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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141468	ENR	Martha Robinson	1958-01-19	UHC-03086-02	5726353329	788 Baseline Rd, Miami, FL, 33125	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135216	ENR	Sean X Barnes	1988-07-02	UHC-81350-59	9827299022	4382 Indian School Rd, Denver, CO, 80231	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-109427	ENR	Luis G Grant	1973-08-25	UHC-16519-27	7987857678	192 Forest Ave, Eden Prairie, MN, 55358	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124581	ENR	Johnny Bowman	1964-04-19	UHC-78926-72	4436490297	5881 Jefferson Ave, Denver, CO	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126900	ENR	Ronald K Ellis	2007-01-06	UHC-47088-25	7347267534	1443 Apache Blvd, Denver, CO, 80260	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-120003	ENR	Bradley Oliver	1951-09-07	UHC-67161-27	8386186289	5188 Union St, Tampa, FL, 33656	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110001	ENR	Edward T Jones	1980-01-23	UHC-95903-88	9737996391	2430 Canyon Rd, Gilbert, AZ, 85235	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124916	ENR	Natalie Yang	1988-10-24	UHC-04083-81	7062754345	5985 Forest Ave, Atlanta, GA, 30320	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138355	ENR	Grace Y Perry	1939-10-05	—	4417174547	5055 Washington St, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127462	ENR	Ana Ortiz	1959-05-28	UHC-28766-26	6247425118	1779 Central Ave, Atlanta, GA, 30336	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-130198	ENR	Brenda Fisher	2003-09-15	UHC-76248-86	6777054262	2415 Main St, Jacksonville, FL, 32258	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130468	ENR	Amy F Pierce	2008-06-28	UHC-06000-21	5972062017	2385 Ocean Ave, Eden Prairie, MN, 55371	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-132744	ENR	Charles N Ortiz	1938-04-02	UHC-92395-20	9519246952	6243 Hillcrest Rd Apt 21, Glendale, AZ, 85395	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-127776	ENR	Carolyn K Walker	1997-04-28	UHC-69841-87	6283121431	911 Mountain View Dr, Minneapolis, MN, 55471	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134570	ENR	Andrea Elliott	1976-07-09	UHC-77603-42	7937286264	5558 Baseline Rd, Las Vegas, NV, 89192	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136267	ENR	Pamela U Harvey	1953-11-17	UHC-71603-21	4187935480	5210 River Rd Apt 20, San Antonio, TX, 78252	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-136268	ENR	Pamela U Harvey	1953-11-17	UHC-71603-21	4187935480	5210 River Rd Apt 20, San Antonio, TX, 78252	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-134938	ENR	Jullie Hart	1940-08-25	UHC-16029-61	8479969126	3705 Harbor Blvd, Mesa, AZ, 85245	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-126432	ENR	Brian V Reed	1946-07-11	UHC-20399-40	9316226585	5389 Jefferson Ave, Eden Prairie, MN, 55383	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129699	ENR	Kathryn Wheeler	1982-04-19	UHC-21918-10	5834311421	1776 Baseline Rd # 456, Las Vegas, NV, 89146	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-115421	ENR	Ryan Riley	1987-02-22	UHC-78345-09	5577288089	592 Sage Ct, Nashville, TN, 37212	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133019	ENR	Catherine V Day	1943-07-04	UHC-08875-72	6987277846	5538 Grand Ave, Plano, TX, 75047	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-106907	ENR	Emily Lee	1999-02-06	UHC-24000-15	7913030562	8641 Meadow Ln, Austin, TX, 78706	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124147	ENR	Dorothy W Vega	2007-12-16	UHC-62516-28	5735030053	1660 Ridge Rd # 263, Atlanta, GA, 30306	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-123171	ENR	Charles C Wilson	2006-01-02	UHC-64551-55	8625941570	3100 Lincoln Way, Los Angeles, CA, 90077	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-111177	ENR	Eric Castro	1968-04-02	UHC-08239-66	9256593838	5160 Main St, Seattle, WA, 98197	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131445	ENR	Kimberly Gibson	2004-07-23	UHC-59029-58	8095436886	3019 Mesa Dr, Houston, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122406	ENR	Frank D Knight	1986-12-16	UHC-31257-06	9645119229	4119 Mesa Dr, Gilbert, AZ, 85201	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135694	ENR	Joe H Rose	1951-06-22	UHC-91305-46	9475084966	9445 Hillcrest Rd, Plano, TX, 75063	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129236	ENR	Peter F Payen	1995-06-07	UHC-13756-31	2385128845	1995 Park Pl, Houston, TX, 77005	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113980	ENR	Anthony C Holmes	1952-10-14	UHC-53979-37	8166740284	3009 Sage Ct, Denver, CO, 80255	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123149	ENR	Christopher G Powell	1982-01-17	UHC-31697-64	8213956408	1288 Park Pl, Plano, TX, 75035	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-100446	ENR	Edward J Wilson	2006-07-10	UHC-81351-96	7217311026	8344 Bayshore Dr, Denver, CO, 80215	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124674	ENR	Saamuel U Chavez	1956-10-25	UHC-02927-16	8055948700	2916 Apache Blvd, Glendale, AZ, 85381	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124313	ENR	Mari O Harper	1941-06-14	UHC-43044-73	8067183814	48 Grand Ave Apt 12, Seattle, WA, 98157	0.62	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-139705	ENR	Bryan I James	1974-04-22	UHC-70139-32	8303137519	2287 Broadway, Chandler, AZ	0.62	Phone reformatted Member ID reformatted State name converted to code ZIP missing+3 more
ENR-119414	ENR	Gonzales A Jessica	2001-12-06	UHC-80195-34	6082602906	4876 Camelback Rd, Austin, TX, 78705	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137120	ENR	Zachary I Banks	1983-07-03	UHC-61243-13	9259075168	2526 Union St, Orlando, FL, 32802	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124377	ENR	Wayne G Bishop	1999-10-26	UHC-11867-64	7338562727	4665 Palm Dr, Denver, CO, 80255	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126298	ENR	Dois W Gilbert	1969-12-25	UHC-87880-23	7443170146	9736 Main St, Sacramento, CA, 95890	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128460	ENR	Rachel W Peterson	1992-08-27	UHC-55120-69	5377285409	6017 Grand Ave, Chandler, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-128965	ENR	Emily C Bennett	1981-02-04	UHC-09967-78	3986642803	5579 Lake View Rd, Fresno, CA, 93723	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123112	ENR	Alexis J Tran	1938-01-26	UHC-80596-07	6349166724	238 Apache Blvd, Sacramento, CA, 95836	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-104770	ENR	Santiago Santos	1948-01-22	UHC-47459-35	9507695298	5772 Grand Ave, San Antonio, TX, 78282	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102240	ENR	Nancy W Hall	1945-10-06	UHC-34097-24	6973026660	4636 Harbor Blvd, Atlanta, GA, 30388	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-115057	ENR	Jacob X Rios	2008-04-24	UHC-73234-71	3502545508	3158 Canyon Rd, Orlando, FL, 32863	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-119623	ENR	Andrea Pena	2004-03-16	UHC-32027-99	6053167891	8868 Central Ave Apt 24, Chandler, AZ, 85261	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-102352	ENR	Lopez Diane	2008-02-15	UHC-47129-97	8182588640	4040 Highland Ave, Eden Prairie, MN, 55355	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123621	ENR	Roger F Arnold	2005-06-25	UHC-95539-20	2925753939	2065 Lake View Rd, Denver, CO, 80213	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-100303	ENR	Randy E Luna	1946-09-28	UHC-74452-32	9748047006	4881 Jefferson Ave, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

28,181 rows, page 104 of 564Previous Next