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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403054	CLM	Peter Ryan	1976-02-24	UHC-07246-05	5517228705	5547 River Rd, Tampa, FL, 33696	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
TPA-56324	TPA	Luis Miller	1998-03-25	—	—	6417 Apache Blvd, Fresno, CA, 93795	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-116451	ENR	Kimberly L Santiago	1984-11-27	UHC-16774-11	7462057795	3655 Mountain View Dr, Denver, CO	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-61384	TPA	Richard Burke	1947-04-17	—	6136855808	7848 Central Ave, Charlotte, NC, 28283	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-141373	ENR	Jason W Wallace	1960-05-14	UHC-80148-10	9882292150	3701 Meadow Ln, Denver, CO, 80257	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
ENR-129326	ENR	Ann K Young	1967-07-24	UHC-30222-93	8763663117	5055 Apache Blvd, San Diego, CA, 92121	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-413855	CLM	Cruz Sandra	1939-07-06	—	2958452158	649 Elm St, San Diego, CA, 92101	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-416548	CLM	Valentina Cooper	1984-09-18	UHC-46542-88	—	5188 Main St, Fresno, CA, 93762	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-104940	ENR	Martha Hansen	1988-04-22	UHC-51246-63	3106756838	2976 Central Ave Apt 12, Miami, FL, 33126	0.66	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
ENR-116346	ENR	Jason S Wang	1998-11-22	UHC-62361-29	8538654878	6287 Washington St, Houston, TX, 77024	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+1 more
ENR-127322	ENR	Benjamin Gibson	1990-11-28	UHC-15397-39	5717198351	559 Canyon Rd, Columbus, OH, 43281	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-127323	ENR	Benjamin Gibson	1990-11-28	UHC-15397-39	5717198351	559 Canyon Rd, Columbus, OH, 43281	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-121342	ENR	Victoria E Dixon	1943-04-03	UHC-43667-50	2493842228	1154 Maple Ave # 117, Los Angeles, CA, 90028	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-123102	ENR	Jeffrey K Singh	2008-10-28	UHC-30073-49	9054588942	3844 Cedar Ln, Las Vegas, NV, 89168	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-27079	PRV	Carlos Howard	1963-11-24	—	3115193041	5732 Desert Sky Blvd, Chandler, AZ, 85231	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+1 more
CLM-406723	CLM	Kathleen Bailey	1983-04-15	UHC-81568-33	—	6841 Park Pl, Eden Prairie, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-409729	CLM	Samantha U Patterson	1974-10-20	—	—	1608 Sage Ct, Scottsdale, AZ, 85290	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-103481	ENR	Russell Y Berry	1984-01-22	UHC-79002-63	9888837588	7812 Lincoln Way, Las Vegas, NV, 89130	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-138096	ENR	Thomas Cruz	1998-03-20	UHC-85435-68	—	5054 Main St, Phoenix, AZ, 85085	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-124880	ENR	Jean Fields	1944-12-22	UHC-82456-16	9867648535	4268 Elm St, Houston, TX, 77027	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-133445	ENR	Cheryl A Perez	1990-04-03	UHC-54826-40	—	260 Lake View Rd, San Diego, CA, 92101	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-58359	TPA	Lawrence Burke	1981-07-17	—	—	6947 Apache Blvd, Mesa, AZ, 85251	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-124362	ENR	Kimberly A Morrison	1943-11-19	UHC-34877-54	4459186280	7194 Lincoln Way, Plano, TX, 75086	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
ENR-134912	ENR	Jeffrey T Gordon	1944-07-06	UHC-83442-79	9897992138	7623 Spring St # 970, Sacramento, CA, 95836	0.66	Two-digit birth year Phone reformatted Unit split from street City re-cased+1 more
ENR-103279	ENR	James J Rios	—	UHC-97343-03	2397326867	4070 Willow Ct, Phoenix, AZ, 85043	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430027	CLM	Carolyn P Li	1947-07-28	—	—	6525 Highland Ave, Nashville, TN, 37205	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
CLM-412868	CLM	Nancy Johnson	—	UHC-08685-37	—	7906 Broadway, Tucson, AZ, 85789	0.66	Name split from “Last, First”Date of birth unreadable City re-cased Whitespace trimmed+1 more
TPA-56893	TPA	Richard Sandoval	1947-10-27	—	6922986423	7359 Harbor Blvd, San Diego, CA, 92107	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
TPA-56892	TPA	Richard Sandoval	1947-10-27	—	6922986423	7359 Harbor Blvd, San Diego, CA, 92107	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
CLM-411349	CLM	Alexander Ray	1996-05-06	—	—	5159 Ridge Rd, Tampa, FL, 33639	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-126204	ENR	Brittany Ramirez	2004-01-11	UHC-59030-32	4775698125	1639 Valley View Dr, Houston, TX, 77007	0.66	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-124688	ENR	Helen Green	1982-02-24	UHC-73031-46	4025457613	3097 Maple Ave, Seattle, WA, 98186	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
TPA-60667	TPA	Aisha Bishop	—	—	—	2430 Maple Ave, Orlando, FL, 32871	0.66	Name re-cased Date of birth unreadable City re-cased ZIP+4 trimmed+1 more
ENR-125957	ENR	Jordan B Weber	2008-09-04	UHC-02916-99	9639480532	8867 Grand Ave, Denver, CO, 80299	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-422275	CLM	Luis Tuker	1953-09-13	UHC-25918-17	—	4409 Hillcrest Rd, Atlanta, GA, 30307	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-401476	CLM	Gerald P Sullivan	1938-07-08	UHC-32009-78	4887059377	5553 Grand Ave, Dallas, TX	0.66	Phone reformatted SSN last four extracted City re-cased ZIP missing+1 more
CLM-420767	CLM	Bryan Graham	1999-09-04	UHC-39222-66	7656448229	301 Baseline Rd, Denver, CO, 80251	0.66	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+1 more
ENR-113779	ENR	Christian Y Gibson	1999-04-16	UHC-66139-13	7906028534	564 Bayshore Dr, Phoenix, AZ, 85088	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-431053	CLM	Dean Andrew	1946-06-15	UHC-73405-81	—	1670 Mesa Dr, Tucson, AZ	0.66	City re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-106361	ENR	Robert S Dunnn	1951-07-20	UHC-95326-41	3987553995	6341 Baseline Rd, Houston, TX, 77003	0.66	Name re-cased Two-digit birth year City re-cased State name converted to code+1 more
ENR-127910	ENR	Lawrence N Johnston	1976-02-23	UHC-37929-30	7027196836	4994 Desert Sky Blvd, Tempe, AZ	0.66	Two-digit birth year Phone reformatted City re-cased ZIP missing+1 more
ENR-129255	ENR	Vincent H Thomas	2004-10-15	UHC-37542-71	6456622624	4712 Willow Ct, Nashville, TN, 37264	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-119720	ENR	Natalie Medina	1945-12-24	UHC-96777-36	9484023277	1410 Broadway, Tampa, FL, 33619	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
TPA-52507	TPA	Jonathan Foster	1953-09-06	—	—	7387 Lake View Rd Apt 37, Charlotte, NC, 28284	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-121355	ENR	Bobby Medina	1984-09-10	UHC-81842-81	2936154214	552 Valley View Dr, Jacksonville, FL, 32250	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-400170	CLM	Paul Washington	1978-03-11	UHC-15231-47	8166778754	951 Washington St, Houston, TX, 77002	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-118711	ENR	Bradley Gomez	1940-12-06	UHC-66765-56	5428858025	7947 Lincoln Way, Fresno, CA	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
CLM-432383	CLM	Nicole Ortega	2004-03-20	UHC-23371-21	—	2244 Maple Ave, Fresno, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-401675	CLM	Donald Hudson	1990-02-28	—	—	6575 Elm St, Miami, FL, 33175	0.66	SSN last four extracted City re-cased Gender normalised Whitespace trimmed+1 more
ENR-106242	ENR	Sofia Fernandez	—	UHC-82111-99	9765276749	2511 Grand Ave, Plano, TX, 75046	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more

17,850 rows, page 139 of 357Previous Next