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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23988	PRV	Theresa Mendez	1976-12-25	—	—	7707 River Rd # 553, Miami, FL	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-410930	CLM	Alice Armstrong	—	—	3442920712	7640 Forest Ave, Columbus, OH	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415071	CLM	Karen Roberts	1944-08-03	UHC-49232-31	4515352745	3071 Cedar Ln, San Diego, CA, 92160	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58564	TPA	Charlotte Vasquez	1989-12-02	UHC-33932-81	—	6142 Cedar Ln, Jacksonville, FL, 32226	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-23275	PRV	Jacob V Welch	1958-01-25	—	—	1663 Highland Ave, Jacksonville, FL, 32216	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-125805	ENR	Paul Montgomery	—	UHC-33633-18	9275616628	9334 Oak St, Phoenix, AZ, 85024	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-430195	CLM	Sara Cox	1961-08-17	UHC-33317-40	—	7281 Ocean Ave, Seattle, WA, 98164	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-61220	TPA	Patrick Gilbert	1986-05-26	UHC-38235-14	—	9878 Indian School Rd Apt 12, Atlanta, GA	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-103358	ENR	Julie E Olson	1972-11-08	UHC-69723-76	5783076515	2676 Hillcrest Rd, Jacksonville, FL	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-137078	ENR	Jason R Morgan	2006-04-10	UHC-31457-91	5042718566	2752 Hillcrest Rd, Tampa, FL	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
CLM-406639	CLM	Harold N Vega	—	UHC-62854-39	—	9470 Highland Ave, Orlando, FL, 32842	0.50	Name re-cased Date of birth unreadable City re-cased State name converted to code+3 more
CLM-432090	CLM	Brittany I Garrett	1970-01-05	UHC-07264-35	—	3896 Hillcrest Rd, Los Angeles, CA, 90031	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-409987	CLM	Nicole Hayes	1939-04-16	UHC-32516-68	7178720107	695 Apache Blvd, Plano, TX	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-28173	PRV	Nancy Y Johnson	1982-09-21	—	7393750301	5070 Mountain View Dr, Atlanta, GA, 30375	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120144	ENR	Kathryn J Hill	1960-10-10	UHC-93631-55	4632501044	7190 Maple Ave, Jacksonville, FL, 32242	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-28630	PRV	Austin Rogers	—	—	6477430493	7743 Sage Ct, San Antonio, TX, 78273	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-28858	PRV	Cynthia Ross	—	—	9115534062	9101 Pine Dr, Seattle, WA, 98108	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55509	TPA	Bradnon White	2000-04-11	—	6963792814	1696 Apache Blvd, Las Vegas, NV, 89171	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133727	ENR	Zachary U Morris	1985-09-28	UHC-13938-46	—	6613 Pine Dr, Fresno, CA, 93723	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-105726	ENR	UJunk	1966-03-12	UHC-76518-54	7278331495	733 Spring St, Los Angeles, CA, 90089	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409969	CLM	Austin Dominguez	1954-04-10	UHC-89799-58	5792364402	7136 Cedar Ln, Tampa, FL, 33601	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-419688	CLM	Ryn Wong	1941-03-06	—	4772707195	6303 River Rd # 514, Atlanta, GA, 30337	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-136457	ENR	Benjamin Mills	1962-04-28	UHC-47258-47	6086557476	4151 Desert Sky Blvd, Orlando, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426564	CLM	Paul Luna	1961-02-24	—	—	9527 Grand Ave, Fresno, CA, 93765	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50292	TPA	Yuki E Berry	1953-01-02	—	—	5752 Lincoln Way, Atlanta, GA, 30354	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-26580	PRV	Maria Cunningham	1959-10-20	—	8988085832	7075 Pine Dr, Los Angeles, CA, 90008	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-431825	CLM	Charles Burke	1944-01-12	—	6746496741	7974 Meadow Ln, Austin, TX	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+3 more
CLM-414924	CLM	Gabriel Sullivan	1967-12-04	—	8038223466	8840 Highland Ave, Austin, TX, 78797	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-408237	CLM	Abby Vasquez	1992-01-02	UHC-90186-63	6853244514	6809 Bayshore Dr, Houston, TX, 77044	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29504	PRV	Sophia Reid	1987-11-27	—	9283138042	4481 Bayshore Dr Apt 28, Las Vegas, NV, 89121	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+3 more
CLM-403560	CLM	Hannah Little	1995-12-08	UHC-90419-65	—	4288 Park Pl, Plano, TX, 75096	0.50	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
ENR-134815	ENR	Joe B Cox	1954-06-17	UHC-98294-10	7263414021	5787 Sunset Blvd Apt 20, Orlando, FL, 32839	0.50	Phone reformatted Unit split from street State name converted to code Email lower-cased+3 more
CLM-409165	CLM	Juan Murphy	—	—	6846278951	147 Canyon Rd, Tampa, FL, 33668	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61823	TPA	Deborah Wallace	1971-01-20	—	7273663553	7441 Ocean Ave, Nashville, TN, 37227	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140883	ENR	Sopia E Spencer	1939-06-15	UHC-86480-28	3084757171	7663 Ocean Ave, Houston, TX, 77013	0.50	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+3 more
PRV-25207	PRV	Fatima Daniels	2007-06-08	UHC-51636-63	6599382100	500 Desert Sky Blvd # 185, Plano, TX	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-58133	TPA	Bradley Powell	1988-12-02	—	—	5426 Camelback Rd, Plano, TX, 75059	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117604	ENR	Hamilton U Doris	1949-03-21	UHC-29716-43	8755174672	8807 Indian School Rd Apt 14, Los Angeles, CA, 90063	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-135962	ENR	Henry V Obrien	—	UHC-71537-80	2409165120	1614 Camelback Rd # 839, Atlanta, GA, 30372	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
CLM-407551	CLM	Samantha Greene	1976-09-02	UHC-56755-08	2279261166	1516 Highland Ave # 290, San Diego, CA, 92151	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-416377	CLM	Bruce T Torres	1958-06-07	UHC-04706-64	2874096040	974 Forest Ave, Houston, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426115	CLM	Mato P Sims	1959-11-11	—	9544372608	7841 Bayshore Dr, Phoenix, AZ, 85007	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-101507	ENR	Anna Lawrence	1983-12-17	UHC-95417-06	—	9750 Sage Ct, Las Vegas, NV	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
ENR-101506	ENR	Anna Lawrence	1983-12-17	UHC-95417-06	—	9750 Sage Ct, Las Vegas, NV	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
CLM-430330	CLM	Ashley Hunter	1962-01-15	UHC-27397-79	9575998185	4675 Mesa Dr, Columbus, OH, 43203	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21706	PRV	Paul Patel	—	UHC-58061-85	2649138217	3976 Park Pl, Tampa, FL, 33646	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429462	CLM	Lucia Le	1959-09-08	—	5104709211	7725 Pine Dr, Las Vegas, NV, 89168	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-64015	TPA	William Rodriguez	1993-05-23	UHC-66982-37	—	2554 Market St, Columbus, OH, 43296	0.50	Name split from “Last, First”Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-403696	CLM	Christina Burke	1976-06-13	—	—	5791 Cedar Ln, Glendale, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-141186	ENR	Anthony Ward	1982-02-06	UHC-87149-64	9407049238	1081 Pine Dr, Atlanta, GA, 30397	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more

71,257 rows, page 91 of 1,426Previous Next