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-126131	ENR	Carl N Moore	1957-06-26	UHC-52150-95	—	4666 Forest Ave, Minneapolis, MN	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP missing+1 more
ENR-116023	ENR	Saraah O Sulivan	1968-10-17	UHC-55633-98	—	4140 Highland Ave, San Diego, CA, 92155	0.54	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-126085	ENR	Arjun X Guerrero	1991-07-07	UHC-90114-99	—	9583 Jefferson Ave, Columbus, OH, 43265	0.54	Two-digit birth year State name converted to code Email lower-cased Gender normalised+1 more
ENR-130128	ENR	Cheryl C Harrison	1954-12-16	UHC-63017-89	3993084124	3389 Meadow Ln, Los Angeles, CA, 90037	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-102382	ENR	Kayla V Oliver	1968-06-25	UHC-52302-68	9247620522	159 Meadow Ln, Sacramento, CA, 95818	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-142527	ENR	Hiroshi B Russell	—	UHC-16259-54	5902349183	203 Oak St, Phoenix, AZ, 85030	0.54	Date of birth missing Street suffix standardised Address re-cased State name converted to code+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-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-105936	ENR	Martha D Yang	1957-02-23	UHC-83060-15	5868146574	3884 Oak St, Orlando, FL	0.54	Date of birth reformatted SSN last four extracted State name converted to code ZIP missing+1 more
ENR-109765	ENR	Joseph C Kiing	1982-12-04	UHC-46651-11	7038362946	9130 Broadway Apt 37, Jacksonville, FL	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+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-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-108633	ENR	Kayla Lee	1941-02-24	UHC-04196-28	5692392272	2438 Willow Ct Apt 37, Las Vegas, NV	0.54	Phone reformatted Unit split from street State name converted to code ZIP missing+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-105260	ENR	Ethan Rios	—	UHC-98500-33	—	4691 Harbor Blvd, Eden Prairie, MN, 55305	0.54	Date of birth unreadable Phone missing area code State name converted to code Whitespace trimmed+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-117060	ENR	Jeremy G Castillo	1981-09-28	UHC-29703-02	6125163836	3847 Grand Ave, Tempe, AZ	0.54	Name re-cased Two-digit birth year SSN last four extracted ZIP missing+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-140577	ENR	Christian Morgan	—	UHC-72777-44	—	9000 Palm Dr, Tucson, AZ, 85722	0.54	Date of birth missing Street suffix standardised Address re-cased Gender normalised+1 more
ENR-109373	ENR	Logan Marshall	1963-03-07	—	—	4254 Elm St, Tampa, FL, 33625	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-137430	ENR	Ana Adams	1981-09-15	UHC-14475-86	—	3358 Palm Dr, Miami, FL, 33129	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-115981	ENR	Santiago W Kelley	1984-08-10	UHC-71672-31	5854394556	7157 Grand Ave, Denver, CO, 80205	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-115931	ENR	Michael T Mills	—	UHC-22066-20	6369358509	5025 Highland Ave, Las Vegas, NV, 89191	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-113990	ENR	Denise L Jensen	1954-11-24	UHC-41763-29	5946961920	4637 Spring St, Eden Prairie, MN, 55361	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117935	ENR	Samantha Diaz	1998-08-23	UHC-92123-72	—	5983 Cedar Ln, Nashville, TN, 37206	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
ENR-141275	ENR	Jeremy Roberts	2002-08-08	UHC-15499-53	2922886180	1986 Church St, Atlanta, GA, 30319	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-131423	ENR	Mray L Bishop	1971-12-21	UHC-15059-18	—	4398 Sage Ct, Glendale, AZ, 85301	0.54	Middle initial moved out of first name Name re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-110529	ENR	Diane N Perez	1968-05-22	UHC-33040-39	8738954054	4520 Spring St # 384, Plano, TX, 75097	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-109733	ENR	Priya Ortiz	—	UHC-99723-31	—	3345 Baseline Rd # 550, Tucson, AZ, 85783	0.54	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+1 more
ENR-133372	ENR	Scott Reed	1965-09-13	UHC-22245-78	6606496281	9322 Lincoln Way Apt 24, Denver, CO, 80259	0.54	Name split from “Last, First”Phone reformatted Unit split from street State name converted to code+1 more
ENR-100422	ENR	Alexis Bell	—	UHC-40956-10	7825112024	8121 Meadow Ln, Houston, TX, 77012	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-127330	ENR	Pamela Brown	2003-11-10	UHC-00296-23	—	6660 Maple Ave Apt 23, Orlando, FL, 32806	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-138074	ENR	Vincent T Bell	1972-06-09	UHC-71011-63	6668369927	4948 Ocean Ave, Mesa, AZ, 85288	0.54	Phone reformatted State name converted to code ZIP+4 trimmed Gender normalised+1 more
ENR-108985	ENR	Aaron Smith	1947-09-28	UHC-12751-91	—	6483 Washington St, Gilbert, AZ, 85253	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-137021	ENR	Joan B Vazquez	1958-10-06	UHC-66979-80	—	2813 Valley View Dr, Chandler, AZ, 85283	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-104704	ENR	Mary B Miills	1967-01-21	—	—	2271 Central Ave, Tampa, FL, 33666	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-129050	ENR	Camila Jenkins	1941-05-25	UHC-40064-21	7182886714	7015 Palm Dr, Los Angeles, CA, 90021	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-105131	ENR	Elijah P Pena	1997-09-16	UHC-72695-92	—	5445 Canyon Rd, Sacramento, CA, 95885	0.54	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-111977	ENR	Kenneth X Carroll	—	UHC-91935-85	2776674397	5265 Maple Ave, Dallas, TX, 75298	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-100068	ENR	Hamilton Wayne	1947-06-25	UHC-36182-02	6065891337	4635 Forest Ave, Tucson, AZ	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
ENR-112686	ENR	Jon Ortiz	1970-05-23	UHC-59920-83	—	4816 Park Pl, Minneapolis, MN, 55470	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-133438	ENR	Evelyn Nelson	—	UHC-74997-91	—	9742 Park Pl, Tempe, AZ, 85242	0.54	Date of birth missing SSN last four extracted City re-cased ZIP+4 trimmed+1 more
ENR-100152	ENR	Mariana A Turnr	1997-07-23	UHC-20164-12	3437119710	9224 Sage Ct, Nashville, TN, 37264	0.54	Phone reformatted SSN last four extracted State name converted to code ZIP+4 trimmed+1 more
ENR-140789	ENR	Peter H Banks	1991-12-21	UHC-77412-58	—	7123 Ridge Rd # 814, Orlando, FL, 32892	0.54	Name split from “Last, First”Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-124632	ENR	Sean Dean	2007-04-28	UHC-44580-15	—	592 Bayshore Dr Apt 1, Houston, TX, 77079	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street State name converted to code+1 more
ENR-101256	ENR	Cristian B Knight	—	UHC-56122-73	—	5667 Broadway, San Antonio, TX	0.54	Date of birth missing City re-cased State name converted to code ZIP missing+1 more
ENR-133088	ENR	Diego O Anderson	1988-08-17	UHC-62497-77	8296617056	4945 Canyon Rd Apt 30, Houston, TX, 77012	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-112415	ENR	Ahmed T Le	2003-06-10	UHC-34122-14	—	1420 Washington St, Las Vegas, NV, 89125	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more

16,916 rows, page 38 of 339Previous Next