diff --git a/notebooks/animation.ipynb b/notebooks/animation.ipynb index 62fe19c..bdedf9d 100644 --- a/notebooks/animation.ipynb +++ b/notebooks/animation.ipynb @@ -95,8 +95,8 @@ "metadata": {}, "source": [ "## Artist Animation\n", - "\n", "Before we get into those steps, let's get some stuff to animate\n", + "\n", "### Get the images into a list\n", "First, we need to ge the images from the directory into a list. We know the only files in this directory are the images we want to plot, so let's get get a list of all the files from that path using `os.listdir()`." ] @@ -102874,11 +102874,70499 @@ ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "ds = xr.open_dataset(gdf.get(\"netcdf_files/meccatemp.cdf\"))\n", + "tas = ds.t" + ] + }, + { + "cell_type": "code", + "execution_count": 92, "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "### Read in data:\n", - "\n" + "# Set up Axes with Cartopy Projection\n", + "fig = plt.figure(figsize=(10, 8))\n", + "ax = plt.axes(projection=ccrs.Orthographic(-80, 35))\n", + "ax.coastlines(linewidths=0.5)\n", + "\n", + "vmin = tas.min()\n", + "vmax = tas.max()\n", + "levels = 30\n", + "\n", + "# create initial plot that we will update\n", + "tas[0, :, :].plot.contourf(ax=ax, transform=ccrs.PlateCarree(), vmin=vmin, vmax=vmax, levels=levels, cmap=\"inferno\")\n", + "\n", + "# create function to update plot\n", + "def animate(i):\n", + " # Calculate the new center longitude for each frame\n", + " center_longitude = -80 + (i * 12) % 360 # Rotate by 12 degrees per frame\n", + "\n", + " # Update the projection with the new center longitude\n", + " ax.projection = ccrs.Orthographic(center_longitude, 35)\n", + "\n", + " # Clear the previous plot\n", + " ax.clear()\n", + " ax.coastlines(linewidths=0.5)\n", + "\n", + " # Plot the new frame\n", + " tas[i, :, :].plot.contourf(ax=ax, transform=ccrs.PlateCarree(), vmin=vmin, vmax=vmax, levels=levels, cmap=\"inferno\", add_colorbar=False)\n", + "\n", + "# create animation\n", + "ani = animation.FuncAnimation(fig, animate, frames=30, interval=200)" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + " \n", + "
\n", + " \n", + "
\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
\n", + "
\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
\n", + "
\n", + "
\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ani" ] }, { @@ -102916,7 +173404,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.6" } }, "nbformat": 4, diff --git a/notebooks/data/gjt_sounding.csv b/notebooks/data/gjt_sounding.csv new file mode 100644 index 0000000..5ebe503 --- /dev/null +++ b/notebooks/data/gjt_sounding.csv @@ -0,0 +1,153 @@ +pressure,height,temperature,dewpoint,direction,speed,u_wind,v_wind,station,station_number,time,latitude,longitude,elevation,pw +853.0,1475,5.2,2.0,305.0,3.0,2.4574561328669753,-1.720729309053138,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +850.0,1508,7.2,1.2,280.0,13.0,12.802500789158708,-2.2574263096700897,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +848.0,1527,7.4,1.4,287.0,13.0,12.43196182751946,-3.800832161395577,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +831.0,1693,6.4,-2.6,350.0,15.0,2.6047226650039557,-14.77211629518312,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +820.0,1802,5.4,-2.8,10.0,13.0,-2.257426309670094,-12.802500789158705,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +813.0,1871,4.8,-2.9,10.0,12.0,-2.083778132003164,-11.817693036146496,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +805.0,1952,4.0,-3.0,7.0,13.0,-1.584301464266917,-12.903099971337186,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +790.0,2102,2.7,-3.7,0.0,16.0,-0.0,-16.0,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +772.0,2286,1.0,-4.7,5.0,13.0,-1.1330246557195562,-12.950531075192693,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +761.0,2400,0.0,-5.2,10.0,15.0,-2.6047226650039548,-14.77211629518312,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +726.0,2776,-3.3,-7.1,25.0,25.0,-10.565456543517486,-22.657694675916247,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +718.0,2865,-4.1,-7.5,23.0,26.0,-10.159009340721118,-23.93312618976345,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +712.0,2930,-4.7,-8.4,22.0,27.0,-10.114378022229625,-25.03396407330326,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +707.0,2986,-3.9,-8.8,21.0,28.0,-10.034302587268408,-26.140251941921647,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +700.0,3064,-4.1,-10.1,20.0,29.0,-9.918584156444393,-27.251086002791343,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +676.0,3338,-5.7,-12.6,20.0,25.0,-8.550503583141717,-23.49231551964771,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +650.0,3645,-7.5,-15.5,20.0,28.0,-9.576564013118723,-26.31139338200543,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +646.0,3693,-7.9,-15.8,20.0,28.0,-9.576564013118723,-26.31139338200543,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +605.0,4199,-12.2,-18.4,30.0,22.0,-10.999999999999998,-19.052558883257653,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +600.0,4263,-12.7,-18.7,28.0,22.0,-10.328374381289596,-19.424847042896396,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +586.0,4443,-14.1,-21.1,23.0,21.0,-8.205353698274749,-19.33060192250125,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +554.0,4865,-17.3,-22.0,10.0,18.0,-3.125667198004746,-17.726539554219745,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +546.0,4974,-18.1,-22.2,15.0,18.0,-4.658742811845373,-17.38666487320323,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +535.0,5127,-19.3,-22.5,1.0,19.0,-0.3315957223083867,-18.99710620797143,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +534.0,5141,-19.3,-22.7,0.0,19.0,-0.0,-19.0,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +524.0,5282,-19.5,-25.0,0.0,23.0,-0.0,-23.0,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +522.0,5310,-19.5,-25.5,0.0,24.0,-0.0,-24.0,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +520.0,5339,-19.6,-26.1,0.0,26.0,-0.0,-26.0,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +516.0,5396,-19.7,-27.4,5.0,29.0,-2.527516539682087,-28.88964624466062,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +513.0,5439,-19.8,-28.3,0.0,28.0,-0.0,-28.0,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +508.0,5512,-19.9,-29.9,0.0,28.0,-0.0,-28.0,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +501.0,5615,-20.1,-30.1,0.0,27.0,-0.0,-27.0,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +500.0,5630,-20.1,-31.1,0.0,27.0,-0.0,-27.0,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +487.0,5824,-21.3,-35.3,355.0,27.0,2.3532050541867746,-26.89725684847713,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +451.0,6378,-26.5,-38.6,340.0,27.0,9.234543869793052,-25.37170076121953,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +430.0,6722,-29.7,-40.7,346.0,28.0,6.7738130767907005,-27.1682803357279,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +408.0,7092,-32.9,-44.9,353.0,30.0,3.656080302154417,-29.776384549239665,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +400.0,7230,-34.3,-46.3,355.0,30.0,2.6146722824297495,-29.885840942752367,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +370.0,7767,-39.4,-48.4,355.0,31.0,2.701828025177408,-30.882035640844112,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +352.0,8111,-42.7,-49.7,351.0,32.0,5.005902881287396,-31.606026899044405,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +307.0,9017,-50.9,-56.0,340.0,33.0,11.286664729747065,-31.00985648593498,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +300.0,9170,-52.3,-57.1,340.0,32.0,10.944644586421395,-30.07016386514907,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +299.0,9192,-52.5,-57.2,340.0,32.0,10.944644586421395,-30.07016386514907,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +293.0,9322,-53.5,-57.8,344.0,33.0,9.096032741960965,-31.721635965964524,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +285.0,9500,-54.3,-59.3,350.0,35.0,6.0776862183425635,-34.468271355427284,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +279.0,9636,-55.1,-60.0,355.0,37.0,3.2247624816633578,-36.85920382939459,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +276.0,9705,-55.5,-60.4,0.0,36.0,-0.0,-36.0,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +275.0,9729,-55.6,-60.5,0.0,35.0,-0.0,-35.0,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +273.0,9775,-55.7,-60.7,2.0,33.0,-1.151683391182532,-32.97989729163016,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +271.0,9822,-55.4,-60.7,5.0,31.0,-2.701828025177403,-30.882035640844112,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +265.0,9966,-54.6,-60.6,5.0,25.0,-2.1788935686914543,-24.90486745229364,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +261.0,10064,-54.1,-60.6,355.0,26.0,2.2660493114391165,-25.901062150385386,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +250.0,10340,-52.5,-60.5,345.0,23.0,5.952838037357976,-22.21629400464857,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +246.0,10444,-52.1,-60.1,335.0,19.0,8.029746973073285,-17.219847953696352,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +230.0,10877,-55.1,-64.8,345.0,29.0,7.5057523079731,-28.01184896238298,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +227.0,10961,-55.7,-65.7,344.0,30.0,8.269120674509969,-28.837850878149567,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +212.0,11402,-52.1,-64.8,340.0,35.0,11.9707050163984,-32.88924172750679,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +205.0,11619,-50.3,-64.3,343.0,31.0,9.063522846404853,-29.645447434854095,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +202.0,11715,-50.3,-64.3,344.0,29.0,7.993483318692969,-27.876589182211248,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +200.0,11780,-50.1,-65.1,345.0,28.0,7.246933262870579,-27.04592313609391,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +197.0,11879,-49.7,-64.9,340.0,24.0,8.208483439816046,-22.5526228988618,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +188.0,12187,-48.3,-64.3,318.0,28.0,18.735656978048027,-20.808055113367043,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +187.0,12222,-48.4,-64.5,315.0,28.0,19.798989873223334,-19.798989873223327,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +175.0,12659,-49.3,-67.3,338.0,31.0,11.612804395893283,-28.74269949157041,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +174.0,12696,-49.2,-67.4,340.0,31.0,10.602624443095726,-29.13047124436316,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +170.0,12850,-48.7,-67.7,338.0,32.0,11.987410989309195,-29.66988334613719,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +161.0,13207,-49.9,-69.9,332.0,35.0,16.431504697506178,-30.903165750062445,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +150.0,13670,-50.7,-71.7,325.0,39.0,22.369481017690813,-31.94692972727067,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +149.0,13713,-50.9,-72.2,320.0,39.0,25.068716777775045,-29.875733281640137,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +146.0,13845,-51.5,-73.5,318.0,36.0,24.088701828918893,-26.753213717186195,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +141.0,14073,-50.5,-73.7,315.0,30.0,21.21320343559643,-21.21320343559642,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +137.0,14260,-49.7,-73.8,300.0,36.0,31.17691453623979,-18.000000000000004,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +133.0,14453,-48.9,-73.9,310.0,31.0,23.74737773668832,-19.926415900282716,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +131.0,14552,-49.3,-74.5,315.0,29.0,20.506096654409884,-20.506096654409873,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +121.0,15068,-51.2,-77.5,330.0,34.0,17.000000000000014,-29.444863728670903,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +114.0,15455,-52.7,-79.7,300.0,21.0,18.186533479473212,-10.500000000000002,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +110.0,15685,-52.2,-80.0,295.0,26.0,23.564002462952896,-10.98807480525819,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +109.0,15744,-52.1,-80.1,292.0,27.0,25.03396407330326,-10.114378022229625,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +105.0,15985,-52.5,-81.0,280.0,30.0,29.54423259036624,-5.209445330007899,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +101.0,16236,-52.9,-81.9,292.0,32.0,29.6698833461372,-11.987410989309184,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +100.0,16300,-52.7,-82.7,295.0,33.0,29.908156972209444,-13.946402637443088,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +94.0,16696,-54.1,-84.1,320.0,26.0,16.71247785185003,-19.917155521093424,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +87.0,17190,-55.8,-85.8,305.0,23.0,18.84049701864681,-13.192258036074058,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +86.5,17227,-55.9,-85.9,307.0,23.0,18.368616731087744,-13.841745532497102,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +85.1,17331,-55.7,-85.7,312.0,24.0,17.83547581145747,-16.059134552612587,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +83.0,17488,-56.2,-86.1,320.0,25.0,16.06969024216349,-19.151111077974445,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +77.0,17961,-57.8,-87.2,300.0,24.0,20.784609690826528,-12.000000000000004,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +73.2,18280,-58.9,-87.9,309.0,23.0,17.874357113510328,-14.474368994146262,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +71.0,18471,-59.1,-88.1,315.0,23.0,16.263455967290597,-16.26345596729059,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +70.9,18480,-59.1,-88.1,315.0,24.0,16.970562748477143,-16.970562748477136,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +70.0,18560,-58.7,-87.7,315.0,25.0,17.677669529663692,-17.677669529663685,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +69.0,18650,-58.8,-87.8,320.0,28.0,17.998053071223108,-21.449244407331378,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +66.0,18930,-59.0,-88.0,340.0,16.0,5.472322293210698,-15.035081932574537,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +64.0,19123,-59.1,-88.1,320.0,7.0,4.499513267805777,-5.362311101832844,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +63.7,19153,-59.1,-88.1,316.0,8.0,5.557266963671981,-5.754718402709207,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +61.0,19424,-59.5,-88.5,275.0,15.0,14.942920471376183,-1.3073361412148683,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +59.1,19622,-59.7,-88.7,288.0,17.0,16.167960777017612,-5.253288904374103,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +56.2,19938,-59.3,-88.3,309.0,20.0,15.542919229139416,-12.586407820996753,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +56.0,19960,-59.3,-88.3,310.0,20.0,15.320888862379562,-12.855752193730783,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +55.0,20073,-59.5,-88.5,313.0,17.0,12.433012927525896,-11.593972121062478,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +53.0,20305,-59.5,-88.5,320.0,11.0,7.070663706551936,-8.426488874308756,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +52.2,20400,-59.5,-88.5,328.0,13.0,6.888950435031665,-11.024625250033536,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +50.5,20608,-59.7,-88.7,345.0,18.0,4.658742811845372,-17.38666487320323,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +50.0,20670,-59.9,-88.9,350.0,19.0,3.2993153756716773,-18.711347307231954,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +49.4,20745,-59.9,-88.9,354.0,18.0,1.8815123388177617,-17.901394116628918,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +48.0,20925,-59.6,-88.6,5.0,14.0,-1.2201803984672144,-13.946725773284438,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +47.0,21057,-59.5,-88.5,40.0,8.0,-5.142300877492314,-6.128355544951824,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +46.0,21192,-59.3,-88.3,20.0,3.0,-1.0260604299770062,-2.8190778623577253,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +44.2,21442,-58.9,-87.9,96.0,5.0,-4.972609476841367,0.5226423163382677,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +44.0,21471,-58.9,-87.8,105.0,5.0,-4.8296291314453415,1.294095225512604,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +42.7,21659,-58.5,-87.5,60.0,8.0,-6.928203230275509,-4.000000000000001,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +41.0,21914,-58.9,-87.9,0.0,12.0,-0.0,-12.0,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +38.2,22357,-59.7,-88.7,42.0,13.0,-8.698697882665158,-9.660882731206126,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +38.0,22390,-59.7,-88.7,45.0,13.0,-9.192388155425116,-9.19238815542512,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +37.0,22557,-59.7,-88.7,35.0,8.0,-4.588611490808368,-6.553216354311934,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +36.4,22659,-59.7,-88.7,51.0,10.0,-7.771459614569709,-6.293203910498374,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +35.0,22904,-60.0,-88.2,90.0,15.0,-15.0,-9.18485099360515e-16,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +34.8,22940,-60.1,-88.1,89.0,13.0,-12.998020037033086,-0.2268812836846867,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +34.0,23085,-60.2,-88.8,85.0,4.0,-3.984778792366982,-0.3486229709906325,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +33.5,23178,-60.3,-89.3,120.0,4.0,-3.464101615137755,1.9999999999999991,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +33.0,23272,-60.0,-89.2,155.0,5.0,-2.1130913087034973,4.531538935183249,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +32.0,23464,-59.3,-88.9,140.0,4.0,-2.571150438746158,3.0641777724759116,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +31.2,23623,-58.7,-88.7,105.0,9.0,-8.693332436601615,2.3293714059226875,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +30.0,23870,-57.5,-87.5,50.0,16.0,-12.256711089903648,-10.28460175498463,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +29.0,24084,-57.2,-87.2,50.0,20.0,-15.32088886237956,-12.855752193730789,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +28.7,24149,-57.1,-87.1,49.0,19.0,-14.339482024232668,-12.46512155081964,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +27.0,24533,-58.3,-87.6,40.0,11.0,-7.070663706551931,-8.426488874308758,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +26.5,24651,-58.7,-87.7,67.0,8.0,-7.364038827619523,-3.1258490279141897,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +26.0,24770,-58.8,-87.7,95.0,4.0,-3.984778792366982,0.3486229709906329,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +25.0,25015,-59.1,-87.6,15.0,13.0,-3.3646475863327696,-12.557035741757888,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +23.5,25402,-59.5,-87.5,46.0,16.0,-11.509436805418416,-11.114533927343956,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +22.7,25617,-59.9,-88.9,64.0,18.0,-16.178292833385004,-7.890680642203394,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +22.0,25813,-59.4,-88.7,80.0,20.0,-19.69615506024416,-3.4729635533386083,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +21.0,26104,-58.6,-88.3,40.0,16.0,-10.284601754984628,-12.256711089903648,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +20.4,26286,-58.1,-88.1,31.0,15.0,-7.725571123650813,-12.857509510531685,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +20.0,26410,-57.9,-86.9,25.0,15.0,-6.339273926110492,-13.59461680554975,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +19.9,26442,-57.9,-86.9,29.0,14.0,-6.7873346834487185,-12.24467589995154,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +19.7,26505,-58.1,-87.1,38.0,12.0,-7.3879377039079,-9.456129043280663,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +19.0,26734,-57.4,-86.9,70.0,6.0,-5.63815572471545,-2.052120859954013,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +18.3,26971,-56.7,-86.7,25.0,12.0,-5.071419140888393,-10.8756934444398,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +18.0,27076,-56.7,-86.7,5.0,14.0,-1.2201803984672144,-13.946725773284438,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +17.0,27438,-56.5,-86.5,350.0,13.0,2.257426309670095,-12.802500789158705,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +16.4,27666,-56.1,-86.1,14.0,16.0,-3.870750329594684,-15.524731620415944,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +16.0,27823,-55.9,-85.9,30.0,18.0,-8.999999999999998,-15.588457268119896,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +15.9,27863,-55.9,-85.9,29.0,18.0,-8.726573164434066,-15.743154728509124,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +15.0,28233,-55.8,-85.8,20.0,18.0,-6.156362579862037,-16.914467174146353,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +14.0,28672,-55.8,-85.8,20.0,13.0,-4.446261863233693,-12.21600407021681,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +13.4,28951,-55.7,-85.7,53.0,17.0,-13.576803670803978,-10.23085539358482,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +13.0,29144,-55.5,-85.5,75.0,20.0,-19.31851652578137,-5.176380902050415,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +12.7,29293,-55.3,-85.3,,,,,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +12.1,29601,-55.5,-85.5,,,,,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 +12.0,29654,-55.7,-85.7,,,,,GJT,72476,2023-11-20 12:00:00,39.11,-108.53,1475.0,9.12 diff --git a/notebooks/good-viz.ipynb b/notebooks/good-viz.ipynb index c7ce441..aedb667 100644 --- a/notebooks/good-viz.ipynb +++ b/notebooks/good-viz.ipynb @@ -278,7 +278,7 @@ "\n", "### What's next?\n", "\n", - "[Plot Elements](plot-elements)\n" + "Let's break down the different components of data visualization in [Plot Elements](plot-elements).\n" ] }, { @@ -296,7 +296,7 @@ "- [Same Stats Different Graphs: Generating Datasets with Varied Appearance and\n", "Identical Statistics through Simulated Annealing](https://www.research.autodesk.com/app/uploads/2023/03/same-stats-different-graphs.pdf_rec2hRjLLGgM7Cn2T.pdf)\n", "- Alberto Cairo's How Charts Lie: Getting Smarter about Visual Information\n", - "- [Misleading Data Visualization – What to Avoid](https://blog.coupler.io/misleading-data-visualization-examples/#:~:text=A%20very%20common%20misleading%20data,truncated%20graph%20might%20distort%20data.)" + "- [Misleading Data Visualization – What to Avoid](https://blog.coupler.io/misleading-data-visualization-examples/)" ] } ], diff --git a/notebooks/images/animation_colorbar_oops.gif b/notebooks/images/animation_colorbar_oops.gif new file mode 100644 index 0000000..bf5f783 Binary files /dev/null and b/notebooks/images/animation_colorbar_oops.gif differ diff --git a/notebooks/plot-elements.ipynb b/notebooks/plot-elements.ipynb index 2febf5e..9c369e8 100644 --- a/notebooks/plot-elements.ipynb +++ b/notebooks/plot-elements.ipynb @@ -272,7 +272,7 @@ "\n", "### What's next?\n", "\n", - "[Specialty Plots: Taylor Diagrams](taylor-diagrams)" + "Next up, the specialty plots called [Taylor Diagrams](taylor-diagrams)." ] }, { diff --git a/notebooks/skewt.ipynb b/notebooks/skewt.ipynb index 90072a8..7976391 100644 --- a/notebooks/skewt.ipynb +++ b/notebooks/skewt.ipynb @@ -38,12 +38,519 @@ "---" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## What is a Skew-T plot?" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "from metpy.plots import SkewT\n", + "import metpy.calc as mpcalc\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you want to get your own sounding data, run the following code in a new cell using the date and station of your choice:\n", + "\n", + "```python\n", + "from datetime import datetime\n", + "from siphon.simplewebservice.wyoming import WyomingUpperAir\n", + "\n", + "date = datetime(2023, 11, 20, 12)\n", + "station = 'GJT'\n", + "df = WyomingUpperAir.request_data(date, station)|\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We've already done this for you and saved the data in a file, `notebooks/data/gjt_sounding.csv` for you to use. We'll use that file's data for the rest of the notebook" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
pressureheighttemperaturedewpointdirectionspeedu_windv_windstationstation_numbertimelatitudelongitudeelevationpw
0853.014755.22.0305.03.02.457456-1.720729GJT724762023-11-20 12:00:0039.11-108.531475.09.12
1850.015087.21.2280.013.012.802501-2.257426GJT724762023-11-20 12:00:0039.11-108.531475.09.12
2848.015277.41.4287.013.012.431962-3.800832GJT724762023-11-20 12:00:0039.11-108.531475.09.12
3831.016936.4-2.6350.015.02.604723-14.772116GJT724762023-11-20 12:00:0039.11-108.531475.09.12
4820.018025.4-2.810.013.0-2.257426-12.802501GJT724762023-11-20 12:00:0039.11-108.531475.09.12
................................................
14713.428951-55.7-85.753.017.0-13.576804-10.230855GJT724762023-11-20 12:00:0039.11-108.531475.09.12
14813.029144-55.5-85.575.020.0-19.318517-5.176381GJT724762023-11-20 12:00:0039.11-108.531475.09.12
14912.729293-55.3-85.3NaNNaNNaNNaNGJT724762023-11-20 12:00:0039.11-108.531475.09.12
15012.129601-55.5-85.5NaNNaNNaNNaNGJT724762023-11-20 12:00:0039.11-108.531475.09.12
15112.029654-55.7-85.7NaNNaNNaNNaNGJT724762023-11-20 12:00:0039.11-108.531475.09.12
\n", + "

152 rows × 15 columns

\n", + "
" + ], + "text/plain": [ + " pressure height temperature dewpoint direction speed u_wind \\\n", + "0 853.0 1475 5.2 2.0 305.0 3.0 2.457456 \n", + "1 850.0 1508 7.2 1.2 280.0 13.0 12.802501 \n", + "2 848.0 1527 7.4 1.4 287.0 13.0 12.431962 \n", + "3 831.0 1693 6.4 -2.6 350.0 15.0 2.604723 \n", + "4 820.0 1802 5.4 -2.8 10.0 13.0 -2.257426 \n", + ".. ... ... ... ... ... ... ... \n", + "147 13.4 28951 -55.7 -85.7 53.0 17.0 -13.576804 \n", + "148 13.0 29144 -55.5 -85.5 75.0 20.0 -19.318517 \n", + "149 12.7 29293 -55.3 -85.3 NaN NaN NaN \n", + "150 12.1 29601 -55.5 -85.5 NaN NaN NaN \n", + "151 12.0 29654 -55.7 -85.7 NaN NaN NaN \n", + "\n", + " v_wind station station_number time latitude \\\n", + "0 -1.720729 GJT 72476 2023-11-20 12:00:00 39.11 \n", + "1 -2.257426 GJT 72476 2023-11-20 12:00:00 39.11 \n", + "2 -3.800832 GJT 72476 2023-11-20 12:00:00 39.11 \n", + "3 -14.772116 GJT 72476 2023-11-20 12:00:00 39.11 \n", + "4 -12.802501 GJT 72476 2023-11-20 12:00:00 39.11 \n", + ".. ... ... ... ... ... \n", + "147 -10.230855 GJT 72476 2023-11-20 12:00:00 39.11 \n", + "148 -5.176381 GJT 72476 2023-11-20 12:00:00 39.11 \n", + "149 NaN GJT 72476 2023-11-20 12:00:00 39.11 \n", + "150 NaN GJT 72476 2023-11-20 12:00:00 39.11 \n", + "151 NaN GJT 72476 2023-11-20 12:00:00 39.11 \n", + "\n", + " longitude elevation pw \n", + "0 -108.53 1475.0 9.12 \n", + "1 -108.53 1475.0 9.12 \n", + "2 -108.53 1475.0 9.12 \n", + "3 -108.53 1475.0 9.12 \n", + "4 -108.53 1475.0 9.12 \n", + ".. ... ... ... \n", + "147 -108.53 1475.0 9.12 \n", + "148 -108.53 1475.0 9.12 \n", + "149 -108.53 1475.0 9.12 \n", + "150 -108.53 1475.0 9.12 \n", + "151 -108.53 1475.0 9.12 \n", + "\n", + "[152 rows x 15 columns]" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('data/gjt_sounding.csv')\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "p = df['pressure'].values\n", + "T = df['temperature'].values\n", + "Td = df['dewpoint'].values\n", + "u = df['u_wind'].values\n", + "v = df['v_wind'].values" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Elements of a Skew-T Plot\n", + "Let's start out by talking about the structural elements of a Skew-T plot.\n", + "\n", + "1. **Temperature Lines**: These lines are drawn at an angle up from the x-axis and are where the name \"Skew-T\" comes from.\n", + "2. **Pressure Lines**: These lines are horizontal from the y-axis, where pressure is plotted at a logarithmic scale.\n", + "3. **Dry Adiabats**:\n", + "4. **Moist Adiabats**:\n", + "5. **Mixing Ratio Lines**:\n", + "\n", + "On all those structural elements, Skew-T plots have two lines plotted on them, **air temperature** and **dew point**. In this notebook, we'll be plotting the air temperature in red and the dew point in blue.\n", + "\n", + "Additionally, Skew-T plots have **wind barbs**. These describe the wind speed and direction at different pressure levels and are plotted on the right side of the diagram.\n", + "\n", + ":::{tip}\n", + "For a more detailed description and a cool interactive diagram, visit [NOAA's Skew-T page](https://www.noaa.gov/jetstream/upperair/skew-t-log-p-diagrams).\n", + ":::" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Making a Skew-T plot in Python (with MetPy!)\n", + "So, all of that might seem a little abstract without a visual. We're going to use MetPy's SkewT module to make an actual Skew-T plot with the sounding data we downloaded earlier.\n", + "\n", + "From the [MetPy documentation](https://unidata.github.io/MetPy/latest/api/generated/metpy.plots.SkewT.html):\n", + "> \"This class simplifies the process of creating Skew-T log-P plots in using matplotlib. It handles requesting the appropriate skewed projection, and provides simplified wrappers to make it easy to plot data, add wind barbs, and add other lines to the plots (e.g. dry adiabats)\"\n", + "\n", + "### Just the basics\n", + "To start with, let's create a very minimal Skew-T plot with just the pressure and temperature lines under the sounding data." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# make figure and `SkewT` object\n", + "fig = plt.figure(figsize=(9, 9))\n", + "skewt = SkewT(fig=fig)\n", + "\n", + "# plot sounding data\n", + "skewt.plot(p, T, 'r') # air temperature\n", + "skewt.plot(p, Td, 'b') # dew point\n", + "skewt.plot_barbs(p, u, v) # wind barbs" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "Then, we're going to plot the air temperature and dew point and add the wind barbs.\n", + "\n", + "Let's talk break that down a bit.\n", + " \n", + "```python showLineNumbers highlightLine=2-3\n", + "# make figure and `SkewT` object\n", + "fig = plt.figure(figsize=(9, 9))\n", + "skewt = SkewT(fig=fig)\n", + "\n", + "# plot sounding data\n", + "skewt.plot(p, T, 'r') # air temperature\n", + "skewt.plot(p, Td, 'b') # dew point\n", + "skewt.plot_barbs(p, u, v) # wind barbs\n", + "```\n", + "First, we'll make a new figure and use that figure to make a new skew-T plot. If you don't provide a figure to `SkewT`, one will be created for you, but it's useful to make the default figure size a bit larger for this tutorial.\n", + "\n", + "First, we're " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['__class__',\n", + " '__delattr__',\n", + " '__dict__',\n", + " '__dir__',\n", + " '__doc__',\n", + " '__eq__',\n", + " '__format__',\n", + " '__ge__',\n", + " '__getattribute__',\n", + " '__getstate__',\n", + " '__gt__',\n", + " '__hash__',\n", + " '__init__',\n", + " '__init_subclass__',\n", + " '__le__',\n", + " '__lt__',\n", + " '__module__',\n", + " '__ne__',\n", + " '__new__',\n", + " '__reduce__',\n", + " '__reduce_ex__',\n", + " '__repr__',\n", + " '__setattr__',\n", + " '__sizeof__',\n", + " '__str__',\n", + " '__subclasshook__',\n", + " '__weakref__',\n", + " '_fig',\n", + " 'ax',\n", + " 'dry_adiabats',\n", + " 'mixing_lines',\n", + " 'moist_adiabats',\n", + " 'plot',\n", + " 'plot_barbs',\n", + " 'plot_dry_adiabats',\n", + " 'plot_mixing_lines',\n", + " 'plot_moist_adiabats',\n", + " 'shade_area',\n", + " 'shade_cape',\n", + " 'shade_cin']" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dir(skewt)" + ] }, { "cell_type": "markdown", @@ -60,7 +567,10 @@ "source": [ "## Resources and references\n", "\n", - "- []()" + "- [Wyoming Upper Air](https://weather.uwyo.edu/upperair/)\n", + "- [Siphon](https://unidata.github.io/siphon/latest/examples/upperair/Wyoming_Request.html)\n", + "- [MetPy's SkewT documentation](https://unidata.github.io/MetPy/latest/api/generated/metpy.plots.SkewT.html)\n", + "- [NOAA's JetStream](https://www.noaa.gov/jetstream) [Skew-T Plot](https://www.noaa.gov/jetstream/upperair/skew-t-plots) Section" ] } ], @@ -80,7 +590,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.6" }, "orig_nbformat": 4 }, diff --git a/notebooks/spagetti.ipynb b/notebooks/spagetti.ipynb index 57909ae..bedc780 100644 --- a/notebooks/spagetti.ipynb +++ b/notebooks/spagetti.ipynb @@ -818,7 +818,7 @@ "\n", "### What's next?\n", "\n", - "Next up let's discuss elements of [Visualization of Unstructured Grids](uxarray)." + "Next up let's discuss [Animation](animation)." ] }, { diff --git a/notebooks/taylor-diagrams.ipynb b/notebooks/taylor-diagrams.ipynb index f73c473..8e396d5 100644 --- a/notebooks/taylor-diagrams.ipynb +++ b/notebooks/taylor-diagrams.ipynb @@ -13,12 +13,18 @@ "source": [ "## Overview\n", "\n", - "Taylor diagrams are a \"concise statistical summary of how well patterns match each other in terms of their correlation, their root-mean-square difference and the ratio of their variances\". Taylor diagrams plot the weighted centered pattern correlations, the ratios of the normalized root-mean-squared differences between the test and reference data sets, and optionally a bias statistic. This notebook explores how to create and customize Taylor diagrams using `geocat-viz`.\n", + "Taylor diagrams are a visual way of representing a statistical summary of how at least two datasets compare, where all plotted datasets are statistically compared to the same reference dataset (typically climate observations). Taylor diagrams are radial plots, with distance from the origin determined by a normalized standard deviation of your dataset (normalized by dividing it by the standard deviation of the reference or observational dataset) and the angle determined by the correlation coefficient between your dataset and the reference.\n", + "\n", + "Taylor diagrams are popular for displaying climatological data because the normalization of variances helps account for the widely varying numerical values of geoscientific variables such as temperature or precipitation.\n", + "\n", + "This notebook explores how to create and customize Taylor diagrams using `geocat-viz`.\n", "\n", "1. Creating a Simple Taylor Diagram\n", - "1. Displaying Distinct Datasets\n", - "1. Finishing Touches\n", - "\n" + "1. Necessary Statistical Analysis\n", + "1. Plotting Different Ensemble Members\n", + "1. Plotting Multiple Variables\n", + "1. Plotting Multiple Models\n", + "1. Variants" ] }, { @@ -43,113 +49,277 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false, - "jupyter": { - "outputs_hidden": false - } - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", + "import xarray as xr\n", + "\n", + "import cftime\n", + "\n", + "import geocat.viz as gv\n", + "import geocat.datafiles as gdf" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating a Simple Taylor Diagram\n", + "\n", + "Before getting into the data computation necessary to create a Taylor diagram, let's demonstrate how to make the simplest Taylor Diagram plot. Here we are using sample data with a normalized standard deviation of 0.6 and a correlation coefficient of 0.24." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Create figure and Taylor Diagram instance\n", + "fig = plt.figure(figsize=(12, 12))\n", + "taylor = gv.TaylorDiagram(fig=fig, label='REF')\n", + "\n", + "# Draw diagonal dashed lines from origin to correlation values\n", + "# Also enforces proper X-Y ratio\n", + "taylor.add_xgrid(np.array([0.6, 0.9]))\n", + "\n", + "# Add a model dataset of one point\n", + "taylor.add_model_set(stddev=[.6], corrcoef=[.24]);\n", + "\n", + "plt.title(\"Simple Taylor Diagram\", size=26, pad=45); # Need to move title up" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Necessary Statistical Analysis\n", + "\n", + "To make understanding a Taylor Diagram more meaningful or intuitive, let's use some real data. Here we are going to use ERA5 reanalysis data as our observational dataset. CMIP5 temperature and pressure data from various representative concentration pathways (RCPs) and ensemble members as our model data.\n", + "\n", + "Because these dataset can be so large, some data pre-processing has been done already to the datasets used in this example. \n", + "\n", + " - ERA5 and CMIP5 data have been spatially averaged (removing latitudinal and longitudinal dimensions)\n", + " - ERA5 and CMIP5 data have been indexed to only include the year 2022\n", + " - All ensembles from a given CMIP5 RCP model have been combined into one dataset.\n", + " - Temperature and pressure variables from ERA5 have been combined into one dataset.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Preparing the Reference (Observed) Dataset\n", + "\n", + "Let's use geocat.datafiles to open up our ERA5 reanalysis data.\n", + "\n", + "This dataset has two variables:\n", + " - `2T_GDSO_SFC` which refers to the air temperature 2 meters above the surface, and \n", + " - `SP_GDSO_SFC` which is surface pressure.\n", + "\n", + "For this dataset, we still need to resample our data to monthly to match the monthly CMIP5 data.\n", + "\n", + "Notice that our time coordinate is in `datetime64`, we will have to manipulate either ERA5 or CMIP5 data to use the same time formatting system." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "era5 = xr.open_dataset(gdf.get('netcdf_files/era5_2022_2mtemp_spres_xyav.nc'))\n", + "era5" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Change hourly data to monthly\n", + "era5 = era5.rename({'initial_time0_hours': 'time'}) # Changing dimension name for convenience\n", + "era5_resampled = era5.resample(time='MS', loffset='15D').mean() # loffsest to set resampling to the center of each month as in CMIP5 data\n", "\n", - "import geocat.viz as gv" + "era5_resampled" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "era5_temp = era5_resampled['2T_GDS0_SFC'] # Because this variable name starts with a number `era5_resampled.2T_GDS0_SFC` would give an error\n", + "era5_ps = era5_resampled['SP_GDS0_SFC']\n", + "\n", + "# Take a look at our final temperature data\n", + "era5_temp" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "\"Generally, the plotted values are derived from climatological monthly, seasonal or annual means. Because the different variables (eg: precipitation, temperature) may have widely varying numerical values, the results are normalized by the reference variables. The ratio of the normalized variances indicates the relative amplitude of the model and observed variations.\" - from NCL" + "### Preparing the model datasets\n", + "\n", + "Here our CMIP5 data is originally sourced from the[Earth System Grid Federation](https://esgf.llnl.gov/). Let's first look at our RCP8.5 model, typically referred to as \"business as usual\" because it is expected to be the mostly likely outcome without improving greenhouse gas mitigation efforts.\n", + "\n", + "To compare this data with the ERA5 data we need to convert our data to `datetime64`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "tas_rcp85 = xr.open_dataset(gdf.get('netcdf_files/tas_Amon_CanESM2_rcp85_2022_xyav.nc'))\n", + "\n", + "tas_rcp85" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "tas_rcp85['time'] = tas_rcp85.indexes['time'].to_datetimeindex()\n", + "tas_rcp85" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Creating a Simple Taylor Diagram" + "### Perform the statistical calculations\n", + "\n", + "1. We need to compute the standard deviation for both our ERA5 observed temperature data and our CMIP5 RCP8.5 modeled temperature.\n", + "2. Find the correlation coefficient between them.\n", + "3. Then, divide the model standard deviation by the observed standard deviation to normalize it around the value 1.\n", + "\n", + "In the next cell we will perform this calculation for all ensemble members." ] }, { "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAm4AAAIoCAYAAADQqWdiAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzddViU6dcH8O8zdHeKYrcgoqBgYIu1oK66YHfu2rF2167drrGuwdqdKIKigh0rtiIqJd0wM+f9w3fmJ4qBDjPE+VzXXOIzT5wZEc7cz32fIxARgTHGGGOMFXoiVQfAGGOMMca+DSdujDHGGGNFBCdujDHGGGNFBCdujDHGGGNFBCdujDHGGGNFBCdujDHGGGNFBCdujDHGGGNFBCdujDHGGGNFBCdujDHGGGNFBCdujDHGGGNFBCdujDHGGGNFBCdujDHGGGNFBCdujDHGGGNFhLqqA2DfLjY2FocPH0ZISAiePHmChIQEZGRkQEdHByYmJqhUqRJcXV3RsWNHWFpaqjpcxhhjjCmYQESk6iDYl2VmZmLChAnYuHEjcnJy8KV/MkEQoKGhgYEDB2Lx4sXQ0dFRYqSMMcYYK0icuBVyWVlZaNKkCa5duwYiQtWqVeHu7o7y5cvDxMQEWlpayMrKQkJCAp4/f47g4GA8fPgQgiCgbt26uHjxIjQ1NVX9MhhjjDGmAHyrtJBbsmQJQkNDUaVKFWzZsgUNGjT46jGXL19Gv379cP36dSxevBhTp05VQqSfIiIQEQRBAAD5n187RhAEXL9+HbGxsWjYsCEMDAwKOlTGGGOsSOARt0KuRo0aePbsGZ48eYLSpUt/83Hh4eGoXLkyKlSogAcPHhRghN9PltjJCIIAsVgMDQ0NNGzYEJcvX8Z///2HatWqqTBKxhhjrPDgEbdC7sWLF6hZs2a+kjYAsLe3R82aNREWFlZAkX3dli1bYGpqCgsLC5iYmMDIyAgGBgbQ09ODmpoaBEH4ZBROQ0MDAJCYmAgAvMiCMcYY+wCPuBVylpaW0NbWxqtXr/J9bOnSpZGZmYnY2NgCiOzLEhMTYWtrCwsLCwCAgYEBjIyMYGJiAlNTU5iamsLMzAzm5uYwMzOTbzMxMYG+vj6qVq2KxMRESCQSpcfOGGOMFVY84lbINWjQAMeOHcPSpUsxZsyYbz7ujz/+wJs3b9ChQ4cCjO7zIiMjkZmZiZiYGJQtWxYJCQl48+YNMjIy5CtjBUGAuro6tLW1oaurC319fRgbG0NPTw8JCQnypI8xxhhj7/GIWyF35coVNG7cGFKpFK1bt0a/fv3g7u4OGxubT/aNjIxEcHAwNm/ejDNnzkAkEuHixYuoX7++0uO+du0aXF1dUbNmTfzxxx8QBAHx8fFITExEfHx8rkdCQgISExORlJSEtLQ0pKenIz09HbVq1cKdO3eUHvuHPlxcIfs78G0LLRhjjDFF4xG3Qq5BgwbYtm0bBgwYgFOnTuH06dMAAC0tLRgbG0NTUxPZ2dlITExEVlYWgPfJhaamJjZt2qSSpA14n9iUKlUKGhoaqFy5MsqWLZvreYlEgoyMDKSnpyM1NRUpKSmIj4+HVCqFv78/Fi1ahDJlyqgk9g/JVrjm5OSgWrVqMDY2VnVIjDHGSjBO3IoAX19fNGzYEIsXL8ahQ4fktyGjoqI+2dfa2hre3t4YP378J8mSMhkaGsLMzAz379/Hw4cPUbZsWYjFYqirv/+WU1NTg76+PvT19T9ZgBAXFwcAKo0fAG7fvo3ly5fj4sWLePHiBQDA1dUVo0ePRteuXb94rFQqBQCIRNxVjjHGmOJw4lZE2NvbY82aNVizZg1evXolb3mVmZkJbW1tecurwjBKBQClSpWCl5eXfNEB8PkkRnb7MScnB5qamnj06BEA1SZu9+/fx9ixYxEQEAANDQ2UL18ekZGRCAkJwaRJk5CSkoJ+/fp99pYpJ2yMMcYKAiduRVCZMmUKTYL2OXp6ehg5ciS6d+8uj/VzyYws+ZGNxmVnZwNAvkugKNLixYsREBCA5s2bo0+fPqhcuTISEhKwYcMGHDx4EKNHj4a1tTXatWsHiUQCNTU1+Z+7d+/GH3/8gYULF6Jly5Yqew2MMcaKH16cwAqd7OxsxMXFwdTUFFpaWkq/flJSEqytrWFkZIT79+/D3Nxc/ty7d+/w559/YtGiRbCxsUFoaChKlSolLyYsEokwZswYLF++HIcPH1bZql7GGGPFE9/PYYWOpqYmbGxsVJK0Ae9XxGZlZaFTp04wNzeXjwACgLm5OcaNG4eOHTsiMjISAwYMAPB+1FA2oijrVNGwYUPlB88YY6xY48StmPLx8UGzZs3QvHlzVYdS5Ny/fx/A+3ZjwPuFFB8yMzPD0qVLYW9vD39/fyxdulT+XFRUFMLCwmBrawsTExPlBc0YY6xE4MStmLpy5QouXLiACxcuqDqUIiclJQUAYGVlBeDTmm0SiQTly5fHokWLQERYunQpQkNDAQCPHj1CREQE6tWrp9ygGWOMlQi8OKGYGjVqlLzfZ1GRnZ2NN2/ewMjICMbGxipbmWlpaQlBEOStwj6OQ01NDWKxGF27dkVAQAA2bNiAWbNm4fjx47h37x4AwMPDQ9lhM8YYKwF4cQJTOVl3gps3b6Jz584gIrRt2xZr165VSTyXLl1C48aN4eTkhBs3bnx2PyJCSkoKWrRogevXr2P79u0IDAzE5s2bce3aNTg7OysxasYYYyUBj7ixQuPdu3fyDgqy25Wq4ObmhqtXr8pj+LjtlYwgCDA0NMTcuXPh4+ODXr16yUuY1K5dW5khM8YYKyF4xK0IkUgkCAgIQEhIiLwAb0ZGBnR0dOQFeF1dXeHh4SGviaZqstpmH5OVzwDeJ0CCIODVq1cIDg7GmzdvULdu3UJxu/FzSdvHpk6dikWLFkEikcDR0RG3bt1SQnTfTvZ+y95rxhhjRVPh+O3Ovmrp0qVYuHChvB1UXvm27BeymZkZJk6ciDFjxqjsl7RUKoVIJJInbYmJiRAEAbq6utDQ0PgkgSCiQllY+GvvnywZGj16NO7du4ejR4/C0dFRSdF9OSYAePv2LQRBgI2NDSdsjDFWDPCIWyFHROjUqROOHDkCIoKhoSHq1auH8uXLw8TEBFpaWsjKykJCQgKeP3+Oa9euITk5GYIgoH379jh06JDSf2HLRtlevnyJoKAgvHz5EuHh4YiOjoZYLJbXaStfvjxq1KgBR0dH+S3Gbx3hKkxkSeq7d+9w/vx5ODo6okqVKqoOC6NHj0ZQUBBu3bqFWrVqoW/fvhg0aBB0dXU/OxLKGGOscOPErZBbvXo1fv31V1hZWWHp0qX4+eefv3gbVCwWY8+ePRg7dixiYmKwYsUKjBgxQokRv7dp0yb8888/uHTpknybmpoaiEjegF1dXR3W1taoXbs22rRpg3bt2sHe3l7psSqCWCwuNLeno6KiMGPGDGzatAmampoQiUTIzMwEAPz5558YNWoUBEFAZmYmMjIykJiYCDMzMxgaGqo4csYYY1/DiVsh5+zsjLt37+LmzZuoVavWNx93584dODs7w8HBATdv3izACD91+PBh9O7dG8nJyWjZsiXKlCkDMzMz6OrqgoiQlpaG6OhovHz5Eg8ePJDf/m3fvj3+/PNPVKpUSanxFjfLli3D2LFj4erqiqFDh8LT0xOXLl3C2LFjAbxfNXvz5k1Mnz4dCQkJKF26NJycnODr6wsXFxcVR88YY+xLOHEr5PT19VGpUqXvmuxeu3ZtPHv2TKkrNNPS0tCoUSPcuXMHy5YtQ7du3eSFbGWkUinS09ORmJiIV69eISQkBAcOHEBwcDCcnZ1x6dIllbW7yg/Zbd2YmBjExcWhfPnyhSLuSpUq4dmzZ7h161au+XYLFizAtm3bULt2bZw9exaJiYnQ1NSErq4uEhMTUbZsWcyfPx/du3dXYfSMMca+hDsnFHJaWlpITU39rmNTU1OhoaGh4Ii+LCIiArdv30bbtm3lt3jFYjGkUql8QYVIJIK+vj7s7Ozg5uaG0aNHY9WqVXB3d8etW7ewbds2pcb8vWS3fLdu3YrmzZujVq1aOHjwoEpjunfvHp49e4aOHTt+skiiY8eOSElJwd69e+Hi4oLg4GD8999/WLt2LZo2bYqXL1/izz//REJCQp6LXxhjjKkeJ26FnJOTE54/f449e/bk6zg/Pz88f/5c6UVgIyMjAQCVK1cGAGRmZkJdXR0ikSjPRQdSqRRSqRS1a9fGggULIJVKERgYqNSY8yJLyj7e9uF2WUeFN2/eICsrC0+fPoWenp7SYszLuXPnAADu7u4A3i8UkcWckZGBqKgolCtXDgcOHECDBg1QoUIFdO/eHefOnUOjRo1w48YNXLlypcgtEGGMsZKCE7dCbsyYMSAi+Pr6YtiwYbh+/XqeSQXwPrG4fv06hg4dip49e8rLVChTdnY2gPfJDABoa2vnqtn2MZFIBIlEIt8XAHJycpQQaW4fxycSiRAVFYU3b97IJ/aLRKJc7a9kyU3v3r2xcuVKTJkyBY0aNVJe0HkICwsDADRr1gzA+xhl3y+HDx8GAAwdOhS6uroQi8UgIvn7365dOwDA48ePlR02Y4yxb1Q4lsGxz2rbti3mz5+PKVOmYMOGDdiwYQO0tbVRpkwZmJiYQFNTE9nZ2UhISMCrV6/kSQYAzJ07F23btlVqvDVq1ICrqyv27NkDR0dH9O/fH5aWlp/s9+GtU9ntXNkiiooVKyovYPxvrlpaWhquX7+Ov/76C69fv4aOjg5ycnKgqakJKysrVKtWDc7OzqhevTqsra3lr8PZ2blQtLdKT0+HSCSCnp4e9PX1AeRONk+cOAENDQ20bt1a/pwgCPJ/B1NTUwDv5ykyxhgrnDhxKwImTZqEJk2aYO7cuTh37hwyMjLw6NGjPPfV0NBAixYtMGXKFLi5uSk1TiKCnZ0dhg0bhpCQEEyZMgX379/HTz/9BEdHR1hZWcHIyAiCIOQauXr16hXOnz+PhQsXwtDQEI0bN1Zq3IIgIC4uDuPGjcPff/+d6zkNDY1ctxutra3h5OSEn376CT4+PvIESVbLTZU0NDTQrFkzCIIgH0WTkUgkmDdvHpKTk+Wrk2Xxyv4MCQkBAJUXEGaMMfZ5vKq0iElJScGtW7fkLa8yMzOhra0tb3nl5OQEAwMDlcaYnZ2N3bt3Y/78+Xjy5Il8e7ly5WBrawsTExP5XDB1dXVEREQgKCgIwPuVj7/99pv8tqmyDB06FBs2bICVlRUGDx4MR0dHxMfHIykpCXFxcYiMjMTTp0/x9OlTREVFQU1NDY6Ojpg4cSJ+/vlnpcb6NdnZ2RAEIc+FKZ8rvCtbDXzv3j0kJydDR0dHGaEyxhjLJ07cWIEJCgrCkSNHEBoaihcvXiA+Ph6ZmZl5znerXbs2evXqhcGDBys9aXj16hXKly+P8uXL4+LFi7CwsPhk9Cw5ORlv377Ff//9h/Pnz2PHjh1ISUlBxYoVsXr1arRq1UqpMX9OfjtPyBK5AwcOoEuXLujSpUu+F8IwxhhTHk7cWIFLTk7GkydP8PTpUzx79gypqamQSqXQ19eHoaEhjI2N0aJFC9ja2qokvr1796Jbt26YOnUqZs+eLe/uIOunmlcilJiYiNmzZ2P58uWoWrUqbt68qfRRQkVJSkpCx44dceXKFRw9elQ+B44xxljhw3PcWIEzNDTMNYFftso0r0bzqihD8fTpUwCQJ46yBQkf+3B1rLGxMSZMmICnT5/i9OnTOHLkCLp27aq8oBUkIyMDo0ePxsWLFzF48GD5alTGGGOFE5cDYUonW5zwcZKmqtphsppzly5dQmZmJjQ1NXMtSJCRxS0SiSCVSmFtbQ1PT0/k5OTg1atXqgj9h2lpaWHcuHHYtm0bxo4dq/SCzYwxxvKHR9xYiefh4YGaNWti165d0NPTw7Rp02BnZ5drH1n5ElnCKRaLoampKa9XV7ZsWRVE/uNEIhGqV6+O6tWrqzoUxhhj34DnuDEGYM+ePRg8eDDS09Ph4OCADh06oGXLlqhZs+ZnV+m+efMGLVu2xMOHDxEeHo7SpUsrOWrFkHWEUFcvXJ/jVHXrnDHGCjNO3Bj7f4cPH8bIkSPx+vVrAO9LlVSpUgXVqlVDlSpVULlyZVSoUAHJyckICAjAyZMncf/+fQwYMAAbN25UcfTfTlZzLjo6GgYGBtDV1VV1SJ8l+/HECRxjjL3HiRtjH0hISMDBgwdx+PBh3Lp1C1FRURCLxZ/dv1evXli4cKG8k4IqfDgy9fHXstu7H5Ilbr1798bjx49Ru3ZtTJs2TWWrej8mlUpx5MgRNG7cWN7NQbZd1UWOGWNM1ThxYywPCQkJePz4MUJCQvDkyRNERUUhMTERr1+/RnZ2Ntq0aYPmzZujadOmMDExUfltveTkZGhra8vbn5mZmeUaSfs4iUtNTYW7uzvu3bsH4H1JEFUXbpZZuXIlpk+fjnbt2qFVq1Zo2bJlrqQyrwSOkzrGWEnBiVsxMHHiRERFRUFbWxtqamrylY+yh6amJrS0tD75U0tLC7q6utDT05P/KftaX18fRkZGeZbFKGmkUikyMzMhFothaGgIiUQCsVgMLS0tVYeGpKQkrFmzBjdu3EBAQADKlSsHS0tLGBgYoEqVKnBzc0ODBg1gbGyc67iUlBScPn0aly5dgoaGBpYsWaKaF5AHY2NjJCcnQ11dHbq6unBzc0Pbtm3RunVrVKpUSb7f57pAMMZYccaJWzEwd+5cTJs2DaNGjYKOjo58srlUKoVYLEZOTg6ys7ORlZWV68/MzEykp6cjLS0NaWlpub6WlcLQ1taGkZGR/GFoaAgTExOYm5vDzMwMZmZmub62tLSElZVVoZ43VVxcu3YNCxcuxMGDB3NtF4lE8hE2Q0NDODo6ok2bNujQoQOqVauWqxSL7PvA0NBQFS/hE4mJiejSpQsCAgLg5eWFt2/f4tq1a9DW1kadOnXQpk0btG3bFg4ODhCJRAgNDcWIESOwYMECNG/eXNXhM8ZYgePErRh4/fo1SpcujYiIiE/KWHwPIkJmZiaSkpLyfCQkJCAuLi7X4927d4iLi0NsbCwkEgkMDAxgZWUFa2tr+Z+lSpWCnZ2d/FGqVClO8H5Ax44dcezYMXh5eaF9+/Zo1KgRXr58iQcPHuDZs2d49OgRwsLC8ObNG+jo6KBx48YYMWIE2rZtC6DwrtoMCgpCu3btUK9ePYwdOxZXrlzB2bNncefOHRARatasiRYtWsDX1xd//PEHduzYgdmzZ2Pq1Kk8CscYK/Y4cSsGFJ24/QipVIr4+HhERUUhOjpa/mdkZCTevn2L8PBwPHjwAOnp6cjKyoKJiQns7OxQtmxZ+aNcuXLyr42NjQtlcqFqz58/R8WKFVG/fn1cunTpk/ldYrEY4eHhuHv3Ls6fP48zZ87gyZMnAIAxY8Zg1qxZ0NPTU0Xo32TMmDFYs2YN/Pz84O3tjZCQEAQFBeHUqVO4du0a0tPTYW9vj5cvX0JbWxsvXryApaWlqsNmjLECx4lbMVCYErevCQsLQ506dZCWlob4+Hi8fv0aERERCA8Px8uXL/HixQu8fPkSL1++RHx8PIyMjFCxYkVUqlQJFStWzPW1hYVFiU3q1q1bh+HDh2PevHmYPHkycnJyoKGhkavHqoxYLMb169exbt067Ny5E3p6elizZg169OhRaCf1Z2RkoEWLFnj06BGuXr2KihUrgogQFhaGgIAABAUF4dixY8jMzIS+vj66d+8ODw8PtGjRAhYWFqoOnzHGCkzhqrjJir2oqCjY2NhAJBLB3Nwc5ubmqF27dp77Jicn48WLF3j69Km8SX1QUBCePn2Kt2/fwsjICNWqVUO1atVQtWpV+dflypUr9rfL0tPTAUA+N01WPPfDJEz2mUxdXR3169dH/fr1UadOHYwePRqzZs1Cly5doK2treTIv04qlUJHRwdTp05Fp06dMHr0aOzcuROGhobyLg+urq44duwYiAj6+vrYtGkTjh07hgoVKmD58uWoU6eOql8GY4wVCE7cmFJFRUV9c80z2cR6R0fHT55LS0vDkydPEBYWhrCwMFy7dg3bt2/H48ePIRKJUK1aNdSqVSvXw9bWttiM0Lm4uAAA/vnnHzRr1gzVqlWDRCKR91MF8Mmom7q6OgYNGoTTp08jODgYly9fLpRN5WXxe3p6YsSIEfjzzz9x9OhR+Pr6Ijs7G5qamrhw4QIyMjLQuXNnjBw5Ert378aZM2dw+fJlVKxYUcWvgDHGCg4nbkypIiMjYWNj88Pn0dPTQ+3atT8ZrROLxXj+/Dnu37+Pe/fuISQkBJs2bcLTp09hYmKCWrVqwcnJCU5OTqhTpw6qVq1a6Fo9fYvq1aujcePGCAoKwqxZs7BgwQKUK1dO/rxsVbAsCVJXV0dOTg50dHRQqlQppKSkIDMzUyWxfwvZwonp06fj4sWL+PXXX1GhQgXUr18fGRkZWLVqFQBg4cKFqFChAqpXr4527drJS7YwxlhxxXPcioGiNMdtwoQJSE9Px+rVq5V63fT0dDx48AB3797FrVu3cPPmTdy5cwcSiQSOjo5wcnKCs7MzXFxcUL169UKdzMmSmjt37qBPnz64c+cOjIyM0LdvX/j6+sLZ2TnX/h+vtKxXrx5u3LiBd+/e5epMUNjIXueBAwfQo0cPNG3aFMePH8fGjRsxZMgQtGrVCqdOneKVpIyxEoUTt2KgKCVuPXv2RJUqVTB16lRVhwKJRIInT57IE7nr16/jxo0bkEgk8iRO9rC3ty+Ut1mPHz+OmTNn4saNGwAAIyMjNGjQAB4eHmjatCnq1asH4P18wbS0NGzduhVTp06Fp6cnjh8/rsrQ82XixIlYsmQJNm3ahLVr1+LWrVsICAhAkyZNIJFIctWmY4yx4owTt2KgKCVuLVu2RPfu3dG/f39Vh5IniUSCR48eITQ0FBcvXsTJkycRGxsLMzMzuLm5wc3NDe7u7qhTp06h6JwAvI/577//xp49e3D9+nXEx8cDANTU1GBmZgYXFxcIgoDr168jMjISVatWxapVq4pEwVrZqFtcXBzatGmDe/fuITs7G7Vr18bNmzdVHR5jjCld4b0fxIqlyMhIlTZk/xo1NTX5ykU7OzucP38eKSkpuHHjBoKDg3Hp0iUsWrQIKSkpqFu3Ltzc3NCoUSM0atTok7ZSyoy5b9++aN++PYKDg+Hv748HDx7g6dOnePPmDY4dOwY1NTVIJBJ4enpizpw5cHJyUkms+SUbRTMzM8PYsWMxe/ZsPHz4EJMnTwbwv0UXjDFWUvCIWzFQlEbczM3NcebMmSJRrmHJkiW4evUq9u/fn2s7EeHp06cIDg5GcHCwvESJg4MDmjRpgiZNmqBx48YwMzNTSdxSqRRxcXF4/fo1kpOT8fjxY2hpacHFxQXW1tYwNjYutF0TviYiIgJHjhzB8OHDVR0KY4ypBCduxUBRSdyys7OhpaWFN2/ewNbWVtXhfNUvv/yCmjVrYsqUKV/dNzIyEkFBQQgMDERgYCDCwsJQs2ZNNG/eHM2bN0eTJk1gYGCghKi/rigmbbIfUx/GXRRfB2OM/ShO3IqBopK4RUREwN7eHtnZ2UXi9laVKlWwbNkyeW/P/IiJiUFgYCDOnTuHc+fO4eXLl3BxcUGLFi3QokULuLq6QlNTswCiLt5knR7ySuQYY6wk4MStGIiNjYWlpSViYmIKdbufa9euoX379oiOjlZ1KF+VkpICIyMjvH37ViFz8sLDw+VJnL+/P9LT09G8eXO0adMGbdq0QdmyZX886CLkS622PvecbPuH89p41I0xVtIUviaFLN9kqxsLyyrHz1FU8V1luHPnDqytrRW2kMLe3h79+vXDzp07ERUVhUuXLqFBgwbw8/NDpUqVULVqVYwaNQqnTp0q1IVxFUWWmD158gTZ2dlISUlBWlparudkRYQ/Pmb8+PFYvnw5Xr16xUkbY6zE4RG3YiA5ORlGRkZISkoq1FXjX79+jcePHxfKNksfW7lyJc6cOYNjx44V+LWSk5Nx/vx5nDp1CidPnkRcXBxatmyJ9u3bo127doV6Fe73iIqKwubNm3Hq1ClEREQgISEBjRo1gr29PWrUqIGWLVuiUqVK8v2lUikEQYAgCLh27RoaNmyInJwcODs74+rVq1x8lzFWohT+iUas2LCzsyvUc/A+dPPmTaWtfDU0NISXlxe8vLxARLh//z6OHj2KzZs3Y/DgwXB2dkb79u3RsWNHODg4FOlRprdv32LAgAE4deoUAMjbb504cQIAoKOjg3LlyqF169bo0aMHnJycPrlt2q9fP+zbtw/NmjXjpI0xVuLwiFsxUFRG3IoSR0dHzJw5E97e3iqNIyYmBidPnsTRo0dx6tQpWFpawtvbG97e3mjQoEGRS1xGjBiBtWvXokuXLujbty+qVq2K9PR0nDlzBjdu3MCdO3fkt09r1qyJHj16wMfHB3Z2dvI5bgkJCQgNDUXDhg2hp6en6pfEGGNKxYlbMcCJm2JlZmZCX18fz549g729varDkcvMzIS/vz8OHDiAI0eOQF1dHT/99BO8vb3RrFmzQr9KNT4+HqVLl4adnR2CgoJgZWWV63lZoeMLFy7g5MmTuHXrFgwMDNC3b1/Mnz+/0L8+xhhTBl6cwNhH7t27ByMjI5QpU0bVoeSira2N9u3bY8uWLYiKioKfnx+0tLQwcOBAWFtbo3///jh9+jRycnJUHWqezp8/j4yMDHh4eMDKygpZWVkA3s9hIyIYGBjAw8MDU6dOxbJlyzBgwAAkJydj6dKlaNeuHSIiIgD8r6ZbYSZbaMEYY4rGiRtjH5HNbyvMc8nU1dXh4eGBlStXIjw8HDt27MCDBw8wYMAAWFtbY8CAAThz5kyhSuI+7iQhWwX9YYN4IoK6ujrc3Nywdu1a/PPPPyhdujTOnTsnXyjy8WrTwiYsLAyurq7w9/dXdSiMsWKIEzfGPnLr1q0i0ZJLRiQSISoqCsD7enFHjx6Fvr4++vbtC1tbWwwfPhyXL19W+UiVnZ0djIyMsH37dhw8eBDA+yTsw0RMlsDJtnXv3h0LFiwAACxevBgpKSmFfl7fb7/9hgcPHuDhw4eqDoV9QCKRqDoExhSC57gVAzzHTbESEhKQk5MDS0tLVYfyzTp16gRnZ+dc7bmkUikuXbqEnTt3Yu/evTAyMoKPjw98fX1RvXp1pcZHRJBIJBg3bhxWrlyJRo0aYdmyZfIEmYhARLlWkMqK60okEjRt2hTPnj3DqVOnUKtWLaXGnh9+fn7w8fFBx44dsWfPHmhqakIikRT6ZLM4uX37NmJiYhAdHQ01NTWULl0a7u7u8pIyXLSZFXWcuBUDnLiVbJmZmTA3N8fly5fh4OCQ5z5ZWVk4deoUdu7ciaNHj6JKlSro1asXfH19P1kkUJAiIiLQtWtXhISEAADGjBmD4cOHo1y5cvJ9ZInOh8lcw4YNERoaipCQEDg5OSkt3vwQi8UoVaoUMjMzcejQITRt2jRXF4iHDx/ixYsXiIiIgJubG2xtbWFsbPzZDhLs20mlUty+fRsrVqzAiRMnEBcXl+t5FxcXdO3aFV27ds21QpmxIolYkZeUlEQAKCkpSdWhMBU4efIklSlThqRS6Tftn5SURFu3bqWmTZuShoYGtW/fnvbu3UuZmZkFHOl7T58+pZ9//pkEQSBBEKhixYo0adIkunPnTp77X716lbS1talGjRpKie97jRo1igRBoLFjx+ba/vTpUxo6dCgZGhrKX7MgCNStWzfat28fJSQkEBF9878fyy07O5v+/PNPcnJyIkEQSCQSkSAI5ODgQOXLlydra2v5dnd3d3ry5AkREUkkEhVHztj3UfqIW3h4ON6+fYvY2FhkZmbCzMwMFhYWqFSpEnR0dJQZSrHBI24l24gRI0BEWLNmTb6PffnyJf755x/8/fffiI+Pxy+//IK+ffvC2dm5QG8npaWlYfPmzdi1axdu3LgBiUQCc3NzNGjQAD4+PqhSpQoSExPx7t07LFiwALdu3cLmzZvRt2/fAovpR9y7dw+Ojo6oVasWzp07B3Nzc/n2iRMn4tSpUzAwMEDp0qVhYmKC4OBgAIC1tTXGjx+P0aNHqzL8IisrKwvTpk3Dv//+i4iICGhqamL48OFo0KABOnfujMzMTCQnJ+PChQvYuHEjAgICUK5cOfj7+6NcuXI88saKpoLODDMyMmjbtm3UvXt3srGxIZFIlOdDU1OTGjRoQJMmTaK7d+8WdFjFCo+4lVxSqZTKlClDJ0+e/OHzXLx4kQYMGEAGBgbk6OhIq1atovj4eAVF+imJREIPHz6kadOmUaNGjUhfX18+GmVmZkZaWlryvw8ePLjA4lAENzc3EgSBevToQe/evZNv79mzJwmCQD4+PhQQECAf1QwJCaGWLVvKX9/s2bNJLBbzKFA+ZGdn05w5c6hUqVIkCAIZGhrS6dOnc40ci8Vi+dcSiYS6du1KgiBQjRo1KCYmhoh4pJMVPQWWuD179oxGjhxJJiYm8qHrb3nIEjk3NzfasWMH/6f6Bpy4lVx37twhPT09ysjIUNg5U1JSaMuWLeTm5kba2trUo0cPunDhQoH9X5RKpfT69Wvy8/OjSZMmUc2aNalUqVLk4OBAbdq0oX///ZeSk5ML5NqKEBERQd7e3mRjY0P6+vrUrVs3OnHiBO3fv58MDAzIyckpV0L2YTIxceJEEolE5OzszP9/8ykwMJAqVapEgiCQpaUl3b59O9fzH36/fviet23blgRBoH79+in0/w1jyqLwxC0+Pp5GjRqV69Ny5cqVacCAAbRp0ya6fv06vXz5kpKTkyknJ4eio6MpLCyMTpw4QTNmzKA2bdqQjo6OPIlzcHCgU6dOKTrMYoUTt5Jr3rx55OXlVWDnv3//Po0ePZrMzMyoUqVKtGTJklwjSgXlxYsXlJqaSllZWQV+LUV48eIFbdiwgRo2bEhqampkb29PLi4uJAgCnT59mohyJw+yrx8+fEhlypQhQRDo0KFDKom9KMrIyKD69euTIAhkbW1NV69eJaIvz1uTvefR0dFUqVIlsrGxocuXLxMRj7qxokXhiZupqSkJgkAWFhY0atQoun79er7PkZycTFu2bKGmTZvKE7iVK1cqOtRigxO3kqt+/fq0efPmAr9OZmYm7d69mxo3bkza2trUq1cvunLlilJ+4RWlX6rXrl2jiRMnykeCXFxcKD09/YvHtG/fngRBoDNnzigpyqIvICCATExMSF9fnxYsWEBisfibvk8kEgmJxWKaOXMmCYJAU6dOVUK0jCmWwmdlikQiLFiwAC9evMCyZcvg7Oyc73PI+hOeP38eV69eRevWrZGYmPhd8bx48QKbNm3CwIED4ejoCHV1dQiCgLlz537X+WbOnCmvB/S5x5cKb4aFhcHX1xc2NjbQ1tZGhQoVMG7cuO9+fazkiomJwbVr19CuXbsCv5aWlha6d++OwMBAXL9+HQYGBmjVqhXq1KmDjRs3IjU1tcCuXRRqbtH/r/GqW7cupkyZgsWLF6NHjx5wdXX9bOFX2facnBzo6empvEByURISEoLExEQIgoDmzZtDTU3tm75PRCIR1NTU0LZtWwDAkSNHPikdwlhhp67oE758+RJ6enoKO5+LiwtOnDjx3b3/VqxYgRUrVigsHpnSpUt/tpelrq5untsDAgLQrl07ZGRkwMLCAjVq1MDDhw/x559/4uDBg7h8+bJSa2qxou3EiRNwdnZW+vdMjRo1sHr1aixcuBC7du3C2rVrMWHCBAwYMOCTmmwlxYctuwwMDODl5YWaNWsiLS0N+vr6nxR9ldWqu3PnDs6dO4fSpUujbt26qgq/yJElW61atUK9evXyfXypUqVgbW2NSZMmfdKKjbHCTuEjbopM2hRxXnNzc7Rv3x6zZ8/GyZMn0blzZ4XE069fP1y6dCnPR14JXUpKCrp164aMjAz8+uuvePPmDW7cuIFXr17B3d0dz58/R//+/RUSGysZjh49ig4dOqjs+vr6+hg0aBBu3bqFY8eO4dWrV6hatSq8vLxw/vz5EjmCJKvMDwAVK1aEo6OjfLsMEck7Kfz555+QSCQYMWIETE1NlR9wEaWhoQHgfc9eIP/trGxtbXHkyBH88ssvCo+NsYKm8BG3wmbq1Km5/u7n56eSONavX4/Y2FhUq1YNS5culf/gNjMzw65du1ChQgUcP35c3uCcsS8hIsTFxak0cZMRBAENGzZEw4YNERERgXXr1qFr166wsbHBr7/+ih49epSoGo1fu2Une37FihXYsWMH6tatizFjxigjtGLDwMAAAPDmzRuIxWJ5AvctZLXbeISTFVVceVBJDhw4AADo06fPJ30Ly5QpgxYtWgAA9u3bp/TYWNEjCAIuXLggH9EpLEqXLo358+cjIiICo0ePxsqVK2Fvb49Zs2YhNjZW1eEVChEREfjtt98wevRolCpV6rsKJ5d0P//8M0qXLo03b97gyZMnAN4nZN+CC+6yok7hI26zZ89W2LmmT5+usHMpWkBAAP777z/ExcXB1NQULi4u6NWrF6ytrT/ZVywW48aNGwAAd3f3PM/n7u6OU6dOyXs4MlaU6ejooF+/fujbty/Onj2LP//8E4sWLULPnj0xZswYVKlSRdUhqkxaWhpevXqFSpUqYfr06d81R6ukMzY2RuPGjbFz505s374dCxYsgEgk+monhB99nrHCQOGJm2zV5Y+QTeQtzIlbUFBQrr/v378fM2fOxNq1a9GnT59cz718+RI5OTkAgPLly+d5Ptl22adHxooDQRDQqlUrtGrVCvfu3cPSpUvh6OiIli1bYuLEiWjYsKGqQ8wX2aICGdkv+o8XH3xJ1apV8c8//yAmJuazC5zYl5mZmWHQoEE4dOgQFi1ahIoVK6J///5fTbpEIhEiIiJw6tQpXLlyBTk5OTAyMkLbtm3RsGFDGBoafvJvzFhho/DErXHjxp/9AXb79m0kJSUBeL+qx87ODsD7eQqvX78G8P6TVGG7/fMhGxsb/P777/D29kb58uWho6ODW7duYe7cuTh58iT69esHMzOzXHOPEhIS5F+bmJjkeV7Z9g/3Zaw4qVWrFrZu3Yphw4Zh7NixaNeuHWrVqoXJkyejbdu2RaLsh1gshlQqRUREBMqXLy9PFD5clPDx6/g4qZNKpdDX14e+vr7yAi+GGjVqhE2bNsHHxwcDBw6EVCrFwIED5c9LJBKIRCL5e5+dnY0zZ85g0KBBePfuHcRisfzfbceOHWjUqBF27NgBIyOjfM+bY0yplFUwbtKkSfKefY8fP/7k+SdPnlCPHj1IEASaPHlygcXRu3dvAkBz5sxR6HmlUil5e3sTAKpQoUKuYpBBQUEEgAB8trL3uXPnCACpqanl+9pcgJcVJb///jt5eXlRYmIiLVq0iKysrKhWrVq0Y8cOysnJUXV4ecrIyKD9+/dT69atqUaNGmRra0v16tWjWbNm0f79++V9L4k+X70/NDRUWeGWKBs2bJB36Rk0aBAdOHCAiIhSU1Pl+6SmptKqVatIU1OTBEGgqlWrUpMmTWjBggXUv39/qlmzJgmCQK6urpSWlkZEX+7CwJgqKSVx27dvH4lEIho+fPhX9x0+fDiJRCLav39/gcRSUIkbEdGjR4/kCdqHffNCQ0Pl2z/XG+/EiRMEgPT19fN9XVniFhERQUlJSfl6fNiQmbGClpmZSZaWlrm6BGRkZND69eupfPnyVLZsWVq3bl2h+76cNGkSqaurkyAIpKWlRWZmZvJkwcbGhtq1a0e7du3K9YFNKpXK/x4YGEjW1tbUvXt3Cg4OVtXLKLb8/Pyobt268r7YFhYWNHbsWMrOziYiovXr18v/vTp06ECBgYEUFxcnPz45OZkaN25MgiCQr68vJ22sUFNK4ubh4UFqamoUGxv71X1jY2NJJBJR06ZNCySWgkzciN63/AJA+/btk2978uSJPHF7+/Ztnsft3LmTAFDp0qXzfU1Z4vY9jxkzZnzvS2Us33bu3EmVK1fO8xdjTk4O7d69m2rUqEGlSpWiFStWfLVdlDJcuHCBBEEge3t78vf3pxs3btCrV69o1apV5OnpSba2tiQIAhkbG1Pfvn0/aXZORDRnzhx5sjdhwgQVvIriLywsjHbs2EEODg7k6elJUVFRRER09uxZedLm4+OTa3RUKpXKR3mjo6OpdOnSZG1tzck1K9SUkriZmpqSqalpge2fHwWduFlZWREA8vPzk2/LyckhDQ0NAkCXLl3K87g5c+YQAGrWrFm+r8kjbqyocHd3p2XLln1xH4lEQvv37ydHR0eysrKiP/74I9dtL2Vr1aoVCYKQ512A2NhY2rFjB3Xt2pVMTU1JJBJRkyZN6OjRo5STkyMfcXv+/Dn98ccf1KpVK0pOTlb2SyhR3r17J28on5SURO3atSNBEKht27b04sWLPI/JycmhnJwcatGiBQmCQOvWrVNixIzlj1JmX2ZlZSErKwupqalfnZCbmpqK5ORkaGlpKSM0hXr37h1iYmIAQL7wAnhf3btOnToICQlBcHBwniVBgoODAQCurq7ffX1DQ0MYGhp+9/GMFaQ7d+7g1q1bOHr06Bf3E4lE6NSpE7y9vXHs2DHMnj0bCxcuxLhx4zBixIgC686Slzdv3iAiIgIVK1ZEx44dAfyvXpggCDA3N4evry8aNGiAunXr4p9//kFQUBAkEglsbGzkvZrLlSuH0aNHo2fPnvLisaxgfNjCKjU1FdeuXQMAtG7dGqVLl87zGNlCBAsLC/lxjBVWSilYU6VKFUilUqxevfqr+65evRoSiaRI1nlaunQpiAhGRkaf1Gbq1KkTAGDbtm2ftGd59eoV/P39AUBhLbkYK2zWrl0LHx+fz66s/pggCOjQoQNCQ0Oxfft27N+/H+XKlcPSpUuRkZFRwNG+Z2BggJycHCQlJSE8PBzA+8RStlqR/n8lafny5TFu3DjMnTsXtWvXRnBwMLp06YJ79+4BeL8aVSQSwdLSUilxs/eio6Px7t07lC5dGr1794aamtpnW7Hdu3cPZ8+eBQBoa2srM0zG8kUpiVvfvn1BRJg6dSpmzZqV56eZtLQ0zJ49G1OnToUgCOjbt68yQsvT8uXLUbZsWXTv3j3X9v/++w/Dhg3Df//9l2t7ZmYm5s+fj0WLFgEAJk6cCE1NzVz7DBkyBObm5ggLC8OYMWPkdd3i4uLg4+MDsVgMT09P+Sd0xoqTpKQk7NixA0OHDs33sYIgwNPTEyEhIdiyZQt27NiBChUqYPXq1cjKyiqAaP9HQ0MD1apVQ2xsLDZt2oTs7GwQUa5RN+B/JT86duyIvXv3on79+ggPD8ehQ4cAgEtLqIhYLAYRITk5GUlJSZBIJHmWnRGLxQgKCkJWVhZKly79xfqC+e2LypjCKeN+rEQiodatW5MgCCQSiUhPT4+aNGlCPj4+5OvrS02aNCE9PT35iqBWrVopbFXPpUuXyMzMTP7Q0tIiAKSrq5tr+6tXr+THzJgxgwBQkyZNcp3r1q1b8kn9FhYW5OzsTM7OzqSrqyvf3r9//1wryz7k7+9P2trauY6XHVu2bFmKjIz8rtfI5UBYYbdixQqqX7++Qs4llUpp//79VLNmTbKzs6P169fLVw8WhDNnzpCRkRHZ2trS3r175ds//hkllUrl206ePEmCIFDp0qW/+/81+3FJSUnk5uZGBgYGdOvWLSIiys7O/uRn9OnTp8na2poEQaCffvopz7I0Fy9elH/9uZ/xjCmD0uq4ZWVl0ejRo0lDQ0O+wkckEsmTNUEQSENDg3777TeFTpgPCAj4ptWVH05a/VzilpCQQHPmzCFPT08qV64c6evrk6amJtnZ2VGXLl3o1KlTX43n/v371L17d7K0tCRNTU0qV64cjRkzhuLj47/7NXLixgozqVRKVapUoX/++Ueh55VIJOTn50eVK1emihUrkp+fX4GUcUhMTKTu3bvLf06NHz+eEhMT5c/LJsJ/KDs7m5ycnKhMmTL05s0bhcfEvt24ceNIEARydnamlJSUXM9FR0fTv//+K1/x6+rqStHR0USU+991/vz5JAgC/frrr0qNnbG8CESfueFfQCIjI7Fv3z5cv35dPpHf0tISdevWRefOnWFra6vMcIqF5ORkGBkZISkpiRcnsELn3Llz6N69OyIiIgpk7pBYLMa2bdswc+ZMWFpaYsGCBWjVqpXCOzGMGTMGK1euhFQqRZMmTTBmzBh5hxTZj1GpVAo1NTVkZ2ejRo0aSE1Nxfnz51GtWjWFxsK+nVgsRqtWrXDhwgU4OTnh119/hb29Pf777z+EhoZi//79SE9Ph5ubG5YtW4Z69erJ215JJBLMmDED8+fPBwCMGDECK1eulJ+b8tHqjDGFUW3eyBSBR9xYYdapUyeaOHFigV8nPT2dlixZQiYmJuTh4UFXrlxR6PkTExNp/vz5VKlSJRIEgUxMTKhnz5508+bNT/ZdvXo1CYJAHTt2VGgM7PukpaVRy5Ytc93dEQSB1NTU5EV5Hzx4kOsWaFZWlny0TjZit3v3brpy5QpFRETI9+PbpkzZlD7ixhSPR9xYYfX69WuUL18ejx8/RtmyZZVyzcTERPzxxx9YtmwZ2rVrhwULFqBChQoKObdYLIa/vz82bNiAgIAAJCcnAwC6d++OevXqQRAEREVFYfny5QCAmzdvonr16gq5NvsxKSkp2LhxIwIDA3H37l2kpaWhbdu2cHBwwNixY3Ptm5GRgYkTJ8orIaipqcHY2Bjx8fEgItSsWROzZs2Ct7c3AB55Y8ql9MTt3bt3CAgIQHh4ONLT0zF9+nRlXr5Y4sSNFVaJiYk4e/Ysfv75Z6Vf++3bt5g+fTp27tyJIUOGYOrUqblqfP2I+Ph4HDhwACdOnJCvHP2wPEiVKlUwZsyYXE3PixIiQmZmJnR0dFQdSoFITk6GWCyGqampfJussXxKSgrGjBmDzZs3AwCGDx8Od3d3dOjQAY8fP8aJEycwbdo0AMDu3bvRrVs3lbwGVnIpLXETi8WYOHEi1q5di+zsbPn2D5dWJyQkoEKFCkhPT8eLFy9gY2OjjNCKPE7cGPu8e/fuYcKECbh69Sp+//13jBw5UmFz7ZKTk/H8+XNs374dOTk5SEtLQ82aNeHl5YXy5csr5BqqsG3bNpw5cwZDhgxB48aNVR1OgZNKpRCJREhMTMSIESOwa9cuAMCaNWvQo0ePT4omr1mzBiNHjkSDBg1w4cIFaGhoqCJsVlIp656sl5eXfBVprVq1SFNTk0Qi0Sf7DR8+nFuO5BPPcWPs686ePUu1a9cme3t72rNnj8LnJhWXuU5//PEHiUQiMjAwoF27dlFWVpaqQ1KKmJgY6ty5s7ziwfbt23M9/2G5F6lUSitWrJCvLn758iURfVoihrGCoJTEzc/PjwRBIGtra/lEXmtr6zwTN1lD53bt2ikjtGKBEzfGvo1EIqGtW7eStbU1NWrUKM+FBT+qKCdwBw8elP+sDgwM/OK+Rfl1fuzt27fynqba2tq0Z8+ez+774evOzMykKVOmkEgkorNnzyojVMZIKZ0Ttm7dCkEQsGTJEjg5OX1xXxcXFwiCIG8VwxhjiiISidCnTx88fvwYDRs2hLu7O/r374+oqCiFXaOoTlKPjIzEuHHjoK2tjXXr1uV5izQzM1P+tSAI8g4SRVl4eDi8vb1x4sQJGBgYYM+ePV+ckyn7942JicG8efOwcOFCEBFOnDihrJBZCaeUxO3mzZsAvq0Pp46ODoyMjBAbG1vQYTHGSigDAwPMnz8f//33H5KSklC5cmUsXrw41/zbksbf3x/Pnz9H//794eXlJd/+7NkzbNu2Da1bt0bdunUxdOhQLF++HFFRURCJlPIrpEBFRUUhNDQU2traOHDggLw235dERkZi6dKlmDt3LqRSKZo2bYphw4YhOTlZ3keXW2OxAqOMYT1NTU0yMTHJte1zt0qJiIyMjEhHR0cZoRULfKuUsR8TEBBADg4OVLlyZTp9+rSqw1GJ2bNnkyAIFBwcLN928+ZN8vT0JC0tLXk9M0EQSFNTk+rWrUvnz59XYcSKc/LkSQoICPimfSMiImjMmDG5OgAZGxuTlpYWGRkZka+vr7xbRl5dNRj7UUrpfGxiYoLY2FhkZmZ+dTXX69evkZycjDJlyigjNMYYg4eHB27cuIF169aha9euaNasGZYuXaq02nOqJOsS8ObNG/nfASA2NhZTp07FqVOn0L17dzRo0AAmJiY4efIkrl+/jhs3buCXX37BihUrinxJjDZt2nzTfi9fvsSSJUuwbt06AEDfvn1Rr149uLi44PHjx9iyZQt27dqF69evIzAwEFZWVgUZNiuplJEdtmrVikQiUa5enp8bcZs6dSoJgkBdu3ZVRmjFAo+4MaY40dHR1LdvX9LV1aXZs2dTRkaGqkNSiuXLl5MgCDR16lSSSCS0f/9+EgSBunXrlmu/+Ph42rt3L7Vq1YoEQaBGjRrl6vVcXD19+pT69+8vH2lbtmwZEX26klS2yGHo0KHFagEHKzyUkrht3bqVBEGgevXqUVpaGhHlnbj9+++/pKGhQSKRiI4ePaqM0IoFTtwYU7wrV65QnTp1qEKFCrk+dBZXt27dIiMjI3JxcaHMzEx526779+8T0fvbfh+Wwzhx4gSVLl06VxJTXD18+JB69OghT9q2bt36yT45OTlERBQVFUW//fYbPXv2TMlRspJCKTNLe/XqBRcXF9y4cQMNGjTA+vXrkZOTAwC4fv06tmzZglatWuGXX36BWCxGs2bN0L59e2WExhhjeapfvz62b9+OatWqoVu3bujWrRvevn2r6rAKBBGhatWq6NChA65duwZfX1+8fPkSpqam8uktIpEIIpFI3t7J09NT3hni6tWrqgy/wBAR/vvvP0ydOhU7d+4EAPj5+aFPnz4AkGtVrbq6OsRiMaysrLBgwQJ5AebisPKWFS5KSdxEIhGOHDkCZ2dn3Lt3D8OHD0dCQgIAwNXVFQMHDsS5c+dARHB1dcW///6rjLAYY+yLpkyZgtKlSyMsLAxqamqoVq0aVq9eXexWDAqCAG1tbYwZMwZmZmY4cOAAtm/fjvj4eBw7dky+j+xP2et3c3MDgGKb0F6/fh2TJk3C/v37AQBHjhxB165dAbxP6j5cVSuVSqGu/n7auFgsxrNnz/DkyRM8evQo1zmL2/cOUz6lreW2tLREcHAwVq1aBQcHB3lfP9mjWrVqWL58OQIDA3P1j2OMMVW4ePEizp8/jxkzZsDGxga7du3Cvn37sGLFCri6uuL69euqDlGhiAhOTk7Yu3cvKlWqJC/JdPz4cdy8eVPehxX43yiSrK5btWrVIJVKc+1THNy4cQPHjx+HIAg4d+4c2rdvL/+d9XG9PlkSt2TJEnTp0gW1a9dGnTp14ODggJ9//hkbNmwA8L5hPSdv7Ieo5AYtEaWkpNCTJ0/o4cOHlJCQoKowigWe48aYYkmlUnJxcaE5c+Z88lxGRgZNnz6ddHR0aMyYMZSamqqCCAtOVlYWHTt2jBo2bCif09WxY0e6dOmSvMUT0fsWUW5ubiQIAvn5+akw4oI1fPhwunDhAhG9/7743IKDiIgI8vLykpcIKVeuHDVp0oTs7e3l5VSGDBki359LhbDvpbQm86zgcJN5xhRrz549GDVqFJ48eQI9Pb0893nw4AEGDhyIt2/fYsOGDWjVqpWSoyw4OTk5uHbtGrZt24a//voLAFC1alXUr18fzs7OEIlE2LZtG65du4YePXpg+/btKo644Mka0X9IVkolJiYGPXv2xNmzZyEIApydnbFt2zZUr14d4eHhePDgAXx8fJCUlIRhw4Zh9erVAJDnyB1jX6WM7DAwMJACAwMpLi7um/a/cuXKV/vksf/hETfGFCczM5PKly9Pf/3111f3lUgktGbNGjIwMKBevXrRu3fvlBCh8kRGRpKfnx9VrFgxVwFeQRDIwMCAyzb9P1kJEH19fTIyMiJBEGj48OG59rl9+zYZGhqSIAjf9L3F2OcoZcRNJBJBEATY29vj2LFjqF69+hf3t7GxQWxsLMRicUGHVizwiBtjirN8+XJs3rwZt2/fhpqa2jcdExERgWHDhiEkJAQrV65Et27dCs1IChFBKpVCTU1NPmqU1+jRl2RkZGD37t149+4dwsLCYGtri44dO6J69eowMDAowOgLL/r/0bK//voLgwYNgp6eHjZt2oQqVarAw8MDKSkpGDt2LJYsWSI/Zt++fejatSu6d++Ov//+G+rq6p98n8hG8Rj7LKVkhx98SjMyMvpqTaQvtcNin+IRN8YUIyEhgUxNTenEiRP5PlYqlZKfnx9ZWFiQt7c3RUZGFkCE30c2Lys5OTnfx348F4uLyuY2fPhwEgSBnJ2d5TXvrl27Jp/XNmPGDPm+d+/eJUNDQ7Kxscnz++PDYr63b98u8NhZ0aS0VaUmJiZo0qQJkpOT0aFDB6xdu1ZZl2aMsW+yYMEC1K5d+5tbIH1IEAR069YN//33HzQ1NVGjRg3s2rVLpSsto6KisHr1arRt2xYNGjSAl5cXpk6dips3byI+Pl6+35dqjampqeV6DYVlJFHVpFIpsrKyEBgYCADw8vJCjRo1IJVKUbduXZw5cwYAMHv2bCxYsADA+9W3xsbG0NLSgoaGRq7zSSQS+SjovHnzUKdOHWzbtk15L4gVHcrIDgVBIBsbG8rOzqbevXvLV92MHDkyz09vPOKWPzzixtiPe/nyJeno6NCNGzcUcr59+/aRpaUl/fTTT/T27VuFnDM/srKyqHHjxp/MTRMEgSpWrEiDBw/O1Vj949ZNH/+dV0HmJpFIKCsri+rUqZNr3lpOTo78vTt16pT8Pf/rr79oz549JAgC1apVi2JjY+X7ffjezpw5k0xNTUkQBPL29v7mueGs5FBq4iYzZ84cEolEJBKJqG3btpSSkpJrf07c8ocTN8Z+XM+ePalHjx4KPWdsbCz5+PiQiYkJ7dixQ6m3GX19fUkQBPLy8qLbt2/ThQsX6NChQ+Tq6kp6enqkpqZGNWrUoBUrVsiPkcX3YWurnTt3UnZ2dq7n2f8MGDCABEGg6dOnE9H/Wl/J3qsDBw7IkzdjY2MSBIGWL18uP172XkskEpo0aRLp6uqSlpYW9evXj0JCQpT8alhRoJLEjYho9+7dpKOjQyKRiBwcHOjVq1fy5zhxyx9O3Bj7MTdv3iQdHR16+fJlgZz/wIEDZGFhQV26dKHY2NgCucaHzp49S4IgkJOT0yc/F1JSUmjVqlXk7u5OampqZGhoSGPHjs1zZGfcuHGkqalJ3bt3L7D3pqiSJWY7d+4kbW1tcnNzk28Ti8W5ktwdO3bIkzcfHx+KiIggIpInxJmZmTR69GjS1tYmXV1dGjBgQK45bpwwsw8pbY7bx7p37w5/f3+Ym5vj3r17cHV1RWhoqKrCYYyVYA8ePMDEiRNhb29fIOf39vbG/fv3IRaLUbNmTXkbKUWj/5+LFh0dDQD45ZdfYGhoKO9wIJFIoK+vjxEjRmDBggXo1asXiAgbNmzArFmzcrWuiouLQ05ODvT19fHvv/9+0rqppJPN9WvVqhXq1q2LK1euYMiQIQAgXxUqmzvo6+uLdevWoXHjxujbty/s7OxARNDQ0EBqaipGjx6N1atXQ0NDA3369MHo0aPh6OgIgGu9sTwoIzvMa8RN5vnz51StWjUSBIF0dXXJz8+PR9zyiUfcGCsapFIp/f3332RoaEgDBgz4rlWe32Lt2rUkCAKNGDHik+c+nLv2+PFjGjVqFBkbG5OZmRmtXr06176vXr2i33//nebNm1cgcRYXDx8+JDMzMxIEgQYPHpzrPZaNqhFRrjtLRETx8fHUr18/UlNTI2NjYxo1ahQ9evRIaXGzoknliRsRUWJiIjVv3ly+aEFNTY0Tt3zgxI2xoiU8PJyaNWtGZcuWpUuXLin8/P7+/iQIAtWsWZMePnxIRLknwH946y06OppGjBhBgiCQoaEhXblyJde5MjIyFB5fcXTjxg2ytrYmQRCodevWtHfvXoqKiiKivG91RkdHy+chmpmZ0fjx4+n58+fKDpsVQYUicSN6P6Gzf//+8nkAnLh9O07cGCt6JBIJLVu2jHR1dWn69OnySe2KkJycTB4eHiQIAo0ZM0a+/XM12XJycqhz587yOVgSiYQkEgnPrcqnW7dukaenp7x7QuPGjSkrK0v+vGwkLiIigrp06UKCIJCVlRVNmTIl12jcxyt6GfuQUjon/P3339DR0UHXrl2/uu+SJUtw4sQJAEBAQEBBh1YscOcExoquu3fvwsfHBwYGBtixYwcqVKigkPNu374dffr0AQAMGTIEy5cvh6am5iddE2SV+m/fvo2mTZvC1NQUly9fhpWVlULiKGnevn2LGzduYNWqVVi0aBGcnJwA/G+u2vPnzzFq1CgcO3YMNjY2GDx4MAYOHAgbGxsA/+uJmpmZCUEQoKWllWs7Y9xkvhjgxI2xoi0jIwMTJ07Etm3bsGrVKvTq1UshE9JXr16NyZMnIy0tDd26dcPChQvlCzA+TgTS09Ph6uqKly9f4vbt2wpLIEsq2fubk5Mjb2318OFD/Pbbbzh79ixKly6NIUOGYMCAAbCwsMh1bHJyMn7//Xe8ffsWHTp0gLe3N4yNjbkdFgMAcPrOGGMqpqOjg5UrV8LPzw8TJkzAL7/8gqSkpB8+b58+fTBhwgRYWlri33//ha+vL/z9/QG87yFNRPKe0GpqakhPT4elpeUXOymwbyN7fzU0NCAIAu7cuYOhQ4fi7NmzKF++PH799VcMHjwYFhYWn3TXyMrKgoaGBi5cuID+/ftjwIABiI+Ph5qaGvfwZpy4McZYYdG2bVvcu3cPSUlJcHJyQkhIyA+dT19fHxMmTMDvv/+OqlWr4vLly+jcuTOmT5+O1NRU+WgQACxcuBAvXryAk5MTKlWqpIiXU+LJRk1DQkIwcuRIBAYGonLlyvjtt98wcOBAmJqa5nmchYUFpk+fjnPnzqFevXo4cOAAPD09kZycDHV1dUgkEmW+DFbIKPxWabNmzQAA9vb22Lp1a65t+QpMEHDu3DlFhlZs8a1SxooXqVSKpUuXYsaMGZg5cybGjh37Q/ObpFIp/P39sXbtWhw5cgQA4OjoCEdHR9ja2uLly5fw8/ODubk5bt68CTs7O0W9lBLvzZs38PDwwLNnz+Dg4IChQ4eiR48e0NPTk+8jlUrx4sULZGRkoFKlSlBXV5ffEk1LS8NPP/2E8+fPo3nz5jh+/Dg0NTVV9XJYYaDw1Q7/vyq0WrVqn2zLz4NXlX47XlXKWPEUEhJC5cqVozZt2lB0dPQPn+/t27f0119/kb29/Sc/c+vWrUtBQUEKiJp9bObMmVSmTBnavHnzJ+VVDh48SP369SMNDQ3S0NCgxo0b07x58yg1NVW+T0pKCtWoUYMEQaDFixcrO3xWyCh8xG3WrFkAAHNzcwwfPjzXtvyaMWOGwuIqznjEjbHiKykpCQMHDsTFixexa9cuNG3a9IfPmZKSglOnTiExMRHv3r1DnTp1UKNGDR5pK0C3b99G9erVoampKV9humfPHixcuBB3796FVCqFtbU1EhISkJWVhfbt22PPnj3Q1tYGAOzZswc9evSAl5cX9uzZo+JXw1SJV5UWA5y4MVa8ERE2bdqE0aNHY/Lkyfj999+5NEQRJVttmpaWhr59+2Lfvn1wdnbGmDFj0KBBA9y8eRNTpkzBo0eP0KhRI/j7+0NDQwOXL19GixYtULp0aYSGhsLIyCjXeYlbY5UY/D+fMcYKOUEQMGjQIFy6dAnbtm1Du3bt8O7dO1WHxb6DLOG+ceMG9u3bBwAYN24cfvnlF5QtWxadOnVCYGAgnJ2dcfHiRbRr1w4AEBkZiczMTOjo6EBDQyPXOT9M2h48eIC4uDglviKmbJy4McZYEeHk5IQbN25AR0cHderUwdWrV1UdEvtOspIrpUqVQoMGDeTbJBIJLC0tcfjwYdStWxf+/v5o2rQptm/fDg0NDfTr1w+6urry86Snp8uTtm3btmHUqFFYt24dEhMTlf6amHKoqzoAxhhj387IyAj79+/H8uXL0bx5c8ybNw+//fYb3yYrYoyNjVGmTBnEx8cjJiYGZcqUgVQqhbq6OrKysmBraws/Pz+0aNECgYGBAN6vBJYlecD7+Y9LlixBRkYG3NzcsHz5cty9exfa2tqIiYmBsbGxil4dK0gFVg7kR3E5kG/Hc9wYK5muXLmCn3/+GQ0bNsTmzZtzlZhghV/fvn3x999/w8HBAf7+/jA3N5c/l5GRgdu3b2Py5MkICgqChYUF1q9fD29vbwDvb48mJCSgatWqePfuHSwsLBAXF4cGDRpg9OjR6NSpk6peFitgCk/cFDVhVhAELjL4jThxY6zkio6ORvfu3fHu3TscOHCAi+cWMW3atMGZM2dQqVIlzJo1C1ZWVtDX18fmzZtx9epV3L17F0ZGRti0aRO6dOkCAMjJyZHPcxs5ciQ2bdqE7OxslC1bFn5+fnBxcQHACxaKK4XfKuUSHowxpjxWVlY4e/YsJk2ahHr16uGff/5Bhw4dVB0W+0ZHjx7Fr7/+iiNHjsDX1xdEBDU1NfnAhYWFBbZu3Yq2bdsC+F/SlpWVhVWrVuHkyZMQi8UQiUR4+fIlQkND80zcOIkrPrgcSDHAI26MlWxEhEuXLmHNmjU4fvw4Ro0ahZkzZ3JD8iIiJycHiYmJuHDhAm7duoW1a9ciOTkZpUqVwt9//y2fgiQWi6Guro6MjAwsX74ca9euRVRUFDp06AAXFxdMnToVUqkUa9euxZAhQ+Tnl5UgAYCoqChYW1ur5HUyxeBVpYwxVsS9evUKvXv3Ru3atXH16lX8+++/6Nixo0Ia1RdlRWW6jYaGBiwsLKCvr48jR44gOTlZftuzWbNmICJ50paSkoJFixZh1apViImJQbt27TB58mRMmjQJO3fuBAAMGzYMO3bskJ9flrTt3bsX9evXx7Fjx1TyOplicOLGGGNFWGZmJsaPH48yZcpg/PjxqFGjBkJDQ0FEcHV1xaNHj1QdokqcPHkShw4dUnUY+eLk5ISnT5/CwsICBw4cgLu7O4hIvto0ISEBCxYswLp16xAfH4+ffvoJs2bNQr169QAA3bp1w/r16wEAMTExyMnJkZ87KCgIkydPxqtXr7Bo0SKuA1iE8a3SYoBvlTJWMkmlUqxbtw7Tpk3DnTt3ULp0aflzEokEU6ZMwfr167F79254enqqMFLl2r59O/r06QM3NzdcunRJ1eHkS3h4OLKyslC5cmV5rTeRSIR3795h0aJF2Lp1K9LT09GpUydMmTIF1apVA/D+31t2a/zBgwewsbGBiYmJ/LwJCQno0qUL1NTUMHToUPnqVFb0KDVxi4qKwpYtW3Dp0iW8fv0aaWlp+NzlBUHAs2fPlBVakcaJG2Ml0/Xr19GyZctcKw4/tnv3bgwcOBDTp0/H+PHji/0E9Y0bN+aa37V+/XoMGjRIhRF9nw/npSUnJ2PZsmVYtWoVMjMz0bVrV/z++++oWLFinsd8uBBhzZo1qFmzJpo0aYK4uDg8e/aMV50WdcroZE9EdODAATIwMCCRSESCIOT5+PA5kUikrNCKvKSkJAJASUlJqg6FMaYkaWlp1KBBA+rXr99X971x4waVLl2afvnlF0pPT1dCdKqxcuVKEgSBSpUqRe3btyeRSES+vr6UnZ1NUqlU1eF9t/v371P16tVJJBLRgAED6OXLl5/dVywWy79esWIFaWpqkrq6Oj148CDXfkX5/SjplDLH7cGDB/Dx8UFqairatm2LtWvXAnhfAfyvv/7C3Llz4eHhASKCubk5Vq9ejS1btigjNMYYK5JWrFiBd+/eYcWKFV/dt06dOrh27RrCw8PRtGlTREVFKSFC5frzzz/x22+/wd7eHps2bcKkSZNARNi1axdCQ0OL9MjSrl27EBYWhqpVq2LatGmwt7fP827Vh7dLFy5cKF9Z3Lx5c8THx+fatyi/HyWeMrLDAQMGkCAI1LNnT/k2QRDIxsYm134nTpwgPT09cnFxoezsbGWEVizwiBtjJUtoaCjp6OhQaGhovo7LyMigHj16UOnSpen27dsFFJ3yzZ8/nwRBoAoVKtCJEyfk2319fUkQBOrWrVuR/vm4ZcsW0tLSom7dusm3fTiy9vHfZ8yYQYaGhqShoUG//PILXb16VWmxsoKnlMStYsWKJBKJcg3V5pW4ERGtX7+eBEGgxYsXKyO0YoETN8ZKjsjISKpUqRLNnz//u46XSqU0b948MjAwoMOHDys4OuWbNm0aCYJAVapUIX9/fyIikkgkRER09OhRMjU1papVq9KzZ89yPVeUhIaGkrm5OQmCQJs3b5Zvl93ulCVtEomEJk6cSLq6uqStrU29e/em69evf7I/K9qUkrjp6OiQpqZmrm0ikYhMTU0/2TctLY3U1dWpTp06Crn28+fPaePGjTRgwABycHAgNTU1AkBz5sz5rvPdvHmTpk2bRo0bNyYzMzNSV1cnCwsLatOmDR04cOCzx23dupUAfPFx8uTJ74qJEzfGSoaMjAzq2rUrNWnS5JMRl/zat28f6enp0aJFi4rkL3SpVEqXLl0iQRCocuXKFBQUJH9OlpzFxsaSo6MjCYJAw4YNU1WoCvHvv/+SIAikqalJ//zzj3y77PsgMzOTRo0aRdra2qSrq0sDBgygO3fuyPfLycmRfy17f4rivzsjUnjLq7xoamp+cj9dX18fSUlJ8qKCMrq6ujAwMFDYitIVK1Z80xyQb/Hs2TPUqVNH/vdy5cqhbNmyeP78OU6dOoVTp06hd+/e2LJly2d7tlpaWn62l+CHS7cZY+xDUqkUmzdvxtmzZ3Hnzp0f7orQuXNnlC1bFh07dsTTp0+xZs0aef/LokAQBLi7u+Ovv/5ChQoV0KhRIwDvV0qKRCJIpVKYm5tj9uzZ6NatGwICAnD//n3UrFlTxZF/n65duyIhIQFDhw7Fli1b0K5dOxgZGUFNTQ2pqakYP348Nm/eDG1tbfTs2RPDhw9H9erV5cfLfs+KxWKkpaXByMhI/nv5w7lxrPBTSuJma2uLR48eISMjAzo6OgCAsmXL4v79+7hz5w6cnZ3l+yYkJCAxMRHa2toKuba5uTnat28PFxcX1KtXD3/99Rf279//XeciItjY2GDUqFHo2bMnbGxsAEDeYuTXX3/F33//jbp162LEiBF5nsPT0xPbtm373pfDGCuhoqKisHv3bmzcuDFXvbYf4ezsjJCQELRr1w4dOnTAnj17ikxJIVmy0a9fP/k2+qC8hezDc9WqVVGzZk3cuHEDISEhRTZxA4DBgwfD1NQUdnZ20NfXh0gkQkJCAsaOHYvt27fDwMAAffr0wbBhw3INELx58wbPnz/H6tWrERMTg5iYGLi7u6NRo0b45ZdfoK6u/skgCivElDGs16lTJxKJRLmGbYcOHUqCIFD37t1z7Tts2DASBIFq165dILH07t37u2+VZmRkUFpa2mefHzJkCAEgBweHT56T3Srt3bt3vq/7NXyrlLHiLTk5md68eVNgi7aSkpKoVatW5ODgQBEREQVyDVWSLV6wt7eXz3UrymS3OiMjI6lHjx4kCAKZmZnRhAkT6Pnz57n2vXr1Kvn4+JCdnV2eZbe6du36yVw5VrgppRxIu3btQES5RrqGDBkCkUiEPXv2oGbNmvD19YWDgwPWr18PQRByfYoqLLS1taGrq/vZ51u1agUAePz4sbJCYowVc0SE5ORkWFtbF9itTENDQxw7dgwuLi5wdXXF7du3C+Q6ykb/XzJjwIABcHFxQXx8PG7cuAGg6PQxzYtIJEJSUhJ8fX2xc+dO2NjYYMiQIRgxYgTKlSsn3y8gIAC//vor9uzZgzdv3sDBwQErVqzAxo0bsXjxYpQpUwZ79+6Vd1FQU1P7bFF8VngoJXHr0KEDevfunWsY1sHBAcuXL4dIJMKDBw+we/du3L9/H0SE7t27Y+TIkcoITaEyMzMBQH47OC937tyBj48PmjVrBi8vL8yaNYs7RDDGPksQBJQqVeqz82YVRUNDAxs3bsSIESPQuHFjnD59ukCvpwyy26aGhoaoXbs2UlNTsWnTJgAo8nO6jIyMUK1aNaipqWHw4MEYMWJErlvooaGhmDlzJq5duwYbGxtMmDABwcHBGDFiBAYMGIBx48YhODgYVapUwZEjRzBjxgwAXN+tSFDpeB8RhYWF0Zw5c2jQoEE0fvx4OnfuXIFe70dulX6Nl5cXAaD27dt/8tyXVpWqqanR3Llzv/u6fKuUMaZIO3fuJF1dXdq+fbuqQ/lhstuAjx8/JhMTExIEIdeqzKLu+PHjFBUVJf+77Hbn77//Trq6umRpaUmLFi2S32b/+M/g4GDS0dGhhg0b5joPK7xUnrgpW0ElbqdPn5YnYoGBgZ88f/DgQRo5ciQFBwdTdHQ0ZWZm0q1bt6hnz57y41atWvVd1+bEjbHi52tzaguav78/GRoa0sKFC1VaNkIRddckEglJJBIaMWIECYJAI0eOVEBkhVdYWBjp6+uTIAg0dOjQXHXePhYREUF2dnYkEokoJCRE2aGy76CUW6XF3atXr+Dr6wsAGDZsGBo3bvzJPl5eXli5ciXc3NxgaWkJLS0t1K5dG9u3b8eoUaMAAFOnTkVKSooyQ2eMFUJSqRSRkZEqLc/RvHlzBAYGYvny5fjtt99UNidMEbeIRSIRRCIRmjdvDgBYvXo1AgMDf/i8hQ39//y0gIAApKWlwcHBAYsXL4aamlqupvUfSk9Ph1gsBvC/6T6scOPE7QfFx8fD09MT7969g4eHB5YuXZrvc8yaNQtaWlpISkrC+fPnvzuW5OTkfD+ysrK++3qMsYIRHR0NMzMzlddVq127Ni5fvozTp0+je/fuSv3F/u+//2L+/Pno3bs3NmzYgODg4FzP03dMovfy8kKPHj0AAI8ePVJInIWRrBetra0t9PX1IZFIPknaZO/fs2fPkJSUBAMDgyJTCqakU2rRlqdPn2LPnj24e/cuEhISkJOT89l9BUHAuXPnlBhd/qWmpqJt27Z48OABnJ2dceTIEWhpaeX7PIaGhqhRowZu3ryJp0+ffnc831PbacaMGZg5c+Z3X5MxplgpKSkgokLzS7RcuXIIDg5Ghw4d4OnpicOHDxdobBKJBJ06dcLRo0fl2/755x8AwKRJk/DTTz/B1dUVgiB8dhQpL/T/Nd7q1KkDe3t7DBo0qEDiVyXZwgIrKysAkP8+yivJFQQBjx49wvjx45GZmYkmTZqgdu3a8v0/XqSQn/eaFSylJW6///47lixZAqlU+k2flAr7ypasrCz89NNPCAkJQfXq1XHq1CkYGBh89/lkn6xlQ9bfIyIiIt8/UL8n0WSMFQyxWIx3797B3t5e1aHkYm5uDn9/f3Tu3BlNmzbFyZMnYWlpqfDriMVieHt74/jx42jSpAmGDx+O58+f48mTJ9i8eTMWLlyIixcvYuDAgejVq5e8Q8K3JBSy3ynDhw9X+UhmQXN0dISFhQXu3buH5ORkGBoaIjs7W/66ZUnbzJkz8ejRI5QtWxaDBw8GAOTk5Mj3O3bsGNLT09G1a1dO2goRpSRua9euxcKFCwG875jQokULWFlZFdkqzWKxGF27dsX58+dRvnx5nD17Fubm5t99PolEIh+2t7Oz++7zGBoaFppP6Yyx/EtJSYG1tXWh/CWpp6eHI0eOoFevXmjUqBHOnj2LMmXKKPQae/bswfHjx+Hh4YFDhw7l+nnm7u6OFStW4PLly3j9+jVSUlIwfPjwT5K3j9s3fZzYFfekDXjfEcPd3R2HDh1Cr169cODAAWhqasqfv3z5MhYsWIDz589DQ0MDbdu2lc/N/jBpmzVrFm7cuAGxWAwfHx+VvBb2KaVkTuvWrYMgCOjTpw82bdpUKH8ofSsiQp8+fXDkyBHY2trC398ftra2P3TOzZs3IzExEWpqavDw8FBMoIyxIqew9yvW1NTEzp07MWLECLi7u+PMmTOoVq2aws5/69YtAMCoUaNgaGiIrKwsaGhoQCQSoU+fPrCzs8OKFStw8uRJzJkzB1paWhgwYABEIhHofZUE+UT8CxcuoFmzZvkalSsutLW1sXHjRvz33384cuQIGjZsiNatW0NDQwNxcXFYtWoVxGIxDA0N0blzZ8ycOROmpqby4/fu3Ytly5bh7t27cHZ25kULhY0ylq5qa2uTSCSixMREZVzui76lHMiyZcvI3t6eunXr9slzI0eOJABkbm5ODx48+KZrJiUlUffu3T9Zai0Wi2njxo2kra1NAGjQoEH5ezEfnB9cDoQxpiRSqZSmTp1KZmZmFBoaqpDzZWdnU/fu3UkQBNq6desnz8sEBwfL2yhWq1aNDh8+nGtfsVhMP//8M1lbW9PGjRt/OLaiLCIigtzd3UlDQ0Pe5kr2aNCgAc2cOfOT38s7d+4kV1dXEolEJBKJyNXVlRYvXkyBgYH04sULIiKVlodhREoZcTMxMUFmZiaMjIyUcblcgoOD8dNPP8n/npqaCgBYsGABli9fLt9+69Yt+eT+xMREhIeHo2zZsrnOdeXKFaxatQrA++4IAwcO/Ox1L126JP9aKpXCz88Pfn5+MDY2Rrly5aCuro4nT54gMTERwPvm8ytWrPiRl8oYK4KkUikSEhJgZmam6lC+mSAImDNnDkxNTdGiRQscPXo0zzJI+TmfhoYGqlevDgC4ffu2vPyImpoaBEGQT5h3c3NDdnY2EhISEBgYiB07dqBWrVryVk+PHj1CZmYmoqOjMXr0aDRs2FCho4JFiZ2dHQ4cOICzZ8/C398f4eHhMDExQf369eHl5YWyZcvmunW8bds2LF26FPfv3wcA1KtXD3FxcdiwYQMmTpyI6tWrY/Xq1fDw8Chxo5iFijKyw59++onU1NQoNjZWGZfLJSAg4LMdCz58yD5JEBHNmDGDAFCTJk2+61wfv63Z2dm0ePFi8vLyoooVK5KhoSFpaGiQtbU1tWvXjv79998f+gTDI26MFV1v374t0v93N23aRPr6+nT69OkfPtfevXtJEASytramx48fE1Huxucf/pzcs2cPWVlZkYaGBu3atSvXefz9/alJkya0Zs2aH46puMnJyclz+4YNG6hq1aokEomoTp06tG7dOpJIJJScnEyxsbE0YcIEEgSBtLS06MqVK0TEI2+qopTE7dKlS6Surk6jRo1SxuVKHE7cGCuakpOT6c2bN6oO44fJWmQdOnToh8/VvHlzEgSBXF1dKT4+nog+n7xNnDiRBEGgypUrU0xMTK7zFIf3VVE+fM9k3RNkCZxEIqGVK1dSxYoVSSQSkYeHB506dSrP84wbN44EQaB69epRZGRkwQfO8qS0llebNm0iTU1NGjx4cK7RLfbjOHFjrOjJycmh58+fK6SlU2Fw8OBB0tXV/WT0K7+uXbtGVapUIUEQyMfHh1JSUogod/Ime88SEhKoVq1aZG1tTU+ePMn1HPs82XuUnZ1Nf/zxB5UtW5bU1NSoZcuWFBAQIN9PlvDJ3vtHjx6RlZUVWVhY0M2bN5UeN3tPafU4BgwYgLi4OEyePBmbNm2CqanpF+ueCYKAZ8+eKSs8xhhTGiLC27dvC23pj+/h5eWFAwcOoHPnzkhPT0f//v2/6zxOTk4YMWIE5s6di927d0NXVxcrVqyArq6uvNSHbBWpuro6tLW1ER0djYcPH6JixYrF5v0sSCKRCBkZGVi5ciXWrFmDyMhItG7dGlOmTIGbmxuA3EV4Ze+pjo4ORCIRYmJi8Pr1azg5OansNZRkSkncJBIJevXqBT8/PwDvvyHi4uIQFxf32WMKewFexhj7XmKxGAYGBtDR0VF1KArVunVrHD9+HB06dIBYLJYXdc0PNTU1DBgwANHR0Vi7di02b96MzMxM/PXXX/KC4WKxGOrq6tDX14eWlhasra3lCxvY10kkEsyePRvr169HdnY22rdvjylTpqBu3boAPu2cIAgCsrKy8M8//yAqKgrW1tZwcHBQVfglnlISt+XLl2P37t0AgEaNGqF169ZFugAvY4z9CA0NjUJfs+17NWnSBCdPnkTbtm0hFosxfPjwfJ9DW1sbkydPhkgkwrp167Bz506Eh4dj7dq1KFu2LPT19QEAK1euRHBwMJo0aSLfxr5OTU0Njo6OSEpKwk8//YRZs2bJE7GPkzbgfaJ8/vx5HD16FCKRCN7e3rC0tMxzX1bwBKLv6NSbT9WrV8ejR48wefJkzJ07t6AvV+IkJyfDyMgISUlJ3DmBMVYoXLlyBZ6enpg9ezZ+/fXX7zpHRkYGtm/fjvnz5yMiIgLlypVD9erV4eLigkePHmHXrl3Q1tbGmTNn0LBhQwW/guLP398f1tbWqFmz5mf3yc7Ohr+/P5YsWYLAwEBUqVIFW7duRf369ZUYKfuQUhI3XV1dZGdnIykpCXp6egV9uRKHEzfGiobY2FiYmprmaslUnIWGhqJ169aYPn06Ro8e/V3nICKEhYVh2LBhCAsLQ2xsrPy5KlWqYNOmTZy0FZDMzEycPn0aixcvxpUrV1CqVCns2LEDTZo0UXVoJZrSCvBmZGRw0sYYK7FSUlKQk5NTYpI2AHBxcYG/vz9atmwJsViM8ePH5/scgiCgevXqOHbsGF6+fImrV68iMzMTlSpVQvXq1eWF05lipaen48SJE1i0aBFu3LiBsmXLYufOnWjQoIGqQyvxlJK4NW7cGHv27MGbN29QqlQpZVySMcYKDbFYjHfv3sHe3l7VoSids7Mzzp07h+bNm0NNTQ1jxoz5rvPo6+ujZs2aX7ytxxQjNTUVR48exaJFi3D37l1UrlwZu3fvhpOTE89rKwSUsm568uTJ0NLSwoQJE5RxOcYYKzSKY+mP/HJycsLZs2cxZ84crFy5UiHnVMIsnxIpMTER+/fvx7x583D37l3UqlULBw8ehJOTE6RSKSdthYBSfoo4ODjgwIEDOHnyJDw9PREQEIC0tDRlXJoxxlQqPj4eurq6xa70R345Ozvj9OnTmD59OtauXfvD5+MEomDcuXMHI0aMwIMHD+Di4oKDBw+iWrVq3Ju0EFHK4oTvmdMhCALEYnEBRFP88OIExgqv+Ph4mJiYcKLx/65cuYI2bdpgyZIlGDRokKrDYXnw9PREeHg4/P39YWtry0lbIaOUxO17/sEFQYBEIimAaIofTtwYY0XJpUuX0KpVK7Rp0wYHDhxQdTgsD8nJyTA0NOSkrRBSyuKEgIAAZVyGMcZYEUDv+2TjxIkT2L17N3755RdVh8Q+wklb4aWUxI1rvjDGSpKUlBRIpVIYGRmpOpRC59atW+jQoQNWrlyJMmXKoFOnTtDT00PHjh1VHRr7CCdthZNS/lXKlSuHChUq4OnTp8q4HGOMqYys9IeBgYGqQyl0Hj16hNatW+P333/HwIED0bp1a+zYsQM+Pj7w9/dXdXiMFQlKSdwiIyMRGxuLihUrKuNyjDGmElz64/NevXqFli1bon///rlKQ3l7e2P9+vXw9vbGpUuXVBghY0WDUm6V2tra5mpTwhhjxRGX/shbTEwMWrZsiXbt2mH+/PmfPN+jRw+kp6ejXbt2OHfuHOrWrauCKBkrGpTykbBFixZIT0/HrVu3lHE5xhhTuszMTKSmpsLMzEzVoRQqSUlJaNOmDerUqYPVq1d/tizKoEGDMH36dHh6euLhw4dKjpKxokMp5UCeP3+O2rVro1atWjh79ix0dXUL+pIlCpcDYUz10tLSoKmpCQ0NDVWHUmikp6ejdevWMDQ0xKFDh77pvfn999+xY8cOBAcHcx9SxvKglMTt1atXCA4OxuDBg2Fubo6RI0fCzc0NlpaWXyzOW6ZMmYIOrVjgxI0xVthkZ2fDy8sLqampOHXq1Dd/YCciDBkyBEFBQbh48SLMzc0LOFLGihbunFAMcOLGGCtMJBIJevTogUePHiEgICDfZVEkEgm6d++O8PBwnDt3jlfoMvYBpcxxkxVbzM9DKpUqIzTGGPtuYrEYb9++VXUYhc6LFy8QHh6OU6dOfVctOzU1NezYsQNGRkbw9vZGVlZWAUTJWNGklBG38PDw7zrO3t5ewZEUTzzixpjyEREiIiJgYWHBq0jzQEQ/3J81NTUVzZs3R9myZbF7924uscIYlJS4sYLFiRtjyhcfHw+pVMpzsApYbGws3N3d0bZtWyxbtuyHk0HGijr++MIYY/mUmZmJlJQULv2hBBYWFjh16hT8/Pzw559/qjocxlROKQV48xIeHo6YmBgIggALCwu+LcoYKxKkUikiIyNhZ2fHoz9KUr58eZw4cQIeHh6wsbGBr6+vqkNiTGWUOuIWGRmJX3/9FZaWlihfvjzq168PV1dXlC9fHpaWlhg1ahQiIyOVGRJjjOULEcHKyorrtSlZnTp1sG/fPgwaNIj7mrISTWlz3IKDg+Hl5YX4+Hh87pKCIMDMzAyHDh2Cm5ubMsIqFniOG2OspPjnn38wYsQIBAUFwdHRUdXhMKZ0SkncYmJiUK1aNSQkJMDQ0BBDhgxBy5YtYWdnBwB4/fo1/P39sWHDBiQmJsLU1BQPHjyApaVlQYdWLHDixljBU8QqSaYY8+bNw7p16xASEoJSpUqpOhzGlEopidvEiROxZMkSVK1aFWfPnv3sf7S3b9+iRYsWePToEcaPH4+FCxcWdGjFAidujBUsIsLr169hY2MDdXWVTQ1m/4+IMGDAANy8eRNBQUFcoJeVKEqZ43b8+HEIgoBNmzZ98dORra0tNm3aBCLCsWPHlBEaY4x9VUJCAnR0dDhpKyQEQcD69ethbm6Obt26cZcdVqIoZcRNX18fIpEIycnJ37S/7NNTSkpKQYZVbPCIG2MFJzMzE9HR0ShTpgzfKi1kkpKS4O7ujkaNGmHt2rXF4t8nNTUVcXFxSE9Ph4mJCaytrVUdEitklDLiJgjCZxckfA7XBWaMqZqs9IetrW2xSAqKGyMjIxw/fhyHDh3C0qVLVR3ODzt69Chat24NDw8P1KhRA66urti0adM3D3qwkkEpiZu9vT3S09Nx9erVr+575coVpKWloWzZsgUfGGOMfUF0dDTMzMy49EchZm9vj6NHj2LGjBk4evSoqsP5LkSE4cOH46effsKVK1dgYGCASpUqISIiAmPGjIGfnx/fDmZySkncPD09QUQYNGgQYmNjP7tfTEwMBg0aBEEQ0LZtW2WExhhjn2VsbMzTD4qAunXrYtu2bfD19cXdu3dVHU6+xMfHo2/fvli3bh1q1aqFw4cP4+7du7h+/TpGjhyJtLQ0rFu3Djk5OaoOlRUSSpnjFh0djWrVqiEpKQkmJiYYOnQomjdvjlKlSkEQBERERODcuXPYsGED4uLiYGxsjIcPH3I5kG/Ec9wYYwyYO3cuNm3ahNDQUFhZWak6nG9y6dIleHt7w9raGkePHkXZsmXlpWfS0tLQsGFD3LlzB5cvX0b9+vVVHS4rBJSyRMrKygoHDx6Et7c34uPjMX/+fMyfP/+T/YgIxsbGOHToECdtjDGVICIQEUQibuVc1EyZMgVhYWHw9vbG+fPnoa2treqQvmrdunWIi4vD0KFDUbZsWUgkEohEIkgkEujp6aF8+fKIiYmBjY0NgP/N/+Y5lyWX0n4yNWnSBHfv3sXgwYNhYmIi/+Eoe8hG4u7du4fGjRsrKyzGGMslISEBiYmJqg6DfQdBELB582Z5nbfCvMhNFpuRkREEQYCRkREAQE1NDRKJBGpqaoiNjcWbN2/g6emJyMhIREZGQhAEedJWmF8fKzhKa3n1sRcvXiAmJgYAYGlpiXLlyqkijGKBb5Uyphhc+qN4iI6ORr169TB8+HBMnDhR1eF80bRp0zBv3jw0aNAAu3btgr29PQAgKysLI0aMwObNm+WJXVJSEjw9PdGrVy907dpVxZEzVVFZ4sYUhxM3xn6cVCpFeHg47OzseBVpMXDz5k00btwYe/bsKZSL3aRSKUQiEdLT0+Hk5IQnT56gUaNGqFWrFuzt7bF582Y8fvwY5ubm6Ny5M5KTk3H69GnEx8ejYsWKmDt3LidvJRQnbsUAJ26M/bjIyEjo6enx/6FiZPfu3Rg6dChCQkJQpUoVVYfzCbFYDHV1dYSGhmLOnDk4fvw47OzskJSUhJSUFHTq1AlLliyR35EKDg7G7NmzcfbsWTRu3Bjbtm3j0lklECduxQAnboz9mNTUVCQnJ8PW1lbVoTAFmzRpEg4dOoSQkBD5PLLCKD09HREREYiKisKYMWNgZWWFEydOAPhfggcAu3btwsiRI6GpqYl///2X54SXQAWSuJUvX/6HzyEIAp49e6aAaIo/TtwY+zFisRgikYhXkhZDEokEHTp0gEgkwuHDh6GmpqaU68pKeuTX1atX0aZNG/Tt2xfLli2TL1SQnU8qlaJmzZp4+PAhtm7dit69exdA9KwwK5ByIC9fvvzhc/DEYMaYsnDz+OJLTU0Nu3btgqurK6ZPn4558+YV2LWICDdv3oSuri40NDRQsWLFfB0rCAJu3bqF5ORkefkPqVQqT9ykUilSU1Plvx9lfb1ZyVIgP61mzJjxXcfduHEDx44dU3A0jDGWN9loBiveZPVBXV1dUa9ePXh5eSn8GtevX8fYsWPx33//IT09HYaGhmjdujUGDRoEd3f3rx4vS8Zkd02WLVuG/v37w8zMLNf36dmzZ/Hs2TM0aNAAHh4eCn8drAigQuDZs2fUrVs3UlNTI0EQSBAE8vLyUnVYRUZSUhIBoKSkJFWHwliRkZGRQeHh4aoOgynRvn37yNDQkB4+fKjQ827dupXU1dVJEARycXGhxo0bk5mZGQmCQIaGhrR161aKi4sjIiKJRPLFc71+/ZoaNGhAgiBQu3btKCoqirKzs0kikdCSJUtIS0uLBEGgVatWkVQqVejrYEWDShO36OhoGj58OGlqapJIJCJBEKhRo0Z0+fJlVYZV5HDixlj+SCQSev78OWVnZ6s6FKZkEyZMoOrVq1NycrJCzvf06VOqXLkyaWpq0l9//UVERGKxmO7du0deXl4kCALZ2dnRnDlzKCcnh4i+nLxlZGTQX3/9RcbGxiQIAlWpUoUaNmxIlSpVIkEQSF1dnbZs2aKQ2FnRpJLELSUlhaZPn04GBgbyhK1WrVp09OhRVYRT5HHixlj+REZG8v+XEionJ4eaNWtGXbp0UciI1ZYtW0gQBBozZswnz6WlpVHPnj1JW1ubrK2tafXq1d90ztTUVNq+fTsZGRnJ70IZGxtT+/btFT5ayIoepc7IzcnJwdq1azFv3jzExcWBiFCmTBnMnj0bPXv25AUJjLECl5qaCqlUyiuwSyh1dXX4+fnB2dkZf/75J8aNG/dD57t37x4AwNzcHMD/5k1KJBLo6upi6tSpEIvF2LNnD5YtW4YaNWrAw8NDXoD3Q/T/CxT09PTQs2dPNGrUCGFhYdDV1QXwvnUkY0pL3Hbs2IHp06cjPDwcRAQzMzP8/vvvGD58ODQ1NZUVBmOsBJNIJIiNjZW3FWIlk4WFBfbv3w8PDw+4uLh8Vy00WZJlZWUFAEhMTIRUKpUPQMgWE1SuXBlDhgxBVFQULly4gJUrV8LBwQGmpqafNIwXi8XQ0NBATk4ONDQ0ULZsWS6wyz5R4EWLTpw4AUdHR/Tu3RsvX76Ejo4OpkyZgufPn2P06NEqTdrKli0rb9gre2hra6NcuXLo0aMHrl27ludxffr0+eS4vB59+vTJ93EFsdqJMfaempoaypQpw/XaGOrVq4c//vgD3bt3R3R0dL6PlyVb2traAIBLly7JawHKEjLZn40bN4aPjw9sbW0RGBiIffv2yc8hO8+OHTswZswYZGdnQ0NDA1Kp9IdfIyueCmzE7erVq5g0aRIuXrwIIoK6ujoGDBiAGTNmyD+hFBaVKlWCpaUlACApKQlPnz7Fzp074efnh61bt6Jnz555HmdpaYlKlSp99ryVK1fO93HVq1fPZ/SMsfzg8h9MZsiQIQgKCoKPjw/OnDnzXd8bvr6+mDt3Lq5cuYKNGzdi0KBB8ucEQZCPzHl5eSEoKAg7duxAYGAgOnXqJL+9ev78eUyaNAnv3r2DhYUFpk+fzh8u2OcVxMQ5b29vEolE8ke3bt3o6dOnBXGpH2Jvb08AaOvWrbm2x8fHU5cuXQgAGRgYUHx8fK7ne/fuTQCod+/e+bre9x73Nbw4gbEvk5VTYOxjycnJVKVKFZo2bdp3n2PGjBkkCAJVqlSJnjx5QkTvV5bKyBZBnDhxggRBIAMDA/l+REQRERE0ePBgEgSB2rZtS2lpad8dCyv+CmTE7dChQwDef9po164dqlevjp07d+b7PNOnT1dwZN/GxMQEmzdvxsmTJ5GSkoIzZ86gW7duKomFMfZjpFIpXr9+DTs7Ox7FYJ8wMDDAvn370KBBA7i7u6N169b5PkenTp1w8uRJXLt2DfPmzcPWrVuhpqYmX4Agux3q6ekJT09PnDx5EgcPHsT48eMBAHZ2dvDx8YGTkxMGDx6s0NfHip8Cu1Uq+0Y9fvw4jh8//l3nUFXiBryvXl25cmXcunVLIS28GGOqERMTAzMzM2hoaKg6FFZI1axZE2vWrIGvry9u374NOzu7fB1fq1Yt9OzZE0+fPoWfnx8cHBwwevToXB8UZEmcg4MDTp48KZ/fLVuF2rhxY24Yz75JgSRuZcqUKRalPdLT0wFAvhSbMVa0pKamQiKRcOkP9lW9evVCYGAgfHx8cP78+Xz1r5UtRvvvv/+wYcMGzJw5E9WqVUObNm1A7+ulyhcqyH6vpKamAuA5lyz/Cm2TeVV78uQJnj17BgCoXbu2aoNhjOWbWCzm0h8sX1auXIl69ephzpw5mDVrVr6O1dfXx4QJExAXF4d9+/ahe/fu8luwenp6AICwsDAcO3YMtra26Ny5c0G8BFYC8ISPjyQnJ8Pf3x9eXl4Qi8Vwd3dHo0aN8tz377///mJpD9lcv/wcxxhTjOjoaFhbW/O8NvbN9PT08O+//+KPP/5AQEBAvo8vV64c5s+fj1atWiE5ORn9+vVDv379sHfvXixfvhxeXl548eIFvL29Ubp0afkoHGP5odTOCYVV37590bdv31zbRCIRunXrhnXr1n32uK+VAzEzM/uu4xhjP87GxoaTNpZvtWrVwp9//glfX1/cuXMHFhYW+Tq+YsWK8PPzw/Dhw+Hv74+9e/di79698ucnTZqE+fPnKzpsVoJw4ob/1XEjIkRFReH58+fQ0NBAvXr1YGJi8tnjPD09sW3btnxf73uP+5y4uDgAwOHDh2FgYAB1dXWoq6tDQ0MDampqUFdXh5aWFgwMDKCvrw99fX35LzQtLS1oaWkpLBbGCgtO2tj3Gjx4MM6dO4fevXvj2LFj+f5eMjY2xqZNm/D8+XMcPXoUKSkp0NfXR7NmzVC/fv0CipqVFApP3Pbt24cuXboo9Jxv3rzBq1ev0KBBA4WeV+b333/P1eUgODgYXl5eGDduHKysrNCjR48Cua6iPHjwAMD7ybX5NWPGDMycOTPXts2bNyMrKwuWlpawsLCApaUlLC0tYWpqyrdzWaEmlUqRnZ0tr2bP2PcQBAGbNm2Ck5MTli9fjjFjxuT7HDo6OqhZsyZq1qxZABGykkzhiVvXrl3h4OCAGTNmwMvL64d+0UdERGDRokXYvHkzJk+eXGCJ28fc3d2xadMmeHt747fffkPHjh0L9ao0V1dXAMD169ehpaUFsVgMiUSCnJwciMViiMViZGZmIjU1FSkpKUhNTUWbNm1gZWWV52jbli1bEBoaCrFYnGu7trY2SpcuDXt7e5QpU0b+cHJy4gUcrFCIiYmBrq4uJ27shxkbG2Pnzp1o0aIFmjVrlu+fcbLfffT/nRMYUxSFJ24+Pj7YvXs3unTpAisrK/j4+OCXX35BnTp1vumbNzY2FkeOHMHOnTsRFBQEqVSKMmXKwMPDQ9GhfpGXlxfq16+Pq1evYunSpZ+MShUmsnpAlSpVUkiCGRwcDCJCYmIiYmJiEBsbi+joaLx58wbh4eF49eoV7t+/jxMnTiAqKgoDBw7Exo0b8zxXdHQ0pFIprK2t+YcXK1Bc+oMpmpubGyZMmAAfHx9cv379u0pD8c89pmgKT9x27NiBUaNGYezYsbh48SKWLVuGZcuWQU9PD3Xq1IGjoyMsLCxgamoKLS0tJCQkID4+Hs+fP0doaCjCw8MBvP+UYmhoiEmTJmH06NEqmYc1adIkeHl5YeXKlRg3bhz09fWVHoOqCIIAExMTmJiYoEqVKp/dLzMzE5mZmZ99ftmyZVi0aBEMDQ1RtWpVODo6onbt2nB0dISDgwMMDAwKInxWwnDpD1ZQpkyZgu3bt6NZs2a4evWqqsNhrGAWJ9StWxeBgYEICQnBunXrsHfvXqSmpiIoKAgXL17M85gPl0U7Ojpi8ODB6NGjh0qTpY4dO6JatWoICwvDunXr5O1J2P9oa2t/8bbUsGHDUL9+fTx69AhhYWG4du0atm3bhpycHADvV2DVrl1b/nBxccn3Ki5WshERIiMjufQHU7j09HQMHjwYqampiImJwdGjR9GhQwdVh8VKuAJdVerq6gpXV1esWrUKgYGBCAoKQkhICN6+fYvY2FhkZmbCzMwMFhYWqF69Oho3bgwPDw9UrVq1IMP6ZoIgYNy4cejfvz+WLl2KkSNH5kpSTp48iYYNG372+EqVKmHr1q3KCLXQks2D+1B2djbCwsJw+/Zt3L59G3fu3MGff/6JhIQE1KpVC3fv3lVRtKwoSk1Nhba2NnR0dFQdCitGnj9/jk6dOsHAwAB37tzBuXPn0K9fP9y7dw/W1taqDo+VYEopB2JgYID27dujffv2yricQvXo0QPTpk3D27dvsWXLFgwbNkz+XExMDGJiYj57rKylCctNU1MTjo6OcHR0RO/evQG8HzUJDw9HbGzsZ48LCwvDixcv0KhRI77FyuRkJW4YU5STJ0/C19cXPXv2xB9//AENDQ306NEDJ06cQL9+/XD8+HGeu8ZURiAu3VzkJScnw8jICElJScV6Yva8efMwdepUqKmpwcXFBc2aNUOzZs3QoEEDHm1hjP0wqVSK+fPnY+HChVi/fv0npaBkdwWmT5+OQYMGqShKVtJx4lYMlJTEjYjw5MkTnD9/HufPn0dAQADevXsHLS0tuLm5oVmzZmjZsiXq1q3LjZtLgNTUVOjp6fHIB1OIpKQk9OrVC/fu3cPBgwfh6OiY535nz55Fp06dcPv2bVSoUEHJUTLGiVuxUFISt49JpVLcv39fnsRduHABycnJsLCwgKenJ7p164a2bduqOkxWAFJTU5GUlIRSpUqpOhRWDPz333/w9vZGhQoVsHPnTpiamn5x/5EjR+LmzZsICgriD4lM6XgJFiuyRCIRHBwcMGrUKBw+fBhxcXG4ePEi+vfvj1u3buHgwYOqDpEVAFnpDxsbG1WHwoqBPXv2oH79+ujevTuOHTv21aQNABYtWoR3795hyZIlSoiQsdx4xK0YKKkjbl+Tk5MDDQ2NPJ9LSEiAsbEx32YrYogIr1+/hrm5Oc9rZD9s+fLlmDlzJv755598l/kIDQ2Fh4cHrly58tnbqowVBE7cigFO3PLPw8MDERER6NKlC7p06YK6detyElcExMfHQyKRcK0/phCPHz+GIAioVKnSdx0/ffp0HDlyBKGhofIONowVNE7cigFO3PLv/Pnz2LNnDw4cOCCvuN+lSxd069aNk7hCSiqV4u3btyhVqhT/+7BCITs7G/Xq1YO3t3ehbovIihdO3IoBTty+n1gsRlBQEPbt24f9+/cjJiYGVatWRa9evdCjRw+ULl1a1SEyxgqxW7duwd3dHZcvX853I3rGvgcnbsUAJ26KIZFIcO7cOWzfvh0HDhxAZmYmmjZtil69euHnn3/+rgbTjLHij2+ZMmXixK0Y4MRN8VJSUrB//35s374dQUFBePnyJezs7FQdVomUnp4OdXV1/oXICi2+ZcqUiRO3YoATt4IVGxvLk+FVRCwWIyIiAmXKlOF6WaxQ41umTFmUmrg9e/YMe/bswd27dxEfH4+cnJzPByYIOHfunLJCK9I4cVOdhw8fIi4uDm5ubjxhXsG49AcraqZNm4YTJ04gJCQE6upKaQXOSiClJW6zZs3C3LlzIZVK8S2XFAQBEolECZEVfZy4qc7YsWOxdOlS1KxZE0OGDEHPnj3530BBuPQHK2qysrJQu3Zt9OvXD+PHj1d1OKyYUkritnPnTvTs2RMAYGtri9atW8PW1varn0hmzJhR0KEVC5y4qY5UKoW/vz/Wr1+PI0eOQE9PDwMHDsSvv/6KMmXKqDq8IisrKwtRUVEoU6YMj2SyIiU4OBitWrXCnTt3ULFiRVWHw4ohpSRubm5uuHr1Kjp27Ig9e/bwJGMF48StcHj9+jVWr16NDRs2ICUlBV26dMGYMWPg4uKi6tCKnJiYGJiYmHy28wVjhdmIESPw4MEDnDt3jj94MIVTSuJmaGiItLQ0REREwNbWtqAvV+Jw4la4pKamYtu2bVi+fDmePXsGd3d3jBkzBj/99BNPsGesBEhJSUH16tUxY8YMDBgwQNXhsGJGKU3mBUGAoaEhJ22sRNDX18eIESPw6NEjHDx4EGpqaujcuTMqVaqEN2/eqDo8xlgBMzAwwPr16zFu3Di8fftW1eGwYkYpiVvVqlWRnp6OrKwsZVyOsUJBTU0NXl5eCAwMxLVr19C1a1f+8PIFYrEYiYmJqg6DMYVo164dPD09MXr0aFWHwooZpSRuAwYMQE5ODvbu3auMyzFW6NStWxcLFy7k+S6fQUSIjIyElpaWqkNhTGGWLVuG06dP4+TJk6oOhRUjSkncBg4ciI4dO+LXX39FUFCQMi7JWJFy5cqVEj3alJCQAG1tba7XxooVa2trLFy4EMOGDUN6erqqw2HFhFIWJ8yePRsSiQSrV69GYmIi3N3d4erqCgMDgy8eN3369IIOrVjgxQlFm1QqRcWKFZGQkIAJEybg119/hZ6enqrDUhou/cGKM6lUCnd3dzRp0gQLFy5UdTisGFBK4iYSieQ/kGWX+5Yf0FyA99tw4lb0RUVFYf78+Vi/fj1MTU0xdepUDBo0qNiXzpFKpQgPD4ednR2X/mDF1t27d1G/fn2EhISgVq1aqg6HFXFKSdw8PDy+65N0QEBAAURT/HDiVny8fPkSM2fOxD///IMyZcpg1qxZ8PX1LbZlRNLT0yEWi/n7lhV7EydOxMWLF3Hp0iWIREqZpcSKKW4yXwxw4lb8PHjwAFOnTsXBgwdRvXp1zJ07F15eXnwrkbEiKi0tTV7brV+/fqoOhxVhnPYzVghVr14dBw4cQGhoKGxtbdGpUyc0btwYN27cUHVojLHvoKenh+XLl2PixImIj49XdTisCOPEjbFCrF69ejh79izOnDmDhIQE1KtXD7t27VJ1WD+EiBATEwMe7GcljZeXF+rWrYtp06apOhRWhCn9Vml2djbOnj2L69evIyYmBoIgwMLCAvXq1UOLFi2K/WTsgsC3SksGsViMzZs34+eff4apqamqw/lu8fHxkEgksLCwUHUojCndkydP4OjoiIsXL8LZ2VnV4bAiSKmJ28aNGzFt2jS8e/cuz+fNzc0xd+5cDBw4UFkhFQucuLGigkt/MAZMmzYNZ8+exeXLl3mhAss3pX3HTJw4EUOHDkVsbCyICLa2tnBxcYGLiwtsbW1BRIiNjcWQIUMwadIkZYXFWLEhlUpVHcIXSaVSREZGwtbWlpM2VqJNnjwZUVFR2Lp1q6pDYUWQUhK3wMBALFmyBESEzp0748GDB4iIiMCVK1dw5coVREREICwsDF26dAERYcmSJbh48aIyQmOsWCAidOjQARMnTkRaWpqqw8lTTEwMTExMuF4bK/F0dXWxbNkyTJ48uUR3TGHfRymJ25o1awAA/fv3x969e1G1atVP9qlSpQr27NmD/v37g4iwevVqZYTGWLEglUrh5uaGlStXonr16jh8+LCqQ8qFiKChoQEjIyNVh8JYoeDl5QUHBwfMnj1b1aGwIkYpc9zs7OwQFRWFt2/fwtLS8ov7RkdHw9bWFjY2Nnj9+nVBh1Ys8Bw3JvP8+XOMGDECJ0+eRIcOHbBq1SrY29urOizGWB7u37+PevXq4datW3kOaDCWF6WMuL179w5GRkZfTdoAwMrKCsbGxp9dwMAY+7zy5cvj+PHj2LdvH27evIlq1aph8eLFEIvFqg6NMfaRmjVrYsCAARg9ejSXx2HfTCmJm4GBAVJSUpCZmfnVfTMyMpCSkgJ9fX0lRMZY8SMIAjp37oywsDAMGTIEkydPRoMGDXD//n2lx5KQkICMjAylX5exomLWrFkIDQ3FiRMnVB0KKyKUkrg5ODhAIpFgy5YtX913y5YtEIvFcHR0VEJkjBVfBgYGWLp0KS5fvoz09HTUqVMHc+bMQU5OjlKun5WVheTkZGhrayvleowVRaamppgzZw5Gjx6NrKwsVYfDigClJG6+vr4gIowdOxabN2/+7H5//fUXxo4dC0EQ0LNnT2WExlix5+rqips3b2L8+PGYNWsWXFxcCnzlqVQqxdu3b2FjY8OlPxj7ikGDBkFLS0u+kI+xL1HK4gSpVIrmzZsjMDAQgiDAzs4OTZs2RalSpSAIAiIiIhAQEIA3b96AiODh4YFz587xD/xvxIsT2Le6ceMGjh07hhkzZhTodaKioqCjo8OrSP+vvfuOb6ps/wf+OWnTvdNBWzoZZUMLBaEICIhskC2rDAcogvp1oCBDeJShgPr4iCBQQBBkg+wKCBRllCW7ULpoS3fTmXn//ugvkdCVtElOkl7v16sv8cwrp6fnXLnPua+bEC2dOHECY8eOxcOHDyESifgOh5gwo42cIBaLMW3aNOzdu7dix88lZaowRo4ciQ0bNlACogNK3IgpKS4uRmFhIfz9/fkOhRCzMmDAAISFhWHNmjV8h0JMmNHHKr18+TJ27NihHqsUALy9vdGpUyeMGzcOkZGRxgzHIlDiRkxJYWEhnJycYGVlxXcohJiV27dvo1OnTrh58yaaNWvGdzjERBk9cSP6R4kb0YesrCzI5XL4+fnxHQohDdaMGTOQlZWlfjpFyPNodFtCCADg448/Rtu2bbFv3z6+QyGkwVq8eDFiY2Px559/8h0KMVGUuBFCAABff/01evbsiREjRuCNN95AcXGx1utKJBL1qw+EkLrz8fHB3Llz8eGHH1JRXlIlvT8q3bJlCwDA1dUVw4YN05imq8mTJ+stLktGj0qJvjDGsGHDBsyZMwf+/v7YtWtXrTUVlUolUlJS4OfnBxsbGyNFSojlKi0tRbNmzbBmzRqMHj2a73CIidF74iYQCMBxHMLCwnDnzh2NaToFxnE0TI+WKHEj+vbgwQOMGTMG9+/fx3//+19Mmzat2r9hKv1BiP79/PPPWL58Oe7cuQOhUMh3OHXCGKOyXgag98QtODgYHMehSZMmiI2N1Zimq8ePH+szNItFiRsxhLKyMrz33ntYt24dJk+ejP/9739wdHTUWIZKfxBiGHK5HG3btsXs2bMxc+ZMvsPRiVQqpdZ3A6JepRaAEjdiSL/88gveeustBAcHY/fu3WjZsiWAihtLamoqAgMDqfQHIQawf/9+zJgxAw8fPjT58buVSiU2bdqE48ePw8nJCX5+fhg2bJi6xJdSqYRAQK/V6wMlbhaAEjdiaHfu3MHo0aORnJyMn376CRMmTIBUKoVCoYC9vT3f4RFikRhj6N69O1555RUsWLCA73AqYYxBqVRix44d+Oyzz5CamgoAsLKygkKhgK+vL6ZPn44vvviC50gti1HS35SUFDx58kTr5dPT05GSkmLAiAghumjVqhUuXbqEESNG4PfffwdjDDY2NpS0EWJAHMdhxYoVWLlyJbKzs/kOpxKO43Dp0iV10jZz5kycO3cOiYmJ+PDDD6FUKrF06VKsWrUKZWVlAEA9ZfXAKC1uAoEAvr6+WidvISEhSE1Npc4JWqIWN2IsjDHIZDJ6f4UQIxo8eDDCwsLwzTff8B2KBplMhq5du+Lq1av43//+hxkzZmjMj4mJwbRp0+Dr64uvvvqKKkXoidEeOOuaH1JWTojpYYwhMzMTSqWS71AIaTCWLl2KH3/8UacnV8bw4MEDpKWloVGjRujevTsAaDS4TJkyBR06dEBGRga2bt2Kq1evAqD7e32Z5JuC5eXlsLa25jsMQshzsrKy4OrqSi8ZE2JEHTp0wODBg7F06VK+QwHwb+IlFouRlZUFmUyGJk2aAID63q1K4CZOnAgAuHr1Kn777TcAoBIh9WRyV9/09HRkZ2dDJBLxHQoh5BnFxcVQKBRV1mtjjGHbtm1QKBQ8REaI5fviiy8QExODxMREvkNRJ14eHh4IDAxEbm4u/vjjDwBQXwNUPc1VpYLy8/MRGxuL27dvA6BWt/owSLPW2bNncebMGY1pxcXFNfYsYYyhoKAAR44cAWMMXbp00WtMR44cwapVq3D16lVIJBKEhYVh6tSpeOedd3RqPdD2m0JMTAyio6M1/n/q1Kk1rnP06FH0799f61gIMRa5XI7s7GwEBgZWOT8+Ph7R0dHYsmULdu7cCTc3N+MGSIiFa9GiBcaOHYvFixdj8+bNBt2XtqU7bG1tER4ejpSUFGzevBmDBw9W9yhVJW5nz55V13a9d+8ezp07h9atW1OrWz0YJHE7ffo0Fi9erPGLKSkpweLFi2tdlzEGOzs7fPrpp3qLZ9myZerthYaGwsnJCTdu3MDs2bMRGxuLffv2aZ28RUVFVTsvPz9fPVrECy+8UOUy3t7eaNasWZXz3N3dtYqBEGNijCEjIwM+Pj7V1mvr1KkTjh8/jtGjR6Nbt244cuQIgoODjRsoIRZu4cKFaNWqFebOnauup6gPKSkpOHbsGOzt7REUFIQePXpotV5wcDD69u2Ls2fPYs+ePdi8eTNGjRqlLtS9Z88ebN++Hd27d0eTJk0QExODe/fuobS0FA4ODnqLv8FhBhATE8N69eql/uE4jtna2mpMe/6nd+/ebPjw4Wz+/PksISFBb7FcuHCBcRzHBAIB2759u3r69evXmY+PDwPAVq5cqZd9zZs3jwFgnTt3rjRv06ZNDACLjo7Wy76eVVhYyACwwsJCvW+bEKVSyUpKSrRa9t69eyw0NJR5e3uzixcvGjgyQhqeGTNmsHHjxullW4mJiWzatGmM4ziNn4kTJ7LY2FjGGGMKhaLKdZVKJWOMsZSUFDZr1izGcRxzd3dn3bt3ZwsWLGC9e/dmHMcxDw8P9vjxYxYTE8M4jmODBg2qcbukdgZJ3J7HcRzz9fU1xq4qGThwIAPA3nzzzUrztm3bxgAwkUjEpFJpvfajVCpZcHAwA8C+//77SvMpcSMNRVZWFnvhhReYvb0927dvH9/hEGJRkpOTmZ2dHbt9+3a9tpOXl8eGDRvGOI5jbdu2ZfPnz2eLFy9m/v7+6iTsxo0b6gStJsXFxWzUqFHM2dlZIwEMDw9nBw8eZIwxdv/+fcZxHGvUqBErKiqqV+wNnVESt5iYGLZz505j7EpDYWEhs7GxYQCq/PYvlUqZi4sLA8COHz9er339+eefDAATCoUsOzu70nxK3Ii5USqVWl20q1JaWspGjRrFOI5ja9as0XNkhDRs9Wl1U/1N/+9//2Mcx7ERI0YwsVisnn/v3j02YMAAxnEcGzhwILt06ZLGes+Ty+Xqf1+6dInt2bOHrVy5kp0/f15juatXrzJPT08WFRXFioqK6nxtIYwZpebGsy/pG9O1a9cglUphZ2eHiIiISvOFQiEiIyPxxx9/4OLFi+jXr1+d9/XLL78AAPr37w9PT89ql7tx4wbGjx+PzMxMuLi4IDw8HBMnTlR3pSbEVGRlZcHR0bFOYyTa29tj586d+PTTT/Hee+/h0aNHWL16NY1pSogefPrppwgLC8OdO3fQqlUrndblOA6MMezbtw8AMH78eDg7O0MikUAoFCIsLAwrV67EgwcPcPLkSfj5+aFNmzawt7cHY6xSp4Jn/6YjIyPVY5OqqN5nS0xMRG5uLuzt7U1+3FVTZ3LlQPQpISEBABAYGFhtXbjQ0FCNZetCIpFg165dAIBJkybVuOz169fx66+/4vTp0zhw4AAWLVqEsLAw/Oc//6nz/gnRt5KSEsjl8npdYAUCAZYvX44ff/wRP/zwA0aOHKke9oYQUneBgYGYMmUKlixZUqf1i4qKUFxcDGdnZ/VoO7a2tupOeq1bt8Y777wDZ2dnHDp0CEeOHAGgXQkPVXFuiUQCxpi6E8LWrVsBAG+88UadYib/MmqVW4lEgj179uD8+fNIS0tDSUlJtScCx3HqujB1lZ+fD6Dm3pqqeapl6+LQoUMoKCiAq6srhgwZUuUybm5uePfddzFu3Dg0bdoUrq6uuHv3LlatWoWtW7di/vz5cHV1xaxZs+ocByH6oFAokJWVVW3pD13NmDEDgYGBGDVqFKZPn47t27frZbuENGT1aXVTKBR48uQJioqK1F/OVK1pqlIgw4cPx7lz57B//35s3boVr776qlbVF1TL2NraAqgYXWHFihU4ePAghg0bhmHDhlXZcke0Z7TE7cKFCxg7dizS09M1fmmqxO3ZX6K+fqnl5eUAUOO4iqqTqz4tAarHpKNHj4adnV2VywwfPhzDhw/XmNahQwds2bIFIpEIa9aswfz58xEdHQ1nZ+c6x0JIfTDGkJ6eXmPpj7oYOHAgTp48SfXdCNETVavb0qVLdf4y5O7ujvDwcKSmpuLkyZPo2rUrlEolrKys1IlXSEgIBg0ahHPnzuHSpUs4c+YMevfurVHjrap7tVgsxo0bN3Dz5k2cP38ef/75JzIzMxEREYEPPvhAfc8ldWeUR6WpqakYNGgQnjx5grZt2+Ljjz8GYwyOjo6YP38+Xn/9dYSEhIAxBpFIhPnz52PBggX13q8qiZJKpdUuI5FIAFS8k1MXubm56mbkug6gu3jxYtja2qKwsBCnTp2q0zaAij8YXX9Un58QACgoKICtra1BaixFRUWhdevWet8uIQ3VJ598gr179+Lhw4c6r/vSSy8BAPbv3w+ZTKbxRU3VoBIVFYU2bdogKysLp0+fBlDRosYqOjZWanABKt55++OPP/Duu+9i586dAIAFCxbg1KlTePHFF+v2QYkGoyRuq1atQmFhIQYMGIBr165h2bJlAAAnJyd88cUXWLduHR4+fIgffvgB+fn5uHHjBhYuXFjv/WrzGFSbx6k12blzJ2QyGYKDg9WD7OrKxcVFfUOryx+gSkBAAFxdXXX6+eqrr+q8P2J5HBwc4OXlxXcYhBAtBAcHY9y4cep7qi4iIiIQEBCA27dv4/DhwwD+Ha5KlZC1aNECHTt2hFKpxMOHD5Gdna2ez3EcHj58qE7OVJ0eHB0dMX78eGzcuBGHDh1CamoqFi1apH6XjtSfUR6VnjhxAhzHVRpN4XkzZ85Efn4+Pv/8c6xfv77eLzGqRihISUmBXC6vsoOCaty36kYzqI3qMenEiRPr9XhXKBQC+Hdg3rpITU3V+Y+Dmq3Js+h8IMS8fPrpp2jfvj0WLFig03up4eHh6NKlC3bv3o3t27dj+PDhGq1uqkeiXbt2BQDcv39fo2fpiRMnMH36dCgUCoSEhKBz585QKBSwtrZG8+bN0bx5c71/VlLBKC1uKSkpEAgElUpyVPUI85133gHHcYiJian3fsPDwyEUClFeXo6rV69Wmi+TyXD58mUAqNPYqI8ePcJff/0FoCJxqyuFQoH79+8DABo3blzn7bi4uOj8QzdqAoDXweGvXr2Ks2fP8rZ/QsxZWFgYhg4dipUrV+q0npOTE4YMGQJ3d3ccPXoUJ06cAFC51a1Pnz5wcHDA9evXkZubq57u5eWF0NBQZGZmYv369QBQbfUGol9GSdwYY3B2dtbokeLo6AixWFypV6nqEd69e/fqvV8XFxf07dsXALBhw4ZK83ft2gWxWAyRSIRevXrpvH1V9+bOnTsjLCysznFu2LABBQUFsLKyqlMchNRHSUkJnj59ytv+ly1bhgEDBqjfoSGE6GbevHnYsGGDzn/HgwcPRp8+fVBSUoLly5cDQKVOSU+fPoVIJEKTJk0gk8nU9+w2bdqgR48eGDNmDN577z29fA6iJWNU+W3evDkTCASsvLxcPa1FixZMIBBUGrajpKSECQQCZmdnp5d9nz9/vtaxSpcvX66xzurVq1lQUBAbO3Zsjdtu2rRptUNcPauwsJCNGzeu0ugNcrmcrVu3jtnZ2VU7LJc2aOQEUldyuZwlJiZqVD83ttLSUtavXz9mb2/PTp48yVschJizwYMHs48//ljn9Y4fP858fHwYx3Hsp59+qjQucWxsLOM4jnXo0EE9TTXqwbP3dGI8RkncBg0axAQCAbt37556WnR0NBMIBOzdd9/VWHbJkiWM4zjWokULve1/6dKlDAADwEJDQ1m7du2YQCBgANigQYMq3bQWLlzIALCePXtWu80LFy7UOMTVs/Lz89X7d3NzY+Hh4SwyMpK5ubmppw8YMICVlZXV6fNR4kbqQqlUspSUFK0HkDeksrIyNmDAAGZnZ8eOHTvGdziEmJ24uDjm4uLCCgoKdF53xYoVjOM45u/vzz7++GP1Pe3kyZOsXbt2zMbGhsXExDDGGK9f8kgFoyRu//3vfxnHcWzlypXqaefOnVO3hA0YMIB99tln6gRPIBCwxYsX6zWGQ4cOsd69ezNXV1fm4ODA2rdvz9asWVPlSahN4jZz5kwGgA0ZMqTWfUulUrZixQo2fPhw1rRpU+bi4sKEQiFr1KgRGzRoENu5c2e9xm2jxI3URV5eHnv69CnfYaiVl5ezwYMHMxsbG3b48GG+wyHE7ERFRVV6gqQNhULB5syZw+zs7BjHcaxZs2asZcuW6sHip06dyrKysgwQMakLjjEtxrCop9TUVEyePBlt27bFd999p57+ySefqF+oVHUlBoAePXrgxIkTNRbOJf8Si8VwdXVFYWEhdbkmWpFKpcjIyEBgYKBJVTCXSCQYO3Ysjhw5gj179lQ7EgkhpLJDhw7hrbfewuPHj3XueCaXy3Ho0CGsX78eCQkJEIvFaNasGebMmYPRo0cbKGJSF0ZJ3GoSGxuLHTt2IDU1Fa6urujfvz8mT55MvVN0QIkb0RVjTN1139RIpVK89tprOHToEPbt24dBgwbxHRIhJo8xhgcPHuCFF15Ar1691IPI60oulyMnJwelpaXqsbyJaeE9cSP1R4kbsTQymQxjxozB0aNHceTIEfTu3ZvvkAgxSYwx3LlzB0uXLsW+ffvQsWNHZGZmIiEhQauxRZ/flim1wJOqGaUcCCHENDzbnd+UCYVC7NixAz179sTQoUPV9RIJIf+6f/8+Jk+ejE6dOgEAbty4gdOnT0MikeDgwYM6b4+SNvNAiRshDYRCoUBaWppZJG5AxSgO+/btQ0REhHpIHkIIkJaWhqlTp6JDhw4oLy/HlStX8OuvvyIsLAw2NjZ477338PXXX/MdJjEQvT8q3bJlC4CKQrrDhg3TmKarug7a3tDQo1JSG8YY0tLSIBKJDDKAvCGVl5fD1taWWgNIg5eVlYXly5fjxx9/xCuvvILFixejXbt2lZYrKChAQEAA/vjjD3Tu3JmHSIkh6T1xEwgE4DgOYWFhuHPnjsY0nQLjuHqN29mQUOJGapOfnw+ZTAZvb2++QyGE6CglJQXLly9HTEwMevfujcWLF1caQvJ57733Hp4+fYpff/3VSFESY9F7lzJVeQE/P79K0wghxieRSFBYWIigoCC+QyGE6KCsrAxPnjxBVFQUwsPDcfr0aa1b0GbPno2WLVsiJSVFp8HniemjXqUWgFrcSHUYY0hJSYGvry/VRSTETJSXlyM7OxtWVlbw9PREVlYWGjdurPN2Ro4ciSZNmmDFihUGiJLwhTonEGLBOI5DQECAxSVtCoUC3377LSQSCd+hEKJ3ZWVl8PHxgZ+fH2xsbOqUtAHA+++/j3Xr1qGoqEjPERI+UeJGiIXTtZaTObh9+zY++eQTTJ06FUqlku9wCKkXiUQChUKh/n93d3e9fNmKiopC8+bNsWnTpnpvi5gOo1zRmzdvjqVLlyIpKckYuyOkwVMoFJDJZHyHYTDt2rXDtm3bsGPHDnz88cd8h0NInUilUqSlpSErK8sgX0A4jsOcOXPw3//+l77gWBCjvOP2bK/SF198EZMmTcLo0aPpfSw9oXfcyLPMufSHrv773//i3XffxapVq/D+++/zHQ4hWpFKpcjOzoZSqYSXlxfs7OwMuq/AwEDExMSgf//+BtsPMR6jtLjNmzcPwcHBYIzh7NmzePPNN9GoUSO89tprOHLkCH0TIESPCgoKYGtra/FJGwDMmjULn3zyCT744APs2LGD73AIqVVRUREyMzMhEokQEBBg0KQNAGxsbPDWW2/h+++/N+h+iPEYtVdpXFwctmzZgl27dqGgoEDdCufl5YXx48dj0qRJCA8PN1Y4FoNa3IiKRCJBRkYGgoKCGkwJHsYYoqOjsXPnTpw5cwZdu3blOyRCqsXHeKDp6ekICQnB7du30bRpU6Pum+gfL+VApFIpfv/9d2zZsgVHjx6FTCZTn8gtW7ZEdHQ0JkyYoFELjlSPEjcCVNwQkpOT1T3RGhKJRIKXX34Z9+/fx6VLl6hmHTEJcrkc2dnZsLGxgUgk4jWW1157Db6+vli1ahWvcZD6472OW15eHnbs2IGtW7fi4sWLFUFxHKysrCCVSvkMzWxQ4kYAIDc3F1ZWVnBzc+M7FF5kZ2ejS5cucHJyQlxcHJydnfkOiTRQcrkcOTk5kEgk8PT0hKOjI98h4cKFCxg4cCDS0tLg5OTEdzikHnhP3J519+5dREdH48qVK+A4TqN7NKkeJW4E4OcRjKm5ffs2unbtip49e2L//v2wsrLiOyTSgCiVSmRnZ6O8vNxkEjYVxhg6duyIGTNm4M033+Q7HFIPJlHg6dKlS3j33XfRs2dPxMfH8x0OqYdffvkFb731Fjp16qQeGDwmJobvsBqEhp60AUDr1q2xc+dOHDlyBEuWLOE7HNLAcBwHJycnBAYGmlTSBlTENnPmTKxduxYm1F5D6kDvY5VqKzk5Gb/88gu2bt2KhIQEABXfCGxsbDB48GBMnjyZr9BIPcyfPx/Jycnw9PSEr68vkpOT+Q7JojHGUFpaanI3CT4NGDAAmzdvRvfu3fkOhVg4hUIBsVgMNzc3cBwHjuNM+m/xtddew4cffohLly6hS5cufIdD6sioiZtYLMZvv/2GrVu3Ii4uDowxdebftWtXTJ48GWPHjm2w7+hYgp9//hnNmjVDUFAQli1bhk8//ZTvkCxaQUEBZDKZSd8s+DBx4kS+QyAWTKFQIC8vD8XFxbx3OtCFk5MTJk2ahLVr11LiZsaMkrj9/vvv2Lp1Kw4dOgSJRKJO1kJCQjBx4kRMnjwZTZo0MUYoxMD69u3LdwgNhkQiQWFhIfWgJMRIlEol8vLyUFRUBJFIBE9PT7N7RWHGjBmIjIzEN998Aw8PD77DIXVglMRt6NCh4DgOjDG4urpi9OjRmDx5Mj3KIKSOGGPIyMiAn5+f2d04CDFX2dnZsLOzQ3BwsNn+3bVp0wadOnXCli1b8N577/EdDqkDo3ROsLKywsCBA7Fz505kZmZi3bp1lLQRUg9ZWVlwc3NrcPXaCDEmpVKp8SK/j48PXF1dzTZpU5kxYwZ1UjBjRknc0tPTcejQIYwePRq2trbG2CUhFksmk0Eul9O7oDo6fvw4du3axXcYxAyoHokmJydbZD3RUaNGITs7G+fPn+c7FFIHRkncvLy8jLEbQhoEoVBIo4rUwY4dOxAdHY2bN2/yHQoxUYwx5OfnIzk5GRzHITg42CIbG2xtbTFp0iT8/PPPfIdC6sDoddxu3ryJlStXYtasWZg+fbrGPJlMhvT0dGRkZBg7LELMirk/quHDDz/8gObNm2PEiBEoKCjgOxxiYkpLS5GUlATGGIKCguDu7m7Rf2fTp0/Hrl27UFhYyHcoREdGS9wKCwsxcuRIhIeHY+7cufjf//5XqTCrTCZD+/btERAQgMTERGOFRohZKC4uptFE6sHBwQF79+5FXl4eoqOj6f0eosHW1hZBQUHw8PCAQGAStekNqm3btmjbti1+/fVXvkMhOjLK2SmXyzFw4EDs378fDg4OGDRoEOzs7Cot5+DggGnTpkGpVGL//v3GCI0QsyCRSJCTk9MgbiiGFBoaii1btuDgwYP4/vvv+Q6H8IQxhsLCQuTn56unWVlZNbi/r9dff50el5oho5ylGzZswF9//YXQ0FDcv38fBw8ehKura5XLjhw5EgBw9OhRY4RGiMmj0h/6NXjwYLz33nv46KOPcPXqVb7DIUbEGINYLEZSUhJkMlm196GGYty4cbh37x6uX7/OdyhEB0YZZL5nz544f/48Dhw4gMGDBwMAfH19kZWVVenRj0wmg729PXx8fPDkyRNDh2YRTGmQ+Z9//lndU+mff/7B1atXERUVhaZNmwIAhg8fjuHDh/MYofl5+vQpbG1tqRepHkkkEnTr1g1FRUWIj4+Hs7Mz3yERA2KMobi4GLm5uXB0dISHhwesrKz4DsskTJ8+HQ4ODtQCbUaMkrh5eHhALBajtLRUXXequsQNAEQiEUpKSlBeXm7o0CyCKSVuU6ZMwebNm6udv3DhQixatMh4AZm5kpIS5Ofno3HjxnyHYnESEhIQERGBV199FVu2bOE7HGJASqUSubm5lLBV4dy5cxg+fDjS09Mtsgft865fv47Q0FDe75X1YZRHpSUlJXB2dta6WKhUKoW1tVGHUSV6EhMTox6DtqofStp0U1hYCF9fX77DsEjNmjXD2rVrsXXrVkrcLAxjTOOLv0AggJeXFyVtVejevTvc3Nxw+PBhvkMxiPLycuzatQujRo2CtbU1IiIicOvWLb7DqhejZEeenp7IzMxESUlJrYNhJyQkoKSkhMYuJQSgem0GNmHCBMTGxuLtt99Gly5dEBYWxndIpJ5KSkqQk5MDOzs72Nra0nuhteA4DtHR0di8eTNGjBjBdzh6kZ2djQMHDmD79u04c+aMenrr1q0RGRkJHx8f/oLTA6MkbpGRkTh06BAOHz6MMWPG1Ljs6tWrAQBRUVHGCI0YgELJcOlxHrKKyuHtbIfOIR6wEtDFk5im77//Hrdu3UJCQgIlbmastLQU2dnZsLW1hb+/Pz210cHkyZOxdOlSZGVlwdvbm+9w6uX06dPo378/ZDIZBAIBOnfujO7du6Nv377o0qUL3N3d+Q6x3oxyZk+ZMgUHDx7EggUL0KNHDzRq1KjK5VauXIm1a9eC4zhMmzbNGKERPTt2KwOLD91BRuG/jyl8Xe2wcEgr9G9Dj/y0IZFIIJPJ4OTkxHcoDYKTkxMuXrzY4EpBWJLMzEwwxuDn5wehUMh3OGYnODgY3bp1w/bt28124HnGGDiOg6enJzp16oTr169j6dKleP/99ystp1AozDqxN8qVavjw4Rg0aBAePHiATp06Ye7cuer3D3bt2oUFCxagZcuWmDt3LoCKLso9evQwRmhEj47dysDMX65qJG0AkFlYjpm/XMWxWzQiRm1UpT9o8HjjoqTNvPn4+MDX15eStnqorWOZqbh69SrOnTsHsVisnqZUKtWPxIOCgtCxY0eUlZVVOc4sx3FmnbQBRupVClS8dzBx4kQcOHCgyncOVGG8+uqr2LZtW5UFeknVTKFXqULJ0H35qUpJmwoHoJGrHc5/0psem9aASn8QUrPy8nJkZ2fDy8uL7hN6VFRUBB8fH1y8eBFt27blOxwA/7aiXbt2DevXr8fOnTuRn58PW1tbNGvWDKNGjcLHH39c6TzYtm0bpk2bhldeeQW7d++GUqnE33//jcePHyMoKAhubm4ICwur9Z17U2W0xE3l8OHD+PnnnxEXF4ecnBwAgKurK6KiovDmm29i6NChxgzHIphC4vbXo1y8tv7vWpf79Y0X0LWJyAgRmR8q/UFI9VQJm6qHKLVK699rr72GoKAgLFu2jO9Q1B48eIDo6GhcvHgRwcHBCA8Ph5OTE3bu3AmpVIrx48fjxx9/hLOzM5RKJQQCAa5fv45JkyYhPz8fY8eOxbVr13D+/Hn1Y1IAGDt2LN59911069ZNnSCaC6Mnbs+Sy+VQKBQNonaMIZlC4nbg+hPM2XG91uW+HdcBwzr4Gz4gM6NQKJCSkoLAwEAqWWAizO1ibqmkUimysrIAAF5eXnS/MKDff/8db7/9NpKSkkzi9QGlUonIyEhcu3YNc+bMwbx58+Dp6QkAOHbsGBYuXIjLly9j6dKl+PTTT9V/r7m5uZg7dy42bNgAABAKhejbty/at2+Pf/75B3///Tdyc3MhEolw7tw5tGjRgrfPWBe8/masra3pj9BCeDtr98hC2+UamuLiYvj4+FDSZiIuXbqEqKgojbEsCT8YY/Dy8kLjxo3pfmFgr7zyCkpLS9Wj3/Dt999/x4MHDxAYGIiZM2fC09MTcrkcjDH0798fH3/8MQBg8+bN+OOPP9TreXh4oEuXLggMDMQXX3yBpKQkHD58GF9++SUOHTqEHTt2oGvXrsjNzcXKlSuRmpoK4N9Xtkwd/yk1sQidQzzg62qH6tonOFT0Lu0c4mHMsMyGq6srHBwc+A6D/H++vr64c+cO5syZw3coDY5UKkVxcbH6/21tbSlhMxKhUIgxY8Zg+/btvMahVCoBAKmpqSgpKUGLFi3QvHlzdW9QVcva4MGDIRKJkJCQgF27dqGkpARARQeEiIgILF++HO+88w58fX2hVCrVj0n79OmDBQsWAABOnDiBK1euqNczB3rvWnH27Fm9bYt6lpoPKwGHhUNaYeYvV8EBePZ7i+pPYeGQVtQxgZiFgIAArF69GtOmTcP48ePRv39/vkOyeFKpFDk5OVAoFPDy8uI7nAZrwoQJGDp0KL777ju9vEcok8lw4cIFFBYWolu3bupHnar30aqimq7qdJCUlAQAGk8k5HI5bG1t0a5dO5w+fRqXLl3C9evX1TVgIyIiEBERUWmbqlcgXnzxRbzwwgv4+++/cfv2bQwZMsRsepvqPcpevXrpJWvlOA5yuVwPERFj6d/GFz9OjKhUx60R1XGrEmMMubm56gsZMS1TpkzB9u3bMWPGDNy6dYvq6hmITCZDdnY25HI5vLy8YG9vz3dIDVrXrl3h7OyMY8eO1auz4J07d7B69Wr8+uuvKC0tBcdxCAwMxMiRIzF//ny4ubnV+h6pg4MDPD09kZ2djStXrqBTp07q1jhra2v1cJpARXJ39uxZREVFaWz3+X1wHAelUgkHBwc0a9ZM/b6bubS2AQYqwKuP58Tm8qyZaOrfxhcvt2pEIydoISsrix4BmTCO4/DTTz+hTZs2+Pzzz9WjuhD9USqVyMjIgKenJ70qYCIEAgFee+017Nixo86JW05ODubPn4/9+/cjODgYPXv2hJWVFTZu3IhVq1bh3r172LNnT7XXP1Wy1apVK7Ru3Rp//vknYmJi0KlTJ41Wurt37+Lo0aMICAhAamoq7ty5A5lMplHPr6byYwEBAQCAjIwMWFlZ1dgKaEr0HqFSqazy58CBA3Bzc0OTJk3w008/ISEhAWVlZSgvL8fDhw/x008/oVmzZnBzc8PBgwfVWTUxP1YCDl2biDCsgz+6NhFR0laFkpISyGQyqtdm4kJDQ7FkyRJ8++23uHjxIt/hWIRnr+0CgQCBgYGUtJmYMWPG4ODBgygtLa3T+j/88AP279+PsWPHIj4+Hps2bcLPP/+MvXv3onXr1jhy5AhWr16t3v7zDTWqZCssLAxjx44FAGzatAkfffQRcnJy8OTJE8TExGDixIlwdHTE0KFD4ejoiPT0dGRkaBZ6f3bbjDHI5XJYWVnhyZMnOH78OACgffv2AMyoEDczgvj4eGZnZ8d69uzJSktLq12urKyM9ezZk9nZ2bFr164ZIzSLUFhYyACwwsJCvkMhWpDL5SwxMZHJ5XK+QyFakMlkrGPHjqxNmzZMIpHwHY7ZkslkLDMzkyUnJzOlUsl3OKQGSqWSNWvWjO3evVvndSUSCYuIiGAcx7FDhw4xxhgrLy9Xz4+JiWEcx7GwsDD2+++/q/dXk8GDBzMbGxvGcRwTiUTqf9va2rKjR4+yP//8kwmFQhYZGcmePHmiVZxfffWVenuJiYk6f04+GSW9XLZsGaRSKdauXVvj+wt2dnb48ccfIZFITKoAICH6wv7/kFZU+sN8WFtbY8OGDbh79y5WrFjBdzhmR6FQ4OnTp0hLS4OjoyMCAgLM6n2ihojjOIwZMwY7d+7Ued1bt24hPT0dzZs3R3BwMICKnsHsmdGR+vTpo+4JKpfLqz0fVK2zu3btwnfffYdXX30V3t7eCA4OxrRp03Dy5En0798fgYGBkMvlSExMhLe3t8Y2bt68iUePHgEAbt++jZ9++gk9evTAZ599hqZNm2Ljxo0ICQlR9zg1C8bIDn19fZmbm5vWy7u5uTFfX18DRmRZqMXNfMhkMpabm8t3GKQOPv30U2ZjY8Pu3r3LdyhmIycnhz1+/JiJxWJqZTMzN2/eZPb29qy4uFin9R48eKBuyRKLxVUu89133zFXV1cWGhrK4uPjGWOMKRQKrbaflpZWadrVq1eZm5sba9u2LcvMzNSY99FHHzEHBwfm4+PDOI5T/0RFRbHdu3czqVSq0+czBUZpccvPz0d5eblW760plUqUl5dT4UtikaytreHhQbXszNHnn3+OwMBAvPPOO9R5SkvOzs4ICgqCs7MztbKZmTZt2iAoKAi///67Tuu5u7vD19cXeXl5SE5OBvBvy5nq7yYqKgotWrTA48ePcerUKa23rVQq4e9fMfKOVCpV1207efKkutyIj48PlEqlel9Dhw5FSEgIGjdujJdffhkLFy7E1atXcf78eYwcOVKjI4O5MEri5u/vD6lUiv3799e67P79+yGRSNS/HEIIMQX29vb47rvv8Pfff+PBgwd8h2NylEolcnJyUF7+bykgGxsbStjMFMdxGDt2LH777Ted1wsLCwPwb11XVRKlOheaNWuGdu3aAYC6+K02HQMEAoF6WzY2NnB0dERqaio2bdoEjuMwfvx49XKqfXXv3h0HDx7EyZMncfz4cSxcuBAdOnTQ6TOZGqMkbq+++ioYY3jzzTdx5syZapc7e/Ys3nzzTXAch1dffdUYoRFiFDk5OZDJZHyHQeppwIABSEpKUt+YyL8JW3JyMoRCIZW4sSCjRo3C0aNH1S1b2nBxcUGTJk0AABcuXACASu/zOjs7o0WLFrCzs0NycrK6ZU6VlFX3vllxcbH6i0FKSgpiYmLQv39/PHr0CG+99Za6+O7zQkND4e7urvVnMHVGSdzmzZuHwMBA5OXloU+fPujRowcWLVqE9evX4+eff8aiRYvQs2dPvPTSS8jLy0NAQADmzZun1xiOHDmCvn37wsPDA46OjoiIiMD333+vc9mRRYsWgeO4Gn/u3btX7fp3797FhAkT4OvrCzs7OzRp0gQffvghCgoK6vkJiakqKSlBeXm5WTbJk8qoqn8FpVKJ3NxcJCcnw9raGsHBwXB1daUWNgvSunVrNG7cWF02QxtCoRBt27aFjY0N4uPj1eU5VEmZ6p7btGlT2NnZobi4GDk5OQD+bZGrruPWn3/+iREjRqBJkybo0KEDpk2bhrt37+KNN97AN99802A6fBllfAc3NzecOXMGo0ePRnx8PM6fP4+4uDiNZVS/1IiICOzatUuv9a2WLVuGTz/9FEBF5u3k5IQbN25g9uzZiI2Nxb59+3Su3xIQEIDAwMAq51VXk+j06dMYNGgQysrK4OXlhdatW+PevXv45ptvsG/fPly4cAE+Pj66fThi0hQKBbKysqo9VwgxV6WlpRAIBAgODqZkzUJxHIcRI0Zg7969GDFihNbr9e7dG6Ghobh37x5OnTqFCRMmQKlUwsrKSn2utG7dGmKxGDY2NnBxcVGvW15ejgMHDuDatWv46KOPIBKJoFAoYGVlBS8vLzDGUFxcDH9/f4wfPx4TJkxA165d9f7ZTZoxe0IoFAr222+/sREjRrDAwEBmZ2fH7OzsWGBgIBsxYgTbuXOn3mtbXbhwgXEcxwQCAdu+fbt6+vXr15mPjw8DwFauXKn19hYuXMgAsIULF+oUh1gsZl5eXgwAmz17tronS05ODouKimIA2KBBg3Tapgr1KjVdqamprKSkhO8wCKk3pVJJdewaoEuXLjEXFxedfvdlZWXs9ddfZxzHsf79+zPGKvcaLSkpYV5eXozjOJaUlKSeHhsby0JDQ5m9vT07cOAAY6yiN77qv48fP2YpKSn1/VhmzahlggUCAUaPHo09e/YgOTkZZWVlKCsrQ3JyMvbs2YMxY8bovalz6dKlYIzh9ddfx2uvvaae3r59e6xatQpARYucod8/Wrt2LbKzs9GyZUusWrVK/dhMJBJh+/btsLa2xuHDh3H16lWDxkGMp6CgADY2NlQVnpg1xhjy8/ORlJSk0fGANAydOnWCi4uLTr0/7ezsMGbMGFhbW+P48eP4+++/1U+1pFIpgIr338rLy9GhQweNXtqhoaEICAhAeXm5+hGtavB31SN51VBVDZWZjO9QN2KxGLGxsQCA6dOnV5o/evRouLi4IDc3F6dPnzZoLHv37gVQMXD188lpYGAg+vbtCwDYvXu3QeMgxqNUKul9qAbgwoULKCsr4zsMvWOMoaCgAElJSVAqlQgKCtJ4pEUaBtXj0j179ui03ssvv6zuZLhgwQJ1RwUbGxsAwLFjx1BcXIwOHTogODhY/e5bYGAgoqOjsW7dOvznP//R4yexHEZ5x40v165dg1QqhZ2dHSIiIirNFwqFiIyMxB9//IGLFy+iX79+Wm/79OnTuH37NnJzc+Hh4YHOnTtj8uTJaNSoUaVl5XI54uPjAaDaXi9RUVE4duwYjYdoQahem+XLyMhAr169sHjxYvV7tJZAqVQiOTlZXYfNbMZwJHqVm5uLPXv24OzZs0hISMDatWt1eir20UcfISsrC7GxsUhLS8PMmTMBAMePH8eRI0fQpUsXfPzxxwD+LQdiZWWFqVOn6v/DWBJ+n9Qa1vr16xkA1rx582qXeeONNxgANmnSJK22qXrHraofe3t7tmnTpkrrJCQkqJdJT0+vcrvbtm1jAFhAQIBWcTyL3nEjhD+zZ89mzs7O7OnTp3yHolfaVrInlqWwsJBt2bKFDRw4kAmFQta1a1e2atUq5u7uzuLi4nTeXmJiIhs0aJDGqAUcx7EuXbqww4cPG+ATWD6L/hqlGn2hpvotqnnajtTg6+uLzz77DJcvX0Zubi5KS0sRFxeHAQMGoKysDNOmTcOhQ4eqjKOmWHSNg5imkpIS+h02MAsWLIBAIMDixYv5DqVOGGMoKipCWlqaxrtG1MrWcJSVlWH37t0YNWoUfHx88M0336BHjx548OABLly4gPfffx+DBw/GwYMHddouYwwhISH45ZdfEBcXh5UrV2LFihW4cuUK/v77bwwcONBAn8iyWfSjUtWLtKpn6lVRFYvU9h2Vt956q9K0bt264fDhwxg5ciT27dunPslV3Z6frySujziI6aHSHw2TSCTC/PnzMXfuXMyaNQstW7bkOyStsP9fViE3NxcODg7w9fWlsh4NiFQqxcmTJ7Fjxw7s378fvr6+eO2117BkyZIqz+GhQ4diwYIFWLZsmdb74DgOjDG4ubmha9euDa9sh4FY9FcqOzs7AP/2YqmKRCIBUDGcTX1wHKc+oR89eoSbN29WiqOmWPQRh1gs1vlHtV9SfxkZGfDx8WkwRSDJv959910EBATgk08+4TsUrRQXFyM5ORmlpaUICAiAt7c3nbcNyFdffQVfX1/MnDkTvr6+OHv2LO7fv4/FixdX+8XjlVdewaNHj5CQkKDTvujLgP5ZdOKmzeNHbR6naqt58+bqF9IfPnxYKY6aYtFHHAEBAXB1ddXp56uvvqrz/si/qPRHw2Zra4tly5bh0KFDBu+hrg+MMTRu3Ji+aDRQnTp1wsGDB5GUlIQVK1YgPDy81gTL2dkZL730UqVXgYjxWfSj0mbNmgGoGNNMLpera8E8KzExUWPZ+lLVZ5PL5eppwcHBEAqFkMlkSExMhK+vr0HiSE1N1bm7Po0rWH9SqRQFBQUICgriOxTCozFjxmD16tX4v//7P1y5csWk3hErLS2FUChUX5+cnZ15jojw6eWXX67TekOHDsVvv/2GDz74QM8REV2YzpXFAMLDwyEUClFeXl5lYVuZTIbLly8DALp06VLv/eXk5CArKwsA0LhxY/V0a2trdTmS54f6UlFNr08cLi4uOv9Q4lZ/CoUCfn5+9EiggeM4Dl9//TWuXbuGXbt28R0OgIqELTk5GYWFhXR+knobMmQIzp8/Tx2weGbRiZuLi4u6sO2GDRsqzd+1axfEYjFEIhF69epV7/2tWrUKjDG4uroiMjJSY55qnLeYmBgoFAqNeSkpKepCwSNHjqx3HMS47O3ta+wAQxqO7t27Y8CAAVi4cKFGq7uxlZWVISUlBQUFBfDz84Ovr2+VTxwI0UVAQABatWqFkydP8h1Kg8axZ/t/68GWLVv0tq3JkyfXextxcXF48cUXwXEcfvnlF/WwVzdu3MArr7yCp0+fYvny5eoigACwZs0arFmzBi+88AJ27Nihnn779m388MMPeOedd9C6dWv19PLycqxatQqff/45lEolvvzyy0rFOMViMZo0aYKcnBzMnj0bX3/9NYRCIXJzczFs2DB1SZEjR47o/BnFYjFcXV1RWFhIlc0J4Vl8fDw6deqEmJgYREdHG33/RUVFKCoqgqenJ32hIHr3ySef4OnTp4iJieE7lIZL34XhVAO61/fHyspKbzEtXbpUXQA3NDSUtWvXjgkEAvXA7s8PbK8qstuzZ0+N6deuXVNvx8vLi3Xs2JF17NiROTg4qKdPnz6dKZXKKuOIjY1ldnZ2Guur1g0ODmYZGRl1+nxUgNf45HI5S01N5TsMYqJGjBjBoqOjjba/6q45hOjbmTNnmI+PDxVo5pHe284DAwOrfZciOzsbpaWlACre+xKJRAAqhtVQPVZwdHSEp6enXmOaN28e2rdvj9WrVyM+Ph6ZmZlo27Ytpk6dilmzZmndqyo4OBhLlizBhQsXcO/ePdy/fx9SqRTe3t4YOHAgXn/9dbzyyivVrt+nTx9cuXIFS5cuxalTp/DPP//A398fr776KubPn6+Xnq3EODIyMuj3Raq1detWo/QwlkgkyM7Ohr29vfp6SoghdevWDWVlZbh27Ro6duzIdzgNkt4flVZn7dq1mDNnDrp06YLPP/8cPXr0UL8YL5VK8eeff2Lp0qW4ePEi1qxZgxkzZhgjLItAj0qNq6CgABKJBD4+PnyHQhooVcIGAF5eXtTJiBjVqFGj0L59e3z++ed8h9IgGSVxO3XqFPr164fhw4fjt99+q7abPGMMY8aMwb59+xAbG6uXDgMNASVuxiOVSpGeno6goCDqpUeMTqlUIiMjA0qlEl5eXhrFvQkxlo0bN+Lnn3/GhQsX+A6lQTJK4jZo0CAcO3YMSUlJCAgIqHHZlJQUBAcHY+DAgfj9998NHZpFoMTNOBhjSE5Ohp+fH730TXjBGINUKqUWNsKr9PR0BAQEIDs7W110nhiPUcqBXLlyBW5ubrUmbUDFO3Jubm7q+mqEmArGGLy9vSlpI0Yjk8mQlZWlHvyd4zhK2gjv/Pz80KpVK5w6dYrvUBokoyRuRUVFKC4urnHMUBWpVIqSkhIUFRUZITJCtCcQCGhIK1InYrFYq+ufikwmQ0ZGBtLT0+Hk5ESP5YnJefnll6meG0+MkriFhIRALpdrVeNty5YtkMlkCAkJMUJkhNTOSP13iIUqKChAcHAwtm7dWuuycrkcmZmZSE9Ph6urK4KCgujLAjFJ/fr1w4kTJ+j6yAOjJG6vvfYaGGOYPXs2Nm/eXO1yW7ZswezZs8FxnLpQLiF8e/LkiU6tJYQ8y83NDS+99BKWLVtW62gKBQUFcHZ2poSNmLwePXogPT0djx494juUBsconRPKy8vRrVs3XL9+HRzHISAgAL169YK/vz84jkNaWhr+/PNPpKSkgDGGDh064MKFC9RjSkvUOcFwqPQH0QfVaAq//vorxo0bp56uUCjAcZxJDUhPiLb69OmDkSNH4u233+Y7lAbFaHXc8vPzMX36dOzfv79ix8+9s6EKY+jQodi4cSP1VNEBJW6GQaU/iD71798f6enpuHHjBpRKJXJzc1FaWgpfX1/qcEDM0rJly3Dx4kXs27eP71AaFKMlbiqXL1/Gjh07cOXKFWRlZQEAvL290alTJ4wdOxadO3c2ZjgWgRI3/aPSH0Tfzp49i/79++P48eNo3LgxPD09qeMBMWvx8fHo3bs3cnNzYW2t94GYSDWMkrilpKQAqEjQ6PGn/lHipn9ZWVkQCoU0rBXRm+LiYhw9ehSnT5/GDz/8QAkbMXsKhQKenp44ceIEIiMj+Q6nwTDKixXBwcEIDQ1FXl6eMXZHSL25uLjAzc2N7zCIBXFwcICtrS1+/PFHXLx4ke9wCKk3Kysr9OzZE6dPn+Y7lAbFKImbk5MTXF1d4efnZ4zdEVJvdnZ21CJC6kz1Dltubq56mkAgwODBg9GkSROsWbOGv+AI0aOXXnqJEjcjM1qLW2lpKRQKhTF2R0idKZVKvkMgZkypVCIvLw/JycmwsrKq1MlKIBBgzpw52L17t/oVEkLM2UsvvYRz585BJpPxHUqDYZTEbfjw4ZBKpTh8+LAxdkdInRQUFNDjfFInjDHk5+cjOTkZHMchODgYbm5uVbbaTp06FU5OTvjhhx94iJQQ/WrTpg3s7e1pmEojMkri9sknn6Bp06aYOXMmbt68aYxdEqITqVSKgoICiEQivkMhZkjVxysoKAju7u41PmZ3cnLC66+/jnXr1qG4uNhYIRJiEAKBAL169aLHpUZklP67e/bswVtvvYVFixahU6dO6N+/P6KiouDt7Q0rK6tq15s8ebIxwiMNHGMM6enp8PPzo/faiFYYYygpKYGTkxOAipuXLj2Q3333XfqSQCxGr169sH//fsybN4/vUBoEo5QDEQgE6hsiY0yrmyPHcbUOD0MqUDmQ+qHSH0RbjDGIxWLk5eXBxcUFHh4elOyTBu+ff/5B165dUVBQQPXcjMAoRzgwMJAubsQklZaWQiqVwsvLi+9QiAljjKGoqAi5ubnqsURpmCpCKrRu3Ro2Nja4du0a1XMzAqMkbklJScbYDSE6s7W1ha+vL32xIDV6+vQprKysEBgYWOPrHYQ0RAKBAFFRUTh37hwlbkZAXxlJg2ZlZUU3YlIJYwzPvkXSqFEjeHl50blCSDVefPFFnDt3ju8wGgRK3EiDRO9PkqowxlBcXIzk5GRIJBK+wyHEbKgSNyMPf94gUeJGGhypVIq0tDS6wBANJSUlSElJQUlJCRo3bmy0cZWVSiVOnz5NXyaIWevYsSNKS0tx9+5dvkOxeEbv/nHhwgWcP38eaWlpKCkpqfbmyXEcNmzYYOToiKWj0h/keeXl5Xj69ClsbW3h7+9v9F5xt2/fRu/evbFv3z4MHz7cqPsmRF9sbGzQuXNnxMXFoVWrVnyHY9GMUg4EABISEjB+/HhcvXpVY3pV5UFU02iILO1QORDtUekP8jyZTAaO43gtY9ClSxe4u7vj2LFjvMVASH19+umnePr0KTZu3Mh3KBbNKI9Kc3Nz0bt3b8THx8Pb2xujR48GYwx2dnaYOHEi+vTpAycnJzDGIBKJEB0dTcV3id6pSn+4ubnxHQrhUVlZGQoLC9X/LxQKea899dZbb+HEiRN4/Pgxr3EQUh9du3bFX3/9xXcYFs8oiduaNWvw5MkTdOnSBY8ePcKOHTsAAK6urtiyZQtOnDiB9PR0fPTRR8jJyYG9vT02bdpkjNBIA6FUKvH06VMq/dGAlZeXIyUlBfn5+bC3t+c7HA1jx46Fi4sL1q9fz3cohNTZCy+8gPv379OYzwZmlMTt8OHD4DgOX375JRwcHKpcxtHREcuXL8ecOXPw008/YdeuXcYIjTQQAoGAanA1UOXl5UhNTUVubi4aNWoEPz8/2NjY8B2WBkdHR4wfPx5bt26lV0SI2fL29kZoaCguXrzIdygWzSiJ26NHj8BxHF588UWN6VKptNKyc+fOBQCsW7fOGKGRBoSStoZHqVQiLy8P3t7e8Pf3N7mE7VmTJ09GWloazpw5w3cohNQZPS41PKMkbjKZDK6urhrvkTg4OKCoqKjSsj4+PnB1dcXNmzeNERqxcDKZDEqlku8wiBE9W1ZDIBDAz88Ptra2PEaknS5duqBZs2bYsmUL36EQUmeUuBmeURI3Pz8/FBYWalxQfXx8IJfLkZiYqLGsTCaDWCzWeHmYkLpgjOHJkydUH6uBkEqlePLkCTIzM82yRh/HcZg8eTL27NmD4uJivsMhpE5eeOEFXLp0ib4wG5BREreQkBAwxpCamqqephrP7JdfftFYNiYmBkqlEv7+/sYIjViw7OxsuLq6mvTjMVJ/UqkU6enpePr0KUQiERo3bmy2HVAmTpyIkpIS7Nu3j+9QCKmTtm3bQiKRICEhge9QLJZRErd+/foBgEaNokmTJoExhqVLl+Kdd97B+vXrMWvWLMyaNQscx1EhSlIvpaWlkEgkVPrDwmVnZyMzMxPu7u4ICAgw2mgHhhIcHIxevXrR41JitoRCITp06IDLly/zHYrFMkoB3gcPHqBfv37o1q0btm/frp4+fvx47NixQ+PbMWMMLVu2xIULF+Dq6mro0CwCFeDVpFAokJKSQr1IGwCFQmFxv+NNmzZh+vTpSElJQePGjfkOhxCdvfvuuxAIBPj222/5DsUiGaXqZPPmzZGUlFRp+rZt2/DSSy9h586dSE1NhaurK/r374//+7//o6SN1FlWVha8vb0t7obe0MnlcuTk5MDV1VVdh80Sf8cjR47E5cuX6R0hYrYiIyOxdu1avsOwWEYb8ooYDrW4aVIqlRAIjPIWADECVcImkUjg6ekJR0dHvkMihNTg7t27iIiIgFgshlAo5Dsci0N3N2JxKGmzDAqFAk+fPkVaWhqcnJwQGBhISRshZiAsLAxCoRC3b9/mOxSLRHc4YhEYYygrK+M7DKJHUqkUDg4OCAoKgpOTk9n2FCWkoREIBIiIiEB8fDzfoVgkvb/jps/eUDTQPNFWdnY2hEKhyY1BSbSnUCggk8nUPUPpd0mI+QoPD8e1a9f4DsMi6T1xmzJlil6+GauKURJSG1XpDy8vL75DIXWgGpaqqKiIfoeEWIjw8HD89NNPfIdhkfSeuAUGBlabuGVnZ6O0tLRix9bWEIlEAIDc3Fx1dXtHR0d4enrqOyxioVTvQdV03hHT9GzC5uHhgeDgYPodVkEikZjFkF2EPCs8PBw3btywyJI9fNP7O25JSUl4/PhxpZ9PPvkEMpkM3bt3x/Hjx1FUVISMjAxkZGSguLgYx48fx4svvgiZTIZPPvkEjx8/1ndoxAJlZGRQ6Q8zpFQqkZKSAmtrawQHB8PV1ZWStiosWrQIXbt25TsMQnTWokULyOVyPHz4kO9QLI5ROiecOnUKs2bNwpAhQ3DmzBm8/PLLGt8gbWxs8PLLL+PMmTMYMmQIZs2ahTNnzhgjNGLGSktLIRQKqaehmXi28pBAIEBQUBDc3NwoYatBu3btcO3aNRo+iJgdoVCItm3b0ntuBmCUxO2bb74BYwyrV6+usVQDx3H45ptvoFQq8fXXXxsjNGLGHBwc4O3tzXcYpBaMMeTn5yM1NVUjeaOErXYDBgyAg4MD9u7dy3cohOiMOigYhlEStytXrsDNzQ0BAQG1LhsYGAg3Nzca54xohW7+pkuVsCUlJYExZtaDv/PF3t4eL7/8Mg4dOsR3KITorEOHDrhx4wbfYVgcoyRuRUVFKC4uhlQqrXVZqVSKkpISFBUVGSEyYo6Ki4tBA36YNrFYjKSkJCiVSgQFBcHDw4MKI9fRkCFD8NdffyEnJ4fvUAjRSdu2bfHPP//wHYbFMcqVNCQkBHK5XKsab1u2bIFMJkNISIgRIiPmprS0FPn5+XyHQWphbW2NoKAgiEQiStjqadCgQVAqlTh69CjfoRCikzZt2iA9PR15eXl8h2JRjHJFfe2118AYw+zZs7F58+Zql9uyZQtmz54NjuPw2muvGSM0YkZUpT/8/PzokZsJYYxBLBZDIpGopzk4OFDCpieNGjVCZGQkPS4lZsfd3R2NGze2+FY3Yz8BMsog8+Xl5ejWrRuuX78OjuMQEBCAXr16wd/fHxzHIS0tDX/++SdSUlLAGEOHDh1w4cIFdQV1UrOGMsh8Wloa3N3dqRepiWCMoaioCLm5uXBycoKHhweVZTGQJUuWYOXKlcjJyYGNjQ3f4RCitYEDB2LgwIGYNWsW36HUC2NM3WCQnZ2Nx48fIy8vD56enujUqZNRYzFK4gYA+fn5mD59Ovbv31+x4+daTFRhDB06FBs3boSHh4cxwrIIDSFxKygogEQigY+PD9+hNHiMMRQXFyM3NxcODg4QiUSUsBnY9evXER4ejtjYWPTp04fvcAjR2ieffIKCggKzGEXh2eTsWaoiwn///Tf+85//4MiRI+qcJSAgAP3798fcuXMREhJS7Tb0Se8jJ1TH3d0de/fuxeXLl7Fjxw5cuXIFWVlZAABvb2906tQJY8eORefOnY0VEjETqkTB39+f71AIgJKSEpSWliIgIIASNiNp3749GjdujEOHDlHiRsxK27Zt8b///Y/vMNRUiVVZWRkeP36M+/fvIz8/HyEhIXjppZeqXN7Kygq///47Zs+ejaSkJLRt2xbdu3eHUCjE6dOnsX79euTk5ODLL79EWFgYlEqlYV8VYQ3E4cOHWZ8+fZi7uztzcHBg4eHh7LvvvmMKhUKn7Vy9epV9/vnnrEePHkwkEjFra2vm5eXF+vfvz/bu3Vvteps2bWIAavw5evRonT5bYWEhA8AKCwvrtD4htZHL5XyH0ODNmDGDNWnShO8wCNHJtWvXmLOzM1MqlXyHor7f//HHH6xbt26M4zj1j7OzMxs9ejSLj49njDGNeDMzM9mgQYMYx3Hs9ddf19jmw4cP2ZAhQxjHcWzWrFmV1jUEo7W48WnZsmX49NNPAQChoaFwcnLCjRs3MHv2bMTGxmLfvn1aZcePHj1CRESE+v9DQkIQHByMxMREHDt2DMeOHUN0dDQ2btxY7fa8vb3RrFmzKue5u7vX4dMRYjglJSXIycmBs7Mzvb7As/79+2Pt2rVIS0tD48aN+Q6HEK2EhYWhuLgY6enpBntqwrR4PMkYg0AgwP79+zF58mSUlJTgpZdeQo8ePWBvb4/Y2Fjs3r0bubm5+O6779C6dWvI5XJYW1vj1q1bOHLkCJo1a4a3334bACCTySAQCNCkSRN89tln+P3333Hs2DHEx8ejY8eOBvmcz34Yi3bhwgXGcRwTCARs+/bt6unXr19nPj4+DABbuXKlVttKSEhgvr6+bPny5Sw9PV09XaFQsO+//55xHMcAsO+//77SuqoWt+jo6Hp/pudZaotbaWkpKy8v5zuMBqmkpIQlJSWx9PR0JpPJ+A6HMMbKyspYVlYW32EQorOQkBB28uTJem0jMTGR/fjjj2zSpEns5ZdfZjNmzGDnzp1Tt6Jp08qVlpbGunTpwjiOY2+//bbGvPT0dDZ+/HjGcRwbM2YMY+zfFrpdu3YxjuNYWFiYxnSVgoIC1qRJE2ZnZ8f+85//1OtzasOoLW5FRUX4/fffcfPmTeTl5UEmk1W7LMdx2LBhQ733uXTpUjDG8MYbb2iUGGnfvj1WrVqFCRMmYNmyZZgzZw6EQmGN22rcuDEePnwIBwcHjekCgQCzZs3C7du3sXbtWqxfv97se9DwTaFQIDMzE4GBgXyH0qAolUqkpaVBKBTCz8+v1r8JYjx2dnbU056YpZYtW+Lu3bvo27dvnda/c+cOPvroI41ahrGxsYiJicGbb76Jb7/9VqsOAcnJybh06RL8/Pzw2WefAQDkcjkEAgF8fX2xcOFC/Prrr4iNjcWtW7fQpk0bde95oKJCBoBKT9RcXV1ha2sLiUSCc+fOqVvqDMVoiVtMTAzmzJmD4uJi9TRWRYdWjuPUzZ71TdzEYjFiY2MBANOnT680f/To0Zg5cyZyc3Nx+vRp9OvXr8bt1XbR7NevH9auXYsHDx7UPWgCAMjIyIC3tze9/G5kAoEAfn5+Br3oEEIallatWuHu3bt1Wjc3NxfvvPMO/vzzT0yYMAHTp0+Hj48Prl69iunTp2PdunVwcXHBkiVLan1kmpCQAACwsbFRP7Z99lrXvHlz+Pv748mTJzh8+DBatWoFgUAALy8vODk5ISUlBbm5uRCJRGCMqXMYgUCgrmOZlJSE7Oxs+Pr61unzasMoV+fjx49j+vTpYIzBzs4OXbt2NcrN4dq1a5BKpbCzs9N4N01FKBQiMjISf/zxBy5evFhr4lYbVTZub29f7TI3btzA+PHjkZmZCRcXF4SHh2PixIlo0qRJvfZtSQoLCyEUCqlemxGUl5cjPz8fjRo1Ul/wKGkjhOhTy5YtsXXr1jqte/78efz5559o06YNvv32W/W7ti1btgQATJo0CV9//TVmzpwJPz+/GrdVUlICW1tb2NraoqioCM7Ozup5qpIfqmmXLl1Cfn4+RCIRIiMj4evri4SEBGzZsgVvvfUWHBwc1NfMjRs3Ii0tDQCQlZWFtLQ080/cVqxYAcYYunbtigMHDsDT09MYu1Vn14GBgdXejEJDQ/HHH3+ol62P3377DQAQFRVV7TLXr1/H9evX1f9/4MABLFmyBIsXL8a8efPqHYO5k0qlyM/PR1BQEN+hWDSJRIKsrCxwHAdvb28aiYIQYjCqR6V18fPPPwMAxowZAw8PD3UrF8dx6ledbt++je3bt1f7ypOqJc7Hxwdubm64f/8+UlJS0Lp1aygUCjDGYG1tjcLCQnXDS0pKCp4+fQqRSAQfHx8MGTIEq1evxty5c1FcXIxx48ZBLBbj0qVL+PTTT+Hv7w9ra2ukpKQgOztbY7/6ZpQxaeLj48FxHGJiYoyWtAFQj2lZU29N1bz6jn954sQJdXHhjz76qNJ8Nzc3vPvuu4iLi8PTp09RXl6Oa9euYdKkSVAoFJg/fz7++9//1isGSyAWi+Hr60uJhIFIJBKkpaUhOzsb3t7eaNy4MVXiJ4QYVIsWLfD06VMUFBTovG5iYiKAfxtEOI4Dx3FQKpUAKor2AxXvvKlqwz5PdT+JiIhA06ZNAQC7du1CaWkprKys1A07GzduxM2bNwFUtJxlZGSotzFv3jzMnDkTMpkMCxcuRFhYGCIjI/HOO++gTZs2WLx4MXx8fGBlZYXS0lKdP6cujNLiJpfL4eTkVG0ZDENRPbqs6cZka2sLACgrK6vzflJSUjBhwgQAwNtvv40ePXpUWmb48OEYPny4xrQOHTpgy5YtEIlEWLNmDebPn4/o6GiN5tuGxpiJfUNUWloKT09PesndjJWVleHs2bPo2bMn/R6JWXB3d4dIJEJCQgIiIyO1Xq+wsFB9P1S1tD1f3LZjx47w8fHBnTt3kJycDH9//yoL4DLGEBISgiFDhiAuLg5Lly5FdnY2Jk6ciIKCApw7dw7ff/89GjduDBcXF6SmpkIsFgOoyGHc3d2xcuVKDB8+HFu2bEFiYiJcXV3RsWNHTJkyBRzHYenSpXB1dYVIJAJQeYQofTFK4takSRPcv39f/QzZWFQXNalUWu0yqhcKa3ovrSZ5eXkYMGAAcnJy0KtXL6xatUrnbSxevBg//vgjCgsLcerUKQwbNqxOsahOMl2onvcTyySVSmFlZaX+u6Nagebv/v376N+/P86cOYOePXvyHQ4hWmnWrJnOiZtUKlU/+lQ9flRRJUVBQUHw9fXFnTt38PjxY3Tr1q3Gbb7zzjuQSCRYuHAhfvzxR/z444/qeYMHD8bbb7+NefPmqTtKAlBfP+3t7dG3b98qe8cmJyfjwYMH8Pf3N3gdN6M8Kp04cSJkMplGV15j0OYxqDaPU6tTXFyMgQMH4s6dO+jYsSMOHjxYpyTIxcUFrVu3BgA8fPhQ5/VVAgIC4OrqqtPPV199Vef96YtCoaj3o2qiSSaTIT09HZmZmVAoFHyHQ/Sobdu2cHFxQVxcHN+hEKI1VeKmC1tbW3X5rczMTACVq1F4eXnBx8cHUqkUqamp1W5Lleg5Ojris88+w40bNzBnzhyMHDkSb7zxBn766Sf89NNP6NKlC5KTkyEQCBASEqKx7rMUCgWkUqm6YejIkSMAKnqmGnrMcKO0uL333nvYs2cP3n77bYSFhRntkalqPykpKdXWVVE9P9c1JolEgmHDhuHixYto1aoVjh07Vq9HnKpvFXK5vM7bSE1N1fmEMYXWtoyMDGoJ0hOZTIacnBzIZDJ4enpWqjlIzJ+VlRW6du2K8+fP8x0KIVpr1qwZ7t+/r9M6dnZ2cHV1BQB1r01VEqX6r7Ozs7oCgeodutoeUVpZWaFt27ZYvXp1pXmpqanIy8uDi4sLWrVqVeM2VC1xN2/exHfffQcA+Pzzz7X9eHVmlMTt119/xaRJk7BgwQK0b98eo0aNQpcuXWpNdCZPnlyv/YaHh0MoFKK8vBxXr16tNIC9TCbD5cuXAQBdunTRertyuRxjxozBqVOnEBoaipMnT9br3SyFQqE+oeszlI2Li4vBM319o9If+lNcXIzc3Fx4eXlRwmbhunfvjq+//trwg1kToifNmjXD77//rtM6QqEQAQEBAP6tEvF8Uubo6AiBQKDxd6Dtu2WMMcjlciiVSnW5so0bN4LjOAwYMKBS615WVhYePHiA9u3bgzGG9PR0/PPPP1i9ejXu37+P9957r9ZHtXph8LEZGFMPOSUQCDT+XdOPlZWVXvY9YMAABoC9+eableZt27aNAWAikYhJJBKttqdUKtmECRMYAObn58cSExPrHeNPP/3EADArKyuWlpam8/rmOuSVRCJhjx8/NonBhy0BHceG4/Tp0wwAu3nzJt+hEKKVK1euMHd3d53XW7duHeM4jgUFBVW7zMsvv8w4jmOrVq2qNByVLuLi4ljTpk0Zx3Hs7NmzjDHN6+rdu3dZZGQk4ziOubm5MWdnZ8ZxHHNycmLz5s1j+fn5dd63LozS4hYYGMhbeYd58+bh2LFj+Pnnn9GrVy/1sFc3btzABx98AAD4+OOPNXqerlmzBmvWrMELL7yAHTt2aGxvzpw52LZtGzw9PREbG6t+Bl4TsViMt956C++//75Gq59CocDGjRsxZ84cABWjOxhqEF5Tw/7/txUq/VE3CoUCOTk5sLKyUrf20nFsODp37gxra2ucP38ebdu25TscQmrVrFkz5OfnIzs7G15eXlqv9+KLL8LT0xMpKSm4c+eOxuNLVYuz6h3p5s2bQyAQaNRPy8nJgbOzs8ZrQcnJyXj48CGCg4NhZWWFtLQ0XL16Ff/73//w6NEjzJ8/Hy+++CIAzeuqv78/Ro4cCWtraxQXF8PZ2Rnh4eHo27cv+vXrZ7wnHUZJD3m2dOlSBoABYKGhoaxdu3ZMIBAwAGzQoEFMLpdrLL9w4UIGgPXs2VNj+oULF9TbCQgIYFFRUdX+PCs/P1+9npubGwsPD2eRkZHMzc1NPX3AgAGsrKysTp/PHFvcysrKjPbtxJLI5XL29OlT9vjxYyYWi6mVrQHr0qULGz9+PN9hEFJJeXk5u3XrFtu7dy9btmwZmzp1KouKimIcx7E33nhD5+317duXcRzH5s6dy0pKShhjTP2U7MqVK6xJkyZMKBSyS5cuqde5cuUK69GjB/Pz82OnT59mjDEmk8kYY4xdu3aNvfDCC4zjOGZlZcU4jmMcxzEvLy+2evVqJpVKq41FIpFUyhmMrUGMbTNv3jy0b98eq1evRnx8PDIzM9G2bVtMnToVs2bN0rpEiap0CFDxAmNNPVie5ejoiBUrVuDChQu4desWHj16hLKyMohEIgwaNAiTJ0/G6NGjG1SLCQ2YrRulUonc3FyUlJRAJBLBy8urQZ0vpLKoqCjs3r2b7zBIA6VUKpGWloYHDx7g/v37Gv9NTk6GnZ0dmjdvrv7p3bs3cnNz0b17d533NXnyZFy/fh2rV69G06ZNMX36dPVTsrVr1yIxMRHTp09H27Zt1a1t1tbWKCsrQ0ZGBh49eoRevXqptxcaGqoe81R1Te3QoQNefPFFdOrUqcrRF1RMoWA5x1gVI70TsyIWi+Hq6orCwkKz65xAtMMYQ3FxMZycnChhIwCAffv2YcSIEUhNTa1XpyZC6uLPP/9Enz59EBISok7OwsLC1P/29/evdK0aPXo0OnfuXOXoQjVRKBRYtmwZPv/8c9jY2GDIkCFwcXHB9evXce3aNbRq1Qo//PADevbsqa4Xm5SUhBkzZiA+Ph4rVqzA1KlTNR6hMgMNR2UMDaLFjZiOrKwseHp6Uk+4WiiVSnVCrhripSGPqEEqU/WEv3z5MiVuxOiioqJQWlqqUwtUSEgIHj9+rPO+rKysMHv2bLi5uWHTpk3Ys2cPgIr3zwYNGoQFCxYgMjJSo8h/UFAQjh49qpGcVfdvc2P0xO3ChQs4f/480tLSUFJSUqm7rQrHcdiwYYORoyOGVFhYSOULaqFUKpGfnw+xWAwPDw++wyEmzM/PD76+vrhy5QpeffVVvsMhDUxVdVFrExISgoMHD9Zpf87OznjnnXcwZMgQJCYmws3NDYGBgerrJGNM47Unc07MamO0xC0hIQHjx4/H1atXNaZX1VypmkaJm+WQSqXIz89HUFAQ36GYJKVSiYKCAhQWFsLd3R3BwcEWfeEh+tGpUyekpKTwHQYhWqlri5sKYwyBgYEIDAysNK8hXS+Nkrjl5uaid+/eePLkCXx8fNCzZ0/89ttvsLe3x8iRI5GZmYmLFy+iqKgInp6eGDRokDHCIkbCqPRHrXJyciAUCilhIzrZvXu3SbwsTYg2QkJCkJSUVOcnL3RtrGCUZ1Zr1qzBkydP0KVLFzx69EhdG83V1RVbtmzBiRMnkJ6ejo8++gg5OTmwt7fHpk2bjBEaMYLs7Gy4urqaxPBapoIxpvGagLe3N9zd3enCRHRCSRsxJwEBAZBIJJUGjCe6MUridvjwYXAchy+//LLaAnWOjo5Yvnw55syZg59++gm7du0yRmjEwFTvHbi5ufEdiklgjKGgoABJSUka5WUIIcTSOTg4QCQSaV1Ki1TNKInbo0ePwHGcuhKxilQqrbTs3LlzAQDr1q0zRmjEwDiOg0gkavAtSYwxFBYWIikpCQqFAkFBQVTHjhDS4AQEBFDiVk9GecdNJpPB1dVVoxeKg4MDioqKKi3r4+MDV1dX3Lx50xihEWJwZWVlyMzMhLOzM4KCgqhXLSGkwaLErf6Mcgfx8/NDYWEh5HK5epqPjw/kcjkSExM1lpXJZBCLxSgsLDRGaMRACgsLUVxczHcYJsHGxgaBgYFUv44Q0uAFBgZS4lZPRrmLhISEgDGm8cuKjIwEAPzyyy8ay8bExECpVDaYwdYtkar0h6OjI9+hGB1jDEVFRcjLy1NPs7Ky0npYNUJ0VVZWhnPnzlX5BIMQU0MtbvVnlMStX79+AIBjx46pp02aNAmMMSxduhTvvPMO1q9fj1mzZmHWrFngOA7Dhw83RmhEzxhjyMjIaHClP1RDUiUnJ6O0tBSurq58h0QaiNTUVPTo0QOXLl3iOxRCakWJW/0ZJXEbNmwYAgICcO7cOfW0QYMGYdy4cZDL5Vi7di1mzJiBH3/8ETKZDC1atMCCBQuMERrRs+zsbLi4uDSo0h8lJSVISUlBSUkJGjduDB8fH2phI0bTpEkT2Nra4tatW3yHQkit/Pz8kJ6ezncYZs0onROaN2+OpKSkStO3bduGl156CTt37kRqaipcXV3Rv39//N///R+1WJih0tJSSCQSeHl58R2K0SiVShQXF8Pf379OQ8AQUl9WVlZo2bIlbt++zXcohNTK19cXGRkZZj3IO984Vt1gocRsqAYjLywshIuLC29xFBUVwd7e3uITGIlE0qBaFInpmzhxIh4/foy4uDi+QyGkRkVFRXBxcUFeXh7c3d35DscsURc3ojfOzs4WnbSVlZUhJSUFeXl5oO87xJS0adMGt27dovOSmDxnZ2c4OjrS49J6MEriJhAIdOolGhISYtEJADEvqoQtPz8fvr6+Da7jBTF9rVu3hlgsxpMnT/gOhZBaqR6XkroxWoubrt8E6ZujeZBKpcjMzOQ7DIPJyspCXl4eGjVqBD8/PwiFQr5DIqSSNm3aAAB1UCBmgRK3+jHJR6VSqZQKlZoBVekPS35PwcvLC/7+/jSYNzFpqiHUHjx4wHcohNTK19eXHpXWg8llRwUFBcjKyqJByc1ATk6ORZX+kEgkSEtLQ1lZmXoaPRIl5kAgECA0NBQPHz7kOxRCauXj44OsrCy+wzBbBnmR7ObNm7h+/brGtLKyMmzZsqXadRhjKCgowO7du6FUKhEREWGI0IielJaWory8HI0bN+Y7lHqTSqXIysoCYwxeXl40+DsxS02aNMGjR4/4DoOQWnl7e1PrcD0YJHHbt28fvvjiC41pYrEYU6dOrXVdVW2XDz74wBChET1QKBR4+vQpAgMDzbpFSiaTISsrC0qlkhI2YvaaNm2Kw4cP8x0GIbXy8vKi0jX1YJDEzc3NDYGBger/T05OhkAgqLF1RiAQwMXFBW3atMGbb76JF1980RChET1gjKFRo0ZmPzqAUqmEh4cH7O3t+Q6FkHpr0qQJHj9+DIVCYfZ/m8SyeXt706PSejBKAV6BQIBGjRrRy4gGYioFeE2dTCaDRCKBk5MT36EQonf5+fkoKyujcjXE5J0/fx7jx49HSkoK36GYJaMUS1u4cCHdLC2AuQ5RIpfLkZ2dDalU2qCG4yINi7u7u0X38CaWw8vLC9nZ2WZ7T+EbDXllAYzR4sYYQ2pqKvz9/c3mMYxcLkdOTg4kEgk8PT3h6OjId0iEENLg5efnw8PDA0VFRdSoUwe8Dk8glUpx7Ngx3L9/H7a2toiIiED37t35DIlUIycnB05OTmaTtCmVSqSnp8PDwwONGjXiOxxCCCH/n5ubGwQCAXJzcylxqwODJG5FRUXYt28fAGDs2LFV1vm6cuUKRo4cibS0NI3pXbp0wd69e+lma0LMpfTHs83uAoFAo4MMIYQQ08BxHNzd3ZGXl4egoCC+wzE7BinA+8cff2DKlClYs2ZNlUlbVlYWBg4ciLS0NDDGNH4uXryIoUOHGiIsUgeq0h+m/MKzQqFAVlYWUlJSaKg0QggxA+7u7sjPz+c7DLNkkMTt3LlzAIDx48dXOX/58uXIyckBAERHRyMuLg43btzA+++/D8YY4uPjsXv3bkOERnSUmZkJLy8vWFvz+lS9SkqlEtnZ2UhJSYGdnZ3Z15UjRB9kMhnfIRBSKw8PD+Tl5fEdhlkySOJ26dIlcByH/v37Vzl/27Zt4DgOQ4YMwaZNm9C1a1e0bdsW33zzDaKjo8EYw549ewwRGtGRu7u7Sb6DkJ+fj+TkZNjY2CA4OBguLi6UtJEGb/369XBxcaGWZ2LyqMWt7gySuGVkZMDa2hqtWrWqNO/27dvqwnuzZ8+uNH/OnDkAgGvXrhkiNKIjBwcHvkOokoODA4KDg+Hq6koJGyH/n6enJ8rLy9VPNAgxVR4eHpS41ZFBErenT5/CxcUFAkHlzV+6dAkAYGNjU2UP0jZt2oDjOCrWyyPV+4amQqlUIi8vT2Pwd1tbW0rYCHmOv78/AODJkyc8R0JIzVSdE4juDJK4KRQKiMXiKufFx8cDAFq2bAkbG5tK862treHu7q5xkybGlZOTg6KiIr7DAGMMeXl5SE5OBsdxNJYoIbVQ9fx+vrc+IabGzc0NBQUFfIdhlgySuHl7e0Mul+PRo0eV5v3111/gOA6RkZHVrl9cXEzFUnmiKv3h7OzMWwyMMeTn5yMpKQkAEBwcDHd3d2phI6QWPj4+sLKyohY3YvJcXFxMooHAHBkkcYuIiAAArFu3TmN6QkICrl+/DgDo2bNnlesmJydDKpWafM0wS2QqpT9KS0uhVCoRFBQEDw8PStgI0ZKVlRUaNWpEiRsxec7OztU+mSM1M0ji9tprr4ExhtWrV2PlypW4f/8+/vjjD4wePRqMMTg6OmLIkCFVrnv27FkAFe+6EePiq/QHY0yjhIGjoyNEIlGV70gSQmrm5eVFnROIyXNxcaHErY4McmccPXo0evToAblcjrlz56JVq1bo168f/vnnH3Achw8++KDaR3E7d+4Ex3E09JWRFRYWwsrKyqilPxhjKCwsRFJSEkpKSoy2X0IsmUgkosSNmDx6VFp3BmvSOHDgAAYPHqwxKgIAvP7661iwYEGV6yQkJODYsWMAgIEDBxoqNFIFe3t7eHt7G2VfjDGIxWIkJSVBKpUiKCgIbm5uRtk3IZbO09MTubm5fIdBSI3oUWndGeyZmKurKw4ePIiHDx+q32uLjIyscVwyoVCIAwcOQCgUIjQ01FChkSpU1cPXEJRKJVJSUuDg4IDAwECzGbSeEHMhEolw9+5dvsMgpEb0qLTuDP4yU9OmTdG0aVOtlg0ODkZwcLBhAyIaFAqFUZMn1eDv9P4aIYZBLW7EHDg7O9Oj0jqiu2cDVlZWhoyMDIPuo6SkBGlpaRoFfSlpI8RwPD09kZOTY1JFtAl5nr29PcrLy6FUKvkOxezQHbSBUigUyMzMRKNGjQyy/ZKSEiQnJ6OoqAiNGjWikh6EGEmPHj3w5Zdf0g2RmDTVcIrl5eU8R2J+OEZfy8yeWCyGq6srCgsL4eLiotU6T548gaurq957kZaWliI7Oxs2Nja8lBYhhBBi+kpLS+Ho6IicnByIRCK+wzErdFdtgAxZ+kMul8PPzw9CoVDv2yaEEGIZVEMYlpaWUuKmI3pU2sDI5XLk5eXprfRHWVmZRvFcFxcXStoIIYTUSCAQwN7eHqWlpXyHYnaoxa2BsbKyQkBAQL07CJSXlyM7OxsCgcBo9d8IIYRYDnt7e5SVlfEdhtmhxK2B4TiuXu+dSSQSZGVlgeM4+Pj4GK3+GyGEEMtCLW51Q49KLYBEItH4b1VkMlm9ywOUlJQgOzsb3t7eaNy4sUklbRKJBIsWLarxGFg6OgYV6DjQMQDoGKiY8nGwtbXVeNWGaId6lVqAtLQ0BAQEIDU1FY0bN640X6FQICUlpU4jFTDGzKKUR1161loaOgYV6DgAb775JtavX9+gjwGdBxVM+Ti0bNkS3333HV5++WW+QzEr1OLWAGRmZsLLy0unpE0qleLJkyc0WDUhZmj37t18h0BIrWxsbCCVSvkOw+zQO24WTtfSHzKZDNnZ2ZDL5fDy8oK9vb2BIySE6JujoyPy8/P5DoOQGlHiVjcNpsXtyJEj6Nu3Lzw8PODo6IiIiAh8//33da4u/tdff2HYsGHq5KZVq1ZYsmRJrVWg7969iwkTJsDX1xd2dnZo0qQJPvzwQxQUFNQpjprIZDKtS38olUpkZGQgIyMD7u7uCAwMpKSNEDOlqkpPiCkTCoV1StweP36M9evX44033kD79u1hbW0NjuOwdOnSesVT1/u60bEG4KuvvmIAGAAWGhrK2rVrxwQCAQPAhg4dyhQKhU7b++WXX5iVlRUDwPz9/Vl4eDgTCoUMAIuMjGQlJSVVrnfq1Clmb2/PADAvLy8WERHBHBwc1HFlZmbW6fOlpqYyACw1NVVjekpKCisvL9dqG0qlkpWWltZp/6agsLCQAWCFhYV8h8IbOgYV6Dgw1r59+wZ/DOg8qGDKx6Fnz55sy5YtOq83Z84c9T392Z8lS5bUOZa63tf5YPEtbn/99Rc+++wzCAQCbN++HY8ePcKNGzdw9epV+Pj44ODBg1i1apXW20tKSsL06dOhUCiwYsUKpKam4urVq0hISEBYWBguX76Mjz/+uNJ6RUVFGDt2LMrKyjB79mw8efIE8fHxSElJQVRUFBITEzF9+nR9fnT4+/vD1ta2ynlyuRzZ2dnqnqYcx1ELGyEWgoaaI+agro9KPT09MXjwYHzxxRc4evQoRo4cWa846npf5w3fmaOhDRw4kAFgb775ZqV527ZtYwCYSCRiUqlUq+29/fbbDADr169fpXlxcXEMABMKhZVaz1asWMEAsJYtWzK5XK4xLzk5mVlbWzMALD4+XodPV6G6FreqyOVylpmZyR4/fsyKiop03pepMuVvlcZCx6ACHQfGOnfu3OCPAZ0HFUz5OPTv35+tW7eu3tuJjo6uV4tbXe/rfLHoFjexWIzY2FgAqLI1a/To0XBxcUFubi5Onz5d6/YYY9i3b1+12+vWrRtatGgBmUyGAwcOaMzbu3cvAGDKlCmVencGBgaib9++AOrfG0ypVFb5DUahUCArKwupqalwdHREUFCQQcYqJYTwj1rciDkQCAR1fs9cX+pzX+eLRSdu165dg1QqhZ2dHSIiIirNFwqFiIyMBABcvHix1u2lpKQgIyMDABAVFVXlMqrpz25PLpcjPj5e5/XqIiMjo8rELT8/H/b29uqEzRxqsxFC6kbXeo2E8MEUEre63tf5ZNGJW0JCAoCKFq3qvoGGhoZqLKvN9mxtbeHn56f19pKSktTVoVXz6xNHdcRisbr0h1Kp1PiD8PT0hLOzMyVshDQA1OJGzIEpJG51va/zyaITN1UdI3d392qXUc3TpuaRahk3N7dqE6Cqtvfsv6uLRZc4qlNQUABPT0/k5OQgOTmZ6uMQ0kBRixsxB6aQuNX1vs4ni07cVLVXahpTU9XrsqyszGDbe7YGTHXr6hLH89j/7xlqb2+P1NRUCIVCBAcHw87OTudtEULMH7W4EXNgCombvvMEY7Dov25V4lJTy5Nq4F1tSmHUdXvPJlCqd+7qE8fzVMNS5efnw9PTE0VFRSgqKtJqXVtb22pLhpgTsVis8d+GiI5BBToOgKurK4CGfQzoPKhgrOMgkUh0Hsi+vLwcYrGY1zGx9Z0nGINFJ27aNG9q8zj1+e0VFBRUe6JVtb1n/52fnw9fX996xfE8Ve/QPn366LyupQkICOA7BN7RMahAx4GOAUDHQMVUj8ORI0cwZ84cuLi48LL/ut7X+WTRiVuzZs0AVPQakcvlVT4+SExM1FhWm+1JJBKkp6fD399fq+0FBwdDKBRCJpMhMTGxysRNlzie16RJEzx69AhCoVDnby2W0uJGCCGEP3VpcQMq7kHOzs4GiEg7db2v88miE7fw8HAIhUKUl5fj6tWr6Ny5s8Z8mUyGy5cvAwC6dOlS6/YCAwPRqFEjZGZmIi4uDmPGjKm0TFxcXKXtWVtbIyIiAhcvXkRcXFyVXY6rWk9bAoGg2t6qhBBCCKlaXe/rfLLozgkuLi7qwrYbNmyoNH/Xrl0Qi8UQiUTo1atXrdvjOA6vvvpqtdu7cOEC7t27B6FQiKFDh2rMGzFiBAAgJiYGCoVCY15KSoq6UHB9h+4ghBBCiHbqc1/ni0UnbgAwb948cByHn3/+Gb/++qt6+o0bN/DBBx8AAD7++GONHiVr1qxBcHAwxo0bV2l7H330EWxsbHDixAmsXLlS3aMzOTkZ06ZNAwC8/vrraNSokcZ6M2bMgKenJ+7evYsPPvhAXdctNzcX48ePh1wux4ABA9CxY0f9HgBCCCGkgTPEfZ03/I22ZTxLly5lABgAFhoaytq1a8cEAgEDwAYNGlRp7NCFCxcyAKxnz55Vbm/z5s3q9f39/Vl4eDgTCoUMAOvYsSMrLi6ucr3Y2FhmZ2fHADAvLy/WsWNH5uDgwACw4OBglpGRoe+PTgghhFiU8+fPM5FIpP6xtbVlAJiDg4PG9JSUFPU6hrqv88HiW9yAila3Q4cOoXfv3sjNzcXDhw/Rtm1brFmzBgcOHNC5WOXkyZNx7tw5DB48GGVlZbhz5w5CQ0OxaNEinD9/Ho6OjlWu16dPH1y5cgXjxo0Dx3H4559/4OPjgw8++ABXr141nWyeEEIIMVEymQy5ubnqH1WniNLSUo3pz7+WVJO63tf5wDH2/9sECSGEEEKISWsQLW6EEEIIIZaAEjdCCCGEEDNBiRshhBBCiJmgxI0nR44cQd++feHh4QFHR0dERETg+++/r/OAu3/99ReGDRsGLy8v2Nvbo1WrVliyZInGAPdVuXv3LiZMmABfX1/Y2dmhSZMm+PDDD1FQUFCnOHShr2Nw7do1LFiwAD179oSnpyeEQiG8vb0xYMAA7Nu3r9r1YmJiwHFcjT/Hjh2r78eskb6OwaJFi2r9LPfu3at2fT7PA0B/x6G2Y6D62bx5s8Z6pnAuABWjrDy/Xzs7O4SEhGDixInqguHPmzJlilafe8qUKTqvN3z4cIN/7sePH2P9+vV444030L59e1hbW4PjOCxdurRO2zPHa4K+j4G5XxNI9Sx65ARTtWzZMnz66acAgNDQUDg5OeHGjRuYPXs2YmNjsW/fPggE2ufU27ZtQ3R0NBQKBfz9/REQEIBbt25hwYIFOHToEM6cOQMHB4dK650+fRqDBg1CWVkZvLy80Lp1a9y7dw/ffPMN9u3bhwsXLsDHx0dvn/tZ+joGjx49QkREhPr/Q0JCEBwcjMTERBw7dgzHjh1DdHQ0Nm7cWO32vL29qx3KxJBj0+n7PAAqxiMMDAyscl5V5wDA73kA6Pc4VDUqiUp+fj7u3LkDAHjhhReqXIavc+F5zZo1g7e3NwCgsLAQDx8+xLZt27Bjxw5s2rQJkyZNqnK9muIHgObNm+u8XqtWrXSMXnfffvstvv32W71sy1yvCfo8Bs8yx2sCqQXf9UgamgsXLjCO45hAIGDbt29XT79+/Trz8fFhANjKlSu13t7jx4/VNWxWrFjBlEolY4yxpKQkFhYWxgCwd955p9J6YrGYeXl5MQBs9uzZTCqVMsYYy8nJYVFRUeoad4agz2OQkJDAfH192fLly1l6erp6ukKhYN9//z3jOI4BYN9//32ldTdt2sQAsOjo6Hp/Jl3p+zxQ1ShauHChTnHweR4wpv/jUJN58+YxAKxz586V5vF5LjwrKCiIAWCbNm3SmJ6Xl8dGjRrFADBnZ2eWl5enMT86OrpO8dd1PX1bsmQJGzx4MPviiy/Y0aNH2ciRIxkAtmTJEp23Za7XBH0eA8bM95pAakeJm5ENHDiQAWBvvvlmpXnbtm1jAJhIJFL/sdTm7bffZgBYv379Ks2Li4tjAJhQKGSZmZka81asWMEAsJYtW1YqQJycnMysra0ZABYfH6/Dp9OOPo9BWVkZKykpqXb+jBkzGADWrl27SvP4vEjr+zyo60Waz/OAMf0fh+oolUoWHBxskjfsZ1WXuDHGWGFhIXN0dGQA2I4dOzTmmXvi9jxVXHVJWsz1mvC8+hwDxsz3mkBqR++4GZFYLFaPSTp9+vRK80ePHg0XFxfk5ubi9OnTtW6PMaZ+X6Oq7XXr1g0tWrSATCbDgQMHNObt3bsXQMU7Ls8XIA4MDFSP8bp7924tPpn29H0M7Ozsqm3uB4B+/foBAB48eFDHiPVP38egPvg6DwDjHodz584hKSkJQqGwyiFvzIGLi4v6UWdSUhK/wZgwc7wmmBI+rwlEO5S4GdG1a9cglUphZ2en8Q6GilAoRGRkJADg4sWLtW4vJSUFGRkZAKp/t0c1/dntyeVyxMfH67yePuj7GNRG1TnD3t6+2mVu3LiB8ePHo3fv3hg+fDgWL16MR48e1Xvf1THkMTh9+jRGjx6N3r17Y9SoUVixYgUyMzOrXJbP8wAw7rnwyy+/AAD69+8PT0/Papcz9rmgq9LSUgDVv5tEameK1wRDMqdrAtEOJW5GlJCQAKDiW4u1ddX9QkJDQzWW1WZ7tra28PPz03p7SUlJ6kHuVfPrE4cu9H0MavPbb78BqPml9evXr+PXX3/F6dOnceDAASxatAhhYWH4z3/+U+/9V8WQx+Ds2bPYvXs3Tp8+jT179uCTTz5BaGgoYmJiKi3L53nw7DYNfS5IJBLs2rULAKp9qV/F2OeCLhISEtTJQ4cOHfgNxoyZ4jXBkMzpmkC0Q4mbEeXn5wOouVeSap5qWW225+bmBo7jtN7es/+uLhZd4tCFvo9BTU6cOIH9+/cDAD766KNK893c3PDuu+8iLi4OT58+RXl5Oa5du4ZJkyZBoVBg/vz5+O9//1uvGKpiiGPg6+uLzz77DJcvX0Zubi5KS0sRFxeHAQMGoKysDNOmTcOhQ4eqjKOmWAx1Hjy7TUOfC4cOHUJBQQFcXV0xZMiQKpfh61zQhuqR8vDhwyGXyxEVFYUXX3yxymU3b95cY/kH1d+DLutZElO9JhiCOV4TiHaoHIgRqZrobWxsql3G1tYWAFBWVmaw7T1b2626dXWJQxf6PgbVSUlJwYQJEwAAb7/9Nnr06FFpmeHDh1eqUdWhQwds2bIFIpEIa9aswfz58xEdHQ1nZ+c6x/I8QxyDt956q9K0bt264fDhwxg5ciT27duH999/H4MHD1bfjPk8D57dv6HPBdVj0tGjR8POzq7KZfg6F6ozdepUTJ06VWOaQCDA2LFj8eOPP1a7Xm3lQEQiUZ3WswSmfE0wBHO8JhDtUIubEaluGlKptNplJBIJgJrfv6jv9p69eVW3ri5x6ELfx6AqeXl5GDBgAHJyctCrVy+sWrVK520sXrwYtra2KCwsxKlTp+oUR3WMcQxUOI7DsmXLAFTUt7p582alOGqKxVDnwbP7N+RxyM3NxZEjRwAAkydPrtM2DHkuVKdZs2aIiopCt27d1I+mVO/81dRCOWDAAJw/f77an+pa6mpazxKY+jXBmEz5mkC0Q4mbEWnTxKzN46Pnt1dQUADGmNbbe/bf1cWiSxy60PcxeF5xcTEGDhyIO3fuoGPHjjh48KD6G6IuXFxc0Lp1awDAw4cPdV6/JoY+Bs9r3rw5PDw8AGh+Fj7Pg2e3acjjsHPnTshkMgQHB6N79+512oYhz4XqfPbZZzh//jzi4uLw6NEjnD9/Hs7Ozvjwww/VLYhEO+ZwTTA2U70mEO1Q4mZEqkcRKSkpkMvlVS6TmJiosaw225NIJEhPT9d6e8HBwRAKhRrz6xOHLvR9DJ4lkUgwbNgwXLx4Ea1atcKxY8fq9ThDdYyqi7OuDHkMqlPVZ+HzPHh2m4Y8DqokZ+LEifV6X8tQ54K2oqKisH79egDAnDlzIBaLeYnD3JjLNYEPpnhNINqhxM2IwsPDIRQKUV5ejqtXr1aaL5PJ1GMRdunSpdbtBQYGolGjRgCAuLi4KpdRTX92e9bW1uryC7qspw/6PgYqcrkcY8aMwalTpxAaGoqTJ0/WWPahNgqFAvfv3wcANG7cuM7bqYqhjkF1cnJykJWVBUDzs/B5HgCGPw6PHj3CX3/9BaAicasrQ54Luhg+OvTKLgAABDRJREFUfDheeOEF5OXl1elRX0NjTtcEYzPVawLRDiVuRuTi4qIuXrhhw4ZK83ft2gWxWAyRSIRevXrVuj2O4/Dqq69Wu70LFy7g3r17EAqFGDp0qMa8ESNGAKgYVFmhUGjMS0lJURdGHTlyZO0fTAf6PgZARSHiKVOm4ODBg/Dz80NsbGy15VG0tWHDBhQUFMDKykrrOLRliGNQk1WrVoExBldXV3VdNBW+zgPA8Mdh69atAIDOnTsjLCysznEa8lzQ1dy5cwEA3333HYqLi3mNxZSZ2zXB2Ez1mkC0xOewDQ3R+fPnax2bcfny5RrrrF69mgUFBbGxY8dW2l5iYiKzsbGpcazSmTNnVlqvsLCQeXp61jge3YABA/T50dX0fQzeffddBoB5enqyO3fuaBVDYWEhGzduHLt48aLGdLlcztatW8fs7OyqHYpJH/R5DG7dusVmzpzJbt26pTG9rKyM/ec//2ECgYABYF9++WWlOPg8DxjT/7nwrKZNm1Y7xNWz+D4XnlXTkFeMVQzd1bJlS/Xfu0pDHPLK0q4Jz6vPMTDnawKpHSVuPFi6dCkDwACw0NBQ1q5dO/Uf0qBBgyqND6cac65nz55Vbm/z5s3q9f39/Vl4eDgTCoUMAOvYsSMrLi6ucr3Y2Fj1xcjLy4t17NiROTg4MAAsODiYZWRk6Pujq+nrGFy4cEG9nYCAABYVFVXtz7Py8/PV67m5ubHw8HAWGRnJ3Nzc1NMHDBjAysrKTP4YXLt2Tb0d1e/x2d8lADZ9+nR1Uv88Ps8DxvT/98DYv+eFUChk2dnZNe7fFM4FldoSN8YY27BhAwPAGjVqpI5JdZP39vau8W9gypQpGtsylcTt/PnzTCQSqX9sbW0ZAObg4KAxPSUlRb2OpV0T9HkMzP2aQGpGiRtPDh06xHr37s1cXV2Zg4MDa9++PVuzZk2lmxRj2t2o4uLi2ODBg5mHhweztbVlYWFhbNGiRbVeZG7dusXGjRvHvL29mY2NDQsJCWEffPABy8vLq+9HrJU+jsHp06fVF6Lafp4llUrZihUr2PDhw1nTpk2Zi4sLEwqFrFGjRmzQoEFs586d1V7U9EkfxyA/P58tWbKEDRgwgIWEhDAnJydmY2PDGjduzEaNGsWOHTtWaxx8ngeM6f/vYebMmQwAGzJkSK37NpVzgTHtEjeJRML8/PwYAPbDDz8wxv5NwGr7ad++vca2TCVx0/bv+PHjx+p1LO2aoM9jYAnXBFI9jrFq6kgQQgghhBCTQp0TCCGEEELMBCVuhBBCCCFmghI3QgghhBAzQYkbIYQQQoiZoMSNEEIIIcRMUOJGCCGEEGImKHEjhBBCCDETlLgRQgghhJgJStwIIYQQQswEJW6EEEIIIWaCEjdCCCGEEDNBiRshhBBCiJmgxI0QQgghxExQ4kYIIYQQYib+H0V5/2XqlDHZAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "temp_rcp85_std = []\n", + "temp_rcp85_corr = []\n", + "\n", + "std_temp_obsv = float(era5_temp.std().values)\n", + "\n", + "for em in list(tas_rcp85.data_vars): # for each ensemble member\n", + " std = float(tas_rcp85[em].std().values)\n", + " std_norm = std / std_temp_obsv\n", + "\n", + " corr= float(xr.corr(era5_temp, tas_rcp85[em]).values)\n", + "\n", + " temp_rcp85_std.append(std_norm)\n", + " temp_rcp85_corr.append(corr)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plotting Different Ensemble Members\n", + "\n", + "One application of a Taylor Diagram application is to plot the same variable from different ensembles of the same climate model.\n", + "\n", + "This Taylor diagram differs from our simple example in that we've specified more keyword arguments in our `taylor.add_model_set()` call, specifying how we want our dots to be drawn. We've also added a legend of ensemble members with `taylor.add_model_name()`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Create figure and Taylor Diagram instance\n", - "fig = plt.figure(figsize=(6, 6))\n", + "fig = plt.figure(figsize=(12, 12))\n", "taylor = gv.TaylorDiagram(fig=fig, label='REF')\n", + "ax = plt.gca()\n", "\n", "# Draw diagonal dashed lines from origin to correlation values\n", "# Also enforces proper X-Y ratio\n", "taylor.add_xgrid(np.array([0.6, 0.9]))\n", "\n", - "# Add a model dataset of one point\n", - "taylor.add_model_set(stddev=[.6], corrcoef=[.24]);" + "# Add model sets for p and t datasets\n", + "taylor.add_model_set(\n", + " temp_rcp85_std,\n", + " temp_rcp85_corr,\n", + " fontsize=20,\n", + " xytext=(-5, 10), # marker label location, in pixels\n", + " color='red',\n", + " marker='o',\n", + " facecolors='none',\n", + " s=100) # marker size\n", + "\n", + "# Add legend of ensemble names\n", + "namearr = list(tas_rcp85.data_vars)\n", + "taylor.add_model_name(namearr, fontsize=16)\n", + "\n", + "# Add figure title\n", + "plt.title(\"RCP85 Temperature\", size=26, pad=45);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Displaying Distinct Datasets\n", + "## Plotting Multiple Variables\n", "\n", - "When working with data, you'll want to make two datasets distinct by providing different kwargs for how to draw them.\n", + "A Taylor Diagram can support multiple model sets, you simply need to call `taylor.add_model_set()` multiple times. By adding the `label` kwarg and calling `taylor.add_legend()` you can add a label distinguishing between the two sets.\n", "\n", - "First let's creat two sets of dummy data:" + "Let's repeat our calculations but for the pressure variable." ] }, { "cell_type": "code", - "execution_count": 50, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "# Case A\n", - "a_std = [1.230, 0.988, 1.092, 1.172, 1.064, 0.966, 1.079, 0.781] # standard deviation\n", - "a_cc = [0.958, 0.973, 0.740, 0.743, 0.922, 0.982, 0.952, 0.433] # correlation coefficient\n", - "\n", - "# Case B\n", - "b_std = [1.129, 0.996, 1.016, 1.134, 1.023, 0.962, 1.048, 0.852] # standard deviation\n", - "b_cc = [0.963, 0.975, 0.801, 0.814, 0.946, 0.984, 0.968, 0.647] # correlation coefficient" + "ps_rcp85 = xr.open_dataset(gdf.get('netcdf_files/ps_Amon_CanESM2_rcp85_2022_xyav.nc'))\n", + "ps_rcp85['time'] = ps_rcp85.indexes['time'].to_datetimeindex()" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - "And let's plot it:" + "ps_rcp85_std = []\n", + "ps_rcp85_corr = []\n", + "\n", + "std_ps_obsv = float(era5_ps.std().values)\n", + "\n", + "for em in list(ps_rcp85.data_vars): # for each ensemble member\n", + " std = float(ps_rcp85[em].std().values)\n", + " std_norm = std / std_ps_obsv\n", + "\n", + " corr = float(xr.corr(era5_ps, ps_rcp85[em]).values)\n", + "\n", + " ps_rcp85_std.append(std)\n", + " corr = 0 if corr < 0 else corr # This is producing negative correlations for some values which is destroying the plot\n", + " ps_rcp85_corr.append(corr) " ] }, { "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Create figure and Taylor Diagram instance\n", "fig = plt.figure(figsize=(12, 12))\n", @@ -160,63 +330,95 @@ "# Also enforces proper X-Y ratio\n", "taylor.add_xgrid(np.array([0.6, 0.9]))\n", "\n", - "# Add model sets for p and t datasets\n", + "# Add temperature data\n", "taylor.add_model_set(\n", - " a_std,\n", - " a_cc,\n", + " temp_rcp85_std,\n", + " temp_rcp85_corr,\n", " fontsize=20,\n", " xytext=(-5, 10), # marker label location, in pixels\n", " color='red',\n", " marker='o',\n", " facecolors='none',\n", + " label='Near Surface Temperature',\n", " s=100) # marker size\n", + "\n", + "# Add pressure data\n", "taylor.add_model_set(\n", - " b_std,\n", - " b_cc,\n", + " ps_rcp85_std,\n", + " ps_rcp85_corr,\n", " fontsize=20,\n", " xytext=(-5, 10), # marker label location, in pixels\n", " color='blue',\n", " marker='D',\n", " facecolors='none',\n", + " label='Surface Pressure',\n", " s=100)\n", "\n", "# Add figure title\n", - "plt.title(\"Example\", size=26, pad=45);" + "plt.title(\"RCP85\", size=26, pad=45);\n", + "\n", + "# Add legend of ensemble names\n", + "namearr = list(ps_rcp85.data_vars)\n", + "taylor.add_model_name(namearr, fontsize=16)\n", + "\n", + "# Enforce x axis\n", + "gv.set_axes_limits_and_ticks(ax, xlim=[0, 2])\n", + "\n", + "# Add figure legend\n", + "taylor.add_legend(fontsize=16, pad=45);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Finishing touches" + "## Plotting Multiple Models\n", + "\n", + "Another potential use case for a Taylor diagram is to plot multiple models. Here we compare RCP2.6, RCP4.5, and RCP8.5 together. \n", + "\n", + "Because it isn't meaningful to compare ensemble members across model runs (the nature of the perturbations isn't reliably similar across RCPs or labs), we will look at the first ensemble `r1i1p1` for all models. For your analysis, you might find it more meaningful to average across ensemble members, but we'll keep it simple for this plotting example.\n", + "\n", + "In this final example, we'll add another layer of complexity to our Taylor Diagram plot with contour lines of constant normalized standard deviation." ] }, { "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Open RCP26 and RCP45 files\n", + "tas_rcp26 = xr.open_dataset(gdf.get('netcdf_files/tas_Amon_CanESM2_rcp26_2022_xyav.nc'))\n", + "tas_rcp26['time'] = tas_rcp26.indexes['time'].to_datetimeindex()\n", + "\n", + "tas_rcp45 = xr.open_dataset(gdf.get('netcdf_files/tas_Amon_CanESM2_rcp45_2022_xyav.nc'))\n", + "tas_rcp45['time'] = tas_rcp45.indexes['time'].to_datetimeindex()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Perform statistical analysis to create our standard deviation and correlation coefficient lists\n", + "temp_rcp26_std = float(tas_rcp26['r1i1p1'].std().values) \n", + "temp_rcp26_std_norm = temp_rcp26_std / std_temp_obsv\n", + "temp_rcp26_corr = float(xr.corr(era5_temp, tas_rcp26['r1i1p1']).values)\n", + "\n", + "temp_rcp45_std = float(tas_rcp45['r1i1p1'].std().values)\n", + "temp_rcp45_std_norm = temp_rcp45_std / std_temp_obsv\n", + "temp_rcp45_corr = float(xr.corr(era5_temp, tas_rcp45['r1i1p1']).values)\n", + "\n", + "temp_std = [temp_rcp26_std_norm, temp_rcp45_std_norm, temp_rcp85_std[0]]\n", + "temp_corr = [temp_rcp26_corr, temp_rcp45_corr, temp_rcp85_corr[0]]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Create figure and Taylor Diagram instance\n", "fig = plt.figure(figsize=(12, 12))\n", @@ -229,43 +431,51 @@ "\n", "# Add model sets for p and t datasets\n", "taylor.add_model_set(\n", - " a_std,\n", - " a_cc,\n", + " temp_std,\n", + " temp_corr,\n", " fontsize=20,\n", " xytext=(-5, 10), # marker label location, in pixels\n", " color='red',\n", " marker='o',\n", " facecolors='none',\n", - " label='Case A',\n", " s=100) # marker size\n", - "taylor.add_model_set(\n", - " b_std,\n", - " b_cc,\n", - " fontsize=20,\n", - " xytext=(-5, 10), # marker label location, in pixels\n", - " color='blue',\n", - " marker='D',\n", - " facecolors='none',\n", - " label='Case B',\n", - " s=100)\n", "\n", - "# Add Add constant centered RMS difference contours.\n", - "taylor.add_contours(levels=np.arange(0, 1.1, 0.25),\n", - " colors='lightgrey',\n", - " linewidths=0.5)\n", + "#gv.util.set_axes_limits_and_ticks(ax, xlim=[0,2])\n", "\n", - "# Add more standard deviation grid lines\n", - "taylor.add_ygrid(np.array([0.5, 1.5]), color='grey')\n", + "namearr = ['rcp26', 'rcp45', 'rcp85']\n", + "taylor.add_model_name(namearr, fontsize=16)\n", "\n", "# Add figure title\n", - "plt.title(\"Example\", size=26, pad=45);\n", + "plt.title(\"CMIP5 Temperature - First Ensemble Member\", size=26, pad=45)\n", "\n", - "# Add model name\n", - "namearr = ['SLP', 'Tsfc', 'Prc', 'Prc 30S-30N', 'LW', 'SW', 'U300', 'Guess']\n", - "taylor.add_model_name(namearr, fontsize=16)\n", + "# Add constant centered RMS difference contours.\n", + "taylor.add_contours(levels=np.arange(0, 1.1, 0.25),\n", + " colors='lightgrey',\n", + " linewidths=0.5);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Based on these three RCPs it looks like RCP8.5 has the closest correlation to our observed climate behavior, but RCP2.6 has a closer standard deviation to what we experience. Based on your selected data, scientific interpretations may vary." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Variants" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Taylor Diagram's can be altered in the following variations (not all of which are supported yet by GeoCAT-viz, please consider this [feature request form](https://docs.google.com/forms/d/e/1FAIpQLSeWuogl8Z671et3DdrmglenBPKGFmHVHkpSamTQeoPGuytLZw/viewform)). Coming soon:\n", "\n", - "# Add figure legend\n", - "taylor.add_legend(fontsize=16);" + "- Supporting display of negative correlations by extending the diagram into a second quandrant to the left.\n", + "- Supporting automatic notations connecting related points, say the same variable in two different models to see how it moves towards truth." ] }, { @@ -281,7 +491,11 @@ "source": [ "## Summary\n", "\n", - "### What's next?\n" + "Taylor Diagrams allow you to display and compare statistical information about several models, variables, ensembles, or other dataset categorizations on a single plot. They are commonly used in climate analysis. With these tools under your belt, you're ready to include stronger data visualizations in your research.\n", + "\n", + "### What's next?\n", + "\n", + "Let's look at the meteorology specialty plots [Skew T Diagrams](skewt)." ] }, { @@ -290,8 +504,8 @@ "source": [ "## Resources and references\n", "\n", - "- [Karl E. Taylor - \"Summarizing multiple aspects of model performance in a single diagram\", AGU 2001](https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2000JD900719)\n", - "- [Plotting with GeoCAT Tutorial](https://github.com/anissa111/plotting-with-geocat-tutorial/blob/main/notebooks/02-geocat-viz.ipyn)\n", + "- Karl E. Taylor - \"Summarizing multiple aspects of model performance in a single diagram\", AGU 2001\n", + "- [Plotting with GeoCAT Tutorial](https://github.com/anissa111/plotting-with-geocat-tutorial/blob/main/notebooks/02-geocat-viz.ipynb)\n", "- [NCL Graphics: Taylor Diagrams](https://www.ncl.ucar.edu/Applications/taylor.shtml)" ] }