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 “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
PRV-20678	PRV	Betty Lucaas	1984-12-10	UHC-91442-85	6316599428	8176 Mesa Dr, Nashville, TN, 37212	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429832	CLM	Jesse D Lewis	1976-02-19	—	7804542217	2263 Oak St, Gilbert, AZ, 85233	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412367	CLM	Madison Webbb	—	UHC-00101-50	2077875107	2888 Market St, Tucson, AZ, 85716	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-401666	CLM	Emma Cole	—	—	7923069816	8778 Pine Dr, Denver, CO, 80250	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-416308	CLM	Nicole Ltitle	1984-04-07	UHC-13450-33	2072563145	4572 Grand Ave, Houston, TX, 77011	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421697	CLM	Eric Morgan	1995-05-07	UHC-37404-89	7144826159	798 Ocean Ave, Miami, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57511	TPA	Billy Reed	1946-05-19	UHC-86512-71	2147150120	6977 Apache Blvd # 530, San Diego, CA, 92183	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-57256	TPA	Alex Prekins	1959-03-26	UHC-60662-97	7164336395	26 Camelback Rd, Plano, TX, 75058	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423856	CLM	Jacob Turner	1993-10-01	UHC-72094-54	6622507133	5366 Church St, Nashville, TN, 37234	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104214	ENR	Jack H Fisher	1998-07-20	UHC-01029-95	—	2171 Mountain View Dr, Charlotte, NC, 28288	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134231	ENR	Kelly E Hudson	—	—	2177551084	7389 Willow Ct, Mesa, AZ, 85205	0.62	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
TPA-53173	TPA	Bruce Hart	1963-04-13	—	8042921422	8947 Market St, Chandler, AZ, 85288	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21300	PRV	Timothy Tran	1958-04-25	—	4657645355	5906 Apache Blvd # 357, Glendale, AZ, 85384	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-133174	ENR	Patricia Z Garza	1984-07-28	UHC-22917-70	6234721707	9752 Maple Ave, Tucson, AZ, 85731	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55807	TPA	Susan Matthews	1979-01-19	—	2013210863	9469 Ocean Ave, Charlotte, NC, 28232	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23960	PRV	Tim Dixon	1951-11-17	UHC-54331-87	4456310971	1368 Ridge Rd, Plano, TX, 75078	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-23453	PRV	Nicole Vasquez	1951-02-03	UHC-78209-60	7984068344	1687 Mesa Dr, Scottsdale, AZ, 85258	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137915	ENR	Heather F Williams	1996-05-03	UHC-30599-26	2039086858	3186 Canyon Rd, Glendale, AZ, 85335	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-432073	CLM	Jonathan X Bishop	1998-06-24	UHC-27890-40	7253008403	5797 Desert Sky Blvd # 747, Mesa, AZ, 85215	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
TPA-53400	TPA	Hunt Laura	1988-07-01	—	—	8070 Market St, Tampa, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117622	ENR	Denise Hunt	1964-04-04	UHC-54373-43	6047769470	2063 Palm Dr, Sacramento, CA, 95838	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25512	PRV	Christian Chavez	1996-01-20	—	5037920366	7834 Oak St, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401724	CLM	Joe Rivera	1952-07-18	UHC-05846-87	—	6829 Harbor Blvd, Gilbert, AZ, 85230	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-415360	CLM	Sophia Williamson	1944-06-09	UHC-37598-10	—	7952 Grand Ave, Plano, TX, 75077	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-118886	ENR	Hannah Little	1984-09-05	UHC-75214-69	—	2485 Washington St Apt 24, Tempe, AZ, 85208	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-57233	TPA	Brian Bell	1963-01-06	—	—	784 Camelback Rd, San Diego, CA, 92192	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-404083	CLM	Jacqueline Black	1990-08-17	UHC-52048-14	—	3673 Apache Blvd, Tucson, AZ, 85721	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-138838	ENR	Kimberly E Hayes	1991-10-13	UHC-03076-95	9852213395	1773 Ocean Ave, Columbus, OH, 43281	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24821	PRV	Wei Cook	1991-12-07	UHC-33024-75	6399599575	6459 Ocean Ave, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135757	ENR	Randy Pierce	1976-09-16	UHC-30239-36	9367413338	5408 Bayshore Dr, Mesa, AZ, 85229	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108272	ENR	Sarah N Smith	1994-11-13	UHC-83635-97	9709227611	486 Camelback Rd, Fresno, CA, 93787	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100894	ENR	Camila S McCoy	1944-02-20	UHC-14938-40	—	5624 Ridge Rd, Charlotte, NC, 28258	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-411113	CLM	Kimberly Sullivan	1957-07-08	—	—	1633 Forest Ave, Scottsdale, AZ, 85221	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411114	CLM	Kimberly Sullivan	1957-07-08	—	—	1633 Forest Ave, Scottsdale, AZ, 85221	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-423869	CLM	Mariana Peterson	1998-12-07	UHC-91604-29	7706362001	9813 Union St Apt 15, Jacksonville, FL, 32205	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-116163	ENR	Kayla Z Sims	1940-08-28	UHC-74692-22	7738432824	4499 Ocean Ave, San Antonio, TX, 78288	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62894	TPA	Isabella Fox	1977-01-22	—	4159551595	9600 Highland Ave, Columbus, OH, 43286	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405822	CLM	Kenneth Q Freeman	1957-09-19	UHC-86967-68	6284005044	8864 Palm Dr, Plano, TX, 75032	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28912	PRV	Hannah Morrison	1983-07-12	UHC-56979-48	4438803052	3111 Grand Ave, Austin, TX, 78728	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
ENR-103302	ENR	Richard Pena	1944-10-18	UHC-38010-84	4623273313	6876 Lake View Rd Apt 16, Orlando, FL	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-121001	ENR	Albert C Johnston	1961-03-13	UHC-99093-54	9212037775	6902 Indian School Rd, Chandler, AZ, 85283	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-64117	TPA	Karen Spencer	1969-12-21	—	—	1338 Cedar Ln, Phoenix, AZ, 85004	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-133857	ENR	Jordan Lawrence	2002-09-13	—	8357539084	7239 Ocean Ave, Los Angeles, CA, 90071	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408414	CLM	Janice Diaz	1987-06-13	UHC-88057-73	—	2994 Indian School Rd, Chandler, AZ, 85267	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-111004	ENR	Wayne Hughes	1952-05-11	UHC-56125-22	2714195097	6461 Apache Blvd, Mesa, AZ, 85239	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402191	CLM	Stephen I Burke	1948-02-12	UHC-69911-23	—	1851 Highland Ave, Columbus, OH, 43267	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57552	TPA	Danny E Cooper	1969-07-18	—	6208011209	6979 Desert Sky Blvd, Seattle, WA, 98167	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52300	TPA	Keith Hernandez	1998-11-21	—	—	1394 Apache Blvd, Scottsdale, AZ, 85239	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-132039	ENR	Christina D Fox	1962-06-21	UHC-09519-67	7465173263	5274 Valley View Dr, Gilbert, AZ, 85235	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-118857	ENR	Isabella Park	1972-06-27	UHC-23698-51	6163182710	3705 Hillcrest Rd, Denver, CO	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

71,257 rows, page 201 of 1,426Previous Next