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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141497	ENR	Laura J Nichols	—	UHC-18482-51	5193302410	6981 Willow Ct, Denver, CO, 80281	0.54	Name re-cased Date of birth missing Member ID reformatted SSN last four extracted+1 more
CLM-403240	CLM	Kayla Ferguson	2005-06-19	UHC-37431-51	6534957506	3533 Grand Ave, Las Vegas, NV, 89118	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-142181	ENR	Jesse Vasquez	—	UHC-78649-54	5498968259	6969 Indian School Rd, Atlanta, GA, 30331	0.54	Date of birth unreadable SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-136826	ENR	Kimberly Z Moreno	1979-07-04	UHC-01332-33	8314438021	4360 Baseline Rd, Miami, FL, 33154	0.54	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407838	CLM	Rebecca Duncan	1976-10-21	UHC-15711-81	—	2569 Broadway, Denver, CO, 80259	0.54	Name split from “Last, First”SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-134289	ENR	Anthony S Hernandez	1959-08-28	UHC-52509-78	—	8419 Lincoln Way, Dallas, TX, 75289	0.54	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Gender normalised+1 more
ENR-104553	ENR	Chrristian V Munoz	1992-02-12	UHC-66109-89	—	1973 Cedar Ln, Sacramento, CA, 95894	0.54	Two-digit birth year SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402496	CLM	Evelyn Fisher	2005-10-08	UHC-52353-84	—	489 Highland Ave, Sacramento, CA, 95826	0.54	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-126806	ENR	Ronald P Espinoza	1971-03-13	UHC-53546-06	—	1715 Highland Ave, Gilbert, AZ, 85270	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
TPA-50817	TPA	Lucia Z Campbell	1947-06-23	—	—	3984 Broadway, Glendale, AZ, 85382	0.54	Name split from “Last, First”SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-116574	ENR	Mary X Vega	1986-12-03	UHC-73241-94	2773538469	7441 Jefferson Ave, Los Angeles, CA, 90059	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+1 more
ENR-138187	ENR	Ralph Howard	1940-12-26	UHC-26532-61	2154523917	9125 Apache Blvd Apt 31, Gilbert, AZ, 85250	0.54	Name re-cased Two-digit birth year SSN last four extracted Unit split from street+1 more
ENR-125818	ENR	Frances I George	1939-02-15	UHC-23464-33	8102616775	4849 Lincoln Way, Minneapolis, MN	0.54	SSN last four extracted State name converted to code ZIP missing Email lower-cased+1 more
ENR-135730	ENR	Catherine R Payne	1963-09-07	UHC-51686-10	6718456954	1795 Central Ave Apt 40, San Antonio, TX, 78229	0.54	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+1 more
ENR-103252	ENR	Peter Scott	1950-11-02	UHC-43722-10	—	2722 Mesa Dr, Scottsdale, AZ, 85217	0.54	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-137999	ENR	Walter Payne	1960-04-08	UHC-73011-94	—	1587 Camelback Rd Apt 33, Tempe, AZ, 85229	0.54	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-100916	ENR	Dylan B Scott	1971-07-22	UHC-89866-96	5498214267	450 Pine Dr, Houston, TX, 77048	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Gender normalised+1 more
CLM-419920	CLM	Douglas E Wang	1938-02-04	—	—	566 Pine Dr, San Diego, CA, 92145	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-104415	ENR	Wayne H Wang	1963-02-23	UHC-60912-66	—	9494 Market St, Jacksonville, FL, 32293	0.54	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-406827	CLM	Samuel Murphy	1938-03-23	UHC-88511-69	6496299727	5850 Main St, San Diego, CA, 92114	0.54	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-429369	CLM	Dona Cook	1944-02-16	UHC-09751-96	2563339851	599 Washington St, Fresno, CA, 93712	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-111290	ENR	Patricia X Mills	1995-01-07	UHC-35380-75	9463685496	7958 Mountain View Dr, Tampa, FL, 33654	0.54	Middle initial moved out of first name SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-429043	CLM	Raymond Mason	1997-01-09	—	—	2597 Mountain View Dr, Austin, TX, 78747	0.54	Name split from “Last, First”SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-131179	ENR	Doris O Weaver	1994-04-04	UHC-85018-09	—	1270 Spring St, Columbus, OH, 43210	0.54	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-109688	ENR	Willie I Walsh	1992-07-21	UHC-23657-23	9752705924	8861 Ridge Rd, Eden Prairie, MN, 55313	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-109689	ENR	Willie I Walsh	1992-07-21	UHC-23657-23	9752705924	8861 Ridge Rd, Eden Prairie, MN, 55313	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-138723	ENR	Willis U Jason	1994-01-20	UHC-47418-08	6305161918	5423 Meadow Ln, Gilbert, AZ, 85294	0.56	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased
ENR-129975	ENR	Harris Charlotte	1983-09-03	UHC-33150-54	8834642315	8326 Lake View Rd, Miami, FL, 33190	0.56	SSN last four extracted Street suffix standardised Address re-cased Gender normalised
TPA-57752	TPA	Alexanedr O Williams	1964-05-18	—	3415249761	9121 Lincoln Way, Los Angeles, CA, 90058	0.56	Phone reformatted SSN last four extracted ZIP+4 trimmed Gender normalised
CLM-427439	CLM	Danielle K Crawford	—	UHC-73270-57	6655835578	3798 Desert Sky Blvd, Phoenix, AZ, 85033	0.56	Date of birth unreadable SSN last four extracted Street suffix standardised Address re-cased
CLM-413270	CLM	Grace S Maldonado	1945-01-19	UHC-96133-18	—	902 Lincoln Way, Orlando, FL, 32827	0.56	Two-digit birth year SSN last four extracted Gender normalised Placeholder values cleared
ENR-125226	ENR	Diego E Renolds	1965-08-28	UHC-43474-86	7816791916	3944 Market St, Phoenix, AZ, 85056	0.56	Phone reformatted SSN last four extracted State name converted to code Gender normalised
ENR-131697	ENR	Paul J Singh	1983-03-04	UHC-57553-42	6305054718	5711 Union St Apt 25, Seattle, WA, 98186	0.56	SSN last four extracted Unit split from street State code upper-cased Gender normalised
ENR-131696	ENR	Paul J Singh	1983-03-04	UHC-57553-42	6305054718	5711 Union St Apt 25, Seattle, WA, 98186	0.56	SSN last four extracted Unit split from street State code upper-cased Gender normalised
PRV-26657	PRV	Theresa Hicks	1969-02-09	UHC-01574-14	—	1799 Highland Ave, Jacksonville, FL	0.56	SSN last four extracted ZIP missing Gender normalised Placeholder values cleared
ENR-113703	ENR	Jerry Woods	1995-08-03	UHC-83700-12	—	3422 Oak St, Jacksonville, FL, 32280	0.56	Name split from “Last, First”SSN last four extracted State name converted to code Placeholder values cleared
CLM-426251	CLM	Paul W Nguyen	1940-12-21	UHC-22208-52	—	—	0.56	Two-digit birth year SSN last four extracted Gender normalised Placeholder values cleared
ENR-121152	ENR	Angela E Bailey	1948-09-23	UHC-80041-28	7426405263	8818 Lincoln Way, Atlanta, GA, 30327	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-101691	ENR	Lisa G Soto	1954-12-01	UHC-72865-77	9312285367	8026 Bayshore Dr, Miami, FL, 33186	0.56	Phone reformatted SSN last four extracted ZIP+4 trimmed Gender normalised
ENR-133631	ENR	Nancy U Peterson	1982-01-24	UHC-74186-80	6675051234	4126 Highland Ave # 214, Los Angeles, CA, 90052	0.56	SSN last four extracted Unit split from street Street suffix standardised Address re-cased
ENR-137035	ENR	Aisha Jimenez	1974-11-06	UHC-92482-06	4683840148	9077 Highland Ave, Minneapolis, MN, 55423	0.56	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased
ENR-103259	ENR	Larry Powell	1947-08-03	UHC-73284-38	2379584871	2276 Church St, Las Vegas, NV, 89106	0.56	SSN last four extracted Street suffix standardised Address re-cased State name converted to code
CLM-427879	CLM	Joyce Nunez	1991-01-18	UHC-97504-31	—	6894 Desert Sky Blvd # 693, Seattle, WA	0.56	SSN last four extracted Unit split from street ZIP missing Placeholder values cleared
CLM-411134	CLM	Maria Kelly	1970-02-25	UHC-02887-02	—	—	0.56	Phone missing area code SSN last four extracted Gender normalised Placeholder values cleared
ENR-101995	ENR	Glorai I Perry	1954-11-27	UHC-93729-34	6383412876	4828 Apache Blvd, Tampa, FL, 33603	0.56	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
ENR-121741	ENR	Patrick Pena	2005-10-25	UHC-91383-46	5034340464	364 Oak St, Sacramento, CA, 95867	0.56	SSN last four extracted Street suffix standardised Address re-cased Gender normalised
ENR-116390	ENR	Denise Daniels	1958-09-09	UHC-62235-28	—	6821 Meadow Ln, Dallas, TX, 75235	0.56	Phone missing area code SSN last four extracted Gender normalised Placeholder values cleared
ENR-129149	ENR	Hioshi U Schultz	1978-07-23	UHC-49624-39	—	2330 Palm Dr, Phoenix, AZ, 85079	0.56	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased
ENR-119323	ENR	Shirley W Adams	1972-07-20	UHC-91288-40	9159511274	8927 Ridge Rd, Houston, TX, 77070	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-131956	ENR	Scutt Z Lawrence	2002-08-06	UHC-34761-11	5983835297	823 Valley View Dr # 845, Tempe, AZ, 85281	0.56	Two-digit birth year Phone reformatted SSN last four extracted Unit split from street

2,817 rows, page 21 of 57Previous Next