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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54530	TPA	Janice Dunn	1953-04-18	—	—	3591 Oak St # 418, Denver, CO, 80249	0.06	Name re-cased Two-digit birth year SSN last four extracted Unit split from street+7 more
TPA-52163	TPA	Dot Sullivan	1975-07-13	—	—	1010 Union St Apt 8, Tucson, AZ, 85755	0.08	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+6 more
TPA-53711	TPA	Stephen Hansen	1976-07-12	UHC-99306-74	7442354306	3572 Main St Apt 10, Glendale, AZ	0.18	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+7 more
TPA-51065	TPA	Richard Lawson	1947-05-12	UHC-60766-62	—	560 Maple Ave Apt 23, Dallas, TX, 75294	0.20	Name re-cased Unit split from street Street suffix standardised Address re-cased+6 more
TPA-62417	TPA	Steven Cole	1982-09-07	—	8198040252	5310 Sunset Blvd Apt 36, Glendale, AZ	0.22	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
TPA-64342	TPA	Austin George	1943-06-14	—	—	8288 Apache Blvd # 908, Eden Prairie, MN	0.22	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+5 more
TPA-63890	TPA	Shirley Jenkins	1973-05-17	—	9095921322	7004 Washington St Apt 11, Nashville, TN, 37207	0.22	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+5 more
TPA-52817	TPA	Jack Contreras	1981-12-13	—	2702952794	3703 Pine Dr, Atlanta, GA, 30314	0.22	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+5 more
TPA-57753	TPA	Sara Allen	2001-11-27	—	—	5893 Indian School Rd, Tucson, AZ	0.22	Two-digit birth year Street suffix standardised Address re-cased City re-cased+5 more
TPA-51700	TPA	Margaret Kelley	1961-12-02	—	—	6289 Jefferson Ave # 671, Las Vegas, NV, 89138	0.22	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+5 more
TPA-55523	TPA	Charlotte Bryant	2002-04-24	—	—	1933 Grand Ave # 600, Dallas, TX, 75255	0.24	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
TPA-63076	TPA	Dorothy Gray	2001-09-19	—	—	1611 Market St # 488, Denver, CO	0.24	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
TPA-61532	TPA	Stpehen Warren	1955-06-13	—	—	5076 Apache Blvd, Scottsdale, AZ, 85267	0.24	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-58574	TPA	Debra Cox	1993-06-22	UHC-62132-15	—	8967 Desert Sky Blvd Apt 31, Columbus, OH	0.24	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
TPA-59703	TPA	Isabella Kelly	1959-02-25	UHC-28896-64	—	2733 Sunset Blvd, Dallas, TX, 75215	0.26	Name split from “Last, First”Phone missing area code SSN last four extracted Street suffix standardised+3 more
TPA-62136	TPA	Jacob C Estrada	—	—	—	2004 Park Pl, Plano, TX, 75000	0.26	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+3 more
TPA-53222	TPA	Harrison Willie	2004-02-21	—	3058660067	8401 Indian School Rd, Mesa, AZ	0.26	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
TPA-58916	TPA	Sarah Adams	—	—	—	2699 Canyon Rd Apt 9, Fresno, CA, 93784	0.26	Name split from “Last, First”Date of birth missing Unit split from street Street suffix standardised+3 more
TPA-57465	TPA	Doris Richards	—	—	—	9764 Cedar Ln, Houston, TX	0.26	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+3 more
TPA-56290	TPA	Brittany Romero	1960-07-06	—	3003642246	1712 Ridge Rd Apt 28, Dallas, TX, 75267	0.30	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+7 more
TPA-59215	TPA	Camila Reyes	1981-06-18	UHC-66882-65	5427601646	488 Grand Ave, Los Angeles, CA, 90081	0.32	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-62084	TPA	Wayne Brown	—	—	5959486877	4147 Market St, Sacramento, CA, 95885	0.32	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+6 more
TPA-52838	TPA	Carolyn Carter	1950-11-24	UHC-48342-14	—	3394 Park Pl, Tampa, FL, 33632	0.32	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+6 more
TPA-64376	TPA	Evelyn H Hughes	—	—	—	1327 Sage Ct Apt 32, Las Vegas, NV, 89154	0.34	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+5 more
TPA-61517	TPA	Lauren Contreras	1976-01-15	—	—	2727 Forest Ave, Gilbert, AZ, 85257	0.34	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+5 more
TPA-50477	TPA	Hiroshi Hernandez	—	—	7585566828	1528 Central Ave, Chandler, AZ, 85298	0.34	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+5 more
TPA-58188	TPA	Luis U Adams	1983-06-10	—	7242337381	6541 Palm Dr, Phoenix, AZ, 85078	0.34	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
TPA-61321	TPA	Jack Kennedy	1955-03-14	—	—	1930 Valley View Dr, Orlando, FL, 32880	0.34	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
TPA-63630	TPA	Julia Reyes	—	—	—	4574 Harbor Blvd, San Antonio, TX, 78214	0.34	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+5 more
TPA-60282	TPA	Emma Sullivan	1967-11-11	—	7446131602	6436 Cedar Ln, Las Vegas, NV	0.34	Phone reformatted Street suffix standardised Address re-cased City re-cased+5 more
TPA-63234	TPA	Jessica Scott	1971-03-12	—	2247301960	2188 Hillcrest Rd, Gilbert, AZ, 85274	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-64253	TPA	David Myers	1999-02-24	UHC-12504-38	5834592995	6706 Maple Ave, Glendale, AZ, 85371	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-51950	TPA	Willie Boyd	2004-10-16	—	7626248254	9492 Apache Blvd, Fresno, CA, 93787	0.34	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
TPA-64212	TPA	Alxis Hicks	1950-12-06	—	—	7538 Market St Apt 10, Seattle, WA	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-56047	TPA	Melissa Yang	1968-05-01	—	—	6901 Hillcrest Rd, Plano, TX, 75036	0.34	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+5 more
TPA-51717	TPA	Philip F Price	1999-11-07	—	5548342963	1953 Hillcrest Rd, Gilbert, AZ, 85296	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-60914	TPA	Bradley R Watkins	2008-04-01	—	5773987294	4441 Valley View Dr, Atlanta, GA	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-63562	TPA	Alexander Le	2005-11-18	UHC-62633-54	9329506105	5252 Lake View Rd, Plano, TX, 75032	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-60788	TPA	Christine Hnut	1990-01-18	UHC-64394-43	—	81 Palm Dr, Houston, TX, 77053	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-58585	TPA	Willie Garcia	1939-05-09	—	—	2073 Church St, Sacramento, CA	0.36	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-56460	TPA	Albert Brooks	1974-06-08	—	5042098908	883 Ocean Ave # 815, San Antonio, TX, 78221	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-61150	TPA	Amy Fisher	1975-05-19	—	—	653 Washington St, Chandler, AZ, 85259	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
TPA-61783	TPA	Benjamin CJunk	1969-07-01	—	4645659812	8814 Park Pl, Nashville, TN	0.36	Street suffix standardised Address re-cased State code upper-cased ZIP missing+4 more
TPA-63990	TPA	Jason Bailey	1938-02-16	—	—	3807 Sage Ct, Seattle, WA, 98116	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-55462	TPA	Omar Reyes	1965-10-23	—	3578340685	4469 Harbor Blvd Apt 20, Charlotte, NC, 28275	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-58018	TPA	Santiago Warren	1976-10-01	—	—	542 Harbor Blvd Apt 5, Mesa, AZ, 85248	0.36	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
TPA-58152	TPA	Jordan Gilbert	2000-05-22	—	7614838387	1469 Indian School Rd, Columbus, OH	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-62826	TPA	Christine Gutierrez	1964-11-17	—	6734972389	7675 Pine Dr, Seattle, WA, 98144	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-50366	TPA	Fatima Cook	1975-03-18	—	—	3264 Lake View Rd, Sacramento, CA	0.36	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-53693	TPA	Stephanie Chen	2002-12-23	—	—	769 Sunset Blvd, Orlando, FL	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more

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