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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-427991	CLM	Janice Kennedy	1948-03-14	—	5265523510	7102 Union St, Denver, CO, 80248	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404530	CLM	Heathr Griffin	1987-08-11	UHC-60659-31	—	8521 Palm Dr, Jacksonville, FL, 32278	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400305	CLM	John Brooks	1995-06-08	—	—	2490 Broadway, Mesa, AZ, 85275	0.66	Date of birth reformatted Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-406483	CLM	Shirley R Marshall	1980-07-26	—	—	8918 Park Pl, Denver, CO, 80272	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-410404	CLM	Debbie Smith	1955-02-11	UHC-06521-05	—	805 Market St, Plano, TX, 75081	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-409563	CLM	Carolyn Berry	1961-03-20	UHC-09486-83	—	9798 Main St, Seattle, WA, 98142	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-413070	CLM	Patrick Perez	1975-05-24	UHC-74189-68	—	6266 Cedar Ln, Gilbert, AZ, 85213	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-412583	CLM	Richard Simmons	1979-11-13	UHC-95902-92	—	7176 Market St, Houston, TX, 77050	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-418612	CLM	Douglas F Day	1946-08-13	UHC-15264-54	—	3209 Washington St, Orlando, FL, 32814	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-409645	CLM	Carol N Howell	1942-02-16	UHC-35472-34	4335936242	7900 Mesa Dr, Glendale, AZ, 85340	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-430215	CLM	Timothy Castillo	1982-04-22	UHC-63334-72	5699340485	6656 Hillcrest Rd # 707, Scottsdale, AZ, 85280	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
CLM-401844	CLM	Madisno Wood	1998-01-25	UHC-82152-40	9047880823	7666 Sunset Blvd, Minneapolis, MN	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-402083	CLM	Peter Walker	1985-04-18	UHC-17729-51	—	5541 Palm Dr, Glendale, AZ, 85386	0.66	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+1 more
CLM-420288	CLM	Catherine Wong	1986-10-01	UHC-29121-35	3306524165	5747 Grand Ave, Jacksonville, FL, 32263	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-420196	CLM	Sharon Woods	2002-07-05	UHC-33271-36	—	6811 Lake View Rd, Plano, TX	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-413171	CLM	Susan Thompson	1978-07-14	UHC-86388-83	—	3690 Cedar Ln, Mesa, AZ, 85291	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-413644	CLM	Lauren Hill	1970-11-09	—	—	7973 Park Pl, Denver, CO, 80283	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-428002	CLM	Helen Garia	1973-01-28	—	9082605200	8801 Forest Ave, Fresno, CA, 93720	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-426936	CLM	Ashley Garza	1971-09-10	—	—	6125 Park Pl, Plano, TX, 75086	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+1 more
CLM-413589	CLM	Ahmed Hayes	1995-10-10	UHC-59600-25	2407723846	1557 Baseline Rd, Fresno, CA, 93702	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-415605	CLM	Jeffrey Black	1965-06-10	UHC-98383-43	—	3498 Ridge Rd, Tucson, AZ, 85779	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-418560	CLM	Stephen Cox	1997-04-01	UHC-91227-85	—	9136 Broadway # 863, San Antonio, TX, 78208	0.66	Date of birth reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-421973	CLM	Donald Cole	1981-09-23	UHC-18671-94	4764019642	3084 Camelback Rd, Jacksonville, FL, 32252	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-428499	CLM	Jose Powell	1975-07-26	UHC-57609-34	—	8444 Highland Ave, Chandler, AZ, 85286	0.66	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+1 more
CLM-431473	CLM	Henry Jacobs	1962-05-18	UHC-84856-83	—	6411 Forest Ave, Las Vegas, NV, 89188	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-402619	CLM	Julie Olson	1972-11-08	UHC-69723-76	—	—	0.66	Date of birth reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
CLM-419783	CLM	Lucia E Parker	1955-11-12	UHC-17810-44	—	5680 Elm St, Austin, TX, 78704	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-421033	CLM	Bradley Lane	1938-01-06	UHC-88564-99	—	9269 Valley View Dr # 707, Sacramento, CA, 95818	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-405438	CLM	Yuki Adams	1962-03-16	UHC-26446-16	6326122945	1250 Desert Sky Blvd, Seattle, WA, 98167	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-402371	CLM	Debra Ray	1981-11-28	—	—	2737 Meadow Ln, Miami, FL, 33123	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-402887	CLM	Mark Cole	1958-09-01	—	—	9515 Sunset Blvd, Nashville, TN, 37286	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414165	CLM	Jessica Wang	2003-01-20	UHC-04085-61	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-404618	CLM	Christopher Mendez	1967-07-10	UHC-51704-12	7709234423	2371 Union St, Gilbert, AZ, 85281	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-417762	CLM	Stephen P Salazar	1991-08-14	UHC-65375-07	—	723 Baseline Rd, Atlanta, GA, 30397	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431155	CLM	Christopher Meyer	1997-06-28	UHC-42589-19	5812426596	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-420793	CLM	Diane Lewis	2003-08-05	UHC-27291-77	7765354065	566 Baseline Rd # 329, Atlanta, GA, 30328	0.66	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+1 more
CLM-417135	CLM	Lisa Hernandez	1992-11-25	UHC-98334-19	9855547360	4517 Grand Ave # 310, San Antonio, TX, 78207	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-404173	CLM	—Junk	1957-12-22	UHC-14266-65	—	5404 Market St, Houston, TX, 77069	0.66	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428594	CLM	Adam Baker	1998-11-08	UHC-26096-08	—	1209 Park Pl, Eden Prairie, MN, 55324	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-413138	CLM	Chris S Hamilton	1984-10-03	—	—	1418 Broadway, Seattle, WA, 98108	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413137	CLM	Chris S Hamilton	1984-10-03	—	—	1418 Broadway, Seattle, WA, 98108	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-406199	CLM	Christine Murray	2002-03-11	UHC-13605-88	4796531114	3663 Oak St # 573, Tempe, AZ, 85202	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-405434	CLM	Benjamin Olson	2003-05-25	UHC-22547-34	—	7725 Palm Dr, Las Vegas, NV, 89195	0.66	Date of birth reformatted Member ID reformatted SSN last four extracted Gender normalised+1 more
CLM-410006	CLM	Gerald Fernandez	1951-04-27	—	—	6759 Camelback Rd, Nashville, TN	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-407725	CLM	Carlos Hamilton	1956-01-21	—	—	7313 Desert Sky Blvd, Tampa, FL, 33635	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-418536	CLM	Russell Brown	1941-07-27	UHC-59359-98	—	654 Forest Ave, Orlando, FL, 32804	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-423676	CLM	Brenda Allen	1952-03-07	—	—	2354 Apache Blvd, Atlanta, GA, 30345	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-430611	CLM	Alan Perkins	1961-10-26	—	—	3907 Desert Sky Blvd, Eden Prairie, MN, 55336	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-423284	CLM	Jose Gordon	1994-04-13	UHC-27613-60	—	2402 Willow Ct, Tempe, AZ, 85268	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-423285	CLM	Jose Gordon	1994-04-13	UHC-27613-60	—	2402 Willow Ct, Tempe, AZ, 85268	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more

10,559 rows, page 59 of 212Previous Next