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-420852	CLM	Jean Espinoza	1942-05-24	—	4893141789	3118 Jefferson Ave, Jacksonville, FL, 32261	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-403459	CLM	Judy Patel	1967-02-01	UHC-05568-99	6736740282	2365 Grand Ave # 289, Tucson, AZ, 85742	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
CLM-428708	CLM	Alexander Charlotte	1966-07-09	UHC-38582-59	8152173038	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-413691	CLM	DianeJunk	1996-07-02	UHC-87387-07	6124357656	9757 Ridge Rd, Charlotte, NC, 28285	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+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-402094	CLM	Nataalie Graham	1969-01-02	UHC-06183-55	3888261089	8770 Oak St, Jacksonville, FL, 32228	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-424316	CLM	Emily Ortega	1946-07-20	—	9425785381	5771 Grand Ave, Las Vegas, NV, 89179	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-417923	CLM	Danielle E Martinez	1968-05-07	UHC-20534-65	9492044825	2953 Valley View Dr, Plano, TX, 75095	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425388	CLM	Shilrey Cruz	1951-11-28	—	7686368459	7029 Ridge Rd, Tampa, FL	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-430895	CLM	Katherine Ellis	1945-08-02	—	3428365735	1385 Jefferson Ave, Eden Prairie, MN, 55322	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-411250	CLM	Luis Watsno	2007-09-15	—	5886013478	265 Spring St, Los Angeles, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-422092	CLM	Luis R Romero	1947-05-10	—	9322377468	2683 Mountain View Dr, Glendale, AZ	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410684	CLM	Teresa Gonzales	1961-04-23	—	4467870483	9167 Grand Ave, Houston, TX	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
CLM-432267	CLM	Kyle Q Wells	1988-04-04	UHC-72557-18	7323738105	5026 Sage Ct, Sacramento, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-417704	CLM	Brandon Dixon	1978-07-20	UHC-95071-91	8074556861	9110 Central Ave, Tampa, FL	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+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-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-426602	CLM	Christopher Simmons	1966-01-20	—	8908945678	882 Park Pl, Tempe, AZ	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-421311	CLM	Lori Montgommery	1983-05-09	UHC-75965-05	4599180335	6858 Market St, Tucson, AZ, 85792	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-402976	CLM	Philip Le	1983-04-22	UHC-39834-94	7534863035	3707 Union St, Jacksonville, FL, 32202	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-400245	CLM	Pamlea Gonzalez	—	UHC-32865-94	8298741320	2138 Highland Ave, San Diego, CA, 92148	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417415	CLM	Angela Martin	2006-02-23	UHC-26771-60	5632274890	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-405456	CLM	Philip Lawrence	1991-10-02	UHC-27655-89	8023222072	1594 River Rd, Chandler, AZ, 85200	0.66	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-424843	CLM	John Bell	1957-01-01	UHC-95187-29	3195396419	8461 Union St, Los Angeles, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+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-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-408834	CLM	Rebecca Roberts	1981-03-07	UHC-71907-16	8424824889	7830 Camelback Rd, Glendale, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-422444	CLM	Amanda Alexander	1938-02-27	UHC-10695-82	9336832337	879 Sunset Blvd Apt 23, Houston, TX, 77027	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+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
CLM-417473	CLM	Grace Coleman	1983-09-28	UHC-12992-59	7408669557	9679 Meadow Ln, Tucson, AZ, 85711	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-428724	CLM	Victoria Peters	1974-07-28	—	6819061533	2121 Sage Ct, Miami, FL, 33152	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425586	CLM	Betty Griffin	1981-06-15	UHC-94146-50	7358929307	3605 Washington St, Houston, TX, 77096	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-420118	CLM	Jose Mejia	1978-12-13	UHC-36493-03	9849050168	4197 Indian School Rd, Fresno, CA, 93711	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425452	CLM	Jeffrey Myers	—	UHC-57569-28	7898148784	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-401798	CLM	Gibson Y Matthew	1973-03-05	—	3612678988	7642 Market St, Sacramento, CA, 95816	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409661	CLM	Santiago Rios	1946-05-18	UHC-40928-42	4377457758	8884 Pine Dr, Tucson, AZ, 85797	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-427267	CLM	Doris Ryan	1981-08-24	UHC-04166-33	3596909950	2666 Sage Ct # 632, Minneapolis, MN, 55480	0.66	Phone reformatted Member ID reformatted Unit split from street State name converted to code+1 more
CLM-401876	CLM	Isabella Bowman	1953-10-22	UHC-75417-10	2488754259	1711 Union St, Chandler, AZ, 85238	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425169	CLM	Bety D Miller	1965-05-22	UHC-10655-76	5808533523	4060 Indian School Rd, Tampa, FL, 33671	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-432268	CLM	Kyle Q Wells	1988-04-04	UHC-72557-18	7323738105	5026 Sage Ct, Sacramento, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-420335	CLM	Christian Armstrong	1980-05-16	UHC-92644-64	3238546969	1291 Jefferson Ave Apt 37, Tampa, FL, 33668	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-428734	CLM	Mary Hamilton	1961-07-01	—	3598889997	391 Union St, Tucson, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-419643	CLM	Danielle Cox	1943-04-12	UHC-81480-36	7134007297	5635 Spring St, Sacramento, CA	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-425875	CLM	Kayla X Aguilar	1976-03-22	UHC-82478-71	2923605411	6304 Indian School Rd, Minneapolis, MN, 55409	0.66	Middle initial moved out of first name Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-425384	CLM	Joan Santos	1978-01-04	—	5335437294	9445 Park Pl, Scottsdale, AZ, 85216	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-425739	CLM	Luis Dominguez	1955-05-24	—	3937968725	42 Washington St, Los Angeles, CA, 90034	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more

11,960 rows, page 69 of 240Previous Next