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-421772	CLM	Jose Y Perez	1980-04-25	UHC-94809-39	—	4123 Central Ave, Gilbert, AZ, 85257	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-421288	CLM	Lawrence Johnston	1976-02-23	—	—	4994 Desert Sky Blvd, Tempe, AZ, 85295	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400519	CLM	Joseph Jordan	1959-10-27	UHC-90858-11	2418246598	8423 Palm Dr, Las Vegas, NV, 89143	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-410334	CLM	Abigail Y Martinez	1967-03-08	UHC-84886-97	—	2815 River Rd, Mesa, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-404222	CLM	Janet Ross	2007-08-11	UHC-36044-21	—	4119 Bayshore Dr, Charlotte, NC, 28251	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402171	CLM	Kathryn Stone	1968-08-16	UHC-92523-76	—	4756 Pine Dr, Seattle, WA, 98131	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-415617	CLM	Linda E Green	1970-08-10	—	—	8032 Valley View Dr, Los Angeles, CA, 90038	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-427864	CLM	Jackie M Young	1990-01-01	—	—	5721 Valley View Dr, Gilbert, AZ, 85223	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+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-412011	CLM	Jose W Campbell	1980-01-09	—	—	5850 Union St, Jacksonville, FL, 32269	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430929	CLM	Jason Meyer	2002-12-20	UHC-71924-51	—	412 Canyon Rd, Los Angeles, CA, 90053	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404709	CLM	Charlles Rice	1968-08-21	UHC-28560-68	8182184863	7601 Spring St, Tampa, FL, 33662	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-431354	CLM	Pamela Schmidt	1948-08-12	UHC-00388-35	—	2097 Lake View Rd, Tampa, FL, 33670	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+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-401913	CLM	Sharon Patterson	1968-01-26	UHC-01025-68	—	7671 Central Ave, Atlanta, GA, 30364	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-429354	CLM	Christian Lane	—	UHC-80877-08	—	4761 Ocean Ave, Scottsdale, AZ, 85270	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-425966	CLM	Arjun Fernandez	1950-04-22	UHC-20619-13	9013075807	3885 Park Pl, Minneapolis, MN, 55436	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-431835	CLM	Ryen R Butler	2000-07-04	UHC-03130-93	3875605862	8043 River Rd, Tucson, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-430757	CLM	Jerry Knight	1993-08-06	UHC-14087-46	—	2251 Forest Ave, Los Angeles, CA, 90032	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405177	CLM	Mariana I Carlson	1958-07-21	—	7908141957	3744 Elm St, Minneapolis, MN, 55474	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431517	CLM	Priia Griffin	1991-04-14	UHC-12688-71	—	7957 Elm St, Jacksonville, FL, 32244	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-423749	CLM	Julia Myers	2001-03-08	UHC-12935-90	—	7917 Desert Sky Blvd, Scottsdale, AZ, 85271	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+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-407857	CLM	Ronald Espinoza	1981-09-20	—	—	763 Oak St, Atlanta, GA, 30355	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-429824	CLM	Scott Matrin	2007-07-10	UHC-42759-81	—	3618 Cedar Ln, Dallas, TX, 75214	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418241	CLM	Vincent Silva	1964-12-23	UHC-21678-20	—	1724 Valley View Dr # 352, Miami, FL, 33182	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-416964	CLM	Shirley Q Wag	1946-08-25	—	—	9684 Ridge Rd, Mesa, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-403938	CLM	Jerry Vasquez	2000-12-19	UHC-81842-70	—	3137 Willow Ct, Fresno, CA, 93701	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409081	CLM	Robert Tran	1979-03-12	UHC-15067-68	—	6155 Spring St, Plano, TX, 75008	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-420265	CLM	Christopher T Rios	—	UHC-69476-29	—	8480 Elm St, Plano, TX, 75044	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419848	CLM	Doris Chavez	1945-06-01	UHC-61116-89	—	3286 Bayshore Dr, Gilbert, AZ, 85234	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412390	CLM	Jack Russell	1972-04-12	—	—	7332 Church St, Seattle, WA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-416790	CLM	Fatima Bryant	2001-06-19	UHC-81628-53	—	5830 Willow Ct, Fresno, CA, 93700	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-412633	CLM	Judy Grza	1960-01-16	UHC-43428-27	—	3068 Jefferson Ave, Columbus, OH, 43263	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-419143	CLM	Yuki Perkins	1967-05-28	UHC-55774-23	—	329 Park Pl Apt 3, Dallas, TX, 75207	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-420566	CLM	Roy Young	1964-04-11	UHC-43268-74	6443274383	3149 Mountain View Dr # 640, Jacksonville, FL, 32273	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424230	CLM	Billy Lewis	2001-11-16	UHC-05923-12	—	3868 Harbor Blvd, Miami, FL, 33187	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+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-405877	CLM	Deborah Ramos	1996-05-03	UHC-13452-14	—	2747 Baseline Rd, Los Angeles, CA, 90008	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-409693	CLM	Christian Woods	1949-11-26	—	4828551573	9237 Main St, Plano, TX, 75076	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-421002	CLM	Debra Garza	1984-04-28	UHC-51147-76	—	6588 Ocean Ave, Columbus, OH, 43243	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-432414	CLM	Judy P Henry	1987-05-03	UHC-61460-03	4822949035	1612 Forest Ave, Tempe, AZ, 85263	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416173	CLM	Ethan Q Moore	1993-04-26	—	8555204235	4536 River Rd, Chandler, AZ, 85291	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+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-419374	CLM	Christine Duncan	2004-09-21	—	—	5366 Canyon Rd, Minneapolis, MN, 55465	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407338	CLM	Elijah Sandoval	1995-08-03	UHC-68589-33	—	4630 Market St, Miami, FL, 33145	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421727	CLM	Mason S Garrett	2005-06-06	—	8725199267	6530 Bayshore Dr, Nashville, TN, 37281	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-415907	CLM	Alexis Reynolds	1988-03-04	—	—	5890 Harbor Blvd, Glendale, AZ, 85387	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-407125	CLM	Charles Richards	1999-10-04	UHC-80345-16	3193332198	7872 Hillcrest Rd, San Antonio, TX, 78201	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-429579	CLM	Jacob Peters	1997-09-09	UHC-44382-28	—	7610 Highland Ave, Denver, CO	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more

16,411 rows, page 148 of 329Previous Next