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Schematics of space and time scales for a range of atmospheric and oceanic processes
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import matplotlib as mpl\n",
"import numpy\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"class phenomena:\n",
" \"\"\"A class to describe the scale of a phenomena\"\"\"\n",
" def __init__(self, label, horz_range, vert_range, time_range):\n",
" self.label = label\n",
" self.horz_range = horz_range\n",
" self.vert_range = vert_range\n",
" self.time_range = time_range\n",
" def __str__(self):\n",
" return '%40s: H(%.0e:%.0e) V(%.0e:%.0e) T(%.0e:%.0e)'%(\n",
" self.label,\n",
" self.horz_range[0], self.horz_range[1],\n",
" self.vert_range[0], self.vert_range[1],\n",
" self.time_range[0], self.time_range[1])\n",
" def pcoords(self, orient=('h','v'), log=False):\n",
" if orient[0]=='h': horz_range = self.horz_range\n",
" elif orient[0]=='v': horz_range = self.vert_range\n",
" elif orient[0]=='t': horz_range = self.time_range\n",
" else: raise Exception('1st element of orient is not h, v or t')\n",
" if orient[1]=='h': vert_range = self.horz_range\n",
" elif orient[1]=='v': vert_range = self.vert_range\n",
" elif orient[1]=='t': vert_range = self.time_range\n",
" else: raise Exception('2nd element of orient is not h, v or t')\n",
" x0,x1,y0,y1 = horz_range[0],horz_range[1],vert_range[0],vert_range[1]\n",
" if log: return numpy.log10(x0),numpy.log10(x1),numpy.log10(y0),numpy.log10(y1)\n",
" return x0,x1,y0,y1\n",
" def rect(self, orient=('h','v'), log=False):\n",
" x0,x1,y0,y1 = self.pcoords(orient=orient, log=log)\n",
" return mpl.patches.Rectangle( (x0,y0), x1-x0, y1-y0)\n",
" def ellipse(self, orient=('h','v'), log=False, **kw):\n",
" x0,x1,y0,y1 = self.pcoords(orient=orient, log=log)\n",
" return mpl.patches.Ellipse( ((x0+x1)/2,(y0+y1)/2), x1-x0, y1-y0, **kw)\n",
" def text(self, orient=('h','v'), log=False, fontsize=12):\n",
" x0,x1,y0,y1 = self.pcoords(orient=orient, log=log)\n",
" if log: tx,ty = (x0+x1)/2, (y0+y1)/2\n",
" else: tx,ty = numpy.exp( ( numpy.log(x0) + numpy.log(x1) )/2 ),numpy.exp( ( numpy.log(y0) + numpy.log(y1) )/2 )\n",
" plt.text( tx, ty, self.label, fontsize=fontsize,\n",
" horizontalalignment='center', verticalalignment='center', clip_on=True)\n",
" def plot(self, ax):\n",
" ax.add_patch( self.rect() );\n",
" self.text()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# These variable provide a convenient way to specify scales in different units\n",
"# e.g. For 2 weeks, instead of writing \"2*7*86400\" use \"2*wk\" \n",
"um, mm, cm, m, km = 1e-6, 1e-3, 1e-2, 1, 1e3\n",
"ms, s, mn, hr, dy, wk, mo, yr = 1e-3, 1, 60, 3600, 86400, 86400*7, 30*86400, 365*86400\n",
"\n",
"# Most plots need these annotations\n",
"def annotate(shortest=1*um, longest=10000*km, fastest=1*ms, slowest=1000*yr):\n",
" lsh,llo,lfa,lsl = numpy.log10(shortest), numpy.log10(longest), numpy.log10(fastest), numpy.log10(slowest)\n",
" plt.xlabel('Length scale', fontsize=14); plt.ylabel('Time scale', fontsize=14);\n",
" x0,y1,y2 = lsh + 0.01 * ( llo - lsh ), lfa + 0.12 * ( lsl - lfa), lfa + 0.95 * ( lsl - lfa)\n",
" plt.text(x0, y2, 'Slow', rotation=90, fontsize=18, color='grey');\n",
" plt.text(x0, y1, 'Fast', rotation=90, fontsize=18, color='grey');\n",
" y0,x1,x2 = lfa + 0.015 * ( lsl - lfa), lsh + 0.05 * ( llo - lsh ), lsh + 0.9 * ( llo - lsh )\n",
" plt.text(x1, y0, 'Short', fontsize=18, color='grey');\n",
" plt.text(x2, y0, 'Long', fontsize=18, color='grey');\n",
" plt.xlim(lsh,llo); plt.ylim(lfa,lsl);"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Kolmogorov: H(1e-04:2e-03) V(1e-04:2e-03) T(1e-02:1e+01)\n",
" Spray and bubbles: H(1e-05:1e-03) V(1e-05:1e-03) T(1e-01:1e+01)\n",
" Capillary waves: H(1e-03:1e-01) V(1e-04:1e-02) T(1e-01:2e+01)\n",
" Double diffusion and salt fingering: H(1e-03:1e-01) V(1e-03:1e+01) T(6e+01:4e+03)\n",
" Biologically generated turbulence: H(1e-02:1e+01) V(1e-02:1e+01) T(2e-01:1e+01)\n",
" Vertical turbulence: H(1e-02:1e+01) V(1e-02:1e+01) T(1e-01:4e+03)\n",
" Wind waves: H(1e-02:5e+01) V(2e-03:1e+01) T(1e+00:1e+02)\n",
" Swell: H(1e+01:1e+03) V(2e+00:2e+02) T(6e+01:9e+04)\n",
" Langmuir turbulence: H(1e+01:2e+02) V(1e+01:2e+02) T(3e+01:2e+04)\n",
" Deep convection: H(1e+00:5e+02) V(1e+00:5e+03) T(3e+02:9e+04)\n",
" Sub-mesoscale: H(2e+02:5e+03) V(1e+00:2e+02) T(7e+03:2e+05)\n",
" Boundary upwelling: H(2e+03:3e+04) V(1e+01:5e+02) T(3e+05:3e+07)\n",
" Internal tides: H(2e+02:5e+04) V(1e+01:5e+03) T(2e+04:2e+05)\n",
" Mesoscale eddies: H(2e+03:9e+04) V(1e+02:2e+03) T(4e+04:2e+07)\n",
" Barotropic eddies: H(2e+04:1e+05) V(1e+02:5e+03) T(3e+05:2e+07)\n",
" Tropical waves: H(5e+04:2e+05) V(5e+01:5e+02) T(6e+05:3e+07)\n",
" Boundary Currents: H(2e+04:2e+05) V(5e+02:1e+03) T(3e+06:2e+08)\n",
" Tides: H(5e+04:5e+06) V(5e+02:5e+03) T(4e+04:2e+05)\n",
" Rossby waves: H(5e+04:5e+06) V(2e+02:2e+03) T(6e+05:6e+08)\n",
" Gyres: H(5e+05:5e+06) V(5e+02:5e+03) T(6e+07:2e+09)\n",
" Seasonal cycle: H(1e+05:5e+06) V(5e+01:5e+03) T(3e+07:4e+07)\n",
" El Niño: H(1e+05:5e+06) V(5e+01:2e+03) T(3e+07:3e+08)\n",
" Climate change: H(1e+05:5e+06) V(5e+01:5e+03) T(9e+07:2e+10)\n"
]
}
],
"source": [
"ocean = {}\n",
"ocean['kolmogorov'] = phenomena('Kolmogorov',\n",
" (100*um,2*mm),(100*um,2*mm),(10*ms,10*s))\n",
"ocean['spray and bubbles'] = phenomena('Spray and bubbles',\n",
" (10*um,1*mm),(10*um,1*mm),(100*ms,10*s))\n",
"ocean['capillary'] = phenomena('Capillary waves',\n",
" (1*mm,10*cm),(0.1*mm,1*cm),(100*ms,20*s))\n",
"ocean['double diffusion'] = phenomena('Double diffusion and salt fingering',\n",
" (1*mm,10*cm),(1*mm,10*m),(1*mn,1*hr))\n",
"ocean['biology'] = phenomena('Biologically generated turbulence',\n",
" (1*cm,10*m),(1*cm,10*m),(0.2*s,10*s))\n",
"ocean['boundry turbulence']= phenomena('Vertical turbulence',\n",
" (1*cm,10*m),(1*cm,10*m),(0.1*s,1*hr))\n",
"ocean['wind waves'] = phenomena('Wind waves',\n",
" (1*cm,50*m),(2*mm,10*m),(1*s,2*mn))\n",
"ocean['swell'] = phenomena('Swell',\n",
" (10*m,1*km),(2*m,200*m),(1*mn,1*dy))\n",
"ocean['langmuir'] = phenomena('Langmuir turbulence',\n",
" (10*m,200*m),(10*m,200*m),(30*s,6*hr))\n",
"ocean['convection'] = phenomena('Deep convection',\n",
" (1*m,500*m),(1*m,5*km),(5*mn,1*dy))\n",
"ocean['sub-mesoscale'] = phenomena('Sub-mesoscale',\n",
" (200*m,5*km),(1*m,200*m),(2*hr,2*dy))\n",
"ocean['upwelling'] = phenomena('Boundary upwelling',\n",
" (2*km,30*km),(10*m,500*m),(3*dy,1*yr))\n",
"ocean['internal tides'] = phenomena('Internal tides',\n",
" (200*m,50*km),(10*m,5*km),(6*hr,2*dy))\n",
"ocean['mesoscale'] = phenomena('Mesoscale eddies',\n",
" (2*km,90*km),(100*m,2*km),(12*hr,6*mo))\n",
"ocean['barotropic'] = phenomena('Barotropic eddies',\n",
" (20*km,100*km),(100*m,5*km),(3*dy,6*mo))\n",
"ocean['tropical'] = phenomena('Tropical waves',\n",
" (50*km,200*km),(50*m,500*m),(1*wk,1*yr))\n",
"ocean['western'] = phenomena('Boundary Currents',\n",
" (20*km,150*km),(500*m,1*km),(1*mo,7*yr))\n",
"ocean['basin tide'] = phenomena('Tides',\n",
" (50*km,5000*km),(500*m,5*km),(12*hr,2*dy))\n",
"ocean['rossby'] = phenomena('Rossby waves',\n",
" (50*km,5000*km),(200*m,2*km),(1*wk,20*yr))\n",
"ocean['gyres'] = phenomena('Gyres',\n",
" (500*km,5000*km),(500*m,5*km),(2*yr,50*yr))\n",
"ocean['seasons'] = phenomena('Seasonal cycle',\n",
" (100*km,5000*km),(50*m,5*km),(0.8*yr,1.2*yr))\n",
"ocean['nino'] = phenomena('El Niño',\n",
" (100*km,5000*km),(50*m,2*km),(1*yr,10*yr))\n",
"ocean['climate'] = phenomena('Climate change',\n",
" (100*km,5000*km),(50*m,5*km),(3*yr,500*yr))\n",
"for k in ocean: print(ocean[k])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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gzbaV5GXl8/PrfkWLv4VHl/yT9bvWIiKcNWcRH130yS7fOByNRvnv8md5e+2b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YrJVjkyhBALgDHbrXsM+D7gBPqfkUNRFEUZMqZt0J1ppavnkTAjQx3SLpm2TXsiTnsiQcLYbrZe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77zSKjxlCMBDmhQe/oKHGi9lqYPj4TMbPzMcWZ+LKO2bx1lNLefmfC5k8axh5IzsuAzr+2Dy+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\nej56km4AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2b590104668>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,9))\n",
"ax = plt.gca()\n",
"xor,yor = 'h','t'; orient=(xor,yor);\n",
"patches = []\n",
"for k in ocean:\n",
" patches.append( ocean[k].ellipse(orient=orient, log=True) )\n",
"p = mpl.collections.PatchCollection( patches, alpha=0.5)\n",
"p.set_array( numpy.mod( numpy.arange( len(patches) ), 11/7 ) )\n",
"ax.add_collection( p )\n",
"for k in ocean:\n",
" ocean[k].text(orient=orient, log=True)\n",
"if xor=='h': plt.xticks( numpy.log10([1*um, 1*mm, 1*cm, 1*m, 100*m, 1*km, 10*km, 100*km, 1000*km, 1e4*km]),\n",
" [r'1 $\\mu$m','1 mm','1 cm','1 m','100 m','1 km','10 km','100 km','1000 km','10000 km'] )\n",
"if yor=='v': plt.yticks( numpy.log10([1*um, 1*mm, 1*cm, 1*m, 1*km, 10*km]),\n",
" [r'1 $\\mu$m','1 mm','1 cm','1 m','1 km','10 km'] )\n",
"if yor=='t': plt.yticks( numpy.log10([1*ms, 1*s, 1*mn, 1*hr, 1*dy, 1*wk, 1*mo, 1*yr, 10*yr, 100*yr, 1000*yr]),\n",
" ['1 ms','1 sec','1 min','1 hour','1 day','1 week','1 month','1 year','10 yrs','100 yrs'] )\n",
"plt.title('Space/time scales of oceanic processes', fontsize=16);\n",
"annotate()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Microscale turbulence: H(1e-02:1e+00) V(1e-02:1e+00) T(1e-01:1e+01)\n",
" Small cumulus: H(1e+00:1e+03) V(1e+00:1e+03) T(1e+01:4e+03)\n",
" Thermals: H(1e+01:2e+02) V(1e+01:2e+02) T(1e+02:1e+03)\n",
" Tornadoes: H(2e+02:2e+03) V(2e+02:2e+03) T(2e+02:4e+03)\n",
" Thunderstorms: H(3e+02:2e+04) V(5e+02:4e+03) T(1e+03:2e+04)\n",
" Cloud clusters: H(1e+04:1e+05) V(5e+02:4e+03) T(1e+04:2e+05)\n",
" Fronts and squall lines: H(1e+04:1e+05) V(5e+02:4e+03) T(9e+04:3e+05)\n",
" Tropical cyclones: H(1e+05:2e+06) V(1e+03:5e+03) T(9e+04:6e+05)\n",
" Planetary waves: H(4e+05:3e+07) V(1e+03:1e+04) T(9e+04:8e+06)\n",
" MJO: H(1e+06:3e+07) V(2e+03:1e+04) T(1e+06:5e+06)\n",
" Seasonal cycles: H(3e+05:5e+07) V(1e+03:1e+04) T(8e+06:3e+07)\n",
" ENSO: H(1e+06:3e+07) V(2e+03:1e+04) T(5e+06:2e+08)\n",
" Climate variability: H(1e+06:3e+07) V(2e+03:1e+04) T(3e+07:3e+09)\n"
]
}
],
"source": [
"atmos = {}\n",
"atmos['micro'] = phenomena('Microscale turbulence',\n",
" (1*cm,1*m),(1*cm,1*m),(.1*s,10*s))\n",
"atmos['sml cumulus'] = phenomena('Small cumulus',\n",
" (1*m,1*km),(1*m,1*km),(10*s,1*hr))\n",
"atmos['thermals'] = phenomena('Thermals',\n",
" (10*m,200*m),(10*m,200*m),(100*s,20*mn))\n",
"atmos['tornadoes'] = phenomena('Tornadoes',\n",
" (200*m,2*km),(200*m,2*km),(200*s,1*hr))\n",
"atmos['thunder'] = phenomena('Thunderstorms',\n",
" (300*m,20*km),(500*m,4*km),(20*mn,6*hr))\n",
"atmos['clusters'] = phenomena('Cloud clusters',\n",
" (10*km,100*km),(500*m,4*km),(3*hr,2*dy))\n",
"atmos['squall'] = phenomena('Fronts and squall lines',\n",
" (10*km,100*km),(500*m,4*km),(1*dy,3*dy))\n",
"atmos['cyclones'] = phenomena('Tropical cyclones',\n",
" (100*km,2000*km),(1*km,5*km),(1*dy,1*wk))\n",
"atmos['waves'] = phenomena('Planetary waves',\n",
" (400*km,30000*km),(1*km,10*km),(1*dy,3*mo))\n",
"atmos['mjo'] = phenomena('MJO',\n",
" (1000*km,30000*km),(2*km,10*km),(2*wk,2*mo))\n",
"atmos['seasonal'] = phenomena('Seasonal cycles',\n",
" (300*km,50000*km),(1*km,10*km),(3*mo,1*yr))\n",
"atmos['enso'] = phenomena('ENSO',\n",
" (1000*km,30000*km),(2*km,10*km),(2*mo,7*yr))\n",
"atmos['climate'] = phenomena('Climate variability',\n",
" (1000*km,30000*km),(2*km,10*km),(1*yr,100*yr))\n",
"\n",
"for k in atmos: print(atmos[k])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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UhNlcX4RfH/rUrzZE4L0GmsgrpZRSSkUQT8DLlsbicIdxyKnxNFDSUhHuMPaL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\noP8POqo5JVMSoAMAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2b590811240>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,9))\n",
"ax = plt.gca()\n",
"xor,yor = 'h','t'; orient=(xor,yor);\n",
"patches = []\n",
"for k in atmos:\n",
" patches.append( atmos[k].ellipse(orient=orient, log=True) )\n",
"p = mpl.collections.PatchCollection( patches, alpha=0.5)\n",
"p.set_array( numpy.mod( numpy.arange( len(patches) ), 11/7 ) )\n",
"ax.add_collection( p )\n",
"for k in atmos:\n",
" atmos[k].text(orient=orient, log=True)\n",
"if xor=='h': plt.xticks( numpy.log10([1*um, 1*mm, 1*cm, 1*m, 100*m, 1*km, 10*km, 100*km, 1000*km, 1e4*km, 3e4*km]),\n",
" [r'1 $\\mu$m','1 mm','1 cm','1 m','100 m','1 km','10 km','100 km','1000 km','10000 km'] )\n",
"if yor=='v': plt.yticks( numpy.log10([1*um, 1*mm, 1*cm, 1*m, 1*km, 10*km]),\n",
" [r'1 $\\mu$m','1 mm','1 cm','1 m','1 km','10 km'] )\n",
"if yor=='t': plt.yticks( numpy.log10([1*ms, 1*s, 1*mn, 1*hr, 1*dy, 1*wk, 1*mo, 1*yr, 10*yr, 100*yr]),\n",
" ['1 ms','1 sec','1 min','1 hour','1 day','1 week','1 month','1 year','10 yrs','100 yrs'] )\n",
"plt.title('Space/time scales of atmospheric processes', fontsize=16);\n",
"annotate(fastest=10*ms, shortest=2*mm, longest=9e4*km)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Ocean equiv. of atmospheric mass 9.955m\n",
"Ocean equiv. of atmospheric heat capacity 2.51m\n"
]
}
],
"source": [
"print('Ocean equiv. of atmospheric mass %.3fm'%(1e5/(9.8*1025)))\n",
"print('Ocean equiv. of atmospheric heat capacity %.3gm'%(1e5*1005/(9.8*1025*3992)))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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RwGTgi44zG2NKRaQUuA44OtoCRCQDSDPGvCIiHwNxv4V83333ZY899mDdunXU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Hp9tclP9HJGtfRzqciSRF3/AHyMngsTIfTIwq/StqrqQFWdgMsT1KsuVFyoqgtwA2fucJx9YSJO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\nJBfmZHFq7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F3Iguxj2Wz5egsluSUAhLcKp8mAJuhMnj8hqqoiEOz8aScbJ2ykyYAm9Pmm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\nG3K7hbIQglhMw+Pp3Nlxm6rQIyedTH/H34tDQTM1VgS+oL93EAO9Q9ssK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mpHJJ2ezWvn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8wlW9Lq/9q6qsori4mF69evHEE0/w4IMPkpaWxhVXXEFZmTazqKFxJLDfb3hBEP4L3KGqqvsw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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2b5907fb390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,9))\n",
"ax = plt.gca()\n",
"xor,yor = 'h','t'; orient=(xor,yor);\n",
"patches = []\n",
"for k in ocean:\n",
" patches.append( ocean[k].ellipse(orient=orient, log=True) )\n",
"for k in atmos:\n",
" patches.append( atmos[k].ellipse(orient=orient, log=True) )\n",
"p = mpl.collections.PatchCollection( patches, alpha=0.5)\n",
"p.set_array( numpy.arange( len(patches) ) )\n",
"ax.add_collection( p )\n",
"for k in atmos:\n",
" atmos[k].text(orient=orient, log=True)\n",
"for k in ocean:\n",
" ocean[k].text(orient=orient, log=True)\n",
"\n",
"if xor=='h': plt.xticks( numpy.log10([1*um, 1*mm, 1*cm, 1*m, 100*m, 1*km, 10*km, 100*km, 1000*km, 1e4*km, 3e4*km]),\n",
" [r'1 $\\mu$m','1 mm','1 cm','1 m','100 m','1 km','10 km','100 km','1000 km','10000 km'] )\n",
"if yor=='v': plt.yticks( numpy.log10([1*um, 1*mm, 1*cm, 1*m, 1*km, 10*km]),\n",
" [r'1 $\\mu$m','1 mm','1 cm','1 m','1 km','10 km'] )\n",
"if yor=='t': plt.yticks( numpy.log10([1*ms, 1*s, 1*mn, 1*hr, 1*dy, 1*wk, 1*mo, 1*yr, 10*yr, 100*yr]),\n",
" ['1 ms','1 sec','1 min','1 hour','1 day','1 week','1 month','1 year','10 yrs','100 yrs'] )\n",
"plt.title('Space/time scales of atmospheric and oceanic processes', fontsize=16);\n",
"plt.text(numpy.log10(1*m), numpy.log10(5*dy), 'Ocean', rotation=33, fontsize=22, color='purple');\n",
"plt.text(numpy.log10(200*m), numpy.log10(5*mn), 'Atmosphere', rotation=40, fontsize=22, color='green');\n",
"annotate(longest=9e4*km)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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