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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418266	CLM	Brenda Soto	1938-11-18	UHC-22397-55	6445396041	508 Forest Ave, Miami, FL, 33158	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-118465	ENR	Thomas F Johnson	1987-06-12	UHC-39209-73	6676715244	2625 Main St, Minneapolis, MN, 55431	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-56839	TPA	Cheryl K Nunez	1974-03-17	—	8004872922	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-409959	CLM	Kyle Taylor	2006-05-28	UHC-63974-95	—	8390 Market St, Tampa, FL, 33671	0.66	Name split from “Last, First”Email lower-cased Gender normalised Whitespace trimmed+1 more
ENR-131955	ENR	Angela F Wells	1985-07-25	UHC-29972-07	3067956585	2563 Pine Dr, Fresno, CA, 93715	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-427348	CLM	Willie Chavez	2007-02-03	UHC-34974-99	5147086363	4782 Pine Dr, Denver, CO, 80289	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420767	CLM	Bryan Graham	1999-09-04	UHC-39222-66	7656448229	301 Baseline Rd, Denver, CO, 80251	0.66	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+1 more
ENR-124482	ENR	Andrew Adams	—	UHC-92432-52	2154986250	5914 Forest Ave, Miami, FL, 33146	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+1 more
CLM-421385	CLM	Nguyen G Diane	1961-03-10	—	—	3744 Ocean Ave, Orlando, FL, 32813	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-415534	CLM	Kathryn Dunn	2003-01-17	UHC-91234-39	7589325966	6922 Park Pl, Denver, CO, 80261	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24254	PRV	Ethan G Ramirez	1970-07-10	UHC-26954-75	8766445604	5724 Mountain View Dr, Tucson, AZ, 85711	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424006	CLM	Jordan Stewart	1958-08-17	UHC-47141-73	4626014149	8097 Main St, Glendale, AZ, 85316	0.66	Name split from “Last, First”Two-digit birth year State code upper-cased Whitespace trimmed+1 more
ENR-107024	ENR	Heather Jenkins	1987-09-23	UHC-39135-85	5478102192	9224 Union St, Orlando, FL, 32885	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123405	ENR	Albert P Hunt	2002-08-01	UHC-94956-82	7429366467	5402 Park Pl, Eden Prairie, MN, 55324	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410083	CLM	Priya Aguilar	2000-10-24	UHC-54958-14	6652304159	6298 Pine Dr, San Diego, CA	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-403355	CLM	Wayne Sims	1991-12-07	UHC-57695-21	—	4120 Pine Dr, Columbus, OH, 43223	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-107637	ENR	Terry James	1977-02-05	UHC-30688-05	8332920171	851 Grand Ave, Denver, CO	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+1 more
PRV-27679	PRV	Valentina H Reed	1942-04-11	—	—	5582 Maple Ave, San Diego, CA, 92117	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416172	CLM	Arjun Torres	1986-04-21	UHC-50680-83	—	4920 Cedar Ln, Orlando, FL, 32805	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420101	CLM	Douglas Perry	1943-05-20	UHC-88700-98	—	9386 Mesa Dr, Tampa, FL, 33642	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-141624	ENR	Donald Willis	2004-02-13	UHC-08578-09	8689676514	3463 Lincoln Way, Tucson, AZ, 85714	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-432140	CLM	Rgoer S Wang	1950-02-04	—	5287310709	5745 Jefferson Ave, Charlotte, NC, 28271	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119720	ENR	Natalie Medina	1945-12-24	UHC-96777-36	9484023277	1410 Broadway, Tampa, FL, 33619	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
TPA-64069	TPA	Timothy Gonzales	1991-10-25	—	2468541764	6157 Market St, Houston, TX, 77065	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-21185	PRV	Janice Clark	1988-06-25	UHC-78491-23	5189904977	2719 River Rd, Orlando, FL, 32817	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406152	CLM	Donna Diaz	1997-08-21	UHC-14269-08	—	1140 Elm St, Miami, FL, 33115	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-21436	PRV	Natalie Hciks	2004-09-04	—	6384444698	4341 Lake View Rd, Plano, TX, 75040	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403573	CLM	Sandra Harper	1946-09-10	—	8012466003	7685 Jefferson Ave, Denver, CO, 80212	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402319	CLM	Alan Rice	1989-01-27	—	—	4973 Church St, Tucson, AZ, 85721	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-21840	PRV	Emily Cruz	2006-02-24	—	7376475456	9514 Spring St, Mesa, AZ, 85245	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-402395	CLM	Randy Harrison	1985-11-20	—	—	5559 Sage Ct, Chandler, AZ, 85226	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-113961	ENR	Logan Myers	1982-04-28	UHC-72669-14	2996724058	7043 Pine Dr, Sacramento, CA, 95890	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-102043	ENR	John O Santiago	2005-10-04	UHC-76387-44	—	9707 Ridge Rd, Dallas, TX, 75202	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412134	CLM	Bryan O Flores	1969-04-28	UHC-43147-53	—	8493 Market St, San Antonio, TX, 78273	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21038	PRV	Dennis Gardner	1975-09-27	UHC-28962-20	—	9046 Mountain View Dr, Austin, TX, 78744	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53964	TPA	Danielle Ward	2003-09-25	—	—	8315 Central Ave, Scottsdale, AZ, 85262	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-129735	ENR	Arjun J Carter	2008-02-04	UHC-69028-60	8855956045	2008 Market St, Charlotte, NC, 28246	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-417119	CLM	Terry Snyder	2007-04-01	UHC-52224-90	7849436459	5679 Park Pl, Denver, CO, 80201	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405857	CLM	Dylan Gibson	1946-04-15	UHC-91430-31	—	3146 Forest Ave, Phoenix, AZ, 85098	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-130270	ENR	Steevn Hudson	2002-04-11	UHC-23268-84	—	6164 Lake View Rd, Atlanta, GA, 30372	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-122359	ENR	Douglas D Howell	1959-05-10	UHC-59326-05	7455862120	275 Apache Blvd, Minneapolis, MN, 55417	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
CLM-409356	CLM	Carol Csatro	1957-07-18	UHC-89014-71	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-26521	PRV	James Williams	1985-08-22	—	9468850124	1733 Canyon Rd, Minneapolis, MN, 55431	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-409929	CLM	Walter Little	1983-11-18	UHC-92544-52	5614200368	5629 Park Pl, Austin, TX, 78746	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109319	ENR	Jason Tucker	1985-09-22	UHC-72667-92	3869232984	1292 River Rd, San Antonio, TX, 78273	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-25639	PRV	Jesse Wallace	2005-06-01	—	4907174293	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-413802	CLM	Charlotte Kelly	—	—	9854999892	3950 Lincoln Way, Atlanta, GA, 30314	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-415568	CLM	Ben P Singh	1948-11-04	—	—	747 Ocean Ave, San Antonio, TX, 78286	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-415613	CLM	Beverly Hunter	1996-11-15	—	—	121 Desert Sky Blvd, Plano, TX, 75041	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406587	CLM	Kelly Gordon	1941-07-19	—	—	8001 River Rd, Los Angeles, CA, 90020	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more

9,980 rows, page 114 of 200Previous Next