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

Enrollment, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-119642	ENR	Alice Dunn	1951-08-31	UHC-54642-58	6624842981	1060 Ocean Ave, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137644	ENR	Brian G Lawson	1971-05-27	UHC-35027-61	3247113726	5362 Central Ave # 719, Seattle, WA, 98158	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-112096	ENR	Juan M Murphy	1973-10-03	UHC-80089-58	6846278951	147 Canyon Rd, Tampa, FL, 33668	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137596	ENR	Doris I Miller	1998-09-08	UHC-16373-92	—	940 Hillcrest Rd, Glendale, AZ	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-120898	ENR	Robart Fox	1996-04-01	UHC-32636-14	5627367957	2975 Willow Ct, Plano, TX, 75049	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114519	ENR	Ana H Delgado	1953-02-25	UHC-67015-12	5876338278	1797 Oak St, Las Vegas, NV, 89167	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-123846	ENR	Ashley YJunk	1953-01-27	UHC-59839-26	2776098852	4201 Broadway Apt 25, Dallas, TX, 75202	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-123748	ENR	Alan Taylor	1989-01-21	UHC-11805-29	2647281586	8147 Forest Ave, Columbus, OH	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104504	ENR	Joyce W Freeman	1965-06-18	UHC-73473-38	—	5091 Park Pl, Plano, TX, 75048	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-105203	ENR	Andrea D Alvarado	2001-04-04	UHC-47319-34	8396574728	5259 Pine Dr, Mesa, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140677	ENR	Ommar Chen	1995-12-06	UHC-49844-02	6446785403	3734 River Rd, Las Vegas, NV	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-123686	ENR	Sophia U Butler	1987-10-25	UHC-99861-22	3664485881	8857 Washington St Apt 18, Orlando, FL, 32847	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-112107	ENR	Donna G Porter	1942-05-20	UHC-49476-54	8704162777	6116 Union St, Eden Prairie, MN, 55338	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107483	ENR	Ruth Z Hanson	1985-06-06	UHC-73022-03	8265345553	3317 Church St # 997, Tempe, AZ, 85236	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-123045	ENR	Daniel Q Mendez	1958-11-04	UHC-21332-78	—	1144 Main St, Columbus, OH, 43225	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-126011	ENR	Douglas Rice	1968-09-12	UHC-71875-98	8242225479	6348 Pine Dr, Chandler, AZ, 85274	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126540	ENR	Scott P Hughes	1958-01-10	UHC-53716-26	8217485157	5069 Lincoln Way # 614, Orlando, FL, 32854	0.62	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+3 more
ENR-127018	ENR	Marcus Burton	1943-08-27	UHC-55090-52	5403331117	2437 Maple Ave # 190, Atlanta, GA, 30371	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-141984	ENR	Amber Garrett	1965-02-08	UHC-76042-07	3824190602	7536 Park Pl, Atlanta, GA, 30344	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104646	ENR	Dennis H Larson	1965-09-05	UHC-54035-72	5948665211	290 Camelback Rd, Charlotte, NC, 28272	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-129591	ENR	George Z Flores	1959-01-16	—	—	8251 Pine Dr, Jacksonville, FL, 32280	0.62	Name re-cased Date of birth reformatted Phone missing area code Email lower-cased+3 more
ENR-118638	ENR	Danielle V Adrews	2006-04-02	UHC-00916-15	5888328982	621 Lincoln Way, Scottsdale, AZ, 85265	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-118637	ENR	Danielle V Adrews	2006-04-02	UHC-00916-15	5888328982	621 Lincoln Way, Scottsdale, AZ, 85265	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-109869	ENR	Carlos James	1965-03-09	UHC-97252-40	—	9833 Sunset Blvd, Charlotte, NC	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-137077	ENR	Harold Wood	1991-04-19	UHC-31679-43	4492035714	9393 Oak St, San Diego, CA, 92167	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130084	ENR	Bobby T Powell	1941-09-10	UHC-35845-09	5786488115	4683 Camelback Rd, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133579	ENR	Alexis Vasquez	1968-08-12	UHC-44563-43	7719250588	6026 Ocean Ave, Chandler, AZ, 85241	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124797	ENR	Walter Robertson	1981-06-24	UHC-87465-35	4146738052	7128 Lake View Rd, Austin, TX, 78780	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-133289	ENR	Judy K Snyder	2001-04-21	UHC-49523-70	9553458882	4775 Baseline Rd, Austin, TX, 78741	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103871	ENR	Gregory Lee	1972-11-13	UHC-72345-25	7274827948	3487 Ocean Ave, Atlanta, GA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114864	ENR	James Contreras	1986-01-04	UHC-81579-21	5537684103	8536 Grand Ave, Denver, CO, 80283	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-109195	ENR	Charles E Cunningham	1960-01-21	UHC-96805-50	4812390161	6946 Maple Ave, Scottsdale, AZ, 85248	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139817	ENR	Ashley Hunter	1962-01-15	UHC-27397-79	—	4675 Mesa Dr, Columbus, OH, 43203	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136986	ENR	Tim L Walkar	—	UHC-34814-20	5833028834	5513 Baseline Rd, Denver, CO, 80252	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-142919	ENR	Masno Ward	1993-02-17	UHC-71648-92	3827208216	2679 Camelback Rd, Jacksonville, FL, 32212	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-118128	ENR	Vincent N Berry	1966-04-10	UHC-61036-70	3575393670	8119 Market St, Miami, FL, 33187	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110175	ENR	Kelly P Soctt	1976-02-12	UHC-34031-04	—	3517 River Rd, Columbus, OH, 43232	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-136307	ENR	Mei O Simmons	1958-08-08	UHC-04938-96	—	3325 River Rd, Minneapolis, MN, 55419	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-137461	ENR	Yuki Robinson	2000-03-09	UHC-42724-58	—	5021 River Rd # 716, Fresno, CA, 93707	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-112777	ENR	Jonathan M Patel	1961-12-21	UHC-08496-08	2478348380	4336 Desert Sky Blvd, Glendale, AZ, 85381	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119983	ENR	Ana Y Gutierrez	1962-01-24	UHC-95156-71	8076725741	4154 Valley View Dr, Columbus, OH, 43243	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131268	ENR	Karen V Dominguez	1973-11-12	UHC-46479-04	4584982118	6164 Baseline Rd, Denver, CO, 80253	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-101526	ENR	Daniel Banks	1991-12-24	UHC-92105-05	2725177889	8012 Palm Dr, Houston, TX, 77061	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110221	ENR	Maria Z Burton	1960-02-10	—	—	3568 Market St, Tampa, FL, 33685	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-110918	ENR	Susan D Tran	1973-09-27	UHC-98859-82	4749544586	5965 Church St, Gilbert, AZ, 85272	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126412	ENR	Alan O Pierce	1970-01-22	UHC-35222-28	6773866375	4710 Camelback Rd, Charlotte, NC, 28235	0.62	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+3 more
ENR-105267	ENR	Jeffrey F Padilla	—	UHC-92939-82	8442770009	7220 Main St, Tampa, FL, 33639	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-137912	ENR	Kimberly T Bell	2003-09-01	UHC-86763-22	5979033704	3424 Central Ave, Tempe, AZ, 85277	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132561	ENR	Walter Hoffman	1983-11-01	UHC-14510-58	9073910871	1576 Elm St, Orlando, FL, 32865	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114562	ENR	Kelly Y Miller	2002-02-21	UHC-07876-34	9116778377	5278 Valley View Dr, Houston, TX, 77003	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more

17,310 rows, page 57 of 347Previous Next