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
ENR-111459	ENR	Jacqueline N Pierce	1939-11-08	UHC-89578-74	6326008818	4171 Ocean Ave, Tempe, AZ, 85285	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-141513	ENR	Lauren I Medina	1962-06-02	UHC-25204-90	7458414713	2179 Bayshore Dr, Phoenix, AZ, 85086	0.62	Name re-cased Phone reformatted City re-cased State code upper-cased+3 more
CLM-421289	CLM	Mrilyn Soto	1943-08-15	—	—	7701 Church St, Tempe, AZ, 85222	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-421309	CLM	Carol Rose	1975-01-26	—	7904889698	4217 Willow Ct, Tampa, FL	0.62	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
ENR-125965	ENR	Aisha Russell	1961-08-03	UHC-64455-52	2556679446	824 Indian School Rd, Nashville, TN, 37239	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412943	CLM	Gloria S Allen	1976-12-08	UHC-05703-45	3084703302	585 River Rd, Austin, TX, 78773	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134716	ENR	Deborah S Burns	1980-01-12	UHC-63347-73	2202424505	2696 Willow Ct, Fresno, CA, 93727	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57448	TPA	Jerry Hughes	1983-05-26	—	—	1707 Hillcrest Rd, Seattle, WA, 98147	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416510	CLM	Austin Ynag	1968-02-23	UHC-44918-67	—	1316 River Rd, Tampa, FL, 33670	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25061	PRV	Sarah Jenkins	1938-04-18	—	—	4815 Ridge Rd, Orlando, FL, 32889	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-418346	CLM	Joan D Bishop	1960-11-01	UHC-81997-94	3766149480	2326 Canyon Rd, Tampa, FL, 33670	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107433	ENR	Niole F Hall	1980-02-28	UHC-51352-25	7413068541	7074 Desert Sky Blvd, Seattle, WA, 98120	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-411987	CLM	Chris Elliott	2001-08-27	UHC-77522-55	—	6246 Church St, Austin, TX, 78704	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-133420	ENR	Nancy G Alvarez	1961-02-06	UHC-44268-52	6962978117	2852 Indian School Rd, Minneapolis, MN, 55405	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-115337	ENR	Jonathan O Orttega	1993-09-14	UHC-09877-57	7463874433	3868 Willow Ct, Orlando, FL, 32830	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-137709	ENR	Sharon I Luna	1957-12-02	UHC-54310-48	5796902478	9300 Maple Ave, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135609	ENR	Evelyn X Garza	2000-07-13	UHC-78260-67	7579996738	7059 Sage Ct, Columbus, OH, 43272	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
PRV-24809	PRV	Stephen Weber	1987-01-28	—	6874491291	8952 Sage Ct, Charlotte, NC, 28253	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431920	CLM	Bryan Grant	—	—	5397706608	7460 Mountain View Dr, Chandler, AZ, 85254	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-403399	CLM	Katherine Marshall	1944-08-16	UHC-61716-65	5719886069	6981 Grand Ave, Fresno, CA, 93735	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401070	CLM	Eric Jimenez	—	—	—	3062 Meadow Ln, Chandler, AZ, 85250	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-102724	ENR	Emily Nguyen	1981-12-25	UHC-05387-74	4865831068	8613 Mesa Dr, Columbus, OH, 43241	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-26406	PRV	Philip Andrews	1970-08-06	—	9803898782	5061 Elm St, Nashville, TN, 37274	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-58184	TPA	Jean Wang	1965-07-21	—	7958227871	2348 Elm St, Glendale, AZ, 85368	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109661	ENR	Jeremy Nichols	1977-04-27	UHC-36703-86	4899180472	7024 Indian School Rd, Orlando, FL, 32860	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138368	ENR	Tyler Patel	1981-02-27	UHC-49734-09	9296273424	5621 Highland Ave, Columbus, OH	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-127768	ENR	Dorothy Riley	1986-06-13	UHC-58212-49	8559264082	6622 Sunset Blvd, Houston, TX, 77075	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64155	TPA	Cox I Edward	—	—	9136489708	3714 Meadow Ln, Tucson, AZ, 85712	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-419537	CLM	Henry Brooks	1980-08-28	UHC-09209-87	2086981397	9799 Pine Dr, Denver, CO, 80217	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429677	CLM	Madison U Franklin	1975-01-16	UHC-89354-81	2728366963	6733 Oak St, Tucson, AZ, 85711	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-410111	CLM	Kevin M James	1968-07-04	UHC-20440-30	8022184183	7132 Lake View Rd # 492, Orlando, FL, 32841	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-424342	CLM	Janet Anderson	2002-10-24	UHC-16486-01	—	3028 Willow Ct # 487, San Antonio, TX, 78204	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-103865	ENR	Patricia Y Schultz	1946-04-18	UHC-50932-99	6462059255	4426 Park Pl, Glendale, AZ, 85392	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106677	ENR	Joyce Rice	1943-05-25	UHC-64786-05	6034401327	2028 Baseline Rd, Mesa, AZ, 85273	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121472	ENR	Samantha Grham	1950-02-18	UHC-69287-28	3842804243	6339 Mountain View Dr, Glendale, AZ, 85352	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132452	ENR	Jerry M Thompson	1994-12-07	UHC-70094-70	—	8380 Ridge Rd, Seattle, WA, 98181	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-124806	ENR	Willie C Perez	1982-12-06	UHC-21123-09	—	5735 Park Pl, Sacramento, CA, 95810	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-424803	CLM	Fatima Ford	1970-04-08	UHC-30010-11	9453198203	5826 Pine Dr # 698, Mesa, AZ, 85205	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-120744	ENR	Olivia Ramirez	1992-11-08	UHC-01813-53	8558333445	3133 Sunset Blvd, San Antonio, TX, 78245	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129977	ENR	Marcus P Nelson	1980-01-11	UHC-84146-05	3734684156	5807 Ocean Ave, Orlando, FL, 32857	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131668	ENR	Aisha H Bishop	2006-05-23	UHC-47775-45	9702656384	2430 Maple Ave, Orlando, FL	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-400005	CLM	Jesse Black	2004-10-05	UHC-94495-51	—	3456 Bayshore Dr, Nashville, TN, 37230	0.62	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-409410	CLM	Carlos F Mendez	1967-01-27	—	—	9858 Elm St, San Antonio, TX, 78288	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-110375	ENR	Heather T Ellis	2004-12-07	UHC-10265-02	4653314415	4565 Bayshore Dr, Chandler, AZ, 85231	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403741	CLM	Mei A Griffin	1958-01-25	UHC-58308-51	—	7654 Mesa Dr, Sacramento, CA, 95860	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-26589	PRV	Lias Ferguson	1965-10-13	UHC-46337-12	5077289719	4972 Cedar Ln # 107, Eden Prairie, MN, 55370	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-402530	CLM	Jerry Johnson	1966-05-03	UHC-03123-70	5653390096	5614 Palm Dr, San Diego, CA, 92125	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
CLM-407008	CLM	Emily Silva	1976-12-22	UHC-43687-71	7229420514	4265 Union St, Los Angeles, CA, 90067	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426133	CLM	Hiroshi Garza	2005-11-05	UHC-77416-36	—	3626 Indian School Rd, Plano, TX, 75018	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-130898	ENR	Joan P Fuller	1948-05-28	UHC-70899-35	5227587029	5685 Maple Ave, Phoenix, AZ, 85099	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more

17,850 rows, page 78 of 357Previous Next