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 “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
ENR-129027	ENR	Albert Rivera	2004-06-04	—	2494907660	3812 Ridge Rd, Tucson, AZ, 85725	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-113285	ENR	Mary Padilla	1975-11-16	UHC-05792-98	6515913831	7828 Cedar Ln, Gilbert, AZ, 85233	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-124845	ENR	Sofia Garrett	1987-05-08	UHC-60736-86	6707143325	256 Ocean Ave Apt 15, Seattle, WA, 98197	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-125688	ENR	Ashley N Baker	2005-06-11	UHC-00076-33	7794506156	8221 Forest Ave, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-110888	ENR	Linda A Herrera	2006-10-23	UHC-61389-52	5965702528	9034 Washington St, Seattle, WA, 98139	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135366	ENR	Peter Vega	2002-04-06	UHC-80214-61	7925911289	3312 Ridge Rd, Fresno, CA, 93788	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121118	ENR	Grace C Patel	1979-09-18	UHC-58980-35	8918115812	971 Washington St, Orlando, FL, 32808	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128514	ENR	James Rice	1971-06-19	UHC-34084-45	2452263434	4780 Mountain View Dr, Charlotte, NC, 28209	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-100162	ENR	Joey Richarson	1962-04-11	UHC-87640-10	2944170525	766 Indian School Rd, Glendale, AZ, 85326	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124471	ENR	Henry Daniels	1945-03-11	UHC-26249-22	5764216657	2317 Church St, Los Angeles, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-107680	ENR	Joshua Kim	1982-09-18	UHC-63212-22	2989954008	8447 Central Ave, Tucson, AZ, 85788	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140197	ENR	Angela M Brown	1946-05-27	UHC-61297-62	—	5531 Grand Ave, Glendale, AZ, 85321	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-119981	ENR	Aisha Bishop	1978-02-27	UHC-96052-20	2872082209	7086 Oak St, Glendale, AZ, 85305	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119161	ENR	Samantha U Cunningham	1980-08-02	UHC-70790-61	3426507235	8441 Main St, Fresno, CA, 93755	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-100331	ENR	Lori S Mendoza	1973-05-08	UHC-66986-50	6517234862	9073 Indian School Rd, Gilbert, AZ, 85235	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-132962	ENR	Julia Hudson	1988-05-01	UHC-12835-65	6466363851	3484 Maple Ave, Eden Prairie, MN, 55357	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122392	ENR	Christina G Stone	1983-04-02	UHC-45212-97	6774408686	2805 Highland Ave, Fresno, CA, 93799	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-110765	ENR	Charlotte Vega	1969-05-09	UHC-23171-99	2054368369	4574 Ocean Ave, Las Vegas, NV, 89191	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106866	ENR	Paul Fernandez	1989-03-22	UHC-24250-94	5273117113	3114 Broadway, Scottsdale, AZ, 85204	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-110616	ENR	Gary Diaz	2002-06-22	UHC-02826-83	6362226164	8326 Mountain View Dr, Dallas, TX, 75218	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-132467	ENR	Janet J Ford	1940-06-02	UHC-44003-92	4003461374	6545 Washington St, Charlotte, NC, 28204	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-134721	ENR	Gloria E Burton	2001-12-10	UHC-74093-22	—	9844 Desert Sky Blvd, Glendale, AZ, 85362	0.64	Name re-cased Phone missing area code City re-cased Email lower-cased+2 more
ENR-123192	ENR	Frank Santos	1972-10-25	UHC-87051-08	9422313149	1611 Meadow Ln, Glendale, AZ, 85345	0.64	Date of birth reformatted City re-cased State name converted to code Email lower-cased+2 more
ENR-129967	ENR	Elijah Rodriguez	1943-10-08	UHC-19148-45	8889313453	5994 Union St, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-123447	ENR	Jack Edwards	1968-02-07	UHC-73459-41	5867733610	3607 Cedar Ln Apt 18, Atlanta, GA, 30357	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-114979	ENR	Christina I Guzman	2000-07-27	UHC-18324-39	3049036070	3359 Cedar Ln, Scottsdale, AZ, 85253	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-105575	ENR	Mark Jimenez	1945-07-08	UHC-31118-02	8336902953	396 Elm St, Sacramento, CA, 95877	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-126547	ENR	Jose P Soto	2001-01-14	UHC-54396-76	8375356119	238 Harbor Blvd, Columbus, OH, 43256	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-126548	ENR	Jose P Soto	2001-01-14	UHC-54396-76	8375356119	238 Harbor Blvd, Columbus, OH, 43256	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114960	ENR	Salazar Greg	1955-03-17	UHC-54013-72	3938067388	5228 Harbor Blvd, Los Angeles, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116636	ENR	Sharon Jordan	1940-10-09	UHC-95905-11	4188870161	9743 Ridge Rd, Jacksonville, FL, 32207	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-113255	ENR	Peter A Myers	1968-11-17	UHC-88337-04	9058592669	5045 Church St, Glendale, AZ, 85310	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-121337	ENR	Christian I Larson	2006-05-02	UHC-67827-03	3328093429	4251 Ocean Ave, Gilbert, AZ, 85285	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111969	ENR	Danielle Ward	2003-09-25	UHC-81974-47	8778395229	8315 Central Ave, Scottsdale, AZ, 85262	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102492	ENR	Glora Q Meyer	1988-01-23	UHC-25460-17	5222390186	8279 Willow Ct, Dallas, TX, 75212	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
ENR-104181	ENR	Walter Espinoza	1973-10-15	UHC-26179-57	8958443276	7825 Cedar Ln, Orlando, FL, 32851	0.64	Two-digit birth year Member ID reformatted City re-cased ZIP+4 trimmed+2 more
ENR-131739	ENR	Alexander Harvey	1947-08-04	UHC-12495-58	5024371257	7207 Church St, Plano, TX, 75056	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-119060	ENR	Bruce B Weaver	1955-03-27	UHC-97693-66	7647669997	7058 Sage Ct, Tucson, AZ, 85731	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-115844	ENR	Omar Graham	1938-09-07	UHC-91430-12	5449252110	8814 Washington St, Austin, TX, 78747	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131818	ENR	Janet B Anderson	2002-10-24	UHC-16486-01	3942399667	3028 Willow Ct, San Antonio, TX, 78204	0.64	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
ENR-122475	ENR	Nicole Moreno	1951-11-25	UHC-44531-14	—	9504 Apache Blvd, Houston, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-132248	ENR	Danielle N Graham	—	UHC-01900-59	—	4165 Washington St, Tucson, AZ, 85790	0.64	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-134569	ENR	Lucia T Olson	—	UHC-29957-26	8966968406	4774 Apache Blvd, Los Angeles, CA, 90013	0.64	Date of birth unreadable Phone reformatted City re-cased State name converted to code+2 more
ENR-122606	ENR	Philip C Ross	1944-12-11	UHC-42457-82	3545478928	3455 Park Pl, Tucson, AZ, 85773	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-136464	ENR	Christine Y Edwards	1955-04-20	UHC-05546-44	7746215789	5729 Elm St, Plano, TX, 75081	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130311	ENR	Nathan Stewart	1977-07-16	UHC-94689-46	9265211957	8006 Cedar Ln, Phoenix, AZ, 85074	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-107993	ENR	Saan Duncan	2002-02-07	UHC-28881-12	—	6367 Desert Sky Blvd, Dallas, TX, 75206	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-107468	ENR	Peter C Gardner	1974-08-05	UHC-38763-95	6549614849	9174 Lake View Rd # 756, Orlando, FL, 32807	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-109931	ENR	Laura Baker	1972-07-17	UHC-35298-05	—	6997 Sunset Blvd, Orlando, FL, 32879	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-127469	ENR	Michelle Q Moreno	1962-07-22	UHC-14791-68	6743333150	3588 Jefferson Ave, Glendale, AZ, 85344	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

8,423 rows, page 52 of 169Previous Next