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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125681	ENR	Matthew K Kelley	1954-01-02	UHC-67263-62	2295604446	3283 Camelback Rd, Gilbert, AZ	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-25124	PRV	Michael Patterson	1950-07-25	UHC-52330-39	5344757314	9741 Sunset Blvd, Mesa, AZ, 85226	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-62088	TPA	Roger Davis	1994-04-28	—	2114195514	4491 Elm St, Miami, FL, 33168	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140597	ENR	Charlotte Chapman	1979-11-17	UHC-57418-29	4075991025	3896 Church St, Miami, FL, 33103	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123160	ENR	Steve C Carpenter	1973-02-04	UHC-76604-67	4632820237	1248 Union St, Sacramento, CA	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123161	ENR	Steve C Carpenter	1973-02-04	UHC-76604-67	4632820237	1248 Union St, Sacramento, CA	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54231	TPA	Gabriel Wagner	1959-04-13	—	4998731225	6034 Apache Blvd, Jacksonville, FL, 32231	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-422743	CLM	Willie Delgado	1965-09-16	UHC-47830-16	—	2592 Sunset Blvd, Charlotte, NC, 28257	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-29149	PRV	Loogan GJunk	2006-12-10	UHC-62238-01	5295275418	7132 Main St, Atlanta, GA, 30364	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60721	TPA	Steve Boyd	2007-08-18	—	—	283 Spring St, Plano, TX, 75094	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-24668	PRV	Marcus Gardner	1991-03-10	UHC-24243-44	9809267086	9015 Meadow Ln, Sacramento, CA, 95890	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-133175	ENR	Nathan Y Patterson	1954-10-23	UHC-45106-07	9054485241	5732 Harbor Blvd, Los Angeles, CA, 90066	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
CLM-416393	CLM	Eric Schmidt	1945-11-23	—	—	2124 Forest Ave, Sacramento, CA, 95829	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-103057	ENR	Heather G Boyd	1954-10-26	UHC-21223-18	9519957781	4167 Ridge Rd, Minneapolis, MN, 55492	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-110775	ENR	Kayla Johnson	1990-01-07	UHC-82773-21	6019714583	9081 River Rd, Tampa, FL, 33639	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-26744	PRV	Cheryl Barnes	1966-10-02	UHC-88098-43	7842184408	6986 Mountain View Dr, Tempe, AZ, 85286	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110472	ENR	Dylan Santiago	1991-06-20	UHC-31030-97	—	8719 Pine Dr, Atlanta, GA, 30368	0.50	Name re-cased Two-digit birth year Phone missing area code City re-cased+3 more
CLM-400548	CLM	Amy Wong	1972-07-16	UHC-19081-16	8684464207	5871 Baseline Rd Apt 27, Glendale, AZ, 85320	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-117439	ENR	Lucia E Bryant	2000-10-15	UHC-21632-31	4998044964	7434 Market St # 638, Glendale, AZ, 85323	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+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
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
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
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
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-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
ENR-134817	ENR	Douglas O Harris	1965-08-21	UHC-03403-79	—	4687 Main St, Nashville, TN, 37255	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+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
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
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
ENR-139562	ENR	Willie Chavez	1952-10-12	UHC-99334-33	8655801575	2780 Desert Sky Blvd, Plano, TX, 75096	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114231	ENR	Albert O Santos	1985-08-12	UHC-10621-50	6659790940	2953 Union St, Chandler, AZ, 85221	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-119554	ENR	Liz George	1960-05-24	UHC-90127-83	6874665661	2879 Sunset Blvd, Chandler, AZ, 85210	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-27502	PRV	Willie Suullivan	2005-02-28	UHC-03086-90	4336975706	6475 Elm St, Tampa, FL, 33636	0.50	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-420406	CLM	Sara Harvey	1984-02-18	—	6245431462	8811 Church St, Denver, CO, 80257	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+3 more
CLM-401096	CLM	Emma Reyes	1992-04-17	UHC-53606-43	2464615050	6614 Lake View Rd, Sacramento, CA, 95827	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-415943	CLM	Abby B Olson	1944-07-07	UHC-32653-35	4863715490	4859 Hillcrest Rd, Nashville, TN, 37264	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-432695	CLM	Denise Rogers	1996-05-21	UHC-63267-36	3935128684	2232 Forest Ave, Las Vegas, NV, 89136	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121735	ENR	Valentina Cooper	1984-09-18	UHC-46542-88	2965939912	1898 Elm St, Mesa, AZ	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-114388	ENR	Hiroshi B Harrison	1948-04-27	UHC-09174-09	5389243959	1277 Spring St, Fresno, CA, 93797	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-425309	CLM	Arthur Carter	1953-09-20	UHC-46569-38	—	7582 Washington St, Chandler, AZ, 85272	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-421241	CLM	Weber K Frances	1963-02-15	UHC-72878-47	—	4716 Camelback Rd Apt 35, Los Angeles, CA, 90013	0.50	Name re-cased Two-digit birth year Unit split from street State name converted to code+3 more
ENR-134056	ENR	Jusitn I Rojas	1950-01-27	UHC-93944-47	4103007271	5377 Cedar Ln, Mesa, AZ, 85260	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51609	TPA	Keith Vazquez	1965-05-23	—	—	6164 Grand Ave, Scottsdale, AZ, 85299	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-400461	CLM	Diana McDonald	2001-02-15	UHC-97280-61	—	5119 Canyon Rd, Nashville, TN, 37283	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-415828	CLM	William Scott	1938-04-20	UHC-86572-89	—	2049 River Rd, Dallas, TX, 75207	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-131939	ENR	Julia Maldonado	1985-02-06	UHC-81622-15	—	2094 Bayshore Dr, Nashville, TN, 37212	0.50	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
ENR-137332	ENR	Martha Henderson	1970-11-08	UHC-50518-63	2108341055	4102 Forest Ave, Chandler, AZ	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-136804	ENR	Janice Hamilton	1977-02-23	UHC-98453-76	3966720156	6541 Cedar Ln, Las Vegas, NV, 89137	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-419434	CLM	Jonathan Q Silva	2006-05-10	UHC-97068-21	—	8190 Cedar Ln, Fresno, CA, 93752	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more

6,661 rows, page 26 of 134Previous Next