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
TPA-59604	TPA	Eric James	1977-02-03	UHC-07217-69	—	1977 Lincoln Way, Houston, TX, 77000	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-132414	ENR	Karen Perez	1939-01-22	UHC-71408-38	4585260815	5839 Broadway, Tucson, AZ, 85776	0.78	Phone reformatted Member ID reformatted Address re-cased Gender normalised+1 more
CLM-426246	CLM	Samuel George	2008-12-03	UHC-58433-14	—	2754 Cedar Ln, Denver, CO, 80222	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-111514	ENR	Mari Fernandez	1962-12-10	UHC-85600-60	9786428180	9762 Forest Ave, Gilbert, AZ, 85255	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-108605	ENR	Roy O Johnson	1984-01-28	UHC-64817-51	2839654612	5195 Pine Dr, Denver, CO, 80281	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-102899	ENR	Jeremy P Chen	1984-02-25	UHC-89276-81	9288435242	8578 Union St, Columbus, OH, 43238	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-411392	CLM	Lori Q Jordan	1985-05-24	UHC-12979-70	7214927607	3367 Ocean Ave, Mesa, AZ, 85209	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-108020	ENR	Nicholas Phillips	1973-08-13	UHC-69168-32	4377431520	843 Sage Ct, Scottsdale, AZ, 85210	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-138437	ENR	Danielle Y Burnns	1999-03-01	UHC-10952-98	8124475539	9531 Indian School Rd, Tucson, AZ, 85756	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-126993	ENR	James Wright	1993-08-27	UHC-88515-11	6378552459	8840 Cedar Ln, Columbus, OH, 43225	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Email lower-cased+1 more
PRV-29449	PRV	Benjamin Walker	1995-12-12	UHC-70830-99	5879180816	4431 Union St, Jacksonville, FL	0.78	Date of birth reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
ENR-122253	ENR	Doris Rcihards	1980-11-26	UHC-30582-10	4523264380	9764 Cedar Ln, Houston, TX, 77004	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-400434	CLM	Sufia Ramirez	1990-01-13	UHC-63477-58	—	3330 Lincoln Way, Tampa, FL, 33688	0.78	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-400435	CLM	Sufia Ramirez	1990-01-13	UHC-63477-58	—	3330 Lincoln Way, Tampa, FL, 33688	0.78	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+1 more
ENR-125991	ENR	Gerald Q Anderson	1945-02-25	UHC-82667-02	7266486425	8501 Willow Ct, Fresno, CA, 93703	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-423531	CLM	Ronald Reid	1953-06-20	UHC-88429-29	4767887847	6622 Park Pl, Scottsdale, AZ, 85277	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-108937	ENR	Marilyn G Peters	2008-04-10	UHC-57980-91	7704149392	9318 Elm St, Plano, TX, 75046	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-409188	CLM	Anna Hall	2001-04-04	UHC-10415-23	9816328969	1680 Jefferson Ave, Miami, FL, 33114	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-405476	CLM	Ann Simpson	1975-01-13	UHC-91154-93	—	63 Indian School Rd, Tempe, AZ, 85297	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-121364	ENR	Ronald Grant	1953-12-14	UHC-05873-46	8935689909	4249 Central Ave, Fresno, CA, 93732	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-119283	ENR	Philip F Shaw	1960-12-18	UHC-81336-84	9492235526	9709 Highland Ave, Charlotte, NC, 28261	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-117482	ENR	Kathleen Oliver	—	UHC-06058-18	8456420416	3595 Spring St, Tampa, FL, 33603	0.78	Date of birth reformatted Date of birth unreadable Phone reformatted Member ID reformatted+1 more
CLM-427274	CLM	Maria H Stewart	2006-12-26	UHC-45508-52	—	9251 Pine Dr, Eden Prairie, MN, 55398	0.78	Member ID reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-112983	ENR	Madison C Washington	1976-11-19	UHC-75175-92	—	8244 Hillcrest Rd, Glendale, AZ, 85391	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-127182	ENR	Bradley Nichols	1972-07-01	UHC-18442-65	3244790028	6869 Spring St, Orlando, FL, 32871	0.78	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+1 more
CLM-424793	CLM	Tyler Waber	1967-01-20	UHC-32985-45	2105690851	5659 Main St, Las Vegas, NV, 89166	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-130034	ENR	Joan G Harrt	2006-05-10	UHC-20264-66	—	5336 Church St # 302, Glendale, AZ, 85384	0.78	Name re-cased Member ID reformatted Unit split from street Email lower-cased+1 more
ENR-117772	ENR	Luis X Gray	2007-11-21	UHC-12522-66	2559086145	8034 Park Pl, Fresno, CA, 93719	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-128328	ENR	Shirley Yang	1953-08-08	UHC-48664-66	—	699 Baseline Rd, Atlanta, GA, 30395	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-120572	ENR	Cheryl K Nunez	1974-03-17	UHC-63912-51	8004872922	3118 Elm St, Scottsdale, AZ, 85255	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-140961	ENR	Terry Y Williams	1939-10-17	UHC-02175-32	—	2679 Ocean Ave, Glendale, AZ, 85377	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-134919	ENR	Anthoyn Martin	1979-08-27	UHC-09874-88	6805453420	1285 Desert Sky Blvd, Denver, CO, 80230	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-122956	ENR	Angela Martin	2006-02-23	UHC-26771-60	5632274890	3353 Ridge Rd, Tucson, AZ, 85795	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-131999	ENR	Carol M Freeman	1950-09-10	UHC-15773-89	8808793470	7771 Ridge Rd, Scottsdale, AZ, 85233	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-140038	ENR	Christina Hughes	1969-09-24	UHC-01236-68	6696632859	5812 Washington St, Fresno, CA, 93713	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-138867	ENR	Jack Q Russsell	1988-05-10	UHC-27429-97	2157425295	8387 Maple Ave, Tucson, AZ, 85745	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-107334	ENR	Steven V Silva	1976-05-11	UHC-27793-12	6584081788	636 Maple Ave, Austin, TX, 78765	0.78	Middle initial moved out of first name Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-427795	CLM	Camial E Parker	1957-05-01	UHC-18232-09	—	—	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-119653	ENR	Willliam K Warren	1983-04-21	UHC-39909-15	3583706118	7504 Ocean Ave, San Diego, CA, 92151	0.78	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
ENR-109800	ENR	Ronald Martin	—	UHC-22083-96	4684218930	—	0.78	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+1 more
ENR-111297	ENR	Rachel J Barnes	1963-03-17	UHC-28006-64	8755539012	1369 Park Pl, Tampa, FL, 33691	0.78	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+1 more
PRV-20979	PRV	Ryan Patel	2008-04-15	UHC-56279-29	5068686599	2016 Pine Dr, San Antonio, TX, 78270	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-137669	ENR	Omar R Cruz	1940-02-18	UHC-81755-94	5687368832	4576 Jefferson Ave, Phoenix, AZ, 85002	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-417636	CLM	Wayne Carter	1991-01-27	UHC-02070-94	—	473 Forest Ave, Plano, TX, 75038	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-142178	ENR	Ethan F Reyse	1939-12-13	UHC-75336-04	3386410619	5303 Broadway, Seattle, WA, 98135	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-114739	ENR	Mei V Valdez	1972-07-24	UHC-72383-79	8669065396	6670 Highland Ave, Jacksonville, FL, 32225	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-141446	ENR	Ruth F Mejia	1994-02-05	UHC-04349-37	5244507176	4936 Ocean Ave, Seattle, WA, 98130	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-420951	CLM	Hiroshi Montgomery	1976-04-17	UHC-28875-07	7828558376	1778 Ridge Rd, Miami, FL, 33123	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-143079	ENR	Valentina H Jacobs	1974-08-06	UHC-49399-41	—	7801 Spring St, Las Vegas, NV, 89133	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-129941	ENR	Scott Maldonado	1988-06-23	UHC-89726-61	—	5599 Palm Dr, Atlanta, GA, 30317	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

7,723 rows, page 100 of 155Previous Next