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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27633	PRV	Stephanie Vasquez	1949-05-18	UHC-25440-72	5157970273	6735 Central Ave, Seattle, WA, 98131	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-21391	PRV	Shirley Harris	1973-06-03	UHC-83247-86	4574226987	7248 Broadway, Chandler, AZ, 85269	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24844	PRV	Arthur Wagner	1954-06-18	UHC-89496-41	5802720480	6277 Spring St, Tempe, AZ, 85224	0.80	Two-digit birth year Phone reformatted State code upper-cased Placeholder values cleared
PRV-26731	PRV	Jesse Cunningham	1993-09-09	UHC-75159-17	3543974685	9591 Palm Dr, Tempe, AZ, 85211	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
PRV-25520	PRV	Douglas Day	1946-08-13	—	5553947248	3209 Washington St, Orlando, FL, 32814	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-23496	PRV	Valentina U Wagner	1950-07-17	—	6206543920	6600 Harbor Blvd, Sacramento, CA, 95844	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
PRV-28617	PRV	Jonathan Burton	2006-09-23	UHC-87120-20	9716670384	4473 Mesa Dr, Dallas, TX, 75238	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28491	PRV	Barbara Weber	1948-01-25	UHC-24739-99	3499060415	4863 Ocean Ave, Eden Prairie, MN, 55336	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
PRV-27769	PRV	Christian J Jenkins	1986-08-22	—	9337836522	5840 Broadway, Mesa, AZ	0.80	Phone reformatted Address re-cased ZIP missing Placeholder values cleared
PRV-25090	PRV	Eugene Parker	1988-06-25	—	7575722235	2035 Ocean Ave, Minneapolis, MN, 55413	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25799	PRV	Billy S Perry	2005-09-14	—	6616504482	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-26363	PRV	Diana Vazquez	1993-07-23	UHC-02734-70	4708913657	5173 River Rd, Jacksonville, FL	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-22399	PRV	Sofia Porter	2002-07-04	UHC-53417-68	2304349910	1396 Apache Blvd, Austin, TX, 78708	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-27808	PRV	Deborah S Burns	1980-01-12	UHC-63347-73	2202424505	2696 Willow Ct, Fresno, CA, 93727	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-25047	PRV	Amy V Espinoza	1996-03-02	—	6385586027	3957 Sage Ct # 741, Dallas, TX, 75233	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-26315	PRV	Nicholas F Dunn	1959-08-22	—	9774443061	5990 Pine Dr, Mesa, AZ, 85242	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23730	PRV	Barbara Boyd	1966-09-24	UHC-51193-31	6336146338	9280 Valley View Dr, Las Vegas, NV, 89118	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23729	PRV	Barbara Boyd	1966-09-24	UHC-51193-31	6336146338	9280 Valley View Dr, Las Vegas, NV, 89118	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20447	PRV	Emiyl Yuong	1987-09-27	—	6243868078	5517 Lincoln Way, Seattle, WA, 98182	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26180	PRV	Doris W Santiago	1986-07-04	UHC-85136-97	7588816808	6004 Forest Ave, Tucson, AZ, 85771	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-21461	PRV	Joyce Q Gibson	1984-04-10	—	8367488813	2946 Ocean Ave, Las Vegas, NV	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
PRV-28624	PRV	Camila O Franklin	1979-11-17	UHC-02351-86	4194871252	5533 Main St, San Diego, CA, 92122	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-26972	PRV	Lucia Smith	1983-10-17	UHC-73102-48	8506646125	7359 Washington St, Nashville, TN, 37207	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-24484	PRV	Jerry Armstrong	1940-04-10	—	9672200978	6898 Mountain View Dr, Phoenix, AZ, 85058	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-21054	PRV	Jennifer U Perez	1948-07-18	UHC-64712-08	3596188177	9158 Highland Ave, Mesa, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-27451	PRV	Gloria Clark	1976-08-27	—	7976787660	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-23752	PRV	Dylan Ross	1942-02-11	—	5644987844	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24454	PRV	Wei A Car	1977-01-10	—	2125299826	174 Mesa Dr, Jacksonville, FL, 32269	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-21130	PRV	Martha Hall	1974-09-23	—	8047157691	1786 Grand Ave, Orlando, FL, 32848	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-21532	PRV	Kathryn Garcia	1978-03-16	—	6423004905	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-21136	PRV	Saumel Estrada	1976-06-12	—	2128189582	1665 Palm Dr, Dallas, TX, 75266	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-26469	PRV	Maria Wells	2005-07-01	—	5318586325	2693 Highland Ave # 966, Eden Prairie, MN, 55364	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-27405	PRV	Denise Yang	1961-03-26	—	3574291332	1201 River Rd, Tucson, AZ, 85732	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-20983	PRV	Barbara Webb	1981-06-13	—	7494320532	6837 Pine Dr, Tucson, AZ	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-20360	PRV	Santiago P Anderson	1990-09-27	UHC-31051-13	3016255019	21 Main St, Glendale, AZ, 85366	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
PRV-28711	PRV	Frances Lawson	1986-07-22	—	7098138335	4507 Sage Ct, Gilbert, AZ, 85245	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23849	PRV	Walter F Bowmna	1954-11-01	—	5174906631	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20208	PRV	Alice K Crawford	1953-10-20	UHC-75258-47	8197445112	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20670	PRV	Gregory McCoy	1942-05-15	—	5182790967	8994 Lake View Rd, Nashville, TN, 37293	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24265	PRV	Judith Howell	1993-05-02	UHC-20985-03	5544783967	5164 Park Pl, Houston, TX, 77081	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20092	PRV	Charyl Howard	1946-08-24	UHC-29543-47	4318366154	5314 Apache Blvd, Las Vegas, NV, 89176	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-25304	PRV	Dorothy E Griffin	2006-12-03	UHC-72937-08	2758475394	3762 Market St, Glendale, AZ, 85321	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-28423	PRV	Jrodan Sullivan	2001-02-14	—	6698503292	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26769	PRV	Betty Gardner	—	UHC-30425-67	2823098523	7139 Lake View Rd, Fresno, CA, 93763	0.80	Date of birth unreadable Phone reformatted Email lower-cased Placeholder values cleared
PRV-22684	PRV	Kyle Ross	1970-08-03	—	2449000918	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29042	PRV	Katherine Ellis	1945-08-02	—	3428365735	1385 Jefferson Ave, Eden Prairie, MN, 55322	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-29439	PRV	Samantha Williamson	1992-05-21	—	7719194035	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26753	PRV	Danielle Kelly	1968-01-28	UHC-36263-55	7234006868	3468 Washington St, Phoenix, AZ, 85085	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24603	PRV	Jesse Torres	—	UHC-40675-77	2104466260	6930 Lincoln Way, Atlanta, GA, 30377	0.80	Date of birth missing Phone reformatted City re-cased Placeholder values cleared
PRV-23941	PRV	Gloria Bukre	1918-11-07	—	3933439367	8287 Valley View Dr, Tucson, AZ, 85728	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared

5,906 rows, page 82 of 119Previous Next