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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141373	ENR	Jason W Wallace	1960-05-14	UHC-80148-10	9882292150	3701 Meadow Ln, Denver, CO, 80257	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
CLM-410327	CLM	Brian Robets	1986-09-26	—	—	750 Highland Ave, Tempe, AZ, 85297	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-422988	CLM	Arthur J Soto	1963-03-10	UHC-76728-29	5419202237	487 Maple Ave, Austin, TX, 78796	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431288	CLM	Nicholas B Perkins	1956-11-05	UHC-71520-80	—	1304 Meadow Ln, Plano, TX, 75099	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-413855	CLM	Cruz Sandra	1939-07-06	—	2958452158	649 Elm St, San Diego, CA, 92101	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-116717	ENR	Maria Y Espinoza	1989-05-18	UHC-50637-70	3282106202	5128 Spring St, Miami, FL, 33122	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112477	ENR	Sarah K Nunez	1972-09-21	UHC-98659-08	3636441853	3578 Apache Blvd, Eden Prairie, MN, 55370	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61769	TPA	Nacy Richards	1948-06-12	—	—	8910 Mountain View Dr, Dallas, TX, 75234	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29508	PRV	Lisa Cark	2002-09-26	UHC-57585-76	4693997787	3910 Palm Dr, Columbus, OH, 43285	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426076	CLM	Dorothy Peterson	1947-10-04	UHC-20813-41	7307123177	1631 Camelback Rd, Phoenix, AZ, 85062	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-416712	CLM	Elijah Torres	1968-03-21	UHC-90396-64	9883370211	6944 Spring St, Jacksonville, FL, 32290	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402155	CLM	Rachel C Espinoza	1955-09-10	—	—	4838 Hillcrest Rd, Los Angeles, CA, 90052	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-25161	PRV	Christopher Ellis	1986-04-05	UHC-61611-07	2522597934	3925 Broadway, San Diego, CA, 92178	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+1 more
PRV-20603	PRV	Christina Perez	2000-01-20	UHC-96033-78	4557544897	9108 Meadow Ln, Gilbert, AZ, 85255	0.66	Two-digit birth year Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-27079	PRV	Carlos Howard	1963-11-24	—	3115193041	5732 Desert Sky Blvd, Chandler, AZ, 85231	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+1 more
ENR-128090	ENR	Austin W Butron	1983-12-17	UHC-94455-39	3924479475	4520 Church St, Denver, CO, 80298	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22121	PRV	Beverly Bennett	1977-03-21	—	5639347126	8135 Mountain View Dr, Nashville, TN, 37243	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427339	CLM	Brian Adams	1954-04-02	UHC-63493-18	7857430725	4847 Ridge Rd, Minneapolis, MN, 55470	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108976	ENR	Zachary C Wallace	1994-02-09	UHC-31902-21	—	—	0.66	Name re-cased Two-digit birth year SSN last four extracted Whitespace trimmed+1 more
PRV-27181	PRV	Valentina King	1989-03-28	—	4093845909	8497 Palm Dr, Orlando, FL, 32882	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27448	PRV	Sarah T Prker	1990-02-23	—	2538286454	7418 Forest Ave, Denver, CO, 80280	0.66	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed+1 more
CLM-427140	CLM	Julia Brown	1989-05-17	UHC-01468-21	9502303813	8084 Main St, Sacramento, CA, 95885	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
ENR-127090	ENR	Janet E Lawrence	2006-01-06	UHC-94279-90	6484107286	942 Elm St, Gilbert, AZ	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-124362	ENR	Kimberly A Morrison	1943-11-19	UHC-34877-54	4459186280	7194 Lincoln Way, Plano, TX, 75086	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
CLM-423480	CLM	Bradley R Castillo	1952-01-27	UHC-47513-77	—	8189 Bayshore Dr, Eden Prairie, MN	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
ENR-134912	ENR	Jeffrey T Gordon	1944-07-06	UHC-83442-79	9897992138	7623 Spring St # 970, Sacramento, CA, 95836	0.66	Two-digit birth year Phone reformatted Unit split from street City re-cased+1 more
ENR-101179	ENR	Bobby Garcia	1998-10-04	UHC-95570-13	6794391851	3506 Sunset Blvd, San Diego, CA, 92167	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27301	PRV	John Sanders	1938-09-06	—	3628479163	1497 Broadway, Tempe, AZ, 85230	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
TPA-60265	TPA	Sara Roberts	1950-08-19	—	—	7982 Maple Ave, Fresno, CA, 93799	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-430027	CLM	Carolyn P Li	1947-07-28	—	—	6525 Highland Ave, Nashville, TN, 37205	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
TPA-61809	TPA	Robert Harper	1995-09-18	—	—	4989 Main St, Chandler, AZ, 85219	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-130748	ENR	Adam Morgan	1970-12-26	UHC-73274-64	3007676926	7848 Bayshore Dr, Chandler, AZ, 85268	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-140808	ENR	Robert Mason	1979-01-24	UHC-58571-04	7025515297	4934 Mountain View Dr, Orlando, FL, 32839	0.66	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-125957	ENR	Jordan B Weber	2008-09-04	UHC-02916-99	9639480532	8867 Grand Ave, Denver, CO, 80299	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-106361	ENR	Robert S Dunnn	1951-07-20	UHC-95326-41	3987553995	6341 Baseline Rd, Houston, TX, 77003	0.66	Name re-cased Two-digit birth year City re-cased State name converted to code+1 more
ENR-116313	ENR	Eric Jones	1944-01-24	UHC-34203-06	9265419559	5772 Valley View Dr, Sacramento, CA, 95852	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424006	CLM	Jordan Stewart	1958-08-17	UHC-47141-73	4626014149	8097 Main St, Glendale, AZ, 85316	0.66	Name split from “Last, First”Two-digit birth year State code upper-cased Whitespace trimmed+1 more
ENR-127910	ENR	Lawrence N Johnston	1976-02-23	UHC-37929-30	7027196836	4994 Desert Sky Blvd, Tempe, AZ	0.66	Two-digit birth year Phone reformatted City re-cased ZIP missing+1 more
ENR-129255	ENR	Vincent H Thomas	2004-10-15	UHC-37542-71	6456622624	4712 Willow Ct, Nashville, TN, 37264	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-418217	CLM	Jason Mrphy	1996-09-21	—	—	239 Church St, Nashville, TN, 37253	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-404295	CLM	Carlos Gray	1941-08-12	UHC-64484-73	7286315196	8227 Grand Ave, San Diego, CA, 92146	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53994	TPA	Joseph Lewis	1946-01-13	—	—	2854 Camelback Rd, Las Vegas, NV, 89171	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-108223	ENR	Justin A Moore	1990-03-22	UHC-11986-50	3323010485	9820 Ocean Ave, Eden Prairie, MN, 55379	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409621	CLM	Joan Garrett	1950-03-20	UHC-30737-02	4369567098	9201 Cedar Ln, Austin, TX, 78750	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118157	ENR	Jonathan Evans	1938-10-24	UHC-49583-74	8563434896	1311 Palm Dr, Austin, TX, 78722	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-119352	ENR	Mei T Howard	1949-07-20	UHC-96248-06	8177628784	314 Park Pl, Phoenix, AZ, 85043	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-417056	CLM	Scott Edwards	1971-04-11	UHC-59117-62	—	7568 Valley View Dr, Gilbert, AZ, 85285	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-426349	CLM	Maria Jordan	1979-04-01	UHC-32080-45	—	7536 Central Ave, Atlanta, GA, 30385	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-408156	CLM	Amy Freeman	1944-10-01	UHC-93204-01	4677603920	2009 Elm St, Mesa, AZ, 85237	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-110730	ENR	Yuki C Wagner	1980-05-17	UHC-11396-96	6375562087	123 Sage Ct, Nashville, TN, 37205	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more

6,661 rows, page 77 of 134Previous Next