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

Provider network, flag “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25102	PRV	Kathryn L Burke	1952-10-06	UHC-37727-05	8855054340	5009 Grand Ave # 402, Glendale, AZ, 85394	0.60	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
PRV-26625	PRV	Amanda Alexander	1938-02-27	UHC-10695-82	9336832337	879 Sunset Blvd, Houston, TX	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-25980	PRV	Grace Shaw	1961-11-20	UHC-49338-06	3388619459	3793 Market St, Seattle, WA, 98139	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-26221	PRV	Jeremy Garcia	1967-05-14	UHC-83726-54	6663163964	5842 Forest Ave, Sacramento, CA, 95862	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-24932	PRV	Charlotte White	—	UHC-56376-07	—	4157 Mountain View Dr, Miami, FL, 33198	0.60	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+4 more
PRV-22160	PRV	Seven Vasquez	1957-06-27	UHC-60190-71	2184048209	6946 Meadow Ln, Orlando, FL, 32826	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-21375	PRV	Lisa Jimenez	1985-04-16	UHC-89522-53	4492953475	8398 Indian School Rd, Los Angeles, CA, 90009	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-26432	PRV	Teresa D Simpson	1957-04-18	UHC-58968-10	5189591430	1259 Mountain View Dr, Orlando, FL, 32820	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-27703	PRV	Patricia Thompson	1945-12-24	UHC-18570-72	6438668849	2201 Desert Sky Blvd, Jacksonville, FL, 32245	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-29051	PRV	Richard Park	2000-11-22	UHC-05141-79	4204467255	3576 Lincoln Way, Orlando, FL, 32872	0.62	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+3 more
PRV-29088	PRV	Jose Chapman	1986-04-28	UHC-83579-02	6678876082	4506 Park Pl, San Diego, CA	0.62	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+3 more
PRV-23992	PRV	Henry Q Dan	1970-09-10	UHC-91438-57	6778814211	2175 Jefferson Ave, Glendale, AZ, 85347	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-21826	PRV	Sophia Z Lynhc	—	UHC-01980-86	7369644069	2211 Harbor Blvd, Mesa, AZ, 85279	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
PRV-22271	PRV	Janet Fox	1996-07-05	UHC-69968-18	4845099574	9667 Mesa Dr, Columbus, OH	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
PRV-22360	PRV	Ryan Howell	1982-04-25	UHC-91148-66	—	4377 Forest Ave, Miami, FL, 33176	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-26016	PRV	Tyler Li	1939-02-08	UHC-35505-93	5075694556	3573 Grand Ave, Las Vegas, NV, 89111	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-26015	PRV	Tyler Li	1939-02-08	UHC-35505-93	5075694556	3573 Grand Ave, Las Vegas, NV, 89111	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-24561	PRV	Elizabeth Ruiz	1971-02-03	UHC-93078-29	2312135623	1768 Union St, San Antonio, TX, 78242	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-23960	PRV	Tim Dixon	1951-11-17	UHC-54331-87	4456310971	1368 Ridge Rd, Plano, TX, 75078	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-28912	PRV	Hannah Morrison	1983-07-12	UHC-56979-48	4438803052	3111 Grand Ave, Austin, TX, 78728	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
PRV-25066	PRV	Dick Jacobs	1974-12-03	UHC-92645-71	2947781536	6914 Lincoln Way, Tucson, AZ, 85780	0.62	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+3 more
PRV-26187	PRV	Stephanie Harper	1964-06-15	UHC-74220-77	4434033199	2829 Cedar Ln, Orlando, FL	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-27748	PRV	Dorothy Smith	2003-10-07	UHC-01581-36	5346791797	624 Central Ave, Gilbert, AZ, 85257	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-20337	PRV	Nathan Y Delgado	1947-12-17	UHC-06879-35	2056078663	425 Desert Sky Blvd, Dallas, TX, 75287	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-28132	PRV	Brandon Bennett	1939-08-21	UHC-20776-28	8373045542	1280 Camelback Rd, Tucson, AZ, 85732	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
PRV-24622	PRV	Hannah Dunn	1973-09-11	UHC-05051-44	4698171397	9272 Mountain View Dr, Dallas, TX, 75217	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-22033	PRV	Robert K Romero	1986-11-18	UHC-84309-91	2892436915	4570 Baseline Rd, Tucson, AZ, 85780	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
PRV-24185	PRV	Douglas Mendez	1959-08-10	UHC-84771-78	3438859555	630 Apache Blvd, Plano, TX, 75015	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-29513	PRV	Jeremy H Stevens	1952-01-07	UHC-47173-61	4222332187	473 Market St, Plano, TX, 75072	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-20850	PRV	Gabriel Simpson	1943-02-15	UHC-23523-26	7445042495	6302 Lake View Rd, Chandler, AZ, 85210	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
PRV-23170	PRV	Robert V Murray	1960-04-28	UHC-06624-68	2265750560	8849 Mesa Dr, Tampa, FL, 33680	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-20562	PRV	Jacqueline Simpson	1951-06-01	UHC-21238-96	—	1304 Mountain View Dr, Gilbert, AZ, 85294	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-26417	PRV	Henry Allen	—	UHC-76663-03	8587768212	8503 Pine Dr, Columbus, OH, 43254	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
PRV-25083	PRV	Yuki Olson	1963-11-14	UHC-91705-70	5208408983	2544 Forest Ave, Fresno, CA, 93788	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-21476	PRV	William Dominguez	1971-05-26	UHC-78896-13	4583567555	7833 Baseline Rd, Columbus, OH, 43213	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-25635	PRV	Joe Sullivan	1976-08-10	UHC-21823-12	5595949883	6632 Baseline Rd, Miami, FL, 33142	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-25388	PRV	Maria P Allen	1981-07-03	UHC-99806-87	—	5825 Mountain View Dr, Austin, TX, 78742	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-22088	PRV	Emma Tucker	1955-10-18	UHC-67045-13	—	4116 Market St, Mesa, AZ, 85245	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
PRV-25348	PRV	Jordan Perry	1955-11-17	UHC-77617-54	6209529652	6145 Sunset Blvd, Phoenix, AZ, 85072	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-24216	PRV	Abigail Z Griffin	1998-10-20	UHC-96170-84	4539768681	7618 Ridge Rd Apt 6, Minneapolis, MN, 55446	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-28198	PRV	Stephanie Lewis	1946-06-23	UHC-31263-99	8395851189	8137 Desert Sky Blvd, Tampa, FL, 33617	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-25315	PRV	Ann Ford	1943-01-09	UHC-08240-81	—	3659 Ridge Rd, Houston, TX, 77081	0.62	Name split from “Last, First”Date of birth reformatted Phone missing area code Member ID reformatted+3 more
PRV-29092	PRV	Stephanie Lopez	1943-10-18	UHC-95228-95	6445980421	1921 Washington St, Gilbert, AZ, 85201	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-26492	PRV	Christina Graham	2000-01-21	UHC-41760-03	7554538929	6748 Camelback Rd, Jacksonville, FL, 32250	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-27401	PRV	Eric Fowler	2000-03-07	UHC-11863-83	6315355894	3681 Market St, Denver, CO, 80281	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-27402	PRV	Eric Fowler	2000-03-07	UHC-11863-83	6315355894	3681 Market St, Denver, CO, 80281	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-23563	PRV	Edward Coleman	1971-11-17	UHC-77392-61	6329700454	7471 Washington St, Denver, CO, 80222	0.64	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
PRV-21799	PRV	Stephen D Simpson	1999-12-10	UHC-28570-29	8766063654	4833 Willow Ct Apt 40, Sacramento, CA, 95891	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
PRV-23510	PRV	Jean W Hamlton	1965-02-08	UHC-77149-18	4167143383	4244 Oak St, Tempe, AZ	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
PRV-24859	PRV	Vincent Ruiz	1948-10-12	UHC-27931-26	—	3608 Cedar Ln, Atlanta, GA	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more

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