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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122554	ENR	Lisa Hernandez	1993-11-25	UHC-98334-19	—	4517 Grand Ave # 996, San Antonio, TX, 78207	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
ENR-122553	ENR	Lisa Hernandez	1993-11-25	UHC-98334-19	—	4517 Grand Ave # 996, San Antonio, TX, 78207	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
CLM-418611	CLM	Douglas Day	1946-08-13	UHC-15264-54	5553947248	3209 Washington St Apt 3, Orlando, FL, 32814	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
PRV-23764	PRV	Jason Lopez	1994-12-09	UHC-54594-32	5914259132	5705 Desert Sky Blvd # 743, Minneapolis, MN, 55459	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-114317	ENR	Mary Morales	1998-04-27	UHC-10683-37	9196515365	2249 Broadway # 990, Eden Prairie, MN, 55323	0.68	Name re-cased Phone reformatted Unit split from street Gender normalised
CLM-421341	CLM	Gloria Martinez	1959-09-01	UHC-12879-76	—	840 Central Ave # 941, Las Vegas, NV	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
CLM-428032	CLM	Lawrence Johnston	1981-05-16	—	—	5252 Highland Ave # 413, Tempe, AZ, 85240	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-102709	ENR	Gabriel V Rodriguez	2006-11-18	UHC-52278-06	5755675053	9042 Sunset Blvd # 445, Miami, FL, 33110	0.68	Name re-cased Two-digit birth year Unit split from street Placeholder values cleared
ENR-123294	ENR	Arthur S McCoy	1963-12-20	UHC-67999-02	—	6547 Main St Apt 7, Dallas, TX, 75240	0.68	Name re-cased Unit split from street State name converted to code Placeholder values cleared
CLM-429674	CLM	Rachel Baker	2006-10-24	—	—	4703 Ocean Ave # 214, Tucson, AZ, 85707	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
ENR-111274	ENR	Andrea G Reyes	1948-07-24	UHC-51490-14	8715946856	7208 Elm St Apt 19, Phoenix, AZ, 85084	0.68	Middle initial moved out of first name Phone reformatted Unit split from street Whitespace trimmed
ENR-129337	ENR	Diane C Evans	1960-08-13	UHC-63208-52	3978918720	3144 Church St Apt 16, Austin, TX, 78731	0.68	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street
PRV-22652	PRV	Eugene Collins	2005-05-18	—	8643502892	1653 Highland Ave # 905, Tempe, AZ, 85221	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
ENR-119776	ENR	Thomas Perez	1975-05-23	UHC-80680-30	—	2001 Park Pl # 105, Glendale, AZ, 85314	0.68	Name re-cased Date of birth reformatted Phone missing area code Unit split from street
CLM-410962	CLM	Marttha Patel	1948-05-04	—	—	7106 Harbor Blvd Apt 2, Las Vegas, NV, 89184	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Placeholder values cleared
TPA-51981	TPA	Richard Little	1942-10-15	—	—	2180 Baseline Rd Apt 37, San Antonio, TX, 78230	0.68	Phone missing area code Unit split from street Whitespace trimmed Placeholder values cleared
ENR-105783	ENR	Billy Franklin	1995-01-24	UHC-14825-01	9498546327	1648 Pine Dr # 598, Nashville, TN, 37282	0.68	Name re-cased Unit split from street Street suffix standardised Address re-cased
ENR-104792	ENR	Raymond N Armstrong	1984-08-09	UHC-54364-17	8808589858	2275 Forest Ave Apt 36, Sacramento, CA	0.68	Name re-cased Phone reformatted Unit split from street ZIP missing
ENR-137831	ENR	Alan Z Nelson	1978-07-11	UHC-35440-27	7365152908	1155 Lincoln Way # 321, Charlotte, NC, 28209	0.68	Phone reformatted Member ID reformatted Unit split from street Gender normalised
ENR-102092	ENR	Brandon E Porter	1947-04-22	UHC-21240-90	7575976324	7764 Pine Dr # 656, Miami, FL, 33165	0.68	Two-digit birth year Phone reformatted Unit split from street Whitespace trimmed
PRV-29069	PRV	Natan G Lee	1995-03-24	—	5087645433	9123 Desert Sky Blvd # 870, Plano, TX, 75098	0.68	Name split from “Last, First”Phone reformatted Unit split from street Placeholder values cleared
TPA-62727	TPA	Ryan Washington	1986-04-02	UHC-71334-44	4432045515	7264 Lincoln Way Apt 7, Glendale, AZ, 85361	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-107509	ENR	Sandra Z Baker	1972-10-10	UHC-47885-43	—	8323 Sage Ct # 293, Sacramento, CA, 95804	0.68	Date of birth reformatted Phone missing area code Member ID reformatted Unit split from street
ENR-111341	ENR	Robert K Palmer	1968-04-05	UHC-10171-50	—	9175 Maple Ave Apt 4, Orlando, FL, 32873	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
CLM-427626	CLM	Lori Allen	1970-06-02	UHC-82292-56	—	1131 Central Ave # 932, Chandler, AZ, 85248	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-139355	ENR	Mason Santiago	1989-12-06	UHC-44962-59	6545214348	3907 Sage Ct # 608, Denver, CO, 80231	0.68	Date of birth reformatted Phone reformatted Unit split from street Gender normalised
PRV-21497	PRV	Emma Parker	1943-05-15	—	—	3550 Palm Dr # 756, Fresno, CA, 93754	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-136189	ENR	Joseph Day	1948-02-19	UHC-72292-79	3588986299	6135 Apache Blvd # 459, Miami, FL, 33133	0.68	Phone reformatted Unit split from street Gender normalised Whitespace trimmed
ENR-120065	ENR	Philip A Grant	1990-09-27	UHC-64888-16	—	5762 Main St Apt 10, Mesa, AZ, 85227	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-124143	ENR	Kelly H Richardson	1959-01-18	UHC-72131-03	8436497305	1166 Sunset Blvd Apt 39, Atlanta, GA, 30394	0.68	Unit split from street City re-cased Gender normalised Whitespace trimmed
CLM-420899	CLM	Elizabeth Schultz	1967-12-24	UHC-01992-56	—	9384 Pine Dr Apt 34, Fresno, CA, 93758	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
CLM-432393	CLM	Bevelry K Carlson	1981-05-25	—	—	7248 Grand Ave Apt 25, Austin, TX, 78747	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-409789	CLM	Hannah Lewis	2002-06-28	—	8918067254	236 Church St # 728, Denver, CO, 80227	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-140666	ENR	Frank X Wright	1955-11-03	UHC-79600-13	9646238772	9434 Ocean Ave Apt 4, Houston, TX, 77031	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
CLM-409617	CLM	Albert P Hayes	1944-07-03	—	—	7339 Hillcrest Rd Apt 9, Plano, TX, 75091	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
PRV-22067	PRV	Heather Vazquez	1979-12-04	—	—	5238 Harbor Blvd Apt 2, Chandler, AZ, 85258	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-56661	TPA	Aaron Peters	2003-03-09	—	—	7769 Church St Apt 22, Charlotte, NC, 28242	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-25353	PRV	Kyle Hill	2005-12-22	UHC-70211-77	4137661012	4264 Market St Apt 26, Charlotte, NC, 28268	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-127251	ENR	Ronald Y Mitchell	1993-08-06	UHC-57748-11	9517571037	6809 Valley View Dr # 934, Minneapolis, MN, 55465	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
CLM-431761	CLM	RebeccaJunk	1954-12-27	UHC-91958-97	—	8352 Main St # 772, Phoenix, AZ, 85042	0.68	Name re-cased Unit split from street Placeholder values cleared No usable name (quarantined)
ENR-131116	ENR	Pat Ferguson	1970-05-01	UHC-00688-98	5695489503	3806 Valley View Dr Apt 37, Orlando, FL, 32810	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Email lower-cased
TPA-56409	TPA	Nicole A Myres	1997-10-22	—	—	1400 Union St # 661, Eden Prairie, MN, 55355	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-53692	TPA	Bobby Anderson	1978-03-09	—	—	3664 Harbor Blvd # 951, Minneapolis, MN, 55491	0.68	Name split from “Last, First”Unit split from street City re-cased Placeholder values cleared
ENR-100917	ENR	Evelyn Brooks	1949-05-03	UHC-06356-88	6354771199	9160 Forest Ave Apt 11, Scottsdale, AZ, 85239	0.68	Phone reformatted Unit split from street Gender normalised Whitespace trimmed
ENR-141543	ENR	Christian D Wells	1946-07-26	UHC-13539-06	—	9255 Lake View Rd # 680, Atlanta, GA, 30365	0.68	Date of birth reformatted Phone missing area code Unit split from street Plan code upper-cased
PRV-24305	PRV	Megan Burke	1908-12-16	—	—	7111 Ocean Ave # 193, Seattle, WA, 98128	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-54543	TPA	Brian Hall	1946-06-06	UHC-70681-11	—	7724 Ridge Rd # 458, Dallas, TX, 75281	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-59120	TPA	Sara Santiago	1996-01-19	—	—	2345 Valley View Dr Apt 19, Denver, CO, 80251	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-422550	CLM	Bobby Payne	1988-08-17	UHC-54861-76	—	7432 Palm Dr # 275, Columbus, OH, 43248	0.68	Name re-cased SSN last four extracted Unit split from street Placeholder values cleared
ENR-138865	ENR	Kevin H Rumero	2005-01-10	UHC-28011-67	5086187276	6858 Lake View Rd # 310, Fresno, CA, 93706	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased

6,994 rows, page 108 of 140Previous Next