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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-412446	CLM	Rachl V Gibon	2008-01-16	UHC-55095-33	5839797916	6950 Elm St, Glendale, AZ, 85357	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425492	CLM	Kathleen Jordan	—	UHC-29134-81	4562653540	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-410200	CLM	Danielle Bell	1959-12-08	—	—	7586 Spring St, Orlando, FL, 32807	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423119	CLM	Reed Barbara	1968-01-07	UHC-47110-21	—	3533 Ridge Rd, Miami, FL, 33180	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-403226	CLM	Yuki M Richardson	1982-02-08	—	6144330688	2434 Forest Ave, Eden Prairie, MN	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-427527	CLM	Ann Silva	1967-02-28	UHC-80435-97	—	1602 River Rd, Tucson, AZ, 85739	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-400832	CLM	Hannah Burke	2008-11-14	—	2619341416	7092 Canyon Rd, Chandler, AZ, 85257	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403007	CLM	Joshua Andrews	1958-05-24	UHC-80667-74	8866862802	2045 Market St, Los Angeles, CA, 90098	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410973	CLM	Thomas Stephens	2003-07-13	—	—	7446 Apache Blvd, Tampa, FL, 33659	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416354	CLM	Bruce K Philllips	1989-05-28	—	—	5407 Hillcrest Rd, Las Vegas, NV	0.66	Name split from “Last, First”State code upper-cased ZIP missing Whitespace trimmed+1 more
CLM-409546	CLM	Douglas Tucker	1992-08-22	UHC-89410-87	—	5520 Desert Sky Blvd, Glendale, AZ, 85372	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-422781	CLM	Judy Wang	1985-04-05	UHC-93720-28	3718682486	6688 Washington St, Houston, TX	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-416486	CLM	Olivia W Maldonado	1959-04-02	UHC-73748-47	—	3376 Washington St, Gilbert, AZ, 85285	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-418834	CLM	Jacob King	1999-06-22	UHC-05410-78	—	6356 Washington St, Tempe, AZ, 85272	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-407192	CLM	Andrea T Gilbert	2000-09-22	UHC-60971-03	7399354219	2744 Valley View Dr, Los Angeles, CA, 90037	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423043	CLM	Emily Hicks	2002-10-01	UHC-24836-71	8646049923	1755 Willow Ct, Plano, TX, 75051	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-432101	CLM	Jason Rogers	1955-10-21	UHC-81029-91	7383966102	3757 Pine Dr, Minneapolis, MN, 55414	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408056	CLM	Ruth Harper	1949-07-03	UHC-27779-17	9407456612	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-407211	CLM	Christopher N Webb	1988-01-17	UHC-62698-47	—	3164 Union St, Houston, TX, 77068	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-401760	CLM	Katherine T Russell	1954-11-01	UHC-43937-93	—	1701 Washington St, Las Vegas, NV, 89176	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-426613	CLM	Stephanie Pierce	1981-10-12	UHC-32289-79	—	7115 Camelback Rd, San Antonio, TX, 78293	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-424396	CLM	Randy Porter	1939-08-26	—	—	5279 Washington St, Fresno, CA, 93705	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423951	CLM	Ann Reed	1969-04-14	UHC-75559-79	5697165221	6501 Maple Ave, Chandler, AZ, 85202	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430869	CLM	Cheryl Chavez	1952-01-05	UHC-41463-71	—	988 Camelback Rd, Sacramento, CA, 95889	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417939	CLM	Janiice Greene	1986-08-15	UHC-32981-06	5937820515	3408 Spring St, Sacramento, CA, 95829	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+1 more
CLM-414187	CLM	Sarah Bennett	1976-11-09	—	—	9583 Market St, San Antonio, TX, 78239	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408953	CLM	Heather Porter	2004-08-24	UHC-28711-83	4879736505	4648 Baseline Rd, Charlotte, NC, 28227	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409739	CLM	Scott U Howell	2004-09-04	UHC-80139-48	2229435045	1885 Meadow Ln, Houston, TX, 77071	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-416110	CLM	Carlos T Walsh	1955-02-16	UHC-12354-08	6298076457	—	0.66	Name split from “Last, First”Middle initial moved out of first name Member ID reformatted Whitespace trimmed+1 more
CLM-411399	CLM	Julie T Ortega	1964-09-26	—	—	1649 Mountain View Dr, Fresno, CA	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-425601	CLM	Kimberly Nichls	1990-03-12	UHC-32538-33	7378994702	6697 Central Ave, Tucson, AZ, 85729	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417936	CLM	Albert Gonzalez	1940-07-10	UHC-09877-20	—	2501 Mountain View Dr, Sacramento, CA, 95819	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-429783	CLM	Vincent Ward	1982-04-26	—	—	2532 Market St, Mesa, AZ, 85201	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-403277	CLM	Harold Cox	1990-07-21	—	8966329013	7364 Lincoln Way, Las Vegas, NV	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-421772	CLM	Jose Y Perez	1980-04-25	UHC-94809-39	—	4123 Central Ave, Gilbert, AZ, 85257	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-425470	CLM	Steven Ramos	1969-01-26	—	7312929098	1184 Hillcrest Rd, Sacramento, CA	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-413116	CLM	Barbara Snyder	1975-07-12	UHC-34905-16	5285628009	1746 Bayshore Dr, Charlotte, NC, 28217	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412011	CLM	Jose W Campbell	1980-01-09	—	—	5850 Union St, Jacksonville, FL, 32269	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424898	CLM	Diego Freeman	1971-12-28	UHC-98952-98	—	3303 Ocean Ave # 485, Glendale, AZ, 85309	0.66	Name split from “Last, First”Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-404709	CLM	Charlles Rice	1968-08-21	UHC-28560-68	8182184863	7601 Spring St, Tampa, FL, 33662	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-431354	CLM	Pamela Schmidt	1948-08-12	UHC-00388-35	—	2097 Lake View Rd, Tampa, FL, 33670	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430757	CLM	Jerry Knight	1993-08-06	UHC-14087-46	—	2251 Forest Ave, Los Angeles, CA, 90032	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417437	CLM	Angela Sullivan	1962-09-08	—	—	173 Indian School Rd, Minneapolis, MN, 55402	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403938	CLM	Jerry Vasquez	2000-12-19	UHC-81842-70	—	3137 Willow Ct, Fresno, CA, 93701	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413456	CLM	Barb Edwards	1951-10-01	UHC-91524-18	8699664205	—	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-419848	CLM	Doris Chavez	1945-06-01	UHC-61116-89	—	3286 Bayshore Dr, Gilbert, AZ, 85234	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418992	CLM	Sofia I Rioos	1992-06-06	UHC-21043-75	8688752423	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-407338	CLM	Elijah Sandoval	1995-08-03	UHC-68589-33	—	4630 Market St, Miami, FL, 33145	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405591	CLM	Jose Lawrence	1967-12-22	UHC-16741-15	2338899604	4669 Lincoln Way, Plano, TX, 75040	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-432704	CLM	Patrick Wells	1969-09-19	UHC-81827-11	6745804075	8113 Church St, Nashville, TN, 37297	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed+1 more

3,226 rows, page 32 of 65Previous Next