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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134959	ENR	Larry Evans	1973-09-28	UHC-51691-53	8694780953	6969 Harbor Blvd, Mesa, AZ, 85265	0.78	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-140562	ENR	Judith Y Green	1974-10-10	UHC-52649-92	4328788465	9875 Maple Ave, Sacramento, CA, 95880	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-136555	ENR	Jesse W Schultz	1965-03-14	UHC-17616-17	5133707580	1125 Apache Blvd, Denver, CO, 80298	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-139657	ENR	Priya Richardson	1951-06-08	UHC-98776-64	2782044641	3468 Meadow Ln, Atlanta, GA, 30345	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted State code upper-cased+1 more
CLM-426889	CLM	Nathan Sanchez	1961-05-19	UHC-99030-18	—	—	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-118796	ENR	Marcus J Lewis	1945-02-07	UHC-54523-19	7549185266	4802 Jefferson Ave, Tampa, FL, 33648	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-118795	ENR	Marcus J Lewis	1945-02-07	UHC-54523-19	7549185266	4802 Jefferson Ave, Tampa, FL, 33648	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-136927	ENR	Wayne Patterson	1957-02-12	UHC-31298-08	3345821210	2865 Mesa Dr, Scottsdale, AZ, 85233	0.78	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-402253	CLM	Jason Medina	1983-10-28	UHC-26945-97	—	9662 Maple Ave, San Antonio, TX, 78252	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-408529	CLM	Judith M Dean	1998-06-17	UHC-47353-96	9897444303	7492 Market St, Mesa, AZ, 85270	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-133870	ENR	Danielle Cruz	1978-03-17	UHC-94204-22	6223605656	3140 Main St, San Diego, CA, 92197	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-133869	ENR	Danielle Cruz	1978-03-17	UHC-94204-22	6223605656	3140 Main St, San Diego, CA, 92197	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-133747	ENR	Alice Bryant	1946-01-19	UHC-87701-23	—	9633 Apache Blvd, Las Vegas, NV, 89174	0.78	Name split from “Last, First”Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-114710	ENR	Kelly W Obrien	1988-04-21	UHC-81903-21	8092781764	3449 Camelback Rd, Columbus, OH, 43266	0.78	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-130665	ENR	Jordan I Hicks	1995-02-04	UHC-45387-89	7586154897	2656 Mesa Dr, San Antonio, TX, 78247	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-108267	ENR	Kayla L Franklin	1997-12-15	UHC-54119-79	8419148797	2458 Sunset Blvd, Tucson, AZ, 85779	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-112406	ENR	Alebrt R Marquez	1963-12-07	UHC-48414-58	8595648175	678 Mesa Dr, Denver, CO, 80299	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-423306	CLM	Dot T Phillips	1989-06-10	UHC-29286-15	—	701 Sunset Blvd, San Antonio, TX, 78280	0.78	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-127619	ENR	Lori Ruiz	2004-02-12	UHC-96459-94	8166844985	5235 Forest Ave, Miami, FL, 33117	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-104928	ENR	Michelle Richards	1944-03-15	UHC-09997-50	3858035714	7612 Union St, San Diego, CA, 92188	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-132034	ENR	Jacqueline Morales	2006-04-16	UHC-00935-12	2959756157	1305 Main St, Plano, TX, 75014	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-417549	CLM	Clark Brian	1987-06-26	UHC-00086-75	—	5121 Palm Dr, Charlotte, NC, 28210	0.78	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+1 more
TPA-58673	TPA	Karen Sanchez	1979-08-25	UHC-09664-19	9597070008	8145 Main St, Plano, TX, 75074	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
TPA-54184	TPA	Jacob Chavez	1996-07-24	UHC-06319-27	5099639131	8356 Mesa Dr, Las Vegas, NV, 89183	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-425204	CLM	Patricia Dominguez	1990-10-19	UHC-15071-60	—	8768 Canyon Rd, Los Angeles, CA, 90034	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-127432	ENR	Victoria H Flores	1944-02-20	UHC-25370-92	3267985159	7285 Apache Blvd, Tempe, AZ, 85261	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-129921	ENR	Gabriel Price	1959-11-11	UHC-79021-88	—	9889 Washington St, Minneapolis, MN, 55445	0.78	Member ID reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
TPA-62632	TPA	Bnejamin Hicks	1968-09-17	UHC-96945-10	—	3782 Jefferson Ave, Tucson, AZ, 85701	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-410168	CLM	Bobby Robertson	1965-08-20	UHC-81310-51	5643771828	8300 River Rd, Mesa, AZ, 85293	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-431245	CLM	Gregury Dean	1986-04-16	UHC-13315-65	3159014510	7680 Lake View Rd, Columbus, OH, 43200	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-430657	CLM	Helen Kelly	1976-06-06	UHC-38298-68	—	7180 River Rd, Gilbert, AZ, 85205	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-404780	CLM	Elijah N Bishop	1964-08-08	UHC-69416-72	4468109924	3542 Apache Blvd, Atlanta, GA, 30346	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-410373	CLM	Stephen Z Singh	1943-03-25	UHC-40288-91	—	1488 Canyon Rd, Fresno, CA	0.78	Name re-cased Member ID reformatted ZIP missing Whitespace trimmed+1 more
ENR-103828	ENR	Jackie Sanders	1964-11-23	UHC-67570-52	—	6642 Ridge Rd, Gilbert, AZ, 85267	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-418028	CLM	Katherine Walker	1940-08-06	UHC-76486-86	—	1984 Market St, Tampa, FL, 33697	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-418027	CLM	Katherine Walker	1940-08-06	UHC-76486-86	—	1984 Market St, Tampa, FL, 33697	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-408878	CLM	Albert Jimenez	1964-02-05	UHC-96879-41	—	1358 Park Pl, Denver, CO, 80292	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-130462	ENR	Scott Z Dunn	1954-06-22	UHC-83327-75	7495880035	9729 Ocean Ave, Sacramento, CA, 95857	0.78	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+1 more
ENR-131066	ENR	Martha Bradley	1969-09-03	UHC-66043-35	8084765256	385 Market St, Houston, TX, 77051	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-108877	ENR	Gloria Z Estrada	1945-01-03	UHC-90670-68	9159394695	9236 Spring St, Houston, TX, 77013	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-107193	ENR	Martha Mills	1948-12-12	UHC-81184-57	9572442797	6407 Central Ave, Las Vegas, NV, 89160	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+1 more
TPA-57321	TPA	Marcus Johnston	1957-01-12	UHC-13149-50	4234305655	7914 Meadow Ln, Las Vegas, NV, 89167	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-411150	CLM	Austin Park	1987-07-24	UHC-57701-65	9768703257	8843 Forest Ave, Seattle, WA, 98131	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-412114	CLM	Denise Day	1996-07-21	UHC-59634-29	—	2491 Highland Ave, Tempe, AZ, 85243	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
ENR-121032	ENR	Jean G Yang	1955-02-15	UHC-55015-07	7683089428	5899 Main St, Atlanta, GA, 30303	0.78	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+1 more
CLM-416904	CLM	Camila Daniels	1945-06-13	UHC-20797-65	5426017294	2438 Sage Ct Apt 34, Phoenix, AZ, 85053	0.78	Name re-cased Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-430229	CLM	Gary Wagner	1964-06-27	UHC-71648-57	—	7160 Desert Sky Blvd, San Antonio, TX, 78261	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-127988	ENR	Juy Spencer	1971-11-06	UHC-59212-16	4948157411	4397 Mesa Dr, Nashville, TN, 37239	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-125653	ENR	Timothy O Howard	1978-07-22	UHC-36699-85	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+1 more
ENR-127233	ENR	Marilyn Fernandez	1945-10-12	UHC-92069-19	2827025375	2694 Meadow Ln, Dallas, TX, 75251	0.78	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+1 more

7,723 rows, page 103 of 155Previous Next