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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-124606	ENR	Ashley F Davis	1939-01-14	UHC-48670-60	7038992279	1452 Church St, Orlando, FL, 32877	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-416973	CLM	Jose Williamson	1947-04-24	—	5177243856	6243 Ridge Rd, Tucson, AZ, 85751	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416972	CLM	Jose Williamson	1947-04-24	—	5177243856	6243 Ridge Rd, Tucson, AZ, 85751	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109415	ENR	Jeffrey Green	1988-05-13	UHC-23901-54	5662782770	4405 Camelback Rd, Orlando, FL, 32885	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110083	ENR	Samuel Russell	1995-08-03	UHC-51354-12	—	5399 Forest Ave, Orlando, FL, 32863	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-138426	ENR	Joseph I Riley	1974-11-28	UHC-21875-34	5145502294	6915 Hillcrest Rd, Gilbert, AZ, 85223	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428994	CLM	Jack Pena	2004-03-20	—	6559910376	4207 Baseline Rd Apt 23, Phoenix, AZ, 85083	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-126437	ENR	Daniel Webb	1951-10-12	—	3948521162	4456 Harbor Blvd, Denver, CO, 80231	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55290	TPA	Brittany Diaz	1974-03-08	—	3276912675	4481 Ocean Ave, San Antonio, TX, 78234	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-115630	ENR	Judy U Gibson	1959-07-16	UHC-34364-53	5864063625	8631 Oak St, Gilbert, AZ, 85275	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-130044	ENR	Nancy P Soto	1954-12-24	UHC-74442-37	—	437 Maple Ave, Los Angeles, CA, 90039	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-130043	ENR	Nancy P Soto	1954-12-24	UHC-74442-37	—	437 Maple Ave, Los Angeles, CA, 90039	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-116052	ENR	Ahmed Vega	1986-04-15	UHC-31586-14	—	5337 Palm Dr, Jacksonville, FL, 32217	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-109851	ENR	Lawrence Maldonado	—	UHC-97544-20	8132980919	7498 Main St, Glendale, AZ, 85367	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-120164	ENR	Mary X Obrien	1954-01-26	UHC-23190-75	3846257917	1949 Main St, Tucson, AZ, 85756	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-130256	ENR	Barbara Reed	1968-01-07	UHC-47110-21	4662319638	3533 Ridge Rd Apt 34, Miami, FL, 33180	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-136879	ENR	Joseph Murray	1968-12-08	UHC-30365-32	7858637017	6592 Park Pl, Phoenix, AZ, 85023	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
PRV-24035	PRV	Christian Sanders	1966-12-19	UHC-91645-49	3813776241	1092 Park Pl, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121248	ENR	Heather P Diaz	1995-09-25	UHC-56593-49	6222569748	247 River Rd, Fresno, CA, 93778	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-52049	TPA	Ashley Gordon	1983-11-11	—	5797996732	3599 Park Pl, Glendale, AZ, 85364	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-130588	ENR	Grace B Davis	1944-10-19	UHC-06537-09	5339720897	7504 Ridge Rd, Austin, TX, 78794	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57687	TPA	Jessica Fernandez	1951-04-07	—	—	3338 Highland Ave, Austin, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-61102	TPA	Andrea Delgado	1950-09-04	—	4048713326	9789 Washington St, Houston, TX, 77017	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404385	CLM	Gregory K Smith	1984-03-20	—	—	6641 Mesa Dr # 209, Seattle, WA, 98150	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-111074	ENR	Cheryl H Graham	—	UHC-03529-67	4387688958	9100 Bayshore Dr, Sacramento, CA, 95876	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-111075	ENR	Cheryl H Graham	—	UHC-03529-67	4387688958	9100 Bayshore Dr, Sacramento, CA, 95876	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-130613	ENR	Sam F Washington	1995-02-23	UHC-17963-87	—	4213 Cedar Ln, Glendale, AZ, 85331	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54991	TPA	Alexander Ray	1996-05-06	UHC-31410-22	6683690258	5159 Ridge Rd, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-427580	CLM	Ralph Peterson	1995-08-04	—	—	1958 Market St, Sacramento, CA, 95883	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-110382	ENR	Jennifer A Moore	1994-12-06	UHC-97321-05	4163901772	3483 Church St, San Diego, CA, 92152	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28399	PRV	David P Price	1938-01-09	—	6524434175	7458 Bayshore Dr, Columbus, OH, 43245	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130646	ENR	Stephen E Weber	1966-02-18	UHC-21091-76	4659502162	4771 Grand Ave, Eden Prairie, MN, 55376	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102209	ENR	William N Stevens	1945-01-06	UHC-98045-07	7155647102	6848 Forest Ave, Denver, CO, 80231	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430966	CLM	Diana Richards	1941-10-18	UHC-14537-49	4837953026	2214 Camelback Rd, Dallas, TX, 75231	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28277	PRV	Bryan Y Foster	2001-12-01	—	4513496968	636 Ocean Ave, Fresno, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28039	PRV	Philip Wells	—	—	6092012456	5226 Baseline Rd, San Antonio, TX, 78229	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-431075	CLM	Brenda Carpenter	1993-02-15	—	—	7814 Willow Ct, Columbus, OH, 43217	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402027	CLM	Denise Johnston	2008-03-09	UHC-49425-51	—	6538 Palm Dr, Gilbert, AZ, 85210	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-414191	CLM	Amber Ross	1973-10-05	—	4216368675	9468 Pine Dr, Las Vegas, NV, 89178	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-402037	CLM	Thomas Chavez	1959-01-21	UHC-08205-93	6396910334	6626 Market St # 710, Miami, FL, 33199	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-137066	ENR	Catheirne T Taylor	1942-11-26	UHC-40952-61	9615333401	7794 Park Pl, Las Vegas, NV, 89146	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428197	CLM	Gary Jenkins	1988-12-04	UHC-39155-95	6827150949	9616 Desert Sky Blvd, Los Angeles, CA, 90006	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141648	ENR	Ray Patterson	—	UHC-64680-98	3667059695	839 Washington St, Mesa, AZ, 85244	0.62	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+3 more
CLM-414282	CLM	Rebecca Carpenter	1995-11-21	UHC-36683-87	—	5423 Camelback Rd, Tampa, FL, 33655	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123487	ENR	Kimberly R Ortega	2000-05-19	UHC-66789-55	6494069936	7148 Sage Ct, Jacksonville, FL, 32297	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132967	ENR	Soia P Guerrero	1958-11-24	UHC-77814-77	7436579225	748 Cedar Ln, Eden Prairie, MN, 55381	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-132968	ENR	Soia P Guerrero	1958-11-24	UHC-77814-77	7436579225	748 Cedar Ln, Eden Prairie, MN, 55381	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-428996	CLM	Justin Rice	1948-06-02	UHC-64295-91	—	2262 Union St, Jacksonville, FL, 32254	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427680	CLM	Frank Hansen	1998-04-09	UHC-07640-62	9218993113	1390 Mesa Dr, Los Angeles, CA, 90080	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103241	ENR	Bruce Myers	1997-07-10	UHC-71481-08	6239787690	162 Ridge Rd, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

39,996 rows, page 140 of 800Previous Next