John works as a Antispam Researcher as well as he has to escape from spam. Help him in order to analyze and
classify
the
spam
data using
XG
Boost
Classifier


Email No.	the	to	ect	and	for	of	a	you	hou	in	on	is	this	enron	i	be	that	will	have	with	your	at	we	s	are	it	by	com	as	from	gas	or	not	me	deal	if	meter	hpl	please	re	e	any	our	corp	can	d	all	has	was	know	need	an	forwarded	new	t	may	up	j	mmbtu	should	do	am	get	out	see	no	there	price	daren	but	been	company	l	these	let	so	would	m	into	xls	farmer	attached	us	information	they	message	day	time	my	one	what	only	http	th	volume	mail	contract	which	month	more	robert	sitara	about	texas	nom	energy	pec	questions	www	deals	volumes	pm	ena	now	their	file	some	email	just	also	call	change	other	here	like	b	flow	net	following	p	production	when	over	back	want	original	them	below	o	ticket	c	he	could	make	inc	report	march	contact	were	days	list	nomination	system	who	april	number	sale	don	its	first	thanks	business	help	per	through	july	forward	font	free	daily	use	order	today	r	had	fw	set	plant	statements	go	gary	oil	line	sales	w	effective	well	tenaska	take	june	x	within	nbsp	she	how	north	america	being	under	next	week	than	january	last	two	service	purchase	name	less	height	off	agreement	k	work	tap	group	year	based	transport	after	think	made	each	available	changes	due	f	h	services	smith	send	management	stock	sent	ll	co	office	needs	cotten	did	actuals	u	money	before	looking	then	pills	online	request	look	desk	ami	his	same	george	chokshi	point	delivery	friday	does	size	august	product	pat	width	iv	noms	address	above	sure	give	october	future	find	market	n	mary	vance	melissa	said	internet	still	account	those	down	link	hsc	rate	people	pipeline	best	actual	very	end	home	houston	tu	high	her	team	products	many	currently	spot	receive	good	such	going	process	feb	monday	info	david	lloyd	again	both	click	subject	jackie	december	total	na	lisa	ve	september	hours	until	resources	because	aol	february	where	g	investment	issue	duke	since	pay	show	way	global	computron	further	most	place	offer	natural	activity	eastrans	graves	right	prices	date	john	utilities	november	clynes	jan	securities	meeting	susan	hplc	julie	able	received	align	term	id	revised	thursday	pg	fee	hplno	trading	additional	site	txu	data	wellhead	reply	taylor	news	unify	michael	provide	note	much	access	lannou	every	between	keep	tuesday	review	great	tom	put	done	long	save	section	must	v	part	nd	million	check	trade	bob	created	steve	prior	copy	continue	numbers	via	world	demand	hanks	contracts	phone	transaction	customer	possible	pefs	meyers	months	special	without	used	regarding	software	howard	support	buy	young	meters	thru	believe	gcs	cec	entered	control	dec	face	create	weissman	st	color	come	supply	brian	hplo	own	correct	customers	web	allocation	soon	using	development	mark	low	power	problem	once	however	tickets	border	performance	manager	rates	center	companies	risk	details	needed	international	field	even	someone	doc	fuel	lee	paid	while	start	index	include	nominations	act	pricing	scheduled	gathering	type	href	during	aimee	anything	feel	fuels	getting	advice	why	increase	path	sell	works	issues	three	enronxgate	camp	either	form	security	interest	financial	family	xp	plan	current	top	another	src	spreadsheet	allen	wednesday	read	him	working	wynne	add	deliveries	buyback	allocated	firm	james	marketing	tx	results	got	stocks	calpine	might	operations	position	logistics	fax	cost	party	zero	pops	old	pt	scheduling	flowed	dollars	update	gco	katy	including	follow	yahoo	already	suite	error	past	page	stop	changed	book	program	few	better	operating	equistar	move	cotton	aep	y	state	ees	rita	provided	employees	period	morning	cd	hotmail	entex	swing	real	exchange	tomorrow	lst	counterparty	parker	person	follows	valid	visit	little	professional	quality	confirm	something	megan	brenda	around	windows	im	storage	accounting	called	ranch	tax	problems	case	teco	fact	always	too	unsubscribe	amount	coastal	never	rodriguez	love	acton	shut	pipe	project	hope	limited	invoice	credit	full	survey	ray	carlos	anyone	wanted	yet	ic	scott	years	charlie	soft	notice	advise	addition	donald	lsk	wish	katherine	website	hplnl	schumack	prescription	cover	shares	cash	imbalance	united	handle	big	everyone	style	clear	producer	weekend	city	requested	stone	left	payment	mobil	shows	small	confirmed	technology	meet	extend	life	intended	sherlyn	schedule	else	letter	box	bill	richard	lamphier	complete	ever	release	newsletter	anita	clem	having	herod	beginning	papayoti	try	mike	enter	estimates	location	cut	question	things	personal	feedback	cialis	found	area	dow	terms	central	necessary	man	run	reason	third	midcon	charge	president	de	listed	meds	thomas	thought	capital	added	ask	weeks	investing	commercial	star	several	easy	view	cannot	extended	lauri	beaumont	union	times	open	cause	monthly	action	offers	industry	states	side	mailto	probably	neal	second	stephanie	download	flash	agree	mcf	transfer	doing	important	basis	different	final	koch	exxon	remove	microsoft	interested	application	sept	mg	write	lp	east	requirements	code	value	thank	together	exploration	mid	dfarmer	everything	receipt	thu	afternoon	late	enserch	coming	bank	response	tell	shipping	night	events	cynthia	lsp	close	legal	country	direct	expected	ces	corporation	options	really	voip	nominated	etc	latest	potential	priced	edward	valero	material	stack	victor	redeliveries	loss	remember	baumbach	option	private	longer	aware	included	drugs	public	reinhardt	version	hesse	discuss	related	asked	say	viagra	revision	bgcolor	kind	pro	completed	health	ready	plans	registered	regards	carthage	zone	fill	away	computer	systems	industrial	mentioned	told	therefore	growth	sold	track	reports	south	rd	jim	costs	image	expect	return	physical	el	browser	donna	stacey	begin	china	duty	approximately	showing	unit	jones	hard	verify	updated	eol	cs	orders	talk	trying	base	given	server	source	pathed	strong	bryan	directly	risks	whole	major	users	purchases	oo	karen	luong	level	required	delivered	portfolio	riley	ali	easttexas	poorman	bellamy	assistance	nothing	gif	thing	retail	didn	valley	department	cleburne	allow	gpgfin	answer	items	paste	avila	taken	mm	nguyen	ensure	reference	hall	later	lone	user	methanol	facility	network	spoke	though	tabs	taking	status	considered	purchased	says	yourself	paliourg	dy	jeff	businesses	fred	transportation	apache	morris	nov	ltd	brand	federal	statement	oasis	reflect	assets	lamadrid	general	bridge	ability	oct	play	enrononline	compliance	spam	availability	king	understanding	chance	quick	effort	points	reliantenergy	fixed	short	hill	cheryl	aepin	key	understand	valign	capacity	game	took	bring	guys	god	green	care	withers	property	hub	johnson	employee	wants	albrecht	meaning	expectations	mx	moved	cernosek	matter	devon	calls	worldwide	records	removed	lose	large	referenced	walker	iferc	enw	ponton	eileen	ship	upon	enerfin	jennifer	looks	staff	pc	target	waha	making	cp	impact	partner	immediately	shall	channel	takes	sat	others	hear	went	travel	listing	approved	processing	early	enough	sally	starting	distribution	tejas	transactions	stay	earl	superty	doesn	reserves	includes	choose	adobe	publisher	paso	cornhusker	training	markets	content	solution	shell	jpg	print	drive	pain	password	half	herrera	saturday	moopid	hotlist	balance	super	vacation	sex	happy	excess	existing	fund	stella	share	sign	wells	won	four	text	card	tisdale	fwd	appreciate	non	experience	savings	settlements	draft	couple	informed	biz	watch	plus	sun	expense	images	land	occur	flowing	mar	terry	darren	cheap	weight	dynegy	activities	become	mr	format	attention	entire	photoshop	williams	instructions	neon	janet	contains	ago	friends	against	boas	music	certain	liz	svcs	record	fast	dave	held	mind	ua	publication	differ	comments	fun	rest	instant	agent	communications	director	partners	investors	expedia	kevin	assist	safe	approval	allocate	black	none	intrastate	document	eric	hakemack	expired	lower	active	secure	cc	five	determine	press	colspan	missing	jill	discussion	relief	respect	specific	technologies	al	holmes	white	yesterday	medical	pinion	sorry	men	leave	pass	video	gomes	doctor	projects	limit	air	knle	pharmacy	confirmation	opportunity	involve	notify	gtc	class	ken	started	outage	confidential	room	blue	estimated	officer	reach	messages	database	words	prc	tracked	transition	light	national	hot	offering	gulf	provides	iit	demokritos	mckay	average	wide	heard	files	dan	billed	mccoy	rc	exactly	middle	select	bruce	louisiana	receiving	california	event	roll	mops	william	appear	perfect	html	features	join	greater	sunday	pick	featured	cdnow	prize	reveffo	olsen	expects	estimate	near	common	package	title	whether	bought	evergreen	difference	elizabeth	history	monitor	advised	result	sources	school	unaccounted	paragraph	turn	kimberly	increased	communication	members	concerns	uncertainties	associated	reduce	committed	wi	asap	goes	trader	waiting	canada	worth	representative	claim	ceo	london	discussions	php	brazos	trevino	calling	involved	la	gift	southern	groups	hour	tufco	previously	voice	normally	resolve	efforts	nor	recent	purchasing	county	ok	express	generic	according	respond	situation	hold	lot	interconnect	word	came	west	role	opportunities	corporate	remain	similar	readers	suggestions	subscribers	projections	lead	learn	resolved	agreed	sec	head	enjoy	img	rnd	responsible	outstanding	member	panenergy	american	cass	register	promotions	parties	winfree	selling	usage	appropriate	assignment	media	believes	require	submit	model	spinnaker	copano	facilities	opinion	factors	identified	beverly	ews	gdp	deliver	job	profile	across	neuweiler	suggest	girls	manage	usa	local	bad	greg	vs	fees	digital	cf	strangers	registration	delta	rolex	goliad	hesco	success	primary	quarter	course	chairman	petroleum	notes	medications	ei	instead	fine	lake	pre	force	seek	recipient	gain	placed	age	least	body	asking	discussed	hanson	emails	nominate	ext	known	ones	ed	assigned	htmlimg	means	present	various	invoices	gd	agency	along	located	reflects	solutions	ex	house	cds	br	owner	apr	sullivan	basin	linda	worked	car	seen	properties	booked	higher	store	est	revenue	wait	women	far	met	wholesale	range	kcs	recorded	brown	lots	match	input	grant	providing	huge	investor	kelly	apply	paths	handling	pipes	advantage	analysis	focus	draw	red	origination	connection	planning	wilson	golf	summary	item	bankruptcy	expenses	pgev	encina	beaty	memo	initial	thousand	mills	penis	friend	conversation	multiple	martin	names	bit	dth	talked	behalf	preliminary	button	herein	gisb	coupon	sa	oi	appears	door	texaco	csikos	arrangements	cpr	expires	popular	sending	research	conditions	gb	board	ca	applications	tried	paying	acquisition	reporting	normal	maintenance	resume	announced	attachment	buyer	objectives	prod	represent	sandi	hplnol	government	committee	running	tetco	discount	jo	holding	earlier	positions	happen	mailing	decided	recently	chris	xanax	valium	broadband	individual	station	td	financing	somehow	pena	critical	attend	kristen	inform	highly	hl	phillips	minutes	titles	affiliate	wife	lonestar	charlotte	quickly	paper	test	comes	mobile	internal	privacy	ideas	live	gotten	floor	benefit	percent	ms	dr	ebs	msn	gave	dallas	enterprise	rx	spring	ftar	ooking	hawkins	exclusive	selected	baxter	actually	single	shop	nominates	guarantee	minute	correctly	unique	bid	building	stated	accept	assumptions	centana	senior	pill	kinsey	sap	immediate	goals	category	mitchell	acceptance	termination	sweeney	facts	amazon	arrangement	josey	funds	among	accuracy	mean	rather	kim	egmnom	indicate	updates	extra	adjustment	accounts	lowest	gold	purposes	remaining	talking	entry	road	load	simply	europe	lindley	understood	logos	hi	speed	profit	notified	jackson	z	vols	serve	additionally	shipped	connor	fontfont	q	kept	dollar	jr	almost	fri	paul	documents	analyst	crude	cap	shopping	aug	clearance	schneider	ftworth	father	anticipated	resellers	congress	counterparties	epgt	buying	san	invest	cartwheel	brandywine	wrong	mtbe	split	submitted	hull	gra	children	leader	TRUE	baseload	mb	letters	billion	rights	mtr	heidi	clean	historical	asset	foreign	gr	entity	developed	maybe	jeffrey	transmission	outside	lost	membership	invitation	ocean	legislation	hernandez	pep	payments	wallis	rev	kenneth	seaman	annual	guess	bammel	lines	guadalupe	zivley	exception	example	pathing	revisions	pipelines	equity	budget	wed	dealers	window	juno	claims	bottom	standard	alternative	merchant	braband	topica	telephone	reliant	speculative	yes	en	morgan	cable	edmondson	participate	usb	throughout	checked	myself	contents	fat	investments	six	build	giving	calendar	inherent	edition	darial	hr	trip	pull	moving	concern	proposed	rm	deer	enquiries	alt	tammy	front	reduction	evening	concerning	gets	effect	isn	haven	cowboy	sea	dvd	launch	minimum	changing	built	avoid	chief	stephen	chad	manual	finally	strategy	executive	thousands	conflict	resulting	policy	commission	stand	positive	quantity	programs	airmail	texoma	prepared	austin	matt	intent	uae	citibank	jaquet	hol	harris	min	hplr	advance	weather	terminated	whom	sheet	venturatos	cellpadding	hotel	leading	guaranteed	idea	announce	pleased	award	operational	prepare	schedulers	child	sum	quote	adjusted	warning	issued	ga	cross	detail	pertaining	tess	owe	crow	availabilities	griffin	christy	crosstex	eel	itoy	heart	licensed	overnight	cal	otherwise	luck	stretch	generation	broker	construed	except	traders	carry	column	approx	main	alert	charges	step	revenues	games	gottlob	looked	individuals	beck	stuff	welcome	port	glover	description	daniel	quantities	park	managing	town	seller	summer	tina	dates	eff	dudley	ferc	robin	charles	customerservice	zonedubai	emirates	aeor	clickathome	materia	island	vaughn	sexual	eiben	forms	delete	realize	tailgate	behind	villarreal	lon	benoit	simple	tech	ahead	double	ordering	se	miss	law	eb	post	outlook	equipment	leslie	reeves	org	tools	cold	adjustments	contained	saw	edit	deciding	finance	patti	listbot	river	kathryn	holiday	successful	unable	advisor	pool	bryce	outages	adjust	screen	otc	brent	helps	auto	foot	region	links	contain	knowledge	yvette	dial	pressure	detailed	indicated	charged	sites	makes	female	mcmills	cook	mazowita	meredith	allocations	meetings	particular	environment	drug	search	mailings	designed	rock	measurement	art	corrected	kids	benefits	tv	seems	husband	fix	grow	decision	wireless	mo	conference	interview	levels	copies	cindy	urgent	regular	payroll	shown	consumers	reliable	tr	indicating	coast	greif	severson	tri	vicodin	liquids	significant	intend	usd	pager	avails	spencer	ce	charset	verdana	fully	flynn	da	personnel	multi	closed	vice	administration	gmt	midstream	eye	speckels	studio	cilco	likely	managers	structure	sit	parent	preparation	mix	mmbtus	timing	happening	lottery	killing	acquire	mack	pcx	fares	internationa	notification	swift	identify	areas	separate	unless	producers	allows	pretty	waste	joanie	drop	taxes	premium	teams	choice	largest	addressed	dolphin	ngo	self	davis	htm	ad	graphics	hit	competitive	thus	incorrect	ti	acts	previous	edu	proven	electric	pictures	charlene	benedict	chevron	treatment	lesson	player	sds	wc	intraday	assurance	sdsnom	rebecca	quit	netco	intra	whatever	lyondell	reviewed	solicitation	filings	log	noon	locations	joe	completely	rivers	language	street	automatically	ft	powerful	specials	alone	fyi	properly	proper	explode	decrease	medication	desks	impacted	anywhere	completion	banking	consider	certificate	exercise	zeroed	websites	tonight	diligence	education	club	vegas	affordable	sports	predictions	billing	diamond	posted	prayer	actions	nomad	resuits	jason	purpose	deposit	entertainment	materially	blank	resolution	anderson	nat	rom	soma	organization	aquila	solid	affected	transco	spend	responsibilities	assume	header	accountant	functionality	meant	killed	analysts	rick	rolled	noted	discovered	offices	torch	often	york	joint	briley	competition	guide	intercompany	son	settlement	presently	cart	tim	entries	russ	valadez	rules	molly	apple	atleast	scheduler	pi	hector	dell	opm	hottlist	yap	gone	heal	llc	setting	reached	proposal	hundred	trust	official	table	mcgee	written	operation	cellspacing	laptop	feature	ram	victoria	larry	units	requests	continued	external	pack	couldn	lateral	strictly	resource	although	sr	commodity	pulled	protocol	bed	generated	redmond	girl	apparently	tool	reviews	released	movies	inside	shareholder	rr	compensation	beliefs	foresee	lease	rule	marta	chemical	hillary	hp	tongue	adonis	advises	master	eight	wasn	itself	documentation	xl	humble	elsa	pics	hughes	brokered	distribute	consultation	sheri	lists	cannon	treated	factor	putting	verified	releases	enhanced	controls	craig	worksheet	conversion	max	hrs	helpful	hand	producing	dl	developing	design	woman	understands	standards	promotion	sarco	hospital	ffffff	respective	richmond	conoco	driver	easily	sean	den	gateway	holdings	brad	college	gains	adult	dated	em	mcloughlin	anticipates	henderson	julia	negotiations	sofftwaares	garrick	comstock	trochta	imceanotes	ecom	larger	nommensen	coordinate	partnership	otcbb	announces	louis	dealer	reliance	season	agua	dulce	offshore	gathered	forever	function	happened	sample	easier	aim	pa	expensive	thinks	maximum	war	mining	drilling	owned	todd	advanced	provider	pending	providers	silver	cherry	hundreds	thoughts	addresses	beach	baby	requires	caused	variance	extension	carbide	anytime	adding	triple	dawn	martinez	entering	login	bretz	ls	writeoff	locker	wiil	block	blood	romeo	responsibility	brennan	btu	venture	connected	nascar	opinions	executed	cell	flag	doctors	invoiced	marlin	coffey	nice	amazing	ii	determined	handled	keeping	touch	upgrade	shipment	brought	forwarding	confidence	hesitate	seem	electronic	appreciated	deadline	franklin	heather	reasons	passed	safety	procedures	payback	networks	utility	count	africa	exact	creating	loading	processed	court	tier	sender	att	mailbox	glad	buddy	profiles	portion	protection	compressor	okay	oba	finding	heads	bar	turned	remote	illustrator	oem	noticed	mails	darron	nick	urbanek	jerry	barrett	ehronline	und	abdv	egm	couid	technoiogies	owns	improved	eat	moment	owners	develop	installed	videos	frank	hearing	inches	busy	ref	valuable	et	un	url	shawna	iso	capture	extremely	ya	causing	consent	anyway	round	discrepancies	cheapest	confidentiality	disclosure	prohibited	vol	correction	communicate	processes	spain	shareholders	supported	smoking	mine	biggest	erections	platform	miles	exciting	association	die	restricted	ma	income	goal	bane	collection	nathan	wind	piece	familiar	gore	experiencing	pico	mai	dewpoint	tessie	hair	bussell	diane	delivering	originally	accurate	began	seven	tracking	randall	gay	emerging	prescriptions	story	arial	florida	space	ownership	european	sutton	concerned	male	spent	agreements	industries	picture	filled	continues	death	choate	majeure	device	hence	ten	campaign	massive	eyes	requesting	lives	reminder	eliminate	copied	consemiu	died	sound	offered	expressed	anti	duplicate	steps	books	improve	implementation	gives	ac	peggy	proprietary	ways	advertisement	published	earnings	mortgage	consumer	ct	tape	fl	cia	organizational	agenda	rental	carriere	moshou	church	trouble	medium	aggressive	smart	zajac	ail	participants	gap	earthlink	wire	trades	messaging	ut	wil	richardson	blvd	glo	seneca	pubiisher	imited	isc	contacts	sleep	kyle	cooperation	possibly	leaving	motor	hopefully	tie	speak	mi	suggested	canadian	uses	connect	pvr	rich	places	auction	po	spacer	client	recommended	royalty	amended	default	living	regardless	human	bringing	focused	stores	variety	netherlands	leaders	bowen	salary	signed	penny	loan	desktop	chase	pleasure	compare	session	overall	stranger	length	planned	sp	darrel	raise	palestinian	expiration	serial	premiere	suzanne	reduced	players	applicable	impotence	buckley	wayne	hansen	indicative	sabrae	dating	winners	marshall	highest	ea	presentation	allowed	square	danny	gepl	hydrocarbon	alpine	christmas	muscle	souza	relating	begins	ecf	forth	answers	audit	approve	lunch	types	starts	difficult	le	lasts	series	till	edge	growing	covered	shipper	sometime	republic	filter	sooner	increasing	nelson	percentage	returned	pop	interface	kin	experienced	prime	merger	obtain	ryan	servers	attachments	achieve	effects	gov	examples	procedure	explore	caribbean	rally	amounts	comfort	attempt	greatly	amelia	engel	delay	fare	der	cove	filing	fletcher	leth	undervalued	cents	esther	hlavaty	reid	lls	troy	palmer	metals	las	carter	luis	migration	brief	hess	therein	ur	pond	joanne	community	tglo	eogi	ml	wysak	felipe	errors	affect	convenient	minimal	boost	incremental	decide	reserve	superior	kerr	willing	quite	wild	unlimited	sans	mother	computers	unfortunately	ordered	satisfaction	priority	traded	testing	portal	ward	lets	aren	knows	refer	shot	fda	tue	saying	cancel	forecast	cousino	bass	permanent	phones	technical	whose	objective	cards	distributed	learning	fire	drill	towards	forget	explosion	gloria	formula	redelivery	audio	visual	encoding	approach	doubt	staffing	excite	corel	tm	enronavailso	contacting	alland	heavy	economic	nigeria	milwaukee	phillip	curve	returns	padre	kathy	buttons	sir	vary	sounds	disclose	authority	flw	straight	worldnet	beemer	ooo	defs	thorough	officers	flight	prefer	awesome	macintosh	feet	constitutes	formosa	porn	armstrong	driscoll	watches	newsietter	twenty	tommy	fields	method	setup	allocating	initially	missed	clarification	especially	dorcheus	del	millions	insurance	pooling	trial	tennessee	ellis	direction	bold	catch	performing	accepted	matters	batch	continuing	winning	symbol	offsystem	decisions	produced	ended	greatest	degree	solmonson	imbalances	fall	fear	hate	fight	reallocated	debt	reform	australia	plain	prompt	remains	ifhsc	enhancements	connevey	jay	valued	lay	infrastructure	military	allowing	ff	dry	Prediction
Email 1	0	0	1	0	0	0	2	0	0	0	0	1	0	0	2	0	0	0	0	0	0	0	0	3	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	2	4	0	0	0	0	0	0	0	0	0	0	0	0	0	4	0	0	1	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	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	1	0	0	0	1	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	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	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	1	1	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	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	1	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	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	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	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	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	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	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	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	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	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	1	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	1	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	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	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	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	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	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	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	0	0	1	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	0	0	0	0	0



give me python program with parameters like :- 
# Calculate accuracy, precision, and F1-score
# Show classification report
# Confusion matrix with plots
plt.title('Confusion Matrix')
plt.xlabel('Predicted')
plt.ylabel('Actual')


# ROC curve
fpr, tpr, _ = roc_curve(y_test, y_score)
roc_auc = roc_auc_score(y_test, y_score)
plt.figure()
plt.plot(fpr, tpr, color='darkorange', lw=2, label=f'ROC curve (area = {roc_auc:.2})')
plt.plot([0, 1], [0, 1], color='navy', lw=2, linestyle=":")  # Correctly specify linestyle
plt.xlim([0.0, 1.0])
plt.ylim([0.0, 1.05])
plt.xlabel('False Positive Rate')
plt.ylabel('True Positive Rate')
plt.title('Receiver Operating Characteristic')
plt.legend(loc="lower right")
plt.show()


# Visualize feature correlations (consider doing this on a subset or using dimensionality reduction)
corr = X_train.corr()  # Can be very intensive and not very informative for high-dimensional data
sns.heatmap(corr, cmap='coolwarm', xticklabels=False, yticklabels=False)
plt.title('Feature Correlation Matrix')
plt.show()

# Density plot of feature values by class
# Assuming a binary classification, 1 for spam and 0 for ham
spam_indices = y_train[y_train == 1].index
ham_indices = y_train[y_train == 0].index

plt.figure(figsize=(10, 6))
for feature in X_train.columns[:5]:  # Example: plot first 5 features
    sns.kdeplot(X_train.loc[spam_indices, feature], label=f'Spam - {feature}')
    sns.kdeplot(X_train.loc[ham_indices, feature], label=f'Ham - {feature}')
    plt.title(f'Density Plot of {feature} by Class')
    plt.legend()
    plt.show()

# Actual vs. Predicted labels plot
plt.figure(figsize=(8, 6))
sns.countplot(y_test, label='Actual', color='blue', alpha=0.5)
sns.countplot(y_pred, label='Predicted', color='red', alpha=0.5)
plt.title('Actual vs. Predicted Label Counts')
plt.legend()
plt.show()




help me write the full python program with all these outputs and without errors:-