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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26154	PRV	Denny M Hansen	1940-05-06	—	6584496728	4410 River Rd, Tampa, FL, 33667	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20951	PRV	Evelyn A Montgomery	1980-09-25	UHC-11441-18	3807102392	3702 Valley View Dr, Eden Prairie, MN, 55379	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26775	PRV	Elijah Rodriguez	—	—	8889313453	5994 Union St, Charlotte, NC, 28280	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
PRV-21225	PRV	James S Watson	1963-01-06	—	4954177457	784 Palm Dr, Jacksonville, FL, 32221	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26414	PRV	Annna Ortiz	1964-08-20	UHC-88523-20	5929068658	1887 Central Ave, Charlotte, NC, 28209	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27339	PRV	Emily F Porter	1947-04-11	UHC-00724-29	8543117653	3895 Bayshore Dr, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-22267	PRV	Dylan J Guerrero	1944-04-17	—	5693645022	9202 Spring St, Las Vegas, NV, 89119	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21755	PRV	Mei White	—	—	3536760790	8916 River Rd, Jacksonville, FL, 32273	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-21365	PRV	Sam Johnston	1978-02-08	—	3232751298	1434 Palm Dr, Las Vegas, NV, 89112	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22718	PRV	Juan Hoffman	2000-10-05	UHC-66382-01	3043043551	2964 Desert Sky Blvd, Denver, CO, 80240	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-29055	PRV	Diane Olson	1981-07-11	—	6385690935	4637 Lake View Rd, Jacksonville, FL, 32257	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24429	PRV	Dylan Hawkins	1970-03-25	UHC-26068-29	4725175080	6252 Valley View Dr, Minneapolis, MN, 55448	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23815	PRV	Samuel Q Lnych	1981-12-12	UHC-18157-27	7306344799	689 Market St, Plano, TX, 75095	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-23814	PRV	Samuel Q Lnych	1981-12-12	UHC-18157-27	7306344799	689 Market St, Plano, TX, 75095	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-20525	PRV	Douglas K Moore	1956-08-04	UHC-27864-05	6942089813	1328 Pine Dr, Denver, CO, 80266	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23408	PRV	Juna C Singh	1968-07-02	—	5594119668	4657 Cedar Ln, Miami, FL, 33155	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21998	PRV	Willie Books	1964-08-16	—	—	1402 Indian School Rd, Las Vegas, NV, 89178	0.64	City re-cased State name converted to code Email lower-cased Gender normalised+2 more
PRV-26033	PRV	Mason P Foster	1975-03-14	—	4662759937	8369 Bayshore Dr, Eden Prairie, MN, 55344	0.64	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-24707	PRV	Mei S Luna	1959-07-22	—	3703387982	6214 Pine Dr, Dallas, TX, 75285	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20268	PRV	Scott Alexander	1939-02-10	—	4019916993	6524 Lincoln Way, Glendale, AZ, 85392	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-28893	PRV	Anthony Elliott	1979-10-12	—	3165187063	9411 Cedar Ln, Plano, TX, 75072	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21387	PRV	William Fox	1961-11-11	UHC-95380-97	3753489670	2561 Spring St, Charlotte, NC, 28243	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22925	PRV	Pamela Ruiz	1970-10-10	UHC-62098-03	9505258522	1086 Meadow Ln, Tampa, FL, 33666	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28853	PRV	Austin Miller	2001-11-16	—	7426838444	1627 Church St, Minneapolis, MN, 55476	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23708	PRV	Megan R Porter	1975-01-10	UHC-46101-45	—	3600 Harbor Blvd, San Antonio, TX, 78210	0.64	Name re-cased Two-digit birth year State name converted to code Plan code upper-cased+2 more
PRV-27995	PRV	Thomas A Reynolds	1946-11-28	UHC-63941-86	—	4967 Valley View Dr, San Antonio, TX, 78205	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21438	PRV	Kmiberly J Willis	1954-04-24	—	2274340284	5805 Park Pl, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20473	PRV	Ronald G Gonzales	1951-05-19	UHC-77889-07	—	2738 Central Ave, Jacksonville, FL, 32239	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
PRV-22664	PRV	Doris Ford	1985-08-03	UHC-09446-73	2744938096	4869 Meadow Ln, Mesa, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-22854	PRV	Justin Vargas	2004-09-15	UHC-10790-41	5808880906	3263 Hillcrest Rd, Los Angeles, CA, 90035	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26135	PRV	Donna Sullivan	1998-01-01	UHC-84309-27	5786888092	7269 Broadway, Atlanta, GA, 30393	0.64	Name re-cased Phone reformatted Address re-cased ZIP+4 trimmed+2 more
PRV-25450	PRV	Sean K Jordan	1968-11-12	UHC-98220-61	3269638291	6969 Canyon Rd, Jacksonville, FL, 32234	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-28466	PRV	Dylan Lynch	1999-03-16	—	8609209818	5219 Baseline Rd, Orlando, FL, 32866	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26608	PRV	Danny Cunningham	1943-08-03	UHC-00723-22	5869895708	2249 Mesa Dr, Glendale, AZ, 85325	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
PRV-22581	PRV	Judith H Lopez	1955-12-23	UHC-71589-82	8656504963	7203 Market St, Columbus, OH, 43283	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23779	PRV	Michelle C Suto	1966-06-26	—	5334184049	5905 Maple Ave Apt 34, Dallas, TX, 75211	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
PRV-28873	PRV	Patrick Robinson	1971-12-01	—	5963355452	1715 Ridge Rd, Denver, CO, 80231	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22076	PRV	Sofia J Kim	2007-02-04	UHC-90210-54	5972403708	2261 Ocean Ave, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23596	PRV	William Alvarez	1944-01-18	—	—	8942 Ridge Rd, Plano, TX, 75085	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-23231	PRV	Juan Dixon	1982-04-10	—	4907374820	7198 Church St # 782, Atlanta, GA, 30367	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-28464	PRV	Justin Jensen	1953-10-24	—	—	3327 River Rd, Jacksonville, FL, 32223	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-22274	PRV	Harold D Mitchell	2005-12-08	UHC-40615-47	—	5445 Union St, Los Angeles, CA, 90049	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
PRV-22284	PRV	Jacqueline Peters	1986-06-16	—	4364646550	9069 Forest Ave, Jacksonville, FL, 32228	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26295	PRV	Carolyn Park	1956-12-06	UHC-04264-59	5525551251	2140 Union St, Scottsdale, AZ, 85248	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-27626	PRV	Billy Hudson	1996-07-06	—	2773051095	7901 Market St, Chandler, AZ, 85249	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20195	PRV	Henry Ramos	1958-10-28	—	7957983532	2976 Camelback Rd, Houston, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26019	PRV	Daniel Q Soto	1985-08-17	—	5748152457	1606 Broadway, Seattle, WA, 98175	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-27597	PRV	Barbara Little	1987-04-01	UHC-84382-79	—	629 Spring St, Sacramento, CA, 95841	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
PRV-24003	PRV	Tucker Pamela	1974-08-08	—	2189075748	7360 Jefferson Ave, Atlanta, GA, 30385	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25781	PRV	Jacob K Arnold	1945-11-04	UHC-45585-13	4299178212	4195 Jefferson Ave, Minneapolis, MN, 55427	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more

9,344 rows, page 44 of 187Previous Next