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

Enrollment, flag “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100599	ENR	Christine Hansen	1986-06-25	—	7106545112	6451 Sage Ct, Miami, FL, 33104	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100496	ENR	Ryan Silva	1976-06-09	UHC-00127-90	8157447189	2304 Oak St, Tucson, AZ, 85791	0.74	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased+3 more
ENR-100497	ENR	Ryan Silva	1976-06-09	UHC-00127-90	8157447189	2304 Oak St, Tucson, AZ, 85791	0.74	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased+3 more
ENR-129301	ENR	Judith Mitchell	1957-11-13	UHC-88504-27	8349633162	6212 Meadow Ln, Tucson, AZ	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-133142	ENR	Mark Jacobs	1980-06-09	UHC-36737-62	8449756221	5805 Ridge Rd, Eden Prairie, MN, 55358	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128871	ENR	Daniel Kim	1958-09-25	UHC-66366-97	5024941594	3734 Mesa Dr, Nashville, TN, 37231	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-138128	ENR	Mariana D Williamson	1967-04-01	—	4858857683	2955 Church St, Fresno, CA, 93708	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114910	ENR	Pamela U Padilla	1964-02-16	UHC-75119-62	6205719342	8048 Mountain View Dr, Chandler, AZ, 85206	0.74	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-119991	ENR	Eirc Foster	2000-11-12	UHC-97726-64	3052506160	8358 Meadow Ln, Fresno, CA, 93763	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-105914	ENR	Heather Soto	1972-04-28	UHC-92949-91	9742559371	4780 Union St, Tampa, FL, 33662	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-103327	ENR	Noah Nguyen	1948-06-02	UHC-82885-96	2162830882	2108 Willow Ct, Tampa, FL, 33617	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140429	ENR	Gerald E Simpson	1942-12-15	UHC-08297-98	—	4029 Forest Ave, Las Vegas, NV, 89116	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-111733	ENR	Carol U Jamse	1996-11-22	UHC-10648-57	2377094556	5225 Union St, Tucson, AZ, 85723	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-138159	ENR	John A Wood	1997-05-03	UHC-54344-81	5745986144	2081 Spring St, Columbus, OH, 43296	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101431	ENR	Janice Z Luna	1976-10-02	UHC-02636-28	2433521738	6923 Palm Dr, Tucson, AZ, 85763	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103051	ENR	Deborah Obrien	1982-09-13	UHC-58102-57	7999151310	7505 Lincoln Way, Las Vegas, NV, 89162	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-135554	ENR	Justin Y Nichols	1978-08-23	UHC-84031-32	2807937863	7207 Highland Ave, Plano, TX, 75083	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128073	ENR	Robert C Peterson	1965-06-27	UHC-08242-63	8943771501	9031 Jefferson Ave, Austin, TX	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-142393	ENR	Cheryl X Johnson	1973-02-07	UHC-75959-53	3353150878	101 Palm Dr, Sacramento, CA, 95821	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117550	ENR	Jacqueline B Le	1977-04-28	UHC-21325-08	6019290911	4245 Meadow Ln, Las Vegas, NV, 89196	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-129671	ENR	Natalie Y Dixon	1946-12-08	UHC-94753-87	2054034991	2013 Forest Ave, Scottsdale, AZ, 85208	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140419	ENR	Carolyn Simmons	1960-04-05	UHC-93810-96	8766516529	—	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-138769	ENR	Pamela B Freeman	2000-11-27	UHC-57310-52	6634663964	3547 Church St, Phoenix, AZ, 85010	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135958	ENR	Rachel M Carter	1944-12-03	UHC-02543-94	6759587143	6855 Maple Ave, Atlanta, GA, 30355	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103112	ENR	Austin Z Palmer	1987-05-14	UHC-12179-42	9546747694	8866 Hillcrest Rd, Minneapolis, MN, 55498	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131303	ENR	Gloria V Brown	2005-05-04	UHC-21916-74	8397677849	3815 Church St, Scottsdale, AZ, 85238	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135518	ENR	Kathryn Bennett	2006-11-14	UHC-30653-36	8524400006	6482 Union St, Mesa, AZ, 85241	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102739	ENR	Linda L Harris	1983-03-20	UHC-22013-65	9757617358	5910 Mountain View Dr, Denver, CO, 80276	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134643	ENR	Anna Ruiz	1956-06-02	UHC-41827-45	4843439310	8106 Canyon Rd, Atlanta, GA, 30390	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134406	ENR	Ashley Watson	1960-12-22	UHC-02090-65	9388858091	4523 Maple Ave, Phoenix, AZ, 85064	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-112509	ENR	Adam Evans	1989-10-10	UHC-68420-99	8297865093	812 River Rd, Jacksonville, FL, 32267	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-137786	ENR	Ralph X Tran	1938-12-26	UHC-19577-66	3196739034	9090 Pine Dr, Sacramento, CA, 95876	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117502	ENR	Isabella W Steewart	1995-11-01	UHC-47029-69	9159768851	9036 Mesa Dr, Charlotte, NC, 28239	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122334	ENR	Ethan Green	1966-09-18	UHC-13997-72	3287474285	6482 Lake View Rd, Las Vegas, NV, 89100	0.74	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+3 more
ENR-100778	ENR	Kyle Williams	1938-03-12	UHC-29313-67	8139807261	4352 Indian School Rd, Tampa, FL, 33682	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-134500	ENR	Nancy T Fields	1987-10-18	UHC-70642-29	2605291394	4160 Cedar Ln, Glendale, AZ, 85373	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-130734	ENR	Joe Salazra	1994-01-16	UHC-89970-58	8732759175	2559 Mountain View Dr, Dallas, TX, 75260	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-105389	ENR	Mendoza Angela	1959-05-04	UHC-25015-53	8474816353	4483 Spring St, Charlotte, NC, 28248	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-128791	ENR	Jesse A Balck	2001-05-08	UHC-15116-96	3713936198	9697 Highland Ave, Fresno, CA, 93736	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112614	ENR	Lucia Cook	1950-10-17	UHC-56273-97	—	4149 Indian School Rd, Mesa, AZ, 85271	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-112142	ENR	Ralph Jenkins	1943-03-21	UHC-30901-66	4276289078	2569 Spring St, Denver, CO, 80291	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113146	ENR	Shirley M Fuller	1949-03-26	UHC-82472-28	9112006057	6598 Willow Ct, Seattle, WA, 98163	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138647	ENR	Christina Garcia	1969-02-11	—	4336748812	9827 Canyon Rd, Fresno, CA, 93762	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101649	ENR	Charlotte Guzman	1985-05-17	UHC-77788-73	5605303999	9180 Oak St, Miami, FL, 33129	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-122802	ENR	Sohia Welch	1938-01-03	UHC-69836-33	2509296099	6348 Jefferson Ave, Orlando, FL, 32819	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-106720	ENR	Bradley P Vega	1977-02-07	UHC-28014-02	4557013187	1956 Highland Ave, Denver, CO, 80297	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107996	ENR	Mark A Foster	1939-07-22	UHC-18765-46	9846263981	4474 Sage Ct, Fresno, CA, 93713	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113762	ENR	Sean Z Bishop	1972-02-13	UHC-26339-90	3277683915	1837 Grand Ave, Los Angeles, CA, 90082	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113626	ENR	Walter S Moreno	1992-12-06	—	—	7959 Canyon Rd, Sacramento, CA, 95880	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-114745	ENR	Rebecca Wagner	2004-11-21	UHC-74793-23	9286205033	451 Mountain View Dr, Mesa, AZ, 85270	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more

8,934 rows, page 84 of 179Previous Next