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 “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
CLM-430238	CLM	Joan P Meyer	1992-11-20	UHC-56059-70	4962008110	483 Desert Sky Blvd, Charlotte, NC, 28211	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
TPA-61937	TPA	Gebriel Cunningham	1941-02-13	—	—	9113 Highland Ave, Tampa, FL, 33668	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-100934	ENR	Robert Nichols	2007-10-24	UHC-85970-41	6913974850	5023 Cedar Ln, Seattle, WA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26297	PRV	Dyln L Bowman	1983-06-22	—	4386976432	2383 Cedar Ln, Jacksonville, FL, 32237	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142422	ENR	Justin Chapman	1967-03-13	UHC-61066-97	9317053642	3608 Sage Ct # 377, Charlotte, NC, 28216	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-408689	CLM	Eugene Watkins	1997-10-17	UHC-86450-26	7018293443	9178 Park Pl, Scottsdale, AZ, 85294	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111617	ENR	Emma N Dunn	1972-11-22	UHC-28577-51	6095564294	7042 Broadway, Chandler, AZ, 85249	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
TPA-54553	TPA	Sara Campbell	1942-12-26	—	2949606419	5159 Desert Sky Blvd, Gilbert, AZ, 85261	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-412036	CLM	Julie J Wilson	1990-10-20	UHC-76381-41	2859476131	9127 Pine Dr, Columbus, OH, 43249	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-405753	CLM	Janet Tran	2006-01-12	UHC-47381-71	4412058427	6574 Pine Dr, Chandler, AZ, 85268	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-28207	PRV	Rachel Alexander	2008-03-24	—	7002753367	7317 Apache Blvd # 596, Nashville, TN, 37288	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-59133	TPA	Lauren Johnson	1955-02-23	UHC-97366-63	2549616595	8349 Harbor Blvd, Minneapolis, MN, 55440	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21858	PRV	Betty Ramos	1944-01-17	UHC-55325-32	8826606445	9450 Valley View Dr, Tucson, AZ, 85774	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-51339	TPA	Judith Pena	1939-08-25	—	5615105268	1931 Baseline Rd, Denver, CO, 80265	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-431014	CLM	Omar James	2006-12-05	—	7424698015	902 Highland Ave # 810, Sacramento, CA, 95875	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-136805	ENR	Janice L Hamilton	1977-02-23	UHC-98453-76	3966720156	6541 Cedar Ln, Las Vegas, NV, 89137	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133392	ENR	Rachel D Kim	1946-03-19	UHC-21617-33	—	977 Ridge Rd, Plano, TX, 75086	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
PRV-26974	PRV	Dennis Morris	1956-08-01	UHC-52301-44	4529291801	1163 Willow Ct Apt 1, Minneapolis, MN, 55485	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-414375	CLM	Amber Wlch	1942-02-28	UHC-68756-92	7769379595	6817 Church St, Glendale, AZ, 85348	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139997	ENR	Stephen U Herrera	1950-05-18	UHC-99274-57	9304105875	1373 Park Pl, Minneapolis, MN, 55449	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-137650	ENR	Gregory Pena	1944-04-24	UHC-46769-63	5237698601	1872 Meadow Ln, Columbus, OH, 43218	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-139873	ENR	Natalie Spencer	1986-01-27	UHC-74798-50	9136532007	6562 Jefferson Ave, Houston, TX	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-431571	CLM	Katherine Greene	1968-09-02	UHC-18898-91	4286334759	2684 Union St, Jacksonville, FL, 32254	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-421149	CLM	Matthew Marquez	1984-02-09	—	8057332989	6565 Maple Ave # 808, Glendale, AZ, 85322	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-26927	PRV	Tyler Taylor	1957-10-27	—	4296298195	4037 Indian School Rd, Las Vegas, NV, 89163	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29589	PRV	Alan Mendez	1979-10-25	UHC-71838-76	5805988097	7393 Central Ave, Eden Prairie, MN	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-415344	CLM	George Dominguez	2001-04-12	UHC-62241-74	4545634232	974 Sage Ct # 437, Seattle, WA, 98194	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-102271	ENR	Priya M Bryant	1995-09-20	UHC-21221-38	9698744362	2965 Lake View Rd, Chandler, AZ, 85288	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-410583	CLM	Terry Cunningham	1966-10-11	UHC-72436-57	6618421003	1040 Baseline Rd, Austin, TX, 78784	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-59128	TPA	Julia Garza	1951-12-07	UHC-69609-77	2879180689	9030 Indian School Rd, Las Vegas, NV, 89162	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-418786	CLM	Jesse Snyder	1989-03-27	UHC-23086-52	—	6453 Grand Ave, Scottsdale, AZ, 85266	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-403834	CLM	Amanda Hunt	1954-01-17	UHC-86125-97	5332318767	6446 Cedar Ln, Austin, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106558	ENR	Santiago Ross	1972-09-08	UHC-67982-12	—	2850 Lake View Rd, San Diego, CA, 92128	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-143082	ENR	Brittany Reyes	1949-01-21	UHC-87647-23	5013171028	7712 Highland Ave, Eden Prairie, MN, 55373	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-143083	ENR	Brittany Reyes	1949-01-21	UHC-87647-23	5013171028	7712 Highland Ave, Eden Prairie, MN, 55373	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-422056	CLM	Eric Davis	1981-02-16	UHC-06409-80	2064163928	9238 Market St # 108, Plano, TX, 75090	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-133617	ENR	Betty M Willis	1958-07-17	UHC-87716-71	9513124114	2735 Cedar Ln Apt 31, Houston, TX, 77086	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-405779	CLM	Aisha Griffin	2005-09-04	UHC-65002-81	3667842451	5361 Elm St, Chandler, AZ, 85229	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407616	CLM	Barbara Rojas	1974-05-22	—	3116896591	8037 Church St, Miami, FL, 33161	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-25103	PRV	Arthur T Burke	1969-01-09	UHC-65754-38	3563516373	9271 Desert Sky Blvd, Dallas, TX, 75216	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29202	PRV	Nicole Rice	—	—	9634760847	735 Mesa Dr, Denver, CO, 80260	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-118210	ENR	Jesssica G Perez	1997-02-15	UHC-75199-96	8917133214	9284 Willow Ct, Dallas, TX, 75277	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-425378	CLM	Tucker Philip	1982-02-21	—	7326363269	9361 Jefferson Ave, Orlando, FL, 32873	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131691	ENR	Nicholas Thompson	1985-05-12	—	7153641284	8063 Park Pl, Minneapolis, MN, 55465	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22675	PRV	Janice Marshall	1952-09-07	—	6509203588	2157 Highland Ave, Scottsdale, AZ, 85251	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118942	ENR	Ahmed A Jones	1943-03-22	UHC-81105-23	3932081531	2851 Indian School Rd, Miami, FL, 33127	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-432726	CLM	Sarah Fuller	1958-03-06	UHC-44743-03	—	5274 Maple Ave, Glendale, AZ, 85334	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-100511	ENR	Grace P Burton	1981-01-26	UHC-52024-75	2889449993	8064 Maple Ave, Columbus, OH, 43279	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-101567	ENR	Carl Morrison	1989-06-26	UHC-22994-76	6654491872	3084 River Rd, Denver, CO, 80236	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-420440	CLM	Noah Cook	1982-04-09	UHC-47414-31	—	496 Market St, Tempe, AZ	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more

71,257 rows, page 171 of 1,426Previous Next