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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127686	ENR	Roger I Thomas	1953-10-06	UHC-41176-15	8967664439	3688 Sunset Blvd, Dallas, TX, 75206	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139697	ENR	Brenda Y Vgea	1973-12-15	UHC-61619-78	9328303791	1299 Ridge Rd, Orlando, FL, 32860	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-100777	ENR	Jesse Kim	1967-01-14	UHC-45304-40	3357488814	3377 Market St Apt 29, Fresno, CA, 93709	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-111767	ENR	Jose D Crawford	1991-06-13	UHC-88067-96	8108166307	2181 Willow Ct, Chandler, AZ, 85241	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-133685	ENR	Carroll Q Bruce	1993-06-16	UHC-92589-72	—	550 Pine Dr, San Antonio, TX, 78283	0.62	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-124166	ENR	Lawrence George	1996-12-12	UHC-17614-13	—	6604 Indian School Rd, Fresno, CA, 93721	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-105265	ENR	Steven K Guzman	2001-11-20	—	6762258210	6461 Mesa Dr, Las Vegas, NV, 89120	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-129973	ENR	Brenda G Perkins	1955-04-23	UHC-39770-36	8636639481	5557 Harbor Blvd, Austin, TX, 78763	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136061	ENR	Thomas Marshall	1961-04-01	UHC-23154-17	9035595318	7733 Cedar Ln, Eden Prairie, MN, 55377	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127505	ENR	Catherine C Luna	1948-09-03	UHC-59730-77	9143892351	2220 Market St, Scottsdale, AZ, 85290	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107707	ENR	Logan Ryan	1969-09-04	UHC-90583-54	—	4749 Forest Ave, Tampa, FL, 33657	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-102065	ENR	Ronald Howad	2000-04-14	UHC-79531-36	—	4968 Valley View Dr, Jacksonville, FL, 32267	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-139484	ENR	Carol I Warren	1952-07-21	UHC-16792-90	7727283716	1006 River Rd, Chandler, AZ, 85284	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108339	ENR	Alexis H Robinson	1959-01-05	—	9708331418	7013 Union St Apt 17, Mesa, AZ, 85246	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-113316	ENR	Eugene T Wallace	1967-02-06	UHC-13474-61	3775827333	804 Grand Ave, Charlotte, NC, 28291	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-134029	ENR	Madison Collins	1977-02-18	UHC-42951-30	4895727061	8373 Lincoln Way, Scottsdale, AZ, 85211	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114677	ENR	Mark Green	1981-09-10	UHC-07350-83	4616697548	1449 Maple Ave, Los Angeles, CA	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-124333	ENR	Joshua S Dean	1985-05-09	UHC-26412-58	—	772 Church St, Orlando, FL	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-112609	ENR	Bradley I Bishop	1993-11-05	UHC-27079-25	6598252726	4050 Meadow Ln Apt 2, Nashville, TN, 37283	0.62	Phone reformatted Unit split from street City re-cased State code upper-cased+3 more
ENR-125742	ENR	Camila O Castro	2003-05-15	UHC-14882-38	6528594318	5948 Pine Dr, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102340	ENR	Hiroshi B Coleman	—	UHC-24824-94	—	3352 Central Ave, San Antonio, TX, 78242	0.62	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+3 more
ENR-141182	ENR	Sharon A Reid	1959-02-26	UHC-09861-29	5532564040	2290 Meadow Ln, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109261	ENR	Brian E Vazquez	1961-09-24	UHC-59626-83	7164689741	7029 Central Ave, Los Angeles, CA, 90048	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-140402	ENR	Wayne Roberts	1976-04-16	UHC-40291-13	7748769308	5652 Canyon Rd, Austin, TX, 78724	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120120	ENR	Frances P Reynolds	1973-01-17	UHC-41697-03	2758337755	5579 Canyon Rd, Tucson, AZ, 85798	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-100165	ENR	Samuel A Reyes	1942-09-26	UHC-96397-53	—	7713 Park Pl, Eden Prairie, MN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-118424	ENR	Arrjun Hudson	1938-06-17	UHC-28802-41	3532757110	9487 Lake View Rd, Fresno, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127026	ENR	Joshua R Reed	1964-07-11	UHC-27571-59	4596368811	4407 Sage Ct, Austin, TX, 78721	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-127631	ENR	Emily Gonzalez	1984-06-09	UHC-18091-41	8459956614	6656 River Rd, Los Angeles, CA, 90034	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141382	ENR	Martha J Harvey	1988-01-08	UHC-12386-49	8038914734	6664 Union St, Denver, CO, 80282	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-129221	ENR	Amber J Ward	2008-04-19	UHC-90288-15	2175175241	1260 Willow Ct, Austin, TX, 78734	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129222	ENR	Amber J Ward	2008-04-19	UHC-90288-15	2175175241	1260 Willow Ct, Austin, TX, 78734	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105295	ENR	Yuki F Griffin	1995-09-12	—	9762741990	2759 Washington St, Sacramento, CA, 95805	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130710	ENR	Yuki T Harris	1950-10-26	UHC-23626-39	8389277018	3874 Sage Ct, Austin, TX	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-105447	ENR	Jean Walsh	1949-10-02	UHC-14913-65	4452854437	2051 Canyon Rd, Los Angeles, CA, 90059	0.62	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-109382	ENR	Maria A Bryant	1946-09-03	UHC-84933-51	4234866873	3358 Oak St, Minneapolis, MN	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113010	ENR	Ana Cunningham	1972-03-03	UHC-35095-35	4547999463	1845 Desert Sky Blvd Apt 30, Scottsdale, AZ, 85299	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-106988	ENR	Edward Herrera	—	UHC-77083-56	7516314351	4961 Jefferson Ave, Plano, TX, 75098	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-120139	ENR	Roger R Aguilar	—	UHC-34944-90	7769273954	6818 Baseline Rd, Minneapolis, MN, 55482	0.62	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-137985	ENR	Ethn Moreno	1989-08-18	UHC-89892-08	8288592637	9029 Oak St, Gilbert, AZ	0.62	Name re-cased Two-digit birth year Phone reformatted ZIP missing+3 more
ENR-109328	ENR	Janet I Watson	1960-01-11	UHC-17850-19	—	826 Pine Dr, Austin, TX, 78743	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137339	ENR	Megan Y Edwards	2006-06-04	UHC-52947-73	—	4207 Spring St, Phoenix, AZ, 85058	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103098	ENR	Luis W Hill	1984-08-20	UHC-06728-54	5615445943	8111 Indian School Rd, Seattle, WA, 98158	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-139910	ENR	Beveerly B Reid	1967-12-17	UHC-24324-35	5264995382	6813 Sunset Blvd, Austin, TX, 78705	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128905	ENR	Sharon V Vega	1970-01-16	UHC-51699-03	6665859164	7508 Church St, Chandler, AZ, 85271	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-137701	ENR	Carl Li	1983-10-21	UHC-21212-69	8453836365	2696 Sage Ct # 633, Jacksonville, FL, 32277	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-135781	ENR	Austin R Medina	1954-03-06	UHC-50918-06	—	4470 Main St, Fresno, CA, 93780	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-109176	ENR	Olivia Z Guzman	1982-01-01	UHC-53622-56	—	5757 Ocean Ave, Phoenix, AZ, 85080	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138749	ENR	DayJunk	1938-07-11	UHC-20701-07	8129109749	6160 Church St, Denver, CO, 80250	0.62	Date of birth reformatted Phone reformatted State name converted to code Plan code upper-cased+3 more
ENR-103781	ENR	Theresa Ryna	1956-05-07	UHC-59142-10	—	2839 Baseline Rd, Chandler, AZ, 85207	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more

16,916 rows, page 71 of 339Previous Next