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
TPA-61575	TPA	Kyle Lawrence	1997-10-11	—	—	6147 Lincoln Way, Fresno, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-404668	CLM	Margaret Smith	1976-01-15	UHC-25071-63	3342591824	1446 Ridge Rd, Chandler, AZ	0.66	Two-digit birth year Phone reformatted City re-cased ZIP missing+1 more
ENR-121436	ENR	Frank E Duncan	1981-04-09	UHC-27210-12	3479009627	696 Park Pl, Seattle, WA, 98160	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-59370	TPA	Theresa Foster	—	—	—	5835 Union St, Eden Prairie, MN, 55357	0.66	Date of birth missing Street suffix standardised Address re-cased City re-cased+1 more
TPA-53368	TPA	Christine Carpenter	1987-07-20	—	—	3743 Harbor Blvd, Charlotte, NC, 28241	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-23374	PRV	Kayla Vargas	1987-08-09	—	—	9824 Elm St, Scottsdale, AZ, 85239	0.66	Phone missing area code City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-111957	ENR	Logan Hart	2000-06-10	UHC-52400-48	6157647073	9697 Sage Ct, Sacramento, CA, 95822	0.66	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-129989	ENR	Donald D Marquez	1997-02-09	UHC-15493-92	9826972447	8380 Desert Sky Blvd, Orlando, FL, 32808	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-419453	CLM	Jack Santos	1949-11-17	UHC-74335-50	—	8810 Grand Ave, Nashville, TN, 37255	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-131528	ENR	Jose F Powell	1944-05-22	UHC-96914-98	5175134559	3607 Palm Dr, San Diego, CA, 92141	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-132109	ENR	Carol B Stone	1953-09-17	UHC-11495-79	6042875545	6601 Forest Ave, Miami, FL, 33140	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-52336	TPA	George Sims	1997-01-02	—	9832619092	461 Jefferson Ave, Plano, TX, 75094	0.66	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-127475	ENR	Randy J Gardner	1958-06-08	UHC-99224-74	6332912701	3483 Palm Dr, Chandler, AZ, 85291	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-421333	CLM	Marcus I Riley	1964-12-07	—	8256558062	7986 Union St, Los Angeles, CA, 90099	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+1 more
ENR-140170	ENR	Stephanie S Burke	1974-03-25	UHC-61758-29	5735016295	7411 Valley View Dr, Mesa, AZ, 85227	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-109082	ENR	Diane Gibson	1978-01-07	UHC-53548-25	7289213628	8641 Highland Ave Apt 6, Austin, TX, 78720	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-55023	TPA	Madison Moreno	1946-08-02	—	—	4686 Ocean Ave, Eden Prairie, MN, 55326	0.66	Two-digit birth year City re-cased Gender normalised Whitespace trimmed+1 more
CLM-414203	CLM	Meyer Justin	—	UHC-91993-91	5996239149	420 Forest Ave, Tucson, AZ, 85768	0.66	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+1 more
ENR-125569	ENR	James Y Long	1972-08-16	UHC-80524-88	—	6078 Mountain View Dr, Nashville, TN, 37251	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-101084	ENR	Andrea Bishop	2005-12-15	UHC-45947-89	7108256801	6243 Ridge Rd, San Diego, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-429990	CLM	Arthur Nichols	—	UHC-48023-89	9557925499	1576 Mountain View Dr Apt 25, Columbus, OH, 43208	0.66	Name re-cased Date of birth unreadable Unit split from street City re-cased+1 more
CLM-403432	CLM	Rachel W Maldonaod	1940-03-05	UHC-51088-81	—	1474 Ridge Rd, Sacramento, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-430942	CLM	Michelle Bowman	1971-10-24	UHC-64949-34	3967406707	7317 Oak St, Tampa, FL, 33639	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-132235	ENR	Karen A Fisher	1951-08-16	UHC-86096-60	2904636058	6730 Baseline Rd # 837, Houston, TX, 77092	0.66	Phone reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-131576	ENR	Willie B Butller	1978-04-20	UHC-72796-94	7027638949	5682 Union St, Sacramento, CA, 95872	0.66	Phone reformatted SSN last four extracted City re-cased State code upper-cased+1 more
TPA-57738	TPA	John Romero	1990-02-19	—	—	5768 Lincoln Way, Phoenix, AZ	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
CLM-429074	CLM	Cammila P Andrews	—	UHC-07406-76	2402934059	6437 Broadway Apt 4, Charlotte, NC, 28235	0.66	Date of birth unreadable Unit split from street Address re-cased City re-cased+1 more
ENR-101533	ENR	Megan Pena	1981-12-16	UHC-82997-21	3972090847	7949 Palm Dr, Scottsdale, AZ, 85212	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128365	ENR	Eric Dixon	1991-11-09	UHC-22960-96	—	4973 Maple Ave, Chandler, AZ, 85287	0.66	Phone missing area code City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-140340	ENR	Mason I Garcia	1960-03-04	UHC-19404-68	4716982248	1453 Broadway, Fresno, CA, 93744	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+1 more
ENR-118278	ENR	Ryan Hunt	1986-03-21	UHC-48459-73	5488772611	6165 Ridge Rd Apt 8, Tempe, AZ, 85234	0.66	SSN last four extracted Unit split from street City re-cased Whitespace trimmed+1 more
ENR-103244	ENR	Bradley W Turner	1961-08-04	UHC-55785-69	3202071846	2375 Mesa Dr # 886, Las Vegas, NV, 89184	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
CLM-407289	CLM	Paul Foster	1984-02-05	UHC-62285-69	—	4047 Washington St, San Antonio, TX, 78240	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-137772	ENR	Maria Haprer	1996-05-08	UHC-72350-71	2496435498	7783 Spring St, Sacramento, CA, 95804	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-123468	ENR	Christina G Sanchez	1982-02-11	UHC-15544-62	4853752605	5382 Harbor Blvd, Phoenix, AZ, 85006	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 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
ENR-128646	ENR	Nancy Wong	2006-05-23	UHC-74984-66	8725633120	3630 Camelback Rd, Houston, TX, 77066	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
PRV-24988	PRV	Jeffrey Q Mendzoa	1965-08-12	UHC-92808-15	6374715196	3159 Canyon Rd, Dallas, TX, 75221	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-64405	TPA	Brian Hughes	1940-08-27	—	—	6137 Valley View Dr, Charlotte, NC	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
ENR-142047	ENR	Randy W Scutt	1973-03-08	UHC-99947-20	4326178920	2010 Sunset Blvd, Tampa, FL, 33625	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-137501	ENR	Julia C Jimenez	2000-02-21	UHC-57419-09	8296405581	1012 Canyon Rd, Gilbert, AZ, 85287	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-400276	CLM	Alexander Medina	1962-10-09	—	7598484612	3388 Forest Ave, Atlanta, GA, 30372	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-120689	ENR	Aisha Patel	1941-10-21	UHC-23687-29	7244740312	465 Lincoln Way, Houston, TX, 77003	0.66	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-121792	ENR	Evelyn Santos	2008-05-22	UHC-08703-19	4835945132	7423 Harbor Blvd, Fresno, CA, 93721	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431663	CLM	James R Porteer	1948-06-18	UHC-83196-09	—	8111 Ocean Ave, Atlanta, GA, 30316	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-420331	CLM	Kyle H Smith	1984-10-21	UHC-47052-61	—	2161 Jefferson Ave, Orlando, FL, 32827	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-59152	TPA	Alexander Derba	1976-05-03	—	—	4973 Palm Dr, Chandler, AZ, 85262	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-132610	ENR	Kevin J Wallace	1941-08-01	UHC-23571-56	2128780265	1250 Desert Sky Blvd, Houston, TX, 77022	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+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
ENR-128552	ENR	Arjun P Evans	1979-02-19	UHC-02954-72	2913574271	2479 Washington St, Nashville, TN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more

17,850 rows, page 135 of 357Previous Next