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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-410318	CLM	Angela Moreno	1984-07-14	—	9135859151	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-131263	ENR	Larry J Medina	1993-12-02	UHC-84410-11	6682384028	9134 Desert Sky Blvd, San Antonio, TX, 78211	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
PRV-26576	PRV	Roger Peters	1968-05-09	—	9636620056	7864 Lincoln Way, Scottsdale, AZ, 85272	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
ENR-130760	ENR	Ruth Clark	1982-10-24	UHC-55596-08	9542127533	2811 Apache Blvd, Nashville, TN, 37260	0.68	Two-digit birth year Phone reformatted Email lower-cased Gender normalised
ENR-138611	ENR	Carl Perry	1950-03-05	UHC-98328-67	7996256221	9077 Spring St, Miami, FL, 33195	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
CLM-419523	CLM	Peter Castillo	2007-04-06	—	—	237 Canyon Rd, San Antonio, TX, 78286	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-29581	PRV	Juan Morales	1995-06-09	UHC-08643-27	8688334727	8572 Valley View Dr, Gilbert, AZ, 85253	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-129471	ENR	Christian Peterson	1969-06-14	UHC-46520-71	4765149395	2683 Indian School Rd, Eden Prairie, MN, 55358	0.68	Two-digit birth year Phone reformatted SSN last four extracted Placeholder values cleared
ENR-114010	ENR	Bobby A Henderson	1995-04-15	UHC-70285-55	5709873670	9539 Mesa Dr, Los Angeles, CA	0.68	Two-digit birth year Phone reformatted City re-cased ZIP missing
ENR-115253	ENR	Benjamin Tran	2006-06-02	UHC-32488-09	5707060276	3043 Church St, Glendale, AZ, 85305	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-109310	ENR	Sarah Bryant	1943-10-16	UHC-10170-91	7712815140	3900 Meadow Ln, Mesa, AZ, 85253	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
CLM-428573	CLM	Gabriel R Barnes	1990-12-06	UHC-60346-86	—	3179 Sage Ct, San Diego, CA, 92114	0.68	Middle initial moved out of first name Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-57045	TPA	Joan Q Padilla	1968-09-01	—	—	—	0.68	Middle initial moved out of first name Name re-cased Two-digit birth year Placeholder values cleared
ENR-122227	ENR	Billy V Ruzi	1994-10-09	UHC-56250-23	—	4316 Broadway, Los Angeles, CA, 90030	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-416280	CLM	Frank Duncan	1981-04-09	—	3479009627	696 Park Pl, Seattle, WA, 98160	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-103755	ENR	Sarah Ruiz	1991-05-08	UHC-76266-90	6904455644	3307 Maple Ave, Charlotte, NC	0.68	Two-digit birth year Phone reformatted ZIP missing Placeholder values cleared
ENR-125533	ENR	Albert Black	1944-11-07	UHC-18721-11	9566036193	5999 Palm Dr, Sacramento, CA	0.68	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed
ENR-126837	ENR	Teresa N Carpenter	1939-10-25	UHC-09736-05	—	7659 Grand Ave, Glendale, AZ, 85386	0.68	Name re-cased Two-digit birth year Email lower-cased Gender normalised
ENR-102957	ENR	Michael H Stone	1974-01-26	UHC-84625-12	—	7918 Meadow Ln, Miami, FL, 33129	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-407728	CLM	Steve Park	1941-01-23	UHC-23541-97	5506739669	8298 Main St, Sacramento, CA, 95845	0.68	Two-digit birth year City re-cased Gender normalised Placeholder values cleared
ENR-104610	ENR	Kevin Turner	1981-03-07	UHC-30904-19	3493617366	3268 Elm St, Gilbert, AZ, 85200	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
CLM-410302	CLM	Brittany Simpson	1992-05-18	UHC-61931-71	6359934670	3674 Church St, Las Vegas, NV, 89106	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
ENR-120352	ENR	Jesse D Schultz	1973-12-12	UHC-29889-78	5838717277	1059 Sage Ct, San Antonio, TX, 78274	0.68	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed
ENR-124452	ENR	Vicky Q Fowler	1988-03-09	UHC-76425-69	2765324954	6435 Washington St, Orlando, FL, 32847	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-142184	ENR	Kayla Carter	2001-05-22	UHC-81353-86	9645993710	8758 Desert Sky Blvd, Austin, TX, 78708	0.68	Name split from “Last, First”Two-digit birth year City re-cased Email lower-cased
TPA-62346	TPA	Arthur Kelley	2008-10-01	—	—	7852 Union St, Charlotte, NC, 28253	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-409861	CLM	Virginia Ward	2000-10-04	—	—	6445 Cedar Ln, Tampa, FL, 33647	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-137309	ENR	Tyler X Meyer	1964-04-20	UHC-06884-65	5389045416	2469 Harbor Blvd, Mesa, AZ, 85268	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
CLM-427867	CLM	Henry Nguyen	2002-03-18	UHC-95115-21	—	5080 Canyon Rd, Columbus, OH, 43273	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-411199	CLM	Peter McCoy	2000-04-02	UHC-64916-39	8799884815	3108 Desert Sky Blvd, Columbus, OH, 43270	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
TPA-63399	TPA	Judith Davis	1977-06-09	UHC-83672-30	—	5600 Meadow Ln, Glendale, AZ, 85361	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-104531	ENR	Melissa Brooks	1990-06-02	UHC-50029-66	6433462522	72 Park Pl, Sacramento, CA, 95896	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-413468	CLM	Hannah Brown	1961-10-21	UHC-26443-88	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-123901	ENR	Michael N Diaz	1967-02-07	UHC-32363-72	2107590533	7862 Indian School Rd, Eden Prairie, MN, 55318	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
PRV-21407	PRV	Scott X Stevens	1994-01-08	UHC-77093-82	—	4455 Main St, Austin, TX, 78723	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-55017	TPA	Beverly Schultz	1980-07-15	—	—	—	0.68	Two-digit birth year Email lower-cased Gender normalised Placeholder values cleared
TPA-53627	TPA	Jerry King	1983-09-23	—	—	2993 Ocean Ave, Tampa, FL, 33632	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-62126	TPA	Julie Garrtt	1940-06-04	UHC-79164-92	2333135139	5021 Pine Dr, San Antonio, TX, 78221	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
ENR-106257	ENR	Katherine Knight	2001-03-26	UHC-38850-15	8915077707	4472 Highland Ave, Las Vegas, NV, 89186	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
PRV-27945	PRV	Bryan Castro	1947-12-01	—	6855991484	3934 Central Ave, Dallas, TX, 75200	0.68	Two-digit birth year Phone reformatted State name converted to code Placeholder values cleared
CLM-400030	CLM	Alexander Dixon	1982-05-07	UHC-80497-62	2185770010	—	0.68	Two-digit birth year Phone reformatted SSN last four extracted Placeholder values cleared
ENR-118250	ENR	Naoh I Espinoza	1942-02-16	UHC-52234-98	7134800467	6389 Camelback Rd, Sacramento, CA, 95856	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
CLM-417036	CLM	Harold Guerrero	1963-05-17	UHC-12102-20	2842864128	1994 Pine Dr, Austin, TX, 78780	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-118973	ENR	Joe F Fields	1952-10-21	UHC-48709-36	4155698963	3168 Pine Dr Apt 11, Columbus, OH, 43228	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
CLM-425915	CLM	Ruth Ross	1970-04-21	—	—	3071 Canyon Rd, Phoenix, AZ, 85096	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-135760	ENR	Madison Adams	1977-04-24	UHC-85490-31	6136132644	7892 Maple Ave, Mesa, AZ, 85280	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
ENR-123448	ENR	Henry Austin	2004-05-03	UHC-64407-01	9367694293	535 Sage Ct, Tampa, FL, 33671	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-142286	ENR	Megan U Pteers	1957-12-07	UHC-78395-46	5556597564	5477 Church St Apt 1, Jacksonville, FL, 32298	0.68	Two-digit birth year Phone reformatted Unit split from street Plan code upper-cased
CLM-417349	CLM	Diana Bell	1949-01-04	UHC-46851-26	—	6694 Canyon Rd, San Diego, CA	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
PRV-21005	PRV	Priya Larson	1975-12-13	UHC-56071-01	—	9198 Pine Dr, Nashville, TN, 37232	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared

6,661 rows, page 95 of 134Previous Next