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 unreadable”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth unreadableClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56696	TPA	Bobby Porter	—	—	7665744346	9479 Camelback Rd, Sacramento, CA, 95834	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-432472	CLM	Juan Snyder	—	—	2779678554	7663 Spring St # 821, Las Vegas, NV, 89164	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-23253	PRV	Samuel Reyes	—	—	8256939401	445 Mesa Dr, Charlotte, NC, 28256	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22666	PRV	Kenneth Carroll	—	—	2776674397	5265 Maple Ave Apt 38, Dallas, TX, 75298	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-113893	ENR	Anthony Q Cox	—	UHC-21551-45	3513031223	8525 Willow Ct, Glendale, AZ	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-23213	PRV	Sarah Carlson	—	—	—	1651 Sunset Blvd, Las Vegas, NV	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-125025	ENR	Aisha Stone	—	UHC-36349-47	7474481889	905 Main St, Houston, TX, 77055	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119565	ENR	Nicole Padilla	—	UHC-62109-38	6594167735	6464 Highland Ave # 838, Eden Prairie, MN, 55304	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-63275	TPA	Samuel Q Greene	—	—	—	2210 Main St, Charlotte, NC, 28213	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-139842	ENR	Aaron S Shaw	—	UHC-68668-91	6169889813	3907 Elm St, Seattle, WA	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-432581	CLM	Zachary Mitchell	—	UHC-77378-20	4269049941	5449 Jefferson Ave, Charlotte, NC, 28278	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130138	ENR	Kyle K Smith	—	UHC-64566-52	6344357057	1315 Park Pl, San Diego, CA	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-117953	ENR	Laura E Mendez	—	UHC-60316-23	2995950017	5085 Bayshore Dr # 518, Phoenix, AZ, 85046	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+3 more
CLM-410180	CLM	Dylan Simpson	—	—	4672681835	4745 Lake View Rd Apt 3, Minneapolis, MN, 55475	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-114634	ENR	Donald Yang	—	UHC-31855-28	—	9167 Washington St, Columbus, OH	0.50	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-63555	TPA	Sarah Evans	—	—	7863518033	834 Cedar Ln, Eden Prairie, MN, 55356	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107937	ENR	Mason M King	—	UHC-51740-50	2037032899	3044 Ridge Rd, Eden Prairie, MN, 55356	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-118131	ENR	Kimberly Q Jordan	—	UHC-39395-07	5847385899	6477 Palm Dr, Charlotte, NC, 28207	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26165	PRV	William C Castro	—	UHC-34758-35	8628238259	5084 Park Pl Apt 2, Eden Prairie, MN, 55342	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+3 more
CLM-431677	CLM	Christopher Q Willis	—	UHC-10720-18	—	269 Indian School Rd, Jacksonville, FL	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-22352	PRV	Angela X Cook	—	UHC-77530-85	4425192779	5523 Forest Ave, Tucson, AZ, 85721	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64126	TPA	Jose K Carpenter	—	—	—	4048 Willow Ct, Plano, TX, 75049	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-25632	PRV	Mei J Stevens	—	—	2507684229	7727 Highland Ave, Glendale, AZ, 85383	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-140438	ENR	Carol A Jordan	—	UHC-04959-09	2436162008	4129 Lincoln Way # 700, Eden Prairie, MN, 55358	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-138085	ENR	Omar Santos	—	UHC-67223-77	4687698289	7590 Willow Ct, Denver, CO, 80247	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-140248	ENR	Bryan Wallace	—	UHC-43200-36	6908774170	399 Desert Sky Blvd, Nashville, TN, 37226	0.50	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-101543	ENR	Kate Fiels	—	UHC-27585-35	8537793302	7998 Spring St, Mesa, AZ, 85205	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-142716	ENR	George Coleman	—	UHC-22944-32	2869210112	7711 Valley View Dr, Sacramento, CA, 95896	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136440	ENR	Mark Lopez	—	UHC-01657-31	2959574362	810 Mesa Dr, Sacramento, CA, 95812	0.50	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-112009	ENR	Jose Espinoza	—	UHC-99113-02	7514200056	8225 Market St # 129, Seattle, WA, 98129	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Unit split from street+3 more
TPA-56276	TPA	Jeffrey Payne	—	—	—	1553 Palm Dr, Houston, TX, 77090	0.50	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-428739	CLM	Carl Li	—	—	—	2696 Sage Ct, Jacksonville, FL, 32277	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-51720	TPA	Bryan Moreno	—	—	—	212 Washington St, San Diego, CA, 92115	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-124799	ENR	Cheryl U Hudson	—	UHC-35698-66	6883864303	3694 Market St, Miami, FL, 33164	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-22594	PRV	Patricia Gomez	—	UHC-71807-52	2928418674	3964 Highland Ave, Scottsdale, AZ, 85299	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400164	CLM	Charlotte Wheeler	—	UHC-02876-57	—	8961 Park Pl, Sacramento, CA, 95844	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-408370	CLM	Mason Maldonado	—	UHC-54625-23	—	1570 Union St, Tampa, FL, 33604	0.50	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+3 more
CLM-403918	CLM	Wayne Marshall	—	UHC-10389-42	3399188121	6503 Highland Ave, Los Angeles, CA, 90022	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-117432	ENR	Jonathan I Pierce	—	UHC-45594-56	2747158996	4558 Ocean Ave, Chandler, AZ, 85237	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-53298	TPA	Kelly Nunez	—	—	6934279439	2972 Washington St, Phoenix, AZ, 85025	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-28477	PRV	Henry Harrison	—	UHC-33101-68	3518485280	7019 Washington St, Chandler, AZ	0.50	Name re-cased Date of birth unreadable Member ID reformatted ZIP missing+3 more
CLM-421966	CLM	Jeffrey Harrison	—	—	—	6635 Canyon Rd, Las Vegas, NV, 89189	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
CLM-417970	CLM	Frances Y Hanson	—	UHC-45521-79	—	6548 Willow Ct, Phoenix, AZ, 85041	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-406794	CLM	Julie Pena	—	—	—	59 Mountain View Dr, Tucson, AZ, 85739	0.50	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-102562	ENR	Larry G Burke	—	UHC-43331-52	9428223591	1754 Ridge Rd # 291, Mesa, AZ, 85290	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
TPA-54301	TPA	Charlotte Greene	—	—	—	9599 Park Pl, San Antonio, TX, 78260	0.50	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-56364	TPA	Linda N Patterson	—	—	—	9882 Oak St, San Antonio, TX, 78260	0.50	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-142518	ENR	Walter U Santos	—	UHC-32733-19	6715910608	8694 Baseline Rd, Nashville, TN, 37234	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123334	ENR	Diae Scmhidt	—	UHC-84210-93	9363624973	9409 Washington St, Gilbert, AZ, 85242	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-132219	ENR	Henry Jackson	—	UHC-50017-20	6045786114	6329 River Rd, Las Vegas, NV, 89123	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more

2,274 rows, page 7 of 46Previous Next