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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139915	ENR	Christina N Evans	1944-12-04	UHC-35274-45	8647692006	6102 Camelback Rd, Jacksonville, FL, 32212	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
CLM-411529	CLM	Nancy Willis	1990-11-10	UHC-80349-49	9258812140	7572 Bayshore Dr, Los Angeles, CA, 90079	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55453	TPA	Mei W Lee	1996-04-03	—	—	850 Pine Dr, Atlanta, GA, 30397	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-120968	ENR	Andrew E Mejia	1979-07-09	UHC-23944-80	4664494639	5822 Valley View Dr, Denver, CO, 80267	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-26797	PRV	Gerald Harris	1993-09-04	UHC-40919-46	—	5549 Market St, Las Vegas, NV, 89128	0.66	Date of birth reformatted State code upper-cased ZIP+4 trimmed Gender normalised+1 more
CLM-403653	CLM	Kle Salazar	1988-04-26	UHC-42261-80	6653122516	3160 Valley View Dr, Phoenix, AZ, 85072	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-103360	ENR	Abigail I Scott	1957-11-13	UHC-38024-47	—	4747 Grand Ave, Minneapolis, MN, 55474	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-401675	CLM	Donald Hudson	1990-02-28	—	—	6575 Elm St, Miami, FL, 33175	0.66	SSN last four extracted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-426259	CLM	Russell C Mitchell	1999-04-06	UHC-20750-76	—	9101 Canyon Rd, Tampa, FL, 33687	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-112098	ENR	Denise Z Mrris	1992-06-21	UHC-14417-94	2076765350	5438 Mesa Dr, Sacramento, CA, 95818	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-423498	CLM	Jordan Meyer	1946-01-10	UHC-72377-28	—	2555 Valley View Dr, Los Angeles, CA, 90060	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-115938	ENR	Angela Evans	1959-02-20	UHC-64475-63	5636951734	3391 Union St, Gilbert, AZ, 85232	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-58776	TPA	Lisa Harrison	1983-07-19	—	—	2224 Ocean Ave, Minneapolis, MN, 55431	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-116287	ENR	Mariana Wagner	1966-02-27	UHC-61747-82	—	2487 Oak St, Los Angeles, CA, 90001	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-52040	TPA	Margaret Smith	1976-01-15	UHC-25071-63	—	1446 Ridge Rd, Chandler, AZ, 85248	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+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
CLM-409356	CLM	Carol Csatro	1957-07-18	UHC-89014-71	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-121211	ENR	Douglas D Fox	1960-12-20	UHC-38814-45	4575106923	8330 Forest Ave, Columbus, OH, 43226	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-102715	ENR	Aaron Reyes	1978-03-17	UHC-11041-58	5257134253	8629 Indian School Rd, Denver, CO, 80225	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-137500	ENR	Nicholas Tan	2001-01-25	UHC-35106-35	9447541782	4942 Hillcrest Rd, Austin, TX, 78770	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-116443	ENR	Richard K Tucker	1991-10-05	UHC-83126-16	6047247029	1183 Maple Ave, Glendale, AZ, 85328	0.66	Name re-cased Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-109870	ENR	Alice L Yang	1997-02-18	UHC-22171-25	2207826753	3250 Forest Ave # 936, Sacramento, CA, 95866	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
ENR-141089	ENR	Ryan H Burns	1994-12-15	UHC-07094-27	4076496902	2824 Canyon Rd, Seattle, WA, 98104	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119289	ENR	Jacob Watkinns	1948-01-23	UHC-84596-80	—	1221 Church St, Fresno, CA, 93719	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-113899	ENR	Tyler Russell	1958-12-09	UHC-38785-33	3676726496	596 Hillcrest Rd, Orlando, FL, 32866	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-104678	ENR	Mary K Rogers	1943-04-11	UHC-81130-66	4768194588	3310 Washington St, Scottsdale, AZ, 85202	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25639	PRV	Jesse Wallace	2005-06-01	—	4907174293	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-139119	ENR	Carlos T Ward	1958-08-06	UHC-53162-19	2426339548	1360 Jefferson Ave, Minneapolis, MN, 55403	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415568	CLM	Ben P Singh	1948-11-04	—	—	747 Ocean Ave, San Antonio, TX, 78286	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-125878	ENR	Charlotte Webb	1999-05-26	UHC-89136-86	5939521360	7084 Central Ave, San Antonio, TX, 78258	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-423175	CLM	Nathan Watkins	1974-08-06	UHC-86219-04	—	2794 Market St, Minneapolis, MN, 55461	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
CLM-421070	CLM	Paul Kelley	1997-01-22	—	7932398252	8971 Ocean Ave, Tucson, AZ, 85763	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-421072	CLM	Mason K Ortiz	2008-02-08	—	8272432942	9428 Lake View Rd, Tempe, AZ, 85262	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
ENR-109819	ENR	Alexander Diaz	1989-10-04	UHC-67481-57	4158570050	5065 Church St, Scottsdale, AZ, 85235	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-421208	CLM	Jeremy Sullivan	1981-10-18	UHC-15896-37	5239176767	5808 Camelback Rd, Columbus, OH, 43237	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-129611	ENR	Victoria Holmes	1989-02-28	UHC-76431-91	9028042155	1423 Oak St, Plano, TX, 75004	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+1 more
CLM-403154	CLM	Austn Diaz	1938-06-26	UHC-30613-63	5347610919	4682 Lake View Rd, Seattle, WA, 98114	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-25971	PRV	Marcus Bishop	2007-09-13	—	9556941252	853 Park Pl, Gilbert, AZ, 85203	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62582	TPA	Jack James	1957-03-03	—	—	1297 Maple Ave, Tampa, FL, 33662	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-124517	ENR	Elizabeth Hanson	1981-10-23	UHC-21503-26	6745142023	1726 Elm St, San Antonio, TX, 78247	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61592	TPA	Wiill Price	1983-07-02	—	—	1117 Oak St, Scottsdale, AZ, 85223	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422824	CLM	William Kelly	2007-10-22	UHC-90416-44	—	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-102376	ENR	James Chavez	2002-02-16	UHC-96950-42	3996611950	2779 Park Pl, Mesa, AZ, 85243	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-21120	PRV	Andrew Rivera	1983-06-13	UHC-42281-66	9027222780	3452 Broadway, Nashville, TN, 37242	0.66	Name split from “Last, First”Phone reformatted Address re-cased Gender normalised+1 more
TPA-58205	TPA	Chuck James	1985-01-01	UHC-80457-27	—	6831 Desert Sky Blvd, Miami, FL, 33107	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-133433	ENR	Tyler L Meyer	1977-10-09	UHC-28108-92	8772961996	2624 Elm St, Jacksonville, FL, 32221	0.66	Phone reformatted SSN last four extracted City re-cased Gender normalised+1 more
ENR-140497	ENR	Sandra X Jackson	1946-04-25	UHC-53077-56	4792888883	3183 Union St, Fresno, CA, 93728	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-129203	ENR	Benjamin E Santos	1967-09-27	UHC-77350-11	5217342562	6844 Main St, Tampa, FL, 33656	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-124970	ENR	Sara Burton	2002-10-11	UHC-27884-88	3443107527	2996 Palm Dr, Charlotte, NC, 28210	0.66	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+1 more
CLM-428586	CLM	Arjun Gonzalez	1947-02-08	UHC-75702-24	—	3951 Park Pl, Atlanta, GA, 30369	0.66	Name re-cased City re-cased State name converted to code Gender normalised+1 more

16,828 rows, page 202 of 337Previous Next