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 “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-102839	ENR	James O Marshall	2006-09-03	UHC-35247-81	3546443991	2554 Willow Ct, San Antonio, TX, 78240	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-128963	ENR	Olivia Davis	1995-11-18	UHC-46336-83	2384802672	5346 Elm St, Columbus, OH, 43281	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-105184	ENR	Timothy Aronld	1957-04-13	—	7719871622	7089 Mesa Dr, Charlotte, NC, 28227	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-120107	ENR	RebeccaJunk	1958-11-12	UHC-46812-67	8822371742	7931 Washington St, Atlanta, GA, 30312	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116069	ENR	Mark U Tran	1961-04-26	UHC-77913-35	7622754588	427 Washington St, San Diego, CA, 92164	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111145	ENR	Lawrence L Morrison	1965-09-14	UHC-89838-16	8405275947	2495 Pine Dr, Miami, FL, 33199	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-112896	ENR	Virginia X Fox	1962-11-23	UHC-87518-06	8415476810	5562 Grand Ave, Miami, FL, 33143	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110142	ENR	Raymond Banks	2004-07-09	UHC-53680-51	8823434683	2102 Central Ave # 626, Denver, CO, 80236	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-142910	ENR	Douglas Berry	1969-10-11	UHC-83888-39	8863284662	1607 Lake View Rd, Jacksonville, FL, 32270	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
ENR-122841	ENR	Elizabeth Gibson	1955-05-15	UHC-53210-52	3338331944	833 Sage Ct, Tampa, FL, 33661	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114396	ENR	Janice O Holmes	1981-12-11	UHC-67731-09	8938854425	638 Elm St, San Antonio, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120463	ENR	Jaon W Riios	2008-12-12	UHC-15718-04	2185854793	3062 Grand Ave, Chandler, AZ, 85216	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100504	ENR	Grace Soot	1946-03-03	UHC-54130-50	4238927617	4634 Forest Ave, Orlando, FL, 32819	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-103883	ENR	Gary B Barnes	1956-08-21	UHC-36095-57	6057612471	4992 Ridge Rd, Mesa, AZ, 85265	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-112102	ENR	Santiago Ris	2000-12-27	UHC-32377-67	2939297477	337 Elm St Apt 2, Glendale, AZ, 85324	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-115668	ENR	Jean P Parker	1969-10-17	UHC-94740-71	7234586722	1308 Church St, Mesa, AZ, 85274	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-109353	ENR	Mateo Taylor	1978-02-24	UHC-48830-68	8673324034	4707 Church St, Denver, CO, 80203	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121099	ENR	Cheril I Rose	1998-08-22	UHC-60983-94	—	1514 Church St, Houston, TX, 77017	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108038	ENR	Teresa Reid	1988-07-24	UHC-23512-04	6166325139	7882 Market St # 374, Nashville, TN, 37257	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-100404	ENR	Walter E Coleman	2005-01-12	UHC-49325-18	—	4570 Ocean Ave, Austin, TX, 78786	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-100221	ENR	Justin D Espinoza	1972-09-14	UHC-99989-03	4798731607	2598 Elm St, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115678	ENR	George Tucker	1943-03-16	UHC-44073-63	2544930839	8913 Ocean Ave, Austin, TX	0.62	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
ENR-127707	ENR	Madison I Fisher	1940-11-14	UHC-88122-62	—	2191 River Rd, Tampa, FL, 33675	0.62	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-121475	ENR	Hiroshi Z Sanchez	1999-06-15	UHC-87722-88	—	5705 Union St, Sacramento, CA, 95809	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
ENR-128931	ENR	Janet Tran	1986-08-20	UHC-03218-96	6709017122	2658 Broadway, Phoenix, AZ, 85018	0.62	Two-digit birth year Phone reformatted Address re-cased City re-cased+3 more
ENR-102143	ENR	Nicholas Long	2005-07-10	UHC-15445-08	2514724615	8095 Main St, Orlando, FL, 32801	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106311	ENR	Ann Castro	1960-02-13	UHC-12437-59	3968111393	8739 Sunset Blvd # 811, Columbus, OH, 43215	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-108093	ENR	Carol J Allen	1949-11-14	UHC-29947-52	5098935303	6323 Elm St, Mesa, AZ, 85257	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-112687	ENR	George D Hernandez	1951-04-18	UHC-03121-86	5543491226	5190 Hillcrest Rd # 802, Chandler, AZ, 85235	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-124518	ENR	Russell Avarado	1957-01-28	UHC-65013-70	4015939360	8197 River Rd, Gilbert, AZ, 85250	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-142113	ENR	Wliliam J Jordan	1990-02-22	UHC-70177-71	8013680090	1244 River Rd, Glendale, AZ, 85329	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142114	ENR	Wliliam J Jordan	1990-02-22	UHC-70177-71	8013680090	1244 River Rd, Glendale, AZ, 85329	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122816	ENR	Alexis J West	1996-10-23	UHC-01606-34	3866129530	5812 Church St, Dallas, TX, 75264	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-130142	ENR	Mason L Esspinoza	1994-02-10	UHC-05793-04	—	8800 Sage Ct, Eden Prairie, MN, 55358	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-128075	ENR	Marilyn E Herrera	1950-01-20	UHC-81602-27	3685467433	7170 Meadow Ln, Plano, TX, 75060	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134932	ENR	Janet Delgado	1978-07-16	UHC-23589-50	9608319418	2078 Willow Ct, Los Angeles, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110250	ENR	Jesse H McCoy	1975-02-20	UHC-92772-95	9342804051	7398 Oak St, Charlotte, NC, 28246	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-110249	ENR	Jesse H McCoy	1975-02-20	UHC-92772-95	9342804051	7398 Oak St, Charlotte, NC, 28246	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-133034	ENR	Douglas M Ford	1943-10-27	UHC-73862-03	9556722086	8892 Willow Ct, Mesa, AZ, 85204	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122132	ENR	Larry V Cunningham	1981-10-10	UHC-55343-96	3823770299	2368 Canyon Rd, Tucson, AZ, 85721	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122129	ENR	—Junk	1978-03-13	UHC-39687-17	4452292900	2215 Valley View Dr, Orlando, FL, 32858	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-135734	ENR	Ahmed D Carter	1994-10-16	UHC-42546-68	5245089289	5512 Sunset Blvd, Minneapolis, MN, 55414	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103131	ENR	Karen Little	1995-03-03	UHC-06105-79	7352192983	8088 Sunset Blvd, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-140230	ENR	Julie S Miller	1955-10-16	UHC-57553-35	3925727898	2515 Elm St, Tucson, AZ, 85770	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123495	ENR	Bradley George	1962-07-12	UHC-69200-97	2703995001	7412 Maple Ave, Houston, TX, 77099	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+3 more
ENR-133058	ENR	Bruce U Evans	—	UHC-11065-29	4119456514	2759 Spring St, Charlotte, NC, 28204	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-122343	ENR	Doris Garrett	2002-02-22	UHC-97274-60	7949669473	6241 Central Ave, Las Vegas, NV, 89119	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-120992	ENR	Billy M Fuller	1961-03-05	UHC-50232-64	2473987039	4442 Ocean Ave, Eden Prairie, MN, 55326	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
ENR-115210	ENR	Samantha Simmons	1997-02-10	UHC-59590-89	6204684948	1931 Mesa Dr, Glendale, AZ, 85369	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-121734	ENR	Noah K Mills	1984-02-01	UHC-03923-92	—	9545 River Rd, Nashville, TN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

8,423 rows, page 35 of 169Previous Next