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-110100	ENR	Waletr Spencer	1973-03-20	UHC-07750-27	9759296763	8981 Valley View Dr, Chandler, AZ, 85228	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-431131	CLM	Debra Nelson	1945-02-26	UHC-84410-57	—	9628 Maple Ave, San Diego, CA, 92142	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-133489	ENR	Kim Bryant	1999-01-19	UHC-33003-66	—	1902 Willow Ct, Dallas, TX, 75298	0.40	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
TPA-63709	TPA	Bruce K Turner	1996-12-12	—	—	7712 Park Pl, San Diego, CA, 92168	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-126583	ENR	Gary Arnold	1996-02-18	UHC-03152-96	7812237795	3675 Mesa Dr, Houston, TX, 77067	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+2 more
ENR-141183	ENR	Nicole Gonzales	1941-02-13	UHC-80545-64	—	4175 Forest Ave, Orlando, FL, 32880	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-422037	CLM	Abby Nichols	1956-10-26	UHC-31174-53	—	4189 Elm St, Orlando, FL, 32889	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-115598	ENR	Paul H Jensen	1952-06-06	UHC-67862-96	4553358202	2332 Highland Ave, Dallas, TX	0.40	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121239	ENR	Harold Greene	1994-12-16	UHC-22101-81	9595439891	7545 Ocean Ave, Seattle, WA, 98132	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+2 more
TPA-56782	TPA	Lucia W Porter	1944-02-23	—	—	8965 Canyon Rd, San Antonio, TX, 78234	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-56783	TPA	Lucia W Porter	1944-02-23	—	—	8965 Canyon Rd, San Antonio, TX, 78234	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-50945	TPA	Ryan Cooepr	1995-07-25	—	—	9896 Sunset Blvd, Tampa, FL, 33604	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-422268	CLM	Justin Knight	1985-10-27	UHC-39714-96	—	2762 Forest Ave, Seattle, WA, 98102	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-24345	PRV	Cynthia Jensen	1959-05-28	UHC-82520-15	—	454 Apache Blvd Apt 36, Columbus, OH, 43277	0.40	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+2 more
ENR-128114	ENR	Roger F Sullivan	1941-01-21	UHC-76081-48	3587989838	9235 Hillcrest Rd, Glendale, AZ, 85385	0.40	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410004	CLM	Denise Davis	1976-01-20	UHC-95791-99	—	8266 Oak St, Seattle, WA, 98149	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-27011	PRV	Michael Matthews	1998-09-14	—	3932932161	9134 Grand Ave, Glendale, AZ, 85374	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-113866	ENR	Amber Perez	1943-10-25	UHC-24581-99	4013011768	6547 Union St # 160, Nashville, TN, 37244	0.40	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+2 more
ENR-117896	ENR	Jason R Harvey	1955-05-26	UHC-27403-64	3008108520	7877 Elm St, Mesa, AZ	0.40	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130750	ENR	Yuki Sandes	1943-06-18	UHC-72782-15	3652157092	6666 Mesa Dr, Minneapolis, MN	0.40	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56838	TPA	Cheryl Nunez	1974-03-17	—	8004872922	3118 Elm St # 727, Scottsdale, AZ, 85255	0.40	Name split from “Last, First”Two-digit birth year Unit split from street City re-cased+2 more
ENR-110107	ENR	Lucia Q Kim	1948-10-13	UHC-97425-81	5783790956	4719 Canyon Rd, Eden Prairie, MN	0.40	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-432142	CLM	Joyce Hunt	1993-11-16	—	—	2184 Main St, Atlanta, GA, 30324	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-138710	ENR	Mason R Perkins	1988-11-23	UHC-51351-24	5002627692	7401 Forest Ave, Seattle, WA, 98133	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-58379	TPA	Arjun Banes	2000-11-01	—	—	8922 Mountain View Dr, Scottsdale, AZ, 85218	0.40	Name split from “Last, First”Two-digit birth year Phone missing area code Street suffix standardised+2 more
CLM-409802	CLM	Betty Martinez	1996-03-10	UHC-16621-19	7324930602	5975 Lake View Rd, Jacksonville, FL, 32274	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-112320	ENR	Beverly G Schmidt	1993-03-21	UHC-13118-62	8996593510	2192 Lake View Rd, Orlando, FL	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP missing+2 more
ENR-137422	ENR	Abigayl Morris	1970-06-04	UHC-59571-90	3705812352	4579 Central Ave, Miami, FL, 33161	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-409914	CLM	Gerald Reyes	1994-04-26	UHC-79915-58	6528566521	3662 Grand Ave, Gilbert, AZ, 85209	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420716	CLM	Sandra Owens	1972-03-03	UHC-34059-29	—	7000 Harbor Blvd Apt 16, Chandler, AZ, 85271	0.40	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+2 more
ENR-127830	ENR	Amy Bennett	1970-10-21	UHC-28725-93	4956117588	1308 Bayshore Dr, Denver, CO, 80290	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-113745	ENR	Angela Sims	1957-11-02	UHC-40464-36	—	4117 Lake View Rd, Gilbert, AZ, 85209	0.40	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-400426	CLM	Jacqueline Chen	1997-08-07	UHC-37309-92	—	5143 Grand Ave, Los Angeles, CA	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-63594	TPA	Teresa Chen	1943-11-11	—	5833252714	2986 Apache Blvd, Houston, TX, 77059	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-61151	TPA	Josh Ellis	1998-09-02	UHC-44602-44	—	1169 Grand Ave, Los Angeles, CA, 90070	0.40	Two-digit birth year Phone missing area code SSN last four extracted Street suffix standardised+2 more
ENR-139008	ENR	Carol Rose	1947-05-13	UHC-87748-89	4165870022	8587 Sunset Blvd, Austin, TX	0.40	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-410993	CLM	Carlos Alvarez	1946-05-24	UHC-45709-79	—	2196 Harbor Blvd, Houston, TX, 77096	0.40	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-419879	CLM	DJunk	1968-12-08	UHC-94194-46	4385848749	3230 Oak St, Houston, TX, 77092	0.40	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-423246	CLM	Sophia Lawrenke	1989-05-04	—	—	2752 Valley View Dr, Charlotte, NC, 28215	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-416791	CLM	Park Luis	1961-06-19	UHC-49347-27	7889236984	7004 Harbor Blvd, Sacramento, CA, 95876	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-126558	ENR	Wei K Griffin	1983-07-13	UHC-18705-80	6694114690	6937 Union St, Houston, TX, 77001	0.40	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-55475	TPA	Alice L Henry	1942-11-22	—	—	4514 Indian School Rd, Denver, CO, 80296	0.40	Name split from “Last, First”Middle initial moved out of first name Two-digit birth year Street suffix standardised+2 more
ENR-135770	ENR	Alan Walker	1985-11-02	UHC-20775-12	3763105842	759 Union St, Glendale, AZ, 85387	0.40	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+2 more
CLM-429873	CLM	Amber James	1942-02-27	UHC-46412-55	8398607413	3347 Forest Ave, Sacramento, CA	0.40	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+2 more
CLM-422795	CLM	William Lynch	1958-01-03	—	—	8148 Sunset Blvd, Los Angeles, CA, 90013	0.40	Name split from “Last, First”Two-digit birth year Phone missing area code Gender normalised+2 more
TPA-61504	TPA	Sara Willis	1952-11-05	—	3104239968	3782 Valley View Dr, Scottsdale, AZ, 85245	0.40	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+2 more
ENR-127040	ENR	Kevin G Richards	1963-12-08	UHC-68933-71	3097778767	8866 Union St, Los Angeles, CA, 90044	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-101697	ENR	Sean Y Daniels	1990-07-07	UHC-27724-38	2352309880	6022 Cedar Ln Apt 36, Orlando, FL, 32825	0.40	Two-digit birth year SSN last four extracted Unit split from street Street suffix standardised+2 more
ENR-129101	ENR	Willie L Wells	1947-02-04	UHC-94921-25	3922723308	6530 Lincoln Way, Glendale, AZ, 85372	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-123869	ENR	Raymond X Patel	1983-07-14	UHC-58315-24	7317853236	5018 Broadway Apt 7, Dallas, TX, 75201	0.42	Name re-cased Two-digit birth year Unit split from street ZIP+4 trimmed+1 more

6,661 rows, page 11 of 134Previous Next