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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405671	CLM	Diego E Johnston	—	—	—	—	0.68	Name split from “Last, First”Date of birth missing Whitespace trimmed Placeholder values cleared
CLM-402827	CLM	Ruth Wells	—	—	8227708183	7402 Sage Ct # 791, Tempe, AZ, 85264	0.68	Date of birth unreadable Unit split from street Whitespace trimmed Placeholder values cleared
CLM-409266	CLM	Edward Bishop	1986-11-16	UHC-10043-12	3099843614	8152 Lincoln Way, Chandler, AZ, 85231	0.68	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed
CLM-431170	CLM	Paul Valdez	1957-11-17	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-427306	CLM	Michelle Hart	1972-04-06	UHC-85075-29	5489911708	2271 Lake View Rd, Houston, TX, 77096	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
CLM-419606	CLM	Amy Flores	1947-08-22	—	—	8713 Willow Ct, Houston, TX	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
CLM-421821	CLM	Vincent Padilla	1986-01-12	UHC-44861-15	—	1843 Central Ave, San Diego, CA, 92180	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-411408	CLM	Nancy V Castillo	1967-03-21	—	5223231228	8927 Pine Dr Apt 40, Tucson, AZ, 85723	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
CLM-419814	CLM	Adam T Dixon	1974-07-03	UHC-43173-48	—	—	0.68	Two-digit birth year Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-412363	CLM	Roy Stephens	1982-03-13	UHC-38481-78	8614211084	54 Jefferson Ave, Charlotte, NC, 28277	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
CLM-400930	CLM	Lisa Campbell	1982-04-21	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-412209	CLM	Katherine Howell	2006-04-08	UHC-24751-04	—	6115 Indian School Rd, Los Angeles, CA, 90004	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-411452	CLM	Theresa Jimenez	1971-10-04	UHC-78147-56	—	3652 River Rd, Fresno, CA, 93777	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-413143	CLM	Carter Chriistina	1943-10-03	—	5076300680	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-416631	CLM	Dylan Butler	1971-06-18	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-407058	CLM	Benjamin Yang	—	UHC-59355-41	—	8627 Washington St, Phoenix, AZ, 85084	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
CLM-426371	CLM	Heather Pena	—	—	9155561340	6554 Baseline Rd, Tucson, AZ, 85708	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
CLM-432789	CLM	Nancy G Miller	1953-09-11	UHC-43773-54	7795003781	3880 Desert Sky Blvd, Dallas, TX	0.68	Phone reformatted ZIP missing Gender normalised Whitespace trimmed
CLM-432355	CLM	Mariana Morrison	1987-05-16	—	7865220817	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-409045	CLM	Doris Ford	1985-08-03	—	—	4869 Meadow Ln, Mesa, AZ, 85259	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-408839	CLM	Ahmed Vasquez	1956-06-02	UHC-88338-81	—	6948 Camelback Rd, Gilbert, AZ, 85282	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-409285	CLM	Sandra Fox	1971-01-19	—	2352875157	8751 Washington St, Las Vegas, NV	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
CLM-426126	CLM	Logan Lucas	1974-09-21	—	—	6921 Harbor Blvd, Plano, TX, 75041	0.68	Two-digit birth year Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-429196	CLM	Sandra Barnes	1941-11-11	UHC-80935-12	8986438361	—	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-429195	CLM	Sandra Barnes	1941-11-11	UHC-80935-12	8986438361	—	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-411381	CLM	Judy Miller	1994-05-09	—	—	9313 River Rd, Tampa, FL, 33660	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-417126	CLM	Jordan Carr	1977-09-07	UHC-85213-42	—	4252 Park Pl, Jacksonville, FL, 32201	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
CLM-420913	CLM	Richard Franklin	—	—	—	—	0.68	Name split from “Last, First”Date of birth missing Whitespace trimmed Placeholder values cleared
CLM-427642	CLM	Shirley Simpson	1987-07-05	—	—	873 Willow Ct, Eden Prairie, MN	0.68	Phone missing area code ZIP missing Whitespace trimmed Placeholder values cleared
CLM-400526	CLM	George I Nichols	1992-08-10	UHC-59529-24	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-410318	CLM	Angela Moreno	1984-07-14	—	9135859151	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-422100	CLM	Tyler Barnes	1966-03-01	UHC-63428-80	—	2446 Apache Blvd, Jacksonville, FL, 32219	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
CLM-426566	CLM	Peter Olson	1976-02-17	UHC-64174-06	—	1042 Sunset Blvd, Chandler, AZ, 85207	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-416444	CLM	Janice Ramos	1999-11-02	—	4708985083	7210 Ocean Ave, Atlanta, GA, 30381	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-404644	CLM	Sean C Torres	—	—	—	1225 Park Pl, Las Vegas, NV, 89121	0.68	Date of birth unreadable ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-428573	CLM	Gabriel R Barnes	1990-12-06	UHC-60346-86	—	3179 Sage Ct, San Diego, CA, 92114	0.68	Middle initial moved out of first name Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-423661	CLM	Andrew U Nunez	—	UHC-64434-62	—	9834 Elm St # 965, Austin, TX, 78793	0.68	Date of birth unreadable Unit split from street Whitespace trimmed Placeholder values cleared
CLM-421779	CLM	Rachel U Anderson	1940-09-13	—	6015173508	8708 Union St, Las Vegas, NV, 89130	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-416280	CLM	Frank Duncan	1981-04-09	—	3479009627	696 Park Pl, Seattle, WA, 98160	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-419397	CLM	Nicole Barnes	1993-01-26	—	—	—	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-410302	CLM	Brittany Simpson	1992-05-18	UHC-61931-71	6359934670	3674 Church St, Las Vegas, NV, 89106	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
CLM-418702	CLM	Paul Martinez	1953-03-19	—	8315175723	2801 Grand Ave, Fresno, CA	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
CLM-412683	CLM	Ethan Walsh	1941-03-07	—	—	5428 Mountain View Dr, Tampa, FL, 33633	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-412684	CLM	Ethan Walsh	1941-03-07	—	—	5428 Mountain View Dr, Tampa, FL, 33633	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-410326	CLM	Brian W Roberts	—	UHC-10708-73	—	4456 River Rd, Tucson, AZ	0.68	Date of birth missing ZIP missing Whitespace trimmed Placeholder values cleared
CLM-413977	CLM	Lisa Garrett	1941-11-08	—	—	4103 Sage Ct, Houston, TX	0.68	SSN last four extracted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-404888	CLM	Linda Murraay	—	UHC-87160-20	—	9085 Washington St Apt 7, Mesa, AZ, 85250	0.68	Date of birth missing Unit split from street Whitespace trimmed Placeholder values cleared
CLM-411229	CLM	Jacob Vasquez	1985-05-07	UHC-00788-94	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-413468	CLM	Hannah Brown	1961-10-21	UHC-26443-88	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-425065	CLM	Terry Watson	1944-11-06	—	9459152615	706 Forest Ave Apt 23, San Diego, CA, 92144	0.68	Phone reformatted Unit split from street State name converted to code Whitespace trimmed

18,771 rows, page 127 of 376Previous Next