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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-135761	ENR	Nathan T Lynch	1954-09-02	UHC-03949-82	3142168911	9410 Union St, Columbus, OH, 43251	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-141103	ENR	Julia Franklin	1972-08-22	UHC-28885-09	6649961968	7844 Spring St, Miami, FL, 33144	0.80	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code
ENR-136658	ENR	Beverly M Martin	1939-09-14	UHC-82779-58	7907810395	5732 Harbor Blvd, Tampa, FL, 33628	0.80	Phone reformatted State name converted to code Email lower-cased Whitespace trimmed
ENR-117272	ENR	Marilyn G Nguyen	1988-11-23	UHC-42780-06	2712659876	7033 Palm Dr, Dallas, TX, 75277	0.80	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed
ENR-115867	ENR	Terry I Stephens	1975-01-06	UHC-40276-33	7365500542	6170 Baseline Rd, Miami, FL, 33147	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
ENR-128219	ENR	Billy Williams	1950-04-07	UHC-03915-92	2515010182	6354 Baseline Rd, Houston, TX, 77045	0.80	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed
ENR-107108	ENR	Catherine Chen	2001-05-12	UHC-18869-02	4465809970	9049 Union St, Jacksonville, FL, 32255	0.80	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed
ENR-126852	ENR	Linda O Collins	1952-12-05	UHC-81376-16	8842959522	1364 Mesa Dr, Nashville, TN, 37213	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-110447	ENR	Douglas L Hansen	1951-01-02	UHC-60441-31	4522604916	5535 Palm Dr, Tempe, AZ, 85250	0.80	Name re-cased City re-cased State name converted to code Whitespace trimmed
ENR-139384	ENR	Carolyn Q Moreno	1969-02-05	UHC-38849-30	4337509208	9513 Desert Sky Blvd, Orlando, FL, 32820	0.80	Date of birth reformatted Phone reformatted City re-cased State name converted to code
ENR-111444	ENR	Benjamin Bell	1975-04-03	UHC-30848-14	4873012813	4829 Washington St, Las Vegas, NV, 89121	0.80	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased
ENR-117501	ENR	Chris Guerrero	1973-03-21	UHC-60544-03	7924373363	8632 Church St, Plano, TX, 75034	0.80	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed
ENR-126521	ENR	Jordan D Woods	1948-06-07	—	—	6909 Broadway, Tampa, FL, 33629	0.80	Date of birth reformatted Address re-cased State name converted to code Placeholder values cleared
ENR-133230	ENR	Kelly F Herrera	1953-01-10	UHC-57765-55	4074771215	7200 Market St, Scottsdale, AZ, 85274	0.80	Date of birth reformatted Phone reformatted City re-cased State name converted to code
ENR-138218	ENR	Jean Murray	1975-04-28	UHC-76681-29	2149664827	6258 Elm St, Austin, TX, 78731	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
ENR-130743	ENR	Edwaard Spencer	1965-03-02	UHC-21630-91	7544692371	2549 Apache Blvd, Minneapolis, MN, 55426	0.80	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code
ENR-128383	ENR	Santiago D Ellis	1961-10-14	UHC-01665-48	5914105406	7385 Lake View Rd, Atlanta, GA, 30333	0.80	Name re-cased Phone reformatted Member ID reformatted State name converted to code
ENR-113461	ENR	Paul Y Bryant	1941-11-16	UHC-60881-82	2903752486	2302 Sage Ct, Los Angeles, CA, 90001	0.80	Name re-cased Phone reformatted Member ID reformatted State name converted to code
ENR-142736	ENR	Lisa Clark	2002-09-26	UHC-57585-76	4693997787	3910 Palm Dr, Columbus, OH, 43285	0.80	Phone reformatted City re-cased State name converted to code Whitespace trimmed
ENR-141263	ENR	Angela Olson	1943-04-24	UHC-96507-82	2078298837	6683 Church St, Miami, FL, 33170	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-126151	ENR	Sandra Lewis	2005-01-08	UHC-17674-28	6793563349	7524 Pine Dr, Dallas, TX, 75290	0.80	Name re-cased Phone reformatted State name converted to code Email lower-cased
ENR-110944	ENR	Jesse F Silva	1977-05-10	UHC-68070-58	4546448606	3029 Baseline Rd, Sacramento, CA, 95830	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-100196	ENR	Gloria T Walsh	1941-06-11	UHC-92335-10	8487982440	7387 Elm St, Chandler, AZ, 85204	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
ENR-126944	ENR	Philip Ward	1953-06-10	UHC-48594-76	5814516961	4612 Baseline Rd, Miami, FL, 33199	0.80	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed
ENR-107572	ENR	Joe A Hamilton	2003-10-17	UHC-71097-95	2335849051	9027 Central Ave, Sacramento, CA, 95813	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-102261	ENR	Joe C Rivera	1952-07-18	UHC-05846-87	9874767403	6829 Harbor Blvd, Gilbert, AZ, 85230	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
ENR-138921	ENR	Shirley Q Rojas	1966-01-02	UHC-61087-91	7065069754	4695 Indian School Rd, Fresno, CA, 93760	0.80	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed
ENR-118967	ENR	Christina Marquez	1987-07-22	UHC-60866-73	6793421727	3794 Desert Sky Blvd, Los Angeles, CA, 90079	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
ENR-131282	ENR	Hernandez J Katherine	1955-09-27	UHC-08215-63	—	7590 Meadow Ln, Jacksonville, FL, 32240	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-113294	ENR	Bobby Walsh	2002-05-01	UHC-90832-95	5884019411	5749 Mountain View Dr, Houston, TX, 77041	0.80	Name re-cased Date of birth reformatted Phone reformatted State name converted to code
ENR-130031	ENR	Laura Bishop	1952-08-16	UHC-15246-57	9555279262	6443 Forest Ave, Glendale, AZ, 85387	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
ENR-100144	ENR	Joseph U Simpson	1997-04-14	UHC-40911-71	7684184471	9890 Canyon Rd, Nashville, TN, 37266	0.80	Phone reformatted City re-cased State name converted to code Whitespace trimmed
ENR-127193	ENR	Roger M Brown	1966-10-11	UHC-71329-29	5413768006	293 Indian School Rd, Orlando, FL, 32804	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-129876	ENR	Jackie T Willis	1998-05-09	UHC-10956-01	6387119546	1671 Market St, Denver, CO, 80290	0.80	Name re-cased Date of birth reformatted Phone reformatted State name converted to code
ENR-141897	ENR	Arjun G Yang	1994-02-07	UHC-92027-78	5714429808	8336 Ridge Rd, Plano, TX, 75007	0.80	Phone reformatted State name converted to code Email lower-cased Whitespace trimmed
ENR-132493	ENR	Gabriel Stone	1960-03-14	UHC-12458-57	6076589790	8339 Washington St, San Antonio, TX, 78232	0.80	Name re-cased Phone reformatted State name converted to code Plan code upper-cased
ENR-112568	ENR	Hawkins Q Angela	2003-04-13	UHC-27048-49	8632020678	8940 Church St, Mesa, AZ, 85276	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
ENR-125845	ENR	Linda Guzman	1951-12-14	UHC-28461-66	8026546913	8348 Lincoln Way, Nashville, TN, 37242	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
ENR-140987	ENR	Arjun X Crawford	1971-06-23	UHC-35273-61	4133761866	8223 Highland Ave, Eden Prairie, MN, 55372	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-124804	ENR	Wayne Fields	1981-03-17	UHC-43751-22	5127439746	5569 Palm Dr, Nashville, TN, 37261	0.80	Phone reformatted State name converted to code Email lower-cased Whitespace trimmed
ENR-130472	ENR	Elizabeeth Simpson	1942-05-15	UHC-88527-17	—	7249 Valley View Dr, Las Vegas, NV, 89102	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-140260	ENR	Denise S Thomas	2005-05-27	UHC-95294-86	6065508160	5820 Lincoln Way, Austin, TX, 78748	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
ENR-116420	ENR	Cheryl Pierce	1939-01-25	UHC-79286-56	2996266409	7454 Union St, Charlotte, NC, 28247	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-102804	ENR	Patrick C Elliott	1973-02-27	UHC-17420-63	6577583887	8508 Willow Ct, Columbus, OH, 43261	0.80	Phone reformatted State name converted to code Email lower-cased Whitespace trimmed
ENR-108544	ENR	Laura Hall	1965-01-26	UHC-14143-76	4598037292	8930 Broadway, San Diego, CA, 92142	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-141120	ENR	Bradley L Silva	2006-03-08	UHC-52424-70	8055883195	7257 Broadway, Mesa, AZ, 85235	0.80	Phone reformatted Address re-cased City re-cased State name converted to code
ENR-121481	ENR	Theresa Herrera	1945-04-08	UHC-63529-87	2345997335	4862 Indian School Rd, Tempe, AZ, 85243	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-131009	ENR	Anthony A Sandoval	1968-12-17	UHC-09369-10	5763242191	5204 Central Ave, Austin, TX, 78703	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
ENR-124469	ENR	Jessica N Adams	1961-07-22	UHC-97802-47	—	1007 Oak St, Columbus, OH, 43251	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-122984	ENR	Douglas Johnson	1973-09-23	UHC-85998-03	3879558564	2109 Harbor Blvd, Tucson, AZ, 85744	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared

4,296 rows, page 80 of 86Previous Next