Se propone la construcción de un sistema de aprendizaje automático capaz de predecir si un correo determinado se corresponde con un correo de SPAM o no, para ello, se utilizará el siguiente conjunto de datos:
The corpus trec07p contains 75,419 messages:
25220 ham
50199 spam
These messages constitute all the messages delivered to a particular server between these dates:
Sun, 8 Apr 2007 13:07:21 -0400
Fri, 6 Jul 2007 07:04:53 -0400Antes de comenzar a realizar ninguna acción, debemos implementar una función que lea de disco los correos electrónicos que forman parte del conjunto de datos de manera que podamos visualizar el formato que tienen.
Pista: Revisa los archivos que se encuentran en el directorio del conjunto de datos, el archivo full/index contiene la etiqueta de los correos y la ruta al mismo.
with open('full/index', 'r') as f:
print(f.read().splitlines())
['spam ../data/inmail.1', 'ham ../data/inmail.2', 'spam ../data/inmail.3', 'spam ../data/inmail.4', 'spam ../data/inmail.5', 'spam ../data/inmail.6', 'spam ../data/inmail.7', 'spam ../data/inmail.8', 'spam ../data/inmail.9', 'ham ../data/inmail.10', 'spam ../data/inmail.11', 'spam ../data/inmail.12', 'spam ../data/inmail.13', 'spam ../data/inmail.14', 'spam ../data/inmail.15', 'spam ../data/inmail.16', 'spam ../data/inmail.17', 'spam ../data/inmail.18', 'spam ../data/inmail.19', 'ham ../data/inmail.20', 'ham ../data/inmail.21', 'spam ../data/inmail.22', 'spam ../data/inmail.23', 'spam ../data/inmail.24', 'spam ../data/inmail.25', 'spam ../data/inmail.26', 'spam ../data/inmail.27', 'spam ../data/inmail.28', 'ham ../data/inmail.29', 'spam ../data/inmail.30', 'ham ../data/inmail.31', 'spam ../data/inmail.32', 'spam ../data/inmail.33', 'ham ../data/inmail.34', 'spam ../data/inmail.35', 'spam ../data/inmail.36', 'spam ../data/inmail.37', 'spam ../data/inmail.38', 'spam ../data/inmail.39', 'spam ../data/inmail.40', 'spam ../data/inmail.41', 'spam ../data/inmail.42', 'spam ../data/inmail.43', 'spam ../data/inmail.44', 'spam ../data/inmail.45', 'spam ../data/inmail.46', 'spam ../data/inmail.47', 'spam ../data/inmail.48', 'ham ../data/inmail.49', 'ham ../data/inmail.50', 'spam ../data/inmail.51', 'spam ../data/inmail.52', 'spam ../data/inmail.53', 'spam ../data/inmail.54', 'spam ../data/inmail.55', 'spam ../data/inmail.56', 'ham ../data/inmail.57', 'spam ../data/inmail.58', 'ham ../data/inmail.59', 'spam ../data/inmail.60', 'spam ../data/inmail.61', 'ham ../data/inmail.62', 'spam ../data/inmail.63', 'spam ../data/inmail.64', 'spam ../data/inmail.65', 'ham ../data/inmail.66', 'ham ../data/inmail.67', 'spam ../data/inmail.68', 'spam ../data/inmail.69', 'spam ../data/inmail.70', 'ham ../data/inmail.71', 'ham ../data/inmail.72', 'ham ../data/inmail.73', 'spam ../data/inmail.74', 'ham ../data/inmail.75', 'spam ../data/inmail.76', 'ham ../data/inmail.77', 'spam ../data/inmail.78', 'spam ../data/inmail.79', 'spam ../data/inmail.80', 'ham ../data/inmail.81', 'spam ../data/inmail.82', 'spam ../data/inmail.83', 'ham ../data/inmail.84', 'spam ../data/inmail.85', 'ham ../data/inmail.86', 'spam ../data/inmail.87', 'spam ../data/inmail.88', 'ham ../data/inmail.89', 'spam ../data/inmail.90', 'spam ../data/inmail.91', 'spam ../data/inmail.92', 'spam ../data/inmail.93', 'spam ../data/inmail.94', 'spam ../data/inmail.95', 'spam ../data/inmail.96', 'spam ../data/inmail.97', 'spam ../data/inmail.98', 'spam ../data/inmail.99', 'spam ../data/inmail.100', 'spam ../data/inmail.101', 'spam ../data/inmail.102', 'spam ../data/inmail.103', 'spam ../data/inmail.104', 'spam ../data/inmail.105', 'spam ../data/inmail.106', 'spam ../data/inmail.107', 'spam ../data/inmail.108', 'spam ../data/inmail.109', 'spam ../data/inmail.110', 'ham ../data/inmail.111', 'spam ../data/inmail.112', 'spam ../data/inmail.113', 'spam ../data/inmail.114', 'spam ../data/inmail.115', 'spam ../data/inmail.116', 'ham ../data/inmail.117', 'spam ../data/inmail.118', 'spam ../data/inmail.119', 'spam ../data/inmail.120', 'spam ../data/inmail.121', 'spam ../data/inmail.122', 'spam ../data/inmail.123', 'ham ../data/inmail.124', 'spam ../data/inmail.125', 'spam ../data/inmail.126', 'ham ../data/inmail.127', 'spam ../data/inmail.128', 'spam ../data/inmail.129', 'ham ../data/inmail.130', 'spam ../data/inmail.131', 'spam ../data/inmail.132', 'spam ../data/inmail.133', 'spam ../data/inmail.134', 'spam ../data/inmail.135', 'spam ../data/inmail.136', 'spam ../data/inmail.137', 'spam ../data/inmail.138', 'spam ../data/inmail.139', 'spam ../data/inmail.140', 'spam ../data/inmail.141', 'spam ../data/inmail.142', 'spam ../data/inmail.143', 'spam ../data/inmail.144', 'spam ../data/inmail.145', 'spam ../data/inmail.146', 'spam ../data/inmail.147', 'spam ../data/inmail.148', 'spam ../data/inmail.149', 'spam ../data/inmail.150', 'spam ../data/inmail.151', 'ham ../data/inmail.152', 'spam ../data/inmail.153', 'spam ../data/inmail.154', 'spam ../data/inmail.155', 'spam ../data/inmail.156', 'spam ../data/inmail.157', 'spam ../data/inmail.158', 'spam ../data/inmail.159', 'spam ../data/inmail.160', 'spam ../data/inmail.161', 'spam ../data/inmail.162', 'spam ../data/inmail.163', 'ham ../data/inmail.164', 'ham ../data/inmail.165', 'spam ../data/inmail.166', 'spam ../data/inmail.167', 'ham ../data/inmail.168', 'spam ../data/inmail.169', 'spam ../data/inmail.170', 'ham ../data/inmail.171', 'spam ../data/inmail.172', 'spam ../data/inmail.173', 'spam ../data/inmail.174', 'spam ../data/inmail.175', 'spam ../data/inmail.176', 'spam ../data/inmail.177', 'spam ../data/inmail.178', 'spam ../data/inmail.179', 'spam ../data/inmail.180', 'spam ../data/inmail.181', 'spam ../data/inmail.182', 'spam ../data/inmail.183', 'spam ../data/inmail.184', 'spam ../data/inmail.185', 'spam ../data/inmail.186', 'spam ../data/inmail.187', 'spam ../data/inmail.188', 'spam ../data/inmail.189', 'spam ../data/inmail.190', 'spam ../data/inmail.191', 'spam ../data/inmail.192', 'ham ../data/inmail.193', 'spam ../data/inmail.194', 'spam ../data/inmail.195', 'spam ../data/inmail.196', 'spam ../data/inmail.197', 'spam ../data/inmail.198', 'spam ../data/inmail.199', 'spam ../data/inmail.200', 'spam ../data/inmail.201', 'spam ../data/inmail.202', 'spam ../data/inmail.203', 'spam ../data/inmail.204', 'spam ../data/inmail.205', 'spam ../data/inmail.206', 'ham ../data/inmail.207', 'spam ../data/inmail.208', 'spam ../data/inmail.209', 'spam ../data/inmail.210', 'spam ../data/inmail.211', 'spam ../data/inmail.212', 'spam ../data/inmail.213', 'spam ../data/inmail.214', 'spam ../data/inmail.215', 'spam ../data/inmail.216', 'ham ../data/inmail.217', 'spam ../data/inmail.218', 'spam ../data/inmail.219', 'spam ../data/inmail.220', 'spam ../data/inmail.221', 'spam ../data/inmail.222', 'spam ../data/inmail.223', 'spam ../data/inmail.224', 'spam ../data/inmail.225', 'spam ../data/inmail.226', 'spam ../data/inmail.227', 'spam ../data/inmail.228', 'spam ../data/inmail.229', 'spam ../data/inmail.230', 'spam ../data/inmail.231', 'spam ../data/inmail.232', 'spam ../data/inmail.233', 'spam ../data/inmail.234', 'ham ../data/inmail.235', 'ham ../data/inmail.236', 'spam ../data/inmail.237', 'ham ../data/inmail.238', 'spam ../data/inmail.239', 'spam ../data/inmail.240', 'ham ../data/inmail.241', 'spam ../data/inmail.242', 'spam ../data/inmail.243', 'spam ../data/inmail.244', 'spam ../data/inmail.245', 'spam ../data/inmail.246', 'ham ../data/inmail.247', 'ham ../data/inmail.248', 'spam ../data/inmail.249', 'spam ../data/inmail.250', 'spam ../data/inmail.251', 'spam ../data/inmail.252', 'spam ../data/inmail.253', 'spam ../data/inmail.254', 'spam ../data/inmail.255', 'spam ../data/inmail.256', 'spam ../data/inmail.257', 'spam ../data/inmail.258', 'spam ../data/inmail.259', 'spam ../data/inmail.260', 'ham ../data/inmail.261', 'spam ../data/inmail.262', 'ham ../data/inmail.263', 'spam ../data/inmail.264', 'spam ../data/inmail.265', 'spam ../data/inmail.266', 'spam ../data/inmail.267', 'spam ../data/inmail.268', 'spam ../data/inmail.269', 'spam ../data/inmail.270', 'spam ../data/inmail.271', 'ham ../data/inmail.272', 'spam ../data/inmail.273', 'spam ../data/inmail.274', 'spam ../data/inmail.275', 'spam ../data/inmail.276', 'spam ../data/inmail.277', 'spam ../data/inmail.278', 'spam ../data/inmail.279', 'spam ../data/inmail.280', 'ham ../data/inmail.281', 'ham ../data/inmail.282', 'ham ../data/inmail.283', 'spam ../data/inmail.284', 'spam ../data/inmail.285', 'spam ../data/inmail.286', 'spam ../data/inmail.287', 'spam ../data/inmail.288', 'spam ../data/inmail.289', 'spam ../data/inmail.290', 'ham ../data/inmail.291', 'spam ../data/inmail.292', 'spam ../data/inmail.293', 'ham ../data/inmail.294', 'spam ../data/inmail.295', 'spam ../data/inmail.296', 'spam ../data/inmail.297', 'ham ../data/inmail.298', 'ham ../data/inmail.299', 'spam ../data/inmail.300', 'spam ../data/inmail.301', 'ham ../data/inmail.302', 'ham ../data/inmail.303', 'spam ../data/inmail.304', 'spam ../data/inmail.305', 'spam ../data/inmail.306', 'spam ../data/inmail.307', 'spam ../data/inmail.308', 'ham ../data/inmail.309', 'spam ../data/inmail.310', 'ham ../data/inmail.311', 'spam ../data/inmail.312', 'ham ../data/inmail.313', 'ham ../data/inmail.314', 'spam ../data/inmail.315', 'spam ../data/inmail.316', 'spam ../data/inmail.317', 'spam ../data/inmail.318', 'spam ../data/inmail.319', 'spam ../data/inmail.320', 'spam ../data/inmail.321', 'spam ../data/inmail.322', 'spam ../data/inmail.323', 'spam ../data/inmail.324', 'spam ../data/inmail.325', 'spam ../data/inmail.326', 'spam ../data/inmail.327', 'spam ../data/inmail.328', 'spam ../data/inmail.329', 'spam ../data/inmail.330', 'spam ../data/inmail.331', 'ham ../data/inmail.332', 'spam ../data/inmail.333', 'spam ../data/inmail.334', 'spam ../data/inmail.335', 'spam ../data/inmail.336', 'spam ../data/inmail.337', 'spam ../data/inmail.338', 'ham ../data/inmail.339', 'spam ../data/inmail.340', 'ham ../data/inmail.341', 'spam ../data/inmail.342', 'spam ../data/inmail.343', 'spam ../data/inmail.344', 'spam ../data/inmail.345', 'ham ../data/inmail.346', 'spam ../data/inmail.347', 'spam ../data/inmail.348', 'spam ../data/inmail.349', 'spam ../data/inmail.350', 'ham ../data/inmail.351', 'ham ../data/inmail.352', 'spam ../data/inmail.353', 'spam ../data/inmail.354', 'spam ../data/inmail.355', 'ham ../data/inmail.356', 'spam ../data/inmail.357', 'spam ../data/inmail.358', 'spam ../data/inmail.359', 'spam ../data/inmail.360', 'ham ../data/inmail.361', 'spam ../data/inmail.362', 'spam ../data/inmail.363', 'spam ../data/inmail.364', 'spam ../data/inmail.365', 'spam ../data/inmail.366', 'spam ../data/inmail.367', 'spam ../data/inmail.368', 'spam ../data/inmail.369', 'spam ../data/inmail.370', 'spam ../data/inmail.371', 'spam ../data/inmail.372', 'spam ../data/inmail.373', 'spam ../data/inmail.374', 'spam ../data/inmail.375', 'spam ../data/inmail.376', 'spam ../data/inmail.377', 'spam ../data/inmail.378', 'spam ../data/inmail.379', 'spam ../data/inmail.380', 'spam ../data/inmail.381', 'spam ../data/inmail.382', 'spam ../data/inmail.383', 'spam ../data/inmail.384', 'spam ../data/inmail.385', 'spam ../data/inmail.386', 'spam ../data/inmail.387', 'spam ../data/inmail.388', 'spam ../data/inmail.389', 'spam ../data/inmail.390', 'spam ../data/inmail.391', 'spam ../data/inmail.392', 'ham ../data/inmail.393', 'ham ../data/inmail.394', 'ham ../data/inmail.395', 'spam ../data/inmail.396', 'spam ../data/inmail.397', 'spam ../data/inmail.398', 'spam ../data/inmail.399', 'spam ../data/inmail.400', 'spam ../data/inmail.401', 'ham ../data/inmail.402', 'spam ../data/inmail.403', 'spam ../data/inmail.404', 'spam ../data/inmail.405', 'spam ../data/inmail.406', 'spam ../data/inmail.407', 'spam ../data/inmail.408', 'spam ../data/inmail.409', 'spam ../data/inmail.410', 'spam ../data/inmail.411', 'spam 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../data/inmail.449', 'spam ../data/inmail.450', 'spam ../data/inmail.451', 'ham ../data/inmail.452', 'spam ../data/inmail.453', 'spam ../data/inmail.454', 'spam ../data/inmail.455', 'spam ../data/inmail.456', 'spam ../data/inmail.457', 'spam ../data/inmail.458', 'spam ../data/inmail.459', 'spam ../data/inmail.460', 'ham ../data/inmail.461', 'ham ../data/inmail.462', 'spam ../data/inmail.463', 'ham ../data/inmail.464', 'spam ../data/inmail.465', 'spam ../data/inmail.466', 'ham ../data/inmail.467', 'ham ../data/inmail.468', 'spam ../data/inmail.469', 'spam ../data/inmail.470', 'spam ../data/inmail.471', 'spam ../data/inmail.472', 'spam ../data/inmail.473', 'ham ../data/inmail.474', 'spam ../data/inmail.475', 'spam ../data/inmail.476', 'ham ../data/inmail.477', 'ham ../data/inmail.478', 'spam ../data/inmail.479', 'spam ../data/inmail.480', 'spam ../data/inmail.481', 'spam ../data/inmail.482', 'ham ../data/inmail.483', 'spam ../data/inmail.484', 'ham ../data/inmail.485', 'spam 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../data/inmail.74995', 'spam ../data/inmail.74996', 'spam ../data/inmail.74997', 'spam ../data/inmail.74998', 'spam ../data/inmail.74999', 'spam ../data/inmail.75000', 'spam ../data/inmail.75001', 'spam ../data/inmail.75002', 'spam ../data/inmail.75003', 'ham ../data/inmail.75004', 'spam ../data/inmail.75005', 'spam ../data/inmail.75006', 'spam ../data/inmail.75007', 'spam ../data/inmail.75008', 'spam ../data/inmail.75009', 'spam ../data/inmail.75010', 'spam ../data/inmail.75011', 'spam ../data/inmail.75012', 'spam ../data/inmail.75013', 'ham ../data/inmail.75014', 'spam ../data/inmail.75015', 'spam ../data/inmail.75016', 'spam ../data/inmail.75017', 'ham ../data/inmail.75018', 'spam ../data/inmail.75019', 'spam ../data/inmail.75020', 'ham ../data/inmail.75021', 'ham ../data/inmail.75022', 'ham ../data/inmail.75023', 'spam ../data/inmail.75024', 'spam ../data/inmail.75025', 'spam ../data/inmail.75026', 'ham ../data/inmail.75027', 'spam ../data/inmail.75028', 'ham ../data/inmail.75029', 'spam ../data/inmail.75030', 'spam ../data/inmail.75031', 'spam ../data/inmail.75032', 'spam ../data/inmail.75033', 'spam ../data/inmail.75034', 'spam ../data/inmail.75035', 'spam ../data/inmail.75036', 'spam ../data/inmail.75037', 'spam ../data/inmail.75038', 'spam ../data/inmail.75039', 'spam ../data/inmail.75040', 'spam ../data/inmail.75041', 'spam ../data/inmail.75042', 'spam ../data/inmail.75043', 'spam ../data/inmail.75044', 'spam ../data/inmail.75045', 'spam ../data/inmail.75046', 'spam ../data/inmail.75047', 'spam ../data/inmail.75048', 'spam ../data/inmail.75049', 'spam ../data/inmail.75050', 'ham ../data/inmail.75051', 'spam ../data/inmail.75052', 'spam ../data/inmail.75053', 'spam ../data/inmail.75054', 'spam ../data/inmail.75055', 'spam ../data/inmail.75056', 'spam ../data/inmail.75057', 'spam ../data/inmail.75058', 'spam ../data/inmail.75059', 'ham ../data/inmail.75060', 'spam ../data/inmail.75061', 'spam ../data/inmail.75062', 'spam ../data/inmail.75063', 'ham ../data/inmail.75064', 'spam ../data/inmail.75065', 'ham ../data/inmail.75066', 'spam ../data/inmail.75067', 'ham ../data/inmail.75068', 'ham ../data/inmail.75069', 'ham ../data/inmail.75070', 'ham ../data/inmail.75071', 'spam ../data/inmail.75072', 'spam ../data/inmail.75073', 'ham ../data/inmail.75074', 'spam ../data/inmail.75075', 'spam ../data/inmail.75076', 'spam ../data/inmail.75077', 'spam ../data/inmail.75078', 'ham ../data/inmail.75079', 'spam ../data/inmail.75080', 'spam ../data/inmail.75081', 'spam ../data/inmail.75082', 'ham ../data/inmail.75083', 'spam ../data/inmail.75084', 'ham ../data/inmail.75085', 'ham ../data/inmail.75086', 'ham ../data/inmail.75087', 'spam ../data/inmail.75088', 'spam ../data/inmail.75089', 'spam ../data/inmail.75090', 'spam ../data/inmail.75091', 'spam ../data/inmail.75092', 'ham ../data/inmail.75093', 'spam ../data/inmail.75094', 'spam ../data/inmail.75095', 'spam ../data/inmail.75096', 'spam ../data/inmail.75097', 'spam ../data/inmail.75098', 'spam ../data/inmail.75099', 'ham ../data/inmail.75100', 'spam ../data/inmail.75101', 'ham ../data/inmail.75102', 'ham ../data/inmail.75103', 'spam ../data/inmail.75104', 'spam ../data/inmail.75105', 'ham ../data/inmail.75106', 'spam ../data/inmail.75107', 'spam ../data/inmail.75108', 'ham ../data/inmail.75109', 'spam ../data/inmail.75110', 'ham ../data/inmail.75111', 'spam ../data/inmail.75112', 'spam ../data/inmail.75113', 'spam ../data/inmail.75114', 'ham ../data/inmail.75115', 'spam ../data/inmail.75116', 'spam ../data/inmail.75117', 'spam ../data/inmail.75118', 'ham ../data/inmail.75119', 'spam ../data/inmail.75120', 'spam ../data/inmail.75121', 'spam ../data/inmail.75122', 'spam ../data/inmail.75123', 'ham ../data/inmail.75124', 'spam ../data/inmail.75125', 'ham ../data/inmail.75126', 'spam ../data/inmail.75127', 'spam ../data/inmail.75128', 'spam ../data/inmail.75129', 'spam ../data/inmail.75130', 'spam ../data/inmail.75131', 'spam ../data/inmail.75132', 'spam ../data/inmail.75133', 'ham ../data/inmail.75134', 'spam ../data/inmail.75135', 'spam ../data/inmail.75136', 'spam ../data/inmail.75137', 'spam ../data/inmail.75138', 'spam ../data/inmail.75139', 'ham ../data/inmail.75140', 'spam ../data/inmail.75141', 'ham ../data/inmail.75142', 'spam ../data/inmail.75143', 'ham ../data/inmail.75144', 'ham ../data/inmail.75145', 'ham ../data/inmail.75146', 'spam ../data/inmail.75147', 'spam ../data/inmail.75148', 'ham ../data/inmail.75149', 'spam ../data/inmail.75150', 'ham ../data/inmail.75151', 'spam ../data/inmail.75152', 'ham ../data/inmail.75153', 'ham ../data/inmail.75154', 'spam ../data/inmail.75155', 'spam ../data/inmail.75156', 'spam ../data/inmail.75157', 'spam ../data/inmail.75158', 'spam ../data/inmail.75159', 'spam ../data/inmail.75160', 'spam ../data/inmail.75161', 'ham ../data/inmail.75162', 'spam ../data/inmail.75163', 'spam ../data/inmail.75164', 'spam ../data/inmail.75165', 'ham ../data/inmail.75166', 'ham ../data/inmail.75167', 'spam ../data/inmail.75168', 'spam ../data/inmail.75169', 'spam ../data/inmail.75170', 'spam ../data/inmail.75171', 'spam ../data/inmail.75172', 'spam ../data/inmail.75173', 'spam ../data/inmail.75174', 'spam ../data/inmail.75175', 'spam ../data/inmail.75176', 'spam ../data/inmail.75177', 'ham ../data/inmail.75178', 'spam ../data/inmail.75179', 'spam ../data/inmail.75180', 'ham ../data/inmail.75181', 'spam ../data/inmail.75182', 'ham ../data/inmail.75183', 'spam ../data/inmail.75184', 'ham ../data/inmail.75185', 'ham ../data/inmail.75186', 'spam ../data/inmail.75187', 'ham ../data/inmail.75188', 'spam ../data/inmail.75189', 'spam ../data/inmail.75190', 'spam ../data/inmail.75191', 'spam ../data/inmail.75192', 'spam ../data/inmail.75193', 'ham ../data/inmail.75194', 'spam ../data/inmail.75195', 'spam ../data/inmail.75196', 'spam ../data/inmail.75197', 'spam ../data/inmail.75198', 'spam ../data/inmail.75199', 'spam ../data/inmail.75200', 'spam ../data/inmail.75201', 'spam ../data/inmail.75202', 'spam ../data/inmail.75203', 'spam ../data/inmail.75204', 'spam ../data/inmail.75205', 'spam ../data/inmail.75206', 'spam ../data/inmail.75207', 'spam ../data/inmail.75208', 'spam ../data/inmail.75209', 'spam ../data/inmail.75210', 'spam ../data/inmail.75211', 'spam ../data/inmail.75212', 'spam ../data/inmail.75213', 'spam ../data/inmail.75214', 'ham ../data/inmail.75215', 'ham ../data/inmail.75216', 'spam ../data/inmail.75217', 'spam ../data/inmail.75218', 'spam ../data/inmail.75219', 'spam ../data/inmail.75220', 'spam ../data/inmail.75221', 'spam ../data/inmail.75222', 'spam ../data/inmail.75223', 'spam ../data/inmail.75224', 'spam ../data/inmail.75225', 'spam ../data/inmail.75226', 'spam ../data/inmail.75227', 'spam ../data/inmail.75228', 'spam ../data/inmail.75229', 'spam ../data/inmail.75230', 'spam ../data/inmail.75231', 'spam ../data/inmail.75232', 'spam ../data/inmail.75233', 'spam ../data/inmail.75234', 'spam ../data/inmail.75235', 'spam ../data/inmail.75236', 'spam ../data/inmail.75237', 'spam ../data/inmail.75238', 'spam ../data/inmail.75239', 'spam ../data/inmail.75240', 'spam ../data/inmail.75241', 'spam ../data/inmail.75242', 'spam ../data/inmail.75243', 'spam ../data/inmail.75244', 'ham ../data/inmail.75245', 'spam ../data/inmail.75246', 'spam ../data/inmail.75247', 'spam ../data/inmail.75248', 'spam ../data/inmail.75249', 'ham ../data/inmail.75250', 'spam ../data/inmail.75251', 'spam ../data/inmail.75252', 'spam ../data/inmail.75253', 'spam ../data/inmail.75254', 'spam ../data/inmail.75255', 'spam ../data/inmail.75256', 'spam ../data/inmail.75257', 'spam ../data/inmail.75258', 'spam ../data/inmail.75259', 'spam ../data/inmail.75260', 'spam ../data/inmail.75261', 'spam ../data/inmail.75262', 'spam ../data/inmail.75263', 'spam ../data/inmail.75264', 'spam ../data/inmail.75265', 'ham ../data/inmail.75266', 'ham ../data/inmail.75267', 'spam ../data/inmail.75268', 'spam ../data/inmail.75269', 'ham ../data/inmail.75270', 'spam ../data/inmail.75271', 'spam ../data/inmail.75272', 'ham ../data/inmail.75273', 'spam ../data/inmail.75274', 'spam ../data/inmail.75275', 'spam ../data/inmail.75276', 'spam ../data/inmail.75277', 'ham ../data/inmail.75278', 'ham ../data/inmail.75279', 'ham ../data/inmail.75280', 'spam ../data/inmail.75281', 'spam ../data/inmail.75282', 'spam ../data/inmail.75283', 'spam ../data/inmail.75284', 'spam ../data/inmail.75285', 'spam ../data/inmail.75286', 'ham ../data/inmail.75287', 'spam ../data/inmail.75288', 'spam ../data/inmail.75289', 'spam ../data/inmail.75290', 'spam ../data/inmail.75291', 'ham ../data/inmail.75292', 'spam ../data/inmail.75293', 'spam ../data/inmail.75294', 'spam ../data/inmail.75295', 'spam ../data/inmail.75296', 'spam ../data/inmail.75297', 'ham ../data/inmail.75298', 'spam ../data/inmail.75299', 'spam ../data/inmail.75300', 'spam ../data/inmail.75301', 'spam ../data/inmail.75302', 'ham ../data/inmail.75303', 'spam ../data/inmail.75304', 'spam ../data/inmail.75305', 'spam ../data/inmail.75306', 'spam ../data/inmail.75307', 'ham ../data/inmail.75308', 'spam ../data/inmail.75309', 'spam ../data/inmail.75310', 'spam ../data/inmail.75311', 'spam ../data/inmail.75312', 'spam ../data/inmail.75313', 'spam ../data/inmail.75314', 'spam ../data/inmail.75315', 'spam ../data/inmail.75316', 'spam ../data/inmail.75317', 'ham ../data/inmail.75318', 'spam ../data/inmail.75319', 'ham ../data/inmail.75320', 'spam ../data/inmail.75321', 'spam ../data/inmail.75322', 'spam ../data/inmail.75323', 'spam ../data/inmail.75324', 'ham ../data/inmail.75325', 'spam ../data/inmail.75326', 'spam ../data/inmail.75327', 'spam ../data/inmail.75328', 'spam ../data/inmail.75329', 'spam ../data/inmail.75330', 'spam ../data/inmail.75331', 'spam ../data/inmail.75332', 'spam ../data/inmail.75333', 'spam ../data/inmail.75334', 'spam ../data/inmail.75335', 'spam ../data/inmail.75336', 'ham ../data/inmail.75337', 'spam ../data/inmail.75338', 'ham ../data/inmail.75339', 'spam ../data/inmail.75340', 'spam ../data/inmail.75341', 'spam ../data/inmail.75342', 'ham ../data/inmail.75343', 'spam ../data/inmail.75344', 'spam ../data/inmail.75345', 'spam ../data/inmail.75346', 'ham ../data/inmail.75347', 'spam ../data/inmail.75348', 'spam ../data/inmail.75349', 'spam ../data/inmail.75350', 'spam ../data/inmail.75351', 'spam ../data/inmail.75352', 'spam ../data/inmail.75353', 'ham ../data/inmail.75354', 'spam ../data/inmail.75355', 'ham ../data/inmail.75356', 'spam ../data/inmail.75357', 'spam ../data/inmail.75358', 'spam ../data/inmail.75359', 'spam ../data/inmail.75360', 'ham ../data/inmail.75361', 'ham ../data/inmail.75362', 'spam ../data/inmail.75363', 'spam ../data/inmail.75364', 'spam ../data/inmail.75365', 'ham ../data/inmail.75366', 'spam ../data/inmail.75367', 'spam ../data/inmail.75368', 'spam ../data/inmail.75369', 'ham ../data/inmail.75370', 'spam ../data/inmail.75371', 'ham ../data/inmail.75372', 'ham ../data/inmail.75373', 'spam ../data/inmail.75374', 'spam ../data/inmail.75375', 'ham ../data/inmail.75376', 'ham ../data/inmail.75377', 'ham ../data/inmail.75378', 'ham ../data/inmail.75379', 'spam ../data/inmail.75380', 'spam ../data/inmail.75381', 'spam ../data/inmail.75382', 'spam ../data/inmail.75383', 'ham ../data/inmail.75384', 'spam ../data/inmail.75385', 'ham ../data/inmail.75386', 'spam ../data/inmail.75387', 'spam ../data/inmail.75388', 'spam ../data/inmail.75389', 'spam ../data/inmail.75390', 'ham ../data/inmail.75391', 'spam ../data/inmail.75392', 'spam ../data/inmail.75393', 'spam ../data/inmail.75394', 'spam ../data/inmail.75395', 'spam ../data/inmail.75396', 'spam ../data/inmail.75397', 'spam ../data/inmail.75398', 'spam ../data/inmail.75399', 'spam ../data/inmail.75400', 'spam ../data/inmail.75401', 'spam ../data/inmail.75402', 'spam ../data/inmail.75403', 'spam ../data/inmail.75404', 'spam ../data/inmail.75405', 'spam ../data/inmail.75406', 'spam ../data/inmail.75407', 'spam ../data/inmail.75408', 'ham ../data/inmail.75409', 'ham ../data/inmail.75410', 'spam ../data/inmail.75411', 'spam ../data/inmail.75412', 'spam ../data/inmail.75413', 'spam ../data/inmail.75414', 'spam ../data/inmail.75415', 'spam ../data/inmail.75416', 'ham ../data/inmail.75417', 'ham ../data/inmail.75418', 'spam ../data/inmail.75419']
def leer_correos(indice, num):
with open(indice, 'r') as f:
labels = f.read().splitlines()
# Leemos los correos de disco
X = []
y = []
for l in labels[:num]:
label, email_path = l.split(' ../')
y.append(label)
with open(email_path, errors='ignore') as f:
X.append(f.read())
return X, y
X, y = leer_correos('full/index', 10)
print(y[1])
ham
print(X[0])
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En este caso práctico relacionado con la detección de correos electrónicos de SPAM, el conjunto de datos que disponemos esta formado por correos electrónicos, con sus correspondientes cabeceras y campos adicionales. Por lo tanto, requieren un preprocesamiento previo a que sean ingeridos por el algoritmo de Machine Learning.
Pista: Revisa la clase HTMLParser para implementar esta sección: https://docs.python.org/es/3.8/library/html.parser.html
from html.parser import HTMLParser
class HTMLStripper(HTMLParser):
def __init__(self):
# Inicializamos la clase padre
super().__init__()
# Atributo que almacena los datos
self.data = []
def handle_data(self, data):
self.data.append(data)
html_parser = HTMLStripper()
html_parser.feed(X[0])
print(''.join(html_parser.data))
From RickyAmes@aol.com Sun Apr 8 13:07:32 2007 Return-Path: Received: from 129.97.78.23 ([211.202.101.74]) by speedy.uwaterloo.ca (8.12.8/8.12.5) with SMTP id l38H7G0I003017; Sun, 8 Apr 2007 13:07:21 -0400 Received: from 0.144.152.6 by 211.202.101.74; Sun, 08 Apr 2007 19:04:48 +0100 Message-ID: From: "Tomas Jacobs" Reply-To: "Tomas Jacobs" To: the00@speedy.uwaterloo.ca Subject: Generic Cialis, branded quality@ Date: Sun, 08 Apr 2007 21:00:48 +0300 X-Mailer: Microsoft Outlook Express 6.00.2600.0000 MIME-Version: 1.0 Content-Type: multipart/alternative; boundary="--8896484051606557286" X-Priority: 3 X-MSMail-Priority: Normal Status: RO Content-Length: 988 Lines: 24 ----8896484051606557286 Content-Type: text/html; Content-Transfer-Encoding: 7Bit Do you feel the pressure to perform and not rising to the occasion?? Try Viagra..... your anxiety will be a thing of the past and you will be back to your old self. ----8896484051606557286--
print(X[2])
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def strip_tags(text):
html_stripper = HTMLStripper()
html_stripper.feed(text)
return ''.join(html_stripper.data)
print(strip_tags(X[0]))
From RickyAmes@aol.com Sun Apr 8 13:07:32 2007 Return-Path: Received: from 129.97.78.23 ([211.202.101.74]) by speedy.uwaterloo.ca (8.12.8/8.12.5) with SMTP id l38H7G0I003017; Sun, 8 Apr 2007 13:07:21 -0400 Received: from 0.144.152.6 by 211.202.101.74; Sun, 08 Apr 2007 19:04:48 +0100 Message-ID: From: "Tomas Jacobs" Reply-To: "Tomas Jacobs" To: the00@speedy.uwaterloo.ca Subject: Generic Cialis, branded quality@ Date: Sun, 08 Apr 2007 21:00:48 +0300 X-Mailer: Microsoft Outlook Express 6.00.2600.0000 MIME-Version: 1.0 Content-Type: multipart/alternative; boundary="--8896484051606557286" X-Priority: 3 X-MSMail-Priority: Normal Status: RO Content-Length: 988 Lines: 24 ----8896484051606557286 Content-Type: text/html; Content-Transfer-Encoding: 7Bit Do you feel the pressure to perform and not rising to the occasion?? Try Viagra..... your anxiety will be a thing of the past and you will be back to your old self. ----8896484051606557286--
Además de eliminar los posibles tags HTML que se encuentren en el correo electrónico, deben realizarse otras acciones de preprocesamiento para evitar que los mensajes contengan ruido innecesario. Entre ellas se encuentra la eliminación de los signos de puntuación, eliminación de posibles campos del correo electrónico que no son relevantes o eliminación de los afijos de una palabra manteniendo únicamente la raiz de la misma (Stemming).
Pista 1: Ten en cuenta que los correos electrónicos se encuentran en bruto y, por lo tanto, contienen valores que no nos van a resultar de interés, por ejemplo, las cabeceras o el pie del correo electrónico. Utiliza el paquete externo email para procesar los correos y eliminar todo menos el cuerpo del mismo.
import email
pcorreo = email.message_from_string(X[0])
cuerpo_email = pcorreo.get_payload()
cuerpo_email
[<email.message.Message at 0x2c7fb5ac4c0>]
cuerpo_email[0].get_payload()
'<html>\n<body bgcolor="#ffffff">\n<div style="border-color: #00FFFF; border-right-width: 0px; border-bottom-width: 0px; margin-bottom: 0px;" align="center">\n<table style="border: 1px; border-style: solid; border-color:#000000;" cellpadding="5" cellspacing="0" bgcolor="#CCFFAA">\n<tr>\n<td style="border: 0px; border-bottom: 1px; border-style: solid; border-color:#000000;">\n<center>\nDo you feel the pressure to perform and not rising to the occasion??<br>\n</center>\n</td></tr><tr>\n<td bgcolor=#FFFF33 style="border: 0px; border-bottom: 1px; border-style: solid; border-color:#000000;">\n<center>\n\n<b><a href=\'http://excoriationtuh.com/?lzmfnrdkleks\'>Try <span>V</span><span>ia<span></span>gr<span>a</span>.....</a></b></center>\n</td></tr><td><center>your anxiety will be a thing of the past and you will<br>\nbe back to your old self.\n</center></td></tr></table></div></body></html>\n\n'
def get_body(correo):
# Definicion una funcion interna que procese el cuerpo
def parse_body(payload):
body = []
if type(payload) is str:
return [payload]
elif type(payload) is list:
for p in payload:
body += parse_body(p.get_payload())
return body
pcorreo = email.message_from_string(correo)
return parse_body(pcorreo.get_payload())
get_body(X[2])
['Mega authenticV I A G R A $ DISCOUNT priceC I A L I S $DISCOUNT priceDo not miss IT, CLICK here.\nhttp://www.moujsjkhchum.com\n\n', '<HTML><HEAD><TITLE>authentic viagra</TITLE></HEAD>\n<BODY>\nMega authentic<br>V I A G R A $ DISCOUNT price<br>C I A L I S $DISCOUNT price<br><a href="http://www.moujsjkhchum.com">Do not miss IT, CLICK here.</a>\n</BODY></HTML>\n']
Pista 2: Una vez que hayas eliminado todos los componentes del correo menos su cuerpo, explora la librería nltk para eliminar signos de puntuación y afijos. Revisa la clase PorterStemmer() de nltk así como los métodos y atributos nltk.corpus.stopwords.words('english'), string.punctuation y nltk.tokenize.word_tokenize
import nltk
stemmer = nltk.PorterStemmer()
stemmer.stem('doing')
'do'
stemmer.stem('making')
'make'
stemmer.stem('have')
'have'
nltk.corpus.stopwords.words('english')
['i', 'me', 'my', 'myself', 'we', 'our', 'ours', 'ourselves', 'you', "you're", "you've", "you'll", "you'd", 'your', 'yours', 'yourself', 'yourselves', 'he', 'him', 'his', 'himself', 'she', "she's", 'her', 'hers', 'herself', 'it', "it's", 'its', 'itself', 'they', 'them', 'their', 'theirs', 'themselves', 'what', 'which', 'who', 'whom', 'this', 'that', "that'll", 'these', 'those', 'am', 'is', 'are', 'was', 'were', 'be', 'been', 'being', 'have', 'has', 'had', 'having', 'do', 'does', 'did', 'doing', 'a', 'an', 'the', 'and', 'but', 'if', 'or', 'because', 'as', 'until', 'while', 'of', 'at', 'by', 'for', 'with', 'about', 'against', 'between', 'into', 'through', 'during', 'before', 'after', 'above', 'below', 'to', 'from', 'up', 'down', 'in', 'out', 'on', 'off', 'over', 'under', 'again', 'further', 'then', 'once', 'here', 'there', 'when', 'where', 'why', 'how', 'all', 'any', 'both', 'each', 'few', 'more', 'most', 'other', 'some', 'such', 'no', 'nor', 'not', 'only', 'own', 'same', 'so', 'than', 'too', 'very', 's', 't', 'can', 'will', 'just', 'don', "don't", 'should', "should've", 'now', 'd', 'll', 'm', 'o', 're', 've', 'y', 'ain', 'aren', "aren't", 'couldn', "couldn't", 'didn', "didn't", 'doesn', "doesn't", 'hadn', "hadn't", 'hasn', "hasn't", 'haven', "haven't", 'isn', "isn't", 'ma', 'mightn', "mightn't", 'mustn', "mustn't", 'needn', "needn't", 'shan', "shan't", 'shouldn', "shouldn't", 'wasn', "wasn't", 'weren', "weren't", 'won', "won't", 'wouldn', "wouldn't"]
import string
list(string.punctuation)
['!',
'"',
'#',
'$',
'%',
'&',
"'",
'(',
')',
'*',
'+',
',',
'-',
'.',
'/',
':',
';',
'<',
'=',
'>',
'?',
'@',
'[',
'\\',
']',
'^',
'_',
'`',
'{',
'|',
'}',
'~']
from nltk.tokenize import word_tokenize
word_tokenize("hola como estas; me llamo santiago...")
['hola', 'como', 'estas', ';', 'me', 'llamo', 'santiago', '...']
Pon todo lo anterior en común y construye una clase EmailParser que procese los emails aplicando todas las transformaciones que hemos implementado en las secciones anteriores.
import email
import re
from nltk.tokenize import word_tokenize
from string import punctuation
from nltk import PorterStemmer
from nltk.corpus import stopwords
class EmailParser:
def parse(self, correo):
# Obtenemos el cuerpo del correo electronico
pcorreo = " ".join(self.get_body(correo))
# Eliminamos los tags HTML
pcorreo = self.strip_tags(pcorreo)
# Eliminamos las urls
pcorreo = self.remove_urls(pcorreo)
# Transformamos el texto en tokens
pcorreo = word_tokenize(pcorreo)
# Eliminamos stopwords
# Eliminamos puntuation
# Hacemos stemming
pcorreo = self.clean_text(pcorreo)
return " ".join(pcorreo)
def get_body(self, correo):
# Definicion una funcion interna que procese el cuerpo
pcorreo = email.message_from_string(correo)
return self._parse_body(pcorreo.get_payload())
def _parse_body(self, payload):
body = []
if type(payload) is str:
return [payload]
elif type(payload) is list:
for p in payload:
body += self._parse_body(p.get_payload())
return body
def strip_tags(self, correo):
html_stripper = HTMLStripper()
html_stripper.feed(correo)
return ''.join(html_stripper.data)
def remove_urls(self, correo):
return re.sub(r"http\S+", "", correo)
def clean_text(self, correo):
pcorreo = []
st = PorterStemmer()
punct = list(punctuation) + ["\n", "\t"]
for word in correo:
if word not in stopwords.words('english') and word not in punct:
# Aplicamos stemming
pcorreo.append(st.stem(word))
return pcorreo
parser = EmailParser()
parser.parse(X[1])
"hi 've updat gulu i check mirror it seem littl typo /debian/readm file exampl ftp //ftp.fr.debian.org/debian/readm '' test lenni access releas dists/test the current test develop snapshot name etch packag test unstabl pass autom test propog releas '' etch replac lenni like readme.html -- yan morin consult en logiciel libr yan.morin savoirfairelinux.com 514-994-1556 -- to unsubscrib email debian-mirrors-request lists.debian.org subject `` unsubscrib '' troubl contact listmast lists.debian.org"
print(X[1])
From bounce-debian-mirrors=ktwarwic=speedy.uwaterloo.ca@lists.debian.org Sun Apr 8 13:09:29 2007 Return-Path: <bounce-debian-mirrors=ktwarwic=speedy.uwaterloo.ca@lists.debian.org> Received: from murphy.debian.org (murphy.debian.org [70.103.162.31]) by speedy.uwaterloo.ca (8.12.8/8.12.5) with ESMTP id l38H9S0I003031 for <ktwarwic@speedy.uwaterloo.ca>; Sun, 8 Apr 2007 13:09:28 -0400 Received: from localhost (localhost [127.0.0.1]) by murphy.debian.org (Postfix) with QMQP id 90C152E68E; Sun, 8 Apr 2007 12:09:05 -0500 (CDT) Old-Return-Path: <yan.morin@savoirfairelinux.com> X-Spam-Checker-Version: SpamAssassin 3.1.4 (2006-07-26) on murphy.debian.org X-Spam-Level: X-Spam-Status: No, score=-1.1 required=4.0 tests=BAYES_05 autolearn=no version=3.1.4 X-Original-To: debian-mirrors@lists.debian.org Received: from xenon.savoirfairelinux.net (savoirfairelinux.net [199.243.85.90]) by murphy.debian.org (Postfix) with ESMTP id 827432E3E5 for <debian-mirrors@lists.debian.org>; Sun, 8 Apr 2007 11:52:35 -0500 (CDT) Received: from [192.168.0.101] (bas6-montreal28-1177925679.dsl.bell.ca [70.53.184.47]) by xenon.savoirfairelinux.net (Postfix) with ESMTP id C1223F69B7 for <debian-mirrors@lists.debian.org>; Sun, 8 Apr 2007 12:52:34 -0400 (EDT) Message-ID: <46191DCE.3020508@savoirfairelinux.com> Date: Sun, 08 Apr 2007 12:52:30 -0400 From: Yan Morin <yan.morin@savoirfairelinux.com> User-Agent: Icedove 1.5.0.10 (X11/20070329) MIME-Version: 1.0 To: debian-mirrors@lists.debian.org Subject: Typo in /debian/README X-Enigmail-Version: 0.94.2.0 Content-Type: text/plain; charset=ISO-8859-1 Content-Transfer-Encoding: 7bit X-Rc-Spam: 2007-01-18_01 X-Rc-Virus: 2006-10-25_01 X-Rc-Spam: 2007-01-18_01 Resent-Message-ID: <tHOiyB.A.jEC.xGSGGB@murphy> Resent-From: debian-mirrors@lists.debian.org X-Mailing-List: <debian-mirrors@lists.debian.org> X-Loop: debian-mirrors@lists.debian.org List-Id: <debian-mirrors.lists.debian.org> List-Post: <mailto:debian-mirrors@lists.debian.org> List-Help: <mailto:debian-mirrors-request@lists.debian.org?subject=help> List-Subscribe: <mailto:debian-mirrors-request@lists.debian.org?subject=subscribe> List-Unsubscribe: <mailto:debian-mirrors-request@lists.debian.org?subject=unsubscribe> Precedence: list Resent-Sender: debian-mirrors-request@lists.debian.org Resent-Date: Sun, 8 Apr 2007 12:09:05 -0500 (CDT) Status: RO Content-Length: 729 Lines: 26 Hi, i've just updated from the gulus and I check on other mirrors. It seems there is a little typo in /debian/README file Example: http://gulus.usherbrooke.ca/debian/README ftp://ftp.fr.debian.org/debian/README "Testing, or lenny. Access this release through dists/testing. The current tested development snapshot is named etch. Packages which have been tested in unstable and passed automated tests propogate to this release." etch should be replace by lenny like in the README.html -- Yan Morin Consultant en logiciel libre yan.morin@savoirfairelinux.com 514-994-1556 -- To UNSUBSCRIBE, email to debian-mirrors-REQUEST@lists.debian.org with a subject of "unsubscribe". Trouble? Contact listmaster@lists.debian.org
def crear_dataset(indice, num):
email_parser = EmailParser()
X, y = leer_correos(indice, num)
X_proc = []
for i, email in zip(range(len(X)), X):
print("\rParsing email: {0}".format(i+1), end='')
X_proc.append(email_parser.parse(email))
return X_proc, y
X, y = crear_dataset('full/index', 30)
Parsing email: 30
X[0]
'do feel pressur perform rise occas tri viagra ..... anxieti thing past back old self'
y[0]
'spam'
X[20]
"gruess v.harishankar schrieb 08.04.07 06:49 i problem hp compaq nx6110 laptop sinc upgrad kernel 2.6.18-4-686 current run version 2.6.18.dfsg.1-12 debian etch i 've unabl get acpi work machin as result i n't get batteri ac statu machin n't power properli i shut if alreadi seen regard hari gruß gerhard -- kernel panic could determin whether bit one zero sqrt 1/pi ... j.k. d-u-g -- to unsubscrib email debian-laptop-request lists.debian.org subject `` unsubscrib '' troubl contact listmast lists.debian.org"
Con las funciones presentadas anteriormente se permite la lectura de los correos electrónicos de manera programática y el procesamiento de los mismos para eliminar aquellos componentes que no resultan de utilidad para la detección de correos de SPAM. Sin embargo, cada uno de los correos sigue estando representado por un string.
La mayoría de los algoritmos de Machine Learning no son capaces de ingerir texto como parte del conjunto de datos. Por lo tanto, deben aplicarse una serie de funciones adicionales que transformen el texto de los correos electrónicos parseados en una representación numérica.
Pista: Revisa la clase CountVectorizer de Sklearn para realizar la codificación.
X[0]
'do feel pressur perform rise occas tri viagra ..... anxieti thing past back old self'
X[10]
'good day visit new onlin drug store save upto 85 today special offer viagra for as low as 1.62 per dose ciali super viagra for as low as 4.38 per dose levitra for as low as 4.44 per dose ... much much special offer today.y need 15 minut to be readi for action most need medic avail viagra ciali levitra propecia much much free ship worlwid no doctor visit no prescript full custom satisfactionclick visit new drugstor best regard good day visit new onlin drug store save= upto 85 today special offer viagra for as low as 1.62 per dose br ciali super viagra for as low as 4.38 per dose levitra for as low as 4.44 per dose ... much much special offer today you need 15 minut to be readi for action most need medic avail viagra ciali levitra prope= cia much much free ship worlwid no doctor visit no prescript full custom satisfact click visit new drugstor best regard'
from sklearn.feature_extraction.text import CountVectorizer
vectorizer = CountVectorizer()
vectorizer.fit([X[0], X[2], X[10]])
CountVectorizer()
vectorizer.get_feature_names()
['15', '38', '44', '62', '85', 'action', 'anxieti', 'as', 'authent', 'authenticv', 'avail', 'back', 'be', 'best', 'br', 'cia', 'ciali', 'click', 'custom', 'day', 'discount', 'do', 'doctor', 'dose', 'drug', 'drugstor', 'feel', 'for', 'free', 'full', 'good', 'it', 'levitra', 'low', 'medic', 'mega', 'minut', 'miss', 'most', 'much', 'need', 'new', 'no', 'occas', 'offer', 'old', 'onlin', 'past', 'per', 'perform', 'prescript', 'pressur', 'pricec', 'pricedo', 'prope', 'propecia', 'readi', 'regard', 'rise', 'satisfact', 'satisfactionclick', 'save', 'self', 'ship', 'special', 'store', 'super', 'thing', 'to', 'today', 'tri', 'upto', 'viagra', 'visit', 'worlwid', 'you']
X_vect = vectorizer.transform([X[2]])
X_vect.toarray()
array([[0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 4, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 2, 0, 2, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 1, 0, 0, 0]], dtype=int64)
X[0]
'do feel pressur perform rise occas tri viagra ..... anxieti thing past back old self'
¡Enhorabuena! Ya tienes la parte más complicada del ejercicio realizada. En este apartado vamos a entrenar un algoritmo de Machine Learning que aprenderá de los vectores anteriores a clasificar los correos en spam y legítimos.
Pista 1: Comienza leyendo un número de correos pequeño para que no tarde demasiado tiempo, por ejemplo 100 correos. Aplica todas las transformaciones que hemos implementado anteriormente sobre ellos.
# Leemos únicamente un subconjunto de 100 correos electrónicos
X, y = crear_dataset('full/index', 100)
Parsing email: 100
Pista 2: Aplica la vectorización al conjunto de datos para representar los correos de manera numérica.
vectorizer = CountVectorizer()
vectorizer.fit(X)
CountVectorizer()
X_vect = vectorizer.transform(X)
X_vect.toarray()
array([[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0],
...,
[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0]], dtype=int64)
import pandas as pd
pd.DataFrame(X_vect.toarray(), columns=[vectorizer.get_feature_names()])
| 00 | 000 | 0000 | 000000 | 000099 | 0001pt | 000m | 0085 | 009 | 00w6yil7xydn0ph8kc0jqlu11p00mybdlyojxkg5qmk | ... | õôõôèõéï | ö¹ | öð | öôööµæ | öø³ðåµ | öþ | öˆ | úàí | þîñòµ¼ | šè | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 95 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 96 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 97 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 98 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 99 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
100 rows × 18467 columns
Pista 3: Entrena el algoritmo LogisticRegression de Sklearn. Este algoritmo se basa en aprendizaje supervisado y funciona exactamente igual que el algoritmo Perceptron que hemos presentado en secciones anteriores.
from sklearn.linear_model import LogisticRegression
clf = LogisticRegression()
clf.fit(X_vect, y)
LogisticRegression()
¡Muy bien, ya casi has terminado! Ya tenemos nuestro algoritmo entrenado y listo para realizar predicciones, lo único que nos queda es probar que tal se comporta para correos que no ha visto nunca.
Pista: Revisa el método predict() que tiene la clase LogisticRegression. Ten en cuenta que cuando recibas un nuevo correo para el que quieres realizar una predicción debes aplicar sobre él todas las transformaciones que hemos realizado anteriormente. Al aplicar la vectorización utiliza únicamente el método transform() del objeto CountVectorizer.
# Leemos 150 correos de nuestro conjunto de datos y nos quedamos únicamente con los 50 últimos
# Estos 50 correos electrónicos no se han utilizado para entrenar el algoritmo
X, y = crear_dataset('full/index', 150)
Parsing email: 150
len(X)
150
X_test = X[100:]
y_test = y[100:]
len(X_test)
50
# Aplicamos CountVectorizer
X_test = vectorizer.transform(X_test)
X_test.toarray()
array([[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0],
...,
[0, 0, 0, ..., 0, 0, 0],
[0, 1, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0]], dtype=int64)
# Prediccion para un correo
y_pred = clf.predict(X_test)
print("\nPrediccion:\n", y_pred)
print("\nEtiquetas reales:\n", y_test)
Prediccion: ['spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'ham' 'spam' 'spam' 'spam' 'spam' 'spam' 'ham' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam' 'spam'] Etiquetas reales: ['spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'ham', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam']
Pista: Utiliza una métrica para evaluar los resultados. En este caso, utiliza la métrica accuracy_score. Puedes encontrar esta métrica implementada en Sklearn.
from sklearn.metrics import accuracy_score
print("Accuracy: {:.3f}".format(accuracy_score(y_test, y_pred)))
Accuracy: 0.940
Nuestro filtro de SPAM ya funciona realmente bien, nos ha dado una precision del 94% y practicamente no se ha equivocado en la clasificaciones. Sin embargo, este tipo de algoritmos suelen funcionar mejor con conjuntos de datos mas grandes. Prueba a entrenar el algoritmo con un conjunto de datos de entrenamiento mas grande.
# Leemos 5000 correos electrónicos
X, y = crear_dataset('full/index', 5000)
Parsing email: 5000
# Utilizamos 4000 correos electrónicos para entrenar el algoritmo y 1000 para realizar pruebas
X_train, y_train = X[:4000], y[:4000]
X_test, y_test = X[4000:], y[4000:]
vectorizer = CountVectorizer()
vectorizer.fit(X_train)
CountVectorizer()
X_train = vectorizer.transform(X_train)
X_train.toarray()
array([[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0],
...,
[0, 0, 0, ..., 0, 0, 0],
[0, 4, 0, ..., 0, 0, 0],
[0, 0, 1, ..., 0, 0, 0]], dtype=int64)
clf = LogisticRegression()
clf.fit(X_train, y_train)
C:\Users\Santiago\anaconda3\envs\cursoPython\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
LogisticRegression()
X_test = vectorizer.transform(X_test)
y_pred = clf.predict(X_test)
y_pred
array(['spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',
'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam',
'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',
'spam', 'ham', 'spam', 'spam', 'spam', 'ham', 'spam', 'ham',
'spam', 'spam', 'spam', 'ham', 'ham', 'ham', 'spam', 'ham', 'ham',
'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'ham', 'ham', 'ham',
'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'ham', 'ham',
'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam',
'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'ham',
'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham',
'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam',
'ham', 'ham', 'spam', 'ham', 'spam', 'spam', 'ham', 'spam', 'ham',
'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam',
'ham', 'ham', 'ham', 'spam', 'ham', 'ham', 'spam', 'spam', 'spam',
'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'ham', 'spam',
'spam', 'spam', 'ham', 'ham', 'spam', 'spam', 'ham', 'spam',
'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam',
'spam', 'ham', 'spam', 'ham', 'ham', 'spam', 'ham', 'spam', 'spam',
'spam', 'spam', 'ham', 'ham', 'spam', 'spam', 'spam', 'spam',
'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam',
'spam', 'spam', 'spam', 'ham', 'spam', 'ham', 'spam', 'spam',
'ham', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam',
'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam',
'ham', 'ham', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'ham',
'spam', 'ham', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam',
'spam', 'ham', 'ham', 'ham', 'ham', 'spam', 'spam', 'ham', 'spam',
'spam', 'spam', 'ham', 'ham', 'spam', 'spam', 'spam', 'spam',
'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'ham', 'ham',
'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',
'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'ham',
'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',
'ham', 'ham', 'ham', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam',
'spam', 'ham', 'spam', 'spam', 'ham', 'ham', 'ham', 'ham', 'ham',
'ham', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham',
'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'ham', 'spam',
'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'ham', 'ham', 'ham',
'ham', 'spam', 'spam', 'ham', 'ham', 'spam', 'spam', 'ham', 'ham',
'spam', 'spam', 'spam', 'spam', 'ham', 'ham', 'ham', 'ham', 'spam',
'ham', 'ham', 'ham', 'ham', 'spam', 'spam', 'ham', 'spam', 'spam',
'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam',
'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'ham', 'ham',
'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham',
'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'ham',
'ham', 'spam', 'spam', 'spam', 'ham', 'spam', 'ham', 'ham', 'ham',
'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',
'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',
'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'ham',
'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham',
'spam', 'ham', 'spam', 'ham', 'spam', 'ham', 'spam', 'ham', 'spam',
'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam',
'spam', 'spam', 'spam', 'ham', 'spam', 'ham', 'spam', 'spam',
'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'ham', 'spam',
'ham', 'ham', 'ham', 'ham', 'spam', 'spam', 'spam', 'ham', 'spam',
'spam', 'ham', 'ham', 'spam', 'spam', 'ham', 'ham', 'spam', 'ham',
'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam',
'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',
'ham', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam',
'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam',
'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam',
'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam',
'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',
'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',
'ham', 'spam', 'spam', 'ham', 'spam', 'spam', 'ham', 'spam', 'ham',
'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',
'spam', 'ham', 'ham', 'spam', 'spam', 'ham', 'spam', 'spam',
'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam',
'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'ham', 'spam',
'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',
'ham', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam',
'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham',
'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam',
'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',
'spam', 'ham', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam',
'spam', 'spam', 'spam', 'ham', 'ham', 'spam', 'spam', 'spam',
'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam',
'ham', 'spam', 'spam', 'spam', 'spam', 'ham', 'ham', 'spam',
'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'ham', 'ham', 'ham',
'ham', 'spam', 'spam', 'spam', 'ham', 'spam', 'ham', 'spam',
'spam', 'ham', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam',
'ham', 'ham', 'ham', 'ham', 'ham', 'spam', 'spam', 'spam', 'ham',
'ham', 'spam', 'spam', 'ham', 'ham', 'ham', 'spam', 'spam', 'spam',
'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',
'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham',
'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam',
'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam',
'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham',
'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',
'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',
'ham', 'spam', 'ham', 'ham', 'spam', 'spam', 'spam', 'spam',
'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',
'ham', 'ham', 'spam', 'spam', 'spam', 'ham', 'spam', 'spam',
'spam', 'spam', 'ham', 'ham', 'spam', 'spam', 'spam', 'ham',
'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam',
'spam', 'spam', 'ham', 'spam', 'ham', 'spam', 'spam', 'spam',
'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',
'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',
'spam', 'spam', 'ham', 'ham', 'spam', 'spam', 'spam', 'spam',
'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',
'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',
'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'ham',
'spam', 'spam', 'ham', 'spam', 'spam', 'ham', 'spam', 'ham',
'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'ham', 'ham',
'spam', 'ham', 'ham', 'spam', 'ham', 'spam', 'spam', 'ham', 'spam',
'spam', 'ham', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam',
'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',
'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham',
'ham', 'spam', 'ham', 'spam', 'ham', 'spam', 'spam', 'spam',
'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',
'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'ham',
'ham', 'spam', 'ham', 'spam', 'spam', 'ham', 'spam', 'spam',
'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam',
'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',
'spam', 'spam', 'spam', 'spam', 'ham', 'ham', 'spam', 'spam',
'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',
'spam', 'ham', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam',
'spam', 'ham', 'spam', 'spam', 'spam', 'spam', 'spam', 'spam',
'spam', 'spam', 'spam', 'ham', 'spam', 'spam', 'spam', 'spam',
'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'spam',
'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'ham',
'spam', 'ham', 'spam', 'spam', 'ham', 'spam', 'spam', 'ham', 'ham',
'spam', 'spam', 'spam', 'spam', 'spam', 'spam', 'ham', 'ham',
'ham', 'spam', 'spam', 'spam', 'ham', 'ham', 'spam', 'ham', 'spam'],
dtype='<U4')
print('Accuracy: {:.3f}'.format(accuracy_score(y_test, y_pred)))
Accuracy: 0.982