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

Third-party administrator, 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
TPA-60735	TPA	Peter Alvarez	1972-06-19	UHC-28455-24	—	1142 Church St, Tempe, AZ, 85263	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-60583	TPA	Yuki Evans	1984-12-08	UHC-57726-03	8113363207	8031 Broadway, San Antonio, TX, 78227	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-54330	TPA	Kyle U Sanchez	1963-05-16	UHC-85114-93	—	878 Ridge Rd, Minneapolis, MN, 55456	0.78	Name re-cased Phone missing area code Member ID reformatted Whitespace trimmed+1 more
TPA-59604	TPA	Eric James	1977-02-03	UHC-07217-69	—	1977 Lincoln Way, Houston, TX, 77000	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55747	TPA	Arthur Sinngh	—	UHC-71237-80	—	—	0.78	Name re-cased Date of birth unreadable Member ID reformatted Whitespace 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
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
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
TPA-63107	TPA	Kevin Burton	1974-02-28	UHC-40231-03	8846081503	—	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
TPA-52023	TPA	Debra Marquez	1996-03-18	UHC-56584-90	—	4462 Forest Ave, Minneapolis, MN, 55483	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-53054	TPA	Dorothy Rios	1993-07-17	UHC-82073-07	—	963 Canyon Rd, Mesa, AZ, 85236	0.78	Name split from “Last, First”Member ID reformatted City re-cased Whitespace trimmed+1 more
TPA-55638	TPA	Charlotte E Wasshington	2007-01-27	UHC-47321-13	—	7562 Union St, Seattle, WA, 98172	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-59291	TPA	Denise Riley	1990-08-11	UHC-76596-67	—	4126 Bayshore Dr, Minneapolis, MN, 55435	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-57586	TPA	Hannh Lucas	1986-12-09	UHC-54951-70	7145655361	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
TPA-52706	TPA	Kayla Myers	1980-11-25	UHC-24038-47	—	3718 Church St, Tampa, FL, 33686	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51274	TPA	Mary Wilson	1988-12-11	UHC-70575-82	—	7940 Ocean Ave, Atlanta, GA, 30390	0.78	Member ID reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-60945	TPA	Jose T Patterson	1982-09-22	UHC-60006-41	—	9395 Sunset Blvd, Houston, TX, 77066	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55041	TPA	Olivia Cooleman	1967-06-19	UHC-80313-12	—	1107 Oak St, San Antonio, TX, 78250	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53243	TPA	Jeremy Nichols	1978-04-27	UHC-36703-86	—	—	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54266	TPA	Gabriel Chen	1997-06-05	UHC-42326-53	—	3512 Washington St, Fresno, CA, 93736	0.80	Two-digit birth year Member ID reformatted City re-cased Placeholder values cleared
TPA-54520	TPA	Evelyn McDonald	1960-11-01	UHC-62319-26	—	1973 Sage Ct, Chandler, AZ, 85242	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63819	TPA	Teresa Munoz	1949-05-17	UHC-73954-80	—	4514 Broadway, Orlando, FL, 32868	0.80	Name split from “Last, First”Member ID reformatted Address re-cased Placeholder values cleared
TPA-53587	TPA	Philip Bleck	1955-02-06	UHC-68692-47	8183431032	1873 Forest Ave, Houston, TX, 77015	0.80	Phone reformatted Member ID reformatted City re-cased Gender normalised
TPA-62990	TPA	Eric Harper	2002-10-26	UHC-18855-16	7293908233	8687 Ocean Ave, San Diego, CA, 92145	0.80	Member ID reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
TPA-50260	TPA	Katherine Sanders	1987-01-25	UHC-96221-61	—	7744 Sage Ct, Los Angeles, CA, 90044	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-50582	TPA	Mateo Weaver	1952-04-01	UHC-06209-31	—	—	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
TPA-55964	TPA	Bryan Jimenez	1961-03-08	UHC-52341-82	—	1671 Bayshore Dr, Phoenix, AZ, 85054	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57970	TPA	Sofia Richards	1987-11-21	UHC-23021-94	—	2580 Desert Sky Blvd, Plano, TX, 75020	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted City re-cased
TPA-59722	TPA	Kevin J Reynolds	1943-06-27	UHC-73040-31	—	2591 Baseline Rd, Chandler, AZ, 85294	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-59213	TPA	Kayla Tucker	1958-05-12	UHC-60897-29	—	5351 Desert Sky Blvd, Las Vegas, NV, 89133	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59212	TPA	Kayla Tucker	1958-05-12	UHC-60897-29	—	5351 Desert Sky Blvd, Las Vegas, NV, 89133	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-50606	TPA	Jose Olson	2003-05-28	UHC-32021-76	9768270409	5299 Elm St, Jacksonville, FL, 32210	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50759	TPA	Joe Rivera	1952-07-18	UHC-05846-87	—	—	0.80	Name re-cased Member ID reformatted Gender normalised Placeholder values cleared
TPA-64050	TPA	Peter Alexander	1961-05-20	UHC-95104-59	3987697238	6695 Market St, Orlando, FL, 32821	0.82	Member ID reformatted Gender normalised Whitespace trimmed
TPA-59075	TPA	Anna Santos	1975-12-04	UHC-15152-91	—	6959 Desert Sky Blvd, Gilbert, AZ, 85234	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
TPA-54534	TPA	Alice Marshall	1988-11-22	UHC-34390-28	6698641806	5036 Bayshore Dr, Plano, TX, 75009	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
TPA-50231	TPA	Martha A Martinez	1965-11-09	UHC-71585-61	—	4824 Maple Ave, Scottsdale, AZ, 85261	0.82	Member ID reformatted Gender normalised Placeholder values cleared
TPA-56416	TPA	Isabella Sanchez	1952-07-26	UHC-07904-91	9575266463	3413 Valley View Dr, San Antonio, TX, 78284	0.82	Name split from “Last, First”Phone reformatted Member ID reformatted
TPA-57578	TPA	Amber Harvey	1998-10-18	UHC-45573-36	7266256662	6154 Main St, Dallas, TX	0.82	Date of birth reformatted Member ID reformatted ZIP missing
TPA-60494	TPA	Kevin G Fwler	1963-10-01	UHC-05853-80	—	—	0.82	Member ID reformatted SSN last four extracted Placeholder values cleared
TPA-62327	TPA	Larson Keith	1994-01-19	UHC-83530-31	—	6408 Lincoln Way, Los Angeles, CA, 90046	0.82	Member ID reformatted Gender normalised Placeholder values cleared
TPA-54020	TPA	Arjun Elliott	1997-06-07	UHC-67426-37	5797593513	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
TPA-52410	TPA	Roger Porter	1992-03-10	UHC-61167-62	3457276244	5095 Ridge Rd, Chandler, AZ, 85256	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
TPA-51365	TPA	Virginia Nichols	1988-12-07	UHC-98941-14	2417139080	5032 Canyon Rd, Eden Prairie, MN, 55380	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
TPA-55270	TPA	Pamela U Ortega	1956-08-27	UHC-81594-20	7037460429	871 Baseline Rd, Seattle, WA, 98157	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
TPA-50005	TPA	Becky V Guerrero	1994-08-12	UHC-73120-26	—	9512 Broadway, San Antonio, TX, 78221	0.88	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+2 more
TPA-58411	TPA	Wei Greene	1945-01-21	UHC-23580-88	—	63 Lincoln Way, Jacksonville, FL, 32221	0.90	Name re-cased Member ID reformatted City re-cased Whitespace trimmed+1 more
TPA-55343	TPA	Ruth Rose	2006-07-19	UHC-77128-20	6708561056	4493 Main St, Minneapolis, MN, 55492	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
TPA-54025	TPA	Hiroshhi Mliler	1978-09-12	UHC-76081-36	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Plan code upper-cased+1 more

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