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 reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62767	TPA	Barbara Weber	1948-01-25	—	3499060415	4863 Ocean Ave, Eden Prairie, MN, 55336	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109229	ENR	Sara P Richards	1948-06-18	UHC-84051-02	7037637367	5719 Ocean Ave, Los Angeles, CA, 90057	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109228	ENR	Sara P Richards	1948-06-18	UHC-84051-02	7037637367	5719 Ocean Ave, Los Angeles, CA, 90057	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-413380	CLM	Olivia Robertson	1950-11-13	—	5592256717	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-25031	PRV	Joe Powell	1960-07-20	UHC-80342-40	—	5587 Harbor Blvd, Tampa, FL, 33642	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22542	PRV	Mei Hicks	1988-06-05	—	2482948291	8342 Lake View Rd, Chandler, AZ, 85284	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-134028	ENR	Debra L Marshall	2003-04-13	UHC-06922-26	6456655717	5514 Canyon Rd, Seattle, WA, 98135	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-52600	TPA	Emily Perez	1997-04-28	—	4075598766	74 Jefferson Ave, Columbus, OH, 43244	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26569	PRV	Gabriel H Bradley	1946-03-05	—	4684386833	1795 Church St Apt 24, Fresno, CA	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
TPA-61433	TPA	Bryan Dominguez	1939-12-26	—	9708544869	2269 Sage Ct, Minneapolis, MN, 55442	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25689	PRV	Jonathan U Le	1978-08-09	—	8089783259	8427 Valley View Dr, Phoenix, AZ, 85016	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-25660	PRV	Walter Gilbert	1963-05-27	—	4285885393	2595 Maple Ave Apt 4, Chandler, AZ	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
CLM-423879	CLM	Diane Austn	1955-11-21	UHC-03189-68	—	2127 Maple Ave, Eden Prairie, MN, 55302	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-111891	ENR	Jacqueline H Lynch	1986-06-13	UHC-82861-34	8542469399	9254 Mesa Dr Apt 17, Tucson, AZ, 85726	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-132277	ENR	Sara K Ellis	1940-08-10	UHC-10984-95	9067557792	2507 Sunset Blvd, Minneapolis, MN, 55417	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107269	ENR	Maartha P Reyes	1977-03-14	UHC-57803-64	5468157480	7836 Spring St, Mesa, AZ, 85286	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102178	ENR	Andrew Thomas	1938-06-26	UHC-00298-40	6132471757	3126 Indian School Rd, Tampa, FL, 33694	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-142856	ENR	Yuki Bennett	1962-10-23	UHC-69150-34	5022914950	4735 Maple Ave, Phoenix, AZ, 85049	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408871	CLM	Walter Clark	1980-03-06	UHC-73064-35	—	3926 Lincoln Way, Jacksonville, FL, 32298	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-107876	ENR	Isabella M Sanders	1986-05-19	UHC-72276-68	5649104794	8404 Desert Sky Blvd, San Antonio, TX, 78221	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107877	ENR	Isabella M Sanders	1986-05-19	UHC-72276-68	5649104794	8404 Desert Sky Blvd, San Antonio, TX, 78221	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116635	ENR	Patrick I Lucas	1949-10-01	UHC-97881-60	7769470355	9449 Harbor Blvd, Houston, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109129	ENR	Brenda X Harrison	2004-05-28	UHC-33869-52	4884832239	7514 Willow Ct, Tempe, AZ, 85284	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
CLM-421427	CLM	Katherine F Lucas	1946-05-19	UHC-42065-62	2249149800	1463 Cedar Ln # 249, Gilbert, AZ, 85254	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-132882	ENR	Randy C Jensen	2008-05-28	UHC-83435-92	4107448684	7270 Ridge Rd, Austin, TX, 78717	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-124428	ENR	Jeffrey W Spencer	1950-08-08	UHC-95213-28	—	4952 Sage Ct, Nashville, TN, 37228	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53040	TPA	Melissa C Salazar	1994-04-25	—	—	8316 Apache Blvd, Sacramento, CA, 95885	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-402538	CLM	Billy Green	1951-07-15	—	6359176121	3510 Sage Ct, San Antonio, TX, 78267	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-423785	CLM	Douglas I Reynolds	2008-01-12	—	2736520040	8095 Highland Ave Apt 3, Minneapolis, MN, 55414	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
CLM-402389	CLM	Linda Ryan	1952-06-11	UHC-16663-51	6655572730	3595 Elm St, Scottsdale, AZ, 85297	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-50664	TPA	Ralph F Gonzalez	1994-03-16	—	7308811916	7003 Jefferson Ave, Las Vegas, NV, 89189	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20655	PRV	Russell Wood	1958-08-17	UHC-18978-12	6504591886	667 Lake View Rd, Phoenix, AZ, 85043	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142108	ENR	Keith Cruz	1946-01-14	UHC-71380-39	8117629109	5885 Sunset Blvd, Plano, TX, 75054	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-134292	ENR	Alice Nichols	1941-09-20	UHC-66036-24	—	8343 Baseline Rd, Los Angeles, CA, 90050	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-114991	ENR	Shirley O Harrison	1969-06-11	UHC-28453-44	9368953863	7657 Bayshore Dr, Fresno, CA, 93738	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-109309	ENR	Grace I Rice	1947-01-14	UHC-38233-38	—	8097 Indian School Rd, Glendale, AZ, 85337	0.64	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53592	TPA	Bruce W Sanchez	1938-09-19	—	—	7349 Highland Ave, Eden Prairie, MN, 55344	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-122753	ENR	Jack B Alexander	1971-04-20	UHC-89498-08	7237404966	7505 Mesa Dr, Gilbert, AZ, 85215	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-116612	ENR	Barbara Z Robinson	1953-03-09	UHC-20413-79	4286836779	1839 River Rd, Miami, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411818	CLM	Aaron Sandoval	2006-04-13	UHC-29436-35	—	8939 Valley View Dr, Jacksonville, FL, 32220	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140710	ENR	Natalie Hall	1971-08-04	UHC-18904-19	9677783258	2133 Willow Ct, Chandler, AZ, 85243	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-51974	TPA	Lawrence Ferguson	1995-02-09	—	—	8245 Canyon Rd, Dallas, TX, 75289	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51814	TPA	Harold Berry	1971-02-16	—	—	8670 River Rd, Sacramento, CA, 95829	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413821	CLM	Logan T Phillips	1962-04-09	UHC-41116-08	—	2237 Market St, Seattle, WA, 98118	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-110109	ENR	Mark Bennett	1955-07-17	UHC-76706-46	3544335996	1506 Indian School Rd, Minneapolis, MN, 55473	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53965	TPA	Ashley Williams	1985-01-03	—	—	9230 Central Ave, Orlando, FL, 32894	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-135917	ENR	Raymond E Fox	2005-05-06	UHC-79354-74	4352214969	9046 Desert Sky Blvd, Minneapolis, MN, 55484	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-137785	ENR	Lynch Dylan	1999-03-16	UHC-13247-56	8609209818	5219 Baseline Rd, Orlando, FL, 32866	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-116617	ENR	Evelyn I Stewart	1997-03-04	UHC-37643-23	9894851253	8320 Union St, Atlanta, GA, 30332	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-401655	CLM	Albert Salaazr	1970-06-22	—	—	7410 Forest Ave # 373, Los Angeles, CA, 90074	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more

32,400 rows, page 163 of 648Previous Next