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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129326	ENR	Ann K Young	1967-07-24	UHC-30222-93	8763663117	5055 Apache Blvd, San Diego, CA, 92121	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-432323	CLM	Kathleen Anderson	1957-02-05	UHC-30623-89	4942875369	6950 River Rd, Dallas, TX, 75298	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-110440	ENR	Donald M Aguilar	1950-07-15	UHC-95936-49	7838169080	3963 Mesa Dr # 938, Austin, TX, 78726	0.66	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-137152	ENR	Maarcus G Jenkins	1968-02-28	UHC-53827-50	7907852675	8251 Sunset Blvd, San Antonio, TX, 78266	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-124699	ENR	Elizabeth Tucker	1979-09-08	UHC-34519-65	4317708923	7486 Palm Dr, Sacramento, CA, 95869	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107394	ENR	Schmidt Willie	1978-04-21	UHC-26025-53	4779530898	5446 Forest Ave, Charlotte, NC, 28201	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-22460	PRV	Gary Q West	1998-01-17	UHC-19798-12	9816612400	6358 Ocean Ave, Columbus, OH, 43278	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-105242	ENR	Judy Hawkins	1942-06-04	UHC-30240-19	8484872847	2248 Mountain View Dr, San Antonio, TX, 78214	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-104206	ENR	Richard Henry	1978-06-16	UHC-39882-07	8482959786	7513 Spring St, Atlanta, GA, 30352	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-416548	CLM	Valentina Cooper	1984-09-18	UHC-46542-88	—	5188 Main St, Fresno, CA, 93762	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-26619	PRV	Chhristian Little	1980-06-27	—	5233967937	5811 Church St # 309, Orlando, FL, 32888	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
PRV-27524	PRV	Jason Rose	1967-10-22	—	—	4069 Pine Dr, Mesa, AZ, 85230	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55228	TPA	Garza Natalie	1984-06-04	UHC-86293-53	5126987446	6728 Elm St, Austin, TX, 78794	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-104940	ENR	Martha Hansen	1988-04-22	UHC-51246-63	3106756838	2976 Central Ave Apt 12, Miami, FL, 33126	0.66	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
ENR-100058	ENR	Doris F Garza	1957-12-18	UHC-03918-71	5597495345	5194 Desert Sky Blvd, Los Angeles, CA, 90000	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134160	ENR	Natalie Obrien	1969-07-27	UHC-10176-82	5435550647	5256 Apache Blvd, Plano, TX, 75024	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-103418	ENR	Eugene D Robinson	1958-11-01	UHC-47358-77	7946847171	6267 Oak St, Las Vegas, NV, 89120	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415053	CLM	Julia T Garcia	1989-03-14	UHC-18000-24	3863688391	5786 Elm St, Glendale, AZ, 85387	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-140259	ENR	Denise F Grey	1990-02-27	UHC-81576-78	9807223001	5378 Union St, Plano, TX, 75049	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
CLM-408731	CLM	Kathleen Harris	1996-05-02	—	—	7651 Ocean Ave, Charlotte, NC, 28297	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-127322	ENR	Benjamin Gibson	1990-11-28	UHC-15397-39	5717198351	559 Canyon Rd, Columbus, OH, 43281	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-127323	ENR	Benjamin Gibson	1990-11-28	UHC-15397-39	5717198351	559 Canyon Rd, Columbus, OH, 43281	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-26279	PRV	Anthony Parker	1987-01-26	UHC-91210-46	—	6120 River Rd, Denver, CO, 80262	0.66	Date of birth reformatted Phone missing area code Gender normalised Whitespace trimmed+1 more
ENR-126863	ENR	Geroge Scott	1985-11-20	UHC-33392-01	2944928389	5838 Sunset Blvd, Dallas, TX, 75229	0.66	Member ID reformatted ZIP+4 trimmed Email lower-cased Gender normalised+1 more
CLM-428023	CLM	Saron S Day	1962-01-26	—	—	4771 Indian School Rd, Charlotte, NC, 28232	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111268	ENR	Alice Thomas	1982-12-07	UHC-39620-83	6143389310	1048 Sunset Blvd, Charlotte, NC, 28299	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-106453	ENR	Amber C Robinson	2006-08-07	UHC-29861-86	6432545330	7063 River Rd, Jacksonville, FL, 32224	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-123102	ENR	Jeffrey K Singh	2008-10-28	UHC-30073-49	9054588942	3844 Cedar Ln, Las Vegas, NV, 89168	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-431138	CLM	Julia Chavez	—	UHC-90166-60	6835403604	—	0.66	Date of birth unreadable Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-103258	ENR	Lucia Hansen	1985-01-22	UHC-40817-20	—	671 Maple Ave, Mesa, AZ, 85293	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-112236	ENR	Jason Wang	1957-03-23	UHC-51944-16	6425930067	8795 Oak St, Tempe, AZ, 85219	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-108071	ENR	Drew G Robertson	1997-04-16	UHC-86401-21	3095542236	8024 Jefferson Ave, Mesa, AZ, 85283	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108978	ENR	Amanda Hicks	1972-10-09	UHC-66518-56	5958864136	5918 Forest Ave, Minneapolis, MN, 55439	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135017	ENR	Billy Burton	1984-12-07	UHC-62148-12	4525403630	7894 Hillcrest Rd, Charlotte, NC, 28204	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-432232	CLM	Danielle Herrera	1964-01-22	UHC-21597-01	8323954101	9155 Bayshore Dr, Phoenix, AZ, 85083	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-63392	TPA	Ann Williamson	1963-02-12	—	5907757710	567 Meadow Ln, Atlanta, GA, 30322	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425952	CLM	Jennifer Graham	1962-09-18	—	8744961988	8552 Highland Ave, Houston, TX, 77064	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-409729	CLM	Samantha U Patterson	1974-10-20	—	—	1608 Sage Ct, Scottsdale, AZ, 85290	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-102412	ENR	Paul Lopez	1966-05-01	UHC-40853-63	3739226087	4018 Ridge Rd, Scottsdale, AZ, 85290	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108754	ENR	David Tucker	1987-03-13	UHC-48263-22	9463490067	7849 Baseline Rd, Las Vegas, NV, 89134	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406508	CLM	Jordan V Garcia	1983-04-26	—	—	8139 Harbor Blvd, Chandler, AZ, 85267	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-408099	CLM	Bryan Sanders	1976-04-21	UHC-11135-76	—	1169 Market St, Orlando, FL, 32817	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-124880	ENR	Jean Fields	1944-12-22	UHC-82456-16	9867648535	4268 Elm St, Houston, TX, 77027	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-106299	ENR	Arthur Alexander	1956-08-20	UHC-11557-51	6064968151	4818 Market St, Nashville, TN, 37273	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119798	ENR	Sue Espinoza	1986-03-21	UHC-20003-23	9824868310	6563 Bayshore Dr, Plano, TX, 75075	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26765	PRV	Hannah P Ramos	1989-05-18	—	—	6381 Desert Sky Blvd, Dallas, TX, 75207	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-116202	ENR	Alexander O Brown	1991-10-21	UHC-96394-86	6017241093	6136 Jefferson Ave, Chandler, AZ, 85291	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105199	ENR	Adam T Carpenter	2004-10-17	UHC-12197-98	9389440706	8779 Central Ave, Charlotte, NC, 28234	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-115529	ENR	Gary V Espinoza	—	UHC-84150-57	9606425868	7730 Lincoln Way, Gilbert, AZ, 85265	0.66	Date of birth missing Phone reformatted State code upper-cased Gender normalised+1 more
CLM-431933	CLM	Austin Bradley	1943-08-01	—	7626066429	9838 Palm Dr Apt 21, Austin, TX, 78799	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more

16,828 rows, page 200 of 337Previous Next