After the *JSON* files have been created, they are used as input for generating the *Sankey* diagrams. Using the *HTML* library, we can display a snippet of the final website below. The driving logic of the *HTML* is as follows: the main *Javascript* function change
loads the corresponding *JSON* based on the *country* and *year* selections into the sankey
variable. All data is loaded asynchronously, on-demand. A modified version on the the *Sankey* module of *D3.js* creates the nodes and links from the data and displays the diagram as *Scalable Vector Graphics (SVG)* elements onto the browser's canvas, defined in the svg
variable. Upon a change in the data source, the size parameters of the SVG elements are modified and elements are added or removed, as necessary. Upon hover over a node or a link, the updatepie
function displays the corresponding the pie chart, using information from the *supply* field of the *JSON* data. Please view the *HTML* source of the project website for a thorough understanding of the canvas painting process. The diagram usage instructions are briefly presented here:
"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#no JSAnimation version\n",
"themeid=1 #define theme id [currently 0 light 1 dark]\n",
"initplotcolors(themeid)\n",
"fig, ax = plt.subplots(3,3,subplot_kw=dict(axisbelow=True),figsize=(13+2.6,6.5+1.3))\n",
"anistack(0,themeid) #plot world with theme themeid"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#process all countries for all themes - might take a while\n",
"for country in range(len(countries)):\n",
" for themeid in [0,1]:\n",
" try:\n",
" initplotcolors(themeid)\n",
" fig, ax = plt.subplots(3,3,subplot_kw=dict(axisbelow=True),figsize=(13+2.6,6.5+1.3))\n",
" anistack(country,themeid)\n",
" plt.close();\n",
" except: pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"3.2. World Map & Plotting tools
\n",
"After the *JSON* files have been created, they are used as input for generating the *Sankey* diagrams. Using the *HTML* library, we can display"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"data preparation"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#food weight\n",
"wrowi_bycountry={}\n",
"wrowi_raw_bycountry={}\n",
"wrowi_aec_bycountry={}\n",
"wrowi_bytime={}\n",
"wrowi_raw_bytime={}\n",
"wrowi_aec_bytime={}\n",
"for i in missing_bycountry.keys():\n",
" if missing_bycountry[i]1): \n",
" ax.text(WLD[frame+years[0]][0],WLD[frame+years[0]][1]-0.13,'World',horizontalalignment='center',size=13)\n",
" ax.plot([-100000,100000],[0, 0],color=bgcolor(themeid),linestyle='-',linewidth=2,alpha=0.8,zorder=0)\n",
" else:\n",
" ax.text(WLD[frame+years[0]][0],WLD[frame+years[0]][1]-0.35,'World',horizontalalignment='center',size=13)\n",
" ax.plot([-100000,100000],[1, 1],color=bgcolor(themeid),linestyle='-',linewidth=2,alpha=0.8,zorder=0)\n",
" \n",
" #countries\n",
" #sort R list first, based on bubblesizes to arrange them in the z-plane and make sure smaller bubbles are on top\n",
" R[frame+years[0]]=np.array(sorted(np.array(R[frame+years[0]],dtype='object').T.tolist(),\\\n",
" key=itemgetter(2),reverse=True),dtype='object').T.tolist()\n",
" x = R[frame+years[0]][0]\n",
" y = R[frame+years[0]][1]\n",
" sc=ax.scatter(x, y, np.array(R[frame+years[0]][2])*5,R[frame+years[0]][4],alpha=0.5,\\\n",
" cmap = plt.cm.rainbow,vmin=-45,vmax=60,edgecolors=bgcolor(themeid))\n",
" ax.text(0.98,0.9,frame+years[0],size=30,\\\n",
" horizontalalignment='right',transform=ax.transAxes)\n",
" \n",
" for i, txt in enumerate(R[frame+years[0]][2]):\n",
" if R[frame+years[0]][2][i]>50:\n",
" #coose color, make darker or lighter, based on theme\n",
" if (themeid==0): col=np.array(cm.jet((R[frame+years[0]][4][i]+45)/105))*0.6\n",
" else: col=np.array(cm.jet((R[frame+years[0]][4][i]+45)/105))*0.9\n",
" col[3]=1 #set alpha back to 1\n",
" if (R[frame+years[0]][1][i] < ax.get_ylim()[1]): #put text only when fits into plot area\n",
" if (R[frame+years[0]][0][i] < ax.get_xlim()[1]): #put text only when fits into plot area\n",
" try: ax.text(R[frame+years[0]][0][i],R[frame+years[0]][1][i]-0.02,\\\n",
" cc[country_name_converter4(R[frame+years[0]][3][i])][0],horizontalalignment='center',\\\n",
" verticalalignment='center',size=7+R[frame+years[0]][2][i]**0.35,color=col)\n",
" except: \n",
" #put on USSR when it exists\n",
" if R[frame+years[0]][3][i]=='USSR':\n",
" ax.text(R[frame+years[0]][0][i],R[frame+years[0]][1][i]-0.02,\\\n",
" 'USSR',horizontalalignment='center',verticalalignment='center',size=7+R[frame+years[0]][2][i]**0.35,color=col)\n",
"\n",
" #bubblesize\n",
" if logmode==0:\n",
" b_dist=[0.22,0.47,0.645]\n",
" if (wgtid==0): b_y=49800\n",
" elif (wgtid==1): b_y=8\n",
" else: b_y=30\n",
" b_base=0\n",
" elif logmode==1:\n",
" b_dist=[0.22,0.47,0.645]\n",
" if (wgtid==0): b_y=4.985\n",
" elif (wgtid==1): b_y=2\n",
" else: b_y=2\n",
" b_base=0\n",
" elif logmode==3:\n",
" b_dist=[0.087,0.187,0.257]\n",
" if (wgtid==0): b_y=4.985\n",
" elif (wgtid==1): b_y=2\n",
" else: b_y=30\n",
" b_base=1\n",
" else:\n",
" b_dist=[0.087,0.187,0.257]\n",
" if (wgtid==0): b_y=4.985\n",
" elif (wgtid==1): b_y=2\n",
" else: b_y=2\n",
" b_base=1\n",
" \n",
" ax.scatter([b_y],[b_dist[0]-b_base],[1000],facecolors='none',alpha=0.5,edgecolors=textcolor(themeid))\n",
" ax.scatter([b_y],[b_dist[1]-b_base],[5000],facecolors='none',alpha=0.5,edgecolors=textcolor(themeid))\n",
" ax.scatter([b_y],[b_dist[2]-b_base],[10000],facecolors='none',alpha=0.5,edgecolors=textcolor(themeid))\n",
" ax.text(b_y,2.3*b_dist[0]-b_base,'200',size=10, horizontalalignment='right',verticalalignment='center')\n",
" ax.text(b_y,2.3*b_dist[1]-b_base,'1000',size=10, horizontalalignment='right',verticalalignment='center')\n",
" ax.text(b_y,2.2*b_dist[2]-b_base,'2000',size=10, horizontalalignment='right',verticalalignment='center')\n",
" \n",
" #colorbar\n",
" cbar=fig.colorbar(sc, cax=cax,extend='max')\n",
" cbar.set_label('Geographic latitude [degrees]',size=13)\n",
" cbar.set_alpha(1)\n",
" cbar.draw_all()\n",
" \n",
" #regression - weighted after food energy output\n",
" #resort R list, based on GDP to facilitate regression plot\n",
" R[frame+years[0]]=np.array(sorted(np.array(R[frame+years[0]],dtype='object').T.tolist(),\\\n",
" key=itemgetter(0)),dtype='object').T.tolist()\n",
" x = R[frame+years[0]][0]\n",
" y = R[frame+years[0]][1]\n",
" g = R[frame+years[0]][2] #weights for y\n",
" \n",
" #comment out below to remove regression lines\n",
" try: # main line\n",
" x0=[-100000,100000]\n",
" #w = np.polynomial.polynomial.polyfit(x,y,1,w=1+np.log10(g)) #log weight\n",
" w = np.polynomial.polynomial.polyfit(x,y,1,w=g) #linear weight\n",
" #comment out next line to remove regression line\n",
" ax.plot([-3,-2],[0,0],color=textcolor(themeid),linestyle='-',linewidth=2,alpha=0.8,\\\n",
" zorder=0,label='energy output-weighted linear regression')\n",
" ax.plot(x0,w[1]*np.array(x0)+w[0],color=textcolor(themeid),linestyle='--',linewidth=2,alpha=0.8,zorder=0)\n",
" except: pass\n",
" if False: #turn 80|20 regression on|off \n",
" ax.plot([-3,-2],[0,0],color=bgcolor(themeid),linestyle='-',linewidth=2,alpha=0.8,\\\n",
" zorder=0,label='bottom 80% | top 20% regression')\n",
" try: #0-80\n",
" x1=x[0:int(len(x)*perc)]\n",
" x0=[x1[0],x1[len(x1)-1]]\n",
" y1=y[0:int(len(x)*perc)]\n",
" g1=g[0:int(len(x)*perc)]\n",
" w = np.polynomial.polynomial.polyfit(x1,y1,1,w=g1)\n",
" #comment out next line to remove regression line\\n\",\n",
" ax.plot(x0,w[1]*np.array(x0)+w[0],color=bgcolor(themeid),linestyle='--',linewidth=2,alpha=0.8,zorder=0)\n",
" except: pass\n",
" try: #80-100\n",
" x2=x[int(len(x)*perc):len(x)]\n",
" x0=[x2[0],x2[len(x2)-1]]\n",
" y2=y[int(len(x)*perc):len(x)]\n",
" g2=g[int(len(x)*perc):len(x)]\n",
" w = np.polynomial.polynomial.polyfit(x2,y2,1,w=g2)\n",
" #comment out next line to remove regression line\\n\",\n",
" ax.plot(x0,w[1]*np.array(x0)+w[0],color=bgcolor(themeid),linestyle='--',linewidth=2,alpha=0.8,zorder=0)\n",
" except: pass\n",
" ax.legend(loc=3,framealpha=0,fontsize=10)\n",
"\n",
" fig.savefig(plotpath+repr(frame+years[0])+'_log'+repr(logmode)+'_'+title3[wgtid]+'roei'+repr(rawid)+repr(eroeiid)+repr(themeid)+'.png',bbox_inches = 'tight', \\\n",
" pad_inches = 0.1, dpi=150, facecolor=bgcolor(themeid),edgecolor=bordercolor(themeid))"
]
},
{
"cell_type": "code",
"execution_count": 177,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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V94kWf8F+EPsl9Ml4WS82eD3D2BHR/YwJ52AHtRzCDkSZiDo9jp3m6hPAI9lRx/HjD/ta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\n6AYBEt2sF1GdyJPn3nvOXd/7L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GqJW1cIXpivUZ8orlnKh5a6uO9fLdD9RI7ChTR2SZLN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MNrxrxrVryn2Ee6MTtZ0OIXD6XNRuqqLNssimcgiHQkWZl0b/7E3KQgjKi9yUb6mi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\ndRzHcRzHcSYdbqQ6juM4juM4k453AYVvtw7hkHeLAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"perc=0.8 #income percentage - regression separator\n",
"\n",
"eroeiid=0 #0 - food system, 1 - agri-system\n",
"rawid=0 #0 - adjusted eroei, 1 - raw eroei\n",
"wgtid=2 #0 - gdp, 1 - yld, 2 - eyld\n",
"logmode=0 #linear [0], loglin [1] or loglog [2] plot or linlog [3]\n",
"animvalues(eroeiid,rawid,wgtid)\n",
"\n",
"#no JSAnimation version\n",
"themeid=1 #define theme id [currently 0 light 1 dark]\n",
"initplotcolors(themeid)\n",
"fig, ax = plt.subplots(1,1,subplot_kw=dict(axisbelow=True),figsize=(10,7.1))\n",
"cax = fig.add_axes([0.93, 0.13, 0.013, 0.78]) \n",
"animate(50,themeid,eroeiid,rawid,wgtid) #plot world with theme themeid"
]
},
{
"cell_type": "code",
"execution_count": 184,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"for wgtid in range(3): #define data source\n",
" for themeid in [1]: #define theme id [currently 0 light 1 dark]\n",
" initplotcolors(themeid)\n",
" for rawid in [0]: #0 - adjusted eroei, 1 - raw eroei\n",
" for eroeiid in [1]: #0 - food system, 1 - agri-system\n",
" for logmode in [1,2,3]: #linear [0], loglin [1] or loglog [2] plot\n",
" animvalues(eroeiid,rawid,wgtid) \n",
" for year in range(len(years)):\n",
" try:\n",
" fig, ax = plt.subplots(1,1,subplot_kw=dict(axisbelow=True),figsize=(10,7.1))\n",
" cax = fig.add_axes([0.93, 0.13, 0.013, 0.78]) \n",
" animate(year,themeid,eroeiid,rawid,wgtid) #plot world with theme themeid\n",
" plt.close();\n",
" except: pass"
]
},
{
"cell_type": "code",
"execution_count": 178,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def animate2(frame, themeid, eroeiid, rawid, wgtid):\n",
" \n",
" global ax,cax\n",
" \n",
" #init axes\n",
" ax.cla()\n",
" cax.cla()\n",
" ax.tick_params(direction='out', pad=5)\n",
" ax.grid(color=bgcolor(themeid), linestyle='solid')\n",
" if (rawid==0): title='Food '\n",
" else: title='Agri-'\n",
" if (eroeiid==1): title2='(unadjusted)'\n",
" else: title2='(adjusted for crop energy content)'\n",
" \n",
" if logmode==2:\n",
" ax.set_xlim(2,5)\n",
" ax.set_ylim(-1,1)\n",
" xlabels=[100,200,300,400,500,600,700,800,900,1000,2000,3000,4000,5000,6000,7000,8000,9000,10000,\\\n",
" 20000,30000,40000,50000,60000,70000,80000,90000,100000]\n",
" ax.set_xticks(np.log10(xlabels))\n",
" ax.set_xticklabels([100,'','','','','','','','',1000,'','','','','','','','',10000,'','','','','','','','',100000])\n",
" if (eroeiid==1):\n",
" if (rawid==1):\n",
" ax.set_xticklabels(['','','','','','','','','',1000,'','','','','','','','',10000,'','','','','','','','',100000])\n",
" ylabels=[0.1,0.2,0.3,0.4,0.5,0.6,0.7,0.8,0.9,1,2,3,4,5,6,7,8,9,10]\n",
" ax.set_yticks(np.log10(ylabels))\n",
" ax.set_yticklabels([0.1,0.2,'','',0.5,'','','','',1,2,'','',5,'','','','',10])\n",
" elif logmode==1:\n",
" ax.set_xlim(2,5)\n",
" ax.set_ylim(0,5)\n",
" xlabels=[100,200,300,400,500,600,700,800,900,1000,2000,3000,4000,5000,6000,7000,8000,9000,10000,\\\n",
" 20000,30000,40000,50000,60000,70000,80000,90000,100000]\n",
" ax.set_xticks(np.log10(xlabels))\n",
" ax.set_xticklabels([100,'','','','','','','','',1000,'','','','','','','','',10000,'','','','','','','','',100000])\n",
" if (eroeiid==1):\n",
" if (rawid==1):\n",
" ax.set_xticklabels(['','','','','','','','','',1000,'','','','','','','','',10000,'','','','','','','','',100000])\n",
" else:\n",
" ax.set_xlim(0,50000)\n",
" ax.set_ylim(0,5)\n",
" \n",
" #world + line at EROEI=1\n",
" ax.plot(WLD[frame+years[0]][0], WLD[frame+years[0]][1],marker='^',lw=4,alpha=0.7,color=\"yellow\",markersize=30)\n",
" if (logmode==2): \n",
" ax.text(WLD[frame+years[0]][0],WLD[frame+years[0]][1]-0.25,'World',horizontalalignment='center',size=13)\n",
" ax.plot([0,100000],[0, 0],color=bgcolor(themeid),linestyle='-',linewidth=2,alpha=0.8,zorder=0)\n",
" else:\n",
" ax.text(WLD[frame+years[0]][0],WLD[frame+years[0]][1]-0.65,'World',horizontalalignment='center',size=13)\n",
" ax.plot([0,100000],[1, 1],color=bgcolor(themeid),linestyle='-',linewidth=2,alpha=0.8,zorder=0)\n",
" \n",
" #countries\n",
" #sort R list first, based on bubblesizes to arrange them in the z-plane and make sure smaller bubbles are on top\n",
" R[frame+years[0]]=np.array(sorted(np.array(R[frame+years[0]],dtype='object').T.tolist(),\\\n",
" key=itemgetter(2),reverse=True),dtype='object').T.tolist()\n",
" x = R[frame+years[0]][0]\n",
" y = R[frame+years[0]][1]\n",
" sc=ax.scatter(x, y, np.array(R[frame+years[0]][2])*5,R[frame+years[0]][4],alpha=0.5,\\\n",
" cmap = plt.cm.rainbow,vmin=-45,vmax=60,edgecolors=bgcolor(themeid))\n",
" \n",
" for i, txt in enumerate(R[frame+years[0]][2]):\n",
" if R[frame+years[0]][2][i]>50:\n",
" #coose color, make darker or lighter, based on theme\n",
" if (themeid==0): col=np.array(cm.jet((R[frame+years[0]][4][i]+45)/105))*0.6\n",
" else: col=np.array(cm.jet((R[frame+years[0]][4][i]+45)/105))*0.9\n",
" col[3]=1 #set alpha back to 1\n",
" if (R[frame+years[0]][1][i] < ax.get_ylim()[1]): #put text only when fits into plot area\n",
" try: ax.text(R[frame+years[0]][0][i],R[frame+years[0]][1][i]-0.02,\\\n",
" cc[country_name_converter4(R[frame+years[0]][3][i])][0],horizontalalignment='center',\\\n",
" verticalalignment='center',size=7+R[frame+years[0]][2][i]**0.35,color=col)\n",
" except: \n",
" #put on USSR when it exists\n",
" if R[frame+years[0]][3][i]=='USSR':\n",
" ax.text(R[frame+years[0]][0][i],R[frame+years[0]][1][i]-0.02,\\\n",
" 'USSR',horizontalalignment='center',verticalalignment='center',size=7+R[frame+years[0]][2][i]**0.35,color=col)\n",
"\n",
" ax.xaxis.set_ticks_position('none')\n",
" ax.yaxis.set_ticks_position('none')\n",
" \n",
" if (eroeiid==1):\n",
" ax.xaxis.set_ticks_position('bottom')\n",
" if (rawid==1):\n",
" \n",
" ax.text(0.99,-0.18,'Bubble size: system energy output [TWh]',size=12, horizontalalignment='right',transform=ax.transAxes)\n",
" \n",
" #bubblesize\n",
" if logmode==0:\n",
" b_dist=[0.42,0.9,1.22]\n",
" b_y=49800\n",
" b_base=0\n",
" elif logmode==1:\n",
" b_dist=[0.42,0.9,1.22]\n",
" b_y=4.985\n",
" b_base=0\n",
" else:\n",
" b_dist=[0.17,0.36,0.495]\n",
" b_y=4.985\n",
" b_base=1\n",
" ax.scatter([b_y],[b_dist[0]-b_base],[1000],facecolors='none',alpha=0.5,edgecolors=textcolor(themeid))\n",
" ax.scatter([b_y],[b_dist[1]-b_base],[5000],facecolors='none',alpha=0.5,edgecolors=textcolor(themeid))\n",
" ax.scatter([b_y],[b_dist[2]-b_base],[10000],facecolors='none',alpha=0.5,edgecolors=textcolor(themeid))\n",
" ax.text(b_y,2.3*b_dist[0]-b_base,'200',size=10, horizontalalignment='right',verticalalignment='center')\n",
" ax.text(b_y,2.3*b_dist[1]-b_base,'1000',size=10, horizontalalignment='right',verticalalignment='center')\n",
" ax.text(b_y,2.2*b_dist[2]-b_base,'2000',size=10, horizontalalignment='right',verticalalignment='center')\n",
"\n",
" #colorbar\n",
" cbar=fig.colorbar(sc, cax=cax,extend='max')\n",
" cbar.set_label('Geographic latitude [degrees]',size=12)\n",
" cbar.set_alpha(1)\n",
" cbar.draw_all()\n",
" else: \n",
" ax.text(0.01,-0.18,'GDP / capita [current US$]',size=12, horizontalalignment='left',transform=ax.transAxes)\n",
" \n",
" else:\n",
" ax.set_xticklabels([])\n",
" ax.set_title(title+'system',size=13,y=1.02)\n",
" if (rawid==1):\n",
" ax.set_yticklabels([])\n",
" \n",
" if (eroeiid==0):\n",
" ax.text(0.97,0.97,frame+years[0],size=30,\\\n",
" horizontalalignment='right',verticalalignment='top',transform=ax.transAxes)\n",
" else:\n",
" ax.yaxis.set_ticks_position('left') \n",
" ax.set_ylabel('EROEI '+title2,size=12)\n",
" \n",
" #regression - weighted after food energy output\n",
" #resort R list, based on GDP to facilitate regression plot\n",
" R[frame+years[0]]=np.array(sorted(np.array(R[frame+years[0]],dtype='object').T.tolist(),\\\n",
" key=itemgetter(0)),dtype='object').T.tolist()\n",
" x = R[frame+years[0]][0]\n",
" y = R[frame+years[0]][1]\n",
" g = R[frame+years[0]][2] #weights for y\n",
" \n",
" #comment out below to remove regression lines\n",
" if logmode!=0: #regression does not make sense in pure linear scales plot\n",
" try: # main line\n",
" x0=[0,100000]\n",
" #w = np.polynomial.polynomial.polyfit(x,y,1,w=1+np.log10(g)) #log weight\n",
" w = np.polynomial.polynomial.polyfit(x,y,1,w=g) #linear weight\n",
" #comment out next line to remove regression line\n",
" ax.plot([-3,-2],[0,0],color=textcolor(themeid),linestyle='-',linewidth=2,alpha=0.8,\\\n",
" zorder=0,label='energy output-weighted linear regression')\n",
" ax.plot(x0,w[1]*np.array(x0)+w[0],color=textcolor(themeid),linestyle='--',linewidth=2,alpha=0.8,zorder=0)\n",
" except: pass\n",
" if False: #turn 80|20 regression on|off \n",
" ax.plot([-3,-2],[0,0],color=bgcolor(themeid),linestyle='-',linewidth=2,alpha=0.8,\\\n",
" zorder=0,label='bottom 80% | top 20% regression')\n",
" try: #0-80\n",
" x1=x[0:int(len(x)*perc)]\n",
" x0=[x1[0],x1[len(x1)-1]]\n",
" y1=y[0:int(len(x)*perc)]\n",
" g1=g[0:int(len(x)*perc)]\n",
" w = np.polynomial.polynomial.polyfit(x1,y1,1,w=g1)\n",
" #comment out next line to remove regression line\\n\",\n",
" ax.plot(x0,w[1]*np.array(x0)+w[0],color=bgcolor(themeid),linestyle='--',linewidth=2,alpha=0.8,zorder=0)\n",
" except: pass\n",
" try: #80-100\n",
" x2=x[int(len(x)*perc):len(x)]\n",
" x0=[x2[0],x2[len(x2)-1]]\n",
" y2=y[int(len(x)*perc):len(x)]\n",
" g2=g[int(len(x)*perc):len(x)]\n",
" w = np.polynomial.polynomial.polyfit(x2,y2,1,w=g2)\n",
" #comment out next line to remove regression line\\n\",\n",
" ax.plot(x0,w[1]*np.array(x0)+w[0],color=bgcolor(themeid),linestyle='--',linewidth=2,alpha=0.8,zorder=0)\n",
" except: pass\n",
" if (eroeiid==1):\n",
" if (rawid==0):\n",
" ax.legend(loc=3,framealpha=0,fontsize=10)\n",
" \n",
" plt.suptitle('Evolution of system EROEI vs. per capita GDP for all countries',size=17,y=0.98)\n",
" fig.savefig(plotpath+repr(frame+years[0])+'_log'+repr(logmode)+'_'+title3[wgtid]+'roei'+repr(themeid)+'.png',bbox_inches = 'tight', \\\n",
"\n",
" pad_inches = 0.1, dpi=150, facecolor=bgcolor(themeid),edgecolor=bordercolor(themeid))"
]
},
{
"cell_type": "code",
"execution_count": 183,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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8PQdpmj/rA0KY/zfZMo2VtEobSmmdlWJZpZTWD8d4Xj9wLaqskgGcjaoN7Qhh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XQ5d12YonJTXPr+tXax4zjmTahwyCUyUXIRTwrt3d7XqgSA9ZE2SrDsTA9yCTTdNyf5GRr5zG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\nbWmJEA0aPNyb4YHzKQ51RIiHTFAwki3x0miecDTIvh0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7x0fIuXJREmK9MgyD00MFwieG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hREezvO1at3dXqUlmTi3Rv4XjuA6b+7O+edVHIVpj+Y2BCdl1LiCBCaAnV72z+g6zWHoD9D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\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6BNJ2F/6hNPZ8lvyp2oLeMi5d0OnFCnZZQr6Ka/Idrx+Xk2xIIjYUQj8zzS1BB5py+aSA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EAr51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\n+m1uGYOZ0McAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.gridspec as gridspec\n",
"fig = plt.figure(figsize=(11,7.6))\n",
"gs = gridspec.GridSpec(2, 2)\n",
"gs.update(wspace=0.05, hspace=0.05)\n",
"axes=[]\n",
"for i in range(2):\n",
" axes.append([])\n",
" for j in range(2):\n",
" axes[i].append(plt.subplot(gs[i*2+j],axisbelow=True))\n",
"cax = fig.add_axes([0.93, 0.13, 0.013, 0.78]) \n",
"\n",
"logmode=3 #linear [0], loglin [1] or loglog [2] plot\n",
"wgtid=2\n",
"\n",
"for eroeiid in range(2):\n",
" for rawid in range(2):\n",
" animvalues(rawid,eroeiid,wgtid)\n",
" ax=axes[eroeiid][rawid]\n",
" animate2(50,themeid,eroeiid,rawid,wgtid) #plot world with theme themeid"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"for wgtid in range(3): #define data source\n",
" for themeid in [0,1]: #define theme id [currently 0 light 1 dark]\n",
" initplotcolors(themeid)\n",
" for logmode in [0,1,2]: #linear [0], loglin [1] or loglog [2] plot\n",
" for year in range(len(years)):\n",
" try:\n",
" fig = plt.figure(figsize=(11,7.6))\n",
" gs = gridspec.GridSpec(2, 2)\n",
" gs.update(wspace=0.05, hspace=0.05)\n",
" axes=[]\n",
" for i in range(2):\n",
" axes.append([])\n",
" for j in range(2):\n",
" axes[i].append(plt.subplot(gs[i*2+j],axisbelow=True))\n",
" cax = fig.add_axes([0.93, 0.13, 0.013, 0.78]) \n",
" for eroeiid in range(2):\n",
" for rawid in range(2):\n",
" animvalues(rawid,eroeiid,wgtid) #flipped intentionally\n",
" ax=axes[eroeiid][rawid]\n",
" animate2(0,themeid,eroeiid,rawid,wgtid) #plot world with theme themeid\n",
" plt.close();\n",
" except: pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"EROEI is still heteroskedastic"
]
},
{
"cell_type": "code",
"execution_count": 244,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def eroeiplotter(themeid):\n",
" \n",
" global ax\n",
" \n",
" ax[0].grid(color=bgcolor(themeid), linestyle='solid')\n",
" ax[1].grid(color=bgcolor(themeid), linestyle='solid')\n",
"\n",
" #food system- output energy weighted average\n",
" animvalues(0,0,0)\n",
" x=years\n",
" y=np.array([np.mean(np.array([R[year][1][j]*R[year][2][j]/np.mean(R[year][2]) for j in range(len(R[year][1]))])) for year in years])\n",
" s=np.array([np.std(np.array([R[year][1][j]*R[year][2][j]/np.mean(R[year][2]) for j in range(len(R[year][1]))])) for year in years])\n",
" line1 = ax[0].plot(x,y,linewidth=4,label=\"# World (calculated)\",color=\"#22aa22\")\n",
" line2 = ax[0].plot(x,eroei_bycountry['World + (Total)'][1],linewidth=4,color=\"#ff6600\",label=\"~ World (FAO aggregate)\")\n",
" ax[0].plot(x,[1 for i in range(len(x))],linestyle=\"-\",linewidth=2,color=bgcolor(themeid),zorder=0)\n",
" ax[0].plot(0,0,linewidth=8,c=u'#22aa22',label='$\\sigma$',alpha=0.3)\n",
" fill=ax[0].fill_between(x, y+s, y-s, facecolor=u'#22aa22', alpha=0.3)\n",
"\n",
" #agri-system - output energy weighted average\n",
" animvalues(1,0,0)\n",
" y=np.array([np.mean(np.array([R[year][1][j]*R[year][2][j]/np.mean(R[year][2]) for j in range(len(R[year][1]))])) for year in years])\n",
" s=np.array([np.std(np.array([R[year][1][j]*R[year][2][j]/np.mean(R[year][2]) for j in range(len(R[year][1]))])) for year in years])\n",
" line1 = ax[1].plot(x,y,linewidth=4,label=\"# World (calculated)\",color=\"#22aa22\")\n",
" line2 = ax[1].plot(x,eroei_bycountry2['World + (Total)'][1],linewidth=4,color=\"#ff6600\",label=\"~ World (FAO aggregate)\")\n",
" ax[1].plot(x,[1 for i in range(len(x))],linestyle=\"-\",linewidth=2,color=bgcolor(themeid),zorder=0)\n",
" ax[1].plot(0,0,linewidth=8,c=u'#22aa22',label='$\\sigma$',alpha=0.3)\n",
" fill=ax[1].fill_between(x, y+s, y-s, facecolor=u'#22aa22', alpha=0.3)\n",
"\n",
" for i in range(2):\n",
" ax[i].set_xlim([1960,2011])\n",
" ax[i].set_ylim([0,10])\n",
" ax[i].set_xlabel('Year',labelpad=5, size=12)\n",
" ax[i].legend(framealpha=0.5,loc=2,fontsize=10)\n",
"\n",
" ax[0].set_ylabel('Food system EROEI',labelpad=10, size=12)\n",
" ax[1].set_ylabel('Agri-system EROEI',labelpad=10, size=12)\n",
"\n",
" plt.suptitle(\"Energy return on energy invested (EROEI)\", size=16, y=1.02)\n",
" plt.savefig(plotpath+'EROEI'+repr(themeid)+'.png',bbox_inches = 'tight', pad_inches = 0.1, dpi=150,\n",
" facecolor=bgcolor(themeid),edgecolor=bordercolor(themeid))"
]
},
{
"cell_type": "code",
"execution_count": 245,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#define list flattener #http://stackoverflow.com/questions/2158395/flatten-an-irregular-list-of-lists-in-python\n",
"flatten = lambda *n: (e for a in n\n",
" for e in (flatten(*a) if isinstance(a, (tuple, list)) else (a,)))\n",
"\n",
"def eroeiplotter2(themeid):\n",
" \n",
" global ax\n",
" label=['Food ','Agri-']\n",
" rlabel=['(adjusted for crop energy content)','(unadjusted)']\n",
" \n",
" for k in range(2):\n",
" for i in range(2):\n",
" #system output energy weighted average\n",
" animvalues(i,k,0) #eroeiid (0-food, 1-agri), rawid\n",
" y=np.array([np.mean(np.array([R[year][1][j]*R[year][2][j]/np.mean(R[year][2]) for j in range(len(R[year][1]))])) for year in years])\n",
" s=np.array([np.std(np.array([R[year][1][j]*R[year][2][j]/np.mean(R[year][2]) for j in range(len(R[year][1]))])) for year in years])\n",
" ax[k][i*2].grid(color=bgcolor(themeid), linestyle='solid')\n",
" ax[k][i*2+1].grid(color=bgcolor(themeid), linestyle='solid')\n",
" ax[k][i*2].plot(years,y,linewidth=4,label=\"# World (calculated)\",color=\"#22aa22\")\n",
" if (i==0):\n",
" if (k==0):ax[k][i*2].plot(years,[eroei_bycountry['World + (Total)'][1][year] for year in range(len(years))],\\\n",
" linewidth=4,color=\"#ff6600\",label=\"~ World (FAO aggregate)\")\n",
" else: ax[k][i*2].plot(years,[eroei_raw_bycountry['World + (Total)'][1][year] for year in range(len(years))],\\\n",
" linewidth=4,color=\"#ff6600\",label=\"~ World (FAO aggregate)\")\n",
" else:\n",
" if (i==0):ax[k][i*2].plot(years,[eroei_bycountry2['World + (Total)'][1][year] for year in range(len(years))],\\\n",
" linewidth=4,color=\"#ff6600\",label=\"~ World (FAO aggregate)\")\n",
" else: ax[k][i*2].plot(years,[eroei_raw_bycountry2['World + (Total)'][1][year] for year in range(len(years))],\\\n",
" linewidth=4,color=\"#ff6600\",label=\"~ World (FAO aggregate)\")\n",
" ax[k][i*2].plot(years,[1 for j in range(len(years))],linestyle=\"-\",linewidth=2,color=bgcolor(themeid),zorder=0)\n",
" ax[k][i*2].plot(0,0,linewidth=8,c=u'#22aa22',label='$\\sigma$',alpha=0.3)\n",
" fill=ax[k][i*2].fill_between(years, y+s, y-s, facecolor=u'#22aa22', alpha=0.3)\n",
" ax[k][i*2+1].hist(list(flatten([[R[year][1][j]*R[year][2][j] for j in range(len(R[year][1]))] for year in years])),\\\n",
" bins=np.arange(20)/2.0,orientation=\"horizontal\",color=\"#22aa22\",alpha=0.3)\n",
" ax[k][i*2].set_xlim([1960,2011])\n",
" ax[k][i*2].set_ylim([0,10])\n",
" ax[k][i*2].legend(framealpha=0.5,loc=2,fontsize=10)\n",
" ax[k][i*2+1].set_yticklabels([])\n",
" ax[k][i*2+1].set_xticks([])\n",
" if (i==1):\n",
" ax[k][i*2+1].set_yticklabels([])\n",
" ax[k][i*2].set_yticklabels([])\n",
" else:\n",
" ax[k][i*2].set_ylabel('EROEI '+rlabel[k],labelpad=5, size=12)\n",
" if (k==0):\n",
" ax[k][i*2].set_xticklabels([])\n",
" ax[k][i*2].set_title(label[i]+'system',y=1.02,size=12)\n",
" else:\n",
" ax[k][i*2].set_xlabel('Year',labelpad=5, size=12)\n",
" \n",
" ax[0][2].text(-0.05,1.15,\"Evolution of global energy return on energy invested (EROEI)\\nof food and agriculture systems weighted by energy output\",\\\n",
" size=16,horizontalalignment='center',verticalalignment='bottom',transform=ax[0][2].transAxes)\n",
" \n",
" plt.savefig(plotpath+'EROEI_hist'+repr(themeid)+'.png',bbox_inches = 'tight', pad_inches = 0.1, dpi=150,\n",
" facecolor=bgcolor(themeid),edgecolor=bordercolor(themeid))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"logmode=0 \n",
"initplotcolors(themeid)\n",
"fig, ax = plt.subplots(1,2,subplot_kw=dict(axisbelow=True),figsize=(11,4))\n",
"eroeiplotter(themeid)\n",
"fig = plt.figure(figsize=(18.5,7))\n",
"gs = gridspec.GridSpec(2, 5,width_ratios=[20,6,0.3,20,6,20,6,0.3,20,6])\n",
"gs.update(left=0.05, right=0.98, wspace=0.05, hspace=0.05)\n",
"ax=[]\n",
"for i in range(2):\n",
" ax.append([])\n",
" for j in range(5):\n",
" if (j!=2):\n",
" ax[i].append(plt.subplot(gs[i*5+j],axisbelow=True)) \n",
"eroeiplotter2(themeid)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"logmode=0 \n",
"for themeid in [0,1]:\n",
" initplotcolors(themeid)\n",
" \n",
" fig, ax = plt.subplots(1,2,subplot_kw=dict(axisbelow=True),figsize=(13,4))\n",
" eroeiplotter(themeid)\n",
" plt.close()\n",
" \n",
" fig = plt.figure(figsize=(18.5,7))\n",
" gs = gridspec.GridSpec(2, 5,width_ratios=[20,6,0.3,20,6,20,6,0.3,20,6])\n",
" gs.update(left=0.05, right=0.98, wspace=0.05, hspace=0.05)\n",
" ax=[]\n",
" for i in range(2):\n",
" ax.append([])\n",
" for j in range(5):\n",
" if (j!=2):\n",
" ax[i].append(plt.subplot(gs[i*5+j],axisbelow=True))\n",
" eroeiplotter2(themeid)\n",
" plt.close()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"HMTL side-by-side plot"
]
},
{
"cell_type": "code",
"execution_count": 251,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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YPIz5mFidEhPTs9K92wsgfSsmNc7LUjquUu52wHRMQOi1wNlSOmWN1fdG0cy8CPAjMXms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\n0WKm0Wg0mlrP/weBNLZX+ycUuQAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"logmode=2 #loglog\n",
"animvalues(0,0) \n",
"\n",
"fig,ax = plt.subplots(1,subplot_kw=dict(axisbg='#EEEEEE'))\n",
"ax.grid(color='white', linestyle='solid')\n",
"ax2=ax.twinx();\n",
"#ax2.grid(color='white', linestyle='solid')\n",
"\n",
"ax.plot(p.keys(),p.values(),linewidth=2,color='b')\n",
"ax2.plot(p.keys(),g,linewidth=2,color='r')\n",
"ax.set_title(\"EROEI = f(GDP) regression slope parameter m\", y=1.05, size=14)\n",
"ax.set_xlabel('Years',labelpad=10)\n",
"ax.set_ylabel('m (all countries included)',color='b')\n",
"ax2.set_ylabel('GDP / capita [2005 constant $]',labelpad=10,color='r')\n",
"ax.set_xlim([1960,2011])\n",
"fig.savefig(plotpath+'gdp_eroei.png',bbox_inches = 'tight', pad_inches = 0.1, dpi=150)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Mapping yeah"
]
},
{
"cell_type": "code",
"execution_count": 186,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#load empty data.csv\n",
"foodmap=pd.read_csv(masterpath.replace('db','map/0')+'data_empty.csv')\n",
"#convert years from 1999.0 format to 1999 for csv, quite trciky with pandas\n",
"foodmap[\"YEAR\"]=foodmap[\"YEAR\"].fillna(\"\").astype(str)\n",
"for i in foodmap.index:\n",
" foodmap.loc[i,\"YEAR\"]=foodmap.loc[i,\"YEAR\"][0:4]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"fill foodmap dataframe"
]
},
{
"cell_type": "code",
"execution_count": 187,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"for c in eroei_bycountry.keys():\n",
" try: \n",
" for i in range(len(eroei_bycountry[c][0])):\n",
" foodmap.loc[(2011-int(eroei_bycountry[c][0][i]))*6+1,cc[country_name_converter4(c)][0]]=\\\n",
" eroei_bycountry[c][1][i]\n",
" foodmap.loc[(2011-int(eroei_bycountry2[c][0][i]))*6+2,cc[country_name_converter4(c)][0]]=\\\n",
" eroei_bycountry2[c][1][i]\n",
" foodmap.loc[(2011-int(fooden_bycountry2[c][0][i]))*6+3,cc[country_name_converter4(c)][0]]=\\\n",
" fooden_bycountry2[c][1][i]\n",
" except: pass\n",
"for i in gdp.index:\n",
" try:\n",
" for j in gdp.loc[i].iteritems():\n",
" foodmap.loc[(2011-j[0])*6+4,cc[country_name_converter4(i)][0]]=j[1]\n",
" except: pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"save files for statplanet"
]
},
{
"cell_type": "code",
"execution_count": 189,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"foodmap.to_csv(masterpath.replace('db','map/0')+'data.csv',index=False)\n",
"try:\n",
" import zlib\n",
" compression = zipfile.ZIP_DEFLATED\n",
"except:\n",
" compression = zipfile.ZIP_STORED\n",
"zf = zipfile.ZipFile(masterpath.replace('db','map/0')+'data.zip', mode='w')\n",
"zf.write(masterpath.replace('db','map/0')+'data.csv','data.csv',compress_type=compression)\n",
"zf.close()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
We would like to express our gratitude to all of the developers of the libraries used and especially to the affiliates of *FAOSTAT* for their great database and openly accesible data. The data manipulation algorithms and visualization techniques are open sourced and freely reproducible, forks are welcome on GitHub. The concept and methodology are subject to copyright of the authors.
\n",
"© 2020
\n",
"http://food.csaladen.es
"
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [default]",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 0
}