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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104044	ENR	Nicholas Carter	1938-12-23	UHC-84056-95	—	8213 Apache Blvd, Orlando, FL, 32843	0.66	Name re-cased ZIP+4 trimmed Email lower-cased Gender normalised+1 more
CLM-402171	CLM	Kathryn Stone	1968-08-16	UHC-92523-76	—	4756 Pine Dr, Seattle, WA, 98131	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-415617	CLM	Linda E Green	1970-08-10	—	—	8032 Valley View Dr, Los Angeles, CA, 90038	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-427864	CLM	Jackie M Young	1990-01-01	—	—	5721 Valley View Dr, Gilbert, AZ, 85223	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119907	ENR	Adam MJunk	2008-10-07	UHC-57645-54	2343159020	2956 Sage Ct, Minneapolis, MN, 55474	0.66	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
ENR-116921	ENR	Sharon Ray	2002-08-08	UHC-31560-49	4045423475	7588 Mountain View Dr, San Diego, CA, 92197	0.66	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+1 more
TPA-52272	TPA	Jeremy Garrett	1996-11-08	—	—	2455 Pine Dr, Nashville, TN, 37279	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-417415	CLM	Angela Martin	2006-02-23	UHC-26771-60	5632274890	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-121757	ENR	Jack Bowman	1940-04-17	UHC-69037-54	3062909753	8293 Washington St, Gilbert, AZ	0.66	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+1 more
ENR-134415	ENR	Charlotte J Rojas	2006-06-13	UHC-76391-19	8674047573	5721 Canyon Rd, Mesa, AZ, 85252	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-405177	CLM	Mariana I Carlson	1958-07-21	—	7908141957	3744 Elm St, Minneapolis, MN, 55474	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-121325	ENR	Seen Stevens	1954-05-02	UHC-84145-15	3837564779	5789 Desert Sky Blvd, Mesa, AZ, 85223	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111358	ENR	Betty X Lane	1954-10-14	UHC-10795-17	3292310052	8950 Ridge Rd, Gilbert, AZ, 85275	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-109510	ENR	Stephen P Carr	1966-01-10	UHC-87662-88	7807311419	6489 Main St, Jacksonville, FL, 32297	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
TPA-54598	TPA	Nathan Hall	1939-08-26	—	—	7748 Bayshore Dr, Austin, TX, 78735	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-50135	TPA	Marc Mendoza	1995-05-19	—	—	9058 Maple Ave, Los Angeles, CA, 90037	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-123631	ENR	Jacqueline Sanders	1951-07-10	UHC-15346-56	2998888429	737 Grand Ave, Glendale, AZ, 85335	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-132174	ENR	Frank P White	1949-01-19	UHC-22204-04	3194128476	6866 Canyon Rd, Tucson, AZ, 85718	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105816	ENR	Daniel Dixon	1989-10-18	UHC-67601-44	6385411705	7318 Camelback Rd, San Antonio, TX, 78245	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-142995	ENR	Joyce Henry	1995-02-16	UHC-60364-77	7735758245	7448 Cedar Ln, Chandler, AZ, 85270	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-123183	ENR	Fatima Willis	1950-08-09	UHC-56598-64	9726188362	4892 Pine Dr, Atlanta, GA, 30316	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58804	TPA	Frank D Simmons	1950-01-23	—	—	1973 Harbor Blvd, Glendale, AZ, 85385	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-61533	TPA	Mateo Sims	1959-11-11	—	9544372608	7841 Bayshore Dr, Phoenix, AZ, 85007	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-416790	CLM	Fatima Bryant	2001-06-19	UHC-81628-53	—	5830 Willow Ct, Fresno, CA, 93700	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-418992	CLM	Sofia I Rioos	1992-06-06	UHC-21043-75	8688752423	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-56992	TPA	Kelly Contreras	1992-03-23	UHC-65136-03	—	9844 Valley View Dr, Las Vegas, NV, 89120	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
PRV-26885	PRV	Rob Watkins	2001-07-07	UHC-29270-37	—	8144 Grand Ave, Dallas, TX, 75245	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-125289	ENR	Elijh W Munoz	1957-11-23	UHC-27461-26	—	7576 Jefferson Ave, Houston, TX, 77004	0.66	Two-digit birth year Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-138949	ENR	Helen Lucas	1983-10-06	UHC-91125-34	9169237424	6748 Sage Ct, Seattle, WA, 98124	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-129860	ENR	Juan N Maldonado	1983-09-16	UHC-34179-24	4179019329	2110 Forest Ave, Gilbert, AZ, 85233	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62245	TPA	Emily Obrien	1941-06-06	—	—	1389 Lincoln Way, Atlanta, GA, 30392	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-103814	ENR	Judy Alvarez	1944-05-23	UHC-57080-69	9886909219	8261 Sage Ct, Denver, CO, 80282	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-421002	CLM	Debra Garza	1984-04-28	UHC-51147-76	—	6588 Ocean Ave, Columbus, OH, 43243	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-101186	ENR	Lori Dixon	1940-09-23	UHC-20645-16	6196325897	2347 Sunset Blvd, Plano, TX, 75003	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-103200	ENR	Barbara C McDonald	1983-01-14	UHC-32514-51	2866940840	2086 Washington St, Charlotte, NC, 28227	0.66	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+1 more
ENR-125437	ENR	Loggan T Jackson	1969-01-22	UHC-90847-43	2428954431	5972 Bayshore Dr, San Diego, CA, 92133	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-113772	ENR	Austin A Herrera	2002-09-12	UHC-67378-94	8336976854	3503 Oak St, San Diego, CA, 92162	0.66	Name re-cased SSN last four extracted Email lower-cased Gender normalised+1 more
ENR-123654	ENR	Joshua W Tran	2003-08-04	UHC-48255-08	8838343537	700 Market St, Seattle, WA, 98101	0.66	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+1 more
PRV-20140	PRV	Joan Bryant	1958-12-01	—	5253887592	6477 Spring St, Mesa, AZ, 85287	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-108551	ENR	Ryan Larson	1957-01-25	UHC-84428-67	4176303139	3446 Hillcrest Rd, Tampa, FL, 33622	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-415907	CLM	Alexis Reynolds	1988-03-04	—	—	5890 Harbor Blvd, Glendale, AZ, 85387	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-111565	ENR	Linda B Wang	1951-03-02	UHC-62194-36	5513530861	4440 Broadway, Austin, TX	0.66	Address re-cased City re-cased ZIP missing Email lower-cased+1 more
TPA-58712	TPA	Noah Greene	1950-02-17	—	6764416981	1784 River Rd, Atlanta, GA, 30300	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-136818	ENR	Nancy M Welch	1953-10-02	UHC-99296-28	—	8417 Central Ave, Minneapolis, MN, 55414	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55275	TPA	Megan Herrera	1991-02-23	—	—	4453 Indian School Rd, Denver, CO, 80228	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-417473	CLM	Grace Coleman	1983-09-28	UHC-12992-59	7408669557	9679 Meadow Ln, Tucson, AZ, 85711	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-403098	CLM	Sam Jensen	1962-07-24	—	7375593553	8073 Central Ave, Fresno, CA, 93739	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
TPA-60780	TPA	Deborah Grant	1942-10-14	UHC-98028-76	6849207501	4908 Ridge Rd, Chandler, AZ, 85203	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-63424	TPA	Vincent Meyer	1984-12-22	—	3678386470	237 Sage Ct, Plano, TX, 75014	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-410926	CLM	Rachel Willis	1975-12-03	UHC-19492-19	—	12 Ocean Ave, Charlotte, NC, 28279	0.66	Date of birth reformatted State code upper-cased ZIP+4 trimmed Gender normalised+1 more

16,828 rows, page 195 of 337Previous Next