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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406330	CLM	Victoria Mitchell	1952-10-11	UHC-81119-53	4719495879	5839 Desert Sky Blvd, Orlando, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432586	CLM	Jose Walker	1967-09-02	UHC-06820-75	—	687 Baseline Rd # 629, Dallas, TX, 75246	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-21166	PRV	Willie V Schmidt	1942-05-12	UHC-28576-15	2516074968	446 Maple Ave Apt 5, Houston, TX, 77030	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-414936	CLM	Tyler Gray	2005-10-24	—	—	3159 Harbor Blvd # 564, Glendale, AZ	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-402086	CLM	Thomas V Johnston	1982-01-26	—	9517046677	2797 Market St, Scottsdale, AZ, 85273	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-422589	CLM	EdwardJunk	1994-11-09	—	2384791538	1320 River Rd, Seattle, WA, 98154	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64266	TPA	Olivia Richards	1954-07-12	—	—	303 Ocean Ave, Tempe, AZ, 85256	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-121845	ENR	Christopher RJunk	1963-03-15	UHC-54205-35	—	5048 Indian School Rd, Las Vegas, NV	0.50	Street suffix standardised Address re-cased State code upper-cased ZIP missing+3 more
ENR-142895	ENR	Kenneth Y Black	1982-04-26	UHC-44296-79	—	4825 Valley View Dr, Orlando, FL, 32804	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60627	TPA	Gerald Ellis	1997-07-28	—	—	3286 Washington St, Phoenix, AZ, 85033	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63203	TPA	Kathryn P Padilla	1991-02-26	UHC-78549-23	6822566405	5993 River Rd, Gilbert, AZ, 85224	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-424232	CLM	Stephanie Porter	1974-01-20	—	—	3850 Jefferson Ave, Los Angeles, CA, 90086	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416528	CLM	Martha Flores	—	UHC-46994-53	—	5204 Palm Dr Apt 32, Plano, TX, 75033	0.50	Date of birth missing Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-410205	CLM	Julia Woong	1994-10-19	UHC-71698-20	5553090844	8868 Main St, Seattle, WA, 98108	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-117600	ENR	Doris Mendoza	1955-09-11	UHC-31677-40	—	1438 Spring St, Houston, TX, 77023	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-23105	PRV	Ruth Ray	1953-06-22	—	—	3090 Harbor Blvd, Las Vegas, NV, 89114	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-430331	CLM	Chukc X Butler	1963-10-19	UHC-33196-93	8462801030	7058 Central Ave, Miami, FL	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431664	CLM	James Porter	—	UHC-83196-09	7933835208	7495 Ocean Ave, Tempe, AZ, 85253	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138347	ENR	Alan E Nelson	1946-12-20	UHC-18575-50	8652042292	5466 Canyon Rd, Mesa, AZ	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429202	CLM	Betty Ray	1991-11-10	—	8486225622	6922 Cedar Ln # 149, San Diego, CA, 92138	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-423567	CLM	Ajun V Howell	—	UHC-84566-92	8139412648	—	0.50	Middle initial moved out of first name Date of birth missing Phone reformatted Gender normalised+3 more
PRV-24607	PRV	Sofia Carpenter	1954-12-27	UHC-23990-07	9727895012	204 Ocean Ave Apt 9, Dallas, TX, 75271	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-133715	ENR	Billy L Nuunez	2002-05-24	UHC-37928-09	—	3112 Desert Sky Blvd, Miami, FL, 33196	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-403304	CLM	David Garcia	2008-01-09	UHC-62582-34	2635653685	6698 Mesa Dr, San Diego, CA, 92147	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-112021	ENR	Ana Jackson	1950-11-11	UHC-49207-26	5348613124	9519 Indian School Rd, Tucson, AZ, 85768	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-419163	CLM	Sofia Weber	1987-11-14	UHC-90595-76	—	9275 Union St, Sacramento, CA	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-52173	TPA	Debra Moore	1957-05-26	—	—	3078 Jefferson Ave, Plano, TX	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
CLM-407930	CLM	Diego Bryant	1939-09-25	—	8308195467	1522 Willow Ct, Eden Prairie, MN, 55334	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58726	TPA	Sean Vargas	1948-02-26	—	5224060065	2813 Church St Apt 2, Phoenix, AZ, 85082	0.50	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
CLM-416043	CLM	Christian Edwards	1977-03-19	UHC-82513-35	4458577107	5119 Maple Ave, Plano, TX, 75090	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-62388	TPA	Jimmy Reed	1945-03-19	—	—	4459 Washington St Apt 22, Tempe, AZ, 85220	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-432242	CLM	Priya S Williams	1972-03-23	UHC-70691-50	—	6515 Willow Ct, Charlotte, NC, 28247	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-25027	PRV	Jacob J Smith	1974-05-08	—	2059242625	4760 Canyon Rd, Atlanta, GA, 30361	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21603	PRV	Wayne Gutierrez	1982-11-13	—	4287131616	7979 Park Pl, Miami, FL	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404597	CLM	Gary Hansen	1975-05-10	—	—	4171 Bayshore Dr, Minneapolis, MN, 55423	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135369	ENR	Sophia Rojas	1998-05-10	UHC-55388-52	3722518134	7059 Mesa Dr, Tempe, AZ, 85239	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-54207	TPA	Vincent O Willis	1996-09-12	—	—	7913 Sunset Blvd # 945, Las Vegas, NV, 89110	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-402230	CLM	Daniel Obrien	1993-07-25	—	—	3776 Main St # 342, Denver, CO, 80242	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-132083	ENR	William Allen	2006-07-18	—	8033117613	9630 Mountain View Dr, Miami, FL, 33163	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421703	CLM	Paul Bryant	1975-01-19	—	—	7916 Meadow Ln, Denver, CO	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-123963	ENR	Isabella M Harper	1952-12-28	UHC-58378-71	—	6566 Cedar Ln Apt 35, Las Vegas, NV, 89133	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-59308	TPA	Gabriel Castro	1994-09-24	—	—	6936 Spring St, Atlanta, GA, 30322	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-126462	ENR	Isabella Barnes	2006-03-11	UHC-66242-93	4086715531	1853 Oak St, Mesa, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-403334	CLM	Janice B Harper	1981-07-04	—	9302924478	9455 Canyon Rd, Gilbert, AZ, 85287	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-22239	PRV	Isabella Mitchell	1982-12-01	UHC-75813-49	—	1147 Canyon Rd, Chandler, AZ, 85200	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-57099	TPA	Gerald Yang	1963-07-07	—	2459276170	533 Baseline Rd, Columbus, OH, 43261	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-55566	TPA	George P Vasquez	2008-11-14	—	—	7870 River Rd Apt 36, Plano, TX, 75085	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-55567	TPA	George P Vasquez	2008-11-14	—	—	7870 River Rd Apt 36, Plano, TX, 75085	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-134514	ENR	Bradley T Barnes	1967-01-17	UHC-82109-20	9392818172	6202 Meadow Ln, Austin, TX	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-130800	ENR	Jerry Webb	1992-10-06	UHC-72023-82	6563385071	6340 Apache Blvd, Charlotte, NC, 28259	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more

71,257 rows, page 78 of 1,426Previous Next