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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63349	TPA	Knight Jaen	1961-04-01	—	9802923709	9744 Jefferson Ave # 257, Fresno, CA, 93744	0.62	Name re-cased Phone reformatted Unit split from street State name converted to code+3 more
CLM-418735	CLM	Randy Fisher	1984-01-26	UHC-09845-24	8405547906	772 Harbor Blvd, Atlanta, GA, 30393	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-27228	PRV	Carlos Hoffman	1963-08-01	—	—	559 Mesa Dr Apt 27, Austin, TX, 78768	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-137011	ENR	Kenneth N Smith	1949-11-07	UHC-85947-01	9757673904	8822 Forest Ave, Fresno, CA, 93747	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132125	ENR	Austin W Bell	1993-05-10	UHC-37864-18	—	1433 Maple Ave, Miami, FL, 33150	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-410557	CLM	Thomas D Walker	1999-03-19	—	7329635029	5048 Market St, Glendale, AZ, 85398	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406054	CLM	Laura Perkins	1956-09-28	UHC-63015-71	8206778065	5448 Baseline Rd, Minneapolis, MN, 55493	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-403073	CLM	Diego West	1962-07-26	—	—	3822 Baseline Rd, Dallas, TX, 75235	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-427189	CLM	Priya Rodriguez	1963-11-16	UHC-00786-93	6723806149	7200 Indian School Rd # 773, Las Vegas, NV, 89154	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-412272	CLM	Charlotte C Obrien	1983-03-14	UHC-54203-40	3556449036	314 Washington St, San Diego, CA, 92168	0.62	Name split from “Last, First”Name re-cased Phone reformatted Street suffix standardised+3 more
PRV-25984	PRV	Maria Gonzales	1966-05-05	UHC-94421-13	9815902792	8457 Cedar Ln # 938, Tempe, AZ, 85287	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-58125	TPA	Carol Cook	1973-12-02	UHC-47697-12	4766456400	9188 Central Ave, Nashville, TN	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-61180	TPA	Jennifer Payne	1968-12-18	—	9375377924	8320 Willow Ct # 279, Glendale, AZ	0.62	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
CLM-424145	CLM	Joey Wallace	1976-07-05	UHC-18297-39	—	916 Canyon Rd, Atlanta, GA, 30355	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141376	ENR	Evelyn M Moore	1955-08-25	UHC-06739-36	—	7193 Elm St, Atlanta, GA, 30339	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-62844	TPA	Frank Sanchez	1993-06-22	—	—	3489 Ridge Rd, Miami, FL, 33153	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109534	ENR	Isabela Robinson	1956-01-24	UHC-98060-99	4809782818	6536 Sage Ct, Atlanta, GA, 30323	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407937	CLM	Noah Clark	1948-07-26	UHC-89607-22	2773709227	6089 Hillcrest Rd, Seattle, WA, 98121	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-106924	ENR	Daniel Perkins	—	UHC-34433-03	7527978181	275 Palm Dr, Tucson, AZ, 85772	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62790	TPA	Gloria Chapman	1938-10-11	—	4782630196	4425 Mesa Dr, Denver, CO, 80291	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425974	CLM	Tyler Myers	1945-12-14	—	—	7937 River Rd # 960, Atlanta, GA, 30377	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-132381	ENR	Stephanie B Jenkins	1973-11-19	UHC-66957-95	4266098211	1363 Sunset Blvd, Columbus, OH, 43252	0.62	Name re-cased Phone reformatted SSN last four extracted City re-cased+3 more
CLM-421586	CLM	Doris Guzman	1957-10-23	UHC-56787-59	3642722355	3126 Indian School Rd, Minneapolis, MN, 55466	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407819	CLM	Linda Price	2004-11-07	UHC-25551-76	—	8430 Cedar Ln, Chandler, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420806	CLM	Jordan F Rose	1980-10-09	UHC-57654-16	—	4464 Lincoln Way, Gilbert, AZ, 85241	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405117	CLM	Maria T Ortega	1953-05-24	UHC-21435-18	2319362824	5472 Oak St, Austin, TX, 78714	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427794	CLM	Alice Austin	1992-08-28	UHC-95346-51	7967647772	8627 Harbor Blvd, Phoenix, AZ, 85003	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116465	ENR	Virginia Weber	1948-05-14	UHC-05448-55	9184819401	6931 Valley View Dr # 815, Dallas, TX, 75268	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-420043	CLM	Danny Parker	1977-04-03	UHC-98857-93	5639462375	5608 Canyon Rd, Tucson, AZ, 85759	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-414048	CLM	Mason Le	1954-04-12	—	6057531126	1454 Camelback Rd Apt 7, Glendale, AZ, 85361	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-26306	PRV	Paul Harris	1943-10-08	UHC-51958-95	—	881 Forest Ave, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130575	ENR	Laura V Alvarado	1967-03-02	UHC-14487-86	4777190704	8940 Church St, Houston, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-425010	CLM	Dennis M Elliott	1944-08-12	UHC-36167-23	8989955409	2860 Ocean Ave, Eden Prairie, MN, 55387	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-61242	TPA	Priya Smith	1955-02-13	—	—	743 Ridge Rd, Tucson, AZ, 85746	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129700	ENR	Richard Bnnett	1991-07-15	UHC-49791-86	2235134233	7321 River Rd, Tempe, AZ, 85265	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
TPA-54513	TPA	Dylan Bailey	1962-07-08	UHC-11302-77	5308859968	8382 Jefferson Ave, Las Vegas, NV, 89144	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62939	TPA	Harold Butler	1939-08-28	UHC-48098-73	—	151 Valley View Dr, Seattle, WA, 98145	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-63379	TPA	Pamela Wallace	1988-03-20	—	—	8337 Bayshore Dr, Tempe, AZ, 85298	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-420937	CLM	Judith N Soto	1995-03-06	—	—	580 Jefferson Ave, San Antonio, TX, 78224	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-105359	ENR	Pamela K Williamson	2007-12-19	UHC-74703-04	2715898509	472 Maple Ave, Chandler, AZ, 85223	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-52753	TPA	Gloria Carrll	1962-06-15	—	3744425197	731 Washington St, Denver, CO, 80227	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100060	ENR	Kayla K Chapman	1944-12-14	UHC-36701-02	6788408311	713 Harbor Blvd, Scottsdale, AZ, 85255	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414021	CLM	Joe Wright	1992-06-04	UHC-08635-40	—	907 Apache Blvd, Gilbert, AZ, 85291	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414384	CLM	Douglas Mendez	1947-12-11	—	—	5921 Washington St, Miami, FL, 33188	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424253	CLM	Kelly Evans	1943-06-21	UHC-73587-33	8762546708	4317 Grand Ave, Miami, FL, 33188	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405196	CLM	Jeremy T Garrett	1996-11-08	UHC-85404-26	9353864371	2455 Pine Dr, Nashville, TN, 37279	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-420734	CLM	Christopher Lucas	1946-01-07	—	—	6316 Lincoln Way, Minneapolis, MN, 55429	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59283	TPA	Dennis Park	1948-06-15	—	6239833077	5191 Ocean Ave, Charlotte, NC, 28222	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26749	PRV	Bruce Wells	1977-11-17	—	5457998325	7373 Pine Dr, Charlotte, NC, 28233	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431089	CLM	Dina V Dixon	1999-02-21	UHC-36805-24	7065056555	6630 Washington St, San Antonio, TX, 78246	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more

71,257 rows, page 225 of 1,426Previous Next