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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133229	ENR	Jeremy Cruz	1952-07-06	UHC-05311-82	3644865549	6553 River Rd # 231, Orlando, FL, 32829	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-138966	ENR	Gloria Martin	1989-09-15	UHC-38570-43	6596731875	6216 Canyon Rd # 284, Miami, FL, 33155	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-407209	CLM	Henry X Roberts	1969-10-21	UHC-17992-75	6856078523	7955 Sage Ct Apt 12, Chandler, AZ, 85285	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418673	CLM	Kyle Wallace	1979-06-21	UHC-43398-94	—	4635 Indian School Rd Apt 11, Tempe, AZ, 85290	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418114	CLM	Kimberly Burns	1982-01-20	—	—	3423 Camelback Rd Apt 19, Tempe, AZ, 85256	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-59245	TPA	Mari X Rivera	1989-09-25	—	—	6492 River Rd # 541, Glendale, AZ, 85353	0.64	Unit split from street Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-111308	ENR	Tim George	1951-04-03	UHC-97376-17	6778141778	397 Sage Ct Apt 38, Denver, CO, 80240	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-27903	PRV	Melissa N Bennett	1966-01-21	UHC-74500-76	7775805824	9773 Indian School Rd Apt 39, Los Angeles, CA, 90071	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-27171	PRV	Evelyn Lawon	1997-12-10	—	4807609382	2187 Willow Ct # 675, Minneapolis, MN, 55402	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-421030	CLM	Evelyn Q Matthews	1950-08-19	UHC-50807-12	3699550722	3422 Market St Apt 11, Chandler, AZ, 85260	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-124678	ENR	Robert B Washington	1969-04-03	UHC-52616-95	9322149169	8721 Apache Blvd Apt 8, Miami, FL, 33146	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
TPA-55617	TPA	Emily Murray	1992-02-20	UHC-96474-99	—	8357 Spring St # 750, Charlotte, NC, 28293	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-105446	ENR	Richarrd U Matthews	1958-07-27	UHC-04859-74	8945794523	276 Ridge Rd Apt 23, Orlando, FL, 32857	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426506	CLM	Jordan Walker	1988-02-19	UHC-96381-04	2524509237	3465 Union St # 959, Columbus, OH, 43291	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-424141	CLM	Donald R Hudson	1976-01-19	UHC-43303-53	—	6764 Baseline Rd # 526, Charlotte, NC, 28284	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112211	ENR	Brian U Bailey	1953-03-26	UHC-51571-55	8239601059	4358 Indian School Rd # 401, Los Angeles, CA, 90033	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-25384	PRV	Christopheer Cunningham	1990-03-02	—	8775872086	9136 Apache Blvd # 867, Seattle, WA, 98120	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-138289	ENR	Noah D George	1956-09-22	UHC-49449-53	7209121097	2933 Pine Dr Apt 31, Las Vegas, NV, 89197	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-140139	ENR	Diane L Fisher	1984-02-16	UHC-53365-30	2767398459	4157 Church St Apt 9, Columbus, OH, 43285	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-100840	ENR	Scott N Ellis	1975-12-04	UHC-48686-39	2992008798	1689 Main St Apt 12, San Diego, CA, 92199	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-20312	PRV	William Daniels	1941-08-01	—	5252377028	1798 Ridge Rd Apt 11, Austin, TX, 78778	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-424652	CLM	Debra Mendez	1960-06-24	UHC-40056-84	—	1756 Cedar Ln Apt 15, Glendale, AZ, 85342	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-102068	ENR	Stephanie L Miller	1992-05-27	UHC-50204-08	6092039771	339 Central Ave # 176, Jacksonville, FL, 32212	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-50928	TPA	Katherine H Bowman	1957-01-08	—	7706308355	5388 Palm Dr Apt 10, Atlanta, GA, 30316	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-400318	CLM	Keith F Collins	1956-11-21	UHC-13066-46	—	9739 Market St Apt 21, Nashville, TN, 37208	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
PRV-20873	PRV	Denise Bennett	2003-06-18	—	3614947193	3143 Mountain View Dr Apt 33, Denver, CO, 80286	0.64	Unit split from street Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-139510	ENR	Frank D Wang	1974-04-11	UHC-52030-56	8656849700	9191 Union St # 504, Tempe, AZ, 85203	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-101906	ENR	Ethan J Herrera	1948-01-21	UHC-58484-97	9246163522	3154 Sunset Blvd # 524, Glendale, AZ, 85388	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-427378	CLM	Roger Davis	1994-04-28	—	—	4491 Elm St Apt 16, Miami, FL, 33168	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-103067	ENR	Charlotte Young	1998-05-02	UHC-74145-50	8056260184	1108 Union St Apt 33, Plano, TX, 75044	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-27285	PRV	Sam Elliott	1990-03-17	UHC-79245-67	3112686874	6721 Sunset Blvd Apt 34, Las Vegas, NV, 89105	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-125496	ENR	Carlos K Howard	1959-05-04	—	9797037808	4386 Palm Dr Apt 25, Orlando, FL, 32891	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-102329	ENR	Bobby Kelly	1975-04-25	UHC-98988-55	3875832552	5505 Washington St # 655, Columbus, OH, 43298	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134123	ENR	Brandon Hayes	1971-06-09	—	2987445210	8682 Ridge Rd # 257, Nashville, TN, 37287	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-105713	ENR	Catherine A Richardson	1988-01-10	UHC-00641-21	4248223146	4471 Elm St Apt 20, Seattle, WA, 98189	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401740	CLM	Tersa Hanson	1968-11-19	—	—	6035 Indian School Rd # 188, Jacksonville, FL, 32265	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-51499	TPA	Ethan Arnold	2005-02-01	—	6176874926	1015 Oak St Apt 21, Gilbert, AZ, 85286	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123870	ENR	Bobby J Banks	1976-05-12	UHC-35737-64	4622759381	5703 Valley View Dr Apt 18, Eden Prairie, MN, 55306	0.64	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+2 more
ENR-106726	ENR	Randy T Miller	1965-10-28	UHC-14631-72	8574042444	6981 Spring St # 775, Dallas, TX, 75209	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56383	TPA	David Simmons	1959-08-06	—	6152117638	1491 Lake View Rd # 546, Fresno, CA, 93713	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125125	ENR	Randy Flores	1949-04-14	UHC-96097-03	8879728592	9683 Indian School Rd Apt 25, Orlando, FL, 32876	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26344	PRV	Danielle Weaver	1975-04-25	—	2869432840	2761 Maple Ave Apt 38, Houston, TX, 77011	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-23093	PRV	Charlotte Ruiz	1955-09-20	UHC-93692-65	8838923998	6948 Broadway Apt 19, Scottsdale, AZ, 85217	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-410869	CLM	Frakn Gomez	1940-12-15	—	5378475354	2750 Mesa Dr # 635, Austin, TX, 78787	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427055	CLM	Sarah Millar	1953-10-07	UHC-52058-49	4366666315	5539 Desert Sky Blvd Apt 10, Atlanta, GA, 30396	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-406179	CLM	Ronald U Reed	1947-10-26	—	7372074862	9356 Forest Ave Apt 8, Jacksonville, FL, 32254	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-403356	CLM	Rachel Hart	1963-10-16	UHC-02912-42	—	8973 Indian School Rd Apt 4, Houston, TX, 77055	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116013	ENR	Arjun Cruz	1941-01-12	UHC-83745-64	2809222156	2005 Indian School Rd Apt 22, Denver, CO, 80240	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-400647	CLM	Douglas L Russell	1972-05-10	UHC-97092-57	—	2814 Washington St Apt 32, Denver, CO, 80237	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-120459	ENR	Olivia Parker	1982-07-27	UHC-73080-77	6079777656	4826 Cedar Ln Apt 6, Glendale, AZ, 85360	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more

6,994 rows, page 82 of 140Previous Next