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-414368	CLM	Henry Sullivan	—	UHC-26067-06	—	1538 Harbor Blvd Apt 37, Los Angeles, CA, 90076	0.38	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+3 more
CLM-406858	CLM	Becky Yang	—	—	—	8845 Harbor Blvd Apt 8, Los Angeles, CA	0.38	Date of birth missing Unit split from street Street suffix standardised Address re-cased+3 more
TPA-63951	TPA	Saarh Cook	2000-11-01	—	—	103 Grand Ave, Dallas, TX, 75219	0.38	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-425447	CLM	Sarah Bailey	1971-09-27	UHC-07917-53	—	5551 Washington St # 479, Dallas, TX, 75228	0.38	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
TPA-62155	TPA	Linda L Smith	1960-12-14	—	—	6026 Indian School Rd, Tampa, FL	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-118182	ENR	Carlo F Rodriguez	1988-03-21	UHC-06063-90	5852069866	1060 Washington St, Tempe, AZ, 85251	0.38	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
PRV-27240	PRV	Jose F Ford	—	—	8933759581	7094 Jefferson Ave, Mesa, AZ, 85212	0.38	Middle initial moved out of first name Date of birth unreadable Phone reformatted City re-cased+3 more
ENR-103528	ENR	Emily Roberts	2006-06-27	UHC-37593-70	—	2034 Hillcrest Rd, Phoenix, AZ, 85017	0.38	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-415653	CLM	Christine Valdez	1942-10-24	UHC-97505-59	—	220 Pine Dr, Seattle, WA, 98107	0.38	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
ENR-110023	ENR	KJunk	1980-08-22	UHC-49536-51	9782780081	5676 Pine Dr, Eden Prairie, MN, 55349	0.38	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-130345	ENR	Wayne Munoz	1967-01-14	UHC-01248-01	7696764295	4772 Church St # 691, Las Vegas, NV, 89109	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-426981	CLM	Debra Moore	2001-07-06	UHC-69722-62	—	2923 Washington St, Glendale, AZ	0.38	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
ENR-137660	ENR	Betty Rodriguez	2008-01-02	UHC-69967-28	8284575874	1339 Spring St, Plano, TX, 75083	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-20686	PRV	Sean K Jenkins	1946-04-18	—	—	2326 Desert Sky Blvd, Chandler, AZ	0.38	Phone missing area code Street suffix standardised Address re-cased City re-cased+3 more
ENR-103027	ENR	Sofia Chapman	1999-03-14	UHC-10483-07	4604858090	7739 Spring St Apt 30, Sacramento, CA, 95803	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
ENR-101689	ENR	Kelly K James	1949-07-15	UHC-76653-03	4899169112	1768 Maple Ave # 797, Eden Prairie, MN	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-27706	PRV	Richard Espinoza	1957-05-16	—	—	2683 Mesa Dr, Seattle, WA, 98161	0.38	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-116214	ENR	Terry W Richards	1989-11-18	UHC-99279-22	2535387396	2331 Apache Blvd, Minneapolis, MN, 55481	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-424983	CLM	Marilyn James	1952-06-17	UHC-01639-27	—	1285 Palm Dr, Glendale, AZ, 85367	0.38	Name split from “Last, First”Two-digit birth year SSN last four extracted Street suffix standardised+3 more
TPA-50224	TPA	Evelyn Rodriguez	1946-12-04	—	—	3046 Spring St, Nashville, TN, 37258	0.38	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-103524	ENR	Tyler Z Ortega	1994-03-04	UHC-79593-68	3885840802	9415 Church St # 886, Fresno, CA, 93712	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-138635	ENR	Priya T Reyes	—	UHC-83218-83	—	3597 Meadow Ln, Sacramento, CA, 95847	0.38	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-104894	ENR	Debra O Fernandez	1970-12-20	UHC-73694-76	7264420692	9207 River Rd, Austin, TX, 78722	0.38	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-412520	CLM	Jack E Fowler	1955-03-01	UHC-96462-49	—	4237 Central Ave, Scottsdale, AZ	0.38	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-412540	CLM	Sean Freeman	1966-03-08	UHC-70386-67	—	6878 Ocean Ave, Houston, TX	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-432345	CLM	Michael Weber	1950-11-17	UHC-80019-73	—	3529 Washington St, Columbus, OH	0.38	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
ENR-137153	ENR	Megan C Burton	1992-02-06	UHC-16715-97	4964991389	247 Sunset Blvd Apt 31, Dallas, TX, 75266	0.38	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Unit split from street+3 more
CLM-411028	CLM	Carollyn Chen	—	UHC-46103-72	—	2822 Sunset Blvd # 837, Glendale, AZ, 85314	0.38	Name split from “Last, First”Date of birth unreadable Unit split from street Street suffix standardised+3 more
ENR-126461	ENR	Janet Harris	1998-10-06	UHC-03351-82	—	1529 Highland Ave Apt 31, Tempe, AZ, 85248	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
ENR-105580	ENR	Joan Robertson	—	UHC-80182-89	—	8274 Jefferson Ave, Los Angeles, CA, 90023	0.38	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+3 more
ENR-126200	ENR	HiroshiJunk	1950-07-07	UHC-42235-41	3443645351	4534 Church St, Gilbert, AZ, 85228	0.38	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-64031	TPA	Linda Munoz	—	—	2278087960	5984 Harbor Blvd Apt 19, Columbus, OH, 43261	0.38	Name split from “Last, First”Date of birth unreadable Unit split from street Street suffix standardised+3 more
ENR-141656	ENR	Megan Wells	—	UHC-42115-34	4203850093	1527 Canyon Rd, Tucson, AZ, 85700	0.38	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-409136	CLM	Mariana Williamson	—	UHC-03230-89	—	1598 Desert Sky Blvd # 365, Phoenix, AZ, 85048	0.38	Name split from “Last, First”Date of birth missing Unit split from street City re-cased+3 more
CLM-408699	CLM	Shirley D Hunt	1958-09-01	UHC-53979-10	5092460501	1390 Indian School Rd, Fresno, CA, 93789	0.38	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-127418	ENR	Steve M Harrison	1955-03-22	UHC-14162-85	3752847338	9547 Indian School Rd, San Antonio, TX	0.38	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
ENR-101967	ENR	Cheryl A Cunningham	1949-09-03	UHC-44238-01	8229730775	1762 Cedar Ln, Chandler, AZ, 85280	0.38	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-51745	TPA	Sam Estrada	1976-06-12	—	2128189582	1665 Palm Dr Apt 10, Dallas, TX, 75266	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-120588	ENR	Diana P Ruiz	—	UHC-17013-52	4843639569	6684 Indian School Rd, Tucson, AZ, 85771	0.38	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-423373	CLM	Brandon Halll	1997-08-11	UHC-21070-59	—	1192 Union St Apt 7, Chandler, AZ, 85280	0.38	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-425900	CLM	Ashley Castro	1970-04-21	—	—	1834 Jefferson Ave, Austin, TX	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-106341	ENR	Diego S Espinoza	1992-02-11	UHC-74540-68	4636196016	6172 Willow Ct, Houston, TX, 77062	0.38	Name split from “Last, First”Two-digit birth year SSN last four extracted Street suffix standardised+3 more
CLM-410426	CLM	Emma E Garza	—	UHC-80361-35	—	9103 Jefferson Ave, Seattle, WA, 98141	0.38	Name split from “Last, First”Date of birth reformatted Date of birth unreadable City re-cased+3 more
TPA-63000	TPA	Teerry Fernandez	1991-06-18	—	—	2920 Pine Dr, Atlanta, GA, 30330	0.38	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-112918	ENR	Betty Martinez	1996-03-10	UHC-16621-19	7324930602	5975 Lake View Rd # 834, Jacksonville, FL, 32274	0.38	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+3 more
ENR-126056	ENR	Alexander U Payne	2007-04-03	UHC-40615-86	2942080306	241 Ridge Rd, Tempe, AZ, 85223	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-104130	ENR	Natalie James	1972-03-18	UHC-44696-09	7689467689	5951 Desert Sky Blvd, Scottsdale, AZ, 85237	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-127070	ENR	Patrick K Gutierrez	1994-09-25	UHC-40734-68	2545355645	2721 River Rd, Denver, CO, 80201	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-134034	ENR	Cynthia Edwards	2001-04-15	UHC-03383-39	7894854736	9713 Highland Ave # 916, San Antonio, TX	0.40	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-123885	ENR	Gabriiel Gray	—	UHC-32540-86	—	1051 Indian School Rd Apt 27, Minneapolis, MN, 55429	0.40	Name split from “Last, First”Date of birth unreadable Unit split from street Street suffix standardised+2 more

17,850 rows, page 8 of 357Previous Next