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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101049	ENR	Lida Bshop	1974-01-25	UHC-90214-76	3506569452	2829 Pine Dr # 841, Tampa, FL, 33684	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-127100	ENR	Jennifer Z Griffin	1957-12-17	UHC-36930-80	7429375619	9526 Washington St, Denver, CO, 80206	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113370	ENR	Patrick J Hoffman	1960-11-21	UHC-10829-67	3153528761	2406 Forest Ave, San Diego, CA, 92106	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139022	ENR	Joseph Brooks	1949-02-20	UHC-78973-47	4986566407	4944 Lake View Rd, Tampa, FL, 33658	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137293	ENR	Dougles Knight	1967-12-22	UHC-58513-50	6564736279	427 Central Ave, Chandler, AZ, 85241	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415888	CLM	Alan Mills	1998-02-18	—	—	6345 Church St # 156, Eden Prairie, MN	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-113613	ENR	Emma F Simpson	—	UHC-99558-87	9675875832	3337 Valley View Dr, Scottsdale, AZ, 85291	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-103161	ENR	Bryan Fernendez	1985-05-08	UHC-38196-01	3716141127	1556 Canyon Rd, Minneapolis, MN, 55432	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131605	ENR	Priya Ford	1969-05-03	UHC-66719-80	2363044814	6295 Indian School Rd, Denver, CO	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-139147	ENR	Sara Simpson	1949-08-27	UHC-10556-56	2433546479	4334 Church St # 863, Tampa, FL	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-58098	TPA	Jack Schultz	1958-03-23	—	5696345222	1433 Union St # 384, Orlando, FL, 32847	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413549	CLM	Rachel Richardson	1991-01-22	—	—	2199 Hillcrest Rd # 533, Denver, CO, 80255	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-415558	CLM	Russell X Burton	1948-06-02	—	3338492696	5524 Valley View Dr # 484, Seattle, WA, 98152	0.50	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+3 more
CLM-428018	CLM	Andrew M James	1938-01-24	UHC-35033-47	7675307555	7426 Forest Ave, Jacksonville, FL	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404436	CLM	Charlotte U Day	1981-10-02	—	8648823337	948 Valley View Dr, Glendale, AZ, 85303	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+3 more
CLM-426958	CLM	Joan Sanders	2008-11-07	—	8307096442	3502 Forest Ave, Chandler, AZ	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400903	CLM	Emma Z Rogers	1970-04-14	UHC-12078-57	6834028241	156 Lake View Rd Apt 22, Fresno, CA, 93727	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-405906	CLM	Gregory Webb	1977-01-26	—	5949277879	462 Meadow Ln, Miami, FL	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
ENR-142051	ENR	Heather Jones	1985-02-01	UHC-44914-82	3665428658	1863 Lake View Rd, Phoenix, AZ, 85071	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57279	TPA	Ahmed P Fiher	1986-05-01	—	5053056699	44 Elm St, Seattle, WA, 98149	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423577	CLM	Peter Y Hernandez	—	—	8894600573	7574 Baseline Rd, Gilbert, AZ, 85204	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22685	PRV	Nancy Rios	1945-11-03	—	—	7547 Highland Ave Apt 19, Columbus, OH, 43286	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-60736	TPA	Joe Bshop	1988-10-18	—	5279154620	6422 Harbor Blvd, Nashville, TN	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-110605	ENR	Shirley K Ramirez	1978-03-10	UHC-48562-23	4113617855	7240 Valley View Dr # 940, Tempe, AZ, 85274	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-114486	ENR	Amy N Woods	2006-11-16	UHC-17540-27	6198399766	3130 Cedar Ln, Seattle, WA, 98142	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405115	CLM	Jesse Carroll	1995-04-15	UHC-51047-78	9658492887	291 Bayshore Dr, Houston, TX, 77017	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109703	ENR	Valentina P Johnston	1945-05-04	UHC-69203-68	—	7623 Cedar Ln # 378, Tampa, FL, 33657	0.50	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-107363	ENR	Eugene N Jimenez	1984-02-04	UHC-93297-60	9254385844	1999 Willow Ct, Eden Prairie, MN, 55397	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-426278	CLM	Nancy Valdez	2002-06-24	—	—	3019 Park Pl, Tucson, AZ, 85734	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
PRV-28329	PRV	Wallace Thomas	1978-02-12	UHC-19625-02	4596317662	4115 Market St, Las Vegas, NV	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-419532	CLM	Jack Vazquez	2006-09-18	—	7237437229	7549 Broadway Apt 24, San Antonio, TX, 78282	0.50	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+3 more
ENR-103064	ENR	Pamela Jensen	1984-10-04	UHC-45453-81	6344775907	5245 Market St, Las Vegas, NV, 89112	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133102	ENR	Teresa Campbell	—	UHC-61936-67	9319835392	8865 Mountain View Dr, Eden Prairie, MN, 55357	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-137920	ENR	Gary B Wang	1996-04-02	UHC-83488-59	6692870701	8882 Jefferson Ave, Los Angeles, CA, 90014	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-131616	ENR	Sandra Valdez	—	UHC-92310-32	7676699383	4090 Main St, Tampa, FL, 33604	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-102172	ENR	Martha D Harrison	1980-03-26	UHC-15211-78	6556061026	7138 Lincoln Way, Denver, CO, 80288	0.50	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
ENR-124822	ENR	Hannah R Ryan	1983-08-14	UHC-82129-98	3147035927	604 Washington St, Minneapolis, MN, 55449	0.50	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108614	ENR	Kyle Berry	1981-08-15	UHC-29527-44	3613128002	205 Central Ave, Jacksonville, FL, 32288	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137575	ENR	Christina P Mitchell	1960-10-28	UHC-77759-59	5852691353	228 Union St, Jacksonville, FL	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-122911	ENR	Noah Ward	1945-03-10	UHC-78806-27	7633427070	3345 Ocean Ave, Mesa, AZ, 85299	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-53006	TPA	Tommy Sandoval	1954-06-23	—	—	1297 Apache Blvd Apt 19, Charlotte, NC	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
PRV-24002	PRV	Logan T Pihllips	1962-04-09	UHC-41116-08	—	2237 Market St # 861, Seattle, WA	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-134082	ENR	Melissa S Hicks	1954-01-18	UHC-05893-60	7853754493	8011 Central Ave, Tempe, AZ, 85266	0.50	Middle initial moved out of first name Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-114552	ENR	Lori Cruz	1954-01-08	UHC-43223-03	4323531512	3912 Main St Apt 17, Austin, TX, 78730	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-403147	CLM	Margaret James	1943-09-04	—	—	831 Grand Ave, Tempe, AZ, 85240	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-54122	TPA	Justin Russell	1972-06-26	—	—	2618 Church St Apt 35, Nashville, TN	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-431165	CLM	Rachel Walker	1993-07-16	—	—	5745 Willow Ct, Denver, CO	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-400140	CLM	Sofia Nunez	1980-07-22	UHC-92875-98	2684198246	277 Lake View Rd, Nashville, TN	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134413	ENR	Tom O Ortiz	2003-10-15	UHC-63591-98	4166854456	2226 Lincoln Way, Eden Prairie, MN, 55300	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+3 more
ENR-119544	ENR	Mark V Ruiz	1968-09-18	UHC-35056-44	—	3205 Church St Apt 37, Tampa, FL, 33683	0.50	Name re-cased Phone missing area code Unit split from street Street suffix standardised+3 more

17,850 rows, page 30 of 357Previous Next