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-52751	TPA	Michelle J Cole	1969-02-24	UHC-87039-26	—	1395 Apache Blvd, Tampa, FL, 33645	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58892	TPA	Rebecca V Foster	1972-09-20	—	3755638106	2598 Oak St, San Diego, CA, 92198	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53746	TPA	Mateo P Hill	1970-07-15	—	8406903357	2581 Elm St, Eden Prairie, MN, 55315	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58216	TPA	Carl Lucas	1946-09-27	—	8847640819	8483 Sage Ct, Austin, TX, 78748	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
TPA-62117	TPA	Jerry Luna	1979-11-14	—	—	9438 Sunset Blvd, Atlanta, GA, 30367	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55054	TPA	Christina Maldonado	1957-06-20	—	—	8246 Valley View Dr, Eden Prairie, MN, 55379	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-50781	TPA	Hiroshi Coleman	1985-04-06	UHC-24824-94	—	3352 Central Ave, San Antonio, TX, 78242	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-59768	TPA	Richard Schultz	1960-09-04	—	6765722649	3637 Union St, Tempe, AZ, 85264	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56697	TPA	Lucia Holmes	2007-02-04	—	—	8617 Highland Ave, Glendale, AZ, 85314	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52485	TPA	David Burns	1963-09-17	—	—	7628 Desert Sky Blvd, Scottsdale, AZ, 85254	0.62	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-61542	TPA	George Daniels	1951-09-11	—	6029438891	8278 Central Ave Apt 26, Las Vegas, NV, 89187	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-55923	TPA	Mark Gutierrez	1973-08-10	—	2768867944	9527 Mesa Dr, Los Angeles, CA, 90069	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59310	TPA	Alexander Larson	2005-11-23	—	8012903415	8136 Elm St, Seattle, WA	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-52642	TPA	Lori Stevens	1966-06-13	—	—	8079 Sunset Blvd, Las Vegas, NV, 89113	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63308	TPA	Sarah Harvey	1988-04-27	—	7177183687	4877 Church St, Las Vegas, NV, 89197	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-55289	TPA	Karen Obrien	1951-02-28	—	—	9506 Highland Ave, Atlanta, GA	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-52922	TPA	Harold Vega	1946-06-06	—	6169594956	9470 Highland Ave, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57511	TPA	Billy Reed	1946-05-19	UHC-86512-71	2147150120	6977 Apache Blvd # 530, San Diego, CA, 92183	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-57256	TPA	Alex Prekins	1959-03-26	UHC-60662-97	7164336395	26 Camelback Rd, Plano, TX, 75058	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53173	TPA	Bruce Hart	1963-04-13	—	8042921422	8947 Market St, Chandler, AZ, 85288	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55807	TPA	Susan Matthews	1979-01-19	—	2013210863	9469 Ocean Ave, Charlotte, NC, 28232	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53400	TPA	Hunt Laura	1988-07-01	—	—	8070 Market St, Tampa, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57233	TPA	Brian Bell	1963-01-06	—	—	784 Camelback Rd, San Diego, CA, 92192	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-52814	TPA	Marcus Munoz	1971-08-23	—	7308965219	1896 Baseline Rd # 320, Orlando, FL, 32888	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-62894	TPA	Isabella Fox	1977-01-22	—	4159551595	9600 Highland Ave, Columbus, OH, 43286	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64117	TPA	Karen Spencer	1969-12-21	—	—	1338 Cedar Ln, Phoenix, AZ, 85004	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-57552	TPA	Danny E Cooper	1969-07-18	—	6208011209	6979 Desert Sky Blvd, Seattle, WA, 98167	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52300	TPA	Keith Hernandez	1998-11-21	—	—	1394 Apache Blvd, Scottsdale, AZ, 85239	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-53988	TPA	Nancy Rios	1945-11-03	—	3529819484	7547 Highland Ave, Columbus, OH, 43286	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58900	TPA	Maria E Wells	1946-03-19	—	7306534530	7304 Mountain View Dr, Phoenix, AZ, 85099	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50740	TPA	Dylan Kim	2007-06-24	UHC-93308-26	—	7800 Elm St, Dallas, TX, 75249	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59146	TPA	Jacob Jensen	1942-01-19	UHC-74692-41	—	5608 Meadow Ln, Denver, CO, 80260	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50761	TPA	Ethan Le	1939-11-24	—	9253589039	3103 Mesa Dr, Phoenix, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55607	TPA	Luis Nelson	2007-06-21	—	—	5017 Sunset Blvd, Seattle, WA, 98115	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61017	TPA	Elizabeth B Vazquez	1968-07-27	—	5579960303	222 Mountain View Dr Apt 6, Eden Prairie, MN, 55344	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-52142	TPA	Gerald Cox	1971-10-05	—	—	5111 Canyon Rd, Plano, TX, 75044	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60601	TPA	Lawrence Hayes	2003-11-18	UHC-66712-26	5074439864	1346 Mesa Dr, San Diego, CA, 92171	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60768	TPA	Doris Burke	1962-04-27	—	—	3850 Bayshore Dr, Dallas, TX, 75270	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52480	TPA	Jeremy O Henry	2005-08-01	—	6309822037	5034 Main St, Charlotte, NC, 28222	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55729	TPA	George McCoy	1994-09-25	—	—	8944 Cedar Ln, Orlando, FL, 32896	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59887	TPA	Brittany Wong	1978-04-20	—	4743921761	1666 Mountain View Dr # 529, Los Angeles, CA, 90096	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-50190	TPA	Joe V Ferguson	1963-11-02	—	2183520876	4324 Jefferson Ave, Charlotte, NC, 28225	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60227	TPA	Stephen Gonzales	1986-05-06	—	—	789 Highland Ave, Tucson, AZ, 85780	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-64042	TPA	Ruth Hudson	1966-02-12	—	—	6660 Market St, Eden Prairie, MN, 55384	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-61356	TPA	Albert Freeman	1967-11-21	—	5953976960	587 Willow Ct, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-59353	TPA	Brian B Cook	1997-03-07	—	7973394249	3174 Market St, Columbus, OH, 43224	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55413	TPA	Samuel Hoffman	—	—	3636243972	4480 Sunset Blvd, San Antonio, TX, 78279	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-64422	TPA	Mary McCoy	2002-02-19	—	—	52 Harbor Blvd, Phoenix, AZ, 85079	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-55019	TPA	Mason Gardner	1957-02-01	—	5132816326	1165 Oak St, Tucson, AZ, 85786	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-59854	TPA	Wayne Thomas	1954-02-10	—	—	4016 Jefferson Ave, Seattle, WA, 98168	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more

7,854 rows, page 34 of 158Previous Next