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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20637	PRV	Ahmed Gutierrez	1938-05-12	—	—	6178 Forest Ave, Columbus, OH, 43204	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131329	ENR	Aisha Y Gilbert	1971-08-08	—	—	8619 Elm St, Houston, TX, 77047	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55840	TPA	Anthony Aguilar	1989-11-06	—	7628088884	7499 Jefferson Ave, Phoenix, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-105847	ENR	Gloria V Ortega	2007-02-20	UHC-54492-82	6256642450	4707 Highland Ave, Tempe, AZ, 85252	0.52	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-105848	ENR	Gloria V Ortega	2007-02-20	UHC-54492-82	6256642450	4707 Highland Ave, Tempe, AZ, 85252	0.52	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
CLM-427240	CLM	Juan Richardson	1953-06-28	UHC-66465-99	2914235102	4782 Palm Dr, Scottsdale, AZ, 85279	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-127948	ENR	Michelle O Clark	1987-06-28	UHC-76779-12	7186275243	4196 Union St # 234, Miami, FL, 33116	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-100741	ENR	Amy Z Sullivan	1964-12-06	UHC-96279-95	9255024808	3192 Willow Ct, Austin, TX, 78775	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25649	PRV	Emily Jimenez	1974-01-09	—	9217438580	2840 Spring St, Minneapolis, MN, 55416	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427819	CLM	Andrea Armstrong	1958-04-28	UHC-90391-35	—	1343 Willow Ct, Tampa, FL, 33602	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-134616	ENR	Juile Rojas	1950-04-23	UHC-51780-16	3367126600	5396 Meadow Ln # 617, San Diego, CA, 92139	0.52	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
TPA-63482	TPA	Rachel Turner	1990-04-03	—	2126527212	2262 Apache Blvd, Phoenix, AZ, 85045	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-117831	ENR	Teresa H Walsh	1949-10-07	UHC-14924-54	8586571916	1450 Meadow Ln, Las Vegas, NV, 89156	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-420923	CLM	Naancy Freeman	1991-07-03	UHC-64096-58	—	4919 Sunset Blvd, San Antonio, TX, 78262	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-138064	ENR	Raymond W Mason	1997-01-09	UHC-02558-95	4969159365	2597 Mountain View Dr, Austin, TX, 78747	0.52	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128841	ENR	Cynthia I Kelley	1951-10-26	UHC-66524-42	3355513245	2490 Meadow Ln, Sacramento, CA, 95822	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112884	ENR	Mason Wood	2006-11-17	UHC-07180-72	3712343111	9111 Cedar Ln, San Diego, CA, 92134	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-53105	TPA	Gerald Y Wagner	1982-02-05	—	6279468172	9744 River Rd # 478, Charlotte, NC, 28269	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-120503	ENR	Hannah P Carter	2003-02-12	UHC-42439-89	3173279722	6743 Church St, Tempe, AZ, 85233	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62213	TPA	Tyler Z Sanders	1994-01-19	—	6497244073	1664 Forest Ave, Minneapolis, MN, 55456	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-141235	ENR	—Junk	2002-09-26	UHC-55937-60	4228573147	5295 Main St, Mesa, AZ, 85241	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-54357	TPA	Peter Wong	1965-05-19	—	3798657689	1640 Ocean Ave, Seattle, WA	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418568	CLM	Steven Howell	2008-02-19	UHC-92754-01	—	1820 Maple Ave Apt 37, Sacramento, CA, 95878	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426803	CLM	Hannah Chavez	1968-07-28	UHC-39743-86	6913674694	2210 Park Pl, Glendale, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423575	CLM	Douglas Daniels	1957-01-06	UHC-43682-30	—	3223 Washington St, Denver, CO	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-416406	CLM	Heather Hill	—	UHC-75926-35	3409033399	8353 Washington St # 185, Atlanta, GA, 30384	0.52	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-403501	CLM	Lori N Duncan	1965-10-18	UHC-77386-40	8769816175	2740 Oak St, Plano, TX	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
ENR-122611	ENR	Jesse Ramos	—	UHC-50341-36	3939243968	2438 Ocean Ave, Denver, CO, 80281	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-62535	TPA	Daniel Yagn	1950-03-26	—	—	8826 Valley View Dr, Tucson, AZ, 85735	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23419	PRV	Juan Coleman	2008-05-26	—	9683616772	8188 Desert Sky Blvd Apt 17, Sacramento, CA, 95880	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-117346	ENR	Ann X Fields	1946-01-03	—	2802824556	5259 Valley View Dr, Tempe, AZ, 85241	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123544	ENR	Elizabeth U Hanson	1962-04-16	UHC-09556-36	—	1298 Meadow Ln, Glendale, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-63895	TPA	Pamela Young	—	—	—	3553 River Rd, Columbus, OH	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
ENR-135201	ENR	Lucia K Cox	1978-07-03	UHC-24416-48	—	7527 Hillcrest Rd, Tucson, AZ, 85733	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
CLM-407599	CLM	Wayne Wallace	1967-05-17	UHC-45597-20	—	4877 Valley View Dr, Tampa, FL, 33670	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408422	CLM	Lauren Roberts	1985-08-02	UHC-80177-29	—	2732 Palm Dr, Denver, CO	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-408688	CLM	Evelyn Ramos	1970-12-02	—	—	330 Baseline Rd, Orlando, FL, 32832	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-404417	CLM	Hiroshi Mills	1962-05-01	UHC-42502-08	2497153941	1782 Highland Ave # 310, Las Vegas, NV, 89162	0.52	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+2 more
CLM-411133	CLM	Lori Garcia	1993-06-24	UHC-39221-56	—	988 Sage Ct, Tampa, FL, 33691	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-24735	PRV	Ryan J Hill	1966-09-13	—	3593973007	2450 Ridge Rd, Tempe, AZ, 85286	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126229	ENR	John Mendez	1971-06-11	UHC-77811-84	3965957617	4815 Pine Dr Apt 25, Chandler, AZ, 85280	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419364	CLM	Sofia Wallace	1989-07-10	—	9516532110	1093 Ocean Ave, Orlando, FL, 32845	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137829	ENR	Lori Fuller	1985-09-22	UHC-99756-56	7819204849	2591 Camelback Rd, Tampa, FL, 33624	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-422657	CLM	Marcus Kelley	1975-06-02	—	—	6515 Elm St, Eden Prairie, MN, 55306	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-122738	ENR	Holmes U Arjun	1978-11-22	UHC-29447-82	—	5851 Main St, Glendale, AZ, 85333	0.52	Phone missing area code Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23143	PRV	Tom X Luna	1986-04-10	—	8902543970	3916 Bayshore Dr, Houston, TX, 77025	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126834	ENR	Brooks Robert	1956-03-14	UHC-20176-42	3388617553	8962 Central Ave, San Diego, CA	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-113166	ENR	Martha J Payne	1943-11-21	UHC-73293-13	8525780357	5082 Maple Ave, Charlotte, NC, 28206	0.52	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
ENR-142083	ENR	Christopher F Parker	1978-01-19	UHC-38984-88	2964994988	2280 Sage Ct Apt 15, Columbus, OH	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-132845	ENR	Diane W Wells	1941-11-24	UHC-04452-60	6145750929	754 Apache Blvd Apt 31, San Diego, CA, 92119	0.52	Date of birth reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more

55,824 rows, page 144 of 1,117Previous Next