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

Enrollment, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136085	ENR	Margaret U Butler	1944-11-25	UHC-48996-47	4912028951	741 Canyon Rd, Minneapolis, MN, 55427	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-121540	ENR	Wayne Lynch	1977-09-28	UHC-56183-22	—	955 Canyon Rd, Tampa, FL, 33624	0.66	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+1 more
ENR-137679	ENR	Victoria Peters	1974-07-28	—	6819061533	2121 Sage Ct, Miami, FL	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-100654	ENR	Raymond Y Thomas	1948-12-06	UHC-09329-20	6683403880	9463 Bayshore Dr, Tampa, FL, 33691	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138066	ENR	Ann Henry	1950-11-28	UHC-47061-95	3493199676	4023 Main St, Sacramento, CA	0.66	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-127200	ENR	Billy N Ramirez	1964-04-15	UHC-43295-81	9705343969	773 Union St, Charlotte, NC, 28213	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-123540	ENR	Burns I Alice	—	UHC-66412-77	—	1416 Pine Dr, Scottsdale, AZ, 85252	0.66	Name re-cased Date of birth unreadable Member ID reformatted State name converted to code+1 more
ENR-141097	ENR	Janice M Arnold	1952-12-26	UHC-64750-73	7987200885	2101 River Rd, Atlanta, GA, 30391	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-123197	ENR	David Z Larson	1973-08-03	UHC-00642-38	3494710651	194 Camelback Rd, Sacramento, CA, 95806	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-126385	ENR	Daniel F Morrison	1967-01-20	UHC-57254-08	6179700274	2317 Baseline Rd, Phoenix, AZ, 85098	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-135916	ENR	Gloria W Ward	1968-09-02	UHC-82962-29	4968924413	2598 Hillcrest Rd, Miami, FL, 33166	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-130213	ENR	Timothy Fields	1970-08-17	UHC-81911-86	4763369254	5534 Sunset Blvd, Houston, TX, 77042	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-109815	ENR	Timothy Nichols	1989-07-13	UHC-96375-54	7635111728	8409 Bayshore Dr, San Antonio, TX, 78268	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-127937	ENR	Carol F Rose	1975-01-26	UHC-39091-36	7904889698	4217 Willow Ct, Tampa, FL, 33639	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-129072	ENR	Jeremy X Pena	1952-07-10	UHC-96426-62	—	2723 Indian School Rd, Orlando, FL, 32847	0.66	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+1 more
ENR-127525	ENR	Thommas Banks	1970-05-19	UHC-86634-53	2155108126	707 Meadow Ln, San Antonio, TX, 78210	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-134441	ENR	Nancy Y Valdez	2002-06-24	UHC-34666-58	3923898239	3019 Park Pl # 455, Tucson, AZ, 85734	0.66	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+1 more
ENR-125514	ENR	Rebecca O Tucker	1993-04-25	UHC-83247-80	3319960397	5279 Elm St, Los Angeles, CA, 90000	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-116713	ENR	Joe Hudson	1991-09-02	UHC-41199-15	8507149732	3327 Lake View Rd, Las Vegas, NV, 89140	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-113232	ENR	Bruce X Morales	1938-04-18	UHC-48238-50	6292795963	1436 Jefferson Ave, San Diego, CA, 92167	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-134838	ENR	Scott Robertson	2002-06-03	UHC-77048-48	2086287340	862 River Rd, Atlanta, GA	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+1 more
ENR-135494	ENR	Jesse R Wright	1964-05-28	UHC-52441-48	2746508253	8687 Central Ave # 584, Scottsdale, AZ, 85277	0.66	Phone reformatted Unit split from street State name converted to code Email lower-cased+1 more
ENR-125797	ENR	Mariana J Arnold	1973-01-18	UHC-82201-41	6208609139	7880 Ocean Ave, Tempe, AZ, 85216	0.66	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-126097	ENR	Doris Elliott	1948-06-26	UHC-77204-58	7652149371	7824 Lake View Rd, Chandler, AZ, 85222	0.66	Two-digit birth year Member ID reformatted State name converted to code Email lower-cased+1 more
ENR-123501	ENR	Roger Q Moreno	2005-01-25	UHC-14982-28	7199899165	5583 Desert Sky Blvd, Miami, FL, 33163	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127870	ENR	Jack X Martinez	—	UHC-08920-87	8148301605	3591 Forest Ave, Tempe, AZ, 85214	0.66	Date of birth unreadable Phone reformatted State name converted to code Email lower-cased+1 more
ENR-113496	ENR	Danielle Jenkins	1949-07-28	UHC-41018-56	5528471477	3093 Lake View Rd, Plano, TX, 75078	0.66	Phone reformatted Member ID reformatted State name converted to code Gender normalised+1 more
ENR-143067	ENR	Zachary Obrien	1948-08-01	UHC-85761-47	2074450059	3899 Main St, Seattle, WA, 98129	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-111080	ENR	Doris R George	1947-01-18	UHC-99920-17	2524012565	3068 Mountain View Dr, Scottsdale, AZ, 85225	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119330	ENR	Eugene X Baker	1971-09-16	UHC-10971-56	6924903266	1833 Meadow Ln, Mesa, AZ, 85291	0.66	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
ENR-124945	ENR	Helen Jimenez	1975-09-22	UHC-73267-49	—	6644 Mesa Dr, Fresno, CA, 93797	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-134443	ENR	Donald Morales	1965-12-15	UHC-67538-62	—	9049 Ridge Rd, Atlanta, GA, 30395	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-129874	ENR	Samuel M Garcia	2006-02-21	UHC-77843-57	7815273672	6719 Pine Dr, Minneapolis, MN, 55443	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-103625	ENR	Elizabeth Porter	1971-02-24	UHC-31356-88	4268497332	4206 Indian School Rd, Gilbert, AZ, 85274	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-111393	ENR	Cole Amanda	1965-07-03	UHC-99435-72	2735283878	4164 Broadway, Sacramento, CA, 95819	0.68	Date of birth reformatted Phone reformatted State name converted to code Gender normalised
ENR-106053	ENR	Bruce V Sanders	1940-02-17	UHC-94599-53	6059793602	1364 Bayshore Dr, Tampa, FL, 33671	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-139909	ENR	Jessica A George	1949-12-04	UHC-93474-84	7059467008	5100 Valley View Dr, Seattle, WA, 98142	0.68	Middle initial moved out of first name Date of birth reformatted Phone reformatted State name converted to code
ENR-137977	ENR	Cynthia Weber	1989-03-13	UHC-51670-82	6978675698	37 Elm St, Tampa, FL, 33648	0.68	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code
ENR-128943	ENR	Hiroshi Nunez	1967-05-09	UHC-58279-98	2406932640	1799 Palm Dr, Nashville, TN, 37219	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-140006	ENR	Morrison Hannah	1983-07-12	UHC-56979-48	4438803052	3111 Grand Ave, Austin, TX, 78728	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
ENR-126754	ENR	Mateo Vega	1939-06-18	UHC-55251-71	8334717898	1666 Desert Sky Blvd, Scottsdale, AZ	0.68	Phone reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-126784	ENR	Eugene Cole	1939-11-07	UHC-83421-32	8508837504	2170 Hillcrest Rd, Los Angeles, CA, 90081	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-102936	ENR	Vincent Z Mendez	1961-01-26	UHC-37352-01	3446714778	721 Sunset Blvd, Mesa, AZ, 85220	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-112400	ENR	Kenneth F Stewart	2003-04-08	UHC-91857-26	2539247268	333 Jefferson Ave, Atlanta, GA, 30389	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed
ENR-126778	ENR	Nicholas Jones	1987-04-25	UHC-74859-20	3296739739	2080 Valley View Dr, Nashville, TN, 37271	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-111121	ENR	Denise O Gordon	1992-06-04	UHC-12890-38	9232226495	4219 Lincoln Way, Sacramento, CA, 95814	0.68	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased
ENR-136331	ENR	Hannah O Ortaga	1986-08-15	—	—	8983 Sunset Blvd, Nashville, TN, 37253	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-101464	ENR	Stephen T Burns	1972-01-19	UHC-47911-67	4254694421	6488 Spring St, Denver, CO, 80276	0.68	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed
ENR-116431	ENR	George J Larson	1964-08-18	UHC-26066-39	4079564256	4673 Park Pl, Los Angeles, CA, 90047	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
ENR-121104	ENR	Mateo A Chen	1988-05-15	UHC-76735-60	3164790384	738 Broadway, Tampa, FL, 33686	0.68	Phone reformatted Member ID reformatted SSN last four extracted State name converted to code

4,296 rows, page 64 of 86Previous Next