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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-124750	ENR	Martha K Gardner	1995-11-13	UHC-10275-62	4033281179	5940 Pine Dr, Columbus, OH	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-140639	ENR	Billy C Jackson	—	UHC-87710-73	4895489420	5240 Sunset Blvd Apt 15, Dallas, TX, 75252	0.36	Name split from “Last, First”Date of birth missing Phone reformatted Unit split from street+4 more
CLM-403422	CLM	Joshua Wood	1948-11-14	—	—	1039 Jefferson Ave Apt 29, Miami, FL, 33151	0.36	Name split from “Last, First”Date of birth reformatted SSN last four extracted Unit split from street+4 more
CLM-414290	CLM	Valentina B Coleman	1984-04-09	UHC-82461-63	6408611472	5143 Market St, Nashville, TN, 37207	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
TPA-59775	TPA	Cynthia Herrera	2004-05-23	—	8146127656	9088 Mountain View Dr, Atlanta, GA	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108533	ENR	Barbara Lynch	1958-02-01	—	—	8824 Maple Ave # 395, Austin, TX, 78742	0.36	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-101993	ENR	Christopehr Chen	1983-02-11	UHC-36761-10	9604795366	7443 Main St # 115, Chandler, AZ, 85251	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-419402	CLM	Barb Burton	1969-12-14	UHC-90454-50	—	6083 Sage Ct # 679, Glendale, AZ, 85320	0.36	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+4 more
PRV-29179	PRV	Kimberly K Mills	1955-12-07	—	8016234112	9137 Main St Apt 17, Gilbert, AZ	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-54985	TPA	Billy Hanseen	1960-03-13	—	8119283330	8826 Grand Ave Apt 5, San Diego, CA	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-125459	ENR	Willie F Harrison	—	UHC-17637-88	—	7270 Harbor Blvd, Dallas, TX, 75203	0.36	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+4 more
ENR-106718	ENR	Daniel Q Gardner	1953-02-02	UHC-59419-25	6758621562	4731 Central Ave Apt 26, Orlando, FL	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-142826	ENR	Margaret B Vasquez	1962-10-26	UHC-19632-97	5585610720	7899 Church St, Scottsdale, AZ	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-25401	PRV	—Junk	1965-05-18	—	2547880228	1428 Maple Ave, Orlando, FL	0.36	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-425981	CLM	Gerald D McDonald	—	—	4754671173	4680 Forest Ave, Tucson, AZ	0.36	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-101233	ENR	John Taylor	—	UHC-19378-10	4673857651	8613 Washington St # 791, Atlanta, GA, 30374	0.36	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+4 more
ENR-123823	ENR	Donald K Weber	1977-01-24	UHC-71132-52	8047608422	4064 Indian School Rd, Minneapolis, MN	0.36	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28474	PRV	Roger Ross	2000-12-27	UHC-76258-52	8039597753	5420 Valley View Dr # 345, San Antonio, TX	0.36	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-141986	ENR	Arthur Q Oliver	1972-07-19	UHC-81066-86	—	3820 Mountain View Dr, Minneapolis, MN, 55472	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-417435	CLM	Angela Sullivan	1962-09-08	UHC-92117-15	8249232096	173 Indian School Rd, Minneapolis, MN	0.36	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-136958	ENR	MarilynJunk	—	UHC-20716-07	9675299588	4684 Baseline Rd, Fresno, CA	0.36	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124696	ENR	Sophia Evans	1974-12-27	UHC-44844-73	8026281086	9437 Sunset Blvd, Chandler, AZ	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-401794	CLM	Grace James	1987-11-21	—	3673634599	6385 River Rd # 597, Las Vegas, NV, 89188	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-130580	ENR	Jeffrey S Gutierrez	—	UHC-79792-52	5304506803	8454 Forest Ave Apt 11, Dallas, TX	0.36	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+4 more
CLM-420725	CLM	Jean L Scott	1974-06-25	UHC-25460-52	—	4107 Park Pl, Los Angeles, CA, 90029	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-426172	CLM	Carl T Sms	1953-05-05	—	—	2766 Desert Sky Blvd, Plano, TX, 75078	0.36	Middle initial moved out of first name Name re-cased Two-digit birth year Street suffix standardised+4 more
PRV-26213	PRV	Jerry R Garrett	1970-04-05	—	4065040895	4320 Valley View Dr, Orlando, FL	0.36	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-127976	ENR	Priya Senchez	1951-01-28	UHC-79621-92	3048878331	8033 Oak St # 561, Houston, TX	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-131802	ENR	Aaorn Burke	1952-11-24	UHC-86182-95	2014394040	2109 Central Ave, Jacksonville, FL, 32203	0.36	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-122314	ENR	Judith U Powell	1970-10-21	UHC-41358-51	8603008810	8553 Canyon Rd, Scottsdale, AZ	0.36	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24411	PRV	Ben Gacria	1939-10-07	UHC-62566-50	7166680938	5928 Market St # 415, Jacksonville, FL, 32254	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-62314	TPA	Julie Watson	1982-03-02	—	2898935313	1294 Camelback Rd, Charlotte, NC, 28292	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407576	CLM	Jack Robertson	1971-02-17	UHC-88651-91	—	883 Ocean Ave # 406, Tucson, AZ, 85755	0.36	Name split from “Last, First”Phone missing area code Member ID reformatted Unit split from street+4 more
ENR-139585	ENR	Luis L Price	1962-06-15	UHC-44223-32	8315240870	790 Willow Ct, Minneapolis, MN, 55411	0.36	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-137069	ENR	Johnny Hernandez	1992-02-23	UHC-72048-32	8115215208	3109 Sage Ct, Jacksonville, FL, 32282	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-423075	CLM	Shirley Obrien	1969-06-05	UHC-62601-51	—	5922 Maple Ave, Sacramento, CA	0.36	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+4 more
ENR-120704	ENR	Benjamin Z Harper	1965-07-26	UHC-31896-42	—	493 Spring St, Mesa, AZ, 85224	0.36	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-400639	CLM	Russell Cox	1996-09-22	—	—	4322 Market St, Jacksonville, FL, 32256	0.36	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-139370	ENR	Martha J Marquez	2002-07-06	UHC-95428-18	—	6570 Mesa Dr, Phoenix, AZ, 85053	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-119971	ENR	Jack X Robinson	1984-07-02	UHC-95924-51	—	3371 Pine Dr, Glendale, AZ, 85385	0.36	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-54100	TPA	Teresa Graene	1966-10-05	—	—	6237 Oak St # 186, San Diego, CA	0.36	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+4 more
ENR-139974	ENR	Sam O Martin	1972-01-26	UHC-34323-72	7975207379	9645 Apache Blvd # 211, Fresno, CA	0.36	Date of birth reformatted Member ID reformatted SSN last four extracted Unit split from street+4 more
CLM-414246	CLM	Bradley Arnold	1957-01-14	UHC-47803-30	5625892100	525 Lake View Rd # 201, Gilbert, AZ, 85271	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-51886	TPA	Emily Bell	2008-06-26	—	8886001377	1694 Harbor Blvd, Nashville, TN, 37238	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-421510	CLM	Anna Greene	1986-02-14	UHC-19124-93	—	9359 Lake View Rd, Denver, CO, 80222	0.36	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+4 more
CLM-415200	CLM	Santiago Padilla	1982-11-04	UHC-48047-31	7254187784	6082 Grand Ave, San Diego, CA	0.36	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
ENR-112615	ENR	HaroldJunk	1940-11-11	UHC-33464-88	—	1481 Hillcrest Rd, Gilbert, AZ, 85238	0.36	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-129340	ENR	Nancy L Castor	1986-08-06	UHC-90346-97	7547601844	4187 Church St, Fresno, CA	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-416900	CLM	Douglas Tucker	1971-11-13	—	—	7086 Cedar Ln, San Antonio, TX, 78281	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-411129	CLM	Nicole Hughes	2001-10-12	—	—	5263 Willow Ct, Columbus, OH, 43271	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more

55,824 rows, page 20 of 1,117Previous Next