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

Enrollment, flag “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104008	ENR	Ruth Black	1963-11-09	UHC-63053-46	2228050783	3100 Washington St, Plano, TX	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-140998	ENR	Donna Morris	2003-07-27	UHC-81537-62	5336851073	7992 Elm St Apt 3, Nashville, TN	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-137581	ENR	Roger C Gomez	2000-11-06	UHC-26333-18	5973257158	3214 Sage Ct, Tempe, AZ	0.54	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP missing+1 more
ENR-105916	ENR	Gregory Mitchell	1973-05-09	UHC-64045-83	—	199 Highland Ave, Glendale, AZ, 85366	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-103710	ENR	Catherine Z Cook	1990-06-20	—	6793246419	3042 Cedar Ln, Los Angeles, CA, 90094	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-103312	ENR	Stephanie T Garcia	1940-02-21	UHC-63671-83	9407001839	8820 Central Ave # 550, Sacramento, CA, 95857	0.54	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+1 more
ENR-122203	ENR	Michelle Chavez	1992-04-26	UHC-36979-40	—	5832 Sunset Blvd, Scottsdale, AZ, 85288	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-129488	ENR	Jose Vargas	1990-12-04	UHC-62704-97	3395989886	8971 Main St, Tempe, AZ, 85203	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-116675	ENR	Isabella N Torres	2008-09-07	UHC-07446-40	3658395638	7978 Ridge Rd, Tucson, AZ, 85785	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123051	ENR	Zachary Romero	1992-04-13	UHC-18836-74	7353258273	283 Camelback Rd, Eden Prairie, MN, 55327	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-112279	ENR	Eddie Z Morales	1992-03-08	UHC-12549-96	3037757591	5801 Forest Ave, Tampa, FL, 33685	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117791	ENR	Melissa Whie	2000-05-10	UHC-48799-02	4706417155	8965 Main St, Tempe, AZ	0.54	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-122942	ENR	Charles Aguilar	1991-11-08	UHC-47926-59	4519807431	4747 Church St # 907, Miami, FL, 33141	0.54	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+1 more
ENR-115756	ENR	Wang Jose	1988-02-03	UHC-58676-07	5579344867	3956 Indian School Rd, Atlanta, GA, 30308	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-140279	ENR	Maria Z Fernandez	—	UHC-39681-76	3094187173	318 Hillcrest Rd, Glendale, AZ, 85338	0.54	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142928	ENR	Suasn U Hart	1938-10-02	UHC-24309-19	3556006318	2889 Maple Ave, Fresno, CA, 93796	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-125367	ENR	Nicholas Silva	—	UHC-83506-50	2194572963	3586 Forest Ave, Chandler, AZ, 85217	0.54	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131056	ENR	Janet G Medina	1969-11-27	UHC-08466-39	8256302595	9565 Lake View Rd, Scottsdale, AZ, 85226	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-111194	ENR	Martha Dean	1983-08-15	UHC-45430-60	—	2239 Washington St, Charlotte, NC, 28249	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-103130	ENR	Camila Spencer	2008-06-20	UHC-06958-03	—	730 Lake View Rd, Fresno, CA, 93736	0.54	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-112883	ENR	Mei A Johnson	1978-02-23	UHC-36165-09	—	4634 River Rd # 113, Plano, TX, 75089	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-132073	ENR	Mark E Scott	—	UHC-18709-47	7438397420	5120 Willow Ct, Gilbert, AZ, 85268	0.54	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+1 more
ENR-112763	ENR	Camila H Nguyen	1940-02-11	UHC-16080-89	2498963712	1696 Lake View Rd, Phoenix, AZ, 85096	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-100501	ENR	Donna S Sullivan	1995-08-15	UHC-77457-37	7805569180	3502 Lincoln Way, Denver, CO, 80223	0.54	Middle initial moved out of first name Street suffix standardised Address re-cased Gender normalised+1 more
ENR-116801	ENR	Ethan Webb	1978-02-22	UHC-84411-18	7303014707	7603 River Rd Apt 28, Scottsdale, AZ, 85270	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
ENR-118593	ENR	Carlos U Daniels	—	UHC-16011-75	—	7763 Main St, Gilbert, AZ, 85218	0.54	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-134872	ENR	Julie Y Santos	2007-05-07	UHC-40432-33	5427846275	6524 Canyon Rd # 409, San Diego, CA, 92157	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+1 more
ENR-141521	ENR	Gabriel I Rios	1960-07-09	UHC-91956-10	4886347198	4839 Ocean Ave, San Antonio, TX, 78264	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-130407	ENR	Juan E Mills	1949-05-25	UHC-33516-52	4843196384	3084 Desert Sky Blvd, Gilbert, AZ, 85247	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-105880	ENR	Kelly G Baker	—	UHC-48249-92	2786859756	4218 Sunset Blvd, San Diego, CA, 92180	0.54	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+1 more
ENR-102622	ENR	Yuki Weber	2002-03-09	UHC-48105-66	5746795371	4223 Harbor Blvd, Los Angeles, CA, 90071	0.54	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-113508	ENR	Omar X Johnson	1960-09-03	UHC-70459-83	5518211355	6829 Sunset Blvd Apt 35, Tempe, AZ, 85243	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-103546	ENR	Gerald L Santiago	1972-10-13	UHC-21748-46	3454765761	743 Oak St, Houston, TX, 77077	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104644	ENR	Angela D Welch	1963-11-11	UHC-58809-48	9725356718	2500 Lake View Rd, Jacksonville, FL, 32215	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133973	ENR	Robert Hill	—	UHC-09753-41	2396511620	1360 Mountain View Dr, San Diego, CA	0.54	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-114832	ENR	Judy Nichols	1977-03-04	UHC-99799-36	—	468 Spring St, Phoenix, AZ, 85003	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-134195	ENR	Emily Cox	1960-11-28	UHC-78445-65	—	3791 Washington St, Eden Prairie, MN, 55368	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-134211	ENR	Alexander T Cunningham	1961-02-02	UHC-18955-29	7624349080	4091 Market St, San Diego, CA, 92153	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106374	ENR	Linda Padilla	1947-02-20	UHC-69153-86	—	7195 Cedar Ln Apt 10, Gilbert, AZ, 85269	0.54	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+1 more
ENR-102870	ENR	Christopher U Mendoza	1940-07-08	UHC-01903-53	7615025764	3250 Meadow Ln # 944, Seattle, WA, 98110	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
ENR-108210	ENR	Harold H Gonzalez	1941-01-04	UHC-11640-03	8419183552	6036 Ridge Rd, Houston, TX, 77014	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130405	ENR	Frances D Guerrero	1985-09-19	UHC-77235-41	8577465785	5198 Main St, Mesa, AZ, 85261	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134597	ENR	Harold Aguilar	1944-03-18	UHC-68897-39	2407540376	1195 Desert Sky Blvd, Las Vegas, NV, 89167	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-122927	ENR	Jeffrey Richards	1973-01-13	UHC-76290-57	4323574624	1712 Indian School Rd, Mesa, AZ, 85267	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-133044	ENR	Kathy Guerrero	1991-06-07	UHC-45206-52	4987329186	787 Cedar Ln, Phoenix, AZ, 85037	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133218	ENR	Jeremy Cruz	1964-04-15	UHC-55958-79	5404480026	9297 Mountain View Dr # 878, Tempe, AZ, 85299	0.54	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-106525	ENR	Nicole X Rice	1995-03-17	UHC-22461-47	2789631747	8696 Canyon Rd Apt 39, Fresno, CA, 93785	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-109343	ENR	Sara Cooer	1938-07-03	UHC-45515-34	—	1053 Pine Dr Apt 28, Minneapolis, MN, 55402	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-132226	ENR	Marcus O Parker	1940-09-01	UHC-00441-29	4266241266	7772 Park Pl Apt 30, Glendale, AZ, 85322	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-117547	ENR	Walter V Gardner	2006-10-02	UHC-02634-71	4254334483	4041 Bayshore Dr, Denver, CO, 80245	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more

26,564 rows, page 92 of 532Previous Next