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

All sources, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-410375	CLM	Arjun Larson	1991-01-24	UHC-89929-24	9854405454	1443 Mesa Dr, Plano, TX	0.66	Two-digit birth year Phone reformatted City re-cased State code upper-cased+1 more
ENR-106410	ENR	Ryn T Rose	1940-10-15	UHC-20347-39	—	3781 Lake View Rd, Nashville, TN, 37221	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-117767	ENR	Joyce B Sullivan	1955-03-12	UHC-29436-43	2065416989	2397 Baseline Rd Apt 26, Minneapolis, MN, 55465	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-140985	ENR	Nathan Lewis	1952-06-10	UHC-96932-40	8036967538	8798 Park Pl # 162, Sacramento, CA, 95848	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
CLM-419273	CLM	Vincent E Graham	1962-12-07	—	—	4569 Oak St, Chandler, AZ, 85208	0.66	Phone missing area code City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-416100	CLM	Yuki A Marquez	1975-11-13	UHC-38069-86	—	5165 Mountain View Dr, Houston, TX, 77077	0.66	Two-digit birth year City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-104442	ENR	Judith C Foster	1964-09-11	UHC-50144-99	6393156452	8648 Lake View Rd Apt 9, Fresno, CA, 93763	0.66	Unit split from street City re-cased State name converted to code Whitespace trimmed+1 more
ENR-125257	ENR	Sofia G McCoy	1939-12-21	UHC-59505-87	2519864935	5584 Palm Dr, Los Angeles, CA, 90095	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-122660	ENR	Anna Romero	1956-07-16	UHC-31853-94	2327911188	2560 Lake View Rd, Miami, FL, 33188	0.66	Name re-cased City re-cased State name converted to code Gender normalised+1 more
ENR-109774	ENR	Amy J Vasuez	1951-04-14	UHC-05827-31	4327580267	5795 Maple Ave, Glendale, AZ, 85335	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127846	ENR	Stephen E Pena	1993-04-03	UHC-42352-17	6589992950	1300 River Rd, Tucson, AZ, 85739	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-138412	ENR	Madison G Stewart	1996-03-15	UHC-52708-61	9184377277	8332 Sage Ct, San Diego, CA, 92165	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
ENR-137267	ENR	Pamela Hunt	1938-08-26	UHC-10728-96	4974852501	8742 Willow Ct, Houston, TX, 77060	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-142786	ENR	Emily B Hamilton	1958-04-24	UHC-45306-29	7927784735	1869 Apache Blvd # 850, San Antonio, TX, 78278	0.66	Name re-cased Phone reformatted Unit split from street City re-cased+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
ENR-134066	ENR	Valentina C Welch	—	UHC-93033-26	8166164652	6400 Sunset Blvd, Denver, CO, 80289	0.66	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-53631	TPA	Isabella Williams	2005-12-04	—	—	1402 Maple Ave, Mesa, AZ, 85261	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
CLM-410462	CLM	Joe Lane	1974-01-10	UHC-01685-47	2367518115	1430 Camelback Rd, Austin, TX, 78797	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-110827	ENR	Hiroshi B Warren	2006-07-08	UHC-03233-42	8373700145	1255 Highland Ave, San Diego, CA, 92141	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50611	TPA	Arthur B Banks	1955-09-13	—	—	5876 Bayshore Dr, Seattle, WA, 98111	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-127671	ENR	Lucia Smith	1964-01-03	UHC-39153-37	5628402665	980 Ridge Rd, Austin, TX, 78780	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-105792	ENR	Joyce Q Ran	2008-06-13	UHC-02549-23	3578641578	4345 Pine Dr, Tampa, FL, 33652	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137852	ENR	Roger E Fernnadez	1963-11-20	UHC-76572-53	—	7593 Main St Apt 20, Sacramento, CA, 95802	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-141226	ENR	Gary Matthews	1946-11-13	UHC-27209-51	6818665792	3179 Indian School Rd, Los Angeles, CA, 90032	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-141225	ENR	Gary Matthews	1946-11-13	UHC-27209-51	6818665792	3179 Indian School Rd, Los Angeles, CA, 90032	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-137162	ENR	Fatima Vargas	1997-10-14	UHC-88824-10	6489486316	315 Oak St, Jacksonville, FL	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
CLM-403164	CLM	Diego Daniels	1953-10-13	—	—	3198 Highland Ave, Eden Prairie, MN, 55357	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-113344	ENR	Frances J Ramirez	1973-08-18	UHC-00741-74	7795811097	5692 Union St, Charlotte, NC, 28232	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63864	TPA	Steve Mason	1947-02-10	—	—	5786 Church St, Austin, TX, 78721	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-61736	TPA	Carlos C Sanchez	2001-09-06	—	—	1565 Jefferson Ave, Eden Prairie, MN, 55301	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-121540	ENR	Wayne Lynch	1977-09-28	UHC-56183-22	—	955 Canyon Rd, Tampa, FL, 33624	0.66	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+1 more
ENR-116758	ENR	Melissa T Vega	1957-09-28	UHC-05905-74	8809743352	3541 Palm Dr, Nashville, TN, 37247	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+1 more
ENR-138066	ENR	Ann Henry	1950-11-28	UHC-47061-95	3493199676	4023 Main St, Sacramento, CA	0.66	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-139530	ENR	Christopher Palmer	2000-06-07	UHC-08391-89	7317224976	4263 Pine Dr, Scottsdale, AZ, 85290	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-115293	ENR	Andrew C Ramirez	2005-02-13	UHC-07301-34	—	6236 Hillcrest Rd, Charlotte, NC	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-141444	ENR	Roger S Montgomery	1992-03-13	UHC-21317-32	—	7291 Washington St, Denver, CO, 80289	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-141097	ENR	Janice M Arnold	1952-12-26	UHC-64750-73	7987200885	2101 River Rd, Atlanta, GA, 30391	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-108347	ENR	Joseph P Sanchez	—	UHC-03075-13	8204347708	1777 Central Ave, San Antonio, TX, 78272	0.66	Date of birth missing Phone reformatted City re-cased Gender normalised+1 more
ENR-124258	ENR	Kathryn O Hunter	1987-09-21	UHC-93530-79	—	6677 Harbor Blvd # 287, Scottsdale, AZ, 85234	0.66	Member ID reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-123197	ENR	David Z Larson	1973-08-03	UHC-00642-38	3494710651	194 Camelback Rd, Sacramento, CA, 95806	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-407140	CLM	Alice N Spencer	1967-03-01	—	5442120508	4684 Mountain View Dr, Houston, TX, 77017	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
ENR-126385	ENR	Daniel F Morrison	1967-01-20	UHC-57254-08	6179700274	2317 Baseline Rd, Phoenix, AZ, 85098	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-51017	TPA	Sharon Garza	1965-03-01	—	—	6519 Union St, Denver, CO, 80247	0.66	City re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-408479	CLM	Sharon Maldonado	1972-08-13	UHC-56381-23	—	3759 Maple Ave, Mesa, AZ, 85281	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-136521	ENR	Gloria V Hall	1972-10-11	UHC-36250-98	2846590758	7812 Grand Ave, Tucson, AZ, 85707	0.66	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-407104	CLM	Emmma Harrison	1966-03-10	UHC-63140-98	—	344 Grand Ave, Tampa, FL, 33626	0.66	Name re-cased Phone missing area code City re-cased Gender normalised+1 more
ENR-126512	ENR	Jacqueline B Robinson	1961-09-01	UHC-85264-95	—	9778 Pine Dr, Sacramento, CA, 95886	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
PRV-24239	PRV	Emma McDonald	2004-12-11	—	3473094169	2008 Central Ave, Jacksonville, FL, 32217	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
CLM-422895	CLM	Austin L Contreras	1946-03-21	—	3652239138	1920 Pine Dr, Miami, FL	0.66	City re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-137206	ENR	Helen Y Gordon	1948-02-03	UHC-94111-71	9214940815	7857 Mesa Dr, Austin, TX	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more

17,850 rows, page 147 of 357Previous Next