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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120564	ENR	Bradley H Burton	1975-04-28	UHC-71453-79	5993241731	4574 Broadway, Houston, TX	0.64	Phone reformatted Member ID reformatted ZIP missing Email lower-cased+2 more
ENR-133514	ENR	Philip Whtie	1992-10-23	UHC-56598-37	8284020102	208 Washington St, Gilbert, AZ, 85280	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103519	ENR	Benjamin T Webb	2003-01-07	UHC-05050-82	8286860774	6081 Camelback Rd, Jacksonville, FL, 32277	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124109	ENR	Hannah Willis	1973-05-27	UHC-29058-11	9126050434	9616 Harbor Blvd, Phoenix, AZ, 85023	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131049	ENR	Billy Dean	1979-11-24	—	5519135207	3731 Bayshore Dr, Miami, FL, 33194	0.64	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
ENR-126090	ENR	Brian Y Hart	1972-08-20	UHC-91803-27	6385126569	1729 Highland Ave, San Antonio, TX, 78258	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-133054	ENR	Donna Scott	1986-12-11	UHC-62612-35	—	1923 Ocean Ave, Nashville, TN, 37221	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-116362	ENR	Carl Elliott	1956-07-18	UHC-86856-88	6795155685	7197 Market St, Jacksonville, FL, 32296	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-118215	ENR	Camila Taylor	1979-10-05	UHC-16383-13	9225490117	8393 Bayshore Dr, Chandler, AZ, 85217	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130464	ENR	James Perez	1941-08-18	UHC-81781-09	9862304977	4193 Oak St, Atlanta, GA, 30300	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-125213	ENR	Sara Austin	1988-09-26	—	4124953250	1712 Bayshore Dr, Dallas, TX, 75283	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-140657	ENR	Sean Brown	—	UHC-14347-49	3644051614	9064 Jefferson Ave, Fresno, CA, 93735	0.64	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+2 more
ENR-125591	ENR	Dylan W Morgan	1981-01-19	UHC-86195-65	3859932206	790 Broadway, Seattle, WA, 98119	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-124935	ENR	Sharon S Maldonado	1938-10-27	UHC-77322-66	—	2247 Palm Dr, Jacksonville, FL, 32250	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-123037	ENR	William C Henry	1964-08-08	UHC-07463-82	9737418757	912 Apache Blvd, Orlando, FL, 32802	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-138486	ENR	Jordan V Robertson	1979-09-13	UHC-62701-47	8422219195	1875 Ocean Ave, Tempe, AZ, 85216	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113815	ENR	Joan Wheler	1996-12-21	—	4117643757	1955 Park Pl, Fresno, CA, 93729	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132655	ENR	Scott Patel	2000-06-04	UHC-96356-10	—	4716 Forest Ave, Mesa, AZ, 85216	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-115063	ENR	Padilla Q Carol	1956-09-09	UHC-29340-50	4758588554	7172 Washington St, Plano, TX, 75014	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129365	ENR	Rebecca Park	1944-01-03	UHC-57183-04	6785769340	3555 Oak St, Tempe, AZ, 85245	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-127613	ENR	Dot Green	1985-08-21	UHC-13074-61	3933189687	1200 Harbor Blvd, Minneapolis, MN, 55482	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-117332	ENR	Jackie Little	1987-12-24	UHC-07892-65	4069434164	8051 Camelback Rd, Eden Prairie, MN, 55303	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-119898	ENR	Patricia Z Luces	1957-10-07	UHC-65722-87	6598540597	3051 River Rd, Miami, FL, 33100	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-107401	ENR	Deborah Padilla	—	UHC-59330-53	2085444476	8041 Grand Ave, Tampa, FL, 33673	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-134378	ENR	Hannah Munoz	1942-11-28	UHC-67975-18	4872096529	9778 Ridge Rd, Plano, TX, 75060	0.66	Date of birth reformatted SSN last four extracted City re-cased Email lower-cased+1 more
ENR-121766	ENR	Hiroshi H Soto	1956-10-08	UHC-43103-55	4823715087	5565 Meadow Ln, Dallas, TX, 75262	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-118082	ENR	Christian I Wood	1941-12-22	UHC-19195-42	3704900822	4177 Ocean Ave, Chandler, AZ, 85271	0.66	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-136286	ENR	Wllie D Nguyen	1987-11-23	UHC-05114-92	8322992306	9795 Highland Ave, San Diego, CA, 92196	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-130395	ENR	Brian Gonzales	1993-02-14	UHC-44363-15	5682296724	7880 Maple Ave, Phoenix, AZ, 85036	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-140249	ENR	Jonathan Santos	1953-10-16	UHC-39949-87	—	7007 Indian School Rd, San Diego, CA, 92167	0.66	Member ID reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-110366	ENR	Stephanie Davis	1998-07-04	UHC-00664-75	3729160040	8734 Grand Ave, Atlanta, GA, 30387	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136769	ENR	Nathan Fisher	1998-09-08	UHC-35042-26	6329781306	2920 Main St, Jacksonville, FL, 32231	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-113651	ENR	Jeffrey L Mendez	1967-05-03	UHC-01305-04	5714768792	5599 Sage Ct, Denver, CO, 80246	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-137389	ENR	Jason H Owens	1969-09-07	UHC-46988-13	6843323875	7101 Valley View Dr, Tucson, AZ, 85753	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-121652	ENR	Fatima T Wilson	1955-05-22	UHC-30785-80	4022308476	2962 River Rd, Tucson, AZ, 85783	0.66	Name re-cased City re-cased State name converted to code Email lower-cased+1 more
ENR-121397	ENR	Christina O Rodriguez	1942-05-15	UHC-66261-77	5419616712	6388 Cedar Ln, Austin, TX, 78770	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-100837	ENR	Jesse J Price	1961-07-28	UHC-05475-09	4292424888	5432 Highland Ave, Mesa, AZ, 85265	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-128554	ENR	Teresa D Simpson	1957-04-18	UHC-58968-10	—	1259 Mountain View Dr, Orlando, FL, 32820	0.66	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+1 more
ENR-115750	ENR	Isabella F Chavez	2003-06-15	UHC-08621-59	2196597734	1867 Washington St, Nashville, TN, 37245	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133509	ENR	Meson Morales	1966-12-11	UHC-96280-41	2416145526	4948 River Rd, Gilbert, AZ, 85249	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-123568	ENR	Babara Martinez	1947-03-08	UHC-41208-77	9494507178	5465 Main St, Miami, FL, 33180	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136685	ENR	Helen K Brooks	1940-10-17	UHC-28936-05	6613048589	1516 Main St, Eden Prairie, MN, 55312	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135679	ENR	Debra Butler	1954-04-20	UHC-87048-43	4996967388	2380 Oak St, Nashville, TN	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-119607	ENR	Alert James	1962-11-11	UHC-00467-13	8357572854	2638 Forest Ave # 327, Tempe, AZ, 85266	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
ENR-125003	ENR	Mark I Hofffman	1993-10-18	UHC-03519-46	3723763077	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-124168	ENR	Lawrence George	1996-12-12	UHC-17614-13	5134305184	6604 Indian School Rd, Fresno, CA, 93721	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-129235	ENR	Martha Duncan	1975-04-24	UHC-83149-68	9658702824	7161 Hillcrest Rd, San Diego, CA, 92135	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-102268	ENR	Brian E Lane	2000-09-03	UHC-38550-29	3575123780	5264 Sunset Blvd, Dallas, TX, 75257	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-141010	ENR	Diego Moreno	1957-09-05	UHC-06269-70	5869119057	8878 Central Ave, Chandler, AZ, 85268	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108086	ENR	Katherine H Stephnes	1941-09-05	UHC-94512-44	7707153349	2233 Pine Dr, Scottsdale, AZ, 85283	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more

7,326 rows, page 87 of 147Previous Next