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

Enrollment, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-124873	ENR	Aisha P Morrison	2006-04-13	UHC-15863-85	3559735208	3540 Maple Ave, Houston, TX, 77081	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137526	ENR	Ben Hcks	1968-09-17	UHC-96945-10	9892746054	3782 Jefferson Ave, Tucson, AZ, 85701	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-122447	ENR	Andrea E Beell	1940-01-26	UHC-37247-96	5179991466	9349 Lake View Rd, Gilbert, AZ, 85250	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-115082	ENR	Maria Foster	1953-10-06	UHC-88787-54	7788502812	5575 Central Ave, Fresno, CA, 93722	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111339	ENR	Arthur K Lucas	1982-09-11	UHC-03901-28	9684261240	2547 Ocean Ave, Nashville, TN, 37228	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-129900	ENR	Cynthia Ortega	2002-07-08	UHC-54454-59	2574457724	3415 Canyon Rd, Nashville, TN, 37299	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107446	ENR	Jacqueline V Fowler	1999-12-16	UHC-41947-43	2752865146	1885 Central Ave, Jacksonville, FL, 32221	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109983	ENR	Barbara Rojas	1974-05-22	UHC-91769-61	3116896591	8037 Church St, Miami, FL, 33161	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-127756	ENR	Arthur T Parker	1971-03-13	UHC-20503-28	9207608700	680 Park Pl, Chandler, AZ, 85241	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126996	ENR	Bradley Foster	1992-10-12	UHC-61179-72	3692183356	8231 Grand Ave, Tempe, AZ, 85290	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124142	ENR	Melissa Peters	1963-11-08	UHC-15810-24	3029277697	1103 Forest Ave, Eden Prairie, MN, 55386	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-118941	ENR	Walter J Cruz	2003-11-07	UHC-56734-59	—	485 Washington St, Gilbert, AZ	0.64	Date of birth reformatted City re-cased State name converted to code ZIP missing+2 more
ENR-135410	ENR	Cynthia E Sandoval	1945-04-07	UHC-16642-49	6766489341	5297 Elm St, San Antonio, TX, 78254	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121157	ENR	Christine T Edwards	1969-05-22	UHC-19900-65	4294794897	2240 Desert Sky Blvd, Columbus, OH, 43262	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-119877	ENR	Carolyn Greene	1943-06-09	UHC-92702-38	2807018511	3861 Baseline Rd, Seattle, WA, 98112	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126206	ENR	Sara E Schultz	1949-10-05	UHC-16036-07	8457522272	7856 Union St, Atlanta, GA, 30347	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101272	ENR	Joey I Gilbert	1946-07-21	UHC-99845-01	3513213461	2818 Bayshore Dr, Tucson, AZ	0.64	Phone reformatted City re-cased State name converted to code ZIP missing+2 more
ENR-125984	ENR	Steven F Franklin	1987-07-04	UHC-52669-83	9306940761	5874 Park Pl, Houston, TX, 77065	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127470	ENR	Nicholas G Alexander	1955-02-23	UHC-81486-07	5466950028	6174 Central Ave, San Diego, CA, 92154	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114011	ENR	Sofia Webb	—	UHC-71462-42	7009545390	3993 Highland Ave, Orlando, FL, 32802	0.64	Date of birth unreadable Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-120108	ENR	Janet Y Reynolds	1948-12-05	UHC-15656-39	7705831433	2594 Cedar Ln, Nashville, TN, 37225	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-128544	ENR	Ethan Guzman	1986-02-17	UHC-33032-60	2715393774	684 River Rd, Las Vegas, NV, 89119	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137950	ENR	Loir Miller	1942-02-11	UHC-11050-43	9055430691	138 Harbor Blvd, Nashville, TN, 37242	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105410	ENR	Ahmed Y Perez	1941-05-09	UHC-47618-85	9662242443	3435 Broadway, Sacramento, CA, 95811	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-115692	ENR	Alexis P Sandoval	1985-08-01	UHC-93415-14	4394565375	5926 Valley View Dr, Tucson, AZ, 85745	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-100475	ENR	Rachel E Knight	1954-09-26	UHC-26205-18	9432327255	2999 Canyon Rd, Minneapolis, MN, 55423	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123414	ENR	Debra V Oliver	2005-11-05	UHC-96451-85	7474998161	676 Washington St, Columbus, OH, 43236	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
ENR-132411	ENR	Jaun B Carroll	1973-09-04	UHC-99840-10	5817918030	2647 Sage Ct, Sacramento, CA, 95870	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123108	ENR	Kelly Edwards	2004-12-24	UHC-92632-23	9095066660	150 Lincoln Way, Eden Prairie, MN	0.64	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-122983	ENR	Carolyn H Guzman	1967-06-08	UHC-42076-73	4613107599	963 Bayshore Dr, Tucson, AZ, 85739	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131049	ENR	Billy Dean	1979-11-24	—	5519135207	3731 Bayshore Dr, Miami, FL, 33194	0.64	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
ENR-123078	ENR	Gloria J Simpson	1956-08-27	UHC-36962-36	7096947847	4897 Oak St, Atlanta, GA, 30301	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-136309	ENR	Sarah N Washington	1975-02-02	UHC-90115-28	3136396837	7915 Meadow Ln, Fresno, CA, 93757	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124679	ENR	Robert B Washington	1969-04-03	UHC-52616-95	9322149169	5496 Spring St, Atlanta, GA, 30365	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132686	ENR	Craol C Meyyer	1979-07-21	UHC-67181-84	2429489581	3897 Camelback Rd, Nashville, TN, 37265	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137979	ENR	Fatima Z Sandoval	1958-05-28	UHC-97575-26	6607243580	2226 Elm St, Seattle, WA, 98146	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-133924	ENR	Santiago Shaw	1950-05-04	UHC-52385-99	7428256905	6613 Harbor Blvd, Phoenix, AZ, 85084	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140768	ENR	Madison Ortega	2005-08-14	UHC-04560-91	6087088136	689 Lincoln Way, San Antonio, TX, 78232	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125591	ENR	Dylan W Morgan	1981-01-19	UHC-86195-65	3859932206	790 Broadway, Seattle, WA, 98119	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-132517	ENR	Kelly Carpenter	2004-07-26	UHC-64131-81	9015597621	9304 Mountain View Dr, Orlando, FL, 32878	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-128266	ENR	Christine Simpson	1983-04-24	UHC-84786-76	9419304036	4139 Palm Dr, Nashville, TN, 37269	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101360	ENR	Cynthia K Delgado	1944-05-25	UHC-58331-57	6984269363	8420 Oak St, Sacramento, CA, 95883	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-127421	ENR	Olivia Rojas	1938-02-03	UHC-14325-16	7802156731	8531 Ocean Ave, Las Vegas, NV, 89191	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133293	ENR	Bobby I Martin	1957-07-06	UHC-94655-70	8695876767	2580 Apache Blvd, Chandler, AZ, 85263	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-113625	ENR	Camila H Hamilton	—	UHC-11513-95	9793806921	2058 Broadway, San Antonio, TX, 78253	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
ENR-120784	ENR	Daniel Henry	1994-05-09	UHC-35049-99	6498581674	8016 Maple Ave, Eden Prairie, MN, 55363	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115390	ENR	Patrick Flores	1988-01-24	UHC-57340-93	5786280882	6167 Oak St, Charlotte, NC, 28236	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-134580	ENR	Shirley Soto	1948-09-15	UHC-96595-31	3274211075	6577 Baseline Rd, Nashville, TN, 37217	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101425	ENR	Judith G Maldonado	1966-12-02	UHC-84739-37	2697593112	6832 Jefferson Ave, Atlanta, GA, 30382	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-118755	ENR	Albert R Watson	1984-01-26	UHC-54144-28	2924054334	8403 Sage Ct, Las Vegas, NV, 89182	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more

4,296 rows, page 54 of 86Previous Next