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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28111	PRV	Grace Wong	2000-12-03	UHC-13056-47	7356676010	3571 Spring St, Sacramento, CA, 95834	0.64	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
TPA-60783	TPA	Mason Kelley	1980-09-23	—	4009674880	7635 Hillcrest Rd # 491, Dallas, TX, 75260	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-102120	ENR	Linda Harper	1962-07-04	UHC-07597-09	5272533308	3480 Valley View Dr, Plano, TX, 75008	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102119	ENR	Linda Harper	1962-07-04	UHC-07597-09	5272533308	3480 Valley View Dr, Plano, TX, 75008	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119317	ENR	Sophia Sandoval	1964-05-26	UHC-72940-64	2657049567	5489 Jefferson Ave, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-109758	ENR	Jose X Mroris	1962-08-02	UHC-54627-11	—	9421 Cedar Ln, Eden Prairie, MN, 55331	0.64	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
TPA-60598	TPA	Rebecca D Garza	1983-04-05	—	—	9302 Harbor Blvd, Glendale, AZ, 85305	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-128415	ENR	Arjun L Hansen	2001-05-27	UHC-08942-86	7488549079	4213 Spring St, Minneapolis, MN, 55428	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-101939	ENR	Marc F Mendez	1998-01-10	UHC-43400-14	—	878 Camelback Rd, Chandler, AZ, 85287	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-112081	ENR	Nicole J Valdez	2003-08-08	UHC-31735-63	4719161332	2416 Highland Ave # 635, San Diego, CA, 92196	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52723	TPA	Maria Li	1995-03-11	—	7096851383	3122 Bayshore Dr, Eden Prairie, MN, 55339	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-421473	CLM	Cheryl Knight	—	UHC-48893-14	—	7882 Lake View Rd, San Diego, CA, 92128	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-135560	ENR	Edward Rodriguez	1958-12-22	UHC-77559-31	2093644560	6694 Bayshore Dr Apt 17, Jacksonville, FL, 32210	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-25273	PRV	Brandon Harper	1987-08-21	—	2909477843	6652 Highland Ave, Chandler, AZ, 85297	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-114340	ENR	Mariana T McDonald	1963-02-15	UHC-89548-26	3913192929	6528 Sunset Blvd Apt 24, Minneapolis, MN, 55459	0.64	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
ENR-114287	ENR	Rachel Mason	2002-09-04	UHC-54487-76	3326767350	3183 Lake View Rd, Chandler, AZ, 85284	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-126499	ENR	Gregory Hamilton	1969-12-02	UHC-54999-02	6265361954	4040 Ridge Rd, Nashville, TN, 37267	0.64	Name re-cased Two-digit birth year Member ID reformatted City re-cased+2 more
ENR-102204	ENR	Daniel Q Hunt	1979-10-23	UHC-65220-77	7825870869	1014 Elm St # 245, Los Angeles, CA, 90069	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
TPA-64309	TPA	Douglas Weaver	2008-03-14	—	7586783104	1360 Jefferson Ave, Las Vegas, NV, 89105	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-413144	CLM	Christina V Carter	1943-10-03	UHC-20494-29	—	6427 Pine Dr, Scottsdale, AZ, 85266	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
PRV-24805	PRV	Carlos Ryan	1989-06-02	—	—	814 Meadow Ln, Mesa, AZ, 85290	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-118197	ENR	Arthur Marshall	1979-02-09	UHC-21572-47	4489207391	9593 Ocean Ave, Los Angeles, CA, 90044	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118198	ENR	Arthur Marshall	1979-02-09	UHC-21572-47	4489207391	9593 Ocean Ave, Los Angeles, CA, 90044	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142881	ENR	Jean I Baker	—	UHC-12325-45	6469342499	4537 Spring St, Minneapolis, MN, 55420	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416549	CLM	Henry K Wlker	1949-05-17	UHC-07090-42	7967168117	9002 Oak St, Sacramento, CA, 95823	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416878	CLM	Jake Little	1974-07-12	UHC-14867-13	—	2649 Indian School Rd, Houston, TX, 77023	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-129027	ENR	Albert Rivera	2004-06-04	—	2494907660	3812 Ridge Rd, Tucson, AZ, 85725	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-113285	ENR	Mary Padilla	1975-11-16	UHC-05792-98	6515913831	7828 Cedar Ln, Gilbert, AZ, 85233	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-124845	ENR	Sofia Garrett	1987-05-08	UHC-60736-86	6707143325	256 Ocean Ave Apt 15, Seattle, WA, 98197	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-400685	CLM	Arthur R Hunt	1994-12-18	UHC-77473-21	—	9247 Sage Ct, Nashville, TN, 37269	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
PRV-24105	PRV	Danielle Andrews	1952-11-02	UHC-05813-34	3413261209	247 Camelback Rd, Eden Prairie, MN, 55393	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-410182	CLM	Cheryl Murray	2004-09-04	UHC-17856-63	—	8800 Union St, Nashville, TN, 37293	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-59424	TPA	—Junk	1965-06-27	—	8943771501	9031 Jefferson Ave, Austin, TX	0.64	Phone reformatted City re-cased ZIP missing Whitespace trimmed+2 more
ENR-125688	ENR	Ashley N Baker	2005-06-11	UHC-00076-33	7794506156	8221 Forest Ave, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-110888	ENR	Linda A Herrera	2006-10-23	UHC-61389-52	5965702528	9034 Washington St, Seattle, WA, 98139	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415651	CLM	Joshua Harris	1945-03-05	—	8342391516	7597 Hillcrest Rd, Dallas, TX, 75270	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401867	CLM	Dennis Henderson	2006-02-18	UHC-96738-49	—	9816 Washington St, Fresno, CA, 93791	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-27163	PRV	Alan Powell	—	UHC-25780-72	9346054319	3127 Washington St, Phoenix, AZ, 85083	0.64	Name split from “Last, First”Date of birth missing Phone reformatted City re-cased+2 more
PRV-23970	PRV	Mary Marquez	1981-01-20	—	6229091859	9126 Union St, Atlanta, GA, 30314	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-23969	PRV	Mary Marquez	1981-01-20	—	6229091859	9126 Union St, Atlanta, GA, 30314	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-400929	CLM	John Taylor	1971-08-28	UHC-19378-10	—	8613 Washington St, Atlanta, GA, 30374	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-53064	TPA	Russll Grant	1961-10-09	—	—	2049 Church St, Glendale, AZ, 85306	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-421663	CLM	Benjamin Wong	1948-10-12	UHC-60828-17	3405970565	1782 Pine Dr # 137, Mesa, AZ, 85217	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135366	ENR	Peter Vega	2002-04-06	UHC-80214-61	7925911289	3312 Ridge Rd, Fresno, CA, 93788	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121118	ENR	Grace C Patel	1979-09-18	UHC-58980-35	8918115812	971 Washington St, Orlando, FL, 32808	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128514	ENR	James Rice	1971-06-19	UHC-34084-45	2452263434	4780 Mountain View Dr, Charlotte, NC, 28209	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-56094	TPA	Justin Montgomery	1981-06-01	—	—	6366 Pine Dr, Seattle, WA, 98137	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-424575	CLM	Ann White	1957-06-19	—	—	159 Hillcrest Rd, Nashville, TN, 37295	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
TPA-50727	TPA	Donald G Ross	1996-12-09	—	—	223 Indian School Rd, Charlotte, NC, 28201	0.64	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100162	ENR	Joey Richarson	1962-04-11	UHC-87640-10	2944170525	766 Indian School Rd, Glendale, AZ, 85326	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more

17,850 rows, page 106 of 357Previous Next