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

Claims, 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
CLM-419924	CLM	Wayne Davis	1956-05-25	UHC-67278-96	2448415214	4681 Oak St, Eden Prairie, MN, 55309	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-402427	CLM	James Chen	1961-02-13	UHC-30142-52	8594009501	2201 River Rd, Tucson, AZ, 85704	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408402	CLM	Patricia Chavez	1998-04-09	UHC-71200-93	3515097804	3111 Desert Sky Blvd Apt 39, Denver, CO, 80237	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-420862	CLM	Jaon R Meyer	1967-01-24	UHC-84985-16	7383295970	4967 Hillcrest Rd, Gilbert, AZ, 85209	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402772	CLM	Joseph Alexander	1951-07-26	—	2196123030	6930 Washington St, Austin, TX, 78752	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400698	CLM	Marcuus Collins	1946-03-20	UHC-00187-28	3772524734	3486 Harbor Blvd, Fresno, CA	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-407227	CLM	Vincent Lee	1979-01-01	UHC-40504-25	6897745966	4326 Sunset Blvd, Houston, TX, 77068	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427401	CLM	Amy X Gonzalez	1984-04-03	—	4562595912	6841 River Rd Apt 35, San Diego, CA, 92119	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-410229	CLM	Russell Hicks	1974-03-05	UHC-25635-11	3292866762	294 Central Ave, Charlotte, NC, 28284	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-421445	CLM	Julie Vasquez	1944-08-01	UHC-85680-48	9832385756	4713 Jefferson Ave, Tampa, FL, 33613	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-421446	CLM	Julie Vasquez	1944-08-01	UHC-85680-48	9832385756	4713 Jefferson Ave, Tampa, FL, 33613	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-400216	CLM	Harold Pena	1997-05-15	—	4158701242	1236 Union St, Charlotte, NC, 28239	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400215	CLM	Harold Pena	1997-05-15	—	4158701242	1236 Union St, Charlotte, NC, 28239	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407356	CLM	Marilyn West	1965-09-17	UHC-51771-85	9053329345	5435 Apache Blvd, San Diego, CA, 92156	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400504	CLM	Dorothy Reyes	1994-07-24	UHC-45582-86	6886767972	8886 Lake View Rd, Orlando, FL	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-427971	CLM	Hannnah Bell	1960-01-21	—	9192858875	9030 Market St, Plano, TX, 75019	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402158	CLM	Richard Barnes	1980-12-12	—	7423095637	7756 Highland Ave, Houston, TX, 77021	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426227	CLM	Samantha Morris	2004-09-22	—	8475354994	3973 Baseline Rd, Houston, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432418	CLM	Mateo Morneo	—	UHC-15058-84	5123038263	1447 Ridge Rd # 976, Tempe, AZ, 85299	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-423893	CLM	Carol Riley	1995-12-18	UHC-60140-26	2706865980	6128 Main St, Tampa, FL, 33627	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417574	CLM	Elizabeth Baker	1994-09-04	UHC-60905-95	2054333934	9587 Park Pl, San Antonio, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416819	CLM	Diana Chen	1971-06-13	UHC-87642-81	3998180006	3556 Meadow Ln, Eden Prairie, MN, 55313	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416818	CLM	Diana Chen	1971-06-13	UHC-87642-81	3998180006	3556 Meadow Ln, Eden Prairie, MN, 55313	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417965	CLM	Sofia Ramirez	1976-11-13	—	4826615372	8190 Camelback Rd # 946, Jacksonville, FL	0.50	Phone reformatted Unit split from street City re-cased State name converted to code+3 more
CLM-418998	CLM	Cynthia Mitchell	1944-10-20	—	3537354149	6540 Meadow Ln, Charlotte, NC, 28219	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-425167	CLM	Randy Jensen	2008-05-28	—	4107448684	7270 Ridge Rd, Austin, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422414	CLM	Gary Espinoza	1942-02-25	UHC-09582-44	4234665072	8150 Mesa Dr, Mesa, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-420402	CLM	Carol Ortega	1996-01-15	UHC-51717-73	5967803069	5241 Central Ave Apt 18, Tampa, FL, 33612	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413780	CLM	Gloria Ray	1982-06-02	—	8232773658	64 Central Ave, Tucson, AZ, 85712	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-406504	CLM	Emma S Pena	1949-07-17	UHC-14042-85	3162165156	2462 Highland Ave, Nashville, TN, 37245	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407502	CLM	Camila A Sandovval	1972-06-25	—	6153861685	7717 Ocean Ave, Jacksonville, FL	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-414647	CLM	Santiago Wong	1981-08-16	—	2385627689	7006 Mesa Dr, Jacksonville, FL	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416533	CLM	Alexander Perkins	1959-03-26	UHC-60662-97	7164336395	26 Camelback Rd Apt 21, Plano, TX	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-400128	CLM	William Den	—	UHC-57472-02	2206901779	8983 Spring St, Austin, TX	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-410259	CLM	Fatima Sandoval	1987-09-14	UHC-28392-80	8956615193	1902 Mountain View Dr, Denver, CO, 80295	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415847	CLM	Fatima C Ruiz	1998-12-07	UHC-33575-16	9063576772	6908 Forest Ave, Tampa, FL, 33636	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423402	CLM	Carolyn J Martin	1986-03-17	UHC-41069-52	4282790462	5919 Church St, Plano, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427136	CLM	Deb Holmes	1955-02-13	UHC-69891-65	7645384107	4331 Grand Ave Apt 27, Nashville, TN, 37236	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-421705	CLM	Luis Dominguez	1998-11-25	UHC-35367-03	9026851946	5547 Baseline Rd # 215, Plano, TX, 75009	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-428462	CLM	Betty Weber	1956-07-23	UHC-81512-01	5507961997	9852 Spring St Apt 40, Miami, FL, 33118	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-420652	CLM	Christopher Russell	1958-05-19	UHC-40318-84	7678880764	1159 Willow Ct, Houston, TX, 77005	0.50	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+3 more
CLM-421621	CLM	Olivia Gonzales	1943-12-08	UHC-00411-18	9682994643	8846 Apache Blvd, Seattle, WA, 98151	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406107	CLM	Adam R Collins	1975-06-08	—	3995848023	2667 Canyon Rd, Tucson, AZ, 85765	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403480	CLM	Hiroshi Wood	1960-10-20	UHC-74279-34	9354301895	8320 River Rd, Eden Prairie, MN, 55350	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-400028	CLM	Kathryn Austin	1955-03-27	UHC-56978-49	2013766235	8582 Union St, Tampa, FL, 33603	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424756	CLM	—Junk	1948-08-09	UHC-15768-95	6652951829	1765 Mesa Dr, Minneapolis, MN, 55462	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407379	CLM	Joyce Vargas	1953-08-24	—	9374552440	6679 Spring St, Nashville, TN, 37222	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400548	CLM	Amy Wong	1972-07-16	UHC-19081-16	8684464207	5871 Baseline Rd Apt 27, Glendale, AZ, 85320	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-421461	CLM	Juan Kelly	1945-10-24	—	8963762803	2386 Central Ave Apt 30, Phoenix, AZ, 85057	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-410930	CLM	Alice Armstrong	—	—	3442920712	7640 Forest Ave, Columbus, OH	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more

11,960 rows, page 16 of 240Previous Next