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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-414846	CLM	Christina Gardner	1973-08-26	UHC-75792-58	2524966184	3126 Central Ave, Gilbert, AZ, 85231	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402163	CLM	Cynthia George	1997-10-13	UHC-88626-78	—	8035 Lincoln Way, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-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
CLM-411881	CLM	Kelly Alvarado	1995-09-15	UHC-05605-02	—	2379 Canyon Rd, Jacksonville, FL	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-405046	CLM	Paul Garza	1981-06-15	UHC-77971-56	—	1297 Central Ave, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-417315	CLM	Lori U Obrien	1982-05-16	—	—	232 Indian School Rd, San Diego, CA, 92191	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422837	CLM	Joshua Dominguez	1988-11-04	UHC-51478-26	—	9333 Park Pl, Houston, TX, 77003	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417176	CLM	Russell Herrera	1968-07-06	—	2662400815	8097 Central Ave, Gilbert, AZ, 85222	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-400490	CLM	Frances Bailey	1977-09-15	UHC-79037-98	—	4314 Mountain View Dr, Jacksonville, FL, 32293	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-428208	CLM	Abby Murray	1972-02-02	—	—	3973 Union St, Jacksonville, FL, 32200	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-401555	CLM	Ed Baker	—	—	—	5237 Jefferson Ave, Denver, CO, 80253	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-414797	CLM	Julia Weber	1984-11-10	UHC-99785-70	8412412678	7153 Lake View Rd, Las Vegas, NV, 89124	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-430025	CLM	Natalie I Long	1945-08-09	—	9265518396	7118 Pine Dr, Gilbert, AZ, 85291	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407133	CLM	Sofia C Thomas	2001-05-06	—	—	4069 River Rd, Mesa, AZ, 85254	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-427793	CLM	Alice Austin	1992-08-28	UHC-95346-51	—	8627 Harbor Blvd, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-409542	CLM	Mark Knight	1979-12-25	—	—	7891 Apache Blvd # 767, Eden Prairie, MN, 55391	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429668	CLM	Christine Snyder	1993-04-25	UHC-52575-45	—	5818 River Rd Apt 20, Gilbert, AZ, 85299	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-407959	CLM	Beverly Gonzales	1944-03-03	UHC-28012-85	—	7684 Harbor Blvd, Columbus, OH, 43247	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-432595	CLM	Emily Hamilton	1958-04-24	UHC-45306-29	7927784735	1869 Apache Blvd # 528, San Antonio, TX, 78278	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-423931	CLM	Lori Q Yang	1974-08-09	—	7174754465	5415 Forest Ave, Dallas, TX, 75273	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-424673	CLM	Sandra F Obrien	1975-12-18	UHC-04569-93	4458089307	6992 Jefferson Ave # 177, Fresno, CA, 93777	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-420889	CLM	Doris Bradely	1946-08-01	—	—	158 Cedar Ln, Orlando, FL, 32883	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more

16,411 rows, page 107 of 329Previous Next