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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-428995	CLM	Alert Reed	1989-09-14	—	—	1113 Bayshore Dr, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-424043	CLM	Alexander Robertson	1986-05-01	—	5566865045	7728 Lincoln Way, Chandler, AZ, 85222	0.64	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
CLM-432568	CLM	Willie Reyse	1967-07-18	UHC-22077-99	—	9120 Mountain View Dr, Nashville, TN, 37225	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428262	CLM	Bryan Perry	1991-09-11	UHC-39713-31	—	3050 Ocean Ave, Austin, TX, 78733	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
CLM-409870	CLM	Addam Owens	1968-12-11	—	6608132403	1894 Lake View Rd, Fresno, CA, 93711	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-420350	CLM	Helen Wright	1968-04-24	—	—	1666 Sunset Blvd, Phoenix, AZ, 85019	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-430151	CLM	Logan F McDonald	1979-12-13	UHC-23240-38	—	900 Sunset Blvd, San Antonio, TX, 78209	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-426494	CLM	Amanda U McDonald	1961-09-28	—	—	6337 Apache Blvd, Miami, FL, 33178	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407427	CLM	Wiill Burns	2002-02-08	UHC-17222-97	3064744265	4216 Apache Blvd, Fresno, CA, 93781	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400436	CLM	Emma Cox	1996-05-09	UHC-99349-98	—	4137 Canyon Rd, Jacksonville, FL, 32211	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425736	CLM	Shaaron Stevens	1948-08-04	—	—	5794 Jefferson Ave, Los Angeles, CA, 90084	0.64	Two-digit birth year Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-417426	CLM	Donna A Evans	—	—	5206216393	4193 Forest Ave, Denver, CO, 80216	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408337	CLM	Gary Q West	1998-01-17	UHC-19798-12	—	6358 Ocean Ave, Columbus, OH, 43278	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
CLM-407282	CLM	James Price	—	UHC-64093-04	—	4016 Maple Ave, Charlotte, NC, 28210	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-417320	CLM	Alexis Walker	1962-07-15	—	—	2604 Highland Ave, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-407523	CLM	Jeffrey Jensen	1965-08-17	UHC-12236-91	2764621789	6869 Willow Ct, Tempe, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410316	CLM	Debra G Green	2007-10-20	UHC-25289-02	—	4502 Spring St, Miami, FL, 33199	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-411530	CLM	Beverly Herrera	1980-11-28	UHC-28703-46	6635678952	7783 Elm St, Fresno, CA, 93726	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-417692	CLM	Sophia B Martinez	1950-04-27	UHC-22861-85	4737723395	9261 Lake View Rd, Mesa, AZ, 85258	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407018	CLM	DavdJunk	1964-01-25	UHC-48679-36	—	4431 Harbor Blvd, Charlotte, NC, 28202	0.64	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+2 more
CLM-411724	CLM	Julia Jensen	1964-03-28	UHC-01842-56	8856956043	8676 Sunset Blvd, Tampa, FL, 33667	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
CLM-414362	CLM	Barbara Oliver	—	UHC-71536-77	—	2343 Sunset Blvd, Austin, TX, 78778	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-408767	CLM	Amy Young	1955-08-07	—	5853753072	1598 Pine Dr Apt 23, Tucson, AZ, 85784	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-404560	CLM	David Daniels	2001-05-25	UHC-45682-55	—	9352 Maple Ave, Houston, TX, 77043	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405626	CLM	Timothy Howell	1953-09-28	UHC-30686-19	—	5103 Oak St, Plano, TX, 75062	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-432146	CLM	Dunna Lawson	1938-12-06	—	—	789 Mesa Dr, Dallas, TX, 75204	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422096	CLM	Hiroshi Nunaz	1967-05-09	UHC-58279-98	2406932640	1799 Palm Dr, Nashville, TN, 37219	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-419892	CLM	Lucia D Thompson	1985-12-14	UHC-83698-89	2434166660	19 Pine Dr, San Antonio, TX, 78223	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407525	CLM	Kelly Nunez	1969-07-08	—	6934279439	2972 Washington St, Phoenix, AZ, 85025	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-426758	CLM	Angela O Alvarado	1959-12-04	UHC-73919-18	9435286478	8517 Valley View Dr, Jacksonville, FL, 32248	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-429440	CLM	Timothy Jacobs	1971-04-01	UHC-40832-18	—	507 Bayshore Dr, Sacramento, CA	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-414702	CLM	Cynthhia Green	1979-06-21	—	—	1316 Jefferson Ave, Orlando, FL, 32883	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-430920	CLM	Megan Montgomery	1958-12-25	UHC-67886-41	—	3088 Ocean Ave, Tempe, AZ, 85264	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429235	CLM	Natalie Bennett	1981-07-06	UHC-11118-67	3464596515	2327 Palm Dr, Nashville, TN, 37258	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429385	CLM	Madison Graham	1948-02-25	UHC-92091-04	—	1690 Forest Ave, Glendale, AZ, 85369	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402152	CLM	Isabella Padilla	1985-11-09	UHC-80057-92	—	9572 Forest Ave, Jacksonville, FL, 32207	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-430552	CLM	Julie Wilson	1948-09-17	UHC-32209-85	3343421054	6180 Canyon Rd, Orlando, FL, 32839	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405268	CLM	Russell F Gibson	1954-06-12	UHC-03948-12	7956215806	8245 Ocean Ave, San Antonio, TX, 78208	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414527	CLM	Nancy Cole	2002-04-25	UHC-89188-42	—	8672 Bayshore Dr, Atlanta, GA, 30324	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-408750	CLM	Patricia Gomez	1940-10-24	UHC-71807-52	2928418674	3964 Highland Ave, Scottsdale, AZ, 85299	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428602	CLM	Aisha Rojas	1956-12-18	—	—	6374 Ocean Ave, Dallas, TX, 75208	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-406922	CLM	Brenda Coleman	1993-09-06	UHC-19276-60	—	8164 Oak St, Tucson, AZ, 85751	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-419337	CLM	Fatima Espinoza	1987-11-15	—	—	27 Central Ave Apt 1, Miami, FL, 33180	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431362	CLM	Nicole Gonzales	1941-02-13	UHC-80545-64	—	4175 Forest Ave # 860, Orlando, FL	0.64	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+2 more
CLM-406230	CLM	Mkie Murphy	1979-09-25	UHC-74131-37	—	4048 Broadway, Chandler, AZ, 85251	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted ZIP+4 trimmed+2 more
CLM-420670	CLM	Nathan Murray	1947-07-27	—	4319747592	1602 Forest Ave, Minneapolis, MN, 55469	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408601	CLM	Arthur Lucas	1983-09-11	UHC-03901-28	—	2547 Ocean Ave, Nashville, TN, 37228	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-427568	CLM	Fatima Warren	1943-01-18	UHC-57298-39	—	9247 Oak St, Minneapolis, MN, 55453	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-416461	CLM	Jonathan H Mason	1958-03-06	—	2557387009	8561 Mesa Dr Apt 29, Minneapolis, MN, 55467	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431056	CLM	Judith Hernandez	1964-01-21	UHC-86313-17	2045959260	1817 Oak St, Chandler, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more

30,862 rows, page 110 of 618Previous Next