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 “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
PRV-22071	PRV	Joshua Munoz	1994-01-20	—	2214594792	4852 Washington St, Dallas, TX	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29371	PRV	Abigail S Webb	1997-07-23	—	—	7718 Harbor Blvd, Chandler, AZ, 85238	0.38	Phone missing area code Street suffix standardised Address re-cased State name converted to code+3 more
PRV-29564	PRV	Susan Hart	1938-10-02	UHC-24309-19	3556006318	2889 Maple Ave Apt 21, Fresno, CA	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-27984	PRV	Albert U Johnston	1961-05-09	UHC-58242-57	5548778504	5512 Highland Ave, Tucson, AZ, 85750	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24130	PRV	Beth R Howard	2001-12-10	—	—	6188 Church St, San Antonio, TX, 78214	0.38	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-28133	PRV	Brandon T Bennett	1939-08-21	—	8373045542	1280 Camelback Rd # 719, Tucson, AZ, 85732	0.38	Middle initial moved out of first name Unit split from street Street suffix standardised Address re-cased+3 more
PRV-22615	PRV	Mary Moreno	1992-12-28	—	9167791678	2055 Cedar Ln Apt 30, Phoenix, AZ, 85050	0.40	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-25364	PRV	Eric Hayes	—	—	—	4894 Spring St # 773, Jacksonville, FL, 32264	0.40	Date of birth missing Unit split from street Street suffix standardised Address re-cased+2 more
PRV-27803	PRV	Cynthia D Carlson	1997-07-15	—	3745851258	4545 Park Pl, Chandler, AZ, 85297	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-26444	PRV	Larson Joan	1949-09-16	—	—	2943 Pine Dr, Tempe, AZ	0.40	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP missing+2 more
PRV-27011	PRV	Michael Matthews	1998-09-14	—	3932932161	9134 Grand Ave, Glendale, AZ, 85374	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-23217	PRV	Catherine Cunningham	1972-06-16	—	—	615 River Rd, Sacramento, CA, 95837	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-25064	PRV	Kelly Torres	1948-09-25	—	4958807345	4174 Ocean Ave, Eden Prairie, MN, 55304	0.40	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
PRV-26115	PRV	Donna Burns	1948-08-23	UHC-39950-67	3666538883	4001 Meadow Ln, Scottsdale, AZ, 85223	0.42	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+7 more
PRV-22167	PRV	Zachary Hughes	1988-02-18	UHC-96105-20	—	4613 Canyon Rd, Seattle, WA, 98121	0.42	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
PRV-21056	PRV	Michelle Hamilton	1990-01-02	—	4618363358	7834 Grand Ave, Austin, TX, 78772	0.44	Name re-cased Phone reformatted Street suffix standardised Address re-cased+6 more
PRV-21506	PRV	Willie Lucas	—	UHC-42851-65	4033989050	3884 Palm Dr, Jacksonville, FL, 32294	0.44	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+6 more
PRV-24037	PRV	Mason Rios	1950-09-14	UHC-34110-11	2208220528	8770 Washington St Apt 16, Glendale, AZ, 85340	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-29575	PRV	Maria Fields	1944-03-23	—	4249872474	7659 Hillcrest Rd, Minneapolis, MN, 55489	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-23726	PRV	Megan Wilson	1956-03-14	UHC-27377-95	6733016707	9499 Market St, Denver, CO, 80247	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-25231	PRV	Carlos S McCoy	1981-10-23	—	2367526035	4191 Grand Ave, Plano, TX, 75061	0.44	Name re-cased Phone reformatted Street suffix standardised Address re-cased+6 more
PRV-27018	PRV	Benjamin Cox	1983-03-07	UHC-68145-78	4019548847	2173 Main St, San Antonio, TX, 78230	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-21725	PRV	Noah Pena	1977-02-21	—	7034408565	9475 Canyon Rd, Fresno, CA	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-21329	PRV	Rebecca Munoz	1958-09-21	—	3485736847	8264 Hillcrest Rd # 969, Charlotte, NC, 28260	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-21330	PRV	Rebecca Munoz	1958-09-21	—	3485736847	8264 Hillcrest Rd # 969, Charlotte, NC, 28260	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-23458	PRV	Michelle Haansen	1952-03-09	UHC-96691-01	5872364637	4178 Baseline Rd, Charlotte, NC, 28274	0.44	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+6 more
PRV-27381	PRV	Mateo V Dean	2000-12-27	UHC-92928-49	9219120581	493 Forest Ave, Plano, TX, 75046	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-21711	PRV	Rachal Campbell	2005-02-19	UHC-11063-31	6824196892	3867 Cedar Ln, Las Vegas, NV, 89101	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-27976	PRV	Hudson K Alexander	1964-03-17	UHC-67582-64	4126394110	965 Hillcrest Rd, Gilbert, AZ, 85290	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-23494	PRV	Evelyn Gardner	1992-09-28	UHC-73149-18	9326350746	3445 Mountain View Dr Apt 14, Mesa, AZ, 85250	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-27875	PRV	Rebecca D Mendoza	2006-03-10	UHC-41468-60	8696390034	9585 Baseline Rd, Houston, TX, 77094	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-23741	PRV	Chapman Heather	1981-12-02	—	6795081731	7036 Park Pl, Minneapolis, MN	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-25658	PRV	Aisha Stone	1984-07-07	UHC-36349-47	7474481889	905 Main St, Houston, TX	0.46	Phone reformatted Street suffix standardised Address re-cased City re-cased+5 more
PRV-20657	PRV	Stephen Mason	1949-01-20	—	7267442355	5037 Ocean Ave, Columbus, OH, 43224	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-21370	PRV	Jesse Hernandez	1989-02-19	—	7966025148	2786 Spring St, Fresno, CA	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-29234	PRV	Ruth F Mejia	1994-02-05	UHC-04349-37	5244507176	4936 Ocean Ave, Seattle, WA, 98130	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
PRV-27059	PRV	George B Gilbert	1990-12-21	UHC-16075-96	8126049356	5038 Ocean Ave, Seattle, WA, 98165	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
PRV-20606	PRV	Randy D Barnes	2000-03-03	UHC-19730-93	2408991504	429 Union St, Houston, TX, 77094	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
PRV-24808	PRV	Aaron Willis	1992-01-26	UHC-69925-56	3095902243	446 Grand Ave, Fresno, CA, 93747	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-23537	PRV	Kathleen Hill	1999-03-18	UHC-13926-37	2953858485	8010 Oak St, Fresno, CA, 93746	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-24317	PRV	Jack A Chavez	1996-05-15	—	5316187191	3756 Sunset Blvd, Gilbert, AZ, 85275	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-25087	PRV	—Junk	2005-01-27	—	8838963783	8651 Highland Ave, Nashville, TN, 37279	0.46	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
PRV-20652	PRV	Harold G Singh	1949-12-22	—	5817802635	7435 Lake View Rd, San Antonio, TX, 78285	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-25939	PRV	Kayla Richards	1976-01-10	UHC-42568-66	2535320764	2779 Pine Dr, Dallas, TX, 75256	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
PRV-23446	PRV	Janet Sullivan	1964-11-13	—	3934903035	1756 Lake View Rd, Phoenix, AZ, 85039	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-21420	PRV	Amber Robinson	2006-08-07	UHC-29861-86	6432545330	3458 Highland Ave, Mesa, AZ, 85293	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-28788	PRV	Noha Salazar	2006-01-25	—	5995719198	1356 Meadow Ln, Tempe, AZ, 85273	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
PRV-27672	PRV	Lisa Harrison	1953-06-05	—	5116878355	6571 Ocean Ave, Dallas, TX, 75266	0.46	Name re-cased Date of birth reformatted Phone reformatted City re-cased+5 more
PRV-23298	PRV	Terry Arnold	1952-02-27	—	—	5298 Elm St, Sacramento, CA, 95877	0.46	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
PRV-28257	PRV	Grace Phillips	1971-09-14	—	3805608428	1782 Valley View Dr, Fresno, CA, 93704	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more

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