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
CLM-430120	CLM	Kenneth Austin	1999-05-12	UHC-79067-76	2295598320	9530 Forest Ave Apt 40, Miami, FL, 33121	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-121102	ENR	Melissa Rodriguez	1943-03-11	UHC-87826-91	6044501001	1384 Meadow Ln # 293, Scottsdale, AZ, 85293	0.50	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-431042	CLM	Doris T Mendez	1997-11-25	UHC-89129-89	3709817702	4014 Harbor Blvd Apt 40, Miami, FL, 33178	0.50	Two-digit birth year Phone reformatted Unit split from street City re-cased+3 more
PRV-21089	PRV	Keith Degado	1945-11-19	UHC-23405-40	7185611383	2236 Forest Ave # 419, Sacramento, CA, 95884	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-140484	ENR	Mark G Phillips	1983-11-26	UHC-10262-11	9655214060	7082 Camelback Rd Apt 38, Plano, TX, 75032	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-23219	PRV	Carol Thomas	1955-07-27	—	—	621 Apache Blvd # 471, San Diego, CA, 92113	0.50	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+3 more
PRV-28776	PRV	Ashley V Marquez	1939-01-03	UHC-56997-24	4835801301	384 Lake View Rd Apt 8, Nashville, TN, 37279	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-100827	ENR	Ralph I Ortega	1952-12-18	UHC-17574-67	6463306441	2079 Meadow Ln Apt 16, Mesa, AZ, 85253	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-116158	ENR	Walter L Mitchell	1982-09-11	UHC-14812-10	8143449306	909 Washington St Apt 8, Dallas, TX, 75274	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-120326	ENR	Julie D Thomas	1980-10-02	UHC-72071-18	7663789857	1788 Oak St Apt 3, Scottsdale, AZ, 85220	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-140438	ENR	Carol A Jordan	—	UHC-04959-09	2436162008	4129 Lincoln Way # 700, Eden Prairie, MN, 55358	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-26441	PRV	Diane Henry	1975-02-03	—	2769077913	2927 Ridge Rd Apt 7, Chandler, AZ, 85268	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-128121	ENR	Cheryl Knight	1961-08-03	UHC-48893-14	2702108459	7882 Lake View Rd Apt 9, San Diego, CA, 92128	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-132861	ENR	Mray P Olson	1959-05-05	UHC-41659-11	4605878102	853 Forest Ave # 785, Orlando, FL, 32830	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-418753	CLM	Janice Holmes	1962-11-07	UHC-79640-77	—	8847 Mesa Dr # 370, Tucson, AZ, 85762	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-54760	TPA	Kayla Thompson	1963-09-26	—	7119538739	89 Park Pl # 442, Mesa, AZ, 85276	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-100557	ENR	Joohn Gardner	1947-11-06	UHC-45824-49	7044809229	6299 Desert Sky Blvd Apt 3, Austin, TX, 78722	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-427788	CLM	Emilly Lane	2002-08-21	UHC-37845-55	—	6688 Washington St # 687, Glendale, AZ, 85325	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-117607	ENR	Abigail O Walker	1944-08-21	UHC-24452-04	8683317783	9062 Ridge Rd Apt 36, Sacramento, CA	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-28847	PRV	Christian I Simmons	1996-09-04	UHC-30204-74	4008592499	8494 Central Ave Apt 38, Phoenix, AZ, 85092	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-141676	ENR	Brenda Gilbert	1964-04-10	UHC-88402-76	7834110707	5169 Spring St Apt 6, Nashville, TN, 37209	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-414501	CLM	Brandon Torres	1955-11-27	UHC-26652-20	2868874840	4878 Canyon Rd # 700, Chandler, AZ	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-405952	CLM	Carlos Salazar	1992-08-07	UHC-04052-21	4079702887	2954 Canyon Rd # 744, Phoenix, AZ	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109977	ENR	Christina I Perez	1944-11-01	—	9453053626	4757 Ridge Rd Apt 5, Glendale, AZ, 85331	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21983	PRV	Julia Webb	1990-04-26	—	5653274313	5812 Oak St Apt 39, Fresno, CA, 93767	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-24141	PRV	Janet W Wallace	1939-11-19	UHC-29568-55	8588793971	2662 Elm St Apt 37, Glendale, AZ, 85395	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-51578	TPA	Megan Little	1998-09-25	—	—	2116 Washington St # 340, Dallas, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-411146	CLM	Maria Nichols	1984-12-26	UHC-63435-65	9379006222	1856 Willow Ct Apt 35, Minneapolis, MN, 55464	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-415679	CLM	Shirley Chavez	1956-05-14	—	7426223782	2044 Mesa Dr # 600, Chandler, AZ	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-115846	ENR	Deborah Z Little	1946-06-28	—	3958958773	2259 Jefferson Ave # 907, Charlotte, NC, 28225	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-408910	CLM	Bradnon G Jacobs	1955-08-05	UHC-10592-72	8519738549	9500 Grand Ave # 352, Orlando, FL, 32825	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-416248	CLM	Fatima Garrett	2003-04-16	—	6242758078	6743 Park Pl Apt 36, Chandler, AZ, 85219	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-126930	ENR	Kelly Burns	1941-07-07	UHC-13674-77	2583046592	5638 Park Pl Apt 13, Chandler, AZ, 85286	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
TPA-58541	TPA	Amy Snyder	1984-12-03	—	7639828245	9570 Sunset Blvd # 484, Miami, FL, 33143	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-138790	ENR	Christopher Wilson	1946-12-07	UHC-54608-62	6795956001	5634 Washington St Apt 15, Tucson, AZ, 85776	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-112009	ENR	Jose Espinoza	—	UHC-99113-02	7514200056	8225 Market St # 129, Seattle, WA, 98129	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-104811	ENR	Victoria A Bennett	1956-05-07	UHC-20682-65	2254684931	9161 Maple Ave # 210, Tempe, AZ, 85265	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-102951	ENR	Charles Z Olson	1970-04-02	UHC-73785-83	2062751476	5690 Meadow Ln # 607, Phoenix, AZ, 85027	0.50	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-404538	CLM	Lisa Silva	2002-04-16	—	—	6174 Willow Ct # 947, Columbus, OH, 43235	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-416151	CLM	Nancy Q Washington	2007-05-05	—	—	2444 Lincoln Way Apt 20, Plano, TX, 75037	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-112879	ENR	Ashley Lopez	1944-08-15	UHC-75234-83	6934061650	1743 Sage Ct Apt 5, Denver, CO, 80272	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-432108	CLM	Andrew Jacobs	1990-12-11	—	—	5166 Highland Ave # 228, Austin, TX, 78720	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418911	CLM	Camila Kelley	1964-06-15	—	3328715388	3227 Desert Sky Blvd Apt 22, Miami, FL, 33182	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-426707	CLM	Gregory Palmer	1975-11-04	—	—	7816 Apache Blvd # 727, Chandler, AZ, 85209	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-121042	ENR	Diane A Hunter	1964-01-01	UHC-50127-49	8983774826	8372 Lake View Rd Apt 30, Plano, TX, 75012	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-120659	ENR	Kayla Kim	1993-05-19	UHC-11035-62	3094746433	9631 Church St # 591, Los Angeles, CA, 90092	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-420041	CLM	Virginia Wilson	1999-05-18	UHC-88267-97	—	7763 Oak St # 570, San Antonio, TX, 78268	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-406314	CLM	Cheryl Grant	1948-07-19	UHC-37922-39	8207145004	7726 Broadway Apt 18, Gilbert, AZ, 85214	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Address re-cased+3 more
PRV-25461	PRV	Barbara F James	1988-06-23	UHC-77875-98	—	2480 Ocean Ave # 741, Miami, FL, 33103	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-124338	ENR	Debra Z Black	2004-05-25	UHC-02549-25	4757230223	2045 Valley View Dr # 897, San Diego, CA, 92108	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more

6,994 rows, page 26 of 140Previous Next