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-125323	ENR	Mei West	1967-06-26	UHC-89424-95	6868852208	9560 Lincoln Way, Austin, TX, 78729	0.90	Phone reformatted Member ID reformatted City re-cased Email lower-cased+1 more
CLM-428949	CLM	Gregory Gonzales	1961-02-08	UHC-76342-42	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-142387	ENR	Jeremy Q Kelly	1964-04-06	UHC-73649-19	2082008285	7547 Church St, Columbus, OH, 43219	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-25964	PRV	Dorothy Greene	1965-11-01	UHC-20965-16	—	1956 Indian School Rd, Glendale, AZ, 85338	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-23909	PRV	Samuel Harris	1982-11-16	UHC-32799-29	4006119644	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-117637	ENR	Helen K Jenkins	1977-08-25	UHC-05577-58	6076122856	8398 Lincoln Way, San Antonio, TX, 78249	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-418980	CLM	Ashley Hunt	1993-02-17	UHC-17135-04	7175151481	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-141574	ENR	Walker G Amber	1987-09-21	UHC-16667-35	2404396729	6375 River Rd, Miami, FL, 33158	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-109495	ENR	Maria Woods	2004-02-08	UHC-76284-37	9434202447	8622 Jefferson Ave, Chandler, AZ, 85205	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-141942	ENR	Aisha Stone	1939-03-28	UHC-81503-98	6116326021	2012 Hillcrest Rd, Minneapolis, MN, 55473	0.90	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased+1 more
CLM-431223	CLM	Donna Morris	2003-07-27	UHC-81537-62	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-108318	ENR	Megan Baker	1994-01-06	UHC-45792-28	5964708007	5007 Bayshore Dr, Nashville, TN, 37261	0.90	Phone reformatted Member ID reformatted State code upper-cased Whitespace trimmed+1 more
ENR-112334	ENR	Ahhmed Fernandez	1942-05-11	UHC-73996-20	7938068903	3832 Elm St, Houston, TX, 77023	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-26054	PRV	Gloria Tran	1945-05-04	UHC-23626-76	5176778499	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-107552	ENR	Diane O Soto	1992-12-25	UHC-43279-57	7457190672	2209 Union St, Denver, CO, 80201	0.90	Phone reformatted Member ID reformatted Email lower-cased Whitespace trimmed+1 more
CLM-417640	CLM	Anthony Elliott	1957-04-07	UHC-53370-86	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-103420	ENR	Chris Henry	1952-04-26	UHC-14353-96	9073872354	217 Elm St, Charlotte, NC, 28262	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-416141	CLM	Karen Cook	1983-02-04	UHC-61680-99	6046958693	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-425591	CLM	Harold Peterson	1963-12-09	UHC-37208-63	5642721322	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-408063	CLM	Emily Martin	1997-05-14	UHC-23423-50	—	3958 Elm St, Miami, FL, 33109	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-113793	ENR	Madison F Nguyen	2002-02-01	UHC-23013-52	8686291615	4257 Ocean Ave, Chandler, AZ, 85207	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-109838	ENR	Gloria Bell	1960-06-20	UHC-69518-52	6399867561	185 Desert Sky Blvd, Sacramento, CA, 95897	0.90	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+1 more
PRV-24654	PRV	Randy Marshall	2007-12-17	UHC-21917-14	5213290907	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
TPA-59463	TPA	Maria Garcia	1981-09-10	UHC-26872-43	6287714238	3787 Mountain View Dr, Houston, TX, 77048	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-110781	ENR	Isabella Simmons	2007-04-10	UHC-61256-67	4993480339	8586 Sunset Blvd, Denver, CO, 80214	0.90	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-113280	ENR	Barbara Maquez	1981-12-27	UHC-28730-74	9895420113	4219 Canyon Rd, Eden Prairie, MN, 55315	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-426438	CLM	Peul Willis	1949-10-17	UHC-36011-62	8018506508	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-24906	PRV	Wayne Rojas	1963-03-11	UHC-44897-51	3146244470	6144 Spring St, Atlanta, GA, 30361	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-400364	CLM	Marcus E Luna	1991-11-07	UHC-28607-59	—	4042 Desert Sky Blvd, Scottsdale, AZ, 85225	0.90	Name re-cased Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-413601	CLM	Jason T Phillips	1986-08-11	UHC-16875-64	5137629575	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-413600	CLM	Jason T Phillips	1986-08-11	UHC-16875-64	5137629575	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-127793	ENR	Donald J Morrison	1991-05-19	UHC-76798-71	4586119045	632 Central Ave, Scottsdale, AZ, 85229	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-104230	ENR	Keith E Jimenez	1948-01-27	UHC-46751-64	6916397422	49 Canyon Rd, San Antonio, TX, 78225	0.90	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+1 more
PRV-21328	PRV	Linda E Burton	1988-11-06	UHC-38270-36	2129682476	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-101610	ENR	Kevin A Gray	1944-07-03	UHC-41944-42	9134016009	—	0.90	Phone reformatted Member ID reformatted Email lower-cased Whitespace trimmed+1 more
CLM-410610	CLM	Austin L Pena	1973-05-08	UHC-44306-49	5692406719	5302 Mountain View Dr, Glendale, AZ, 85328	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-429175	CLM	Billy Elliott	1982-05-12	UHC-93838-09	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-110838	ENR	Sandra P Ryan	1995-12-02	UHC-24001-25	8896439703	3076 Spring St, Chandler, AZ, 85250	0.90	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+1 more
CLM-424787	CLM	Camila Coleeman	1960-01-21	UHC-30287-02	8105710688	2961 Cedar Ln, Tampa, FL, 33609	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-29545	PRV	Mary Foster	1978-06-27	UHC-70030-68	9672593697	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-132771	ENR	David B Rios	1995-08-18	UHC-78651-32	5255411307	1708 Camelback Rd, San Antonio, TX, 78266	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-138503	ENR	Dyana Bishop	1938-09-21	UHC-09602-69	8845448113	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-25914	PRV	Wayne Davis	1956-05-25	UHC-67278-96	2448415214	4681 Oak St, Eden Prairie, MN, 55309	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-429026	CLM	Carol B Henry	1999-11-03	UHC-64577-07	4805727690	2837 Broadway, Orlando, FL, 32847	0.92	Name re-cased Phone reformatted Member ID reformatted Address re-cased
CLM-401004	CLM	Ralph Vargas	1969-06-27	UHC-63428-97	5144147151	5769 Cedar Ln, Tempe, AZ, 85279	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-24313	PRV	Brandon S Fernandez	1986-09-06	UHC-58402-80	7099875160	4574 Canyon Rd, Seattle, WA, 98186	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-427122	CLM	Jeremy Chen	2007-05-25	UHC-50178-70	7047105583	—	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
ENR-114981	ENR	Grace Garza	1976-01-17	UHC-11108-12	3056856780	2971 Willow Ct, Scottsdale, AZ, 85287	0.92	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted
ENR-110464	ENR	Christopher B Burke	1949-11-02	UHC-85352-38	—	4267 Willow Ct, San Diego, CA, 92122	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-123948	ENR	Cynthia Rogers	1951-07-01	UHC-45664-99	2566525435	6059 Broadway, Charlotte, NC, 28223	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared

7,723 rows, page 133 of 155Previous Next