San Diego, CA, 92159	0.58	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-124761	ENR	Mei McDonald	1939-01-28	UHC-20880-78	4816081080	7772 Lincoln Way, Houston, TX, 77077	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-132726	ENR	Alexis M Hughes	2001-06-10	UHC-70657-25	5227601512	1856 Union St, Fresno, CA, 93718	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-130572	ENR	Maria L Stephens	1986-09-24	—	8617633911	1827 Canyon Rd, San Diego, CA, 92119	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-104866	ENR	Ray A Park	1976-12-12	UHC-17523-45	7324001291	8795 Valley View Dr, Jacksonville, FL, 32245	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-115070	ENR	Ethan X Vasquez	1973-06-11	UHC-61918-98	3345595001	9113 Washington St, Las Vegas, NV, 89122	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-124553	ENR	Kelly N Hunt	1985-12-13	UHC-13321-31	5738653865	6920 Willow Ct, Sacramento, CA	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-116629	ENR	Dot D Mendoza	2003-07-02	UHC-99229-94	8487269376	953 Ocean Ave, Miami, FL, 33128	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-132078	ENR	Dixon O Noah	1968-05-24	UHC-37800-54	5267817748	5291 Camelback Rd, Atlanta, GA, 30396	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-117053	ENR	Willie Gordon	1944-06-13	UHC-53886-67	9893213490	7310 Church St, Tucson, AZ, 85754	0.58	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-126349	ENR	Wei W Walker	1976-05-14	UHC-30724-80	7004052828	9780 River Rd, Dallas, TX, 75270	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-136139	ENR	Eric L Simons	2006-06-11	—	5133928308	1268 Maple Ave, Tucson, AZ, 85780	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-130295	ENR	Shirley Fields	1946-02-13	UHC-59596-37	7246872445	2237 Baseline Rd, Seattle, WA, 98196	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-101717	ENR	Mateo O Weaver	1952-04-01	UHC-06209-31	2534248176	8866 Ocean Ave, San Diego, CA, 92161	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-101621	ENR	Hiroshi Wang	1966-02-10	UHC-08450-66	7575494570	4121 Valley View Dr, Houston, TX, 77043	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-117472	ENR	Kenneth K Fowler	1956-12-11	UHC-86489-42	9044379449	100 Canyon Rd, Dallas, TX, 75272	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-128390	ENR	Sentiago Y Perkins	1972-01-21	UHC-86977-19	2417300455	172 Jefferson Ave, Glendale, AZ, 85363	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-106716	ENR	Billy K Duncan	1983-12-27	UHC-74793-36	2994509725	575 Ocean Ave, Tucson, AZ, 85771	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more

8,934 rows, page 26 of 179Previous Next