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 “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
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-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-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-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-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-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-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-64033	TPA	Tyler D Garza	1981-11-03	UHC-04182-51	6153694746	2887 Maple Ave, Gilbert, AZ, 85268	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+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-60572	TPA	Kenneth B Pierce	1955-03-28	—	9522879290	3947 Harbor Blvd, Dallas, TX, 75216	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-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-60438	TPA	Diego X Morales	1963-05-24	—	—	890 Hillcrest Rd, Tampa, FL	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
TPA-60708	TPA	Omar Obrien	1953-12-16	—	—	8422 Washington St, San Diego, CA, 92135	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-54165	TPA	Marilyn Tucker	2003-02-22	—	—	9692 Apache Blvd, Tempe, AZ, 85221	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51877	TPA	Angela Wagner	1951-05-16	—	—	2618 Camelback Rd # 624, San Diego, CA, 92175	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-53414	TPA	Jaince Moreno	1950-12-06	UHC-99841-47	—	4861 Grand Ave, Sacramento, CA, 95813	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-61699	TPA	Jordan Greene	1982-01-27	—	—	2298 Camelback Rd, Scottsdale, AZ, 85255	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-61906	TPA	Ahmed Vega	1953-09-25	—	9773600860	5743 Bayshore Dr # 530, Scottsdale, AZ, 85245	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-60349	TPA	Alan Simmons	1995-04-25	UHC-07767-31	—	4788 Indian School Rd, Gilbert, AZ, 85260	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-61995	TPA	Heather Austin	1994-10-27	UHC-79946-28	—	4774 Harbor Blvd, Gilbert, AZ, 85244	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58848	TPA	Roberts W Henry	1947-04-05	—	—	709 Camelback Rd, Phoenix, AZ, 85059	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-59889	TPA	Theresa K Franklin	1944-11-18	—	—	7509 Willow Ct, Seattle, WA, 98149	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50149	TPA	Aisha Henry	2005-07-22	—	—	2707 Market St Apt 36, San Antonio, TX, 78268	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-54021	TPA	Samantha Spencer	1959-02-23	—	—	1630 Lake View Rd, Dallas, TX, 75202	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-63686	TPA	Christian Coleman	2001-06-07	—	6378226687	1394 Palm Dr, San Diego, CA, 92175	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55965	TPA	Cheryl Ward	1986-10-26	—	—	1170 Spring St, Nashville, TN, 37258	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56821	TPA	Russell Burton	1948-06-02	—	—	5524 Valley View Dr, Seattle, WA, 98152	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-61128	TPA	Jose E Palmer	1955-11-10	—	—	778 River Rd, Columbus, OH, 43234	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-58354	TPA	Amanda King	1986-07-04	—	—	1813 Maple Ave, Mesa, AZ, 85208	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55998	TPA	Frances Jacobs	1974-02-01	—	—	4632 Baseline Rd, Minneapolis, MN, 55474	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-51036	TPA	Richard Patterson	1998-06-23	—	—	2676 Market St Apt 31, Nashville, TN, 37243	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more

7,854 rows, page 78 of 158Previous Next