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 “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-115243	ENR	Kevin R Ngueyn	1960-09-17	UHC-91720-45	—	7436 Cedar Ln, Nashville, TN	0.64	Name split from “Last, First”Date of birth reformatted ZIP missing Email lower-cased+2 more
ENR-109229	ENR	Sara P Richards	1948-06-18	UHC-84051-02	7037637367	5719 Ocean Ave, Los Angeles, CA, 90057	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109228	ENR	Sara P Richards	1948-06-18	UHC-84051-02	7037637367	5719 Ocean Ave, Los Angeles, CA, 90057	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-60684	TPA	Mariana Hart	1940-09-21	—	5906139619	4802 Union St, Gilbert, AZ, 85265	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-413380	CLM	Olivia Robertson	1950-11-13	—	5592256717	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-23924	PRV	Brian I Myers	1996-02-11	—	2775774358	9050 Mesa Dr, Tempe, AZ, 85221	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424595	CLM	Jeryr Thomas	1975-09-28	UHC-77632-15	4854250951	8244 Washington St, Sacramento, CA, 95889	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420981	CLM	Andrew Fernandez	1954-12-06	—	—	3013 Pine Dr, Dallas, TX, 75280	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-141212	ENR	Wayne Howard	1957-01-13	UHC-15907-37	2012318041	3649 Ridge Rd, Fresno, CA, 93718	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25689	PRV	Jonathan U Le	1978-08-09	—	8089783259	8427 Valley View Dr, Phoenix, AZ, 85016	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-125411	ENR	Karen Greene	1980-09-27	—	6195724852	4678 Baseline Rd, Phoenix, AZ, 85049	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102178	ENR	Andrew Thomas	1938-06-26	UHC-00298-40	6132471757	3126 Indian School Rd, Tampa, FL, 33694	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-403978	CLM	Timothy Arnold	1957-04-13	UHC-51075-25	—	7089 Mesa Dr, Charlotte, NC, 28227	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-427750	CLM	Gary Z Burns	1984-11-19	UHC-59403-81	—	5738 Meadow Ln, Mesa, AZ, 85253	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-124428	ENR	Jeffrey W Spencer	1950-08-08	UHC-95213-28	—	4952 Sage Ct, Nashville, TN, 37228	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402389	CLM	Linda Ryan	1952-06-11	UHC-16663-51	6655572730	3595 Elm St, Scottsdale, AZ, 85297	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-142108	ENR	Keith Cruz	1946-01-14	UHC-71380-39	8117629109	5885 Sunset Blvd, Plano, TX, 75054	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114991	ENR	Shirley O Harrison	1969-06-11	UHC-28453-44	9368953863	7657 Bayshore Dr, Fresno, CA, 93738	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-419120	CLM	Le U Jonathan	1978-08-09	UHC-34946-14	8089783259	4386 Market St, Denver, CO, 80254	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122753	ENR	Jack B Alexander	1971-04-20	UHC-89498-08	7237404966	7505 Mesa Dr, Gilbert, AZ, 85215	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-100104	ENR	Doris N Parker	1951-01-12	UHC-94546-30	7488696262	722 Church St, San Diego, CA, 92110	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409791	CLM	Melissa Palmer	1944-12-17	UHC-30104-68	5127205570	5098 Bayshore Dr Apt 34, Los Angeles, CA, 90032	0.64	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
ENR-116617	ENR	Evelyn I Stewart	1997-03-04	UHC-37643-23	9894851253	8320 Union St, Atlanta, GA, 30332	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407895	CLM	Teresa Gutierrez	2001-03-21	UHC-30469-27	8406553103	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-129771	ENR	Willie Q Delgado	1965-09-16	UHC-47830-16	7688920673	2592 Sunset Blvd, Charlotte, NC, 28257	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138384	ENR	Lucia P Ellis	1973-09-15	UHC-81593-46	9297806190	1316 Sage Ct, Chandler, AZ, 85252	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139773	ENR	Jon J Thompson	1998-06-14	UHC-64805-11	9295160094	1536 Washington St, San Diego, CA, 92157	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-24967	PRV	Mark Sandoal	2006-03-22	—	9629371862	6181 Mountain View Dr, Houston, TX, 77048	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-51324	TPA	Jacqueline Herrera	1969-10-14	—	—	8269 Palm Dr, San Diego, CA, 92141	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-417925	CLM	Sean H Dixon	2000-10-04	UHC-62395-04	—	3247 Mountain View Dr Apt 13, Nashville, TN, 37264	0.64	Name split from “Last, First”Date of birth reformatted Unit split from street Plan code upper-cased+2 more
TPA-52096	TPA	Alice G Perry	1943-04-24	UHC-53984-35	2096714901	9138 Harbor Blvd, Denver, CO, 80219	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-27147	PRV	Donald Lee	1994-09-19	UHC-53065-99	8532696375	8388 Desert Sky Blvd, Plano, TX, 75019	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-427740	CLM	Gloria Grant	1952-08-13	UHC-18393-21	6624198244	6583 Ridge Rd # 273, Las Vegas, NV, 89187	0.64	Name split from “Last, First”Date of birth reformatted Unit split from street Email lower-cased+2 more
TPA-56163	TPA	Luis Waler	1980-06-17	—	6705491322	9567 Canyon Rd, Seattle, WA, 98155	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135148	ENR	Ralph Park	1955-07-07	UHC-66680-80	6384418156	6166 Camelback Rd, Nashville, TN, 37250	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407309	CLM	Rachel Watson	1942-09-23	UHC-77213-11	—	1928 Camelback Rd, San Diego, CA, 92132	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407308	CLM	Rachel Watson	1942-09-23	UHC-77213-11	—	1928 Camelback Rd, San Diego, CA, 92132	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-101322	ENR	Luis B Fernandez	2003-04-11	UHC-36488-55	5664688349	604 Lake View Rd, Scottsdale, AZ, 85251	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-52017	TPA	Larry Barnes	1983-06-16	—	3404635782	7235 Washington St, Las Vegas, NV, 89182	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431668	CLM	Jeremy Weaver	1945-04-15	UHC-70862-18	5609815679	7375 Ridge Rd, Scottsdale, AZ, 85284	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21046	PRV	Michael Fields	1967-07-20	—	8716336458	2411 Forest Ave, Plano, TX, 75028	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52207	TPA	Anna Martin	1966-05-02	UHC-56138-06	—	766 Park Pl, Chandler, AZ, 85261	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402521	CLM	Mary Shaw	1961-12-27	UHC-19721-07	5165950021	3392 Forest Ave, Scottsdale, AZ, 85270	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61692	TPA	Rebecca Dixon	1938-04-13	—	—	8865 Maple Ave, Eden Prairie, MN, 55387	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432431	CLM	Yki Dominguez	1975-05-28	UHC-43448-72	7019235765	6273 Bayshore Dr, Charlotte, NC, 28262	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+2 more
TPA-63471	TPA	Omar Espinoza	2006-08-05	—	—	9085 Baseline Rd, Chandler, AZ, 85253	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416525	CLM	Angela G Franklin	1977-10-14	UHC-52034-94	—	2488 Mountain View Dr, Eden Prairie, MN, 55362	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59594	TPA	Martha Morgan	1992-06-22	—	—	9387 Elm St, Denver, CO, 80249	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401454	CLM	Noah K Thompson	1941-11-01	UHC-55460-63	3026728944	5805 Lincoln Way, Los Angeles, CA, 90083	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50137	TPA	Philip N Le	1980-02-05	—	4016238117	6056 Union St, San Diego, CA, 92112	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more

9,980 rows, page 92 of 200Previous Next