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

All sources, flag “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105955	ENR	Torres Janet	1984-02-13	UHC-48740-56	5929955683	4107 Bayshore Dr, Phoenix, AZ, 85014	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-123128	ENR	Jesse Walsh	1944-08-24	UHC-06548-56	—	5398 Willow Ct, Seattle, WA, 98151	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-128388	ENR	Justin Maldonado	1979-10-04	UHC-51965-78	8946478089	199 Washington St, Miami, FL	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-430998	CLM	Patricia J Campbell	2005-01-09	UHC-11831-88	2884738339	921 Jefferson Ave, Miami, FL, 33141	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133441	ENR	Diego Kennedy	—	UHC-03807-20	4146203493	6394 Central Ave, Los Angeles, CA, 90071	0.62	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-131386	ENR	Willie G Schmidt	2001-04-01	UHC-48367-52	6686292085	7045 Desert Sky Blvd, Jacksonville, FL, 32210	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-117648	ENR	Barbara C Edwards	1951-10-01	UHC-91524-18	8699664205	4467 Ocean Ave, Seattle, WA, 98174	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-106405	ENR	Kayla G Rojas	1987-03-19	UHC-99967-49	—	2708 Bayshore Dr, Denver, CO, 80251	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-408045	CLM	Richard Gonzalez	1948-08-23	UHC-95484-13	2816249712	3331 Church St, Eden Prairie, MN, 55396	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-111601	ENR	Lindda L Moore	1961-12-17	UHC-65655-62	8206938727	1540 Market St, San Antonio, TX	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137815	ENR	Sharon F Martin	1946-05-10	UHC-49913-33	9199233370	2983 Forest Ave, Seattle, WA, 98144	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-432743	CLM	Joan Weber	1973-06-08	UHC-20455-78	7336222683	9509 Park Pl, San Diego, CA, 92153	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-429137	CLM	Roger Lawrence	1963-10-28	UHC-53970-06	—	305 Pine Dr, Las Vegas, NV, 89108	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-420009	CLM	Edward Elliott	1979-05-08	UHC-33180-88	—	2976 Park Pl, Tempe, AZ, 85230	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-404374	CLM	Betty Soto	1974-12-06	UHC-59887-21	—	8097 Bayshore Dr, Miami, FL, 33158	0.62	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-138323	ENR	Kenneth McDonald	2002-12-23	UHC-23880-38	2342356337	1501 River Rd # 192, Tampa, FL, 33610	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-120942	ENR	Virginia Bennett	2007-07-09	UHC-85901-18	3779212384	3368 Lincoln Way, San Antonio, TX, 78246	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-429428	CLM	Gary Dominguez	1991-10-24	UHC-20825-25	7743756327	5896 Camelback Rd Apt 20, Austin, TX, 78798	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-127458	ENR	Samantha S Jones	1956-09-12	UHC-43746-71	4175954313	8027 Union St, Tucson, AZ, 85787	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-118916	ENR	Denise N Hughes	1952-09-28	UHC-47133-47	5744076369	4650 Market St, Jacksonville, FL, 32249	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-61606	TPA	Camila Chen	1977-01-12	UHC-66437-32	4166840302	130 Harbor Blvd Apt 23, Glendale, AZ, 85327	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-121373	ENR	Gloria V Weber	1955-05-05	UHC-93543-01	7097026501	9287 Oak St, Dallas, TX	0.62	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-124870	ENR	Emily R Young	1977-01-26	UHC-47480-60	8583436208	8117 Apache Blvd, Mesa, AZ, 85237	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
TPA-62831	TPA	Emily Nichols	1955-03-08	UHC-42390-85	9622022755	9636 Union St, Scottsdale, AZ, 85257	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-418586	CLM	Raymond Powell	1994-09-10	UHC-91897-10	—	9283 Washington St, San Antonio, TX, 78234	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-424682	CLM	William Rivera	1971-03-13	UHC-47674-88	—	3566 Willow Ct, San Diego, CA	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-432084	CLM	William U Wells	1996-06-27	UHC-43805-72	9375878321	4905 Lake View Rd, Phoenix, AZ, 85085	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-409523	CLM	Harold Burns	1998-04-20	UHC-89167-11	—	6484 Central Ave # 508, Denver, CO, 80297	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-142283	ENR	Jeffey Bell	1972-05-09	UHC-87351-38	6087265591	5075 Lincoln Way, Charlotte, NC	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
TPA-60274	TPA	Madison Kelly	1952-05-25	UHC-20054-54	—	5238 Sage Ct, Nashville, TN	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-125134	ENR	Nathan Patterson	2007-05-04	UHC-25197-71	2359977325	1020 Central Ave, Los Angeles, CA, 90095	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-111762	ENR	Kevin Rice	1999-08-06	UHC-54331-49	2332187197	8670 Main St, Chandler, AZ, 85265	0.62	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-121768	ENR	Ahmed P Fisher	1986-05-01	UHC-68058-04	5053056699	44 Elm St, Seattle, WA, 98149	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-140684	ENR	Michael Alexander	1989-04-27	UHC-07738-35	8776182850	3873 Market St # 862, Dallas, TX, 75298	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-431296	CLM	Vasquez S David	1976-04-28	UHC-87418-32	—	414 Sage Ct, Scottsdale, AZ, 85231	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-22360	PRV	Ryan Howell	1982-04-25	UHC-91148-66	—	4377 Forest Ave, Miami, FL, 33176	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-421193	CLM	Alice Gonzalez	1968-02-14	UHC-10661-45	9108248546	8376 Ridge Rd, Seattle, WA, 98132	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-111751	ENR	Sofia U Vazquez	1971-05-03	UHC-95246-52	4575405160	6152 Apache Blvd, Seattle, WA, 98197	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-131414	ENR	Mark H Kelly	1978-10-13	UHC-20486-09	2392338348	9319 Main St Apt 40, San Diego, CA, 92127	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-137644	ENR	Brian G Lawson	1971-05-27	UHC-35027-61	3247113726	5362 Central Ave # 719, Seattle, WA, 98158	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-408786	CLM	Jean Burton	2005-12-17	UHC-63224-77	9776738027	8348 Bayshore Dr, Orlando, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-114519	ENR	Ana H Delgado	1953-02-25	UHC-67015-12	5876338278	1797 Oak St, Las Vegas, NV, 89167	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-409459	CLM	Justin Shaw	1985-07-27	UHC-22694-54	—	861 Ridge Rd, Dallas, TX	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-140677	ENR	Ommar Chen	1995-12-06	UHC-49844-02	6446785403	3734 River Rd, Las Vegas, NV	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-104646	ENR	Dennis H Larson	1965-09-05	UHC-54035-72	5948665211	290 Camelback Rd, Charlotte, NC, 28272	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-61329	TPA	Zachary Dixon	1989-11-18	UHC-53939-56	—	6095 Sage Ct, Chandler, AZ	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-129886	ENR	Yuki F Butler	1940-05-28	UHC-90674-99	4089536301	8684 Jefferson Ave, San Diego, CA, 92133	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-432076	CLM	Emily Z Shaw	1992-02-13	UHC-67683-28	—	1137 Washington St # 546, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-135667	ENR	Kevin Wilson	1960-09-02	UHC-38865-86	3382769328	2872 Willow Ct, Phoenix, AZ	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-417474	CLM	William Patterson	1974-02-18	UHC-70673-52	—	9035 Sunset Blvd, Miami, FL, 33172	0.62	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more

7,723 rows, page 32 of 155Previous Next