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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406241	CLM	Cmaila Jimenez	1975-10-02	UHC-71123-92	—	9655 Meadow Ln # 315, Plano, TX, 75028	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-412951	CLM	Jennifer Watson	—	—	—	9725 Harbor Blvd, Tucson, AZ, 85783	0.62	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-27866	PRV	Chriistian Patel	1995-02-19	—	2496531835	1065 Maple Ave, Atlanta, GA, 30358	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120433	ENR	Maria J Vazquez	1954-10-10	UHC-60301-52	2385506675	891 Canyon Rd Apt 19, Los Angeles, CA, 90042	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
CLM-427319	CLM	Charles Gonzalez	1974-07-20	UHC-02909-70	2667982251	559 Desert Sky Blvd, Mesa, AZ, 85295	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55029	TPA	Ana Mendoza	1996-01-08	—	9188206065	2269 Bayshore Dr, Seattle, WA, 98162	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419682	CLM	Dorothy T Lawrence	1966-04-11	UHC-04711-59	4442115814	1167 Canyon Rd Apt 3, Los Angeles, CA, 90087	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Unit split from street+3 more
CLM-417226	CLM	Evelin Kim	1985-05-03	UHC-34692-99	—	1704 Jefferson Ave, Mesa, AZ, 85234	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55504	TPA	DonnaJunk	1975-08-12	—	8339335733	8277 Camelback Rd, Tempe, AZ, 85237	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25983	PRV	Adam T Phillips	1981-10-14	UHC-19294-10	2954501523	4287 Washington St, San Antonio, TX, 78273	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-63947	TPA	Larry Fowler	1954-06-14	—	—	7770 Mountain View Dr, Seattle, WA, 98107	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417106	CLM	Anthony B Estrada	1972-01-23	UHC-76323-91	—	7313 Union St, San Antonio, TX, 78237	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53671	TPA	Nicholas Obrien	1958-09-02	—	—	4628 Sunset Blvd Apt 9, Las Vegas, NV, 89125	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-416353	CLM	Bruce Phillips	1989-05-28	UHC-32256-98	—	5407 Hillcrest Rd, Las Vegas, NV, 89110	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-430786	CLM	Brittany Henderson	1992-12-05	UHC-13878-53	—	8332 Union St, Dallas, TX	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-412982	CLM	Katherine Dixon	1989-07-28	—	5007103246	9088 Union St, San Diego, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135408	ENR	Daniel Jensen	1974-09-12	UHC-77446-05	—	3605 Baseline Rd, Chandler, AZ, 85239	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120870	ENR	Shirley E Harper	1966-05-19	UHC-21504-79	4336459753	9319 Church St, Scottsdale, AZ, 85288	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416450	CLM	Priya Castro	1941-10-01	UHC-73873-85	—	1086 Oak St, Seattle, WA	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-403168	CLM	Ann Gilbert	2004-10-07	UHC-20636-06	5677011970	2196 Sage Ct, Chandler, AZ, 85274	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
TPA-55850	TPA	Frank Alexander	1999-12-26	—	7945034676	2263 Washington St, Phoenix, AZ, 85022	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52813	TPA	Elijah West	1967-12-05	—	5399264164	1172 Mesa Dr, Tampa, FL, 33658	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402548	CLM	Diana A Hernandez	1968-11-02	—	9298675262	2531 Indian School Rd, Tucson, AZ, 85707	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402549	CLM	Diana A Hernandez	1968-11-02	—	9298675262	2531 Indian School Rd, Tucson, AZ, 85707	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422278	CLM	Judith Palmer	1997-02-02	UHC-25874-35	5892722807	4983 Pine Dr, Orlando, FL, 32891	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-428749	CLM	Charles Baker	2003-11-22	UHC-54348-51	—	1343 Main St, Los Angeles, CA, 90025	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121448	ENR	Luis B Simmons	2003-04-13	UHC-91105-47	9167153948	9389 Sunset Blvd, Scottsdale, AZ, 85286	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132988	ENR	Chheryl F Mejia	1962-12-05	UHC-16412-41	—	3470 Sage Ct, Dallas, TX, 75236	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126041	ENR	Grace Carr	1938-12-11	UHC-29199-98	8033354003	9265 Palm Dr, Minneapolis, MN, 55427	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58259	TPA	Cynthia Yang	1951-06-03	—	—	4626 Spring St, Chandler, AZ, 85289	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100889	ENR	Karen P Gutierrez	1983-05-20	UHC-40050-34	—	4665 Valley View Dr, Phoenix, AZ, 85075	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-100890	ENR	Karen P Gutierrez	1983-05-20	UHC-40050-34	—	4665 Valley View Dr, Phoenix, AZ, 85075	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-51917	TPA	Barbara Collins	2001-11-01	—	—	7634 Pine Dr, Eden Prairie, MN, 55371	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426007	CLM	Lawrence Aguilar	1951-02-28	UHC-15412-78	2402782629	6601 Ridge Rd, Chandler, AZ, 85225	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107551	ENR	Rebcca Burton	1945-09-24	UHC-76564-15	2059014534	4816 Central Ave, Orlando, FL, 32873	0.62	Date of birth reformatted Member ID reformatted SSN last four extracted State name converted to code+3 more
CLM-432302	CLM	Anthony Morrison	1987-09-13	UHC-63513-43	—	2366 Lake View Rd Apt 23, Tucson, AZ, 85724	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-140640	ENR	Charles T Ford	1947-03-25	—	—	8772 Maple Ave Apt 18, Tucson, AZ, 85725	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-401248	CLM	Kevin Gray	1944-07-03	UHC-41944-42	—	2932 Church St, Dallas, TX, 75282	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-106912	ENR	Sophai Rojas	1998-07-08	UHC-02551-98	8635440636	2983 Canyon Rd, Columbus, OH, 43274	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20109	PRV	Charlie Willis	1954-04-17	UHC-75469-91	—	2631 Lincoln Way, Austin, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-428411	CLM	Lauren Phillips	1966-01-01	UHC-19206-41	3512567156	8819 Sunset Blvd, Seattle, WA, 98177	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-106763	ENR	Debra T Baileey	1998-11-17	UHC-31273-63	7817078933	6890 Sunset Blvd, Eden Prairie, MN, 55336	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119447	ENR	Eugene Fowler	1938-11-03	UHC-40729-20	7253341434	5011 Desert Sky Blvd, Phoenix, AZ, 85090	0.62	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-428124	CLM	Megan Z Marquez	1990-06-14	UHC-86538-02	7964673988	4790 Washington St, Mesa, AZ, 85238	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429657	CLM	Nancy Watkins	—	—	—	2027 Mesa Dr, Mesa, AZ, 85204	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
CLM-411703	CLM	Kayla Vargas	1987-08-09	UHC-09167-84	6776316839	9824 Elm St, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109374	ENR	Lauren S Hanon	1995-09-04	UHC-31961-07	4392835292	7391 Hillcrest Rd # 230, San Diego, CA, 92148	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-133298	ENR	Laura Obrien	2000-08-16	UHC-53924-24	4486001681	3657 Desert Sky Blvd, Los Angeles, CA, 90029	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21205	PRV	Maria Warren	1940-06-28	—	—	4096 Canyon Rd, Fresno, CA, 93708	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432329	CLM	Carlos R Walker	1987-12-15	UHC-39806-08	5453381271	9720 Ocean Ave, Scottsdale, AZ, 85221	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more

32,400 rows, page 128 of 648Previous Next