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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123281	ENR	Andrea Y Patel	2008-04-01	UHC-55738-89	5377891810	9262 Hillcrest Rd, Columbus, OH, 43201	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-100469	ENR	Angela A Wheeler	1952-05-13	UHC-42376-23	9164665774	8966 Elm St, Phoenix, AZ, 85097	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101073	ENR	Emliy U Perkins	2001-10-04	UHC-00203-22	5904764785	1327 Cedar Ln, Fresno, CA, 93715	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-135185	ENR	Rebecca Castillo	1951-09-27	UHC-84696-29	3837443559	5565 Grand Ave, Los Angeles, CA, 90011	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-116087	ENR	Vincent X Vazquez	1970-12-02	UHC-50969-35	6068241208	532 Church St, Minneapolis, MN, 55426	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-142533	ENR	Ronald Cox	—	UHC-07390-48	5279622987	1782 Camelback Rd, Scottsdale, AZ, 85231	0.64	Date of birth unreadable Phone reformatted State name converted to code Email lower-cased+2 more
ENR-113665	ENR	Diana Rujas	1972-11-26	UHC-12739-99	6537635059	8215 Cedar Ln Apt 38, Atlanta, GA, 30320	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107310	ENR	Christine T Ward	1999-12-10	UHC-46328-06	4475706677	1291 Lincoln Way, Mesa, AZ, 85216	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-140831	ENR	Billy L Reed	1953-02-22	UHC-49875-74	7159001020	5374 Apache Blvd, San Antonio, TX, 78209	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108062	ENR	Tyler Knight	2002-04-27	UHC-41760-41	9055100879	6690 Elm St, Dallas, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-109273	ENR	Omar Oliver	2008-10-01	UHC-32622-59	8862881687	7149 Market St, San Diego, CA, 92147	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130513	ENR	Evelyn Nunez	1963-01-20	UHC-17131-13	2904951149	8456 Pine Dr, Austin, TX, 78712	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-118020	ENR	Michelle M Schultz	1957-06-07	UHC-25246-36	8605355818	8375 Forest Ave # 397, Tempe, AZ	0.64	Phone reformatted Member ID reformatted Unit split from street ZIP missing+2 more
ENR-114692	ENR	Charles H Maldonado	1949-05-15	UHC-76931-42	3857732832	4005 Grand Ave, Minneapolis, MN, 55489	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-132690	ENR	Aisha Medina	1999-02-06	UHC-78384-87	3888891822	7802 Ocean Ave, San Antonio, TX, 78270	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-122356	ENR	Willie Ray	1962-02-03	UHC-57120-48	3673968182	4022 Grand Ave, Denver, CO, 80234	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132628	ENR	David Bennett	2008-07-02	UHC-52325-21	6314243075	4502 Sunset Blvd, Los Angeles, CA, 90029	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111753	ENR	Austin Johnston	2004-06-10	UHC-13663-84	3269066372	4118 Church St, Las Vegas, NV, 89196	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112986	ENR	Scott Morris	1976-05-10	UHC-27113-70	5626868750	7172 Central Ave, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-112673	ENR	Ann P Kelley	—	UHC-38082-71	2458416955	2306 Union St, Scottsdale, AZ, 85236	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134298	ENR	Sean Crawford	1993-12-28	UHC-87115-68	7178395461	3979 River Rd, Charlotte, NC, 28276	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110891	ENR	Kayla Chen	1967-01-25	UHC-95675-57	2378351439	8289 Main St, Nashville, TN, 37244	0.64	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
ENR-103818	ENR	Linda A Garrtet	1947-03-01	UHC-52045-15	3724993067	6243 Mesa Dr, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-123758	ENR	Zachary Maldonado	1987-02-22	UHC-14103-56	—	3999 Union St, Houston, TX, 77083	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-115067	ENR	Marcus Armstrong	1950-08-07	UHC-75536-35	—	1828 Market St, Sacramento, CA, 95852	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-120774	ENR	Sara Y Wagner	—	UHC-98016-07	—	5205 Camelback Rd, Glendale, AZ, 85319	0.64	Date of birth missing Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-112961	ENR	Russell I Wagnner	—	UHC-45718-66	4143228396	1814 Grand Ave, Tampa, FL, 33650	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-135082	ENR	Stephanie Spenker	1964-01-02	UHC-20596-65	—	1002 Willow Ct, Seattle, WA, 98135	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-142605	ENR	Dennis L Vasquez	1994-10-20	UHC-73619-83	—	1679 Apache Blvd, Las Vegas, NV, 89126	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-116487	ENR	Yuki O Stevens	—	UHC-99868-56	5702922046	8690 Mesa Dr, Nashville, TN, 37273	0.64	Name re-cased Date of birth unreadable State name converted to code Email lower-cased+2 more
ENR-124985	ENR	Logan Luna	1942-09-06	UHC-90592-70	8793092186	8848 Cedar Ln, Scottsdale, AZ, 85297	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-117133	ENR	Jeremy L Dean	1952-12-02	UHC-08912-03	6474030656	6029 Central Ave, Eden Prairie, MN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-127486	ENR	Michelle Carpenter	1960-07-18	UHC-05548-92	6545111132	8637 Ocean Ave, Chandler, AZ, 85278	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-115869	ENR	Laryr Lawson	1976-03-23	UHC-59354-09	4535314055	4261 Apache Blvd, Phoenix, AZ, 85063	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-108691	ENR	Christina Morales	1947-07-03	UHC-53202-71	7178285395	7231 Broadway Apt 7, Jacksonville, FL, 32255	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-133700	ENR	Eric Sanders	1959-08-27	UHC-95424-50	9545579690	2321 Grand Ave, Orlando, FL, 32817	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-139521	ENR	Saarah Ruse	1953-04-13	UHC-73535-83	7587631917	2108 Indian School Rd, Charlotte, NC	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125472	ENR	Vicky O Ellis	1988-06-14	UHC-96694-67	4129193721	2315 Market St, Las Vegas, NV, 89118	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-136655	ENR	Kyyle E Wilson	1957-10-22	UHC-49295-41	3757597423	834 Oak St, Nashville, TN, 37215	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-109657	ENR	Christina Tran	1991-08-21	UHC-49795-43	4045231229	8794 Cedar Ln Apt 32, Fresno, CA, 93777	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-122215	ENR	Camila Daniels	1945-06-13	UHC-20797-65	5426017294	2438 Sage Ct, Phoenix, AZ, 85053	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127320	ENR	Carol T Turner	1968-07-17	UHC-07012-53	3027430682	6068 Main St, Mesa, AZ, 85230	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-141565	ENR	Patrick M Welch	—	UHC-89309-03	6146469836	4756 Mesa Dr, Mesa, AZ, 85289	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-131348	ENR	Charles Cook	—	UHC-68735-07	—	7669 Hillcrest Rd, Orlando, FL, 32812	0.64	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-137510	ENR	Jack A Warren	1966-02-10	UHC-14785-58	8407697979	7172 Mountain View Dr, Los Angeles, CA, 90037	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-129379	ENR	Joseph Carter	1979-12-15	UHC-97279-29	2537383919	3938 Desert Sky Blvd, Chandler, AZ, 85231	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141165	ENR	Beth N Duncan	1977-10-24	UHC-69532-26	8268116452	328 Hillcrest Rd, Glendale, AZ, 85342	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112623	ENR	Mason M Kelley	—	UHC-29311-14	7348242923	7144 Bayshore Dr, Miami, FL	0.64	Date of birth unreadable Phone reformatted City re-cased ZIP missing+2 more
ENR-102930	ENR	Mark Davis	1951-01-11	UHC-10892-52	6719728064	9675 Camelback Rd, Glendale, AZ, 85350	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-135121	ENR	Lauren Woods	1978-03-14	UHC-04222-70	—	2095 Forest Ave Apt 33, Miami, FL, 33108	0.64	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+2 more

8,934 rows, page 49 of 179Previous Next