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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51583	TPA	Eveyn Ray	1941-10-09	—	—	1967 Camelback Rd, Eden Prairie, MN, 55330	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-408710	CLM	Virginia Le	1958-01-16	UHC-66102-15	—	4073 Forest Ave, Scottsdale, AZ, 85218	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400248	CLM	Jonathan P Black	1952-12-24	UHC-08559-01	—	6042 Forest Ave, Seattle, WA, 98184	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-26183	PRV	Gabriel Torres	1962-04-24	UHC-05549-07	—	2356 Desert Sky Blvd, Nashville, TN, 37249	0.66	Phone missing area code State name converted to code Email lower-cased Whitespace trimmed+1 more
ENR-134709	ENR	Angela Z Lucas	1947-01-02	—	3776312997	3075 Harbor Blvd, Glendale, AZ, 85337	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-133020	ENR	Catherine Day	1942-07-04	UHC-08875-72	6987277846	5538 Grand Ave, Plano, TX, 75047	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-408900	CLM	Alexis A Lawson	1941-07-05	UHC-03023-14	4863082486	5486 Church St, Eden Prairie, MN, 55333	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
TPA-62195	TPA	Nathan Wong	2001-08-11	—	7622412439	7166 Sage Ct, Phoenix, AZ, 85084	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-120510	ENR	Sean Harper	1969-03-14	UHC-05308-05	—	4042 Indian School Rd, Orlando, FL, 32882	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-51170	TPA	Marcus Richards	2008-01-28	—	—	8720 Market St, Atlanta, GA, 30382	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27490	PRV	Jeeffrey Cook	1986-04-06	UHC-48436-17	—	7290 Highland Ave, Minneapolis, MN, 55405	0.66	Name re-cased State name converted to code Gender normalised Plan code upper-cased+1 more
CLM-416992	CLM	Jennifer Little	1954-06-06	UHC-31231-20	—	6996 Lincoln Way, Jacksonville, FL, 32230	0.66	Date of birth reformatted State name converted to code Email lower-cased Gender normalised+1 more
ENR-116839	ENR	Hiroshi Harvey	1985-11-11	UHC-85614-59	5002212954	2083 Park Pl Apt 7, Jacksonville, FL, 32289	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+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
ENR-124092	ENR	Camila Sims	1988-10-11	UHC-71314-54	2083470701	6271 Spring St, San Antonio, TX, 78210	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-122330	ENR	Luis Y Jackson	1992-06-25	UHC-64643-91	4527155097	2919 Park Pl, Minneapolis, MN, 55476	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-406808	CLM	Amanda Evans	2000-03-03	UHC-14543-34	—	3904 Ocean Ave, San Diego, CA, 92154	0.66	Name re-cased State name converted to code Gender normalised 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
CLM-422963	CLM	Hoffman Debra	1983-03-20	UHC-18077-63	—	7106 Apache Blvd, Tampa, FL, 33631	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-128779	ENR	Lauren J Willis	1984-12-18	UHC-41715-68	8298238232	9796 Park Pl, Glendale, AZ, 85338	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-128780	ENR	Lauren J Willis	1984-12-18	UHC-41715-68	8298238232	9796 Park Pl, Glendale, AZ, 85338	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-100223	ENR	Mateo P Lawson	1960-10-05	UHC-61957-49	8324772521	9381 Elm St, Jacksonville, FL, 32219	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125614	ENR	Jozeph Daniels	1958-05-08	UHC-62760-29	5485384603	4754 Cedar Ln, Austin, TX, 78779	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-136972	ENR	Susan L Vasquez	1965-02-24	UHC-92843-07	6019998736	4067 Grand Ave, Columbus, OH	0.66	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-140437	ENR	Sanders U Douglas	1958-07-23	UHC-15375-20	4699400251	7638 Bayshore Dr, Atlanta, GA, 30371	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-118731	ENR	Ryan Q Duncan	1971-05-26	UHC-35024-48	4465996390	6813 Spring St, Scottsdale, AZ, 85230	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-126234	ENR	Albert E Dean	1990-11-20	UHC-88054-86	—	5601 Market St, Sacramento, CA, 95829	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117534	ENR	Teresa B Rodriguez	2002-02-28	UHC-70614-27	2045032889	421 Camelback Rd, Fresno, CA, 93710	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-132575	ENR	Priya Q Clark	1955-08-28	UHC-86614-39	—	5635 Union St, Tampa, FL, 33696	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-103081	ENR	Henry K Grant	1988-06-07	UHC-26219-75	7674686399	2204 Market St, Houston, TX, 77072	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-426323	CLM	Gloria Guzman	1939-05-23	—	—	5838 Pine Dr, Glendale, AZ, 85394	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-108858	ENR	Robert A Dunn	1969-08-27	UHC-94097-91	3044965421	4219 Indian School Rd, Plano, TX, 75060	0.66	Phone reformatted City re-cased State name converted to code Gender normalised+1 more
ENR-128929	ENR	Vincent W Campbell	1982-11-20	UHC-21729-18	3137257856	6665 Pine Dr, San Antonio, TX, 78254	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-137175	ENR	Jerry Webb	1949-01-20	UHC-52071-44	6155649313	9385 Desert Sky Blvd, Jacksonville, FL, 32280	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-409731	CLM	Elijah K Castillo	1953-09-23	UHC-83539-81	4707023292	2305 Oak St, Chandler, AZ, 85293	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-139225	ENR	Susan Perry	1946-01-03	UHC-00025-27	3296789979	8796 Camelback Rd, Eden Prairie, MN, 55309	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-424134	CLM	Marilyn P Ross	1968-11-15	UHC-88869-42	4714716124	4816 Mesa Dr, Charlotte, NC, 28298	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-420852	CLM	Jean Espinoza	1942-05-24	—	4893141789	3118 Jefferson Ave, Jacksonville, FL, 32261	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-115625	ENR	Natalie Z Garza	1983-06-04	UHC-86293-53	5126987446	6728 Elm St, Austin, TX, 78794	0.66	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
CLM-400497	CLM	Judith Gonzales	1995-04-21	—	—	144 Canyon Rd, Seattle, WA, 98195	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-136675	ENR	Melissa G Crter	1973-11-14	UHC-02903-88	8214181279	5666 Oak St, Austin, TX, 78732	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-404183	CLM	Sofia Carr	2005-07-11	—	—	6550 Main St, Sacramento, CA, 95865	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-102973	ENR	Laura E Willis	1946-03-19	—	2516774992	3014 Jefferson Ave, San Diego, CA, 92175	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-25714	PRV	Alice Gordon	1961-02-17	—	2206721411	9363 Lincoln Way, Seattle, WA, 98122	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-419250	CLM	Fatima Henderson	1970-11-22	UHC-17129-93	—	7774 Church St, Dallas, TX, 75255	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
ENR-132504	ENR	Alice Cruz	1974-09-13	UHC-21043-26	5165815396	2591 Cedar Ln, Tampa, FL, 33676	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430043	CLM	Mei B Walsh	1980-04-15	—	—	6193 Church St, Orlando, FL, 32806	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-402094	CLM	Nataalie Graham	1969-01-02	UHC-06183-55	3888261089	8770 Oak St, Jacksonville, FL, 32228	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400464	CLM	David Coleman	1950-03-23	UHC-62709-80	—	2925 Main St, Scottsdale, AZ, 85286	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-25226	PRV	Jacob Walker	1999-02-27	UHC-50958-96	4869501794	2767 Highland Ave, Scottsdale, AZ, 85250	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more

9,084 rows, page 118 of 182Previous Next