michel.wang
3 years ago
1 changed files with 111 additions and 0 deletions
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from tkinter import * |
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import numpy as np |
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def lecture(name): |
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lst_date = [] |
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lst_conso = [] |
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lst_t_moy = [] |
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lst_t_ref = [] |
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with open(name) as fic: |
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fic.readline() |
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for ligne in fic: |
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date,conso, t_moy, t_ref = ligne.split(';') |
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lst_date.append(date) |
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lst_conso.append(float(conso)) |
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lst_t_moy.append(float(t_moy)) |
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lst_t_ref.append(float(t_ref)) |
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return(np.array(lst_date), np.array(lst_conso), np.array(lst_t_moy), np.array(lst_t_ref)) |
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def estBissextile(a): |
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"""regarde si l'année correspond à une année bissextile""" |
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return (a%4==0 and a%100!=0) or a%400==0 |
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def distance (pos1, pos2): |
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"""fonction distance qui prend en paramètre 2 tuples (Numéro du jour, Température moyenne, température de référence) et qui renvoie un nombre réel représentant la distance euclidienne""" |
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x1, y1, z1 = pos1 |
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x2, y2, z2 = pos2 |
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diff_njour1, diff_njour2 = x1-x2, x2-x1 |
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if (x1-x2) <= (x2-x1): |
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diff = x1-x2 |
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else: |
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diff = x2-x1 |
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return np.sqrt((diff)**2)+((y1-y2)**2)+((z1-z2)**2) |
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def kPlusProches(echantillon, donnees, k): |
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""" à reprendre -> !! TOTAL CHAOS !! U_u 0w0 *_* """ |
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voisins = [] |
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for i in range(len(donnees)): |
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date, t_moy, t_ref, conso = donnees[i] |
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d = distance(echantillon, (date, t_moy, t_ref)) |
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voisins.append((d, i)) |
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voisins = sorted(voisins) |
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return [voisins[i][1] for i in range(k)] |
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def numeroJour(date): |
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"""renvoie le numéro du jour dans l'année de la date "2442-04-24" """ |
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print(type(date)) |
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date = date.split('-') |
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a, m, j = date |
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a, m, j = int(a), int(m), int(j) |
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if (estBissextile(int(a))): |
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mois = (0,31,60,91,121,152,182,213,244,274,305,335,366) |
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else: |
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mois = (0,31,59,90,120,151,181,212,243,273,304,334,365) |
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return int(mois[m-1] + j) |
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def PuissanceMoyenne(consos, i_voisins): |
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"""renvoie la puissance moyenne, prend en entrée une liste triée en fonction de la distance""" |
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res = 0 |
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for el in i_voisins: |
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res += consos[el] |
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return res/(len(i_voisins)) |
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def triAvecIndices(lst): |
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"""J'sais même pas ce que je fais""" |
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tab_i= [] |
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tab = [] |
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for i in range(len(lst)): |
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tab_i.append(i) |
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tab = list(zip(lst, tab_i)) |
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return tab |
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num_jour = [] |
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dates, consos, t_pics, t_refs = lecture("pic-journalier-consommation.csv") |
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for date in dates: |
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num_jour.append(numeroJour(date)) |
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coords = list(zip(num_jour, t_pics, t_refs, consos)) |
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def recup(): |
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t_moy, t_ref, date, k_input = int(temp_moy.get()), int(temp_ref.get()), value_date.get(), int(nbk.get()) |
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print(PuissanceMoyenne(consos, kPlusProches((numeroJour(date), t_moy, t_ref), coords, 20))) |
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label.configure(text=((PuissanceMoyenne(consos, kPlusProches((numeroJour(date), t_moy, t_ref), coords, k_input))))) |
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fenetre = Tk() |
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label = Label(fenetre, text="Prévision consommation électrique") |
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label.grid(row=0, column=2, pady = 10) |
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Button(fenetre, text='Quitter', borderwidth=1, command=fenetre.destroy).grid(row=5, column=6, pady = 10, padx = 50) |
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value_date = StringVar() |
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temp_moy = Entry(fenetre, text='temp_moy', width=100) |
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temp_moy.grid(row=4, column=2) |
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temp_ref = Entry(fenetre, text='temp_ref', width=100) |
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temp_ref.grid(row=5, column=2) |
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f_date = Entry(fenetre, textvariable=value_date, width=100) |
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f_date.grid(row=6, column=2) |
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bout = Button(text='Lancer', command=recup) |
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bout.grid(row=8, column=2) |
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label = Label(fenetre, text="Choisir le nombre k") |
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label.grid(row=10, column=2, pady = 10) |
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nbk = Entry(fenetre, text='value_k_input', width=100) |
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nbk.grid(row=12, column = 2) |
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fenetre.mainloop() |
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