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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104807	ENR	Victoria E Moore	2003-01-28	UHC-12825-45	6814370809	9635 Harbor Blvd, Orlando, FL	0.76	Phone reformatted ZIP missing Email lower-cased Plan code upper-cased+2 more
CLM-414322	CLM	Heather Nelson	1950-11-11	UHC-40310-14	3584197871	7856 Jefferson Ave, Houston, TX	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-101912	ENR	Ahmed R Grant	1946-05-15	UHC-33822-70	6802750928	3106 Pine Dr, Chandler, AZ	0.76	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
TPA-53028	TPA	Jonathan Johnson	1946-02-08	—	—	2808 Broadway, Dallas, TX	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-423266	CLM	Emma Jacobs	1996-10-14	UHC-65539-03	5969700598	3329 Lake View Rd, Denver, CO	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
TPA-64049	TPA	Julie Evans	1978-10-16	UHC-51135-08	—	847 Sage Ct, Tucson, AZ	0.76	Date of birth reformatted Member ID reformatted City re-cased ZIP missing+2 more
CLM-408456	CLM	Zachhary Anderson	1946-11-23	UHC-40167-32	5077621452	650 Mountain View Dr, Los Angeles, CA	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
ENR-125006	ENR	Jordan Gary	1977-03-09	UHC-50033-62	2163311280	1759 Broadway, Austin, TX	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-27784	PRV	Mark Holmes	1985-06-05	—	6576990025	9633 River Rd, Houston, TX	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
ENR-125862	ENR	Doris J Henderson	1976-10-24	UHC-34202-89	—	3173 Valley View Dr, Houston, TX	0.76	Name re-cased Date of birth reformatted State code upper-cased ZIP missing+2 more
ENR-140697	ENR	Adam Sanduval	1953-10-27	UHC-00748-96	6173363432	5983 Forest Ave, Chandler, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
PRV-24296	PRV	Gloria Schmidt	1947-09-08	—	3869222678	7128 Lincoln Way, Plano, TX	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-118187	ENR	Priya O Gonzales	1946-02-20	UHC-69041-60	6446722901	8243 Hillcrest Rd, Nashville, TN	0.76	Date of birth reformatted Phone reformatted ZIP missing Plan code upper-cased+2 more
ENR-132550	ENR	Lawrence King	1965-02-16	UHC-50289-20	2628417769	8299 Maple Ave, Glendale, AZ	0.76	Name re-cased City re-cased State code upper-cased ZIP missing+2 more
CLM-410402	CLM	Brian Hall	1946-06-06	UHC-70681-11	7728331312	7724 Ridge Rd, Dallas, TX	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP missing+2 more
TPA-56079	TPA	Roger Stewart	1968-02-21	—	9217988735	6205 Sage Ct, Scottsdale, AZ	0.76	Name re-cased Date of birth reformatted ZIP missing Email lower-cased+2 more
CLM-406389	CLM	Wei Mejia	1960-05-08	UHC-25353-07	4585152998	7400 Apache Blvd, Los Angeles, CA	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
CLM-405510	CLM	Larry V Dean	1985-10-03	—	6533495722	2609 Spring St, Jacksonville, FL	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
TPA-52497	TPA	Jackie Fowler	1999-12-16	UHC-41947-43	—	1885 Central Ave, Jacksonville, FL	0.76	Date of birth reformatted City re-cased ZIP missing Plan code upper-cased+2 more
ENR-140288	ENR	Camila A Casttillo	2000-07-24	UHC-26142-58	3084750346	7096 Central Ave, Tampa, FL	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-102275	ENR	Arjnu P Palmer	1989-03-27	UHC-13468-70	9487823154	8775 Elm St, Mesa, AZ	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP missing+2 more
PRV-28651	PRV	Dylan R Fuller	1938-03-20	UHC-49709-97	6133801722	9644 Indian School Rd, Miami, FL	0.76	Phone reformatted Member ID reformatted State code upper-cased ZIP missing+2 more
ENR-137408	ENR	Arthur Dunnn	1994-02-12	UHC-59490-98	2355678859	6403 Broadway, San Diego, CA	0.76	Name re-cased Phone reformatted Address re-cased ZIP missing+2 more
ENR-124201	ENR	Christine Wilson	1976-04-22	UHC-06620-20	—	9378 Canyon Rd, Charlotte, NC	0.76	Name re-cased Date of birth reformatted State code upper-cased ZIP missing+2 more
ENR-131879	ENR	Danielle F Patterson	1947-08-04	UHC-68603-82	7465963510	5328 Elm St, Fresno, CA	0.76	Date of birth reformatted Phone reformatted State code upper-cased ZIP missing+2 more
ENR-131880	ENR	Danielle F Patterson	1947-08-04	UHC-68603-82	7465963510	5328 Elm St, Fresno, CA	0.76	Date of birth reformatted Phone reformatted State code upper-cased ZIP missing+2 more
PRV-28572	PRV	Sara Williams	1973-12-22	—	6887004716	5037 Washington St, Seattle, WA	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
ENR-132020	ENR	Charles T Nguyen	1981-01-23	UHC-11107-77	6186847915	7463 Forest Ave, Sacramento, CA	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
ENR-128076	ENR	Martha Medina	1958-10-18	UHC-68694-09	5597957478	7446 Central Ave, Atlanta, GA	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
ENR-100804	ENR	Russell J Carlson	1972-11-07	UHC-54250-93	2932613023	1405 Valley View Dr, Orlando, FL	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-417652	CLM	Joseph C Hansen	1940-08-18	UHC-21743-38	—	6929 Broadway, Houston, TX	0.78	Name re-cased Date of birth reformatted Address re-cased ZIP missing+1 more
ENR-128428	ENR	Philip Q Schmidt	2000-12-08	UHC-62139-96	4006656162	7365 Harbor Blvd, Gilbert, AZ	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
CLM-417655	CLM	Roy Powell	1957-05-17	UHC-89409-50	5362413046	5845 Main St, Dallas, TX	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
CLM-411124	CLM	Madison Rois	1983-03-13	UHC-86944-52	—	8428 Desert Sky Blvd, Eden Prairie, MN	0.78	Name re-cased Member ID reformatted ZIP missing Whitespace trimmed+1 more
CLM-404719	CLM	Karen Walker	1964-08-19	—	4455396447	8920 Grand Ave, Denver, CO	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-140730	ENR	Heather B Johnson	1984-05-27	UHC-96131-59	3595371076	190 Spring St, Denver, CO	0.78	Phone reformatted ZIP missing Email lower-cased Plan code upper-cased+1 more
PRV-23991	PRV	Alice X Baker	1952-04-16	UHC-01066-48	7382400525	2666 Church St, Gilbert, AZ	0.78	Phone reformatted ZIP missing Email lower-cased Whitespace trimmed+1 more
ENR-107416	ENR	Grace Perkins	1984-11-05	UHC-88398-03	7659802302	9217 Lincoln Way, Sacramento, CA	0.78	Date of birth reformatted City re-cased State code upper-cased ZIP missing+1 more
ENR-130157	ENR	Lucia U Bishop	1967-11-15	UHC-00972-20	2056440234	535 Spring St, Tampa, FL	0.78	Name re-cased ZIP missing Email lower-cased Plan code upper-cased+1 more
ENR-124668	ENR	Nancy Morgan	1988-01-04	UHC-00704-56	—	1598 Canyon Rd, Minneapolis, MN	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
ENR-121154	ENR	Lauren Pena	1974-01-10	UHC-82250-91	5544028023	5096 Hillcrest Rd, Dallas, TX	0.78	Date of birth reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
ENR-101884	ENR	Albert V Castro	1982-05-10	UHC-91693-71	3903443809	3576 Desert Sky Blvd, Sacramento, CA	0.78	Name re-cased Phone reformatted ZIP missing Plan code upper-cased+1 more
ENR-110183	ENR	Christina Young	1946-01-15	UHC-65599-85	4533544179	1509 Maple Ave, Denver, CO	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
TPA-59874	TPA	Bobby Wilson	1980-12-08	UHC-65025-01	—	2048 Lake View Rd, San Antonio, TX	0.78	Date of birth reformatted City re-cased ZIP missing Whitespace trimmed+1 more
ENR-101018	ENR	Mei T Parker	1994-08-21	UHC-57662-13	6649460948	9632 Baseline Rd, Fresno, CA	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-129568	ENR	Jeremy Fernandez	1952-09-27	UHC-18768-76	8967108812	1634 Market St, Dallas, TX	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
PRV-24547	PRV	Carolyn Jordan	1952-10-12	—	9293703365	3878 Market St, Charlotte, NC	0.78	Date of birth reformatted City re-cased ZIP missing Whitespace trimmed+1 more
ENR-111271	ENR	Larry Y Payne	1969-07-14	UHC-85781-09	6483426301	2134 Pine Dr, Sacramento, CA	0.78	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+1 more
TPA-63207	TPA	Barrbara Peters	1951-04-10	—	6223928410	4436 Maple Ave, Tampa, FL	0.78	City re-cased ZIP missing Email lower-cased Whitespace trimmed+1 more
CLM-407232	CLM	Jesse West	1943-11-04	UHC-31130-48	6607454908	9522 Maple Ave, Atlanta, GA	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more

7,146 rows, page 119 of 143Previous Next