{ "cells": [ { "cell_type": "markdown", "metadata": { "toc": true }, "source": [ "
\n", " | sepal length (cm) | \n", "sepal width (cm) | \n", "petal length (cm) | \n", "petal width (cm) | \n", "
---|---|---|---|---|
0 | \n", "5.1 | \n", "3.5 | \n", "1.4 | \n", "0.2 | \n", "
1 | \n", "4.9 | \n", "3.0 | \n", "1.4 | \n", "0.2 | \n", "
2 | \n", "4.7 | \n", "3.2 | \n", "1.3 | \n", "0.2 | \n", "
3 | \n", "4.6 | \n", "3.1 | \n", "1.5 | \n", "0.2 | \n", "
4 | \n", "5.0 | \n", "3.6 | \n", "1.4 | \n", "0.2 | \n", "
\n", " | cab | \n", "call | \n", "me | \n", "please | \n", "tonight | \n", "you | \n", "
---|---|---|---|---|---|---|
0 | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "1 | \n", "1 | \n", "
1 | \n", "1 | \n", "1 | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "
2 | \n", "0 | \n", "1 | \n", "1 | \n", "2 | \n", "0 | \n", "0 | \n", "
\n", " | cab | \n", "call | \n", "me | \n", "please | \n", "tonight | \n", "you | \n", "
---|---|---|---|---|---|---|
0 | \n", "0 | \n", "1 | \n", "1 | \n", "1 | \n", "0 | \n", "0 | \n", "
\n", " | label | \n", "message | \n", "
---|---|---|
0 | \n", "ham | \n", "Go until jurong point, crazy.. Available only ... | \n", "
1 | \n", "ham | \n", "Ok lar... Joking wif u oni... | \n", "
2 | \n", "spam | \n", "Free entry in 2 a wkly comp to win FA Cup fina... | \n", "
3 | \n", "ham | \n", "U dun say so early hor... U c already then say... | \n", "
4 | \n", "ham | \n", "Nah I don't think he goes to usf, he lives aro... | \n", "
5 | \n", "spam | \n", "FreeMsg Hey there darling it's been 3 week's n... | \n", "
6 | \n", "ham | \n", "Even my brother is not like to speak with me. ... | \n", "
7 | \n", "ham | \n", "As per your request 'Melle Melle (Oru Minnamin... | \n", "
8 | \n", "spam | \n", "WINNER!! As a valued network customer you have... | \n", "
9 | \n", "spam | \n", "Had your mobile 11 months or more? U R entitle... | \n", "
\n", " | label | \n", "message | \n", "label_num | \n", "
---|---|---|---|
0 | \n", "ham | \n", "Go until jurong point, crazy.. Available only ... | \n", "0 | \n", "
1 | \n", "ham | \n", "Ok lar... Joking wif u oni... | \n", "0 | \n", "
2 | \n", "spam | \n", "Free entry in 2 a wkly comp to win FA Cup fina... | \n", "1 | \n", "
3 | \n", "ham | \n", "U dun say so early hor... U c already then say... | \n", "0 | \n", "
4 | \n", "ham | \n", "Nah I don't think he goes to usf, he lives aro... | \n", "0 | \n", "
5 | \n", "spam | \n", "FreeMsg Hey there darling it's been 3 week's n... | \n", "1 | \n", "
6 | \n", "ham | \n", "Even my brother is not like to speak with me. ... | \n", "0 | \n", "
7 | \n", "ham | \n", "As per your request 'Melle Melle (Oru Minnamin... | \n", "0 | \n", "
8 | \n", "spam | \n", "WINNER!! As a valued network customer you have... | \n", "1 | \n", "
9 | \n", "spam | \n", "Had your mobile 11 months or more? U R entitle... | \n", "1 | \n", "
\n", " | ham | \n", "spam | \n", "
---|---|---|
token | \n", "\n", " | \n", " |
00 | \n", "0.0 | \n", "5.0 | \n", "
000 | \n", "0.0 | \n", "23.0 | \n", "
008704050406 | \n", "0.0 | \n", "2.0 | \n", "
0121 | \n", "0.0 | \n", "1.0 | \n", "
01223585236 | \n", "0.0 | \n", "1.0 | \n", "
\n", " | ham | \n", "spam | \n", "
---|---|---|
token | \n", "\n", " | \n", " |
very | \n", "64.0 | \n", "2.0 | \n", "
nasty | \n", "1.0 | \n", "1.0 | \n", "
villa | \n", "0.0 | \n", "1.0 | \n", "
beloved | \n", "1.0 | \n", "0.0 | \n", "
textoperator | \n", "0.0 | \n", "2.0 | \n", "
\n", " | ham | \n", "spam | \n", "spam_ratio | \n", "
---|---|---|---|
token | \n", "\n", " | \n", " | \n", " |
very | \n", "0.017971 | \n", "0.005338 | \n", "0.297044 | \n", "
nasty | \n", "0.000553 | \n", "0.003559 | \n", "6.435943 | \n", "
villa | \n", "0.000276 | \n", "0.003559 | \n", "12.871886 | \n", "
beloved | \n", "0.000553 | \n", "0.001779 | \n", "3.217972 | \n", "
textoperator | \n", "0.000276 | \n", "0.005338 | \n", "19.307829 | \n", "
\n", " | ham | \n", "spam | \n", "spam_ratio | \n", "
---|---|---|---|
token | \n", "\n", " | \n", " | \n", " |
claim | \n", "0.000276 | \n", "0.158363 | \n", "572.798932 | \n", "
prize | \n", "0.000276 | \n", "0.135231 | \n", "489.131673 | \n", "
150p | \n", "0.000276 | \n", "0.087189 | \n", "315.361210 | \n", "
tone | \n", "0.000276 | \n", "0.085409 | \n", "308.925267 | \n", "
guaranteed | \n", "0.000276 | \n", "0.076512 | \n", "276.745552 | \n", "