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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-119745	ENR	Bobby Bowman	1956-08-05	UHC-05130-58	2445047058	362 Indian School Rd Apt 32, Las Vegas, NV, 89191	0.54	Name split from “Last, First”Phone reformatted Unit split from street Gender normalised+1 more
ENR-125488	ENR	Marc Murray	2007-03-02	UHC-72241-88	—	2029 Mountain View Dr # 686, Columbus, OH, 43220	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-128766	ENR	Jenny Jensen	2001-10-28	UHC-53962-93	2922800161	512 Main St Apt 36, Houston, TX, 77030	0.54	Phone reformatted Unit split from street State name converted to code ZIP+4 trimmed+1 more
ENR-142096	ENR	Jack A Yang	1992-01-27	UHC-07057-61	4359854255	1847 Central Ave # 632, Gilbert, AZ, 85209	0.56	Name split from “Last, First”Unit split from street City re-cased State name converted to code
ENR-119476	ENR	Johnny Henry	1944-01-19	UHC-67530-07	8532614998	9524 Desert Sky Blvd Apt 10, Atlanta, GA, 30391	0.56	Phone reformatted Unit split from street ZIP+4 trimmed Gender normalised
ENR-136395	ENR	Ruth S Ortiz	1991-01-22	UHC-29847-48	5865804051	8190 Grand Ave # 315, Los Angeles, CA, 90068	0.56	Name split from “Last, First”Phone reformatted Unit split from street State name converted to code
ENR-108535	ENR	Lawrence E Mitchell	1940-07-19	UHC-30433-13	6425815350	5724 Hillcrest Rd Apt 11, Columbus, OH, 43221	0.56	Middle initial moved out of first name Unit split from street City re-cased State name converted to code
ENR-124504	ENR	Bruce S Gray	1997-05-17	UHC-70709-95	3182063982	3961 Baseline Rd # 971, Minneapolis, MN, 55410	0.56	Name split from “Last, First”Phone reformatted Unit split from street State name converted to code
ENR-141096	ENR	Mei P Bishop	1982-09-12	UHC-14148-92	3023198981	8239 Park Pl Apt 5, Plano, TX, 75021	0.56	Two-digit birth year Unit split from street Street suffix standardised Address re-cased
ENR-110733	ENR	Paul R Kelley	1970-01-07	UHC-52485-37	8606716045	3925 Hillcrest Rd # 518, Jacksonville, FL	0.56	Two-digit birth year Phone reformatted Unit split from street ZIP missing
ENR-102820	ENR	Gloria K Romero	1963-12-16	UHC-06754-11	—	6990 Sunset Blvd Apt 29, Dallas, TX	0.56	Unit split from street State name converted to code ZIP missing Placeholder values cleared
ENR-114533	ENR	Brenda Z Reed	1998-12-09	UHC-48758-61	5087030370	4270 Valley View Dr Apt 33, San Antonio, TX, 78221	0.56	Two-digit birth year Unit split from street Street suffix standardised Address re-cased
ENR-131697	ENR	Paul J Singh	1983-03-04	UHC-57553-42	6305054718	5711 Union St Apt 25, Seattle, WA, 98186	0.56	SSN last four extracted Unit split from street State code upper-cased Gender normalised
ENR-131696	ENR	Paul J Singh	1983-03-04	UHC-57553-42	6305054718	5711 Union St Apt 25, Seattle, WA, 98186	0.56	SSN last four extracted Unit split from street State code upper-cased Gender normalised
ENR-127969	ENR	Kathryn P Banks	2002-05-26	UHC-81761-65	7375091969	7242 Maple Ave Apt 35, Phoenix, AZ, 85016	0.56	Unit split from street Street suffix standardised Address re-cased State name converted to code
ENR-123837	ENR	—Junk	1996-12-25	UHC-68253-14	—	6487 Sunset Blvd # 848, Orlando, FL, 32866	0.56	Date of birth reformatted Phone missing area code Unit split from street No usable name (quarantined)
ENR-101465	ENR	Adm Z Torres	1994-02-07	UHC-94361-64	2337449903	7693 Forest Ave # 677, San Antonio, TX, 78240	0.56	Date of birth reformatted Unit split from street State name converted to code ZIP+4 trimmed
ENR-135001	ENR	Matthew D Reyas	1955-11-13	UHC-49750-83	—	8544 Central Ave Apt 16, Austin, TX, 78742	0.56	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased
ENR-101570	ENR	Mateo Snyder	1984-08-13	UHC-26840-16	7647397988	7355 Pine Dr # 524, Dallas, TX, 75240	0.56	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-108547	ENR	Joan Estrada	1989-09-22	UHC-34172-38	7264451391	5173 Highland Ave # 435, Nashville, TN, 37298	0.56	Phone reformatted Unit split from street ZIP+4 trimmed Gender normalised
ENR-103346	ENR	Paul E Lopez	1947-02-01	UHC-63875-61	6913634751	5959 Sage Ct # 730, Tampa, FL, 33674	0.56	Unit split from street Street suffix standardised Address re-cased Gender normalised
ENR-133631	ENR	Nancy U Peterson	1982-01-24	UHC-74186-80	6675051234	4126 Highland Ave # 214, Los Angeles, CA, 90052	0.56	SSN last four extracted Unit split from street Street suffix standardised Address re-cased
ENR-132328	ENR	Paul Harper	1964-03-14	UHC-17112-43	—	7744 Ridge Rd # 529, Scottsdale, AZ, 85209	0.56	Two-digit birth year Phone missing area code Member ID reformatted Unit split from street
ENR-130813	ENR	Jason H Flores	1986-04-25	UHC-47912-69	7102945551	8992 Central Ave Apt 12, Orlando, FL, 32828	0.56	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-135871	ENR	Laura Simpson	1948-01-26	UHC-59203-29	8532744790	7788 Sunset Blvd Apt 16, Chandler, AZ, 85271	0.56	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased
ENR-130822	ENR	Sean Davis	1949-06-01	UHC-58231-30	7534079181	1123 Indian School Rd # 277, Dallas, TX, 75292	0.56	Name split from “Last, First”Unit split from street Gender normalised Whitespace trimmed
ENR-111849	ENR	Sarah M Reynolds	1992-08-21	UHC-42163-60	4528510352	6944 Washington St # 614, Los Angeles, CA, 90017	0.56	Name split from “Last, First”Two-digit birth year Unit split from street Whitespace trimmed
ENR-109954	ENR	Joe G Cole	1985-08-07	UHC-46172-66	4989124773	7865 Maple Ave Apt 35, Gilbert, AZ, 85294	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-115780	ENR	Megan N Griffin	2002-12-19	UHC-61856-74	9242532644	4173 Canyon Rd Apt 13, Gilbert, AZ, 85223	0.56	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased
ENR-117331	ENR	Anan S Walsh	1957-03-01	UHC-93358-69	—	1738 Sunset Blvd # 498, Jacksonville, FL	0.56	Phone missing area code Unit split from street ZIP missing Whitespace trimmed
ENR-131041	ENR	Emily Y Hill	2004-10-21	UHC-56455-83	—	7166 Hillcrest Rd # 498, Denver, CO, 80213	0.56	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-115792	ENR	Mariaan G Riley	1995-06-25	UHC-27492-53	2787018958	5620 Valley View Dr # 390, Gilbert, AZ, 85263	0.56	Unit split from street Street suffix standardised Address re-cased State name converted to code
ENR-130151	ENR	David Mendoza	1946-04-09	UHC-49624-81	2842007174	4939 Bayshore Dr Apt 40, Miami, FL, 33143	0.56	Name split from “Last, First”Unit split from street State name converted to code Whitespace trimmed
ENR-100944	ENR	Ethan Vargas	1950-02-18	UHC-32789-06	—	6425 Highland Ave Apt 3, Phoenix, AZ, 85005	0.56	Name split from “Last, First”Two-digit birth year Unit split from street Placeholder values cleared
ENR-122550	ENR	Jesse West	1991-03-21	UHC-94829-66	3066856455	7491 Union St Apt 28, Eden Prairie, MN, 55365	0.56	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased
ENR-102775	ENR	Amber Armstrong	1991-11-26	UHC-39729-71	—	145 Sage Ct # 117, Atlanta, GA, 30392	0.56	Name re-cased Two-digit birth year Phone missing area code Unit split from street
ENR-111649	ENR	Roy F Baker	1988-08-17	UHC-30265-04	6099120916	3050 Elm St Apt 21, Phoenix, AZ, 85061	0.56	Name split from “Last, First”Two-digit birth year Unit split from street Email lower-cased
ENR-131956	ENR	Scutt Z Lawrence	2002-08-06	UHC-34761-11	5983835297	823 Valley View Dr # 845, Tempe, AZ, 85281	0.56	Two-digit birth year Phone reformatted SSN last four extracted Unit split from street
ENR-108941	ENR	Jacob W Jenkins	1968-04-24	UHC-53925-63	—	3294 Union St Apt 12, Glendale, AZ, 85355	0.58	Phone missing area code Unit split from street Gender normalised
ENR-108940	ENR	Jacob W Jenkins	1968-04-24	UHC-53925-63	—	3294 Union St Apt 12, Glendale, AZ, 85355	0.58	Phone missing area code Unit split from street Gender normalised
ENR-109587	ENR	Ana Z Burns	1979-01-27	UHC-41549-61	8255969663	226 Ocean Ave # 137, Orlando, FL, 32861	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-123312	ENR	Carlos G Thomas	1955-02-15	UHC-95358-09	5856435143	4110 Camelback Rd Apt 17, Mesa, AZ, 85267	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-133419	ENR	Steven G Spencer	1948-07-11	UHC-81845-88	4979342500	2764 Apache Blvd Apt 31, Tampa, FL, 33685	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-134067	ENR	Cheryl T Reed	1984-06-12	UHC-67483-06	6153693348	984 Meadow Ln # 979, Nashville, TN, 37207	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-103589	ENR	Katherine Hill	1979-09-20	UHC-53855-27	7516947971	983 Spring St # 199, Fresno, CA, 93731	0.58	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-129711	ENR	Lori W Valdez	1985-03-18	UHC-39983-48	—	1140 Main St Apt 40, Charlotte, NC, 28273	0.58	Phone missing area code Unit split from street Gender normalised
ENR-117700	ENR	Larry Freemman	1973-10-19	UHC-74769-25	5942131143	8114 Sage Ct Apt 15, Tampa, FL, 33688	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-118330	ENR	Olivia J Hunt	2002-12-18	UHC-49329-86	2317836571	1027 Oak St Apt 29, Mesa, AZ, 85241	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-101788	ENR	Douglas Carlson	1939-01-28	UHC-97519-33	—	3127 Washington St Apt 34, Austin, TX, 78718	0.58	Two-digit birth year Unit split from street Gender normalised
ENR-114847	ENR	Grace K Harrison	1956-10-08	UHC-04847-63	4546100957	592 Ocean Ave # 488, Mesa, AZ, 85256	0.58	Unit split from street ZIP+4 trimmed Gender normalised

3,345 rows, page 27 of 67Previous Next