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

Third-party administrator, 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
TPA-53974	TPA	Gloria UJunk	1978-12-18	—	—	9333 Hillcrest Rd, Minneapolis, MN, 55493	0.66	Middle initial moved out of first name Name re-cased City re-cased Placeholder values cleared+1 more
TPA-58535	TPA	Pat Valdez	2004-08-20	—	5963246416	4711 Pine Dr, Columbus, OH, 43210	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-63227	TPA	Jesse Jones	1967-07-15	—	—	9066 Union St, Tampa, FL, 33627	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-64102	TPA	Frances Williamson	1960-12-08	—	9629396617	3123 Mountain View Dr, Nashville, TN, 37278	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51859	TPA	Nick Fuller	1983-02-08	UHC-17681-49	—	4462 Sage Ct, Las Vegas, NV, 89144	0.66	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+1 more
TPA-55469	TPA	Foster Andrew	1955-10-12	—	6394265330	6503 Cedar Ln, Las Vegas, NV, 89173	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-56627	TPA	Amanda Carter	2008-02-14	—	—	4036 Valley View Dr, Chandler, AZ, 85274	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-63290	TPA	Alexis Weber	1980-03-26	—	—	5247 Market St, Columbus, OH, 43208	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-53432	TPA	Carol Garrett	1971-02-27	—	—	5161 Valley View Dr, Fresno, CA, 93785	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58000	TPA	Arthur Oliver	1995-04-22	—	—	8600 Union St, Houston, TX, 77051	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-63086	TPA	Helen Diaz	2000-05-28	—	6268903419	5905 Camelback Rd # 739, Columbus, OH, 43202	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59973	TPA	Luis S Hoffman	1975-12-13	UHC-08461-37	—	1769 Main St, Nashville, TN, 37258	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61169	TPA	Roy Spencer	1981-07-16	—	—	7299 Main St, Fresno, CA, 93758	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57677	TPA	Elijah Burke	1994-03-26	UHC-30110-62	—	6133 Washington St, Gilbert, AZ	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
TPA-61028	TPA	Jeremy Henderson	1994-12-07	—	4864125425	887 Desert Sky Blvd, Miami, FL, 33164	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
TPA-61044	TPA	Kyle Miller	—	—	—	436 Union St, Minneapolis, MN, 55458	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
TPA-59533	TPA	Aisha Turner	1998-07-10	—	—	764 Forest Ave, Austin, TX, 78764	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52419	TPA	Grace Ramos	1989-10-27	UHC-17338-10	—	8508 Maple Ave, Minneapolis, MN, 55492	0.66	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-54997	TPA	Ahmed Johnson	1980-07-19	—	—	1865 Ocean Ave, Columbus, OH, 43297	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-51906	TPA	Teresa George	1971-06-02	—	4985603209	1320 Ridge Rd, San Diego, CA, 92124	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-59774	TPA	Justin K West	2004-07-24	—	9118890965	3096 Canyon Rd, Tucson, AZ, 85745	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62383	TPA	Benjamin Simmons	1971-06-14	—	—	8450 Camelback Rd, Gilbert, AZ, 85224	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50803	TPA	Hiroshi I Reynolds	1965-06-21	UHC-14204-71	—	2054 Sunset Blvd, Sacramento, CA, 95897	0.66	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+1 more
TPA-52307	TPA	Dylan Hill	1962-01-21	—	—	5307 Valley View Dr, Charlotte, NC	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-57205	TPA	Noah Woods	1999-05-23	—	—	6006 Maple Ave, San Antonio, TX	0.66	City re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-60654	TPA	Aisha Harvey	—	—	—	4208 Main St, Dallas, TX, 75211	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54307	TPA	Santiago Garza	1994-07-26	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-55395	TPA	Karen Young	2008-03-15	—	2904451047	7441 Bayshore Dr Apt 14, Glendale, AZ, 85324	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
TPA-51473	TPA	Emily Stone	1960-03-28	—	—	2674 Baseline Rd, Los Angeles, CA, 90076	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-61864	TPA	Kathryn Thompson	1988-02-25	—	3849909239	9214 Forest Ave, Minneapolis, MN, 55416	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-62163	TPA	Dougls Ortega	1991-01-22	—	—	—	0.66	Date of birth reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
TPA-59756	TPA	Luis Freeman	1999-10-21	—	—	7776 Indian School Rd, Chandler, AZ, 85293	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60812	TPA	Santiago Silva	1955-12-21	—	—	2852 Valley View Dr, Tampa, FL, 33615	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63168	TPA	Nancy Porter	1940-07-15	—	—	6331 Ocean Ave, Dallas, TX, 75291	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-62470	TPA	Scott Phillips	1981-08-18	—	8883190206	4082 River Rd Apt 13, Sacramento, CA	0.66	Name re-cased Phone reformatted Unit split from street ZIP missing+1 more
TPA-62569	TPA	Dennis Y Parker	1962-03-23	—	7423816539	9885 Hillcrest Rd, Phoenix, AZ, 85089	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63795	TPA	Zachary I Armstrong	1978-01-27	—	—	9095 Pine Dr # 396, Nashville, TN, 37228	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-55582	TPA	Maria T Schmidt	2002-05-17	—	—	4327 River Rd, Los Angeles, CA, 90070	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-61835	TPA	Susan Ward	1976-10-13	—	—	1262 Canyon Rd, Columbus, OH, 43220	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-56350	TPA	Kayla Kelley	1951-11-09	—	5756694771	2969 Palm Dr, San Diego, CA, 92114	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55420	TPA	Jacob James	—	—	—	7327 Ridge Rd, Glendale, AZ, 85381	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53718	TPA	Yuki M Allen	2003-05-22	—	—	8029 Grand Ave, Sacramento, CA, 95803	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-60481	TPA	Christine Powell	1984-11-14	—	9619844221	1042 Maple Ave Apt 16, Houston, TX, 77000	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59372	TPA	Diana Lane	1990-09-25	—	—	3391 Indian School Rd, Mesa, AZ, 85265	0.66	Date of birth reformatted City re-cased State name converted to code Gender normalised+1 more
TPA-59154	TPA	—Junk	1971-06-08	—	—	7465 Forest Ave, Austin, TX, 78779	0.66	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared+1 more
TPA-56787	TPA	Jack Barnes	1979-04-24	—	7666769332	3185 Washington St, Las Vegas, NV, 89125	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-59787	TPA	Judith Palmer	1997-02-02	—	—	4983 Pine Dr, Orlando, FL, 32891	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-61036	TPA	Ralph Morris	1971-12-28	—	4719739793	2055 Forest Ave, Austin, TX, 78718	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-50566	TPA	Mei Long	—	—	—	3847 Forest Ave, Dallas, TX, 75236	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57210	TPA	Douglas Burns	1994-09-24	—	—	344 Church St, Fresno, CA	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more

14,135 rows, page 86 of 283Previous Next