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 “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
CLM-407024	CLM	Yuki Larson	2005-01-18	—	—	4111 Camelback Rd, Atlanta, GA, 30376	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
CLM-420431	CLM	Paul Wang	2006-01-27	UHC-64029-57	—	315 Forest Ave, Charlotte, NC, 28273	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-402533	CLM	Andrea S Cook	1969-03-28	—	6877379373	8650 Maple Ave, Scottsdale, AZ, 85298	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423647	CLM	Benjamin Gonzalez	1993-02-25	UHC-36161-18	4857347801	5139 Broadway, Atlanta, GA	0.64	Two-digit birth year Phone reformatted Address re-cased City re-cased+2 more
CLM-432317	CLM	Emma H Fields	1966-05-24	UHC-10590-48	—	7907 Church St, Plano, TX, 75072	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-405414	CLM	Palu Warren	1950-04-14	UHC-35312-33	9062278708	8163 Hillcrest Rd Apt 38, Columbus, OH, 43253	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-412027	CLM	Margaret Harris	1971-03-16	—	4284901970	471 River Rd, Nashville, TN, 37288	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401470	CLM	Jerry Pierce	2004-02-27	—	—	3308 Baseline Rd, Phoenix, AZ, 85020	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-420515	CLM	Jim Wright	1993-08-27	UHC-88515-11	—	8840 Cedar Ln Apt 33, Columbus, OH, 43225	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-400137	CLM	Doris Mendoza	1986-11-26	UHC-29920-87	—	5813 Willow Ct, Charlotte, NC	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
CLM-417310	CLM	Linda Gray	1944-09-06	UHC-13908-56	—	8805 Ridge Rd, Houston, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-401624	CLM	Lori Carlson	1945-09-28	UHC-83409-06	—	2001 Elm St, Scottsdale, AZ, 85270	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-411370	CLM	Diana Grant	1941-09-26	UHC-53597-96	5215756151	9206 Apache Blvd, Glendale, AZ, 85350	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-405348	CLM	Bryan Stevens	1967-08-25	UHC-54937-27	—	745 Mountain View Dr, Jacksonville, FL, 32265	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-423056	CLM	Ben Barnes	1943-11-28	—	—	8722 Ridge Rd, Sacramento, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-429877	CLM	Luis Stevens	2002-07-18	—	3082697885	7599 Grand Ave, Sacramento, CA, 95850	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-432737	CLM	Ana Y Gutierrez	1971-09-20	UHC-10479-88	3429411580	384 Forest Ave, Austin, TX, 78734	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404396	CLM	Ryan Rojas	1967-03-17	UHC-73873-93	9157674523	3825 Apache Blvd, San Diego, CA, 92125	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-410399	CLM	Ana K Robinson	1955-02-02	UHC-45904-17	—	3989 Indian School Rd, San Diego, CA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-426840	CLM	Gary Hlmes	1991-05-26	UHC-63810-47	—	8860 Lincoln Way, Orlando, FL, 32833	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
CLM-430318	CLM	Ethan Peters	1971-06-14	UHC-28291-35	—	4909 Meadow Ln, Seattle, WA, 98152	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
CLM-430430	CLM	Ana Garcia	1951-12-14	UHC-82557-56	—	4292 Mesa Dr, Plano, TX, 75008	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-428111	CLM	Zachary Scott	1995-07-02	—	—	2531 Canyon Rd, Nashville, TN, 37281	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-417447	CLM	Kathhleen Morgan	1994-04-23	—	—	5250 Spring St, Fresno, CA, 93754	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404798	CLM	Billy C Gibson	2008-04-13	—	—	3004 Sunset Blvd, Tucson, AZ, 85791	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-420415	CLM	Camila Richardson	1972-05-10	—	7402265247	1818 Sage Ct, Sacramento, CA, 95879	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-409290	CLM	Moreno V Benjamin	2000-08-10	UHC-43144-61	4897766530	9459 Highland Ave, Glendale, AZ, 85364	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417248	CLM	Russell Guerrero	1975-09-04	—	3544674783	675 Mountain View Dr, Tucson, AZ, 85702	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-414334	CLM	Mariana Parker	2008-11-14	UHC-18863-52	8676421234	9046 Church St, Gilbert, AZ, 85224	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-422450	CLM	Dylan Carpenter	2001-05-19	—	5942734718	1683 Desert Sky Blvd, Jacksonville, FL, 32245	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-429200	CLM	Macus Turnar	1939-12-12	UHC-68746-15	—	7122 Sage Ct, Phoenix, AZ, 85048	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401762	CLM	Bradley Gilbert	2001-03-25	—	3855037959	5498 Church St # 592, Jacksonville, FL, 32209	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-409189	CLM	Anna Hall	2001-04-04	UHC-10415-23	—	1680 Jefferson Ave, Miami, FL, 33114	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410001	CLM	Priya McDonald	2007-08-25	—	—	5470 Market St, Tucson, AZ, 85708	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-431894	CLM	Yuki Harvey	1957-05-01	—	—	4883 Oak St, Sacramento, CA, 95899	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-423660	CLM	Gloria Wilsson	1984-11-23	UHC-54456-13	—	4217 River Rd, Austin, TX, 78785	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-402383	CLM	Heather Boyd	1954-10-26	UHC-21223-18	—	4167 Ridge Rd, Minneapolis, MN, 55492	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
CLM-425992	CLM	Theresa Cunningham	1960-10-09	—	8568901024	3066 Indian School Rd, Austin, TX, 78738	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-419662	CLM	Robert Webb	1999-07-16	UHC-71122-27	—	7762 Mountain View Dr, Las Vegas, NV	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-425602	CLM	Madison Martin	1960-07-24	UHC-79970-57	—	1902 Camelback Rd, Denver, CO, 80218	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-406373	CLM	Omar Collins	2001-09-13	UHC-17620-38	2292227324	9690 Hillcrest Rd, Atlanta, GA, 30341	0.64	Name re-cased City re-cased State name converted to code Gender normalised+2 more
CLM-412989	CLM	Jeremy Castillo	1981-09-28	—	—	3847 Grand Ave, Tempe, AZ, 85235	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-427737	CLM	Lucia Huughes	1939-07-22	UHC-07805-06	3725976654	3294 Lake View Rd, Atlanta, GA, 30345	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-425936	CLM	Karen Romero	1986-03-19	UHC-81131-34	—	6696 Spring St, Denver, CO, 80276	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-412283	CLM	Kathleen A Bryant	1993-08-19	UHC-97131-90	—	5236 Mesa Dr, Scottsdale, AZ, 85288	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414826	CLM	Lucia Smith	—	UHC-11040-64	—	2181 Forest Ave, Houston, TX, 77007	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-430055	CLM	Priay T Fuller	1952-07-13	UHC-15580-09	6764720948	8743 Maple Ave, Minneapolis, MN, 55404	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413460	CLM	Natalie Wang	1942-05-17	UHC-03089-16	3485064143	5516 Market St, Austin, TX, 78786	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432094	CLM	Deborah Q Murray	1968-11-04	—	6824204405	1166 Park Pl # 806, Las Vegas, NV, 89199	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-425008	CLM	Maason Bradley	1986-07-19	UHC-43681-03	—	2852 Apache Blvd, Minneapolis, MN, 55414	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more

5,235 rows, page 33 of 105Previous Next