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-142083	ENR	Christopher F Parker	1978-01-19	UHC-38984-88	2964994988	2280 Sage Ct Apt 15, Columbus, OH	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-132845	ENR	Diane W Wells	1941-11-24	UHC-04452-60	6145750929	754 Apache Blvd Apt 31, San Diego, CA, 92119	0.52	Date of birth reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
ENR-116470	ENR	Kyle S Jensen	1954-08-01	UHC-25407-01	3344229991	5279 Spring St, Las Vegas, NV	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102723	ENR	Helen Muray	1952-12-22	UHC-97100-19	4794401429	432 River Rd, Los Angeles, CA, 90051	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111077	ENR	Logan J Clark	1938-12-28	UHC-88925-67	5217388404	217 Elm St, Gilbert, AZ, 85265	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101354	ENR	Willie Austin	1998-09-20	UHC-42539-11	—	8903 Baseline Rd, Houston, TX, 77065	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-140459	ENR	Roger Marshall	1998-11-17	UHC-50010-56	—	9125 Camelback Rd, Minneapolis, MN, 55418	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-115081	ENR	Arjun N Cooper	1997-01-20	UHC-97990-01	9102106468	3243 Ocean Ave, Fresno, CA, 93794	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-129373	ENR	Sharon Campbell	—	UHC-06772-04	4465041093	878 Canyon Rd, Tucson, AZ, 85718	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-113468	ENR	Mary Knight	1949-03-23	UHC-69884-47	—	3855 Camelback Rd, Orlando, FL, 32893	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107575	ENR	Martha O Austin	1992-04-23	UHC-77689-57	3203048096	4820 Ocean Ave, Denver, CO, 80204	0.52	Middle initial moved out of first name Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-109568	ENR	Rachel Q Watson	—	UHC-77213-11	3512869184	1928 Camelback Rd, San Diego, CA, 92132	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
ENR-103465	ENR	Lawrence Morales	1957-08-11	UHC-63515-18	—	5156 Forest Ave, Gilbert, AZ, 85262	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-125572	ENR	Patricia Z Padiilla	1941-12-17	UHC-08197-54	4774415654	8746 Maple Ave, Minneapolis, MN	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-113668	ENR	Brian I Hall	1946-06-06	UHC-70681-11	—	7724 Ridge Rd, Dallas, TX	0.52	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
ENR-111091	ENR	Doris Nguyen	1955-02-12	UHC-74700-92	9038843351	4996 Highland Ave, Atlanta, GA, 30356	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-116768	ENR	Debra K Fields	1973-06-12	UHC-12024-33	7015279901	1358 Pine Dr, Phoenix, AZ, 85093	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-123012	ENR	Patricia RJunk	1992-08-25	UHC-68939-94	9089761394	5270 Highland Ave, Chandler, AZ, 85227	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-118602	ENR	Lori M Ferguson	2006-08-26	UHC-87498-51	2849026276	2459 Highland Ave Apt 17, Glendale, AZ, 85352	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-107073	ENR	Kathleen L Torres	—	UHC-94701-72	8166540659	6571 Desert Sky Blvd, Scottsdale, AZ, 85200	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-111610	ENR	Alex P James	1942-04-05	UHC-26212-35	6717390757	2652 Canyon Rd, Scottsdale, AZ	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-125802	ENR	Arthur J Baker	1949-02-15	UHC-95250-58	5405256712	291 Indian School Rd, Orlando, FL, 32824	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142519	ENR	Christian Vargas	1962-12-25	UHC-00336-95	3648718471	827 Sage Ct # 513, Columbus, OH, 43242	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-133571	ENR	Wayne Perkins	1943-09-07	UHC-83686-34	9098771961	5373 Highland Ave, Mesa, AZ, 85212	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109572	ENR	Patrycia Sullivan	1960-08-06	UHC-32585-72	7888162357	7284 Grand Ave, Plano, TX, 75022	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-137980	ENR	Madison S Mendoza	1979-10-28	UHC-78916-73	8188040770	7638 Lake View Rd, Dallas, TX, 75215	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133042	ENR	Zachary V Flores	1966-05-17	UHC-91931-94	4456029752	138 Mesa Dr, Austin, TX, 78720	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-117908	ENR	Evans Viginia	—	UHC-47098-36	4969404567	6614 Elm St, Scottsdale, AZ, 85284	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-101976	ENR	Jess Medina	2002-11-26	UHC-92187-07	7978568412	1120 Bayshore Dr Apt 25, Fresno, CA, 93717	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-106393	ENR	Megan Harris	1969-07-07	UHC-23742-43	5023538053	5792 Ocean Ave Apt 27, Tampa, FL, 33620	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-137107	ENR	Ana O Adams	1944-07-09	UHC-91260-01	9769096894	9369 Ocean Ave, Phoenix, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-101362	ENR	Martha Bailey	1972-11-04	UHC-06979-99	5147272912	4540 Jefferson Ave, Charlotte, NC	0.52	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
ENR-123652	ENR	Roger Cook	1966-01-17	UHC-57892-34	8738272369	6721 Harbor Blvd, Eden Prairie, MN, 55348	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128795	ENR	Katherine P Hamilton	1995-12-12	UHC-73729-70	3095174131	10 Mountain View Dr, Columbus, OH	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127701	ENR	Arthur Gray	1996-05-02	UHC-88638-18	3618242906	4343 Spring St, Nashville, TN, 37213	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-134468	ENR	Tricia Phillips	—	UHC-63412-30	8773752043	1441 Harbor Blvd, Austin, TX, 78793	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
ENR-108251	ENR	Michael Z Knight	1988-08-19	UHC-49306-72	2609439062	5698 Meadow Ln, Seattle, WA, 98194	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108537	ENR	Wayne P Oliver	1976-04-07	UHC-87651-90	7625235720	365 Church St, Sacramento, CA, 95831	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100513	ENR	Camila Jacobs	1976-08-24	UHC-42463-75	7473538814	850 Bayshore Dr, Tempe, AZ, 85286	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-127574	ENR	David Powell	2004-04-27	UHC-50609-62	9259741002	1225 Canyon Rd, Austin, TX, 78798	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107360	ENR	William Bradley	1964-03-20	UHC-33492-59	3982753015	9247 Jefferson Ave, Glendale, AZ, 85349	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-137681	ENR	Julie Q Simmons	1983-02-16	UHC-66793-44	5817213191	1667 Canyon Rd, Miami, FL, 33192	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-101400	ENR	Thomas West	1961-12-16	UHC-63916-28	5476178107	5325 Hillcrest Rd Apt 7, Dallas, TX, 75211	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-101601	ENR	Christian Holmes	1958-11-23	UHC-16278-74	—	6194 Meadow Ln, Nashville, TN, 37295	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-138998	ENR	Anna P Andrews	2006-02-03	UHC-46033-71	—	1423 Bayshore Dr, Chandler, AZ, 85211	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-105074	ENR	Nancy Gibson	1957-12-21	UHC-64279-71	3263182219	8709 Forest Ave, Chandler, AZ, 85274	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-142368	ENR	Lauren K Willis	1968-03-04	UHC-50537-87	—	3496 Ridge Rd, Seattle, WA	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
ENR-121830	ENR	Stephanie Bell	1940-04-27	UHC-76947-21	2126217158	3211 Oak St, Tempe, AZ, 85280	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121831	ENR	Stephanie Bell	1940-04-27	UHC-76947-21	2126217158	3211 Oak St, Tempe, AZ, 85280	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111791	ENR	Johnson Randy	1986-01-11	UHC-51182-51	4317292783	7347 Pine Dr # 974, Jacksonville, FL, 32215	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more

26,564 rows, page 72 of 532Previous Next