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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100602	ENR	Patrick D Jensen	1979-11-07	UHC-29674-55	6515849272	5738 Forest Ave, Houston, TX, 77068	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411966	CLM	Megan Herrera	1991-02-23	—	7087172970	4453 Indian School Rd Apt 40, Denver, CO	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-114163	ENR	Keneth G Wells	1941-09-05	UHC-28757-58	—	6601 Highland Ave, Chandler, AZ, 85284	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-106792	ENR	Marilyn Aguilar	1977-06-02	UHC-97377-90	2763483797	1454 Jefferson Ave # 544, Phoenix, AZ, 85025	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-404851	CLM	Russell M Elliott	2003-09-13	—	—	1646 Grand Ave, Atlanta, GA, 30330	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-117524	ENR	Jeremy Romero	1954-11-14	UHC-73018-04	3467871225	4322 Bayshore Dr, Sacramento, CA, 95834	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-406850	CLM	Diego Gonzales	1982-03-26	—	—	3904 Market St, Minneapolis, MN, 55408	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-122063	ENR	Michelle P Reed	1962-08-23	UHC-33270-80	6506369202	8956 Central Ave, San Diego, CA, 92173	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more
CLM-427172	CLM	Bryan Black	1940-01-26	—	3844308523	985 Apache Blvd # 477, Minneapolis, MN	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-121803	ENR	Bruce G Cox	1991-04-12	UHC-19418-05	7135948119	1550 Harbor Blvd, Houston, TX, 77067	0.48	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-138757	ENR	Arthur Vassquez	2002-12-15	UHC-91248-73	—	2169 Baseline Rd, Mesa, AZ, 85271	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-113526	ENR	Angela J Foster	1989-05-22	UHC-87261-18	6136855579	5359 Baseline Rd, San Antonio, TX, 78284	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-108861	ENR	Eddward Delgado	1986-01-16	UHC-98565-10	4453176477	8051 Market St, Atlanta, GA, 30380	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108860	ENR	Eddward Delgado	1986-01-16	UHC-98565-10	4453176477	8051 Market St, Atlanta, GA, 30380	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-51088	TPA	Bryan Carpenter	1953-01-10	—	—	3793 Harbor Blvd, Los Angeles, CA, 90075	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-123105	ENR	Jose S Ryan	1948-06-08	UHC-19407-98	—	5976 Market St, Gilbert, AZ, 85281	0.48	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
CLM-402074	CLM	Michael Boyd	1992-07-23	UHC-19257-78	—	5328 Ridge Rd, San Antonio, TX, 78231	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-53187	TPA	Richard Santtos	1947-06-15	—	6904955430	7248 Main St Apt 20, Mesa, AZ, 85217	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-124981	ENR	Ann Martinez	2006-09-21	UHC-19690-85	2039082871	3769 Highland Ave Apt 39, Houston, TX, 77030	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
PRV-23265	PRV	Lauren Cook	1991-09-16	—	4207704301	5042 Highland Ave, San Antonio, TX, 78202	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-54645	TPA	Marcus Pierce	1944-05-08	—	—	7945 Park Pl, Los Angeles, CA, 90096	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-138017	ENR	George Berry	1987-02-04	UHC-94256-16	9482191848	4676 Ocean Ave, Chandler, AZ, 85299	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421741	CLM	Natalie Ward	1959-04-17	—	5949289595	2490 Apache Blvd, Gilbert, AZ, 85264	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114106	ENR	Ashley N Hayes	1970-03-20	UHC-08753-09	4842802916	2850 Valley View Dr Apt 38, Chandler, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
PRV-26685	PRV	Stephanie F Day	—	UHC-13402-27	5764838525	5173 Highland Ave, Atlanta, GA, 30361	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-56463	TPA	Jecob Watkins	1948-01-23	—	—	1221 Church St, Fresno, CA, 93719	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-109889	ENR	Abby Kelley	1987-10-27	UHC-49343-30	2325778514	3540 Harbor Blvd Apt 23, Seattle, WA, 98172	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-141238	ENR	Christine Z Dixon	1964-08-18	UHC-34283-65	8512489796	361 Mountain View Dr, San Antonio, TX, 78240	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141386	ENR	Bran O Fox	1940-05-21	UHC-71539-25	5779045222	4990 Highland Ave, Denver, CO, 80230	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122010	ENR	Virginia Lynch	1988-09-10	UHC-88578-38	—	9775 Willow Ct, San Antonio, TX	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-135950	ENR	Martha I Campbell	1970-12-14	UHC-78455-90	4176077919	3970 Harbor Blvd, Gilbert, AZ, 85201	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417606	CLM	Arthur Gibson	1982-09-25	UHC-31926-06	—	6998 Cedar Ln, Austin, TX	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
CLM-420233	CLM	Karen Q Ruiz	1943-08-01	UHC-25421-25	9193230121	5995 Sage Ct, Austin, TX, 78782	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-432778	CLM	Nicole M Robertson	1982-10-04	UHC-44037-37	5569981750	70 Lake View Rd Apt 32, Nashville, TN, 37276	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-138534	ENR	Nancy Sims	1976-06-23	UHC-57979-93	7655250239	9620 Hillcrest Rd, Atlanta, GA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-413427	CLM	Christine James	1957-02-26	—	6302236362	7804 Apache Blvd, Chandler, AZ	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-115969	ENR	Stephen Heyes	1954-03-20	UHC-21260-70	6433471467	3539 Union St, Scottsdale, AZ, 85203	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120358	ENR	Noah D Bryant	1949-03-15	UHC-89912-12	—	8174 Pine Dr, Jacksonville, FL, 32262	0.48	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
ENR-113088	ENR	Russell Marquez	1962-03-11	UHC-20668-29	—	2146 Mesa Dr, Scottsdale, AZ, 85285	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-409235	CLM	Logan Hamilton	1972-01-12	UHC-20469-91	3447825010	7925 Pine Dr, Charlotte, NC, 28217	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-431143	CLM	Victoria Watson	1965-04-28	UHC-16748-13	6152945436	5576 Sunset Blvd, Glendale, AZ, 85367	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-118702	ENR	Ahmed U Ortiz	1975-04-20	UHC-09856-93	4328861956	7257 Desert Sky Blvd, Glendale, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133658	ENR	Camila Lynch	1975-04-02	UHC-24868-81	6426610686	7308 Jefferson Ave, Jacksonville, FL	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-413779	CLM	Gloria Ray	—	UHC-76213-90	8232773658	64 Central Ave, Tucson, AZ, 85712	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-120589	ENR	Fatima D Schmidt	1958-12-15	UHC-18800-64	—	8945 Jefferson Ave, Glendale, AZ, 85368	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
TPA-59695	TPA	Kimberly G Hoffman	1949-03-15	—	—	3254 Jefferson Ave, San Diego, CA	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-59696	TPA	Kimberly G Hoffman	1949-03-15	—	—	3254 Jefferson Ave, San Diego, CA	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-427850	CLM	Dlyan Cole	2004-07-01	UHC-93588-47	—	6513 Cedar Ln, Phoenix, AZ, 85086	0.48	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-141122	ENR	Angela Murray	1987-06-24	UHC-29472-03	4487160206	6807 Cedar Ln, Austin, TX, 78788	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
TPA-52044	TPA	Kathleen Obrien	1988-02-05	UHC-27159-72	4366344511	9351 Elm St, Los Angeles, CA, 90075	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more

39,996 rows, page 20 of 800Previous Next