Data
drug-directory

drug-directory

active ARFF Publicly available Visibility: public Uploaded 17-02-2021 by Marcos de Paula Bueno
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Product listing data submitted to the U.S. FDA for all unfinished, unapproved drugs.

20 features

PRODUCTTYPENAME (target)string7 unique values
0 missing
ROW_ID (row identifier)numeric120215 unique values
0 missing
PRODUCTIDnominal120215 unique values
0 missing
PRODUCTNDCstring117896 unique values
0 missing
PROPRIETARYNAMEstring45019 unique values
7 missing
PROPRIETARYNAMESUFFIXstring4569 unique values
108397 missing
NONPROPRIETARYNAMEstring19307 unique values
7 missing
DOSAGEFORMNAMEstring139 unique values
0 missing
ROUTENAMEstring192 unique values
2152 missing
STARTMARKETINGDATEnumeric7474 unique values
0 missing
ENDMARKETINGDATEnumeric676 unique values
115624 missing
MARKETINGCATEGORYNAMEstring10 unique values
0 missing
APPLICATIONNUMBERstring11256 unique values
14921 missing
LABELERNAMEstring13388 unique values
0 missing
SUBSTANCENAMEstring9729 unique values
2616 missing
ACTIVE_NUMERATOR_STRENGTHstring10204 unique values
2616 missing
ACTIVE_INGRED_UNITstring2927 unique values
2616 missing
PHARM_CLASSESstring1319 unique values
74252 missing
DEASCHEDULEstring4 unique values
115504 missing
NDC_EXCLUDE_FLAGstring1 unique values
0 missing
LISTING_RECORD_CERTIFIED_THROUGHnumeric2 unique values
4593 missing

19 properties

120215
Number of instances (rows) of the dataset.
20
Number of attributes (columns) of the dataset.
7
Number of distinct values of the target attribute (if it is nominal).
443305
Number of missing values in the dataset.
120215
Number of instances with at least one value missing.
3
Number of numeric attributes.
1
Number of nominal attributes.
0
Percentage of binary attributes.
100
Percentage of instances having missing values.
1
Average class difference between consecutive instances.
18.44
Percentage of missing values.
0
Number of attributes divided by the number of instances.
15
Percentage of numeric attributes.
57.4
Percentage of instances belonging to the most frequent class.
5
Percentage of nominal attributes.
69001
Number of instances belonging to the most frequent class.
0.01
Percentage of instances belonging to the least frequent class.
7
Number of instances belonging to the least frequent class.
0
Number of binary attributes.

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