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 “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
PRV-20320	PRV	Maria E Harrison	1998-01-02	UHC-00391-32	7474766332	2840 Oak St, Columbus, OH, 43297	0.38	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-20080	PRV	Carolyn Fernandez	1976-01-27	—	7646313760	6529 Central Ave Apt 16, Houston, TX, 77055	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-416221	CLM	Arthur Ryan	1963-11-16	UHC-21613-25	7099349751	3760 Spring St, Los Angeles, CA, 90056	0.38	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+3 more
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
TPA-54973	TPA	SamuelJunk	1967-07-12	UHC-19679-79	—	6855 Church St, Tucson, AZ	0.38	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-408439	CLM	Ralph Carpenter	1967-06-11	UHC-69808-22	—	9818 Baseline Rd, Jacksonville, FL	0.38	Street suffix standardised Address re-cased State name converted to code ZIP missing+3 more
ENR-103801	ENR	Wei M Gardner	2002-11-12	UHC-60146-17	8488640320	9666 Canyon Rd, Mesa, AZ, 85212	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-425448	CLM	Luis Garza	1999-10-08	—	—	6467 Pine Dr, Nashville, TN, 37258	0.38	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-106398	ENR	Priya V Burton	1971-02-22	UHC-88178-11	7963211040	5714 Park Pl Apt 24, Columbus, OH, 43229	0.38	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+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
ENR-127556	ENR	Angela Q Williamson	1947-10-26	UHC-83917-22	3385373086	6565 Baseline Rd Apt 16, Phoenix, AZ, 85072	0.38	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
TPA-54426	TPA	Eugene T Wallace	1967-02-06	—	3775827333	804 Grand Ave, Charlotte, NC, 28291	0.38	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
ENR-113140	ENR	Linda B Reid	1978-11-23	UHC-35716-54	4862339430	6383 Market St, Tempe, AZ, 85242	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114005	ENR	Amanda B Hunt	1946-08-22	UHC-44646-26	—	88 Broadway, Jacksonville, FL, 32228	0.38	Name re-cased Two-digit birth year Phone missing area code Address re-cased+3 more
ENR-122031	ENR	Cheryl Butler	—	UHC-37634-84	—	5797 Cedar Ln, Orlando, FL, 32848	0.38	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-117412	ENR	Walter F Bwoman	—	UHC-19722-01	5174906631	137 River Rd, Phoenix, AZ, 85037	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+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-117957	ENR	Karen Luna	1909-04-10	UHC-61000-68	2092799432	4710 Sage Ct # 101, Los Angeles, CA, 90031	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
PRV-21317	PRV	Amber Mejia	1953-02-17	UHC-13136-66	—	5149 Mesa Dr Apt 11, Gilbert, AZ	0.38	Name re-cased Unit split from street 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
TPA-54483	TPA	Mateo T Harrsi	1943-12-06	—	—	7925 Lincoln Way, Tucson, AZ, 85782	0.38	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-127273	ENR	Jennifer M Schmidt	1992-10-05	UHC-36303-02	—	9425 Desert Sky Blvd, Gilbert, AZ, 85255	0.38	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+3 more
CLM-428321	CLM	Cheryl Reynolds	—	UHC-05597-29	—	2655 Market St, Minneapolis, MN, 55482	0.38	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-26787	PRV	Wayne Watkins	1997-09-27	UHC-85364-47	3693959993	2153 Ocean Ave # 670, Seattle, WA, 98130	0.38	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-419690	CLM	Charles Ray	1954-11-10	—	—	8155 Harbor Blvd, Mesa, AZ, 85282	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+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-416006	CLM	—Junk	1983-07-26	—	3204318313	1048 Hillcrest Rd, Las Vegas, NV, 89188	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57958	TPA	Maria Stephens	1962-09-24	—	—	6297 Washington St, Plano, TX, 75044	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-115478	ENR	Pena R Douglas	1965-08-05	UHC-46619-09	—	9100 Bayshore Dr Apt 30, Eden Prairie, MN, 55379	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-25041	PRV	Charles O Porter	2004-04-09	UHC-37973-20	6176355619	9313 Forest Ave, Sacramento, CA, 95829	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-107067	ENR	Zachary J Berry	1973-01-01	UHC-88160-93	6592567839	9420 Spring St, Houston, TX, 77094	0.38	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+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-143087	ENR	Virginia Guerrero	1939-07-02	UHC-49764-58	—	7836 Ocean Ave, Miami, FL	0.38	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-122851	ENR	Austin C Richards	—	UHC-80985-56	7923532976	9292 Forest Ave, Seattle, WA, 98168	0.38	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-410844	CLM	Albert O Santos	1985-08-12	—	6659790940	2953 Union St, Chandler, AZ, 85221	0.38	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410089	CLM	Aisha Chen	1944-10-03	—	7409994529	5831 Sage Ct, Sacramento, CA	0.38	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+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
ENR-138555	ENR	Beverly T Garrett	1958-12-03	UHC-81988-70	9237699337	3178 Baseline Rd, Chandler, AZ, 85295	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108126	ENR	Mason Harris	2004-01-22	UHC-66482-78	3637256262	838 River Rd, Tampa, FL	0.38	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-429248	CLM	Diana Bradley	1967-01-01	UHC-18488-60	9658987005	2234 Oak St, Austin, TX	0.38	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-416908	CLM	Mariana Montgomery	1976-07-26	UHC-28635-58	—	2287 Main St # 803, Las Vegas, NV, 89188	0.38	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-127677	ENR	Robert Guerrero	1949-03-04	UHC-68316-58	3594343389	1020 Washington St, Orlando, FL	0.38	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
ENR-123306	ENR	Sophia B Martinez	1950-04-27	UHC-22861-85	—	9261 Lake View Rd # 553, Mesa, AZ, 85258	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-108540	ENR	Jordan V Garcia	1983-04-26	UHC-92335-51	5989909297	8139 Harbor Blvd, Chandler, AZ, 85267	0.38	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127902	ENR	Elizabeth L Santiago	1974-02-24	UHC-79914-44	4634165665	1713 Ridge Rd Apt 35, Mesa, AZ, 85274	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-138365	ENR	George Q Howell	1984-03-09	UHC-38278-48	2618974828	9286 Baseline Rd, Mesa, AZ, 85207	0.38	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-126730	ENR	Isabella Garza	1975-04-25	UHC-80809-16	—	1755 Mesa Dr, San Antonio, TX	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-26434	PRV	Carl F Santos	—	—	3092747997	967 Valley View Dr, Tempe, AZ, 85227	0.38	Date of birth missing Street suffix standardised Address re-cased State name converted to code+3 more
TPA-56748	TPA	Pamela Wilson	1942-07-21	UHC-01249-68	9678349119	175 Camelback Rd, San Antonio, TX	0.38	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP missing+3 more
ENR-108987	ENR	Roy J Dunn	2005-06-22	UHC-64037-81	4687803368	4764 Ocean Ave, Glendale, AZ	0.38	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more

16,828 rows, page 16 of 337Previous Next