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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-425667	CLM	Lisa Williamson	1956-04-04	—	8855537555	6819 Park Pl, San Antonio, TX, 78253	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128895	ENR	Cook Judith	1998-11-25	UHC-69843-96	3862873035	6012 Park Pl, Jacksonville, FL, 32259	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137965	ENR	Sofia W Ellis	1986-11-24	UHC-04054-91	—	2636 Church St, Orlando, FL, 32888	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414150	CLM	Ralph Cole	1964-06-11	—	—	9782 Valley View Dr, Tucson, AZ, 85778	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56649	TPA	Stephanie Morgan	1958-01-03	UHC-25527-15	7282108827	338 Valley View Dr, Tempe, AZ, 85252	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431892	CLM	Mariana Little	1943-09-05	UHC-08311-83	5145791028	4453 Market St, Chandler, AZ, 85286	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-61702	TPA	Teresa Elliott	1939-11-27	—	—	621 Grand Ave, Gilbert, AZ, 85259	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121151	ENR	Dbeorah Butler	1972-01-07	UHC-03429-27	8004221829	6650 Indian School Rd, Dallas, TX, 75239	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132692	ENR	Brandon V Clark	1990-07-05	UHC-04040-15	8233905754	2821 Apache Blvd, Plano, TX, 75002	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108044	ENR	Kyle Ward	1996-05-14	UHC-48973-10	8283322137	131 Canyon Rd, Columbus, OH, 43227	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23207	PRV	Aln Morgan	1976-06-02	—	2845116754	9755 Elm St, Glendale, AZ, 85398	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114183	ENR	Ethan J Lopez	1993-10-04	UHC-85031-68	5283224793	2946 Central Ave, Austin, TX, 78750	0.62	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
ENR-113831	ENR	Nicole C Richardson	1973-09-03	—	9455786281	9679 Indian School Rd, Plano, TX, 75084	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100351	ENR	Henry T Brown	1998-08-21	UHC-21741-37	—	3158 Indian School Rd, Miami, FL, 33178	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-413256	CLM	James Owens	1980-03-02	UHC-46110-34	2169035769	6467 Camelback Rd, Plano, TX, 75086	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121774	ENR	Price Deborah	1940-11-15	UHC-27304-07	3907276725	6605 Highland Ave, Phoenix, AZ, 85095	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126340	ENR	Susan Miller	1966-12-03	UHC-82953-35	2823308055	4202 Elm St # 267, Orlando, FL, 32834	0.62	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
ENR-122705	ENR	Elizabeth U Diaz	2001-04-19	UHC-43655-21	2632256735	4787 Oak St, Tampa, FL, 33671	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25930	PRV	Dorothy Alvarado	1954-03-14	—	8917234380	6812 Park Pl, Jacksonville, FL, 32212	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54880	TPA	Cynthia Chapman	1998-12-22	UHC-71505-92	7433927767	5035 Camelback Rd, Glendale, AZ, 85341	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109040	ENR	Kathleen Marquez	1979-01-06	UHC-34484-54	—	7249 Main St, Mesa, AZ, 85282	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-117018	ENR	Johnny G Harper	2004-01-19	UHC-79932-51	3905895117	7402 Ocean Ave, Atlanta, GA, 30389	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-58327	TPA	Fatima Meyer	1962-11-01	—	—	8894 Main St, Tempe, AZ, 85297	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-116386	ENR	Benjamin Robinson	2006-11-02	UHC-34560-42	2866185207	5706 Church St, Scottsdale, AZ, 85295	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-50792	TPA	Janet Johnson	1980-02-22	—	6088504484	4171 Lincoln Way, Los Angeles, CA, 90036	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-109406	ENR	Brandon O Murphy	1969-03-05	UHC-35997-95	—	5643 Valley View Dr, Houston, TX, 77069	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109301	ENR	Gary Oliver	1974-01-06	UHC-43278-86	5739704226	2024 Cedar Ln, Sacramento, CA, 95808	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407550	CLM	Janice G Rojes	2005-10-21	UHC-88398-83	2317912351	6773 Washington St, Denver, CO, 80290	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407549	CLM	Janice G Rojes	2005-10-21	UHC-88398-83	2317912351	6773 Washington St, Denver, CO, 80290	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124609	ENR	Carol X Walker	1946-02-09	UHC-06553-34	9462489514	8826 Canyon Rd, Sacramento, CA, 95891	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62737	TPA	Henry Q Harrison	1986-07-18	UHC-33101-68	3518485280	7019 Washington St, Chandler, AZ, 85234	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-53831	TPA	Bryan Wheeler	2000-01-22	UHC-07444-96	7307510835	9384 Mountain View Dr, Nashville, TN, 37209	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-423831	CLM	Justin Ryan	1974-11-04	UHC-83356-98	—	1898 Camelback Rd, Plano, TX, 75018	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-104984	ENR	Joesph Z Simmons	1942-01-14	UHC-82187-94	9504454872	6762 Valley View Dr, Charlotte, NC, 28248	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104366	ENR	Rachel Hart	1963-10-16	UHC-02912-42	—	8973 Indian School Rd, Houston, TX, 77055	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-27927	PRV	Jose Mendez	1975-02-15	—	6693119260	2541 Canyon Rd, Orlando, FL, 32862	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55024	TPA	David Vega	2004-10-25	—	7742122321	8748 Grand Ave, Minneapolis, MN, 55459	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24233	PRV	Margaret U Vazquez	1999-05-22	UHC-51429-18	—	5357 Central Ave, San Antonio, TX, 78296	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-21082	PRV	Catherine Richardson	2005-08-26	UHC-15592-78	8617857017	2274 Church St, Scottsdale, AZ, 85238	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
TPA-55797	TPA	Lisa Clark	1977-03-13	—	9768768845	5429 Sunset Blvd, Atlanta, GA, 30336	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-423141	CLM	Virginia Boyd	2006-01-27	—	2878654580	7938 Harbor Blvd, San Antonio, TX, 78239	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-110384	ENR	Noah Edwards	1972-07-04	UHC-12310-14	9478814147	7980 Baseline Rd, Houston, TX, 77075	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132634	ENR	John Z Le	1992-12-27	UHC-50789-41	3889672869	6398 Church St # 867, Los Angeles, CA, 90096	0.62	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
ENR-120877	ENR	Christopher O Freeman	1977-06-08	UHC-34571-07	3706933421	8397 Oak St, Chandler, AZ, 85260	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134618	ENR	Hulmes U Arthur	1979-10-16	UHC-61995-62	4005834862	6471 Meadow Ln, Austin, TX, 78734	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51826	TPA	Matthew Day	1949-03-08	—	3868458370	4162 Cedar Ln, Tempe, AZ, 85261	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-412542	CLM	Debra Powell	1945-02-07	—	7948101299	4358 Forest Ave, Tampa, FL, 33622	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114244	ENR	Jacqueline F Florres	1938-12-16	UHC-03070-53	4285278069	8553 Spring St, Tampa, FL, 33668	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-120219	ENR	Natalie X Hughes	1940-07-03	UHC-87123-66	6842252901	4686 Sage Ct, Chandler, AZ, 85237	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56308	TPA	Megan Andrews	1974-07-14	—	4377103717	9086 Palm Dr, Columbus, OH, 43274	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

8,263 rows, page 76 of 166Previous Next