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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21756	PRV	Mei White	1981-03-25	—	—	8916 River Rd, Jacksonville, FL, 32273	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-22532	PRV	Mariana Anderson	2000-10-14	—	8244073420	340 Ocean Ave, Columbus, OH, 43274	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21133	PRV	Judy Gomez	—	UHC-18172-29	9402504971	8411 Canyon Rd, Orlando, FL, 32840	0.76	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+2 more
PRV-22407	PRV	Stephanie Adams	1955-12-25	UHC-59976-73	5406072644	3604 River Rd, Eden Prairie, MN, 55376	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-22686	PRV	Cheryl Stephens	2008-06-25	—	9423658387	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-22231	PRV	Joshua Turner	2005-08-27	UHC-57288-86	4086696990	7345 Cedar Ln, Eden Prairie, MN, 55377	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-24209	PRV	Raymond Padilla	1959-11-23	—	8492927414	6845 Maple Ave, Minneapolis, MN, 55439	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23840	PRV	Arjun C Cruz	2002-01-18	—	7614780340	2954 Palm Dr, Eden Prairie, MN, 55315	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-21314	PRV	Priya Warren	1958-06-19	UHC-43262-29	9333868605	7010 Bayshore Dr, Tampa, FL, 33653	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27206	PRV	Sharon Alexander	1992-04-27	—	4526842501	4450 Ocean Ave, Dallas, TX, 75213	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25244	PRV	Timothy Gordon	1967-03-04	UHC-69308-48	4993464992	3260 Union St, Phoenix, AZ, 85005	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28537	PRV	Meriana Williamson	1967-04-01	UHC-94555-31	4858857683	2955 Church St, Fresno, CA, 93708	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-21193	PRV	Logan Mendoza	1997-07-19	UHC-83159-66	3264563054	5812 Jefferson Ave, Tucson, AZ, 85728	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26782	PRV	Susan X Webb	1952-10-06	UHC-58050-50	4289285824	2347 Lincoln Way, Eden Prairie, MN, 55390	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-20461	PRV	Martha G Carter	1989-09-22	—	8923339841	8319 Lake View Rd, Las Vegas, NV, 89104	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-26356	PRV	George X Robinson	1999-01-11	—	9589138536	4700 Highland Ave, Miami, FL, 33160	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23065	PRV	Mei Weber	2005-05-07	—	5263491293	7138 Indian School Rd, Eden Prairie, MN, 55310	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
PRV-28346	PRV	Briittany Jacobs	1952-07-13	UHC-43748-69	4894834848	1326 Elm St, Los Angeles, CA, 90006	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25667	PRV	Catherine Fuller	1961-02-27	UHC-08698-57	9046520459	3944 Oak St Apt 37, Denver, CO, 80224	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-26936	PRV	Scott Marshall	1985-02-16	UHC-57608-82	7816414872	6184 Church St, Glendale, AZ, 85347	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-21869	PRV	Dorothy Rose	1979-11-05	UHC-42865-97	7815800226	1083 Market St, Fresno, CA, 93779	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-21896	PRV	Hiroshi P Nunez	1976-12-20	—	4909072204	9881 Forest Ave, Gilbert, AZ, 85215	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29327	PRV	Vincent Rliey	1964-12-24	UHC-46418-02	6384599174	1651 Grand Ave, Atlanta, GA, 30381	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-28689	PRV	Barbara Owens	2002-06-24	—	5953490383	4882 Church St, Chandler, AZ, 85256	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20780	PRV	Teresa Freeman	1960-04-11	UHC-86980-83	—	6947 Elm St, Miami, FL, 33116	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-23402	PRV	Arjun O Jackson	1988-01-06	UHC-19640-97	8265469652	9393 Forest Ave, Jacksonville, FL, 32294	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-29269	PRV	Larry N Hamilton	1963-11-20	UHC-53343-08	8167876758	890 Apache Blvd, Gilbert, AZ, 85264	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20769	PRV	Christine Henry	1952-04-26	—	9073872354	217 Elm St, Charlotte, NC, 28262	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23898	PRV	Evelyn Y Reyes	1999-09-05	UHC-54787-27	6927560326	48 Mountain View Dr, Los Angeles, CA, 90035	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24647	PRV	Margaret Bailey	1998-02-27	UHC-26153-91	2706876690	3713 Cedar Ln, Gilbert, AZ, 85210	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28786	PRV	Mateo Y Gardner	1991-11-03	UHC-88333-70	2283716017	2185 Market St, Minneapolis, MN, 55468	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-22964	PRV	Bryan Lynch	1957-04-19	—	8449923921	7025 Bayshore Dr, Chandler, AZ, 85247	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25153	PRV	Judy L Silva	1973-11-13	—	5246309303	4581 River Rd, Tempe, AZ, 85296	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21729	PRV	Alexander Reed	1960-08-02	UHC-32257-08	4352731328	7671 Church St, Austin, TX, 78717	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-29165	PRV	Carl Sims	1964-06-26	UHC-22625-51	8967386776	3056 Indian School Rd, Tucson, AZ, 85781	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-28235	PRV	Margaret J Jordan	1966-06-21	UHC-24141-95	7087911723	3038 Sage Ct, Tempe, AZ, 85286	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23410	PRV	Debra Cook	1943-11-19	UHC-39496-64	2486045893	4011 Palm Dr, Orlando, FL, 32860	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25626	PRV	Anthony F Fernandez	1950-07-04	—	7575491957	899 River Rd, Jacksonville, FL, 32254	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20762	PRV	Cheryl Dunn	1988-05-22	UHC-52816-13	7768574988	6558 Canyon Rd, Columbus, OH, 43256	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23372	PRV	Mateo A King	1951-02-19	UHC-58436-86	6123188216	4459 Hillcrest Rd, Tempe, AZ, 85203	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
PRV-21993	PRV	Alexis Fernandez	1944-09-25	—	8329421719	4367 Valley View Dr, Scottsdale, AZ, 85267	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27977	PRV	Alexander Hudson	1964-03-17	UHC-67582-64	4126394110	965 Hillcrest Rd, Gilbert, AZ, 85290	0.76	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
PRV-22105	PRV	Abigail R Jenkins	1943-02-14	UHC-10662-01	9712970797	2333 Central Ave, Tempe, AZ, 85295	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27757	PRV	Brittany Walsh	1984-05-09	—	9664013822	6263 Forest Ave, Denver, CO, 80220	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27756	PRV	Brittany Walsh	1984-05-09	—	9664013822	6263 Forest Ave, Denver, CO, 80220	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20893	PRV	Diana F Reid	2000-02-01	—	8558669315	9358 Desert Sky Blvd, Sacramento, CA, 95844	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26321	PRV	Keith Schultz	1940-01-23	UHC-59799-84	—	3791 Sunset Blvd, Seattle, WA, 98127	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-29014	PRV	Sandra Brooks	1987-02-20	—	6879165579	1171 Oak St, Seattle, WA, 98128	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22355	PRV	Jess Ryvera	2006-11-22	UHC-07697-36	3596923588	207 Canyon Rd, Miami, FL, 33103	0.76	Name re-cased Phone reformatted Gender normalised Plan code upper-cased+2 more
PRV-23491	PRV	Roger P Gilbert	1941-04-18	—	6597618400	7000 Desert Sky Blvd, Tampa, FL, 33684	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

3,816 rows, page 35 of 77Previous Next