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-405306	CLM	Denise Sandoval	1990-02-16	—	—	7820 Jefferson Ave, Houston, TX, 77097	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-116909	ENR	Judy Ward	1976-07-26	UHC-72375-15	—	398 Main St, Atlanta, GA, 30320	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-119202	ENR	Isabella Perkins	1965-05-25	UHC-41872-98	4744684845	566 Church St, Phoenix, AZ, 85099	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-112638	ENR	Isabella M Parker	1955-02-11	UHC-22975-41	3803155498	3506 Grand Ave, Glendale, AZ, 85339	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-122159	ENR	Christian T Roberts	1994-01-13	UHC-76678-78	9226368075	1186 Oak St, Eden Prairie, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138062	ENR	Mei H Thompson	1980-10-20	UHC-34224-49	7002522355	3545 Harbor Blvd, San Antonio, TX, 78232	0.64	Middle initial moved out of first name Two-digit birth year Member ID reformatted City re-cased+2 more
CLM-406229	CLM	Billy Contreras	1984-05-25	—	—	1811 Valley View Dr, Miami, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-410265	CLM	Shirley N James	1958-03-17	UHC-50985-20	—	4874 Canyon Rd, Tempe, AZ, 85212	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-28731	PRV	Noah A Tucker	1993-06-02	—	—	2659 Park Pl, Columbus, OH, 43219	0.64	Name split from “Last, First”City re-cased Email lower-cased Gender normalised+2 more
CLM-432150	CLM	Benjamin Cooper	1968-06-14	UHC-69545-33	—	2277 Maple Ave, Sacramento, CA, 95820	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-109843	ENR	Andrea Q Kennedy	1959-07-01	UHC-99655-87	3103531687	7806 Market St, Phoenix, AZ, 85020	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110186	ENR	Deborah Pyane	1953-11-09	UHC-76162-47	7892267417	3013 Grand Ave, Phoenix, AZ	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+2 more
ENR-110043	ENR	Ema Graham	1978-09-13	UHC-94336-44	2464621374	6542 Central Ave, Glendale, AZ, 85306	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131344	ENR	Isabella I Edwars	1948-09-23	UHC-90465-53	8766377116	2003 Washington St, Tucson, AZ, 85704	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136082	ENR	Albert Flores	1987-06-26	UHC-98167-09	4664958764	7327 Palm Dr, Denver, CO, 80275	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134141	ENR	Hannah Vega	1981-07-15	UHC-67004-11	2776576095	3709 Sage Ct, Plano, TX, 75062	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-59689	TPA	Mary Ramirez	1986-05-21	—	—	9497 Willow Ct, Eden Prairie, MN, 55379	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139084	ENR	Willie K Holmes	2001-10-19	UHC-46139-28	7787496469	8106 Lincoln Way, Houston, TX, 77083	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
CLM-427443	CLM	Philip Valdez	2002-07-04	UHC-98601-37	—	2007 Mountain View Dr, Eden Prairie, MN, 55320	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-113783	ENR	Benjamin Carr	1954-01-05	UHC-31487-44	5618386487	6134 Spring St, Los Angeles, CA, 90028	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-112545	ENR	Camila Nelson	1997-01-14	UHC-20801-64	6132771924	5213 Valley View Dr, San Antonio, TX, 78231	0.64	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+2 more
ENR-134746	ENR	Abigail Le	—	UHC-13342-03	7028424762	1183 Mesa Dr, Denver, CO, 80294	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29065	PRV	Sarah Dunn	1966-04-16	—	2545140687	4136 Grand Ave, Dallas, TX, 75268	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-139104	ENR	Donald Chapman	2003-08-09	UHC-60622-70	4353948718	58 Palm Dr, Las Vegas, NV, 89145	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-129645	ENR	Sean F Mendoza	1962-11-14	UHC-68785-32	9033023098	7046 Highland Ave, Atlanta, GA, 30380	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-405108	CLM	Walter S Wallace	1947-11-07	UHC-21909-81	6117535138	4602 Washington St, Tampa, FL, 33666	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-137996	ENR	Alan A Nunez	1952-01-27	UHC-39174-66	8023823575	1713 Sage Ct, Columbus, OH, 43220	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123539	ENR	Alice I Burns	1943-11-16	UHC-66412-77	5552387277	1416 Pine Dr # 154, Scottsdale, AZ, 85252	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104092	ENR	Luis Johnston	1953-02-17	UHC-78938-09	8338888123	5175 Washington St, Los Angeles, CA, 90092	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+2 more
ENR-108253	ENR	Willie Shaw	1978-12-02	UHC-91895-73	5833930070	7789 Canyon Rd, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128135	ENR	Benjamin Gomez	1944-04-12	UHC-60286-49	—	9609 Harbor Blvd, Seattle, WA, 98150	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-407890	CLM	Vincent Palmer	1969-09-01	UHC-31592-87	—	6694 Market St, Seattle, WA, 98173	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-101888	ENR	Amanda Marshall	1952-06-22	UHC-03865-31	9524022435	1064 Ocean Ave, Gilbert, AZ, 85283	0.64	Name re-cased SSN last four extracted City re-cased State name converted to code+2 more
ENR-126264	ENR	Carlos Pierce	1968-02-01	UHC-83629-71	2505343210	3529 Meadow Ln, Orlando, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-106330	ENR	Albert Espinoza	1962-06-23	UHC-35488-03	—	2343 Central Ave, Plano, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
PRV-25587	PRV	Donald Burton	1973-02-10	—	8252467993	8911 Sunset Blvd, Houston, TX, 77089	0.64	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
TPA-53819	TPA	Vincent Gordon	1973-01-03	—	—	1710 Central Ave, Miami, FL, 33190	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-105138	ENR	Ralph W Garza	1947-08-28	UHC-69417-14	9834411893	3855 Jefferson Ave, Charlotte, NC, 28271	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-426249	CLM	Wayne Hunt	1959-02-25	UHC-34787-44	6206361503	8367 Willow Ct, Tucson, AZ, 85769	0.64	Phone reformatted SSN last four extracted City re-cased State name converted to code+2 more
TPA-60573	TPA	Jeremy Elliott	1977-09-03	—	—	1576 Grand Ave, Tucson, AZ, 85784	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-108457	ENR	Samantha Hicks	1955-07-24	UHC-27558-25	—	3610 Valley View Dr, Eden Prairie, MN, 55346	0.64	Name split from “Last, First”Member ID reformatted City re-cased ZIP+4 trimmed+2 more
ENR-129212	ENR	Martha Z Parker	1991-09-26	UHC-73620-42	—	236 Market St, Glendale, AZ, 85347	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-125424	ENR	Diane N Yang	2001-09-09	UHC-11444-52	2616069814	77 Main St, San Antonio, TX, 78208	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100355	ENR	Carol Arnold	1977-02-16	UHC-08800-13	9288508202	958 Pine Dr, Seattle, WA, 98169	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-125609	ENR	Pamela Vazquez	1951-08-15	UHC-47650-66	6745164540	2911 Sunset Blvd, Nashville, TN, 37236	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57682	TPA	Evelyn Jensen	2005-05-28	—	—	9886 Sage Ct, Phoenix, AZ, 85052	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414348	CLM	Kayla Knight	—	UHC-65232-63	—	3353 Highland Ave, Mesa, AZ, 85246	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
ENR-107455	ENR	Barbara U Hanson	1969-12-18	UHC-36092-77	—	4769 Spring St, Austin, TX, 78752	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53172	TPA	Bruce Hart	1963-04-13	UHC-75859-83	8042921422	8947 Market St, Chandler, AZ, 85288	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-416998	CLM	Kenneth Carr	1947-01-02	UHC-16971-71	—	5461 Grand Ave, Tucson, AZ, 85710	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more

17,850 rows, page 129 of 357Previous Next