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242 lines
8.1 KiB
Python
242 lines
8.1 KiB
Python
10 months ago
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import matplotlib.pyplot as plt
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from matplotlib.font_manager import FontProperties
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import pandas as pd
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# Importing data
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med = pd.read_csv('med.csv')
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med_discri = pd.read_csv('med_discri.csv')
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data_plot= pd.read_csv('data_plot.csv')
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############## FILTERING DATA ##############
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# 24 Hrs light intensity
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luxes = med.iloc[0:288,0]
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#Plotting Luxes data
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plt.plot(luxes,'.k')
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plt.xlabel('Sample Number')
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plt.ylabel('[Lx]', rotation=90)
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plt.show()
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# The data filtering function depending on the time. B and e sets upper and lower limits.
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def FilteringData(b,e):
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filtered_med = med[(med['hh'] >= b ) & (med['hh'] <= e)]
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#Saving luxes, temp, hum and power data
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luxesf = filtered_med.iloc[:,0].tolist()
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tempf = filtered_med.iloc[:,1].tolist()
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humf = filtered_med.iloc[:,2].tolist()
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powf = filtered_med.iloc[:,5].tolist()
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return luxesf, tempf, humf, powf
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############## PLOTTING DATA FUNCTION ##############
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#Inputs: Luxes, Temperature, Humidity and Power
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#Output: Vs graph 4x4
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def GenGraph(luxesf, tempf, humf, powf):
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# Generates a figure of size 4x4
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figure, axis = plt.subplots(4,4, figsize=(8,6))
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# Defines limits for plotting luxes, temperature, humidity and power
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luxlim=(2055,48000)
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templim=(13,50)
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humlim=(12,88)
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powlim=(0.68,11.61)
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#Text fontsize
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fontsize=16
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Tfont = FontProperties(family='serif', style='normal',size=fontsize)
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#Tiles fontsize, family font
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font = FontProperties(family='serif',style='italic',size=fontsize)
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#Positon for subplots titles
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Tx=1.15
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Ty=0.36
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#Plotting luxes vs temp, hum, pow: (0,0)-(0,3)
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#Positions the Lux title at thge coordinates (0,0)
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axis[0,0].text(0.5,0.5,'Lux', verticalalignment='center', horizontalalignment='center',font = Tfont)
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# Clears the frame and spines
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for spine in axis[0,0].spines.values():
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spine.set_visible(False)
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axis[0,1].scatter(luxesf,tempf, s=5, c='none', marker='.', facecolors='none', edgecolors='black', alpha=1)
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axis[0,1].set(xlim=luxlim,ylim=templim)
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axis[0,1].set_title('a)',y=Ty, x=Tx)
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axis[0,2].scatter(luxesf,humf, s=5, c='none', marker='.', facecolors='none', edgecolors='black', alpha=1)
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axis[0,2].set(xlim=luxlim,ylim=humlim)
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axis[0,2].set_title('b)',y=Ty, x=Tx)
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axis[0,3].scatter(luxesf,powf, s=5, c='none', marker='.', facecolors='none', edgecolors='black', alpha=1)
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axis[0,3].set(xlim=luxlim,ylim=powlim)
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axis[0,3].set_title('c)',y=Ty, x=Tx)
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#Plotting temp vs luxes, hum and pow: (1,0)-(1,3)
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axis[1,0].scatter(tempf,luxesf, s=5, c='none', marker='o', facecolors='none', edgecolors='black', alpha=0.3)
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axis[1,0].set_title('d)',y=Ty, x=Tx)
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axis[1,0].set(xlim=templim,ylim=luxlim)
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axis[1,0].set_ylim(luxlim)
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#Positions the Temp title at thge coordinates (1,1)
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axis[1,1].text(0.5,0.5,'Temp', fontsize=fontsize, verticalalignment='center', horizontalalignment='center', font = Tfont)
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#Clears the frame and spines
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for spine in axis[1,1].spines.values():
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spine.set_visible(False)
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axis[1,2].scatter(tempf,humf, s=5, c='none', marker='.', facecolors='none', edgecolors='black', alpha=1)
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axis[1,2].set_title('e)',y=Ty, x=Tx)
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axis[1,2].set(xlim=templim,ylim=humlim)
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axis[1,3].scatter(tempf,powf, s=5, c='none', marker='.', facecolors='none', edgecolors='black', alpha=1)
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axis[1,3].set_title('f)',y=Ty, x=Tx)
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axis[1,3].set(xlim=templim,ylim=powlim)
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#Plotting hum vs luxes, temp and pow: (2,0)-(2,3)
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axis[2,0].scatter(humf,luxesf, s=5, c='none', marker='o', facecolors='none', edgecolors='black', alpha=0.3)
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axis[2,0].set_title('g)',y=Ty, x=Tx)
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axis[2,0].set(xlim=humlim,ylim=luxlim)
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axis[2,1].scatter(humf,tempf, s=5, c='none', marker='o', facecolors='none', edgecolors='black', alpha=0.3)
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axis[2,1].set_title('h)',y=Ty, x=Tx)
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axis[2,1].set(xlim=humlim,ylim=templim)
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#Positions the Hum title at thge coordinates (2,2)
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axis[2,2].text(0.5,0.5,'Hum', fontsize=fontsize, verticalalignment='center', horizontalalignment='center', font = Tfont)
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#Clears the frame and spines
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for spine in axis[2,2].spines.values():
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spine.set_visible(False)
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axis[2,3].scatter(humf,powf, s=5, c='none', marker='.', facecolors='none', edgecolors='black', alpha=1)
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axis[2,3].set_title('i)',y=Ty, x=Tx)
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axis[2,3].set(xlim=humlim,ylim=powlim)
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#Plottign power vs luxes, temp and hum: (3,0)-(3,3)
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axis[3,0].scatter(powf,luxesf, s=5, c='none', marker='o', facecolors='none', edgecolors='black', alpha=0.3)
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axis[3,0].set_title('j)',y=Ty, x=Tx)
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axis[3,0].set(xlim=powlim,ylim=luxlim)
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axis[3,1].scatter(powf,tempf, s=5, c='none', marker='o', facecolors='none', edgecolors='black', alpha=0.3)
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axis[3,1].set_title('k)',y=Ty, x=Tx)
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axis[3,1].set(xlim=powlim,ylim=templim)
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axis[3,2].scatter(powf,humf, s=5, c='none', marker='o', facecolors='none', edgecolors='black', alpha=0.3)
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axis[3,2].set_title('l)',y=Ty, x=Tx)
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axis[3,2].set(xlim=powlim,ylim=humlim)
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#Positions the Hum title at thge coordinates (2,2)
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axis[3,3].text(0.5,0.5,'Pow', fontsize=fontsize, verticalalignment='center', horizontalalignment='center', font = Tfont)
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#Clears the frame and spines
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for spine in axis[3,3].spines.values():
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spine.set_visible(False)
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#Clears all graphic's spines and ticks label
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for ax in axis.flat:
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ax.set_xticklabels([])
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ax.set_xticks([])
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ax.set_yticklabels([])
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ax.set_yticks([])
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for text in [ax.title]:
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text.set_font_properties(font)
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#Defines width space and height space
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plt.subplots_adjust(wspace=0.4,hspace=0.06)
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plt.savefig("Graph.png")
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plt.show()
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############## PLOTTING TEMPERATUR BAR FUNCTION ##############
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# Inputs: x data, y data, x limits (xmin,xmax), y limits (ymin,ymax), x title, y title, temperature
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# Output: Vs Graph with Temperature bar
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import numpy as np
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def GenGraphTemp(x,y,xlim,ylim,xtitle,ytitle,temp):
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fig, ax = plt.subplots(figsize=(7,6))
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scatter = ax.scatter(x,y, c=temp, cmap='gray', s=50, edgecolors='none', linewidths=1.5, vmin=0, vmax=70)
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ax.set(xlim=xlim,ylim=ylim, xlabel=xtitle, ylabel=ytitle)
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ax.grid(True, linestyle='--', linewidth=0.5,alpha=0.7)
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ax.tick_params(axis='both', direction='in',length=5,width=1, top=True, right=True)
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ColorBar = fig.colorbar(scatter,ax=ax,label='Temp[°C]')
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plt.savefig(f"{xtitle} vs {ytitle}",".png")
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plt.show()
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############## PLOTTING DATA IN 4X4 ##############
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# Own filtered data
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luxesf, tempf, humf, powf = FilteringData(9,19)
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GenGraph(luxesf,tempf,humf,powf)
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# Data_plot data base
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luxesplt = data_plot.iloc[:,0].tolist()
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tempplt = data_plot.iloc[:,1].tolist()
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humplt = data_plot.iloc[:,2].tolist()
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powplt = data_plot.iloc[:,3].tolist()
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GenGraph(luxesplt,tempplt,humplt,powplt)
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# med data base
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luxesm = med.iloc[:,0].tolist()
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tempm = med.iloc[:,1].tolist()
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humm = med.iloc[:,2].tolist()
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powm = med.iloc[:,5].tolist()
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GenGraph(luxesm,tempm,humm,powm)
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# med_discri data base
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luxesdi = med_discri.iloc[:,0].tolist()
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tempdi = med_discri.iloc[:,1].tolist()
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humdi = med_discri.iloc[:,2].tolist()
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powdi = med_discri.iloc[:,5].tolist()
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GenGraph(luxesdi,tempdi,humdi,powdi)
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############## PLOTTING DATA USING TEMPERATURE BAR ##############
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# Luxes vs Power
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xlim=(2055,51000)
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ylim=(1,12)
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# Own filtered data
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GenGraphTemp(luxesf,powf,xlim,ylim,'Luxes[lx]',"PV's Power[W]",tempf)
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# Data_plot data base
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GenGraphTemp(luxesplt,powplt,xlim,ylim,'Luxes[lx]',"PV's Power[W]",tempplt)
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# med data base
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GenGraphTemp(luxesm,powm,xlim,ylim,'Luxes[lx]',"PV's Power[W]",tempm)
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# med_discri data base
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GenGraphTemp(luxesdi,powdi,xlim,ylim,'Luxes[lx]',"PV's Power[W]",tempdi)
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# Humidity vs Power
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xlim2=(15,100)
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# Own filtered data
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GenGraphTemp(humf,powf,xlim2,ylim,'Luxes[lx]',"PV's Power[W]",tempf)
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# Data_plot data base
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GenGraphTemp(humplt,powplt,xlim2,ylim,'Luxes[lx]',"PV's Power[W]",tempplt)
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# med data base
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GenGraphTemp(humm,powm,xlim,ylim2,'Luxes[lx]',"PV's Power[W]",tempm)
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# med_discri data base
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GenGraphTemp(humdi,powdi,xlim2,ylim,'Luxes[lx]',"PV's Power[W]",tempdi)
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