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 name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121539	ENR	Janice L Carlsun	1973-10-08	UHC-74794-89	2506697187	6435 Highland Ave, Fresno, CA, 93784	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-131305	ENR	Sara Wallace	1992-04-20	UHC-78913-28	9407614454	1117 Baseline Rd, Tempe, AZ, 85202	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-57689	TPA	Lawrence Russell	1981-02-16	—	—	7206 Valley View Dr, Miami, FL, 33112	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-411306	CLM	Ronald Riec	1946-09-19	UHC-31859-37	—	2525 Forest Ave, Mesa, AZ, 85289	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-111598	ENR	Larry U Shaw	1964-12-18	UHC-20579-77	—	5306 Desert Sky Blvd, Sacramento, CA, 95801	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-105982	ENR	James B Brooks	1955-06-16	UHC-89968-28	7125387893	2383 Grand Ave, Sacramento, CA, 95863	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105983	ENR	James B Brooks	1955-06-16	UHC-89968-28	7125387893	2383 Grand Ave, Sacramento, CA, 95863	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129972	ENR	Carolyn Cole	1970-01-18	UHC-93389-67	3937635596	4149 Mountain View Dr, Tempe, AZ, 85288	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-125791	ENR	Benjamin N Walalce	1965-01-20	UHC-50637-29	4203888934	4079 Camelback Rd, Houston, TX, 77027	0.66	Name re-cased Two-digit birth year State name converted to code Email lower-cased+1 more
ENR-138276	ENR	Kathleen Le	1987-06-08	UHC-95340-31	9124584030	8323 Bayshore Dr, Tucson, AZ, 85782	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138275	ENR	Kathleen Le	1987-06-08	UHC-95340-31	9124584030	8323 Bayshore Dr, Tucson, AZ, 85782	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-58917	TPA	Sarah Adams	2006-06-09	—	—	2699 Canyon Rd, Fresno, CA, 93784	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-118693	ENR	Juan Gutierrez	1975-02-27	UHC-97030-07	7099134689	4751 Washington St, Las Vegas, NV, 89139	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421943	CLM	Ryan Nunez	1950-10-06	UHC-12863-64	6953116420	3715 River Rd, Sacramento, CA, 95819	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-133972	ENR	Kevin H Ortega	1950-11-09	UHC-38146-61	2147358823	7358 Oak St, Houston, TX, 77057	0.66	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+1 more
CLM-403131	CLM	AishaJunk	1945-08-08	UHC-81067-89	—	593 Harbor Blvd, Nashville, TN, 37245	0.66	Date of birth reformatted Member ID reformatted State name converted to code Placeholder values cleared+1 more
ENR-139717	ENR	Jean R Knight	1961-04-01	UHC-93730-39	—	9744 Jefferson Ave, Fresno, CA, 93744	0.66	Phone missing area code City re-cased State name converted to code Whitespace trimmed+1 more
PRV-20546	PRV	Hiroshi Reynolds	1965-06-21	—	3935296025	2054 Sunset Blvd, Sacramento, CA, 95897	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-429744	CLM	Tyler Munoz	1972-05-15	UHC-99999-10	—	3918 Indian School Rd, Los Angeles, CA, 90031	0.66	Date of birth reformatted Member ID reformatted State name converted to code Gender normalised+1 more
TPA-59339	TPA	Nathan Nelson	1980-02-19	UHC-05465-76	—	2023 Park Pl, Tampa, FL, 33608	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-415441	CLM	Eric Cole	1986-10-13	UHC-82550-35	7849853245	5747 Washington St, Dallas, TX, 75299	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-402059	CLM	Alexander Carlson	1940-06-07	UHC-21277-93	8522695169	5227 Ridge Rd, Fresno, CA, 93742	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-120209	ENR	Elijah T Morgan	1938-01-24	UHC-00837-05	2615305850	7632 Market St, Fresno, CA, 93716	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-122307	ENR	Aaron Kellly	1985-01-19	UHC-88625-20	5232276024	9606 Ridge Rd, San Antonio, TX, 78284	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-412276	CLM	Simpson Catherine	1979-08-26	—	5538124807	2256 Oak St, Tempe, AZ, 85270	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
TPA-63041	TPA	Patricia Wilson	1962-09-25	—	—	7558 Mesa Dr, Columbus, OH, 43220	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-100289	ENR	Bobby Q Jenkins	1948-04-28	UHC-46816-23	7208274033	3732 Lake View Rd, Glendale, AZ, 85357	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117135	ENR	Camila Warren	1962-09-28	UHC-48291-74	7869756304	7309 Bayshore Dr, Plano, TX, 75069	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-101684	ENR	Jefrfey Owens	1957-04-11	UHC-98020-91	—	3213 Spring St, Denver, CO, 80217	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
CLM-413784	CLM	Gerald Scott	1942-08-24	UHC-63185-93	—	8050 Washington St, Chandler, AZ, 85281	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-118447	ENR	Christina Larson	1995-09-26	UHC-33882-58	3112170105	7029 Market St, Las Vegas, NV, 89190	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-54595	TPA	Marilyn Hill	1991-04-08	—	—	8995 Desert Sky Blvd, Tucson, AZ	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-60821	TPA	Clark Elijah	1945-08-06	—	—	1361 Desert Sky Blvd, Eden Prairie, MN, 55362	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-138135	ENR	Samantha Olson	1984-12-04	UHC-51312-28	8247528999	2488 Elm St, Jacksonville, FL, 32227	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-122379	ENR	Madison Taylor	1957-06-12	UHC-49436-32	8817784455	4368 Sage Ct, Sacramento, CA, 95847	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27418	PRV	Stepphanie Rios	1979-05-15	—	—	3417 Forest Ave, Nashville, TN, 37207	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-59957	TPA	Edward Duncan	1961-06-25	—	—	619 Market St, Denver, CO, 80280	0.66	Date of birth reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-113377	ENR	Joseph Hart	1947-07-27	UHC-17351-28	2244870548	3266 Meadow Ln, Seattle, WA, 98123	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-108420	ENR	Priya Long	1963-10-20	UHC-81049-33	6912119338	8124 Lincoln Way, Dallas, TX, 75239	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
TPA-52432	TPA	Brenda Richards	1981-09-18	UHC-59898-63	—	9371 Apache Blvd, Scottsdale, AZ, 85253	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-137169	ENR	Jean Nguyen	2004-10-16	UHC-14637-80	5423653909	669 Pine Dr, Sacramento, CA, 95818	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-113387	ENR	Douglas Cole	1958-09-18	UHC-11333-58	5235426565	9589 Maple Ave, Fresno, CA, 93716	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-113388	ENR	Douglas Cole	1958-09-18	UHC-11333-58	5235426565	9589 Maple Ave, Fresno, CA, 93716	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-105543	ENR	Anthony Burton	1974-03-27	UHC-92184-55	—	7992 Valley View Dr, Nashville, TN, 37244	0.66	Name re-cased Phone missing area code Member ID reformatted State name converted to code+1 more
ENR-137692	ENR	Ethan S Butler	1958-01-03	UHC-86946-59	2552516678	4299 Forest Ave # 322, Columbus, OH, 43284	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
ENR-111580	ENR	Luis Vasquez	1944-10-19	UHC-02521-15	7725949889	1400 Palm Dr, Fresno, CA, 93779	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-414931	CLM	Abby Phillips	1964-04-10	UHC-38548-43	—	6592 Baseline Rd, San Antonio, TX, 78211	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-427337	CLM	Kelly Tucker	1999-01-03	UHC-00488-72	—	4186 Central Ave, Chandler, AZ, 85219	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-128577	ENR	William O Griffin	1963-04-04	UHC-50393-25	2984121629	4415 Union St, Las Vegas, NV, 89120	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430847	CLM	Maateo L Grant	1969-10-22	UHC-05095-06	—	2240 Hillcrest Rd, Fresno, CA, 93736	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more

9,084 rows, page 128 of 182Previous Next