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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24850	PRV	Albert Danieels	1954-05-11	UHC-88907-28	—	5558 Oak St, Tampa, FL, 33681	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-29257	PRV	Roger Luna	1960-10-11	—	8308053037	2436 Indian School Rd, Miami, FL, 33148	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
PRV-25943	PRV	Mei R Barnes	1960-11-03	—	9202742273	2888 Mountain View Dr, Nashville, TN, 37277	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-28242	PRV	Priya Lopez	1947-04-09	—	—	6000 Harbor Blvd, Chandler, AZ, 85296	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-23159	PRV	Jese Wrren	2008-11-17	UHC-51170-46	4638301687	7100 Hillcrest Rd, Gilbert, AZ, 85243	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
PRV-20252	PRV	Amanda P Williams	1987-12-15	UHC-27644-83	—	3506 Hillcrest Rd, Houston, TX, 77093	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-26394	PRV	Sophia Ray	1999-10-03	—	7377922231	707 Valley View Dr, Austin, TX, 78737	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-25803	PRV	Christine Fuller	1976-04-25	UHC-04747-15	3417450937	9726 Valley View Dr, Glendale, AZ, 85323	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
PRV-23037	PRV	Frank O Stephens	1983-04-08	—	3628098196	8890 Lincoln Way, Chandler, AZ, 85223	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
PRV-27775	PRV	Megan Pena	1972-03-24	—	3896438845	5555 River Rd, Nashville, TN, 37285	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-22255	PRV	Gregory Wagner	1987-12-28	UHC-51627-22	9418383423	6925 Broadway, Miami, FL, 33105	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
PRV-25567	PRV	Willie Walsh	1986-02-01	—	—	408 Sage Ct, Scottsdale, AZ, 85249	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
PRV-20319	PRV	Jason I Garrett	2002-09-09	—	2837872669	4930 Lincoln Way, Tucson, AZ, 85777	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
PRV-23687	PRV	Susan X Cunningham	1972-05-03	UHC-54309-49	3028957021	1351 Baseline Rd Apt 33, Gilbert, AZ, 85266	0.80	Phone reformatted Unit split from street City re-cased Placeholder values cleared
PRV-26621	PRV	Judy Carroll	2006-05-24	UHC-24401-98	9048292620	2492 Mountain View Dr, San Diego, CA, 92157	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-23280	PRV	Charles C Bryant	1969-02-06	UHC-01319-03	4216140249	5690 Lincoln Way, Sacramento, CA, 95838	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-22263	PRV	Jacob U Mills	1972-01-05	—	6163873521	4896 Mountain View Dr, Houston, TX, 77034	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-27573	PRV	Davis Zechary	1984-02-12	—	8209605083	6064 Main St, Charlotte, NC, 28293	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
PRV-21363	PRV	Sean O Turner	1965-02-11	—	6704865899	2219 Bayshore Dr, Tampa, FL, 33618	0.80	Name re-cased Date of birth reformatted City re-cased Gender normalised
PRV-29229	PRV	Emma Richardson	1980-10-14	—	7188204004	877 Central Ave, Phoenix, AZ, 85058	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-29228	PRV	Emma Richardson	1980-10-14	—	7188204004	877 Central Ave, Phoenix, AZ, 85058	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-24969	PRV	Dorothy Johnson	1991-08-11	—	—	2664 Elm St, Orlando, FL, 32880	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
PRV-21307	PRV	Susan Perez	1949-07-28	UHC-63932-33	7632615146	4019 Sage Ct, Nashville, TN, 37255	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-27932	PRV	Daniel Y Jensen	1974-09-12	UHC-77446-05	9178022537	3605 Baseline Rd, Chandler, AZ, 85239	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28908	PRV	Ralph Garcia	1945-04-22	UHC-55034-74	3735784347	2592 Forest Ave, Miami, FL	0.80	Name re-cased City re-cased ZIP missing Placeholder values cleared
PRV-27233	PRV	Cynthia Bomwan	1956-03-14	—	6612601445	5228 Market St, San Diego, CA, 92123	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-24402	PRV	Denise Wells	1998-09-06	—	4648588774	8604 Lincoln Way, Columbus, OH, 43232	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
PRV-21571	PRV	Diana Valdez	2005-07-24	—	8046134231	1783 Cedar Ln, Chandler, AZ	0.80	Phone reformatted City re-cased ZIP missing Email lower-cased
PRV-24642	PRV	George Bryant	1965-11-15	UHC-88695-40	—	2407 Bayshore Dr, San Diego, CA, 92181	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-21447	PRV	Carl Dean	1972-03-28	—	5768443760	9585 Oak St, Tampa, FL, 33642	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-27718	PRV	Mark M Marquez	1953-02-28	—	7106427661	3821 Ridge Rd, Las Vegas, NV, 89133	0.80	Name re-cased City re-cased State name converted to code Placeholder values cleared
PRV-21732	PRV	Peter Sullivan	1991-10-16	—	2683155340	9057 Broadway, Charlotte, NC, 28256	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
PRV-27396	PRV	Tim Clark	1948-06-25	—	7048975860	1128 Broadway, Phoenix, AZ, 85074	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-28998	PRV	Natalie Fisher	1947-12-27	—	—	1004 Valley View Dr, Austin, TX, 78757	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-22949	PRV	Alexander E Carpenter	1948-07-15	—	—	1607 Oak St, Orlando, FL, 32811	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-26458	PRV	Kayla Rike	1997-11-11	—	5106258098	3442 Church St, Gilbert, AZ, 85272	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
PRV-28146	PRV	Benjamin I Walsh	1994-02-10	UHC-49322-36	—	6739 Union St, Mesa, AZ, 85207	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-28445	PRV	Kathryn Wilson	1995-04-08	—	—	4396 Sage Ct, Chandler, AZ, 85243	0.80	Name re-cased City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-23267	PRV	Alexander Y Reynolds	1990-08-03	—	6993042577	7344 Cedar Ln, Glendale, AZ, 85333	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
PRV-24369	PRV	Mason Lucas	1969-06-01	UHC-82569-27	4385568143	2967 Mesa Dr, Chandler, AZ, 85200	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
PRV-25179	PRV	Brittany M Kennedy	1981-03-19	UHC-32345-17	6388178975	7007 River Rd, Nashville, TN, 37259	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-21392	PRV	Shirley Harris	1973-06-03	—	4574226987	7248 Broadway, Chandler, AZ, 85269	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
PRV-21191	PRV	Marcus Little	2001-03-28	UHC-92454-63	8725841589	9687 Ridge Rd, Gilbert, AZ, 85266	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-20630	PRV	Luis Sullivan	1943-02-09	UHC-42957-58	2826340299	2265 Maple Ave, Los Angeles, CA, 90010	0.80	Two-digit birth year City re-cased Email lower-cased Whitespace trimmed
PRV-21805	PRV	Jean A Kelly	2007-01-26	—	—	1655 Cedar Ln, Chandler, AZ, 85271	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-22613	PRV	Carlos Jenkins	1959-08-07	—	—	1581 Valley View Dr, Chandler, AZ, 85291	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
PRV-20988	PRV	Nancy S Ferguson	1983-09-08	—	—	3032 Highland Ave, Columbus, OH, 43241	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-24357	PRV	Pamela Hughes	1962-02-24	—	—	4681 Bayshore Dr, Sacramento, CA, 95823	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
PRV-27338	PRV	Brenda Garrett	1979-12-19	UHC-41748-23	—	5080 Mountain View Dr, Chandler, AZ, 85279	0.82	City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-24908	PRV	Aisha Rogers	1957-09-18	—	9487764138	3115 Mountain View Dr, Sacramento, CA, 95801	0.82	City re-cased ZIP+4 trimmed Placeholder values cleared

1,737 rows, page 29 of 35Previous Next