added data files and code to read them

model.py

+#! /usr/bin/env python3
+import sys
+import os
+import csv
+
+params = {"layers":[57, 57*2, 1], "test":"TestX.csv", "train":"Train.csv"}
+
+def getData(srcF, isTrain=True):
+    X,y=[],[]
+    with open(srcF) as src:
+        reader = csv.reader(src, delimiter=',')
+        for i,row in enumerate(reader):
+            end = -1 if isTrain else len(row)
+            X.append(row[:end])
+            
+            #correct data type
+            X[i] = [x for x in map(float, X[i][:-2])]
+            X[i].extend([int(X[i][-2]),int(X[i][-1])])
+
+            if isTrain:
+                y.append(int(row[-1]))
+
+    return (X,y)
+
+if __name__ == "__main__":
+    X,y = getData(params["train"])
+    tX,ty = getData(params["test"], isTrain=False)
+

spambase.names.txt

+| SPAM E-MAIL DATABASE ATTRIBUTES (in .names format)
+|
+| 48 continuous real [0,100] attributes of type word_freq_WORD 
+| = percentage of words in the e-mail that match WORD,
+| i.e. 100 * (number of times the WORD appears in the e-mail) / 
+| total number of words in e-mail.  A "word" in this case is any 
+| string of alphanumeric characters bounded by non-alphanumeric 
+| characters or end-of-string.
+|
+| 6 continuous real [0,100] attributes of type char_freq_CHAR
+| = percentage of characters in the e-mail that match CHAR,
+| i.e. 100 * (number of CHAR occurences) / total characters in e-mail
+|
+| 1 continuous real [1,...] attribute of type capital_run_length_average
+| = average length of uninterrupted sequences of capital letters
+|
+| 1 continuous integer [1,...] attribute of type capital_run_length_longest
+| = length of longest uninterrupted sequence of capital letters
+|
+| 1 continuous integer [1,...] attribute of type capital_run_length_total
+| = sum of length of uninterrupted sequences of capital letters
+| = total number of capital letters in the e-mail
+|
+| 1 nominal {0,1} class attribute of type spam
+| = denotes whether the e-mail was considered spam (1) or not (0), 
+| i.e. unsolicited commercial e-mail.  
+|
+| For more information, see file 'spambase.DOCUMENTATION' at the
+| UCI Machine Learning Repository: http://www.ics.uci.edu/~mlearn/MLRepository.html
+
+
+1, 0.    | spam, non-spam classes
+
+word_freq_make:         continuous.
+word_freq_address:      continuous.
+word_freq_all:          continuous.
+word_freq_3d:           continuous.
+word_freq_our:          continuous.
+word_freq_over:         continuous.
+word_freq_remove:       continuous.
+word_freq_internet:     continuous.
+word_freq_order:        continuous.
+word_freq_mail:         continuous.
+word_freq_receive:      continuous.
+word_freq_will:         continuous.
+word_freq_people:       continuous.
+word_freq_report:       continuous.
+word_freq_addresses:    continuous.
+word_freq_free:         continuous.
+word_freq_business:     continuous.
+word_freq_email:        continuous.
+word_freq_you:          continuous.
+word_freq_credit:       continuous.
+word_freq_your:         continuous.
+word_freq_font:         continuous.
+word_freq_000:          continuous.
+word_freq_money:        continuous.
+word_freq_hp:           continuous.
+word_freq_hpl:          continuous.
+word_freq_george:       continuous.
+word_freq_650:          continuous.
+word_freq_lab:          continuous.
+word_freq_labs:         continuous.
+word_freq_telnet:       continuous.
+word_freq_857:          continuous.
+word_freq_data:         continuous.
+word_freq_415:          continuous.
+word_freq_85:           continuous.
+word_freq_technology:   continuous.
+word_freq_1999:         continuous.
+word_freq_parts:        continuous.
+word_freq_pm:           continuous.
+word_freq_direct:       continuous.
+word_freq_cs:           continuous.
+word_freq_meeting:      continuous.
+word_freq_original:     continuous.
+word_freq_project:      continuous.
+word_freq_re:           continuous.
+word_freq_edu:          continuous.
+word_freq_table:        continuous.
+word_freq_conference:   continuous.
+char_freq_;:            continuous.
+char_freq_(:            continuous.
+char_freq_[:            continuous.
+char_freq_!:            continuous.
+char_freq_$:            continuous.
+char_freq_#:            continuous.
+capital_run_length_average: continuous.
+capital_run_length_longest: continuous.
+capital_run_length_total:   continuous.