def test_universe():
m = main.matrice()
m.set(0,0)
m = main.tick(m)
assert(m.get(0,0) == 0)
m.set(0,0)
m.set(0,1)
m.set(1,1)
m.set(1,0)
m = main.tick(m)
assert(m.get(1,0) == 1)
assert(m.get(0,0) == 1)
assert(m.get(1,1) == 1)
assert(m.get(0,1) == 1)
m = main.matrice()
m.set(0,0)
m.set(-1,0)
m.set(1,0)
m = main.tick(m)
assert(m.get(0,0) == 1)
assert(m.get(-1,0) == 0)
assert(m.get(1,0) == 0)
assert(m.get(0,1) == 1)
assert(m.get(0,-1) == 1)
assert(m.get(1,1) == 0)
def data_attack():
df = main.lecture_fichier('avril2919.csv')
v = main.matrice(df)
X = v[:, 1:3]
h = main.cluster(80, X, v)
dff = main.attack(h)
root = Tk()
root.geometry("1000x800")
root.pack_propagate(False)
# root.resizable(0,0)
# frame for padding view
frame1 = LabelFrame(root, text="Data Frame")
frame1.place(height=550, width=1200)
# widget
tv1 = ttk.Treeview(frame1)
tv1.place(relheight=1, relwidth=1)
tv1["column"] = list(dff.columns)
tv1["show"] = "headings"
for column in tv1["columns"]:
tv1.heading(column, text=column)
df_rows = dff.to_numpy().tolist()
for row in df_rows:
tv1.insert("", "end", values=row)
treescrolly = Scrollbar(frame1, orient="vertical", command=tv1.yview)
treescrollx = Scrollbar(frame1, orient="horizontal", command=tv1.xview)
tv1.configure(xscrollcommand=treescrollx.set,
yscrollcommand=treescrolly.set)
treescrollx.pack(side="bottom", fill="x")
treescrolly.pack(side="right", fill="y")
root.mainloop()
def cluster():
df = main.lecture_fichier('avril2919.csv')
v = main.matrice(df)
main.ecriture(v)
root = tkinter.Tk()
root.wm_title("Graphe de Cluster")
fig = Figure(figsize=(5, 4), dpi=100)
df = main.lecture_fichier('avril2919.csv')
v = main.matrice(df)
X = v[:, 1:3]
model = KMeans(n_clusters=8)
model.fit(X)
f = model.predict(X)
fig.add_subplot(111).scatter(X[:, 0], X[:, 1], c=f)
b = model.cluster_centers_
fig.add_subplot(111).scatter(b[:, 0], b[:, 1], c='r')
canvas = FigureCanvasTkAgg(fig, master=root)
canvas.draw()
canvas.get_tk_widget().pack(side=tkinter.TOP, fill=tkinter.BOTH, expand=1)
tkinter.mainloop()
def graphe_attack():
df = main.lecture_fichier('avril2919.csv')
v = main.matrice(df)
X = v[:, 1:3]
h = main.cluster(80, X, v)
dff = main.attack(h)
root = tkinter.Tk()
root.wm_title("Graphe des attaques")
fig = Figure(figsize=(8, 6), dpi=90)
dff['entropy ipdst'] = pd.to_numeric(dff['entropy ipdst'])
dff['entropy portdst'] = pd.to_numeric(dff['entropy portdst'])
dff1 = dff.loc[dff['type de scan'] == 'attaque DDoS']
fig.add_subplot(111).scatter(dff['entropy ipdst'],
dff['entropy portdst'],
c='g',
marker='+',
linewidth=3,
alpha=0.9)
fig.add_subplot(111).scatter(dff1['entropy ipdst'],
dff1['entropy portdst'],
c='r',
marker='+',
linewidth=3)
fig.add_subplot(111).annotate('Attaque DDoS',
xy=(3, 1),
xytext=(4, 2),
c='r',
size=15)
fig.add_subplot(111).annotate('Normal',
xy=(3, 1),
xytext=(1.5, 2.7),
c='g',
size=20)
fig.add_subplot(111).grid()
#fig.add_subplot(111).xlim(-1, 6)
fig.add_subplot(111).set_xlabel('Entropy ipdst')
fig.add_subplot(111).set_ylabel('Entropy portdst')
fig.add_subplot(111).set_title('Graphe des attaques DDoS')
canvas = FigureCanvasTkAgg(fig, master=root)
canvas.draw()
canvas.get_tk_widget().pack(side=tkinter.TOP, fill=tkinter.BOTH, expand=1)
tkinter.mainloop()
def bouldin():
root = tkinter.Tk()
root.wm_title("Graphe Elbow")
fig = Figure(figsize=(5, 4), dpi=100)
df = main.lecture_fichier('avril2919.csv')
v = main.matrice(df)
X = v[:, 1:3]
db, slc = main.generer(X, 80)
fig.add_subplot(111).plot(list(slc.keys()), list(slc.values()))
fig.add_subplot(111).set_title('Bouldin')
canvas = FigureCanvasTkAgg(fig, master=root)
canvas.draw()
canvas.get_tk_widget().pack(side=tkinter.TOP, fill=tkinter.BOTH, expand=1)
tkinter.mainloop()
def elbow():
root = tkinter.Tk()
root.wm_title("Graphe Elbow")
fig = Figure(figsize=(5, 4), dpi=100)
df = main.lecture_fichier('avril2919.csv')
v = main.matrice(df)
X = v[:, 1:3]
a, b = main.elbow(X)
fig.add_subplot(111).plot(a, b)
fig.add_subplot(111).set_title('Elbow')
fig.add_subplot(111).set_xlabel('nbr de clusters')
canvas = FigureCanvasTkAgg(fig, master=root)
canvas.draw()
canvas.get_tk_widget().pack(side=tkinter.TOP, fill=tkinter.BOTH, expand=1)
tkinter.mainloop()
def test_matrice():
m = main.matrice()
assert(m.get(0,0) == 0)
m.set(0,0)
assert(m.get(0,0) == 1)
m.die(0,0)
assert(m.get(0,0) == 0)
m.die(0,0)
print("all clear")
m.set(1,1)
m.set(1,2)
print(m.nrNeighbors(2,1))
assert(m.nrNeighbors(2,1) == 2)
assert(m.nrNeighbors(1,1) == 1)
assert(len(m.deadNeighbors(1,1)) == 7)
assert(m.get(0,0) == 1)
assert(m.get(-1,0) == 0)
assert(m.get(1,0) == 0)
assert(m.get(0,1) == 1)
assert(m.get(0,-1) == 1)
assert(m.get(1,1) == 0)
test_universe()
import tkinter
master = tkinter.Tk()
w = tkinter.Canvas(master, width=400, height=400)
w.pack()
m = main.matrice()
m.set(0,0)
m.set(-1,0)
m.set(1,0)
m.set(5,3)
m.set(10,4)
for cell in m.list:
w.create_rectangle(cell[0]*10, cell[1]*10, cell[0]*10+10, cell[1]*10+10, fill="blue")
m = main.tick(m)
assert(m.get(0,0) == 1)
assert(m.get(-1,0) == 0)
assert(m.get(1,0) == 0)
assert(m.get(0,1) == 1)
assert(m.get(0,-1) == 1)
assert(m.get(1,1) == 0)