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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133040	ENR	Madison Russell	—	UHC-55697-51	2472185779	7334 Mountain View Dr, Tucson, AZ, 85706	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-136192	ENR	Alice U Davis	2002-06-01	UHC-14521-52	—	6411 Desert Sky Blvd, Miami, FL, 33108	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-125305	ENR	Austin Clark	2007-06-05	UHC-09557-64	—	9803 Washington St # 633, Dallas, TX, 75257	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104598	ENR	Diego Castillo	2007-02-09	UHC-69309-44	8524490456	3312 Maple Ave Apt 35, Houston, TX, 77038	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-140506	ENR	Jesse K Kim	1995-01-28	UHC-52083-96	—	8917 Maple Ave, Phoenix, AZ, 85002	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-110254	ENR	Emily B Gibson	1977-10-15	UHC-33914-45	5169147893	960 Palm Dr Apt 15, Fresno, CA, 93744	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
ENR-124986	ENR	ElizabethJunk	1985-06-17	UHC-07694-89	9257653754	9041 Baseline Rd, Fresno, CA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-124421	ENR	Russell Powell	1939-10-22	UHC-73379-98	—	8283 Willow Ct, Fresno, CA	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-133548	ENR	Bradley Flores	—	UHC-20706-40	—	3417 Indian School Rd, Gilbert, AZ, 85296	0.52	Name re-cased Date of birth unreadable SSN last four extracted Street suffix standardised+2 more
ENR-111395	ENR	Alexis Garza	1969-02-17	UHC-59195-32	3157024133	141 Bayshore Dr, Tucson, AZ, 85706	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-139250	ENR	Alexis D Elliott	1988-12-28	UHC-17655-37	—	3400 Ridge Rd, Miami, FL, 33149	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-128007	ENR	Cynthia Baker	1938-09-16	UHC-45011-80	4547801181	5643 Park Pl, Phoenix, AZ, 85044	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131031	ENR	Teresa P Burton	1956-04-24	UHC-61347-45	—	5876 Indian School Rd # 546, Minneapolis, MN, 55467	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-120043	ENR	Santiago Padilla	1981-11-04	UHC-48047-31	—	6082 Grand Ave, San Diego, CA, 92147	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130095	ENR	Evelyn Perez	1999-04-20	UHC-48058-76	5527360519	3972 Ocean Ave, Los Angeles, CA, 90077	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-105911	ENR	Jesse Black	1982-07-10	UHC-62534-65	—	7388 Maple Ave, Dallas, TX, 75247	0.52	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-122678	ENR	Fatima Reyes	—	UHC-25320-95	8396170838	3893 Meadow Ln # 874, Charlotte, NC, 28204	0.52	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+2 more
ENR-106510	ENR	Ann Ryan	2002-08-24	UHC-62398-09	8399494266	423 Oak St, Las Vegas, NV, 89135	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-127653	ENR	Patricia K Porter	1986-09-25	UHC-40405-05	4632904392	8080 Forest Ave Apt 9, Denver, CO	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107906	ENR	Logan Q Carpenter	1977-02-13	UHC-39590-29	—	8727 Lincoln Way, Columbus, OH	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-126963	ENR	Abby U Peters	2003-10-20	UHC-38914-38	—	8838 Elm St, Atlanta, GA	0.52	Two-digit birth year State code upper-cased ZIP missing Gender normalised+2 more
ENR-133897	ENR	Kile P Fields	1951-05-23	UHC-45606-15	2297733888	7188 Broadway, Plano, TX, 75098	0.52	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Gender normalised+2 more
ENR-134835	ENR	Ruth B Spencer	2002-07-12	UHC-50944-63	4788432334	1966 Main St, Tempe, AZ, 85241	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-122760	ENR	Willie Hawkins	1985-04-09	UHC-80056-20	7353611040	655 Indian School Rd # 286, San Antonio, TX, 78209	0.52	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
ENR-142812	ENR	Aisha Burke	1960-12-03	UHC-42201-91	9574880580	8632 Oak St, Plano, TX	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
ENR-125542	ENR	Dris Silva	1994-06-24	UHC-22212-52	4028399417	5123 Main St, Mesa, AZ, 85280	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-126734	ENR	Diana M Park	1996-05-28	UHC-17088-19	9817042882	6071 River Rd, Fresno, CA, 93746	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-128189	ENR	Helen M Reid	2005-11-28	UHC-88997-72	7597401091	463 Cedar Ln, Mesa, AZ, 85254	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-139984	ENR	Benjamin J Ferguson	1948-02-20	UHC-50436-75	5282323565	6269 Willow Ct, Eden Prairie, MN, 55325	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-113319	ENR	Abigail F Reynolds	1976-04-27	UHC-56842-65	3269371605	8152 Ocean Ave, Seattle, WA, 98149	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-116020	ENR	Beverly Harrison	1962-03-11	UHC-76087-44	4336407608	8994 Cedar Ln, Sacramento, CA	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
ENR-132413	ENR	IJunk	2007-02-06	UHC-55057-05	6765184352	7501 Apache Blvd, Seattle, WA, 98163	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108648	ENR	Alexander Gomez	1961-07-04	UHC-93177-77	3406561148	9313 Mountain View Dr # 550, San Diego, CA, 92151	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-120055	ENR	Gerald C Bennett	1957-03-26	UHC-99151-13	9669953210	9437 Washington St # 446, Jacksonville, FL	0.52	Unit split from street ZIP missing Gender normalised Plan code upper-cased+2 more
ENR-132827	ENR	Hiroshi L Webb	1978-05-02	UHC-42260-19	—	8151 Church St, Denver, CO, 80296	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-138150	ENR	Saa Y Greene	—	UHC-27441-33	3194860136	8734 Willow Ct, Los Angeles, CA	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123559	ENR	Tricia V Bradley	2000-08-04	UHC-03687-10	—	5690 Forest Ave Apt 34, Houston, TX, 77023	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Unit split from street+2 more
ENR-133111	ENR	Patricia Patel	1989-12-23	UHC-55189-29	—	7904 Sage Ct Apt 31, Minneapolis, MN, 55465	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
ENR-116018	ENR	Deb N Harper	1973-09-28	UHC-63588-98	—	4799 River Rd, Charlotte, NC, 28291	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-134527	ENR	Patrick D Medina	1959-01-12	UHC-45150-48	6476791608	8955 Bayshore Dr, Seattle, WA, 98128	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-123979	ENR	Russell O Robinson	1960-03-26	UHC-60313-10	—	4046 Lake View Rd, Eden Prairie, MN	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-143003	ENR	Dorothy J Borwn	1944-01-28	UHC-75100-47	—	8317 Mountain View Dr, Nashville, TN, 37241	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-102803	ENR	Joyce N Russell	1946-09-21	UHC-98241-11	4326840122	4220 Canyon Rd, Sacramento, CA, 95886	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100345	ENR	Shirley D Reynolds	1973-09-12	UHC-14074-32	—	6472 Desert Sky Blvd, Houston, TX, 77024	0.52	Phone missing area code Street suffix standardised Address re-cased Gender normalised+2 more
ENR-135816	ENR	Alexander Obrien	1970-05-20	UHC-27163-89	4972713147	618 Sage Ct, Columbus, OH, 43236	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109202	ENR	Kathleen Li	1966-09-10	UHC-10889-86	—	3196 Sage Ct, Tampa, FL, 33654	0.52	Date of birth reformatted Phone missing area code SSN last four extracted State name converted to code+2 more
ENR-126415	ENR	Jacqueline Evans	1967-02-19	—	—	9777 Elm St, Tucson, AZ, 85706	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140591	ENR	Susan Snyder	1943-02-09	UHC-74817-71	—	7267 Cedar Ln, Austin, TX, 78774	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-135697	ENR	Greg Arnold	1972-04-17	UHC-68214-72	9362911311	8907 Washington St # 407, Columbus, OH, 43245	0.52	Name split from “Last, First”Phone reformatted Unit split from street State name converted to code+2 more
ENR-141463	ENR	Jerry J Porter	2001-07-04	UHC-76978-38	5412556091	1252 Ocean Ave # 486, Charlotte, NC	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more

16,916 rows, page 32 of 339Previous Next