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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122648	ENR	Austin Hayees	1955-04-20	UHC-88677-05	7272455654	8554 Oak St, Jacksonville, FL, 32285	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-121931	ENR	Luis Delgado	1999-05-08	UHC-75227-62	5032223372	6453 Grand Ave, Las Vegas, NV, 89193	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-105646	ENR	Amy Castro	1973-10-09	UHC-78909-25	7684397308	6738 Harbor Blvd, Scottsdale, AZ, 85241	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
ENR-132966	ENR	Jerry Hamilton	1954-08-13	UHC-24792-31	2096707176	3452 Ocean Ave, Seattle, WA, 98145	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-115320	ENR	Olivia A Vasquez	1942-03-27	UHC-26238-80	—	1875 Maple Ave, Jacksonville, FL, 32297	0.70	Name split from “Last, First”Date of birth reformatted Phone missing area code
ENR-129012	ENR	Arthur U Warren	1997-07-22	UHC-11819-82	—	6864 Cedar Ln, Sacramento, CA, 95882	0.70	Name split from “Last, First”Date of birth reformatted Phone missing area code
ENR-129574	ENR	Carolyn Y Lawson	1971-06-23	UHC-79277-26	—	1506 Mountain View Dr, Fresno, CA, 93779	0.70	Name split from “Last, First”Gender normalised Whitespace trimmed
ENR-122303	ENR	Mei Morrison	1979-11-04	UHC-89772-23	7117733046	9548 Elm St, Orlando, FL, 32826	0.70	Name split from “Last, First”SSN last four extracted Whitespace trimmed
ENR-122304	ENR	Mei Morrison	1979-11-04	UHC-89772-23	7117733046	9548 Elm St, Orlando, FL, 32826	0.70	Name split from “Last, First”SSN last four extracted Whitespace trimmed
ENR-131518	ENR	Eric Howell	1979-04-28	UHC-71912-02	6736422254	3344 Maple Ave, Scottsdale, AZ, 85259	0.70	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed
ENR-131834	ENR	Amy N Elliott	1991-01-14	UHC-64891-74	—	8031 Broadway, Nashville, TN, 37235	0.70	Name split from “Last, First”Gender normalised Whitespace trimmed
ENR-106898	ENR	Jeff Oliver	—	UHC-68483-48	5979621331	5314 Camelback Rd, Mesa, AZ, 85264	0.70	Name split from “Last, First”Date of birth unreadable Placeholder values cleared
ENR-100426	ENR	Dougles George	1985-12-18	UHC-91044-29	2146480532	9884 River Rd, Tempe, AZ, 85217	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
ENR-114426	ENR	Carlos Alvarez	1946-05-24	UHC-45709-79	—	2196 Harbor Blvd # 317, Houston, TX, 77096	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
ENR-119916	ENR	Ferguson J Charlotte	1976-03-26	UHC-63652-97	7905865625	1864 Church St, Tampa, FL, 33626	0.70	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed
ENR-134753	ENR	Gary G Collins	1978-09-17	UHC-03313-76	3428991081	3518 Mountain View Dr, Los Angeles, CA, 90037	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-104298	ENR	Beverly H Flores	1948-09-02	UHC-34954-61	4573299529	107 Pine Dr, Las Vegas, NV, 89148	0.70	Name split from “Last, First”Date of birth reformatted Gender normalised
ENR-136351	ENR	Theresa Michell	1972-06-08	UHC-76361-55	5598276905	8445 Harbor Blvd, Austin, TX, 78787	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-106205	ENR	Charlse Rice	1968-08-21	UHC-28560-68	—	7601 Spring St, Tampa, FL, 33662	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
ENR-137232	ENR	Danielle Fox	1952-10-14	UHC-44333-96	9334302992	6963 Ocean Ave Apt 30, Orlando, FL, 32831	0.70	Name split from “Last, First”Phone reformatted Unit split from street
ENR-140885	ENR	Nathan Thompson	1947-04-04	UHC-57408-91	9046490973	8222 Jefferson Ave, Denver, CO, 80244	0.70	Name split from “Last, First”Member ID reformatted Gender normalised
ENR-119367	ENR	Christina J Collins	1938-07-16	UHC-55272-32	6635501614	8338 Harbor Blvd, Nashville, TN, 37218	0.70	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed
ENR-103889	ENR	Yuki Maldonado	1945-09-12	UHC-60536-73	—	6864 Lincoln Way, Tampa, FL	0.70	Name split from “Last, First”ZIP missing Whitespace trimmed
ENR-142978	ENR	Madison U Thomas	1945-05-25	UHC-45958-44	3853863289	9336 Maple Ave Apt 27, Minneapolis, MN, 55440	0.70	Name split from “Last, First”Phone reformatted Unit split from street
ENR-115189	ENR	Christian B Pena	1941-12-20	UHC-94941-85	6483731925	5377 Oak St, Tucson, AZ, 85733	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
ENR-104460	ENR	Rachel Maldonado	1940-03-05	UHC-51088-81	—	1474 Ridge Rd, Sacramento, CA, 95818	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-107322	ENR	Judy I Guerrero	2000-09-26	UHC-86814-03	—	7102 Oak St, Tucson, AZ, 85749	0.70	Name split from “Last, First”Middle initial moved out of first name Placeholder values cleared
ENR-122435	ENR	Joseph V Stevens	1941-06-23	UHC-00310-60	9864173783	7994 Sage Ct, Denver, CO, 80234	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-105990	ENR	Laura P Wood	1940-03-03	UHC-76189-23	6142107629	4514 River Rd, Columbus, OH, 43270	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-134377	ENR	Wei James	1987-05-16	UHC-53568-22	8928080751	7550 Sage Ct Apt 7, Orlando, FL, 32822	0.70	Name split from “Last, First”Phone reformatted Unit split from street
ENR-118089	ENR	Sean Andrews	1961-10-20	UHC-41599-44	5742116430	6743 Highland Ave, Denver, CO, 80239	0.70	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed
ENR-109462	ENR	Vincent J Johnston	1984-09-28	UHC-87494-19	8238504562	6977 Market St, Tempe, AZ, 85225	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
ENR-142514	ENR	Nicole K Ortega	2003-03-20	UHC-23371-21	8305037171	2244 Maple Ave Apt 38, Fresno, CA, 93756	0.70	Name split from “Last, First”Phone reformatted Unit split from street
ENR-130736	ENR	Anna G Perkins	1979-03-11	UHC-36201-53	5603468544	4332 Forest Ave, Gilbert, AZ, 85229	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
ENR-110561	ENR	Ahmed S Valdez	1960-03-02	UHC-83725-88	3514082872	4339 Elm St, Seattle, WA, 98159	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
ENR-126128	ENR	Paul S Le	1992-11-08	UHC-35140-55	3597307891	3605 Oak St, Minneapolis, MN, 55455	0.70	Name split from “Last, First”Two-digit birth year Whitespace trimmed
ENR-121537	ENR	Emma Foster	1991-09-07	UHC-83101-80	7769517252	4048 Elm St, Mesa, AZ, 85260	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-130597	ENR	Austin Schmidt	1965-03-26	UHC-21559-49	3066576057	3939 Jefferson Ave, Minneapolis, MN, 55458	0.70	Name split from “Last, First”Date of birth reformatted Gender normalised
ENR-134327	ENR	Donald K Cruz	1975-04-23	UHC-29111-32	3693202395	6190 Washington St, Mesa, AZ, 85230	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
ENR-111505	ENR	Catherine Marquez	2000-01-20	UHC-51377-30	3005268145	5431 Church St, Austin, TX, 78725	0.70	Name split from “Last, First”Phone reformatted SSN last four extracted
ENR-135464	ENR	James S Carol	1962-09-01	UHC-43610-58	8942674287	444 Park Pl, Eden Prairie, MN, 55323	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-110980	ENR	Emily Morgan	1945-12-15	UHC-57177-63	8633029328	3032 Broadway, Jacksonville, FL, 32221	0.70	Name split from “Last, First”Gender normalised Whitespace trimmed
ENR-109935	ENR	Steven McDonald	1967-02-17	UHC-91479-96	—	2152 Baseline Rd, Los Angeles, CA, 90003	0.70	Name split from “Last, First”Date of birth reformatted Gender normalised
ENR-122381	ENR	Nancy I Reyes	1945-02-19	UHC-21676-71	8314517703	7629 Camelback Rd, Denver, CO, 80231	0.70	Name split from “Last, First”Two-digit birth year Whitespace trimmed
ENR-124256	ENR	Michelle Kennedy	1950-05-17	UHC-09693-82	6354812881	5675 Cedar Ln, Austin, TX, 78780	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
ENR-105194	ENR	Sharon Mason	1939-03-23	UHC-64168-51	3477200972	6653 Park Pl, Chandler, AZ	0.70	Name split from “Last, First”Phone reformatted ZIP missing
ENR-107946	ENR	Douglas N Sandoval	2006-06-15	UHC-17618-84	3089498236	6971 Ocean Ave, Las Vegas, NV, 89122	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-124774	ENR	Bruce Nichols	1996-11-06	UHC-20624-46	4215011526	7232 Forest Ave, Mesa, AZ, 85236	0.70	Name split from “Last, First”Phone reformatted ZIP+4 trimmed
ENR-120595	ENR	Martha R Campbell	2007-12-27	UHC-49054-08	—	2352 Broadway, Mesa, AZ, 85287	0.70	Name split from “Last, First”Date of birth reformatted State name converted to code
ENR-117572	ENR	Sara Hicks	1993-01-17	UHC-61863-88	8347243767	9732 Forest Ave, Minneapolis, MN, 55485	0.70	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed

4,309 rows, page 68 of 87Previous Next