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
PRV-20395	PRV	Linda V Riley	1982-07-15	UHC-36896-26	7425941177	1557 Central Ave, Seattle, WA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130311	ENR	Nathan Stewart	1977-07-16	UHC-94689-46	9265211957	8006 Cedar Ln, Phoenix, AZ, 85074	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-421550	CLM	Frances Vega	2006-03-18	UHC-07350-60	—	2973 Elm St, Miami, FL, 33150	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136859	ENR	Janice I Mills	1955-02-11	UHC-75946-86	8733735979	2337 Elm St, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426952	CLM	Gerald Dean	1964-08-14	UHC-07212-83	—	6063 Ridge Rd, San Diego, CA, 92196	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-107993	ENR	Saan Duncan	2002-02-07	UHC-28881-12	—	6367 Desert Sky Blvd, Dallas, TX, 75206	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-406207	CLM	William Stewart	1976-08-11	UHC-87792-82	—	7629 Ridge Rd, Tampa, FL, 33650	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406208	CLM	William Stewart	1976-08-11	UHC-87792-82	—	7629 Ridge Rd, Tampa, FL, 33650	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-415101	CLM	Michelle Lee	1942-09-04	—	—	182 Canyon Rd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27848	PRV	Tony Hunt	1939-05-02	UHC-11062-05	9134485813	7124 Mountain View Dr, Fresno, CA, 93795	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27849	PRV	Tony Hunt	1939-05-02	UHC-11062-05	9134485813	7124 Mountain View Dr, Fresno, CA, 93795	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425666	CLM	Alexis O Vasquez	1968-08-12	UHC-44563-43	7719250588	6026 Ocean Ave, Chandler, AZ, 85241	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126845	ENR	Harold Lynch	1981-08-26	UHC-33352-64	6777597482	7608 Desert Sky Blvd, Tucson, AZ, 85735	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103844	ENR	Jacob Y Montgomery	1951-07-09	UHC-73246-48	7374924455	9776 Church St, Sacramento, CA, 95862	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-115015	ENR	Yuki O Hill	1993-11-25	UHC-14097-65	—	8400 Mountain View Dr, Atlanta, GA, 30389	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400235	CLM	Angela Espinoza	1979-07-09	UHC-96990-15	—	6531 Ocean Ave, Fresno, CA, 93743	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55317	TPA	Elizabeth Munoz	1946-03-11	UHC-50406-95	—	4796 Spring St, Columbus, OH	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-100304	ENR	Kayla Park	1963-12-07	UHC-85932-34	6437192186	976 Camelback Rd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-408672	CLM	Willie Webb	2006-09-24	UHC-15119-47	—	7251 Willow Ct, Miami, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-432768	CLM	Margaret Hall	2004-11-13	—	6145442274	548 Canyon Rd, Gilbert, AZ, 85212	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419618	CLM	Aaron Berry	1972-03-04	—	—	3935 Market St, Chandler, AZ, 85286	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417282	CLM	Mateo I James	2008-01-13	UHC-62158-56	6355004806	4536 Canyon Rd, Orlando, FL, 32863	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-53625	TPA	Rachel Bowman	1962-03-21	—	—	6730 Sunset Blvd, Jacksonville, FL, 32292	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21366	PRV	Karen Walker	1965-08-19	UHC-57736-99	4455396447	8920 Grand Ave, Denver, CO, 80288	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-411786	CLM	Ethan Kennedy	2000-09-12	UHC-94235-35	—	2663 Hillcrest Rd, Mesa, AZ, 85297	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432528	CLM	Amber Salazar	1995-06-04	UHC-48415-05	—	5289 Jefferson Ave Apt 30, Atlanta, GA, 30368	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-114539	ENR	Sarah Carlzon	1989-10-24	UHC-35766-45	8424013054	1651 Sunset Blvd, Las Vegas, NV	0.64	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+2 more
ENR-121270	ENR	Wayne W Reed	1943-11-23	UHC-90098-34	9298863051	1099 Jefferson Ave, Tucson, AZ, 85792	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-130864	ENR	Joyce C Daniels	1999-03-12	UHC-17507-69	8207156604	6364 Broadway, Seattle, WA	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
TPA-56048	TPA	Maria Mills	2002-02-20	—	9558996113	4692 Park Pl, Columbus, OH, 43211	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-125284	ENR	Jordan P Flores	1964-08-10	UHC-95164-43	8037133806	8436 Jefferson Ave, Tempe, AZ	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-405970	CLM	Larry Bowman	1973-10-22	—	—	1972 Valley View Dr, San Diego, CA	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
ENR-140584	ENR	Valentina Reid	1965-04-06	UHC-92970-85	6779096548	4462 Lake View Rd, Phoenix, AZ, 85029	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-50908	TPA	Danielle U Porter	1946-08-16	UHC-05123-51	6659659857	4668 Apache Blvd, Las Vegas, NV, 89173	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416001	CLM	Sharon A Valdez	1983-05-27	UHC-61180-43	—	5645 Highland Ave, Phoenix, AZ, 85000	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
PRV-26414	PRV	Annna Ortiz	1964-08-20	UHC-88523-20	5929068658	1887 Central Ave, Charlotte, NC, 28209	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406645	CLM	Denise King	1989-06-10	—	9644256435	1882 Forest Ave, Mesa, AZ, 85234	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-112793	ENR	Rachhel H Brooks	1990-09-18	UHC-42063-06	9498743301	1528 Central Ave, Jacksonville, FL, 32234	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141947	ENR	Randy A Foster	2000-01-18	UHC-46657-20	3544723810	8906 Palm Dr, Denver, CO, 80215	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141686	ENR	Ashley Singh	1989-04-01	UHC-07698-10	2587427328	2149 Desert Sky Blvd, Tucson, AZ, 85766	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413426	CLM	Elizabeth Nichols	1954-10-10	—	7487712935	5521 River Rd, Nashville, TN, 37203	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-103725	ENR	Diana Evans	1997-04-15	UHC-60636-14	5724836825	5623 River Rd, Phoenix, AZ, 85007	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-420914	CLM	Richard Franklin	1939-01-20	UHC-17661-38	2167050954	1935 Grand Ave, San Diego, CA, 92116	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-403712	CLM	Joshua Rse	1976-07-10	UHC-06457-96	—	6255 Meadow Ln, Los Angeles, CA, 90054	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409202	CLM	Dennis Byrant	1949-10-22	UHC-30043-15	5753865767	1329 Hillcrest Rd, Dallas, TX, 75234	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117177	ENR	Linda Gordon	1974-05-07	UHC-71410-38	8497318412	4793 Sunset Blvd # 147, Houston, TX, 77044	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
CLM-404069	CLM	Abigail Hnut	1979-11-28	UHC-64284-36	—	8501 Park Pl, Houston, TX, 77002	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418076	CLM	Salazar Niccole	1999-06-23	UHC-15589-83	—	2170 Harbor Blvd, Sacramento, CA, 95838	0.64	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+2 more
PRV-21365	PRV	Sam Johnston	1978-02-08	—	3232751298	1434 Palm Dr, Las Vegas, NV, 89112	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422702	CLM	JJunk	1991-09-09	UHC-86266-54	—	7229 Harbor Blvd, Dallas, TX, 75289	0.64	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more

32,400 rows, page 149 of 648Previous Next