diff --git a/tp_perceptron_input.txt b/tp_perceptron_input.txt
deleted file mode 100644
index f618506..0000000
--- a/tp_perceptron_input.txt
+++ /dev/null
@@ -1,46 +0,0 @@
-Word	pierre	peter	andrew	ferdinand	constantine	ilyá	nataly	natásha	pétya	joseph	alexander	dmítri	mary	márya	michael	paul	anna	másha	hélène	anatole	hippolyte	lise	sónya	nicholas	platón	cyril	vasíli	bonaparte	napoleon	bagratión	kutúzov	arakchéev	kurákin	bezúkhov	bezúkhova	campan	sorbier	fouché	davout	murat	wolzogen	barclay	kurágin	kurágina	volkónski	ermólov	schérer	dólokhov	karatáev	rostopchín	nesvítski	alexéevich	andréevich	vladímirovich	ivánovich	vasílevich	nikoláevich	pávlovich	milorádovich	mikháylovna	pávlovna	abrámovna	general	colonel	marshal	adjutant	emperor	prince	count	duke	archduke	princess	countess	moscow	petersburg	pávlograd	borodinó	kalúga	paris	vienna	russia	france	austria	|	Label
-war	5	0	11	0	0	0	0	0	0	0	4	0	1	0	2	1	4	0	0	0	0	1	0	4	0	0	2	6	17	1	7	2	2	0	0	0	0	0	0	1	1	2	0	0	0	0	0	0	0	0	1	0	0	0	3	0	0	0	0	1	2	0	12	1	1	4	11	19	4	3	0	3	1	4	1	0	0	0	0	0	8	0	3	|	WAR
-fight	2	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	2	4	0	2	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2	1	0	0	0	0	3	0	0	2	0	0	0	3	0	2	|	WAR
-field	2	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	2	0	0	0	0	4	1	5	1	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	4	0	19	4	3	3	0	0	0	0	1	3	1	1	8	0	1	0	2	0	0	|	WAR
-hospital	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	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	|	WAR
-battle	6	0	10	0	0	0	0	1	2	0	0	0	0	1	0	0	0	0	0	0	0	0	0	2	0	0	0	3	18	3	23	1	0	0	0	0	0	0	0	0	0	3	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	5	0	0	2	3	11	4	0	0	0	2	28	1	0	57	0	1	0	0	0	0	|	WAR
-army	5	0	16	3	1	0	0	1	1	0	3	0	2	0	0	0	1	0	2	1	0	0	3	8	0	0	1	2	30	2	27	0	0	0	0	0	0	0	1	0	1	4	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	10	1	0	2	28	18	2	1	4	1	2	54	7	2	7	5	1	2	8	2	2	|	WAR
-enemy	2	0	4	0	0	0	0	2	0	0	0	0	1	0	0	0	1	0	0	1	0	0	0	1	0	0	0	3	1	0	7	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	3	2	0	0	3	5	1	0	0	1	0	10	0	1	2	0	0	1	6	0	0	|	WAR
-gun	1	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	1	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	1	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	|	WAR
-cannon	5	0	0	0	0	0	0	0	0	0	0	0	0	0	0	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	1	0	0	1	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	0	0	0	0	0	0	|	WAR
-shell	1	0	1	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	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	|	WAR
-attack	1	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	2	0	5	0	0	0	1	2	0	0	1	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	1	0	2	0	4	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	|	WAR
-shoot	2	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	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	|	WAR
-kill	4	0	2	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	4	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	1	4	0	0	0	0	1	1	0	0	1	0	0	0	0	0	1	|	WAR
-desperate	2	0	0	0	0	0	0	1	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	1	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	|	WAR
-die	1	0	2	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	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	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	3	2	0	0	0	1	0	0	0	0	0	0	0	0	0	0	|	WAR
-cavalry	0	1	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	1	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	1	0	0	0	0	0	7	5	1	0	1	3	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	|	WAR
-squadron	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	1	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	2	0	0	1	0	2	0	0	0	0	0	0	1	0	0	0	0	0	0	0	|	WAR
-soldier	17	0	4	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	2	0	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	6	2	0	0	0	0	0	0	0	0	0	0	0	0	0	7	2	3	1	1	4	0	0	0	0	0	4	0	0	0	0	0	0	0	0	0	|	WAR
-marshal	3	0	1	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	3	0	4	1	0	0	0	0	0	0	4	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	4	0	6	5	5	2	0	2	0	3	0	0	0	0	0	0	1	0	0	|	WAR
-colonel	3	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	1	1	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	8	4	0	2	1	4	2	0	0	1	1	0	0	1	0	0	1	0	0	0	0	|	WAR
-general	13	0	13	0	1	1	0	2	0	0	3	0	1	0	2	0	4	0	3	0	1	0	0	4	0	0	2	7	11	3	22	1	0	1	0	3	1	1	4	1	4	6	0	0	1	3	1	0	0	1	2	0	2	0	1	0	0	1	1	0	4	0	18	8	1	14	20	34	10	1	1	3	1	4	8	0	2	0	0	1	1	0	1	|	WAR
-peace	2	0	1	0	0	0	0	1	0	0	3	0	1	0	0	0	0	0	0	0	0	0	2	3	0	0	0	1	7	0	3	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	3	2	0	0	0	1	1	3	0	0	0	0	0	0	2	3	0	|	PEACE
-love	20	0	13	0	0	0	1	47	1	1	1	0	8	0	0	0	1	0	1	6	0	1	18	18	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	3	1	0	0	1	0	0	0	0	0	0	0	1	0	0	1	0	0	0	2	19	1	0	0	10	6	3	0	0	0	0	0	0	1	0	0	|	PEACE
-court	0	0	1	0	0	0	0	0	0	0	2	0	0	0	0	0	3	0	1	1	0	0	0	0	0	0	0	0	3	0	3	0	0	1	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	3	0	1	0	1	0	9	3	3	0	0	0	0	1	4	0	0	0	1	1	0	0	1	|	PEACE
-palace	0	0	3	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	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	6	4	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	|	PEACE
-home	16	0	6	0	0	1	0	10	6	0	0	0	0	0	2	0	2	0	1	1	0	0	4	10	0	0	1	0	2	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	12	5	0	0	1	4	6	2	0	0	0	0	0	0	0	0	|	PEACE
-house	26	0	15	0	0	0	0	15	1	4	3	0	5	3	0	0	1	0	5	1	0	0	6	8	0	1	2	1	1	2	2	0	0	0	1	0	0	0	0	0	0	2	1	0	0	0	0	7	0	0	1	2	0	1	0	0	0	0	0	2	0	1	1	0	1	3	1	32	9	0	0	12	7	29	11	0	1	0	1	0	0	0	0	|	PEACE
-child	9	0	4	0	0	0	0	3	0	0	0	0	2	0	0	0	0	0	0	1	0	0	1	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	6	0	0	0	2	3	0	1	0	0	0	0	0	0	0	0	|	PEACE
-family	5	0	1	0	0	2	0	5	1	0	0	4	1	2	0	0	0	0	1	2	0	0	1	5	0	0	3	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	8	3	0	0	0	4	3	2	0	0	0	0	0	0	0	0	|	PEACE
-friendship	1	0	3	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	2	0	0	1	1	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	1	0	0	0	0	0	0	0	4	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	|	PEACE
-marriage	2	0	2	0	0	0	0	5	0	0	0	0	1	0	0	0	0	0	0	0	0	0	3	1	0	0	1	0	1	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	0	0	0	0	0	0	0	0	0	5	1	0	0	2	1	2	0	0	0	0	0	0	0	0	1	|	PEACE
-wife	24	0	13	0	0	1	0	5	2	1	0	0	7	0	0	0	3	1	4	4	1	2	7	12	0	0	2	0	0	0	0	0	0	2	1	0	0	0	0	0	0	0	2	0	0	0	1	1	0	0	0	1	0	0	0	0	0	0	0	1	2	0	3	0	0	0	1	21	8	0	0	8	10	4	2	0	0	0	0	0	0	0	0	|	PEACE
-husband	5	0	3	0	0	1	0	8	0	0	0	0	4	0	0	0	1	0	3	1	2	1	0	5	0	0	1	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	1	0	2	0	0	0	1	9	3	0	0	1	9	1	3	0	0	0	0	0	0	0	0	|	PEACE
-happy	16	0	6	0	0	0	0	26	2	0	0	0	9	1	0	0	1	0	0	0	0	1	13	3	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	2	0	0	0	1	0	0	4	6	4	0	0	7	2	1	1	0	0	0	0	1	0	0	0	|	PEACE
-joyful	6	0	0	0	0	0	0	5	0	0	0	0	2	0	0	0	0	0	0	0	0	0	1	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	2	0	0	1	0	0	0	0	0	0	0	0	0	0	0	|	PEACE
-joy	5	0	0	0	0	0	0	6	1	0	1	0	3	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	1	1	2	0	0	4	1	0	0	0	0	0	0	0	0	0	0	|	PEACE
-birthday	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	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	|	PEACE
-holiday	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	|	PEACE
-wedding	0	0	0	0	0	0	0	2	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	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	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	|	PEACE
-dress	1	0	3	0	0	0	0	9	0	0	0	0	6	0	0	0	0	0	2	0	0	1	0	2	0	0	1	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	1	4	1	0	0	11	3	0	0	0	0	0	0	0	0	0	0	|	PEACE
-dance	3	0	0	0	0	0	0	2	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	1	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	1	0	2	0	0	0	1	1	0	0	0	0	0	0	0	0	0	|	PEACE
-ballroom	1	0	0	0	0	0	0	6	0	0	0	0	0	2	0	0	1	0	1	1	0	0	1	0	0	0	0	0	0	1	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	1	0	0	0	0	0	2	0	3	0	0	0	3	0	0	0	0	0	0	0	0	0	0	|	PEACE
-ball	7	0	3	0	0	0	0	5	0	0	0	0	0	0	0	0	0	0	2	1	0	0	1	0	0	0	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	3	0	2	0	3	2	1	0	0	1	2	0	2	0	0	1	0	0	0	0	0	|	PEACE
-quiet	7	0	2	0	0	0	0	4	1	1	0	0	4	0	2	0	1	0	0	1	1	0	3	6	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	1	0	0	0	0	6	1	0	0	3	2	1	0	0	1	0	0	0	0	0	0	|	PEACE
-calm	5	0	1	0	0	0	0	5	0	0	0	0	4	0	0	0	0	0	1	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	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	2	0	0	0	5	0	1	1	0	0	0	0	0	0	0	0	|	PEACE
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