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

Third-party administrator, 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
TPA-56932	TPA	Jean Russell	1947-05-17	—	2777580393	8519 River Rd # 721, Orlando, FL, 32896	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-60699	TPA	Charles Murray	1951-01-15	—	—	5473 Mesa Dr # 768, San Diego, CA, 92199	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-57850	TPA	Arjun Jimenez	1994-06-09	—	2808052611	7369 River Rd # 881, Phoenix, AZ	0.64	Name re-cased Phone reformatted Unit split from street ZIP missing+2 more
TPA-54754	TPA	Amy Martin	1950-07-24	UHC-11699-14	2844651645	5564 Apache Blvd # 266, Mesa, AZ, 85212	0.64	Name re-cased Member ID reformatted Unit split from street State name converted to code+2 more
TPA-60045	TPA	Zachary Greene	1992-12-26	UHC-69793-13	—	3732 Palm Dr # 883, Los Angeles, CA, 90067	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58249	TPA	Gray Brown	1950-01-24	—	—	5247 Jefferson Ave # 286, Tucson, AZ, 85789	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-51221	TPA	Martha Chapman	1947-11-06	—	5645129782	6938 Lincoln Way Apt 5, Seattle, WA, 98146	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54646	TPA	Roegr X Johnston	1996-03-06	—	—	1206 Desert Sky Blvd # 822, Miami, FL, 33120	0.64	Name re-cased Date of birth reformatted Unit split from street Gender normalised+2 more
TPA-58139	TPA	Jack Y Dunn	2007-02-20	—	—	414 Broadway Apt 40, Nashville, TN, 37216	0.64	Name re-cased Unit split from street Email lower-cased Gender normalised+2 more
TPA-50743	TPA	Larry Porter	1995-06-19	—	—	2951 Indian School Rd Apt 5, San Antonio, TX, 78212	0.64	Date of birth reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
TPA-56180	TPA	Samuel Berry	1941-01-06	—	2596164047	9512 Indian School Rd Apt 34, Tampa, FL, 33657	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-56365	TPA	Roger Graham	1985-04-21	—	—	8975 Sage Ct # 390, Phoenix, AZ, 85046	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57892	TPA	Betty Patel	1959-02-07	—	7427794631	1321 River Rd # 866, Charlotte, NC, 28291	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-63726	TPA	Stephen Washington	1950-03-07	—	9539044656	7605 Sunset Blvd # 439, Las Vegas, NV, 89130	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-54988	TPA	Nicholas Sanders	1987-06-19	—	9479070006	7213 Pine Dr Apt 24, Houston, TX, 77036	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-61469	TPA	Brucce Mitchell	2007-07-23	—	6894825630	5344 Ridge Rd # 434, Austin, TX, 78745	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-64258	TPA	Anderson Carlos	1946-02-24	—	—	965 Spring St # 149, Sacramento, CA, 95810	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54895	TPA	Karen Shaaw	1995-04-08	—	—	9539 Camelback Rd Apt 26, Austin, TX, 78745	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52061	TPA	Carol Henderson	1948-10-16	UHC-17723-27	—	2661 Cedar Ln Apt 1, Los Angeles, CA, 90044	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-63405	TPA	Karen Mitchell	1949-09-02	—	—	5453 Spring St # 400, Los Angeles, CA, 90075	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-59050	TPA	Melissa Reed	1984-05-20	—	3694919865	3282 Church St # 660, Los Angeles, CA, 90047	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-59863	TPA	Charles Q Medina	1965-05-16	—	—	8165 Sunset Blvd # 325, Houston, TX, 77091	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-58964	TPA	Ruth Wagner	1979-05-09	—	—	4140 Baseline Rd Apt 18, Sacramento, CA, 95891	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-53383	TPA	Julia Richardson	1982-08-18	—	7544771939	8484 Lincoln Way # 697, Eden Prairie, MN, 55301	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-59432	TPA	Arjun Williams	1947-07-11	—	9404445698	8526 Bayshore Dr Apt 23, Miami, FL	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
TPA-60534	TPA	Lori Q Yang	1974-08-09	—	7174754465	5415 Forest Ave Apt 11, Dallas, TX, 75273	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50770	TPA	Timothy T Hill	2008-11-08	—	6784218798	4849 Spring St Apt 19, Houston, TX, 77072	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-54340	TPA	Mason Gonzalez	1992-03-11	—	—	720 Pine Dr Apt 35, Atlanta, GA	0.66	Date of birth reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
TPA-54964	TPA	Jerry Fox	1977-06-23	—	—	9700 Camelback Rd Apt 22, Mesa, AZ, 85245	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-63022	TPA	Bobby Salazar	1978-06-09	—	9273911269	6704 Main St Apt 24, Seattle, WA, 98194	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
TPA-53348	TPA	Sofia Castro	1999-02-28	—	8704668083	3317 Lincoln Way # 418, Las Vegas, NV, 89132	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60742	TPA	Nick Keley	1975-12-01	—	—	6841 Main St # 458, Atlanta, GA, 30341	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58245	TPA	Lawrence Cruz	1994-02-12	—	—	8376 Church St Apt 38, Orlando, FL, 32866	0.66	Two-digit birth year Unit split from street Email lower-cased Whitespace trimmed+1 more
TPA-61284	TPA	Douglas Edwards	1962-05-28	—	—	3224 Desert Sky Blvd # 150, Sacramento, CA, 95830	0.66	Name split from “Last, First”Unit split from street City re-cased State code upper-cased+1 more
TPA-64434	TPA	Harold P Martinez	1974-02-21	—	—	8897 Broadway # 479, Gilbert, AZ, 85237	0.66	Name re-cased Unit split from street City re-cased Gender normalised+1 more
TPA-53963	TPA	Noah Robinson	1979-07-12	—	—	6750 River Rd # 206, Denver, CO, 80238	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-56701	TPA	Donald Fowler	2005-03-25	UHC-20542-52	2264009481	8557 Central Ave Apt 23, Eden Prairie, MN, 55369	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-58313	TPA	Sean Reynolds	1989-10-25	—	5782881671	7232 Broadway Apt 17, Charlotte, NC, 28298	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
TPA-60017	TPA	Cheryl Barnes	1966-10-02	—	—	6986 Mountain View Dr # 845, Tempe, AZ, 85286	0.66	Name re-cased Date of birth reformatted Unit split from street State name converted to code+1 more
TPA-62815	TPA	Andrea Morrison	1968-07-20	—	—	7960 Jefferson Ave # 395, Houston, TX, 77095	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60114	TPA	Hannah S Bailey	1947-05-14	—	—	1908 Forest Ave # 695, Houston, TX, 77076	0.66	Date of birth reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
TPA-64167	TPA	Catherine Allen	1954-03-19	—	—	9190 Harbor Blvd # 115, San Antonio, TX, 78235	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-55389	TPA	Melissa Mendez	1974-11-24	—	—	7492 Desert Sky Blvd Apt 35, Atlanta, GA, 30345	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-60835	TPA	Natalye Harper	1973-06-13	—	—	4968 Camelback Rd Apt 34, Atlanta, GA, 30307	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56585	TPA	Douglas Carpenter	1945-07-21	UHC-55704-92	—	3423 Jefferson Ave # 642, Tampa, FL, 33648	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-64396	TPA	Hiroshi Peterosn	1947-08-28	UHC-47694-32	—	6875 Apache Blvd # 572, Gilbert, AZ, 85234	0.66	Date of birth reformatted Unit split from street City re-cased Gender normalised+1 more
TPA-56811	TPA	Jean Robertson	1961-11-09	—	6967203498	7484 Camelback Rd # 960, Columbus, OH, 43234	0.66	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+1 more
TPA-54237	TPA	Patricia Phillips	1963-07-20	—	—	3971 Jefferson Ave # 862, Los Angeles, CA, 90010	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64251	TPA	David Howell	1978-06-19	—	—	1246 Camelback Rd # 223, Columbus, OH, 43210	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
TPA-60459	TPA	Amanda Martinez	1962-06-21	—	5305175038	700 Church St Apt 38, Orlando, FL, 32888	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more

912 rows, page 12 of 19Previous Next