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 “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-114535	ENR	Eric V Mejia	1942-05-17	UHC-15564-26	3602878877	6702 Desert Sky Blvd, San Antonio, TX, 78255	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51610	TPA	Ana Stewart	1954-07-21	—	—	2654 Sunset Blvd, Fresno, CA, 93776	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-106937	ENR	Deborah Z Torres	1955-03-14	UHC-39822-20	3832279156	9173 Ridge Rd, Gilbert, AZ, 85284	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414045	CLM	Steve L Lawson	1974-09-03	UHC-40167-97	8942114802	5405 Valley View Dr, Denver, CO, 80244	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24771	PRV	Rachel Colmean	1981-12-28	—	—	93 Ocean Ave, Jacksonville, FL, 32262	0.64	Name re-cased City re-cased State name converted to code Gender normalised+2 more
ENR-131464	ENR	George Schmidt	1938-02-14	UHC-87968-01	—	4919 Washington St, Las Vegas, NV, 89112	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411316	CLM	Betty Rojas	1976-12-27	UHC-59588-79	2533774468	3322 Hillcrest Rd, Sacramento, CA, 95831	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
CLM-405431	CLM	Walter Espinoza	1976-05-06	UHC-40017-55	5095932183	9590 Bayshore Dr # 323, Gilbert, AZ, 85229	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-409595	CLM	Isabella Parker	1955-02-11	UHC-22975-41	—	3506 Grand Ave, Glendale, AZ, 85339	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425936	CLM	Karen Romero	1986-03-19	UHC-81131-34	—	6696 Spring St, Denver, CO, 80276	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-412283	CLM	Kathleen A Bryant	1993-08-19	UHC-97131-90	—	5236 Mesa Dr, Scottsdale, AZ, 85288	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28320	PRV	Philip X Gray	1982-01-06	—	4129265674	6954 Sage Ct, Dallas, TX, 75214	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-27917	PRV	Katherine Butler	1938-10-05	—	7905444668	7504 Desert Sky Blvd, Houston, TX, 77099	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56789	TPA	Jack M Barnes	1979-04-24	—	7666769332	3185 Washington St, Las Vegas, NV, 89125	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133336	ENR	Emily Warren	1946-02-20	—	8193325044	4996 Maple Ave, Atlanta, GA, 30381	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408846	CLM	Aaron Andrews	2007-04-08	UHC-76478-80	5338795238	6597 Church St, San Diego, CA, 92170	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22645	PRV	Charlotte O Peterson	1963-07-15	UHC-11340-18	6588626908	833 Central Ave, Tempe, AZ, 85243	0.64	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code+2 more
CLM-413460	CLM	Natalie Wang	1942-05-17	UHC-03089-16	3485064143	5516 Market St, Austin, TX, 78786	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-113353	ENR	Roger U Ray	1977-08-03	UHC-43599-50	7875008643	4127 Apache Blvd, Mesa, AZ, 85214	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-128173	ENR	Victoria R Carroll	1948-01-02	UHC-24385-84	—	8671 Central Ave, Gilbert, AZ, 85273	0.64	Name re-cased SSN last four extracted State name converted to code Plan code upper-cased+2 more
ENR-131311	ENR	David L Adams	1944-10-08	UHC-00993-52	8316997194	5254 Canyon Rd, Jacksonville, FL, 32296	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108553	ENR	Linda I Myers	1975-11-06	UHC-19783-34	2465836521	8146 Church St, Phoenix, AZ, 85039	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-117026	ENR	Kevin Q Rivera	1943-08-09	UHC-07697-20	3653984769	881 Spring St, Eden Prairie, MN, 55386	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422707	CLM	Zachary Olson	1993-09-06	UHC-00455-39	—	592 Jefferson Ave, Charlotte, NC, 28281	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51467	TPA	Benajmin Stewart	1945-06-25	—	3314713960	2391 Willow Ct, Tempe, AZ, 85270	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
ENR-112936	ENR	Nathan Morgan	1969-04-07	UHC-41203-84	9762874685	811 Jefferson Ave, Miami, FL, 33143	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403601	CLM	Mary K Rogers	1943-04-11	UHC-81130-66	4768194588	3310 Washington St, Scottsdale, AZ, 85202	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401213	CLM	Lerry Delgado	1979-01-19	UHC-13396-91	—	1290 Cedar Ln, Denver, CO, 80222	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-54582	TPA	Roy M Crawford	2004-06-04	—	—	1696 Park Pl, Mesa, AZ, 85297	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-20707	PRV	Ann R Harris	1985-01-28	—	5869920894	2557 Willow Ct, Dallas, TX, 75206	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432361	CLM	Amy Sanchez	1972-07-02	UHC-63205-92	—	7045 Desert Sky Blvd, Sacramento, CA, 95892	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
CLM-415523	CLM	Bruce Reynolds	1945-07-01	UHC-33418-96	3325831335	8688 Apache Blvd, Glendale, AZ, 85382	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56300	TPA	Betty Pena	1953-10-03	—	—	8194 Maple Ave, Nashville, TN, 37272	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-419476	CLM	Olivia Dunn	1956-09-23	—	2505111244	7987 Central Ave # 306, Columbus, OH, 43235	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-401987	CLM	Stephen Garza	1947-12-11	—	—	9896 Ridge Rd, Orlando, FL, 32863	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-114735	ENR	Mason R Wagner	1966-04-13	UHC-90831-50	2297681839	6319 Jefferson Ave, Miami, FL, 33175	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-135293	ENR	Frank Garcia	1940-07-01	UHC-99822-51	7367514389	9059 Market St, Denver, CO	0.64	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
ENR-128831	ENR	Sarah Brown	1973-01-21	UHC-49452-97	7378659813	1396 Apache Blvd, Fresno, CA, 93743	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138817	ENR	Maria V Burns	1994-09-09	UHC-15438-40	3188643368	8057 Baseline Rd, San Antonio, TX, 78226	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-422488	CLM	Paul Vazquez	1995-01-08	UHC-55634-10	9782620349	4886 Lake View Rd, Plano, TX, 75085	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130124	ENR	Hiroshi R Peterson	1968-09-04	UHC-61159-02	4675183509	2708 Oak St, Miami, FL, 33131	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407374	CLM	Santiago Elliott	1989-06-01	—	7082062197	5848 Elm St, Orlando, FL, 32832	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123406	ENR	Logna King	1950-04-20	UHC-67632-43	5358279707	7641 Sage Ct, Glendale, AZ, 85316	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-123624	ENR	Wayne Q Silva	2005-02-18	UHC-07518-90	2374504670	3386 Union St, Orlando, FL, 32817	0.64	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
CLM-427263	CLM	Rob Singh	1975-01-16	UHC-01396-37	2298620343	6850 Baseline Rd, Nashville, TN, 37261	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-115571	ENR	Doris Q Garza	1984-03-09	UHC-21021-96	9645202486	6498 Market St, Tempe, AZ, 85264	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420435	CLM	Brenda Adaams	1953-06-22	UHC-68921-36	—	2980 Washington St, Charlotte, NC, 28273	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-141352	ENR	Tricia Robertson	1972-02-10	UHC-63151-88	8342676995	523 Desert Sky Blvd, Eden Prairie, MN, 55365	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
CLM-411176	CLM	Betty Wheeeler	2002-10-15	UHC-47951-04	—	2733 Church St, Charlotte, NC, 28288	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-129202	ENR	Richard N Castillo	1980-07-01	UHC-32013-85	2463512371	6073 Apache Blvd, Glendale, AZ, 85373	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

9,084 rows, page 100 of 182Previous Next