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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403374	CLM	Rachel Hughes	1969-06-06	UHC-06997-78	—	3782 Meadow Ln, Glendale, AZ, 85328	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-60678	TPA	Julie Arnold	1981-09-06	—	—	9290 Oak St, Tempe, AZ, 85261	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-141275	ENR	Jeremy Roberts	2002-08-08	UHC-15499-53	2922886180	1986 Church St, Atlanta, GA, 30319	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-125877	ENR	Sara F Carpenter	1954-05-13	UHC-93904-22	2426327396	5892 Willow Ct, Orlando, FL, 32834	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-131423	ENR	Mray L Bishop	1971-12-21	UHC-15059-18	—	4398 Sage Ct, Glendale, AZ, 85301	0.54	Middle initial moved out of first name Name re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-116135	ENR	Wayne Castro	2004-05-01	UHC-11215-95	6238380356	7173 Baseline Rd, Los Angeles, CA, 90026	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-56352	TPA	Douglas Mendez	1947-12-11	UHC-96845-13	—	5921 Washington St, Miami, FL, 33188	0.54	Two-digit birth year State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
TPA-58558	TPA	Diane Schmidt	1938-12-10	—	—	2641 Broadway, Miami, FL, 33166	0.54	State name converted to code ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-135368	ENR	Barbara T Carr	2000-03-19	UHC-71429-35	5953887054	4270 Jefferson Ave, Orlando, FL, 32845	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-132419	ENR	Benjamin Henry	2008-01-09	UHC-63829-07	3469501106	6289 Desert Sky Blvd # 957, Plano, TX, 75093	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP+4 trimmed+1 more
CLM-414868	CLM	Dorothy Hudson	1988-11-08	UHC-18183-88	—	3077 Meadow Ln, Minneapolis, MN, 55437	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-427061	CLM	Aamnda Singh	1946-10-03	—	—	2132 Baseline Rd, Dallas, TX, 75274	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
PRV-21061	PRV	Mariana Bradley	1960-08-08	UHC-30373-48	7159317768	3194 Sunset Blvd, Seattle, WA, 98156	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-105987	ENR	William X Vargas	1983-02-24	UHC-98408-06	9592022535	5685 Baseline Rd, Atlanta, GA, 30304	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128462	ENR	Cynthia Q Ortega	1943-02-04	UHC-81402-27	4387570627	8531 Mountain View Dr, Atlanta, GA, 30311	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27821	PRV	Stephanei J Moore	1978-07-04	UHC-96480-12	5987382091	4646 Ridge Rd, San Antonio, TX, 78256	0.54	Name re-cased Two-digit birth year ZIP+4 trimmed Gender normalised+1 more
CLM-423923	CLM	GeorgeJunk	1990-12-21	—	8126049356	5038 Ocean Ave, Seattle, WA, 98165	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared+1 more
CLM-430168	CLM	Lawrence I Ray	—	UHC-62884-26	—	475 Pine Dr, Jacksonville, FL, 32213	0.54	Name split from “Last, First”Date of birth unreadable ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52691	TPA	Hanneh Green	1981-12-16	—	—	9332 Camelback Rd, Dallas, TX, 75293	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-402301	CLM	Lawrece K Johnston	1952-10-18	UHC-57335-96	—	5968 Park Pl, Chandler, AZ, 85223	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-412928	CLM	Justin Tran	1940-01-10	UHC-70251-56	—	7628 Pine Dr, Las Vegas, NV, 89129	0.54	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-138074	ENR	Vincent T Bell	1972-06-09	UHC-71011-63	6668369927	4948 Ocean Ave, Mesa, AZ, 85288	0.54	Phone reformatted State name converted to code ZIP+4 trimmed Gender normalised+1 more
ENR-142080	ENR	Edward Foster	1959-01-26	UHC-59926-49	—	9708 Cedar Ln, Mesa, AZ, 85247	0.54	Name split from “Last, First”Phone missing area code City re-cased ZIP+4 trimmed+1 more
TPA-63700	TPA	Fatima Price	1945-11-18	—	—	3822 Lincoln Way, San Diego, CA, 92174	0.54	State name converted to code ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-102666	ENR	Wayne Jimenez	1962-12-03	UHC-31574-79	—	6937 Grand Ave # 107, Las Vegas, NV, 89161	0.54	Date of birth reformatted Unit split from street ZIP+4 trimmed Gender normalised+1 more
ENR-142351	ENR	James R Thompson	1980-11-03	UHC-35914-01	8407961407	6516 Park Pl, Sacramento, CA, 95829	0.54	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-134448	ENR	Camila Chen	1977-01-12	UHC-66437-32	4166840302	130 Harbor Blvd, Glendale, AZ, 85327	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-134447	ENR	Camila Chen	1977-01-12	UHC-66437-32	4166840302	130 Harbor Blvd, Glendale, AZ, 85327	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-407424	CLM	Priya Ortiz	1946-06-05	—	—	3345 Baseline Rd, Tucson, AZ, 85783	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-133644	ENR	Matthew Z Johnston	1962-06-27	UHC-06763-58	3256313497	6365 Bayshore Dr, Fresno, CA, 93706	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54848	TPA	Nicole Sandoval	1956-12-15	—	6574344785	5628 Ridge Rd, Atlanta, GA, 30316	0.54	Two-digit birth year Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-102019	ENR	Julie L Washington	1939-10-25	UHC-19375-27	4662015517	4718 Union St, Scottsdale, AZ, 85298	0.54	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+1 more
PRV-28482	PRV	Deborah Richards	1955-06-14	—	—	7280 Bayshore Dr, Atlanta, GA, 30396	0.54	Two-digit birth year Phone missing area code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-130644	ENR	Betty Gonzalez	1961-05-12	UHC-67685-44	7663161014	8432 Canyon Rd, Plano, TX, 75027	0.54	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-125050	ENR	Edward T Park	1938-02-05	UHC-91172-71	7577859980	7334 Oak St, Seattle, WA, 98140	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-105131	ENR	Elijah P Pena	1997-09-16	UHC-72695-92	—	5445 Canyon Rd, Sacramento, CA, 95885	0.54	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-425234	CLM	David Nguyen	1992-12-28	—	—	7691 Washington St # 884, Jacksonville, FL, 32288	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-408850	CLM	Marriana Mason	1965-12-17	UHC-25369-28	—	7478 Mountain View Dr, Jacksonville, FL, 32270	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more
ENR-133438	ENR	Evelyn Nelson	—	UHC-74997-91	—	9742 Park Pl, Tempe, AZ, 85242	0.54	Date of birth missing SSN last four extracted City re-cased ZIP+4 trimmed+1 more
ENR-118550	ENR	Ana A Willis	1954-03-06	UHC-64569-46	—	7807 Apache Blvd, Chandler, AZ, 85210	0.54	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-116311	ENR	Pamela West	—	UHC-98149-66	—	2946 Sage Ct, Austin, TX, 78794	0.54	Date of birth missing Street suffix standardised Address re-cased City re-cased+1 more
ENR-100152	ENR	Mariana A Turnr	1997-07-23	UHC-20164-12	3437119710	9224 Sage Ct, Nashville, TN, 37264	0.54	Phone reformatted SSN last four extracted State name converted to code ZIP+4 trimmed+1 more
PRV-23799	PRV	Frank A Howard	1971-07-01	UHC-33748-51	2546683803	5872 Jefferson Ave, Nashville, TN, 37253	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-127145	ENR	Brenda M Mroeno	1976-06-16	UHC-64839-49	4346432900	512 Grand Ave, Tempe, AZ, 85202	0.54	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-126866	ENR	Jose Gibson	1990-06-22	UHC-92557-22	3799991748	253 Oak St, San Diego, CA, 92194	0.54	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+1 more
CLM-409696	CLM	Carlos Chavez	1943-08-28	—	2506868834	2256 Sunset Blvd, Orlando, FL, 32851	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-414720	CLM	Liz S Gutierrez	—	UHC-77937-50	—	7839 Willow Ct, San Antonio, TX, 78214	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-63824	TPA	Brittany Jenkins	1948-10-02	—	8455739459	4783 Ocean Ave, Charlotte, NC, 28273	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
ENR-125239	ENR	Cheryl C Woods	1970-12-19	UHC-99601-98	9204731891	6217 Lake View Rd, Minneapolis, MN, 55448	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-429562	CLM	Stephanie Yang	2002-09-03	—	—	6020 Ocean Ave, Charlotte, NC, 28250	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more

8,263 rows, page 51 of 166Previous Next