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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141552	ENR	Billy R Fisher	1980-06-20	UHC-98030-27	6996269135	1611 Hillcrest Rd Apt 31, Seattle, WA, 98155	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-125805	ENR	Paul Montgomery	—	UHC-33633-18	9275616628	9334 Oak St, Phoenix, AZ, 85024	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-103358	ENR	Julie E Olson	1972-11-08	UHC-69723-76	5783076515	2676 Hillcrest Rd, Jacksonville, FL	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-137078	ENR	Jason R Morgan	2006-04-10	UHC-31457-91	5042718566	2752 Hillcrest Rd, Tampa, FL	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-120144	ENR	Kathryn J Hill	1960-10-10	UHC-93631-55	4632501044	7190 Maple Ave, Jacksonville, FL, 32242	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-133727	ENR	Zachary U Morris	1985-09-28	UHC-13938-46	—	6613 Pine Dr, Fresno, CA, 93723	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-105726	ENR	UJunk	1966-03-12	UHC-76518-54	7278331495	733 Spring St, Los Angeles, CA, 90089	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136457	ENR	Benjamin Mills	1962-04-28	UHC-47258-47	6086557476	4151 Desert Sky Blvd, Orlando, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134815	ENR	Joe B Cox	1954-06-17	UHC-98294-10	7263414021	5787 Sunset Blvd Apt 20, Orlando, FL, 32839	0.50	Phone reformatted Unit split from street State name converted to code Email lower-cased+3 more
ENR-140883	ENR	Sopia E Spencer	1939-06-15	UHC-86480-28	3084757171	7663 Ocean Ave, Houston, TX, 77013	0.50	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+3 more
ENR-117604	ENR	Hamilton U Doris	1949-03-21	UHC-29716-43	8755174672	8807 Indian School Rd Apt 14, Los Angeles, CA, 90063	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-135962	ENR	Henry V Obrien	—	UHC-71537-80	2409165120	1614 Camelback Rd # 839, Atlanta, GA, 30372	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-101507	ENR	Anna Lawrence	1983-12-17	UHC-95417-06	—	9750 Sage Ct, Las Vegas, NV	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
ENR-101506	ENR	Anna Lawrence	1983-12-17	UHC-95417-06	—	9750 Sage Ct, Las Vegas, NV	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
ENR-141186	ENR	Anthony Ward	1982-02-06	UHC-87149-64	9407049238	1081 Pine Dr, Atlanta, GA, 30397	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-126242	ENR	Wayne Davis	1956-05-25	UHC-67278-96	—	4681 Oak St, Eden Prairie, MN, 55309	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-106540	ENR	Austin Jordan	1951-04-05	UHC-02354-94	—	4762 Church St Apt 30, Eden Prairie, MN, 55340	0.50	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-116637	ENR	Sharon Jordan	1940-10-09	UHC-95905-11	4188870161	9743 Ridge Rd, Jacksonville, FL, 32207	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115991	ENR	Lucia T Reid	2007-05-10	UHC-97211-91	7009542204	2443 Washington St, Chandler, AZ, 85245	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112679	ENR	Virginia T Rice	—	UHC-60262-09	5794576783	6678 Lincoln Way, Fresno, CA, 93726	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-137936	ENR	Gloria Chapman	1938-10-11	UHC-10323-58	4782630196	4425 Mesa Dr # 964, Denver, CO, 80291	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-116567	ENR	Jerry Burke	1976-08-18	UHC-38441-26	—	8032 Valley View Dr, Nashville, TN, 37248	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
ENR-134056	ENR	Jusitn I Rojas	1950-01-27	UHC-93944-47	4103007271	5377 Cedar Ln, Mesa, AZ, 85260	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107350	ENR	Jose B Lawrence	1967-12-22	UHC-16741-15	2338899604	9696 Valley View Dr, Atlanta, GA, 30300	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117142	ENR	Diana V Lane	1940-04-01	UHC-50137-28	7683704962	3196 Sunset Blvd, Eden Prairie, MN, 55378	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-124775	ENR	Ahmed Kim	2004-08-23	—	7537218219	4911 Forest Ave # 468, Nashville, TN, 37298	0.50	Name re-cased Phone reformatted Unit split from street State name converted to code+3 more
ENR-131939	ENR	Julia Maldonado	1985-02-06	UHC-81622-15	—	2094 Bayshore Dr, Nashville, TN, 37212	0.50	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
ENR-139174	ENR	Luis Y Stevens	2002-07-18	UHC-41015-83	—	7599 Grand Ave, Sacramento, CA, 95850	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100180	ENR	Gabriel U Olson	1967-05-06	UHC-29339-51	2349179907	2526 Ridge Rd, Eden Prairie, MN	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136804	ENR	Janice Hamilton	1977-02-23	UHC-98453-76	3966720156	6541 Cedar Ln, Las Vegas, NV, 89137	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-134772	ENR	Zachary G Delgado	1993-04-17	UHC-61679-39	9088226788	305 Elm St, Las Vegas, NV, 89168	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-119348	ENR	Mason U Pierce	1970-10-14	UHC-14486-45	7584183726	5979 Maple Ave, San Antonio, TX, 78271	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100773	ENR	Don H Morris	1942-04-15	UHC-50338-69	—	8022 Elm St, San Antonio, TX	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-133929	ENR	Tyler E Warren	1998-12-20	UHC-28073-33	7445982860	1338 Grand Ave, Chandler, AZ, 85241	0.50	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+3 more
ENR-134372	ENR	Stephanie Singh	1974-07-10	UHC-26939-03	5383449865	3553 Ocean Ave, San Diego, CA, 92157	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129456	ENR	Dorothy Wood	1950-05-01	UHC-31545-27	—	7288 Mesa Dr, Jacksonville, FL, 32293	0.50	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-103456	ENR	Virginia M Moore	1952-11-16	UHC-66744-78	7366392874	6835 Pine Dr Apt 26, Miami, FL, 33172	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-111815	ENR	Shirley Hamilton	1965-04-13	UHC-34685-86	2013063578	7853 Ridge Rd, Atlanta, GA, 30328	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-105977	ENR	Ahmed R Hill	1939-10-14	UHC-13347-11	—	6465 Spring St, Tempe, AZ, 85249	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-101568	ENR	Ethan Maldonado	1970-10-25	UHC-81823-63	5677378172	2378 Sunset Blvd, Phoenix, AZ, 85028	0.50	Name re-cased Phone reformatted SSN last four extracted State name converted to code+3 more
ENR-134481	ENR	Cynthia T Robinson	1969-08-26	UHC-25770-44	2334150499	1360 Meadow Ln, Houston, TX, 77037	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-104787	ENR	Sean Clark	1973-12-09	UHC-83360-30	—	6639 Mountain View Dr, Sacramento, CA, 95813	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-123919	ENR	Diana H Black	—	UHC-32855-08	—	4681 Forest Ave, Phoenix, AZ, 85070	0.50	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
ENR-118488	ENR	Amanda Shaw	—	UHC-91321-72	8639911050	7331 Washington St, Columbus, OH, 43256	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104543	ENR	Betty Alvarez	1972-04-14	UHC-47990-27	—	5477 Mountain View Dr, Scottsdale, AZ, 85223	0.50	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
ENR-116625	ENR	Elizabeth N Chapman	1944-12-23	UHC-12513-30	8676977543	2615 Ridge Rd, San Antonio, TX	0.50	Street suffix standardised Address re-cased ZIP missing Email lower-cased+3 more
ENR-109722	ENR	Natalie W Wang	2000-08-13	UHC-11557-27	4885065406	5773 Baseline Rd Apt 33, Minneapolis, MN, 55489	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-111855	ENR	Ruth Lewis	1970-09-20	UHC-46141-66	7488133012	4673 Market St, Sacramento, CA, 95801	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-138385	ENR	Lucia P Ellis	1972-09-15	UHC-81593-46	9297806190	1316 Sage Ct, Chandler, AZ, 85252	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106118	ENR	Mary A Wilson	2008-01-16	UHC-13806-99	—	5888 Canyon Rd Apt 34, Los Angeles, CA	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more

16,916 rows, page 28 of 339Previous Next