flopy/examples/Notebooks/flopy3_PlotArrayExample.ipynb

4673 lines
5.1 MiB

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# FloPy\n",
"\n",
"## Plotting Model Arrays and Results\n",
"\n",
"This notebook demonstrates the simple array and results plotting capabilities of flopy. It demonstrates these capabilities by loading and running an existing model, and then showing how the `.plot()` method can be used to make simple plots of the model data and model results."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"3.8.6 | packaged by conda-forge | (default, Oct 7 2020, 18:42:56) \n",
"[Clang 10.0.1 ]\n",
"numpy version: 1.18.5\n",
"matplotlib version: 3.2.2\n",
"flopy version: 3.3.3\n"
]
}
],
"source": [
"from IPython.display import Image\n",
"import sys\n",
"import os\n",
"import platform\n",
"import numpy as np\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# run installed version of flopy or add local path\n",
"try:\n",
" import flopy\n",
"except:\n",
" fpth = os.path.abspath(os.path.join('..', '..'))\n",
" sys.path.append(fpth)\n",
" import flopy\n",
"\n",
"print(sys.version)\n",
"print('numpy version: {}'.format(np.__version__))\n",
"print('matplotlib version: {}'.format(mpl.__version__))\n",
"print('flopy version: {}'.format(flopy.__version__))"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"#Set name of MODFLOW exe\n",
"# assumes executable is in users path statement\n",
"version = 'mf2005'\n",
"exe_name = 'mf2005'\n",
"if platform.system() == 'Windows':\n",
" exe_name = 'mf2005.exe'\n",
"mfexe = exe_name\n",
"\n",
"#Set the paths\n",
"loadpth = os.path.join('..', 'data', 'secp')\n",
"modelpth = os.path.join('data')\n",
"\n",
"#make sure modelpth directory exists\n",
"if not os.path.exists(modelpth):\n",
" os.makedirs(modelpth)\n",
" \n",
"files = ['secp.hds']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Load and Run an Existing Model\n",
"A model called the \"Southeast Coastal Plain Model\" is located in the loadpth folder. In the following code block, we load that model, then change into a new workspace (modelpth) where we recreate and run the model. For this to work properly, the MODFLOW-2005 executable (mf2005) must be in the path. We verify that it worked correctly by checking for the presence of secp.hds."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"changing model workspace...\n",
" data\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Output file located: secp.hds\n"
]
}
],
"source": [
"ml = flopy.modflow.Modflow.load('secp.nam', model_ws=loadpth, \n",
" exe_name=exe_name, version=version)\n",
"ml.change_model_ws(new_pth=modelpth)\n",
"ml.write_input()\n",
"\n",
"success, buff = ml.run_model(silent=True)\n",
"if not success:\n",
" print ('Something bad happened.')\n",
"\n",
"# confirm that the model files have been created\n",
"for f in files:\n",
" if os.path.isfile(os.path.join(modelpth, f)):\n",
" msg = 'Output file located: {}'.format(f)\n",
" print (msg)\n",
" else:\n",
" errmsg = 'Error. Output file cannot be found: {}'.format(f)\n",
" print (errmsg)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plotting Model Data\n",
"Once a model object is created MODFLOW package data can be plotted using the `.plot()` method.\n",
"\n",
"Two-dimensional data (for example the model top) can be plotted by calling the `.plot()` method for each data array."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ml.modelgrid.plot();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As you can see, the `.plot()` methods returns a `matplotlib.pyplot` axis object, which can be used to add additional data to the figure. Below we will add black contours to the axis returned in the first line."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = ml.dis.top.plot()\n",
"ml.dis.top.plot(axes=ax, contour=True, pcolor=False);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You will notice that we passed several keywords in the second line. There are a number of keywords that can be passed to the `.plot()` method to control plotting. Available keywords are:\n",
"\n",
"1. `axes` - if you already have plot axes you can pass them to the method\n",
"2. `pcolor` - turns pcolor on if `pcolor=True` or off if `pcolor=False`, default is `pcolor=True`\n",
"3. `colorbar` - turns on colorbar if `colorbar=True` or off if `colorbar=False`, default is `colorbar=False` and is only used if `pcolor=True`\n",
"4. `inactive` - turns on a black inactive cell overlay if `inactive=True` or turns off the inactive cell overlay if `inactive=False`, default is `inactive=True`\n",
"5. `contour` - turns on contours if `contour=True` or off if `contour=False`, default is `contour=False`\n",
"6. `clabel` - turns on contour labels if `clabel=True` or off if `clabel=False`, default is `clabel=False` and is only used if `contour=True`\n",
"7. `grid` - turns on model grid if `grid=True` or off if `grid=False`, default is `grid=False`\n",
"8. `masked_values` - list with unique values to be excluded from the plot (for example, HNOFLO)\n",
"9. `mflay` - for three-dimensional data (for example layer bottoms or simulated heads) `mflay` can be used to plot data for a single layer - note `mflay` is zero-based\n",
"10. `kper` - for transient two-dimensional data (for example recharge package data) `kper` can be used to plot data for a single stress period - note `kper` is zero-based\n",
"11. `filename_base` - a base file name that will be used to automatically generate file names for two-dimensional, three-dimensional, and transient two-dimensional data, default is `filename_base=None`\n",
"12. `file_extension` - valid `matplotlib` file extension, default is `png` and is only used if `filename_base` is specified\n",
"13. `matplotlib.pyplot` keywords are also accepted \n",
"\n",
"The previous code block is recreated in a single line using keywords in the code block below."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ml.dis.top.plot(contour=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can save the same image to a file."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" created...secp_model_top.png\n"
]
}
],
"source": [
"fname = os.path.join(modelpth, 'secp')\n",
"ml.dis.top.plot(contour=True, filename_base=fname)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The image file that was just created is shown below"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fname = os.path.join(modelpth, 'secp_model_top.png')\n",
"Image(filename=fname) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plotting three-dimensional data\n",
"\n",
"Three-dimensional data can be plotted using the `.plot()` method. User's do not actually need to know that the data are two- or three-dimensional. The `.plot()` method is attached to the two- and three-dimensional data objects so it knows how to process the model data. Examples of three-dimensional data are horizontal hydraulic conductivity (`hk`), layer bottoms (`botm`), specific yield (`sy`), *etc.*\n",
"\n",
"Here we plot the horizontal hydraulic conductivity for each layer. We are also masking areas where the horizontal hydraulic conductivity is zero and adding a color bar."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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SAZ0WKCXvJcUWqIWxda0A03TImhKRzIq0qrEgEwoigSw+XmB1oQaYOmk9Yz95uEGYw/Hx7n0uSvpQAQhDzAxRw6LpY9RFuYXlrEVjhPvsQ2379uKnTB5YwT77dB00nS0jJ4IKBpa9OQyYwUTrqnSrJN2Zeb8hmes02c9qwImSVhLP+nRch9O0slI6+iH7Ea1xMPCrzPv0idCq/ZQ+nK/0VB9+JK71HARxbedEpDHDCFBocZ53EMbV7JLZjkUyPVAaU2xWFyW9+HCYqk0Lc8NxBUr2T7VQwl57IpW7H6G2c2ccs5wX6C6CXNu+ncoBq6Ybsv50mI5/liAMaTkvbxcfcVFrt7ZrF8HSpQ1traIw0vcztaDbCfN8R2709QHhwtyRDpbzc8mUe533N9sm6bvEvuSnJa1NrOa1QGohbQYOzex2CPBEp+P2Q5zbPRF6elJIugS4pNOJhsWiCY97CbV7H2xo0yt/I/6rCEvKEyoMYjVNE1oCIcJGgSa2GrVnEiphLM5BkIh6XNhfZnULXYl7o3bckXVhTqnt3Em4YkVvHyaadqvkMwPNpvtnUdQ4glGP5piO/07rc6R9ChYvAYsKC3S0e3dzW7JfmV0cvQj7IO/x8NijQWq6d0cdQ1S7+JjzSDoAmEqEeR/gTODvgZuAdwKfTP5+LdnlJuBaSZ8CDiJ2A/+40zn6Ic7tngiL2rS3JPm5sAFALU2weCS97AId/sZLW/p2rZKIVASSxU+vIIitZrPYvZFs0CTQEkxOQpQMwoUGYRTvExpEiUgHjZctK8wz+iz77TstwFEHKzsdyMy1xQdJPleS4SczwuXL488XWd3tkRXXGYnqLH+6F7mvZmo9p/dtGaNAmug1Rn4E6ODW6MRa4JrE7xwAN5jZ1yX9ELhB0sXAL4E3x+ew+yTdQOzWrQLvS9wibemHON8EXJr4lE8Bticm/bPAeklHAL8mDiMZ+fmYaj9rMzXV7Xdjv/lyzISqRgBYJYyt3tS9AfGdEhC7KiKmXQ/VRMwqcfKHLMSiOPHFggARUXc6J+gVxxHdNR1kU9hqlqht20a4cmW9yYIWwhfZdOxzNrU7E3FSDzEMw3o9kumcnFrmOMnn7MGSbujKxN7p4kgtRLqXRJRODI3IzoDafQ/15TjDdo0MUe1xzkAzuwd4eYv254HfbrPPx4GPFz1HV3GWdB1wOrFzfDPwMeKwEczsCuBm4A3EoSG7gXcn66qSLgU2AiFwlZndV7RjrSi71dyN2uIwDnsLIrj9bgAqL12fWM6JeyMRsYa0aTNs5y60fNm0lW1Wj/JQBRK5j08UQPSf9/fuwoC65RSuWNHoxqhZa6uqHk2ScV9ALMpBXKmPMIz/RjWYmEySdKK4/6k7JHWf9GPwqmQDYOl9mxWtOb2XS/D5h6mMq0HPbo35oEi0RsdsgSRK431t1t1MLN4OUPnWnU1t1Z8/TGX9UUm8cNQQ+1xPm4ZY/KrVWOSq1EUxyQqPBxkhtnrvjq33pmiIfCZj9n0galu2Eq5cGVvN7aI72g0iZpJE6gkr9cHCIF4gHjiMklKjtcyvuhkUNsrTYD3T6HfuZxx0r5bhnLjjslEweSEu0YMJym9Jm4nJYRTnsjDsVnMnqg8/AkDl8EMTt0ZiRZMU8k+t51otHmUNAuJ/XRVIYqijgOqDm5qOXRfbjIsi3mlamGvbtjXukxTXb0nefdGO9PhpKdVqlYY5FtPNWpUhnUXiSl2gE+sxK8ppFqNVp2Z8/JQzdUE9/bzIvImpQHe8jzOunY50uD4Kk/GKklFmgY4t5/IlSw+NOI8kp55AMDFF9J9J6HdqPacEIjWckRr8tVSr1AU6CGdVYzlLbdu2eMCuTXnQhuiLKOoeH50Ugqq/zot7n61naLagoUDdj1nQTnDnTIwsah0/HpbP+stSVoF2y3kWjKzVnNaqACovPjIe9EtJLM7alq3TNZWTyA2jNi3QlgwmthnQyFvFRda1LagvxTHXqWWfFei8myTdP406gemCTwWEcrahcPmyoqmV2w+ruU4XC7fpvu3mC+7FHdFm2zJazVnKKNBuOc+QkRVmgNt+SsuvmNSQ3VfbspVgaVK5rlYDQpBBdu8eLedUmLPFkJpSxvMimmY8thPoZB8Lojj0Lr3fU8FIhDkNz+u1eP9s6Kso50hdCV0fKDP0BQf77AO0risC8f+w3boyUrZSp4aouTj3xkgLc47qpkc7rk8TMMLly6FWi+spJ3U5Uou6smZ1fRCu+sST8fap1Z0hFeZg6dJmQa6fsIXYR9N+cKvVGhNN0uMEAURJmFyNxgzB+nyDVrei8+6TfhXSnw+sVqu7ErK+3jTFfLafJRVlaBTmYOnShoScaO9EvT9Fqey/P9XnZz8Lz2woS0SHGV0LHQ2C8j0unI7Udu1qFLc0mSMdbEvaKwetjbffsrXpGOngYLR7d/MgXdTF7dAuHbtubUfTx0xdGFHid871sXnfufMLzxVZQUxfR3v2zFyY06ScVOD37GmyiltlSvbqzhi0MGcZvAUdW875ZdCU2nJ2mgn22WfarZC4E8xyboSMNdoUpUGjrzn/xW8YSEt/hmcHnyKbFug0bbyVm6MTiRi3G3QsM+2iIRrqWacDcwriMqtjlfpEB5XDDoFFi6ASJun2EUxVqT76eHogwuXLW0+M0IXKYYdAZFQ3/7rnfRcy8Zh1+TIjXZxHgcTPS43GovgzOVRi8TXEBeejA7oJdJbsrOT1w7XwlSfiNtvCRXNJKxcGJMKcm6orXyq1csAqWLwYFi3ClozV61cEJx2LJgIqR66DPXuxiYl4EDgR6HD58jh2vU0qvipjhOsOnY6KUUTlkINdoHsgredcNgZvu3egrLNSDIqsVVuPqMhFQFg6RVafQusyJ2x8HzW7JSyK6kt+XXZ9vX2I3Bltw9TaxBw3CLaSTMnFi6huerShsFD0k/vitOlFY/HMOpPxwGVqOXezoIOXHomNVeKiWJUkE7NSoXJIc6ngcL99WxzBAYgiNS2Dxi3nIaIev5tETdR27ZrO5EtmW8n7hFsmoMyUAhb09KZtXBadBh47RDOoMtY24qJBOFuI5WwjNVoKc/48ufdK54IkKUDVpQhV9ecPEyxd2lKM21nNwSuOS36xGJaUkVVaKMui2M1RS+asjKLGiRdKQhmMr/hHR/ns1KEQ52GoRjdf5Aea0i9uvY5GJpStcsCqeA7AGVjR0eQkqow1z2TSTaALnyC3bRdhTv/mhbZI4sVsY5x7TWDJXrO5ij6x33w5UTX+P1vNUK1GdO/0PBaVFx+ZjEkY1cd/MSd9GBUMUau5ODtzRG379rYWcm379oYiSOGKFYVnIWnlP+0o0N1oJXQZYa4/FDIzc6eiWp/DsF1fazXSlMpWM3t3sr470iYjr30iSPqqWATFw/90CsGECPYEVPZCuBcO+vvbGrZJfdATbzyZYMri+SNDxYW0aobd9rOG7buFZjoZLJ7ktWwMjTjPSzWvYSefpRdZ3XpuJdB52gl2ajk2iHQrgZ5Rn5sFzqpTLYW0l3Cx9Bjp65RWoj8juiSUFD3Po9edCBM1ouRaVgkwwa8vew3hBISTEE5AMGWEk0YwBWEYC3JUFUHNqNzaXFDL6Q0rgY85z9CIs9OecHy8qcaFWRRHbmTpUrQob1FnBa4l7SzKIrQS5fQh0OmcvZ4mL/A5oS4s0NnPWkCY69Z+8isgf55g8RKe+8phLJ6YYlJGlQpRMuNYPdomnSgngDBUnKlfAatAMCWWfv32FmcfHsrgb4ZkuGZY3RqSzgU+Q1yX+Uoz+2Ru/QeBt2WO+TLgADPbIulxYCfxb7xqkTm5nGKkYVZ1WoTPVZ99rvXO2Yy+ghRycXQ/SNtjQ/9qYHTyU9fPWZ3qrYZHQVHOni//gEtDBRfdspIXTe1lLIjYHUasufDu+jabPntqLMqh4ppWIUQhhJX4fVSB0M2qvlKyKqtAsWL7IXA5cBbxlFR3SLrJzOqjD2b2D8A/JNv/DvBnZrYlc5gzzKyNSvSGDw62p14vo0XIVEMZ0AbXR5fKcjnxbSvQKT34ZrPHHHa6PQRSgY4mJznqjiXsqe1mSVhld2WK8fOebNj+xe+PLeJHPv1qglBYIsY2GVvOwZTY919uazqPM0NMpbSci/ToZGCTmT1qZpPA9cD5Hba/COhe4HYWlOXn0KCp7dpVn1k7645IU7arzz9POD4eW9j5dOmGlO1YPFv5nK1WaxLXjmJqUfMyz7SyYNsx2+mr0n27nSvtz2/d+wIHLd7O2iXbOXDJDiZPf7LtPkf92Q854sO3UV1qVJcSL/vAAZ8ffmEu3XfY1LwMmCLifDDwq8z7zUlbE5KWEk8P/u+ZZgNukXRXMsO2M0+k1nI2OaQpESShU/RGK4HuF62Efi4ryLWjnUDn60Ln3/eayXjI2BYOWRQvP39lsX2P/OAPqS6PqC4zqst6Ol0pKZ0wQ5wjkF86IOlQSd+R9ICk+yT9adK+n6RbJT2c/N03s8+HJW2S9KCkc7p1qYg4t3qEtDOdfgf4Qc6lcZqZnQScB7xP0utankS6RNKdknzouU9YrZYIqzUu0FKgux+wMUU5XfpJv4Q5HYhrcsG0IJqcbCuy+Tjl2cYtf+Elh7Ju0bMcubi3hJDa8los0MuNx/7+1bPqwyAppTAbWE1NSxeqwJ+b2cuAU4m17RjgMuDbZrYe+HbynmTdhcCxxAbs5xOXcVuKiPNm4NDM+0OAJ9pseyE5l4aZPZH8fQa4kdhN0oSZbTCzV/qAYX+obdkaZ4fVavGSrTbXQpDbzhlILtGjTZRFP0S63xazVaf6UqOjLvS5+OsiZOtlQ3wt11V28OmjXtbTcRaNT6LxKWrjVarjEZs+cyqPfHq4RLqUwpygSE1LJ8zsSTP7SfJ6J/AAsUfhfOCaZLNrgDclr88HrjezCTN7jHhC7JZamFJEnO8A1ks6QtIiYgG+qenDSSuA1wNfy7QtkzSevgbOBu4tcE6nD0QTe6ct3NQ10UFEwxUr4mXlyoaElibhbeNLno1I91OYi/qbuxEsWtTS3aHKWFMyTP3ajY/XF4Uh0Z499eSZdJ8/POy1Pfdl5fLdLB2fYNH4JMGLJrEVVaIXVXnoylfN7MPNM2UWZkwQtVgKImkd8HLgR8AaM3sSYgEHViebFXYPpxSZfbsq6VJgI3Eo3VVmdp+k9ybrr0g2/V3gFjN7IbP7GuBGxdEBFeBaM/tmt3M6/SMbb2uRoQYjOJqeE7DbcXoIo2u5bRsUqHTRGsHiJQ0Pn3Z9TKvTKQyJCpb4nOk0UgeN72DH5GJemFzM3qkKB79/F1QqPPKJcX5xw/Ec/pZ7ZnTc+aDUwpzS+t+yKudm3WBmG7IbSFpOPMb2ATPbofbVIHtxDwMF45zN7Gbg5lzbFbn3VwNX59oeBU4oco5e8ZC63qiHc1lE/IylszAHItxv39g9kojwXAn0IAYA21Ef8Os2319CL5OqzmZ+v3XLnmfboqVsm9yHXVOJNS9x5N/sZcs/lOvhNnQY7dwYz3Vys0oaIxbmfzOzryTNT0taa2ZPSloLpIMLvbiHgZKXDHX6Sz9EsKWV2yWxZFjITguVp+lBUyDxJh2QrQ/MzoL1+zzNEUuf47ClWzlo6Y74/BL2uRfYd5/mmVHKwlBYzRDbsPmlA4pN5H8GHjCzT2VW3QS8M3n9TqbdvDcBF0paLOkIYD3w407n8DyjBUY0OdlRhPLU55rLRmq01JnGxrYDZzNN954vAk375Qtaz63o9yzYL1n8JOPhXpaHe1lWGWfZlyZ4obqYyajCltPKM+XUUGKg7tEZeU4D3gH8TNJPk7aPAJ8EbpB0MfBL4M0AiSv4BuB+4kiP95m1/ialuDgvQKI9e+qTuza5NqSmCnP10qM90LIuR9mFOaWNQGd9zw01OnpwbcyU9WPbWKIplmiKECMkYkwRO6pLuu/sdEU9PoPN7D9o7UcG+O02+3wc+HjRcwzJt8XpN60mCc1Tn/KKZJqlfhGovpR2tu3sAyrzUFGgrtXy+m01AxxWGefQygscWNnOqsoOVlT2sDis8sSpO/p+rn4yNONCPSahzAduOS9QenFtACBRWX0A1WeendkJU4FLRW+GcxzOKdk+WaZGdcu/nHQAAA3YSURBVGSgoOODJBXkubKizzmo1bh6CRRkBNDM3BpzjlvOTkzOvdFQbjQRrV6FuWkAMi2FKaEgmBd3QC80/JqQiPbsiZeJvYUt/LmwmoedYbCeFTUvg8bF2ZkmEWHlrdx+nyYMIQzbzo03X6TJIlmi3bsLx347xSm1QJuLs1Mioj17YhHKuxdSQc67H2bohogmJ2OXRjBtMRMEEM7/rVfP4ksy+ertLVLXi/jks6TZhLOpcDfqlFmgXZydUlGf6TkV6aZY3j76h1NhDkMIg3pZ0/kiXLmy8XOkD4l0fSLQ4fj4zD6vgukHkdOWUgp0SS1nHxBc4NR27myoo6GMlZs0xH+DgMraA0Gi+kT7GsR5gsVLGq1wad58zZX998fSOOV6aJwaCz9lBXrFCoiiGblbUp90aaNPnLYIUAmHClycnZhAjcKctzKh3lY5aG1xgc67MwL1xxLvQD3sLzKkIBboJHY5nS3GcepYOSzlPC7OTqMwQ4O13PA+/7oAacJLg9U8R5ZzZfUB02/M4sxGxymCi7NTRupuhrwoZ9tmI9C7d8cug8Rqrj751Cx625rKmrgyY/Xp3orYO06cvj3oTjTj4ux0FuBZiHKWTtNgzYbKmtUQBHMi+E7/KWshpDK6NQoNLUs6N5n3apOky1qsP13Sdkk/TZaPFt3XKQFS7GpI/cLK+Z2zr9PU6wFSWX0AlTWrqaxZTfXpZ1yYnVkzlNEayTxXlwNnEdckvUPSTWZ2f27T75vZG2e4b8+UMiRnSKk+/QyVg9ZON+QHBGHggpxlxinkLUgjVXygcOGikg4IFrGcTwY2mdmjZjYJXE88H1YRZrOvM5+kgpxNTMkUKGrYRqJy+KHtjzVE1LZtaxDmyv77x0s/Cz05paeMlnMRcS4699WrJd0t6RuSju1xX2fQ1MU5s0gtXBxBPdFiVAQ6Sxrh0WuJVGeIKWkSShFxLjL31U+Aw83sBOB/AV/tYd94Q+kSSXfm5uxy5onq5l83CzJMi3FGlLPtlXWHD6bDc4iH4M0NZR0MhDhaI78MmiLi3HXuKzPbYWa7ktc3A2OSVhXZN3OMDWb2yk5zdmUp8z96WKn+cjPVX/wqSbFOlqwlHQbTS6a9cuQ6KkeuG3T3HWdmDLHlfAewXtIRkhYBFxLPh1VH0oHJnFpIOjk57vNF9p0NLtBzQ/XRx5tdGvmQuhZL5agjBtZnx5kpYkjF2cyqwKXARuAB4IZkPqz3SnpvstkFwL2S7gY+C1xoMS337ecHcIGeI9oIcFN4XV6gX3zkjE5X2X//PnbecXrAQDVrWgaNzAbfiTySeu6Uh9b1n8r6o1qvKHDPVDc9Wvw8qTAH8oG4EWaODKm7irpC27Fs1aF2zO/8WVP7nVf/+ayPPRs8Q7DPtLoBh/XBUX34ESoveXHzij7+5MtazC7Mo0upf+EaBDMYAJR0FfBG4BkzOy5p2w/4IrAOeBx4i5ltTdZ9GLiYeKr695vZxk7HHxlxTv/5gxLCTjffKAk2UCghpbL+KKoPP9J5m6wwe4SEMyBSn/MMuBr4HPCFTNtlwLfN7JNJRvRlwIckHUM85nYscBDwLUlHm1nbx8LIiHPKt+zL8yZ8s7EGsvuWWairD26i8tL1rVd2cm+UKKPQcbqhqHf3rpl9T9K6XPP5wOnJ62uA7wIfStqvN7MJ4DFJm4iT9H7Y7vgjJ84w9wLd759o+eOVTawtE6mhrCB3KYQUHns0tfsear1uv33rr91qHl1K7c5IMVC1b0dbY2ZPApjZk5JWJ+0HA7dntuuakDeS4gxz4+aYrxutbG6Q2gMPER57NESNQt0KtZllpB0uzKPLUAgzJHHOLS3nVbmkuA1mtmGGZymckJcysuKc0g8rugw3Wbs+zNsvhHtbb3POcR9pGCDsJt7QaDU7o0kZvjO90Mbn/NwMojWelrQ2sZrXAmmB8cIJeSkjL84wM//usNxc/XaJ9Pq5N977dy3bzznhr7vu61bzaDIs350UmRH0L675JuCdwCeTv1/LtF8r6VPEA4LrgR93OtCCEOcs7cRs2G6odhT5HGfqgjn/vBvv/h8N53OcMjOTaA1J1xEP/q2StBn4GLEo3yDpYuCXwJsBksS9G4D7gSrwvk6RGjBCSShO+TlTF8T1kwNR27J10N1x5oABGDmzThQZX3GInXTa+5vav/eND3kSirMw+JZ9GbbCOfu+Z9BdcZwG+ujW6Bsuzs68s3HrlYC7O0aNYXUNqn20xkBxcXYGxqCzOp3+MazCnFKGQkd5XJydgeMiPdwMuzBj5ahCl6fQ7NuOMx8M/Zd8ATIS/7OSlgwtZDlLOhf4DBACV5rZJ3Pr30acPw6wC/gjM7s7Wfc4sJO4ElN1kKOfTvlxK7r8jIQg5xlGn7OkELgcOIs4y+UOSTeZ2f2ZzR4DXm9mWyWdB2wATsmsP8PMvB6kUxgX6fIwkmKcxUDVEkx9kqOI5XwysMnMHgWQdD1xhaW6OJvZbZntbydOTXScWeMiPb+MvBC3QBiKhlOcDwZ+lXm/mUarOM/FwDcy7w24JUks+d+zKBziLGDmsxTsQmMhCnIDQ2w5F66mJOkMYnF+bab5NDN7Iimdd6ukn5vZ91rsewlwSYH+OAsUF+j+sODFuAmDIbWcC1VTknQ8cCVwnpnVK9qY2RPJ32ck3UjsJmkS58Si3pAcq3zeeacUuEDPDBfkDhhQguiMPEXE+Q5gvaQjgF8TT7Xy1uwGkg4DvgK8w8weyrQvAwIz25m8Phv423513lmYuEC3x0V4BhioOoNJBOeYruJsZlVJlwIbiUPprkoqLL03WX8F8FFgf+Dziuv5piFza4Abk7YKcK2ZfXNOPomzoFgoA4UutvNBOd0aXpXOGQmGXaRdhGfMrCvHrVh8oL3m4Lc3tX/zsX/0qnSOM1vK6OpwwR0SzKDav0kE+4WLszMylEWgXZSHkBK6NVycnZFiUALtgjzEmEFtCAcEHWfYmK/BQhfkUcFgGKM1HGdYmcnEvt2O44wgBuaWs+MMhpkKtQvzAsDdGo5TDlxwnUYM82gNx3GckmG45ew4jlM2zMx9zo7jOGVjJ1s33lr94qoWqwY6QYiLs+M4CxozO3fQfWiFT/DqOI5TQlycHcdxSoiLs+M4TgkpJM6SzpX0oKRNki5rsV6SPpusv0fSSUX3dRzHcZrpKs6SQuBy4DzgGOAiScfkNjsPWJ8slwD/1MO+juM4To4ilvPJwCYze9TMJoHrgfNz25wPfMFibgdWSlpbcF/HcRwnRxFxPhj4Veb95qStyDZF9nUcx3FyFIlzVou2/DRS7bYpsm98AOkSYpcIwARwb4G+lY1VDDhwfYZ4v+cX73f/OHzQHZgriojzZuDQzPtDgCcKbrOowL4AmNkGYAOApDsHOXfXTPF+zy/e7/llWPs9rBRxa9wBrJd0hKRFwIXATbltbgJ+P4naOBXYbmZPFtzXcRzHydHVcjazqqRLgY1ACFxlZvdJem+y/grgZuANwCZgN/DuTvvOySdxHMcZIQrV1jCzm4kFONt2Rea1Ae8rum8BNvS4fVnwfs8v3u/5ZVj7PZQo1lXHcRynTHj6tuM4TgkZmDjPJiV8kBTo9+mStkv6abJ8dBD9zCPpKknPSGoZolji692t32W93odK+o6kByTdJ+lPW2xTumtesN+lvOYjh5nN+0I8OPgIcCRxuN3dwDG5bd4AfIM4VvpU4EeD6OsM+n068PVB97VF318HnATc22Z96a53wX6X9XqvBU5KXo8DDw3JPV6k36W85qO2DMpynk1K+CAZ2nR0M/sesKXDJmW83kX6XUrM7Ekz+0nyeifwAM3ZsaW75gX77cwDgxLn2aSED5KifXq1pLslfUPSsfPTtVlTxutdlFJfb0nrgJcDP8qtKvU179BvKPk1HwUGNU3VbFLCB0mRPv0EONzMdkl6A/BV4mp9ZaeM17sIpb7ekpYD/w58wMx25Fe32KUU17xLv0t9zUeFQVnOs0kJHyRd+2RmO8xsV/L6ZmBMUqvJI8tGGa93V8p8vSWNEQvcv5nZV1psUspr3q3fZb7mo8SgxHk2KeGDpGu/JR0oScnrk4mv8fPz3tPeKeP17kpZr3fSp38GHjCzT7XZrHTXvEi/y3rNR42BuDVsFinhg6Rgvy8A/khSFdgDXGhmA/+pKuk64lH2VZI2Ax8DxqC81xsK9buU1xs4DXgH8DNJP03aPgIcBqW+5kX6XdZrPlJ4hqDjOE4J8QxBx3GcEuLi7DiOU0JcnB3HcUqIi7PjOE4JcXF2HGcgdCtq1WL7t0i6PynIdO1c92/QeLSG4zgDQdLrgF3E9UWO67LteuAG4LfMbKuk1Wb2zHz0c1C45ew4zkBoVdRK0lGSvinpLknfl/TSZNUfAJeb2dZk35EWZnBxdhynXGwA/sTMXgH8BfD5pP1o4GhJP5B0u6RzB9bDeWJQhY8cx3EaSIotvQb4UpIdDrA4+VshLq50OnENku9LOs7Mts13P+cLF2fHccpCAGwzsxNbrNsM3G5mU8Bjkh4kFus75rOD84m7NRzHKQVJadLHJL0Z6tN4nZCs/ipwRtK+itjN8ehAOjpPuDg7jjMQkqJWPwReImmzpIuBtwEXS7obuI/pmYY2As9Luh/4DvBBMxvpSngeSuc4jlNC3HJ2HMcpIS7OjuM4JcTF2XEcp4S4ODuO45QQF2fHcZwS4uLsOI5TQlycHcdxSoiLs+M4Tgn5/3rKLNqoze7iAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ml.lpf.hk.plot(masked_values=[0.], colorbar=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In addition to the plots of horizontal hydraulic conductivity you can see that the `.plot()` method returned a list containing 16 axis objects (one for each layer).\n",
"\n",
"#### Plotting data for a single layer\n",
"\n",
"If the `mflay=` keyword is provided to the `plot.()` method then data for an individual layer is plotted. Remember `mflay` is zero-based.\n",
"\n",
"Here we plot the horizontal hydraulic conductivity for layer 11 (`mflay=10`)."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ml.lpf.hk.plot(mflay=10, masked_values=[0.], colorbar=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plotting transient two-dimensional data\n",
"\n",
"Transient two-dimensional data can be plotted using the `.plot()` method. User's do not actually need to know that the data are two- or three-dimensional. The `.plot()` method is attached to the two- and three-dimensional, and transient two-dimensional data objects so it knows how to process the model data. Examples of transient two-dimensional data are recharge rates (`rch.rech`) and evapotranspiration rates (`evt.evtr`).\n",
"\n",
"Here we plot recharge rates for all six stress periods in the model. We are also masking areas where the recharge rate is zero and adding a color bar."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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62lkV3ZSrnQur1+OVoeEGylsJdXYNtaOuVpAhXEaJMr2M5hfEdz08e9BMl5upuSIZhm+8ihS5g6p+vqLn2G3F13AZjQN1FAVbPBuCANRspHIVrYNmqioKZa2YTpVr0bUNWgimk6JryVfwZSrAhiiMgzC0u8aqCkVmIYTLCGokCFOdI7/f1KHy67aHT5lrqsN1D5q6VYDDoqrWQ1gIG6mFIFTNMphqpdhcKU+HD7voTT+YfsbBGuiWKopCWAgbqYUgVIl+iEHRcbpppI7KPagbVRMFIyZCEIAaCEKVrIN+icGgzhcEVaVKaznYjO1kds2ELLZg2akfadmDqJv8zceKyj0IJlMNt1pmITRvhbkKZnPuZSZoSS+UdK2ke9Lndil8lqSnJd2StvNyeX6UjtWI2yGFbyHp6+kcPy+Ykw6ogYUwaJor834cJwiC9gzbhWTDxPruzp+bzfkIstkabpS0yHZ+8s78TNAHks0EfWBB3tOB62yfmYTidOBj6Xj32t6nTZHeYfumprAFwKO2Xy7peOAs4O2drqvyFkLRqNCyFW/RW3q8xQfBeNLjeggHkGZztv0s0JjNOc+GmaBtLwYaM0F3yjsPuCjtXwQcPYVLyx/rm8DhKlDeWlgIrQaWtXuTn0o/+yAIxpP1XVoIlJvNuZeZoHe0vQIgTQG0Qy7d7pJ+ATwOfML2Dbm4f5U0Qbbu8t+nAcMbzpNmjngMeBGwqt1F1UIQGpTtJ98sCiECQRC0I3MZtXSWzJSUd8MsTJNwQrnZnPsyE3RiBbCr7dWS9gOulLSX7cfJ3EUPSdqaTBBOAC7u5TyVdxk1iAnFgiCYDoyYmNhk0gassr1/bluYy9ZulmdKpOmU97fJrUT6XAlge63t1Wl/CXAvsEf6/lD6fAK4hMwl9bzzS9oU2AZY0+le1MpCKDsnTFgEQTCZUZ5Yb0oY1rtrl9GNFM/m3MtM0IuAE4Ez0+e3ASRtD6yxPSFpNllD9bJU0W9re5WkzYA3A99vOtbPgGOAH7jg4ddKEIIgGD0qMRahyzaEdrM5Szolxfc6E/SZwGWSFgAPAMem8EOAz0haB0wAp9heI2lL4JokBjPIxOArKc/5wL9JWkpmGRxfdF2q4ttCpwVyIN5wgmCUmKIgLLG9/1QOsMXsnb3LZydP2Lxs/t9O+dh1o1QbQokBGB/NDYq4XdKEpBemuPsl/TLFNfeTDYJgjKmCdQDg9ZO3caTMAjmFAzBsfw74XEr/FuBvbOcbLw6z3barU7eM0/zyQTCqVEUMsFg/UZv+NdNKmbtQZgBGnvnApf0oXCcq82MKgqBrKvf/tSZvY0gZQWg3uGISkv4YOJKsL2wDA9+TtETSyb0WNAiC0aByYgCwvsU2hpTpZdTN4Ia3AD9pchcdbPvhNOLuWkm/sn39pJNkYlFaMMJlFAT1o5JiYPBEBcs1BMpYCGUGYDQ4niZ3ke2H0+dK4Ao2DpqgKd3CxgCQEmWq5g8rCIK2VPk/q/WatI0jZQRhwwAMSZuTVfqLmhNJ2gZ4A2kgRQrbMg2nJvWXfRNwez8KHgRB0BcsWN9iG0MKXUYlB2AA/AXwPdt/yGXfEbgivRlsClxi++p+XkAQBNWnytYBkA31CsqNVLZ9Fdmou3zYeU3fLwQubApbBuw9pRIGQRBMJ2ZsXUTNxNQVQRAE0UcFCEEIgmCaqby7yKDoZQSEIARBEKAxHXfQTAhCEARBCAIQghAEwZijcBltoNaCEJPcBUH1sV35doRwGWXUWhCCIAimjEMQGoQgBEEw7TQs+apaCiEIGTEJeBAE402yEJq3IkosHCZJ56T42yTtW5RX0gslXSvpnvS5XQqfJenp3EJk56XwP5b0H5J+JekOSWfmjvUuSb/L5Tmp6JpCEIIgGGsEaGLy1jHPxoXD5gJ7AvMl7dmUbC4wJ20nA18ukfd04Drbc4Dr0vcG99reJ22n5MLPtv1K4DXAwZLm5uK+nsvz1aJ7EYIQBMF405uFUGbhsHnAxc5YDGwraaeCvPOAi9L+RcDRHYtuP2X7h2n/WeBmshmpeyIEIQiCoPsFcsosHNYuTae8O9peAZA+d8il213SLyT9WNKfNhdI0rZka9Jclwt+W3JXfVPSS5vzNBOCEATBeOO2LqOZkm7KbfkFvMosHNYuTTeLjjVYAexq+zXAh4FLJL1gw4mkTcnWojknTSoK8O/ALNuvBr7PRsujLdHLKAiCgVDVHkbQ1kW0qsOCXWUWDmuXZvMOeX8raSfbK5J7aSWA7bXA2rS/RNK9wB7ATSnfQuAe259vHNT26tw5vgKc1eZaNlDKQijRmn6opMdyrdmfLJt3KsSgtCCoB1UWA+ipDaHMwmGLgHem3kYHAY8lN1CnvIuAE9P+iaQFxyRtnxqjkTSbrKF6Wfr+98A2wIeed02ZoDR4K3BX0UUVWgi5FvEjyBTvRkmLbN/ZlPQG22/uMW8QBMFQUA8D00ouHHYVcBSwFHgKeHenvOnQZwKXSVoAPAAcm8IPAT4jaR3Zcj6n2F4jaRfgb4FfATcn4f1i6lF0qqS3AuuANcC7iq6rjMtoQ4s4gKRGi3iZSn0qeYMgCAZCLwPTihYOc+bCeF/ZvCl8NXB4i/DLgctbhC+ndZsEts8Azuh4EU2UcRmVaU0HeK2kWyV9V9JeXeYNgiAYDj0OTBtFylgIZVrEbwZ2s/2kpKOAK8l8XKVb01ML/smt4oIgCKaTooFo40IZC6GwNd3247afTPtXAZtJmlkmb+4YC23v36FVfxJVb6gKgqAGhIWwgTKCUNiaLunFSrWzpAPScVeXyTtVQhSCKiNp7H+jVb9+EYLQoNBlVLI1/RjgvakF/Gng+NSg0qk1vW8o1kUIKk6jUozfaQUxaCKeC5QcmFaiNf2LwBfL5p0OQhSCKlL1aZ+DjHG1CJqJkcpBMACaX1bGxWKohRAaNolGZSAEIQiCMafRhhCMmCDUxW00Lm+HQWvG5fnXwjpIaP1oP4uyjJQg1IH8nyS/P+qVQzBe1EkMMGjdsAtRDUZOEKpsJXT6kzTHVfUagqkz6s+2VmIAaRzCaD+TsoycIIwKrf5Uw6xIiv7ko17JTSej5EKqnRgkog0hIwShRgzSiuj2jx0WTlBXZLNJjEMARlQQquw26iftKu1err3fb3aj9NY73YzKPaqrdQBhITQYSUEYd6r0xwxhCCqPgbAQgBCEYECEMIw2VXoJ6YVwGWWUWkKzjlTxBxqVYUz2NorU/Xkq9TJq3grzFS8tLEnnpPjbJO1blFfSCyVdK+me9LldCp8l6encMsXn5fLsJ+mX6Vjn5CYa3ULS11P4zyXNKrqmkRUEqP8PdZQJYag/o/QMNeFJW8f0G5cHngvsCcyXtGdTsrlk68LMIVvr5csl8p4OXGd7DnBd+t7gXtv7pO2UXPiX0/Eb5zoyhS8AHrX9cuCfgbOK7sNICwKEKFSdUapUxomRemaeLAYlZj/dsDyw7WeBxvLAeeYBFztjMbBtWvi+U955wEVp/yLg6E6FSMd7ge2fpRmmL87lyR/rm8DhKnhwIy8IQT0IYagHI/mc3L2FQLnlgdul6ZR3R9srANLnDrl0u0v6haQfS/rT3DmWtznWhvPYXgc8Bryo00WVEoQSvrJ3JB/ZbZJ+KmnvXNz9yb91i6Sbypyv34zcD3iEGckKp+Y0nslIP5f1nrzBTEk35bb8Er9llgdul6b00sI5VgC72n4N8GHgEkkvKDhW1+cp7GWU83cdQaY+N0paZPvOXLL7gDfYflTSXGAhcGAu/jDbq4rOFQQNxmUsSVUZ6cq/GYPWtRyIsKrDkr5llgdul2bzDnl/K2kn2yuSO2glgO21wNq0v0TSvcAe6Ry7tDlW4/zLJW0KbAOsaXM9QDkLodBXZvunth9NXxc3FTAIemLk30orxlhYAi0QRuvXT9oKKLM88CLgnam30UHAY8kN1CnvIuDEtH8i8G0ASdunl3MkzSZrPF6WjveEpINS+8A7G3majnUM8AMXvGWVGYfQyt91YJu0kLVsfzf33cD3JBn4F9sLS5xzJBm3P1q/iDEM00P8HhPtLYT2WcotLXwVcBSwFHgKeHenvOnQZwKXSVoAPAAcm8IPAT6jbJniCeAU2423/fcCFwJ/RFb3Nurf84F/k7SUzDI4vui6yghCaT+UpMPIBOH1ueCDbT8saQfgWkm/sn19i7wnk3WdmhbCBRGMG1Hhl8VQbBFMzlW8tLCB95XNm8JXA4e3CL8cuLzNsW4CXtUi/Bk2CkopyriMyvjKkPRq4KvAvHRRjUI9nD5XAleQuaAmYXuh7f07+OymTPxB6s04ujO6Ie/yifvUBY2pK5q3MaSMIBT6yiTtCnwLOMH2r3PhW0raurEPvAm4vV+F74X4o9SfcX+GzRV/CMAUMWjdxKRtHCl0GZX0lX2SrH/rl9IPc116098RuCKFbQpcYvvqabmSLgj3Uf0Z9XaFqOAHSW8uo1Gk1OR2JXxlJwEntci3DNi7OTwI+sWoCEMIwBAxMBGCAGM822lYCaNFFZ9nVPI1wYZ1sagyjLEgQDUrkaB3qmIthBDUkHAZAWMuCIMkKonBMQxhiOdbY2yYGM9G5GbGXhCm20qIimJ4DEIY4vmOAoYx7VXUzNgLAkyPKERFUR2mIgzxHMcAg8NCAEIQNtCvt8moQKpLPJugJeEy2kAIQhO9WgtR2QRBXTGOXkZACEJLuhGFEIIgqDkmLIRECEIbikQhhCAIRgPb0YaQ0LD7bLciTZVdGWyHAARBNVky1QkxJV0NzGwRtcr2kS3CR5awEEoQYhAEo8u4VfqdKLWmchAEQTD6hCAEQRAEQAhCEARBkCglCJKOlHS3pKWSTm8RL0nnpPjbJO1bNm8QBEFQDQoFQdIM4FxgLrAnMF/Snk3J5gJz0nYy8OUu8gZBEAQVoIyFcACw1PYy288CXwPmNaWZB1zsjMXAtpJ2Kpk3CIIgqABlBGFn4MHc9+UprEyaMnmDIAiCClBmHEKrTvjNA8fapSmTNzuAdDKZuwlgLXB7ibJVjZnAqmEXogei3IMlyt0/dht2AUaJMoKwHHhp7vsuwMMl02xeIi8AthcCCwEk3TTV0YfDIMo9WKLcg6Wu5Q7KU8ZldCMwR9LukjYHjgcWNaVZBLwz9TY6CHjM9oqSeYMgCIIKUGgh2F4n6f3ANcAM4ALbd0g6JcWfB1wFHAUsBZ4C3t0p77RcSRAEQTAlSs1lZPsqsko/H3Zebt/A+8rmLcHCLtNXhSj3YIlyD5a6ljsoSSVnOw2CIAgGT0xdEQRBEABDFISpTIcxTEqU+1BJj0m6JW2fHEY5m5F0gaSVklp2563w/S4qd1Xv90sl/VDSXZLukPTBFmkqd89LlruS9zzoA7YHvpE1MN8LzCbrmnorsGdTmqOA75KNZTgI+PkwytpDuQ8FvjPssrYo+yHAvsDtbeIrd79Llruq93snYN+0vzXw65r8xsuUu5L3PLapb8OyEKYyHcYwqe1UHLavB9Z0SFLF+12m3JXE9grbN6f9J4C7mDxKv3L3vGS5gxFlWIIwlekwhknZMr1W0q2Svitpr8EUbcpU8X6XpdL3W9Is4DXAz5uiKn3PO5QbKn7Pg94Y1hKaU5kOY5iUKdPNwG62n5R0FHAl2SywVaeK97sMlb7fkrYCLgc+ZPvx5ugWWSpxzwvKXel7HvTOsCyEqUyHMUwKy2T7cdtPpv2rgM0ktVrAu2pU8X4XUuX7LWkzskr1/9j+VosklbznReWu8j0PpsawBGEq02EMk8JyS3qxJKX9A8ju8eqBl7R7qni/C6nq/U5lOh+4y/b/bJOscve8TLmres+DqTMUl5GnMB3GMClZ7mOA90paBzwNHG976G4ASZeS9Q6ZKWk58ClgM6ju/YZS5a7k/QYOBk4AfinplhT2cWBXqPQ9L1Puqt7zYIrESOUgCIIAiJHKQRAEQSIEIQiCIABCEIIgCIJECEIQBEEAhCAEQTAkiiYubJH+OEl3pkn3Lpnu8o0j0csoCIKhIOkQ4Emy+ZxeVZB2DnAZ8Ebbj0rawfbKQZRznAgLIQiCodBq4kJJL5N0taQlkm6Q9MoU9R7gXNuPprwhBtNACEIQBFViIfAB2/sBp+ug+ngAAADsSURBVAFfSuF7AHtI+omkxZKOHFoJR5hhTW4XBEHwPNKEeq8DvpFmxgDYIn1uSjaB3qFkcz7dIOlVtn8/6HKOMiEIQRBUhU2A39vep0XccmCx7eeA+yTdTSYQNw6ygKNOuIyCIKgEaZrt+yQdCxuWGN07RV8JHJbCZ5K5kJYNpaAjTAhCEARDIU1c+DPgFZKWS1oAvANYIOlW4A42rkh4DbBa0p3AD4GP2o4ZVvtMdDsNgiAIgLAQgiAIgkQIQhAEQQCEIARBEASJEIQgCIIACEEIgiAIEiEIQRAEARCCEARBECRCEIIgCAIA/j/UBSeqxd62bQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ml.rch.rech.plot(kper='all', masked_values=[0.], colorbar=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In addition to the plots of recharge rates you can see that the `.plot()` method returned a list containing 6 axis objects (one for each stress period).\n",
"\n",
"#### Plotting data for a single stress period\n",
"\n",
"If the `kper=` keyword is provided to the `plot.()` method then data for an individual stress period is plotted. Remember `kper` is zero-based.\n",
"\n",
"Here we plot the recharge rate for stress period 6 (`kper=5`)."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ml.rch.rech.plot(kper=5, masked_values=[0.], colorbar=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also save the image to a file by provided the `filename_base` keyword with an appropriate base file name."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" created...secp_rch_00006.png\n"
]
},
{
"data": {
"text/plain": [
"[None]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fr = os.path.join(modelpth, 'secp_rch')\n",
"ml.rch.rech.plot(kper=5, masked_values=[0.], colorbar=True,\n",
" filename_base=fr)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If the `kper` keyword is not provided images are saved for each stress period in the model.\n",
"\n",
"The image file that was just created of recharge rates for stress period 6 is is shown below."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Azp07h2effRY6nc7kXlxBQUEAgMDAQCxatAilpaU9ls/IyEBZWZldj5NZC6e7A49hRu7O1Xta5nRC4O/CYDJZU19fj5CQEONjjUaD+vp6m5axVPbq1atQq9UAALVajcbGRuNy1dXVeOCBBzBnzhwcO3bMOH/dunX4+c9/Dm9v716+c+eRzcV8a2tr8cQTT2Dv3r24//77jfNv3bqFzs5ODB06FLdu3cJnn32G9evXS16/3oZS9+WrX1xj7+oQyZItwSWEcMkTOgSAdtFpMq+pqclkRCgjI8PkBLWe2uvutjG3jC1l76ZWq1FbWwt/f3+Ul5cjOTkZ58+fx8WLF/HNN9/gv/7rv1BTU2NxHXIiWYAtWbIEJSUlaG5uhkajwRtvvIH29nYAQGZmJjZt2oTvv/8ezz333J2KeXigrKwMV69exaJFiwAAHR0dWLp0qU0HRolIWu7Y6+pOQKAdpm0QEBBgcURIo9Hg8uXLxsd1dXXGESdry7S1tZktO2rUKDQ0NECtVqOhoQGBgYEAgMGDB2Pw4MEAgOjoaIwfPx5VVVX48ssvUV5ejrFjx6KjowONjY14+OGHUVJS0rfGkIjL3pG5r3t4jh7+Y2+MXFFfNiNy6oVFR0f3+9DDlEhP/L5wpMm8JclBFtfb0dGB+++/H4cPH0ZwcDBiYmLw4YcfIiIiwrjMp59+iuzsbBQWFuLUqVNYtWoVSktLLZZ95ZVX4O/vj7Vr1yIrKwvXrl3Df/7nf6KpqQl+fn4YOHAgLl68iFmzZuF///d/Tc4Qr6mpwcKFC/HVV1/1qz2kIJshRHfhiKHFrnUyHMkZ+roP7GpDiXeGEHv3fjw8PJCdnY34+HgYDAakp6cjIiLCeHZgZmYmEhMTUVhYCK1WC29vb+zatctiWQBYu3YtUlJSkJeXh9GjR+PAgQMAgKNHj2L9+vXw8PDAwIEDkZOTY/HnTXLHHthdpDwBoytwLIXauLe32RRMDDFyhv5uPuQSYPbogU2K9MRvPvmJybyMJwJ58QUHYg/MiXoKy74GaPWLa3j2Yy8w8PvPHvu+XeuQS5D1h4AK7WKgs6vhVhhg3cgxAPq7geXZkPe6+6cPbBeyBwEV2hhgkpLV78CcSY7h1RNr9bT0Q2wl/EbNGXXk7/d6x11/52VNp1Dh72KQyUSOxR4Y5B1e1oYZe+o99CbknNX7MNfzceZQKHti1jG4zBMA2sEemJTYA1O4/m7se3O5LCk56vXkvLMiZ+x1WXfnGJiHyUSO5fYtzA2abbp6Rn3tpZjrSfZ01qWzyKFnKjdShZYrnFIvoMLfO+8eNmToO5LbBxj17ow8c6Fjz2Czx3ptWT9ZJnWPS+kh1tnjSRwdTqmLu2CAkVFfe0TWQsbeIWJLsNljaNVSW7h6D43Dhb0nBHoYNmSAOZJbB5ir7J074n3YegV+Sxtye9Tr7t6hMz4zSyfSuGKQMbz6RkDVw5mHf3dKXdyF2waYq4SXvfXnqvuOZO1qJeaeczRLvUEl/sbM2eGl5GFE/pBZem4bYOQaevqtm7Mp6YfSrnQlDGdjgEmPp9GT4kjZ67PnMKicyeE0eZVKpegg7RQq3O4cZDKRY0kWYOnp6QgMDMTkyZN7fF4IgVWrVkGr1SIyMhKnT582PldcXIzw8HBotVpkZWX1uy5K2KCQZXK6csbddal+cY0se113B5SzA8vV3Lka/UCTiRxLsgBbtmwZiouLzT5fVFQEvV4PvV6P3NxcrFixAgBgMBiwcuVKFBUVobKyEvv370dlZaVU1SayC2eHrRLCSgl1tERAhfbOgSaTLaztoPdl5/7atWuIi4tDWFgY4uLi0NLSAuDOvb68vLwQFRWFqKgoZGZmAgD+9re/4bHHHsOECRMQERGBtWvX9qcpJCNZgM2ePdvifWd0Oh1SU1OhUqkQGxuL1tZWNDQ0oLS0FFqtFqGhofD09MTixYuh0+n6VRc57h0TSaFrqFDpYSFHAircFoNMJmts2UHvy859VlYW5s2bB71ej3nz5pmE2/jx41FRUYGKigrjfccAYM2aNbhw4QLOnDmD48ePo6ioyB7N4lCyOQZWX1+PkJAQ42ONRoP6+nqz84mk1puhQWf3uEh6QgDtnQNMJmts2UHvy869TqdDWloaACAtLQ0FBQUW6+Ht7Y25c+cCADw9PTFt2jTU1dX1pRkkJZsA62mPUKVSmZ3fk9zcXEyfPh3Tp0+3e/3I+S6u+rlxcoa7Q8lcXcyFl9ShpsTelpLqerdOqHC708NkssaWHfS+7NxfvXoVarUaAKBWq9HY2Ghcrrq6Gg888ADmzJmDY8eO3VOn1tZWHDx4EPPmzbPxnTuPbE6j12g0uHz5svFxXV0dgoKC0NbW1uP8nmRkZCAjIwOA5dOCuXesLD2FxMVVP0foO7+WvC49/e9IVRdbfyOl5BBQ8lmIgAodd5240dTUZLJD3X0bBZjfce/OHjv3XdRqNWpra+Hv74/y8nIkJyfj/PnzGDZsGACgo6MDS5YswapVqxAaGmpxXXIgmwBLSkpCdnY2Fi9ejFOnTsHX1xdqtRoBAQHQ6/Worq5GcHAw8vPz8eGHH/brtXj3YmWw1tOypSfmqGDpTc+rp2X6chy2a6Ol7I2867ozhGgaYAEBASgrKzNbxtyOuy3LWNq5HzVqFBoaGqBWq9HQ0IDAwEAAwODBgzF48GAAQHR0NMaPH4+qqipjyGZkZCAsLAyrV6/uSxNITrIAW7JkCUpKStDc3AyNRoM33ngD7e3tAIDMzEwkJiaisLAQWq0W3t7e2LVr150KenggOzsb8fHxMBgMSE9PR0RERL/qIsfw6togOqNX4Wh3b+ylfI+9GW60tV7meoR9WVdvdO1xdw8xJfe2eqLkgO6ECm02nnnYJSYmxuoOel927pOSkrB7926sXbsWu3fvxuOPPw7gTo/Qz88PAwcOxMWLF6HX6409rV/+8pe4fv063n//fTu0hjQkC7D9+/dbfF6lUmHHjh09PpeYmIjExERHVMtmjroW390bPmcNjcmNM45z2fM1rX2OfdlQmxs2cjWKDTGhQkcvA8zcDnrX2YF93blfu3YtUlJSkJeXh9GjR+PAgQMAgKNHj2L9+vXw8PDAwIEDkZOTAz8/P9TV1eFXv/oVJkyYgGnTpgEAnn/+eTz77LP2ah2HUAkX/UaY+wL0NYCkCrAucgwxW3uJ/R3ac9ZJGs5m60bbRb+yNnNEuEVHR1sc6rPFiAmBeDjvKZN5l1881e/1knmyOQYmhf6EjyOGHZWwoe7tCRS2viclvHepmQsmRfZGHEiuPbROqNBm4NU3pOQ2ASa341793YD3FCL2Pg5jqY4MIOm4e4+rJ7IMMQF0CNn8MsktuE2AyYm9Nv62nqVnjyE/IrmRW4gJAB02/HiZ7MctAkxOvS97hEVv18GAIlclpxDruhYiScctAsyVMIyITMklxIQADOyBSYoB5kD9+W1X92NcDC0iy+QRYioGmMQYYA7SPXT6GkAMLiLbOTvEui7m252zI9XVucXugrXL9vQmKKxdTNaZF5slIucR/+iBdZ/IsdymB9bT9Q/N9ZJs+Y0TQ4qIuhMCMBhMQ8ttNrBO4nbta0vw2PIbKyKiuxk6OWgoJbfq4/JOzETkKAIqdHYOMJnIsdyuB2brBVHZ4yLqmateCb/fBNDJHpik3C7AiMg1Of80egaY1CTr4xYXFyM8PBxarRZZWVn3PL9161ZERUUhKioKkydPxsCBA3Ht2jUAwNixYzFlyhRERUWZ3N20r+Twj06kVEII9r56IAQgOgeYTLawtm0UQmDVqlXQarWIjIzE6dOnrZa9du0a4uLiEBYWhri4OLS0tAAAampq4OXlZdzWZmZmGsuUl5djypQp0Gq1WLVqlTI+YyGBjo4OERoaKr799ltx+/ZtERkZKc6fP292+T/+8Y9i7ty5xsdjxowRTU1NvXpN3Lk0mdmJiFyHte+7tSk6OrrfdfAcFyzG/uZNk8naem3ZNn766aciISFBdHZ2ihMnTogHH3zQatlXXnlFbN68WQghxObNm8Wrr74qhBCiurpaRERE9FiXmJgY8cUXX4jOzk6RkJAgCgsL+9UeUpCkB1ZaWgqtVovQ0FB4enpi8eLF0Ol0Zpffv38/lixZ4tA6sRdG5Bpk810WgOhUmUzW2LJt1Ol0SE1NhUqlQmxsLFpbW9HQ0GCxrE6nQ1paGgAgLS0NBQUFFuvR0NCAH374AQ899BBUKhVSU1OtlpEDSQKsvr4eISEhxscajQb19fU9Lvu3v/0NxcXFePLJJ43zVCoV5s+fj+joaOTm5tqtXrL5xyeiPpHdd1ioTCcrbNk2mlvGUtmrV69CrVYDANRqNRobG43LVVdX44EHHsCcOXNw7Ngx42toNBqL9ZAjSU7iED2MpZr7xzt48CBmzpwJPz8/47zjx48jKCgIjY2NiIuLw4QJEzB79ux7yubm5to14IhIvuQXXgAMpnVqamoyOW6fkZGBjIyM/1/Ehm2juWV6s13tolarUVtbC39/f5SXlyM5ORnnz5/v07rkQJIA02g0uHz5svFxXV0dgoKCelw2Pz//nuHDrmUDAwOxaNEilJaW9hhg3f85bGn8nj40IpI/uW5cRafp44CAAJSVlZld3pZto7ll2trazJYdNWoUGhoaoFar0dDQgMDAQADA4MGDMXjwYABAdHQ0xo8fj6qqKmg0GtTV1VmshxxJMoQYExMDvV6P6upqtLW1IT8/H0lJSfcsd/36dXz++ed4/PHHjfNu3bqFGzduGP/+7LPPMHnyZLvUS65fAiIyT87fW1WnymSyxpZtY1JSEvbs2QMhBE6ePAlfX1+o1WqLZZOSkrB7924AwO7du43b1KamJhgMBgDAxYsXodfrERoaCrVajaFDh+LkyZMQQmDPnj0m22G5kqQH5uHhgezsbMTHx8NgMCA9PR0RERHIyckBAOOpnH/4wx8wf/58DBkyxFj26tWrWLRoEQCgo6MDS5cuRUJCghTVJiKynVDdM4RojS3bxsTERBQWFkKr1cLb2xu7du2yWBYA1q5di5SUFOTl5WH06NE4cOAAAODo0aNYv349PDw8MHDgQOTk5BgP1+zcuRPLli3Djz/+iAULFmDBggX2ahmHUQkXHUezdS/NRd8+kUtyVO8rOjra4lCfLQaPCYH6Fy+azBv5QX6/10vm8UocRKQIch46BAAI2DRsSPbDACMishNVp/VlyH4YYEQke7LvfQF3TqNnD0xSDDAiIjtRGZxdA/fCACMisgOV4BCi1BhgRET2wiFESbl9gNl6g0sich4hhPyPgwlgAIcQJeX2AUZEyqCIEOMQoqQYYESkGF2jJXINMhUHcyTFACMisgfBsxClxgAjIrIDFXgWotQYYERE9sDT6CXHACMishMOIUpLkvuBERHZi1xP4LhzKam7JhsUFxcjPDwcWq0WWVlZ965WCKxatQparRaRkZE4ffq01bLXrl1DXFwcwsLCEBcXh5aWFpN11tbWwsfHB9u2bTPO279/P6ZMmYLIyEgkJCSgubm5F2/eOSQLMGsfUklJCXx9fREVFYWoqChs2rTJ5rL9wd+AESmHbMPrH1SdppM1BoMBK1euRFFRESorK7F//35UVlaaLFNUVAS9Xg+9Xo/c3FysWLHCatmsrCzMmzcPer0e8+bNu2e7+dJLL5nc76ujowMvvvgijhw5gnPnziEyMhLZ2dn9bA3HkyTAbPmQAGDWrFmoqKhARUUF1q9f36uyRERO9Y+zELtP1pSWlkKr1SI0NBSenp5YvHgxdDqdyTI6nQ6pqalQqVSIjY1Fa2srGhoaLJbV6XRIS0sDAKSlpaGgoMC4voKCAoSGhhpvfgnc2ZEXQuDWrVsQQuCHH35AUFCQHRrFsSQJMFs+JEeUJSKSigr/uB5it8ma+vp6hISEGB9rNBrU19fbtIylslevXoVarQYAqNVqNDY2AgBu3bqFLVu2YMOGDSavMWjQIOzcuRNTpkxBUFAQKisrsXz58l69f2eQJMBs+ZAA4MSJE5g6dSoWLFiA8+fP96osEZGz3d0Da2pqwvTp041Tbm6uyfI9HcK4e5jU3DK2lL3bhg0b8NJLL8HHx8dkfnt7O3bu3Ll1rk0AABBBSURBVIkzZ87gypUriIyMxObNmy2uSw4kOQvRloaeNm0aLl26BB8fHxQWFiI5ORl6vb5XH1Jubu49/yBE5Brkfvyrp9PoAwICUFZWZraIRqPB5cuXjY/r6uruGbozt0xbW5vZsqNGjUJDQwPUajUaGhoQGBgIADh16hQ+/vhjvPrqq2htbcWAAQNw33334ac//SkAYPz48QCAlJQUu59v4AiS9MBs+ZCGDRtm3CtITExEe3s7mpubbSrbJSMjA2VlZRb/YYiIHKW3J3HExMRAr9ejuroabW1tyM/PR1JSkskySUlJ2LNnD4QQOHnyJHx9faFWqy2WTUpKwu7duwEAu3fvxuOPPw4AOHbsGGpqalBTU4PVq1fjtddew/PPP4/g4GBUVlaiqakJAHDo0CFMnDjRji3jGJL0wLo3dHBwMPLz8/Hhhx+aLPPdd99h1KhRUKlUKC0tRWdnJ/z9/TF8+HCrZfuDV6MnIrvow6WkPDw8kJ2djfj4eBgMBqSnpyMiIgI5OTkAgMzMTCQmJqKwsBBarRbe3t7YtWuXxbIAsHbtWqSkpCAvLw+jR4/GgQMHLNYjKCgIGzZswOzZszFo0CCMGTMG//M//9PrJpCaSki09S4sLMTq1auNDf3666+bfEjZ2dnYuXMnPDw84OXlhe3bt2PGjBlmy1rT2+EGhhjJWdf/s7v+nzp6+DA6OrrfIzdDAkIwIfllk3mqM/s4IuRAkgWY1PryD++iTUEuwJYD+65MEQE2MgQTH3/JdObZDxlgDsRLSXXD4USSK7nfRoTuuPuGlrw0omMxwIgU5O4dLHfY6VJMaPNivpJjgBER2QFvpyI9BthdlLJH6+4H9UlBPZN+UNR7FIDKwO+jlBhgCtT9S+3uB/fJdSkqvP6Bt1ORFgOsB3LuhVn7UjPQ3Icrf7ZKDK87x8Bc9zORIwaYi+tpQ+DMDZ+1DZMrb5QdyZWGlBUZXrhzDOzusxDJsRhgbkjKXlpvN0bdl3eFjTG5ESHYA5MYA8wMOQ8j2pu9emn23nN2pV6Fo7lKGym199WFZyFKiwFGPZLThoRBRoogAFUH/0elxAAjxWCQuTY57TT1FYcQpcUAs0COw4hCCJf4ovcHg8z1uML/tIo9MMlJcj8wJXOFL5arUqlU/HwUzqU+w3+cRt99skVxcTHCw8Oh1Wp7vImkEAKrVq2CVqtFZGQkTp8+bbXstWvXEBcXh7CwMMTFxaGlpcVknbW1tfDx8cG2bduM89ra2pCRkYH7778fEyZMwO9+97vetoDkGGA2cJkvmItyqY2gG3G9z0z0OsAMBgNWrlyJoqIiVFZWYv/+/aisrDRZpqioCHq9Hnq9Hrm5uVixYoXVsllZWZg3bx70ej3mzZt3TzC+9NJLWLBggcm8X/3qVwgMDERVVRUqKysxZ86c/jSGJBhg5DIYZMrgsp+TAFQdnSaTNaWlpdBqtQgNDYWnpycWL14MnU5nsoxOp0NqaipUKhViY2PR2tqKhoYGi2V1Oh3S0tIAAGlpaSgoKDCur6CgAKGhocabX3b54IMP8O///u8AgAEDBmDkyJH9ag4pSBZg1rrJ+/btQ2RkJCIjIzFjxgycPXvW+NzYsWMxZcoUREVFYfr06VJV2YRLfuFclMtuIBWs6zNx9c+ltz2w+vp6hISEGB9rNBrU19fbtIylslevXoVarQYAqNVqNDY2AgBu3bqFLVu2YMOGDSav0draCgBYt24dpk2bhqeeegpXr17tzVt3CkkCzJZu8rhx4/D555/j3LlzWLduHTIyMkyeP3LkCCoqKnhzOLKZq28s5c5dQstIADAIk6mpqQnTp083Trm5uaZFejgRyZYLDZg7wcxaW2/YsAEvvfQSfHx8TOZ3dHSgrq4OM2fOxOnTp/HQQw9hzZo1FtclB5Kchdi9qwvA2NWdNGmScZkZM2YY/46NjUVdXZ0UVesVOZ6VSJbxjEXpuU1g3UUFAZXB9FpSAQEBFne6NRoNLl++bHxcV1eHoKAgm5Zpa2szW3bUqFFoaGiAWq1GQ0MDAgMDAQCnTp3Cxx9/jFdffRWtra0YMGAA7rvvPqxcuRLe3t5YtGgRAOCpp55CXl5eH1tCOpL0wGzpJneXl5dncoBRpVJh/vz5iI6OvmcPxt2468ahv9yqJyCx7j0tt27jf9xOpftkTUxMDPR6Paqrq9HW1ob8/HwkJSWZLJOUlIQ9e/ZACIGTJ0/C19cXarXaYtmkpCTs3r0bALB79248/vjjAIBjx46hpqYGNTU1WL16NV577TU8//zzUKlU+Od//meUlJQAAA4fPmzSwZArSXpgvenqHjlyBHl5efjrX/9qnHf8+HEEBQWhsbERcXFxmDBhAmbPnn1P2dzcXIcHHHthysbPr/fcOpR6RQCdvbuWlIeHB7KzsxEfHw+DwYD09HREREQgJycHAJCZmYnExEQUFhZCq9XC29sbu3btslgWANauXYuUlBTk5eVh9OjROHDggNW6bNmyBf/2b/+G1atXIyAgwPg6cqYSEnybT5w4gY0bN+JPf/oTAGDz5s0AYDzjpcu5c+ewaNEiFBUV4f777+9xXRs3boSPj4/V8VlHf+mctRHkxsR+GGT3ctf/r+jo6H4fX/f1UmPGuGdM5jV5f8bj9g4kyRCiLd3k2tpaPPHEE9i7d69JeN26dQs3btww/v3ZZ59h8uTJUlTbInf9orsSd/4M7x72c/vhP3sQAAydphM5lCRDiLZ0kzdt2oTvv/8ezz33nLFMWVkZrl69ajyw2NHRgaVLlyIhIUGKalvF4Sjlc+WTPBhIUuv9ECL1jyRDiM4g1ZdX6ubjRsmxlPx14P9G39llCHHwKMwIetpkXpP/UQ4hOhAv5ttP7IW5Fjl+ngwmhegaQiTJMMDsQI4bPeo7uQwrMriURgB3/Q6MHIsBZieODDFuyJyje7s7Osz4GbsAAQaYxBhgdmTvEONGTT760yvj5+guBIcQJcYAszN7DD9xgydf/GzILAGIjg5n18KtMMAcpC+9MW4ciRRM8BiY1BhgDmRriDG4iFyBgGCASYoB5mCWQozBReQ6hABEO4cQpcQAk0D342IMLSIXJdgDkxoDTEIMLyLXNSP+QTQ3f2syb+TIkU6qjXtggBER2UFxcbGzq+B2JLkaPRERkb0xwIiISJEYYEREpEiSBVhxcTHCw8Oh1WqRlZV1z/NCCKxatQparRaRkZE4ffq0zWWJiMgNCQl0dHSI0NBQ8e2334rbt2+LyMhIcf78eZNlPv30U5GQkCA6OzvFiRMnxIMPPmhz2Z7gzqU1OXHixMnqFB0d7ZBtHzmWJD2w0tJSaLVahIaGwtPTE4sXL4ZOpzNZRqfTITU1FSqVCrGxsWhtbUVDQ4NNZYmIyP1IEmD19fUICQkxPtZoNKivr7dpGVvKEhGR+5Hkd2Cih0sp3f2jXnPL2FK2S25uLnJzcwEAgwcPxuTJk/tSXadqampCQECAs6vRa6y3tJRab0Ceda+pqXF2FagPJAkwjUaDy5cvGx/X1dUhKCjIpmXa2tqslu2SkZGBjIwMAMD06dNRVlZmz7chCdZbWqy39JRcd5IXSYYQY2JioNfrUV1djba2NuTn5yMpKclkmaSkJOzZswdCCJw8eRK+vr5Qq9U2lSUiIvcjSQ/Mw8MD2dnZiI+Ph8FgQHp6OiIiIpCTkwMAyMzMRGJiIgoLC6HVauHt7Y1du3ZZLEtERO5NsmshJiYmIjEx0WReZmam8W+VSoUdO3bYXNaarqFEpWG9pcV6S0/JdSd5UYmezpIgIiKSOV5KioiIFEnxAdafS1Q5k7V6l5SUwNfXF1FRUYiKisKmTZucUEtT6enpCAwMNPvzBLm2tbV6y7GtAeDy5cuYO3cuJk6ciIiICLz99tv3LCPHNrel3nJtc1IYp10DxA76c4kqZ7Kl3keOHBGPPfaYk2rYs88//1yUl5eLiIiIHp+XY1sLYb3ecmxrIYS4cuWKKC8vF0II8cMPP4iwsDBF/H/bUm+5tjkpi6J7YP25RJUzKfXyWLNnz4afn5/Z5+XY1oD1esuVWq3GtGnTAABDhw7FxIkT77kKjRzb3JZ6E9mDogOsP5eociZb63TixAlMnToVCxYswPnz56WsYp/Isa1tJfe2rqmpwZkzZ/DTn/7UZL7c29xcvQH5tznJn2Sn0TuC6MclqpzJljpNmzYNly5dgo+PDwoLC5GcnAy9Xi9VFftEjm1tC7m39c2bN/Hkk0/irbfewrBhw0yek3ObW6q33NuclEHRPbD+XKLKmWyp07Bhw+Dj4wPgzu/g2tvb0dzcLGk9e0uObW0LObd1e3s7nnzySTz99NN44okn7nlerm1urd5ybnNSDkUHWH8uUeVMttT7u+++M+5dl5aWorOzE/7+/s6ors3k2Na2kGtbCyGwfPlyTJw4ES+//HKPy8ixzW2pt1zbnJRF0UOI/blElTPZUu+PP/4YO3fuhIeHB7y8vJCfn+/0oaElS5agpKQEzc3N0Gg0eOONN9De3m6ssxzbGrBebzm2NQAcP34ce/fuxZQpUxAVFQUAePPNN1FbWwtAvm1uS73l2uakLLwSBxERKZKihxCJiMh9McCIiEiRGGBERKRIDDAiIlIkBhgRKZa1CzXf7aOPPsKkSZMQERGBpUuXOrh25Gg8C5GIFOvo0aPw8fFBamoqvvrqK4vL6vV6pKSk4C9/+QtGjBiBxsZGBAYGSlRTcgT2wIhIsXq6UPO3336LhIQEREdHY9asWbhw4QIA4L333sPKlSsxYsQIAGB4uQAGGBG5lIyMDLz77rsoLy/Htm3b8NxzzwEAqqqqUFVVhZkzZyI2NhbFxcVOrin1l6KvxEFE1N3NmzfxxRdf4KmnnjLOu337NgCgo6MDer0eJSUlqKurw6xZs/DVV19h+PDhzqou9RMDjIhcRmdnJ4YPH46Kiop7ntNoNIiNjcWgQYMwbtw4hIeHQ6/XIyYmxgk1JXvgECIRuYxhw4Zh3LhxOHDgAIA7FxY+e/YsACA5ORlHjhwBADQ3N6OqqgqhoaFOqyv1HwOMiBRryZIleOihh/D1119Do9EgLy8P+/btQ15eHqZOnYqIiAjj3c7j4+Ph7++PSZMmYe7cudi6dSuvgK9wPI2eiIgUiT0wIiJSJAYYEREpEgOMiIgUiQFGRESKxAAjIiJFYoAREZEiMcCIiEiRGGBERKRIDDAiIlIkBhgRESkSA4yIiBSJAUZERIrEACMiIkVigBERkSIxwIiISJEYYEREpEgMMCIiUiQGGBERKRIDjIiIFIkBRkREisQAIyIiRWKAERGRIjHAiIhIkRhgRESkSAwwIiJSJAYYEREpEgOMiIgUiQFGRESKxAAjIiJFYoAREZEiMcCIiEiRGGBERKRIDDAiIlIkBhgRESkSA4yIiBSJAUZERIrEACMiIkVigBERkSIxwIiISJEYYEREpEgMMCIiUiQGGBERKRIDjIiIFIkBRkREisQAIyIiRWKAERGRIjHAiIhIkRhgRESkSAwwIiJSJAYYEREpEgOMiIgUiQFGRESK9P8A2Q2D3lyNVWIAAAAASUVORK5CYII=\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fname = os.path.join(modelpth, 'secp_rch_00006.png')\n",
"Image(filename=fname) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plotting simulated model results\n",
"\n",
"Simulated model results can be plotted using the `.plot()` method.\n",
"\n",
"First we create an instance of the `HeadFile` class with the simulated head file (secp.hds) and extract the simulation times available in the binary head file using the `.get_times()` method. Here we plot last simulated heads in the binary heads file (`totim=times[-1]`). We are also masking cells having the `HDRY` (-9999.0) value and adding a color bar."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"data ['secp.hds']\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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FidLgyAl87f/77ThR/t2z//mB9XTXx7+QW5/44Qur3L3sgF7s5/+4AfTD6kGnclz9TtvDbrd8yY8YIDeh5YdTvEVCsB6laoy1KPhgL2cK/O1lCx7zrY/9Tu7683/2MN3Fw2sBYaaDizn0O4H/Kyo1Pg58G1bLvywiLwH+DPh6AFX9YxH5ZQy8G+A79lNqwFUOzugcHs8DdLQWb3uA225LwcHFH7l2/51GgHb27orE9zZ52wGyGQy2lGOfnKFOKE8VNGOhGUOisiTYgJf2B9J0F62nOSJK3Zh8zzcO8UJV51RFbsCMIqLkLpBngaBC0MOh061P/DD/6iPP5iVPef+h9u/bjW+5g7k0A2E5PfOk193ZqWQeTmufefegb/zpTm+74qHNbnlGlHp66yKKo3uOARtUkhavSOsxe3vRwwHDmZcA9603vIy77nnT5byNz4opQnWBnjOAqv4+sIz2+Mo99r8NuO2w579qwflpL19QZySbQ+ruuxzwru06R+9/AugUNNRgoOsa85qzyj4DVCcKyk2HH9k+iRoB7EfBvNYaQCcFpQpZYYX0tUMqR11nTKsCVcicgfMw67xogBe853uYNQW/c8v+I7Z+b/smXv0/rue1T3/n3Pr33/0Enn3TJ/Y+MESp4UKv4in/+E7qDUNKaaRtqFKd3fxjd/LRH7o07/nGN99hjVpqWIMYz78EoFfW2Yu++Id2g2v/awLlRZCuqug5H1CnywKEeghAP6IWEGahOHjHz7JdteDsGgM+TaOtXQ+nF98t3Q2IyfYc7qLz24XY23N2PVcbMCddtQSQJuALIRSRr3a9c0WASeXtl9HNHMFl+BALGQTNFV/mzGLQscjN7ZnWBaO8YVrnhODIskBZ5Tzx7bfx8W/4wblbuPGn74BRoNioeP89JY8+trXrNvcD5hvffAfSCMOHHPUxRePbku2I1Wfi7VM9afdc9rIv/ME7+fBt+4P2Tb/0WnSSW0A2AbO3uhEMoPtKm9ZkeT7vv/A9RrWkntUf3fkwUy5X2vqUxBK8bAE5ecjpsz8EndG/xqI5x62P+y6oKu66/y2Xdg+fRbMRgkcPCo9eiQ5hT39Z5Jr7nnN6CZeAcMv3LlIey95B3f25L51uWSLpgbI3lYYERdQ85pbOUCub8xZ4wHUXvvnH7kQ8NLUiM9e972raaXmooL5GcVnAB2kpla3tkQ2SCWLbpjn5ue5R/oXvuRN1UD4ExVZGs15w7iYD87/0m6+iCY6yzvnQ1/7o0vpNKghphGxqSOsq49lRo3H8aL7+NDnXvWfyha+6k+N3Bz7wdgPLZZLHZabBIq8u5UCJ3L66eH5nF2sfderaLADRF73ClDwa5sv6tO81ZckfveGRB9Iv+gs/GKmMHgj3LfQ85QTKVXU4QD7IQojL1dWbUS48IPjZsKsSnFMXOkni5rTM/UBgNOlvWwK+7X7s3iYL+8vCNvGQz5Ri27yORGUkIJGGXbWsqUsYPXDxgqsgRFdbFKQShmeFnXGOHzUEcW22PBEllBlSO0IwAF7/cxtcML2+YPCxhjOfnyMK9XHwI0Ubx3RWUNY5KDR1xuPf+jqyrZzhaeHUhzxnnpxRndROxldZufKJlTVJD4uJgXOnMVSjHwQ03n9qtLJSeea3vYF6XQgl/OFPzgPi03/9hxjlDTtVwR9+9T+x050rrHHyiSqxzzgiEC88LJ9oFZl7YG2DIfPPLhX7i77vTv749csB+olveMPSVLNH2V70tFeD6rxnvAi6c16zh7o5/AX6tIVzS7dpXV9k6a+cKcJMV7TGJdsz/s8e1xyXuR9h/L+L29UOi/eiP9rf9cL//vq54eGYx5zPlNG90+gV0wULo9fcBgIVyJijO/IpNOuAF1wZtwUDGj8EVzqaaYErzGW3fB/mRROgOJuxfg9c84dTALIyZ+txOX6tu0Y2E8IkoyZGpIMglVBMHMV5YfwA5DuBrMwMkIvYG6gFUQPifAKhgME5KE/26kdsv+FpKE/MUxqaQb3m2Pz4jHNPGpEt/G5v/tXXMNkRtvyYLPfc+Au3404XEBRXSkuVtJ6zAM4oo768Me3j6l7Dt8wWcWqJs/SEN76+VdQ86XV38qc/cHS96+d/1Y9DgP/0nlfZisQh9+mJpZ5z3L4olQvBQLf/fy9bti2C/rvOvPXSbuyzbCvP+TKZ9OmLuOwC4j0Auy+xA/b0ohfBeO5zD5xFNXLNtktzbGDXDT3Pvvc5Pw/lqV55gHojgkoGIYtd88RPZzA4I8zWXNdjF9BakMohjY1KHD8Ut4pQbQjNWs+pjdfOpg5XG1fsKiGfGtAOzykbn64JucR82JBNpbvHWP6ssu/1uoF0W08KroTq+MKDivXWjC0vcFZBPg286It/qJ2Drikz/E6Bmzq8M5B3paWp3F3XRg2FogfUaUnXUxicjwOT+j2lCO4tkAuEjD2DxNYYCM5fnsDmw2UpvectX/IjyLSO0rgFHnkxifxeHnUC28X/h7EjmDztQkxhBc6Xw9IPqqU0YDdAL/negnX/XMv45X285gQWzmvLY0vUO1enhmQzTxbVG6Ho3tliy7zKZn3+XOnz4IzRD8kT7Z+72IL6fIYfG1/tSkcYBOv2B6MdAFwdKK8ZEnKZO9422gAZrQRXG2c8Og2bn6xs1otMmNyQ4wsrQ1bSVlaXHApyD824A2yi9+48+JxuXEji4Wurh8ljB2QzJauUMCx4xrffyeQx0DwYyCtpgbDPGbd12+9JR887BWVbgO73ZgTyGfj+ZNE9oJZEa0QP/yk/cid+aINoAD7x3caP33zbnV1P5gjY8265nfe+uxsd/ILn3taOQpWyRsrKMsXNURo95UXigQ8a8bef7XfMpZz3CltQoTyCao0DXz0R+VkRuV9E/miP7SIiPyUiHxORPxCRv9jbdquIfCRu22/c+aFNgs55dNImK+p+zOm/8/P7Xcwyd97QXd/5CEAeUGVwtiQrPVkVKCahx5dCfSx5xnTd9HgO10AWlR+uiueMYEj0nl1liZVcaTSEqy1gmG+ZB7x2TwliKhEJ2gKqq3tLZVxxsQ3Ds3D84yXilem1BduPK6g3DPwl2PVHD8QylSmvr4G6hHi+KCNcv6frIbT1khpQB34AvoDxgxXjeybUJ4a42uic/Lwj3xGyKpY31mcqczaNnHzTW2L9pH3ynXnvOhQxGNsDYzSlh7WyiHa9qtRY7XrPfHevbSraK2QveN5rcQtZtCSCbX52ikxKoyH2Ulr0g4DAnBTuMMOvD1Jw9LddhXI6RahDtmu50nYYz/nngTcBv7jH9hdjQxFvBp4F/HPgWSKSAW8GXoiNK/9dEfk1Vf3QpRTYPLbk1qaV83Iq6HXrF7u/i+db8JSX88zafQ7zAJR+JFJ76hNj6jVHvebMQ0uecOSiWw6675X6Djwl9kpb3lY6bztJ1PwQpIpec+yqz64bsvGJLSQMW3DFAU3UY1cd6OY7MNgOiA9o4WhGQjMWfNFx5QRo1lKukM6Ldd4Cf9KYYEIl8s/Rg5befbnarumH4EeCiiBlzfA+T3HdCfzQkZUG3i0f36vjli7q1Z/zmGJEenWSMUdZoNFjz+efuTpb50dw3e97ZicdzsP2DTb0ftd7kRrlHo5dKXO1vRgv/LI4kZAqVB4pPbI17dalgva95kWPuW9J/rOXHUbv/Aiwq5ZzVtX3ichN++zyNcAvqmXt/4CInIgJP24CPqaqHwcQkXfEfS8DONP+GK0L3wPr9L70FBGLFIjd2Pz/Nt9G2q0HyP3t9qNVXNPJ5RBBvJLNGjQbzAUEtX+dBTojecfNmnGl5YkISBlzwJJVoI30eFZpz2GALYRBjmusXFlpoJW6+NnM9h1MlI1PmZuoTpheV+BHYhRMakBiw1Nsx3MkT7/pGhPJgBoyb+AqgV4g00AdsXvyIzjxsYp8Ulk91Z7hGU9WKpNHZy0n3j6b2OilRkHFytEqQELXiEiI4JzeibguDIxPTw1bfwj+6CGYPDpj4zOekAvr95rapm9Puv1O2OliAe4CBA0Ph4kPNoqv7/l6xc2qbicfICUw6tMZaf/+/8XWJnHU7Xt1EaB8lcnn+qYK5fKsdFfULkeJHgt8qvc95Sldtv5Zl3qxPjjP6ZehBb4WsBNYS0c49wOHc95x1Cj399klo+vRHfksUG04QiYt9+d2alytbUBrLu9HOl8PSPpcqWsU54XQAyoJppLwQwOcYhtm18zfbyigHgs4YfjAFD9YI+TOMudlqfuvZDUc+8QORn84ptcPqNadecw9jzd5nul78iDzUo0S8B1wjh9UptcIIQPNiUmgYOMeT1Yp01MZ+Qzy7ZowyMhO1+h40CpeBluKH6ZyKs1I5p6BhFhVqTfRr7Pe+9BvDNO2Zr3rMfhB1J4PYeNPrGznnpCzcU9gcD7MPecn/+idUHYUUL0GuP1ldw+HfdVf/ietJE6anvoiKTLmwDdVSDYf7FsM/IlY0nzn5gF6Udmxr+LlAGC+Cr3pq9ZzPoQte5K6z/rlJxF5KfDS/S70zG97AxK9sqXa5j6oLqLiMgqE9KJ3oLuMAunPO5gAIGRiE8MW4AdCfWpMcXpq59EI0IteXv/y2us2Bwi5RCkYXe2pgfLwbAworvXAKDVQztZvf96IY5+YkE0D+cAaIz+Qls6QAGGY4arA7NoB1Ub0mKOHnUYvQvS2KwsUFjtWd6MzntnJzJQa8R6qDaHYVgZbyuyUDdF0tbL9mIwTf1ozfrBhcK7GlQ14RccD/IZF6kIujB9smF6X4wury0SFuEaNCkkpXcWANhSRyoj3nlXWcCXKZy4G0avDwZbizsLoQ401Pl4ZnLeg7vCcJwy70EuxPd8oDbbtGpfy2/2Sv/8GPvizh9NMv+D5xi+LDx0QN2EekFPCIpHuoaXh131qI1nfc1btABrss+9HXfvdTFjqgfftKvaYkylCcwQ45kW7HLHovfKUXlD+UlX9GVV95n5zdv3ez73cPIk+xZB+kP3vunx96yHPLb1j4r6LgcQ5NUDP/NBAJhTC6S8YAcYPtoHEvZbe+VM3XtRmUElBxn5AUXPzUtt76d2TOgOtctMxe9SY0QNTBuc9+UzJSsXVimuUtfsqVISdRw+pjolRIQtes6tjnpAUkKutjrKZUm1YjmpXaxw4gzUOmVBvCFmpjB8MEdCU6bU22MXNajS310xzR7NuUfHxAxXVcaM1ssrOm8+UwXZAnYF8MVEG29rmyXY+NRwWUIQuONhXlSSTYHVXbwiTRwnnbyrYenxByITNu0vymYFevt3w7K+7g2d94xtYu1/ZuCcYNeRgdNpTTJRsCk//josLDH7wZ1/Os/7e4ebac1XAVR7xitTegLkdeRfsu1db5wOWiLzn8falcnvxzNID4BBQ7RZETPWxOMhkmS0Asy7K9q4SS7TG4nKl7XKA868B/1tUbXwZcC5O0/K7wM0i8oSYUu/vxn0vyZJiItEQhwXmPdUYEZRZAvgtYGt/P21HAI4ftC7yxj0N1/33LfCe4elqziPueOo9FmwfzTq1wmL5mtH8+eZ6CmIqkDCAasOhIozu2yGfKnkZAW8r4KqAHzrqdYcvpD1fFtUKxaRbRqc9IU8gqGS1Uq+bZ5uXdADd0GptJUC9Jna+UikmgdH9O7izE6T25vk5RzZrEG8TErjKGpCsMtpF1PjzwZZx59a7sGetmbQAnBJNuQbWI5CKh8GWlT9598OzwThrZ9s2/rxhdMa4Es2FwbkaaawyNTOwShx+6k3UGw5Xw8a9DeOHAs/8tjdc1HubVQfvA9aYSe1tCQHx3kDZ6zwo+wjWrucpL2qY91NZ9D3kYMdJnkOec6gIaA+YW2AHGBS86Ni3Hu5mj4gpQqNu13Kl7cDmQUTeDjwPm7Ll08CPAAWAqr4F+A3gr2ATFu5gOU1R1UZEXga8Cwtx/ayq/vGlFPbL/9brUW9AZtSF9njnLkgGPT4a2u7tHF2xwFN3nrN5rxbtl3mqRHsNghhXWkwMrOvjQ4Y7lc1eHM+jTlqeuU8btJrrnicMBkRZJZ2CoVfe8oR9SdRLoiMQ29cXUB53nH3qBsW2ee/5VHFVYHDOZrQYPjhj+3HH7IShU1S4WhmeD20dDc7bmHM/FGanHOufaRieNdE79uMAACAASURBVAAbbHkgI2Talicr7bNr5oFAqgaKHLdtUx3p5hjNHa4OqBMD/YFErz2QTwPlSXsl8x0lDKxXUuwozairj/R8xJtXvH6vqS/8sBvyfexTnu0bMobnlHpNWL/PM3rQcki4ytOsFzYgp/RRemI3L3Ggi6sN3LPKHlq95shnuit4eBh79tfdgdSB5/y1n+B9v24TLDz3Rbeb+iXlZGmix1zWlhsjYUOfY14GvKG3PjC/vf+/byHAdGa/mQSyrveyHcQbx2OWespBIc950YmX2D51zbsnewm9joYpHEla4zBqjW84YLsC37HHtt/AwPvymCqCWF7a6BF1/HJ8YRaDeSJ0qo7eufpAvaz3p6DE66VrJ5649d5pPfiQCfW16+RbFdnJgpBLR4dEc9GDTjxpGqXmYiAuFMbh6jGZ43ZhfgBG4mKTR548bz8yAC0mQrHdkJU+BpPsXA894xj5VNu6S0G3fGqNXNYozdBRnijalKjDc+blItJ6865S+y3HehudqamO2as0vr9kcsOIYtu8P8oaitz45vWBzV8Xn0XIhGISqNcd+VTxI8f4/ppmPaMZCflOoFlLczX2ejjQDQWP9ZZVxiUXE+X43Q1bn1dQbEev3sPa3VsQ58dzn7qP7AmPMZ67rJk+dsM49kIRJ+1zrdcFzR3DMx51NoHC2r0lz3nx63jfb/7AIV5Ys/e/8xU858WvQ3re5hwwezVpY+6gyXBN3eVeXkZT9AN+ocfjHAaY065103LPkuddA5X46KTg2OM8u4B5keOOemfJMm5Z+2bevfOv962jK2mqQnUEwVn0CEZXRXbni3v213XzxWmUk83NUrLYC1nome1KGbokH+2cnE7YpezoALHjq9M24rp86qmOF23wLOQyJ1Nbv89z9gkZ6/cFZidd5wEHKHaU9c807DwqpxmbCqLvLRYTZXaN5dxQRzs6ENdppZuxfT/+p4GNuye4aUlzah3xyvknjslKAwPteUquUbLSusgho/X402jDfBYsuLhQP65WG/YdjA92ZcCPXaQ4HMd//wH7sYuggwJ/Yowf5YgqrvRMHzXCjwyg0zOyIKvgaqMyUPOg0zNfVBS4WgmFMHqooTqWMTzXoAKza3KO3T215zSLWrjcaJ8wygjDDF90eWY1qm6qzYysMo7dRdxbvycKoRXEB5q1HC0cKlCvOz7wjt3zQi6z57/gx+P7Yp6yJE9XQUJAM3uJ8zM7ESh7wb65gR4JNMPyNJ97Dc2O27RpuoRHRY5kEZic2/s8CzTG4rp2/z6o9zd5/3AB9Af3i1Mdxk58wfX6Ff/y7+xa/+vPedMln/tS7Mqz3oc0idOQtOxE0qkt0BnLNCKthz13wsUXK12nd8zC9j7f7Ty91Iy04O5HmYFLE2mN6GEmrW5xvmHtQRuo4jzkW+aRpWvX6xmjM4GdLINBz8NVC7SVJ20QSBib9ygeqk049meBwVagPJ4xPOcZ3TuNckJhcsPQuOncAmmaSUtBZFWPnpg2+GFGveEYnK3xA0cYOIYPlsweNTIaIHG00YN3kXPGK/lOQygKcEKx7aMSwMcAE21gECAUzhqzHW15XxesVzE452nWTbPrPMjMJHdGFREDofO0Sr1hdFK+XbNzw9i86UllAa8sg9xRbw5tuHph9wWQbzc048ykfGvWsPiBkE/tOQ/PNZQnC0YPVvYcGqXYbihPDQi5MDrd8Jy/8jpmp3Kcjxz6LOBq5b2/NT8o1jUd2KYGvu3xOUf+wBb+mg3CsOg0zMtScOoCaO85MnAJ7SCCFIV5zu1+2nnOewCyXS4s33aAg6fBAo23jL6Jd89+ad99r4QdVc/5qgDnr/jrPxGlQx0gd7ztAu/cf2d6XueetsA9t6vDvDduXrP9qJyn7ZK2IwgDxv3GH31LV6AGzGoc9eSGAeP7ayY3FPioRR5MAs3QPNNiGsi3G0IGzdhRr9t0V1IRlRM2yo9zsUyqFNsWxMrvT3I3QVRREarHHDNFxVgYbAfjUyvzeIudEBMh2Y8u5I6s9OSTmurkABTyHW+eZi4t/zqXtyPWQbFd44cZ4k390P5gswy8bycUtUa2q+PE4ec7DfVmYXk6RgaSgt2z5hIDhCZRzMpAM3Jt+5pVwfTmCrPrR6x9ZkZ5aoAWGZChmVCeGlmDiRAywZUBV1uQFDFPPwzE7rO0hlZjIqpsFlqAFrVzFFvxHp1xROZtGxVjg5QCX/mc21ogBiCCswSNPa0eWIsBmJuU81SG3+PlTZ71MmA+7BRT6Rx5nINt4UewJ6e8eJ7+dfcD6swdSYBWoAlXPgC4aEcenJ/z4te1HmpKst4HaYBO79zrei1yzBdiyUNP76Z2HHMCZteELlgTej/mtL8HcYpD4iAKhcYGRLhajVvehI0/r5mdyjn2ZxX1MRtEoLnxnsVOQIIw2ILh+UC56RieSz9wu1RWaau3VrEgm5XBRpRVmznN0BqATn4XPedgSozUpc+3a8Iow49ziq2GZpThhw5XegvY7XjLnBcbx2JinnY7m3NhQJmf2UHObs8pArTIOo+3/1y8kk9MNSGNRm8cWBgV2D1b2y+rtW18Ew3jGjXlStH90DQT/MhGT4q3e82nPnLKOWSCL7p7crWVISsDxZanPJnjPIzum9FOiCqxzgcZWenxI8fwbEOxJeQzb+9Dor103kMG2oaqHfUXF82z7l3fzyNub07n+N2l25e82/biZNCY96zezwcEl9kyCmNu+yFkdLExu2Xtm8F73l2+7eBjPgumCH4Fzhdmz3vh7ZAUAAIqiiSvOaoUFlODag+v+7YUqPvr5hQd9uNrAV615ZpdBBHx5nklvhCxH6trFFykPhpp6QxIXXDLa5FVgfFDQr2ekZVKs5FZoC3ywaMHS9QJ+Sgjm3m0cGTDTgLnytAGysIg5tpoAmufqRjct0UYFugwo9hqUMlbXrneMO+22PYMTs+oTo26rnUuphqI9ZBPPeoEP8os3/OkgfXcgoyCyeGagJt56s3CyjXzyPmJ3XBQGA2sboamb060iDQRII8VZNOG8tpxDJjFEZfeBsE4bzpnFawOdnynZOk/owgeWeytS6O4B85S3XSdeaSVeaD5pKE+PqRZy5BgAdC8DMgsAJkFRqtAyG2iXoCQKTs3jBCF0QMl2bTBlTWaZfi1nGwWGDywQ3N8SBhmRg+NclwdTA2i3Si/FpgTuPUB2tt7RJLLpclWnewGR9iX4223L1risZ3AoOi8b6+74zD7nQd2A/LCfrq4fS5mYF50sivpTatyJBIdLdqRBmfXUxqoiOntIzCrdLRz+qGSPvdsFyjPdcv2uLDQXSv98FvvOQGvzo3isjwUcXsdcN7QPgw67zH9ODVzMdObxq47bUARhWKrMu9PrAtfbxakxD9t0Qsh3/FzNEp5ojC5232YjC03eqCYhtbbb0JGXirZtIkBN6LXaVIuzdycdytq3nk2bQiFI5s0NlfiWt4qVTQXBqdLqlNDa9SObyDntrv7jqqIZmQ/APOQI+c7NR2vqwLZ1KiNRB206ga1c2Q7BughswEx2nu++dTjRxnFuYr8zIR8Y4S//qRdO9Exlac+aWXMZoHJo3PyUmlwyCA+H4zaKCZG+fixBf6KbU+zllGeGpDNckb3TiB4XGX34TeHlrd65qNU0MeGNBgwL3jJSfrWUhtpavcEzNrjmvcD5vR5vyRGewXzFvc/jDhgryT7i6suIDvdlac5Vp7zBVuKaFv+XokBthjFl8SrYl3S+ILs1Tnr8mjo/Pc9TEXnZdEJnFtQjl5QegnFuu3SqElUa6MnqOxgCRHsg4FkqMWkXZqyvXUKChWJQbKAH+e4yjLISRNaLyoUgi+cDXXO7Yc5fqCi2ix69yARKCAMHSrORsXVURkQfKRnlGynMcWAs3MmFYFGiqClCgTTKkdaRHMh26pwk1maZ8UoDB+gKGCyAxvryE6JGxaEUWZe5yCHIMbDBgP4MLDGJN+uadYKA/oIrokfbvN+KDYkPDNlhx+6Fph1WFggcFi0wGzlSiMV7ZzD86GlOqy+IJ948qknDJzRTLGnFgaOYtuSJQH4dePk3bQmP1tTX7dhcjjBGt86gSAtxdQlwWdeu5zey5ZHDvOzlByUPS4d37clgL6nyuIwdgHUyZ7A3L/fI2RW7QfQOlfAjl5z0TOjEuyHKU38H/WhrglzWuMEcMuWdpu3z63GtLe4OiwsurCEeV1qHE5rAB0LHH9gEr0kK6e2fKcNQY4DDuKw6raMVWiDZWGYIY0N1EhKBokUSgIbF1UWIZdYfqXeyCm263aqppTFLN0vmXQeWrL0Y4myNRuVFlowljQyzZv3LD7gpnV7nKsDOsrxp9Zx05IsprAMjzoJdQ3ra5FrdCahq0xHqyJI5cm2KvzmEFeZRK3YqgiDrPXKXRPatzSfWs4JUW2fUVZFeket3jR3hEHePiPxIeY3SUAe2mBg4u2tMYr/BaoTBfV61lJaWRXiMPWM4ZnSqKTCGdXhPZq7ucBqC/YpBhE4GJjb9yfsnj5qP2DuA2EakNIbJDI3NLv/vNM5+0PD91sWy7MHH74vMB9RUy4+n7OIZCLy/4nIr8fvp0Tkt0Tko/H/yd6+r4q57T8iIi866NxHGpz/4/t/iN/6wA/H4az2Q5Mm/u+DdNMH4cjJLgHidt/o/abFpXwFvcU1YW5JAwUkNQq+97L1VR2JBgnanrsF/MqTTe1eXO1jFzgGwgRSwh51ErXL9qL3VRKofXfeRvxllYGMayLF0A/shEA2qU3JkH4zTsgSDxqCfYZueHDke7NZYyA4qdp7IQTcrEGahmxSkj+0jUrM1dyYp4oPuK2YvV7VRqIlr7GJ9TerDDhrT3NihCsbXGUea3ViSLZtumJpEvdvgQV1QhhmhNzhh6ZKAeORXekZfOq03eK0JIzy9r6sLLT/xSvZTh0bx1gtjVJsWV2oMxrDxeBqseVRgdFDFbPrRhRbVXuslA2aZRRnZ608zwa3NBT3nMWVtQ3BTvW7HzD3B5ssA7O9pHN7APKu7YuDWS40Mf4+AUoNYTkwz13v6AJ0CLJrOaR9N/Dh3vdXAr+tqjcDvx2/IyJPxVJYfBFwK/DTMef9nnakaY1kMq0hdYPzNERO2xFf5jbZD1gWieQenZE8IegrMQ75wsTd2oh99IJ2TSiq86MK2+MiqKOKm5ZoPgZRXPQCw8B0vVJFSdW0pjkxbq8tUSUgXsknFWEYB3NUgfxchV8v0FzagQxtfmV8HNBBCw7ZTo3m5p1LYyCZ+E7NcpNzgVEPucPVvvV+lQCSWz1krvXO8WqDPEYFMqtxn77f8jTk3QAHCcEClW7YerbZxBIjuZ3aGgCBMCpisFMJzlmvwhuX74cJAEGCtBSTq9VkZ+m5hlgHrrtvqRXZqmhOjPBjm0iWOJJzeNp4/iTjS16v89CsZxQTT72emx56wzxrddhgDjckDIr4fpiHHkYFeuoYrqw7WiO9E0s95ug1L7xLe7+PscHbayj1fuqKw4LyIX4bl+opX3m+OdEaF+6nisjjgL8K3AakfLJfg6W7APgF4L3AD8T171DVEviEiHwM+FLgv+x1/iPtOSd714dei1RNlxAmea+N9jzZ3d5v6+36EFUWncfdes6h93m/JQFZojT6L18PoLtRX/H68Thiw2C8sQGenTc2Fq1nReyKu87TIgXszBPXPCPbqaEJuGljfHSMwrdBNBHz2IB8UrWesHjFrxWRL3amQZ7audryZZktiw1YaphcDDim7rdqbAwCcn5CWB8ZMEP333vCsDDP3IHbniEzI5CtXr3dV6ROUMimNcP7J+Q7dVvvrra6LbZqU03EXoUf5VDF84WAq0y24WZN2yhKE/CblrLUVTalmDQ2c3q1WVBv5mRVagDrbgCQV4rzFWEg+JHDj0xhYz0cQQd5+1kSXw/W6MF8PS4D5r7t513OBRND+97NURZh4RqLnvLCaMF9l72KEb3kAz3lw97XFTZF8N7tWg5h/xT4fronDPComPiN+P/6uH6vvPd72lXhOUP0WGceRjHglWb5jEG1NpPQMtMezwd0aTp7+x+mpe8dn47VXrBGgnZJ4vvXi/skyiCdSzz2Y3EYddAPwjkieDMP/k2IQSrBqSJljYaMMCqMl060Rjt60UAqawLZpEKLjObYoC1/c3INVweyszumoOiXD6D2Rlv0lQEeC1w1Hpk1NthDLA8Fa2PcPffTpp70sUzez9d3UPzxNbKzE8LmGM0ysq2ZBROnNc36gGZ9QHG+tMEtClJBNmvIJ6GVpIVRQRg4/NCx8/TPY/zJc119N6H1gPsSNgkG5irC6N4J5fXrFgT0xh1nXqlODGy279QJypIqxp5hM3amKc8y3KQ0SgcLEGaT0Ov17EFPpP/pc9Ms32fR+s9hkdpYduwh1RWHsX0VGEeYUz7QFMKu/A6AJXv7vd73n1HVnwEQkb8G3K+qHxSR5x3iKssusG+lXTXgfNf/vB2AFz3t1UhKrp5FTZ1I1wdYlii8B6ZLPZZD9PL2AnKTfTlEgv1Pw4r7elYRA76UApLOq5IEao44tDgzkI1lyqZNpDzi9dIoM+/bcthIuIV775e9jslsUqKbOuCHGS5z5qnOKihrpMijLFDmzpeGgUvZ2EwmZQ2NR4+N2/NL04Dm5k0nYG6TwWcwGNAOpRYhbEbwCgEtMnQgZJFOIROKczMLtGVCPqm7BrC0+w/D3AbPRL7dxQEs0nh0mFudilhjk1Qdk4r6+jWGD84IxwcM79tm58ZNq0PJ2p9PfrbED0Ytp+0ateBlaY2v5kI+DfhRBOxZbVQUQO4IeY6bLgHbvnxtkXsWmc+lsWjLPN5227J3+gIokn3sUJK4g859hL3mZLqcY35wn9wazwa+WkT+CjACNkXkl4D7ROQxqvqZOF3f/XH/C8pvD1cJrdG3JF9r9aMR8DrKYoGC6CcrT3rTfgAwbt93STl1ly0aaY5WHaCdZ5743N42ibOC0MTyJKrGJ71v0wKw27EE+a5s5vhhScOho/Sto1FCe2xrgQhQHh0WBvTOAM9NKwNaQNeH6DCHWWVgE49ru+ZejWOumtjQ+O45hBAzmQFnzs03Ej7YtQdGk4g3bxtVsgfOtud2tUd2ypb2MTme4nYqo7R6UzWFQW73kW4xtwE4xVYNZYnUHnd+ijs/NXlg7tp6KbZrsm0LWMq0IpsFslkXeB3dt2NByZkFWrOZUSx+ozBKqeim0pKgVDcc7zz1HUtJKrPG7nMRtPqUQawXm+8vsMtpWKaW2EVTaEdpXAIw92mKxWX/A/enP+YoliV2FPhmiG2kd7uW/Y/RV6nq41T1JizQ9x5V/SYsZ/23xN2+BfgP8fOvAX9XRIYi8gRsQuz/tt81DuU5i8itwBuxvMxvVdXbF7a/AvjG3jm/ELhOVU+LyN3AFtYZbi45y1PdIOQxMCVI9Jy1T2vEYNhcGfsv0oXSGfu+owqZ0S6Ks8+qLSDKpERGg8jvxnUAsZusMRCX6AsL3CWuMrSqBpxCJmiRGZ/qPVLFpEJeiTlOzfMd5cYJ98otTUBOP4RcdxIY4LbNM53rVTSWfxkXaYw4Ok0q341Sc6Yv7/PNcmYLPXkM95kH2nLPJW0fDefrMIs9iSzDn7L80u7MtpVzYnmGs7Ju6Rt6w7FDpLVcbXK/UJj6JBTSecvEuszNS5cmIGVt9wGEYcHw0+eY3XTKBuaMIm3ilerUmGxmA1qkMR13KARm1lvLt224NmozxPihszqpPWHNlN5upyTE6bjmX5X+O7gAqotKiv62xXPE/bU/UGWZ7fFuX8gAkQs575xdBd5y3y7jJC63A78sIi8B/gz4egBV/WMR+WVsgusG+A5V3S/rz6GS7WfAm4EXYq7574rIr6lqO4u2qt4B3BH3/+vA96jq6d5pnq+qD17ADe5pd33sDm590vchg6Kb100VmdPuLhx0CCpjl5ezaHttF0E9NmQbaMePJy/aiXGzvf1JnrgqDAfd+cWGLmscYEMwykAHeZyySBHicc5BFjnn3HWzjUSw1WFhgb5kWxMD9HsfJAf0+lPdqLXFBDqBLq9v4qDTgBt1pl+GOIADOLY+P/y3D8zDgQFJTBWqQXCTKbo2hLIyqdmZre44tG24AANyEXSYaJJUj3QDbPJusA1NHPJc1zC0RkrEgnYytTn23GRmuuzKU5ydIcdHNrrw9JTqujXLmVEFmnHW5Z7OhdEDU8prRm0ZspkpOHRYIA+cwZVDyBxhc2y9g0g3pfwrVrfKXA7mZZTEoi1u2w/4whJPOp3mUkD5sLTIVQbKAKgc6Cnve7jqezFVBqr6EPCVe+x3G6bsOJQdxnP+UuBjqvpxABF5ByYL+dAe+38D8PbDFuBi7K4/fT23fsErER+xMA4y2NP6HuRhvea9XrLFY0RaT3jXy794rTS9kIv84rBYun8763IIUPXAOHnUkcowfXFUW6QBfF6NEkh0ROpF5BltlD9547MSXRtHSkXNc85zdDy0/TPjmQkByspyMYQAEj3UxpvHT+R66xoR1+UFzubzA8sDZxDnoGmQnanV3ZmtTtHhxCiNYQ5Z1skUo6edRklK0N6E0ya1a5Ms5Rn60GnkxHErR9PE+7NG0fTkgeyhbbJ4/mJ7Sj4c4E+u2fetyvJOB2sAXBMIeazzmDRKvJKdL6mOF4RxQTYcmvtVe9xDNXp8A2pvAev0bDUC87Lg3TIHYtn3ZdK5PhWy7BguEpgvlKe+AGA+KpRGa8sDglfUDgPOyyQgz1q2o4isYQLrl/VWK/DumED/X6Ro5yVbUAuiQTtrRF9zvJTv6x+7zPZ6Gfc7V/+ai5m9wsI16zqmaMxtdpC8G4XX9gJ66g/NHVL5qDqIAN2/buFMqNKYDA1Hm2AIQHKM1y4ydH3NAHEaB4g8eAZOnYh65cxoEycwK5Esga/EhkQNtNeG1mg8eNaGZjc+gngE1LMKAwNEXDxHVUO5jdvOO/40zw24fYCNNQtAZplRNuenpnwQowpkWuGPrxm9UwakjICXvNLSJJZhVJCfmeIfdYIMaGfzaGIPwCmIs+DioIDpjOrGa5Gg+FFOcbacG6GouXQDjeKQ+2ZzyNrdZ6mu32g573xiMYXmhpPkpydwftvq6PR59MSGNYJ1pIvSe7CXg/AwKR4ODcwXe/0L9JaPHDDDoUQBn207DDhfiATkrwPvX6A0nq2q94jI9cBvicj/VNX37bqIyEuBlx6iPLEEGitUW/nYUmpiL4nRfuv22rb0JYzXTxpgWfSUFAhzIE6eGZhCq2iQmSkhwPhhLTI0y8xzrWoYD0wnnLzqpNooKwPN6K2mAJiVzBlAe8vkphtjpCjg3HnUe+T0WbjulIGdD+hwgEx2Ou9eBFwWk+abhlnX19BHXYM8dA52dmBtrR1oIoNeT6Bp0LJExKEakPHIzjWd2v0fW7N7U0VzO05FrA5ETIlRg44HuMrkeiqRc5+UMUBpPLMOutc4OzftKKLtKbox7p6Lxh7DdIaujclmlj1OvGm+s5kpY8TbTC1hmFm2uc1hm2QprA8Z3L9tz6JpDMRVCc5kiVlMv8rpsxGgNzvKbbLT9k72zJexTCq3F/jNNf7L0eVQQb2LtYugMI4kMCuovzo95wuRgPxdFigNVb0n/r9fRN6J0SS7wDl61ElDeLin3udIl63fb92FUBrLupBz21MQqufZzs1WEX+IddNF9lXBY8mRfIDcqAjNTamgMRcFeQbTGpmUuDidkObO9MeD3GiCSHEQgaH1+BapjWQiaFUhxzbsuw+mcvB5pFCka0wa30m8yspaapehJ4/BPffD2XNIliEnj6NlhYwsEKaz0noHGpCTJzrAP7YBkx1kJ25PMkCXqjIGAQMtIEOUAxaWNMnSjYY2YGj1AH5zTHZ+CvdtI9fYUPIkaVTn0GNrpKxvYdNSpdo8izVS1oQYuG02CrLS40pPdd0a0iiDT5/BX3ss1n2DazzNdcdsKq9MKB7Ytvcmc1Zno6H1QkKAs+etHoqCcH4bd2Jz73dv8R27UADsHfuwAPMlcMpHEpijyRFMfHQYcP5d4OYo//hzDID/3uJOInIceC7wTb1164BT1a34+RbgNZej4BfkBR+K0tjjRV527BLeGbCuc9oveT7JQ0pBwMEg5u2N+S28g51pVDSo5RVuvHma6VpiQTg5fR7GI6RujEt1AuOROeaRSlDnkKaZz/0xl2o0h+tPwfYE3Zkim3E27qhDZvMYVJXRFilDGkBZolVt883lIFs7cPIEYWNsNMfOtAUmjVNTibg2QIYzzbLbqaDYRLYmRqdgZddBHhsj1wF1MP26RO42jRDVkfG8rbwuArn4YF70jTdYmUSsQVRFtkr05DFTbJQl7vysu070vCUEpAoMTjc2sKTI8Jtj3KymvuEExSejGiVSPM160fLPYTQgjG0IfX5uZo3YcGg0R54hLqpMjh972OiLvl3WASOXIch3lIHZ0g5eheCsqo2IvAx4Fyal+9koC/mHcftb4q5fB7xbVSe9wx8FvDN263Lgbap612UpeQpQ9buHB9IaS17YvV7UveiQva4Vvb12W3+Id+KQvUfq2sAvz7sAn4jdT9N03dN0X8OBcdUJ7KvKwHoQc0M0PnLLCkS9tI+e29K8H0Dpkc+7gfCpe5DpDNbHnSqjqoyXXjx2PEKGQ3RrG1lfMw61aZBP3gOnTqD3P4iGgIzH7X2pE+T4CdyZiQUZ1watd5pXSZMcZ+PIc1oBcYhDz1PibsCdnRjlMasgH+Gmdcuv68iGr6sIIoK79wGrtyT3q2qr3wBsT6KHa2BP0JZGagOrkS+X2uMmlg7V3XfGPPBrjuM3hu3sMRKUZr2geGCCywSZWCOsQ6NLGA6Nymm59syeZ7Mw+8iSZzWnYwZr7BYtvWv99+xyAPNlVF0caWBOtq+o7crYoXTOqvobwG8srHvLwvefB35+Yd3HgadfUgn3sLs+/iMnLgAAHmlJREFU9UZufdL37e8VH0RH7JccZtm6xah4f/3iyMSefKrVo6qioe4oDoieaNYCcDvxpvcGdFXdDe1dX+vK7H2ncmi60YKU0euNANQWqchiVjgLHkoIiHOE02dwG2vm9c5KyxVR1chg0CUtSqoL1R4wWzBQNjegrAwQVNGytHI1DZLnxrMeW29nvk7eqr/2GNnpCdQNemxsXnPZmCwtccZx8ElYt4ZGJqUFH7PMPGfVmO0tDf4JNkhmVlq9qlp9VJVpkU+fNeA9dWLXY27lfBtr4Bt0ZA2/OzdB14fIFLsPVfIHtqgfvUlKZ2uT1ZpSo5VQJgrLCYzH9nxTEDTL0LoG3wPcRdxdDCYD6sLy7emdO8gOs8/VKIW7VNOrl9Y4urbsRdoLkA96mfeLmh8kkVtyraX5c9NIuuQxZ5ntV4c2cAYYkPTmeEPVPGHv2+Q+ONd5uEnFMR4ZAKSlZ1I1NnpvPEJ2vG3P8+hp91QUgOQ5Otkx4O3Vm25Pum0nT1j5kjcfAVVD5K/HIzh53BQnCThrj8Zc1ThiTg3pclMkPj5y71J7CwCendi14tBvtz3Fbe1ElYkFBaVs2gZSReKAmsLKlefo+S0r0+YxU5b0n02iodbXWjme7JR2P5trFvyMXDWDHKrKUo5OSsLagOx8E5U1TTfDuEjXQ3ISG0zrDej5re75R8AVdmeP3DXIZFlvbuHdvKQscZcTmOO7fFTmCTzQjmCbdHWDc7LDAPJ+4Dt3zD7e9iG87z2Tmifzvv0BSZ6bl1cUaIie9Nq4lX9pHTle6DziprFzH9swzzZy1QDtvHCpe5sSFpXR+x4NDdxFYDhENkHPbXWgnzzk4SAqC/yc+kSOH0PPbVkZE9XiHAwGyLCJw5HV+OaNdTh7HhkOoCgQcnAB2er45TCO6o4ku0NNodLEnNBJBpf04X0Ov4ia67I2BUpPZihrY3Q2M8/dOcKZs8gTHmfUzawyqWATYwCpcRuPrLHzHtbX0BTo3J5YoHM4QAsbyKLrawbM60Pz7iclBG8KlCbA9k4HzmuZvZ9102rNZW1MOHseGbmOCpM93qM937vdmuYjAcyXcajdZ80U5CpVaxxduxBQ3gucl4HxBUTLdyU13+8aqh0w98BE04g759AydsEbozy0bgygg2+DbbK5YdRCFqmCOHt0/5qyUyJVbSBz6oQB93RmZRyPWlqFEGx9kRuX3dRtmSR57lmU06XZmsvSgC+Ndkz3m2WmAslzo0gStbM9MYAeDkzBoIoeP2Yj94ZZJxEEsq1pVETUdsy0tOc8HlnQEey6s9LAzgcIlW1PdXx+y8oymyHicOMxTCsD4Twz8MycAXyqgzJy7U6sh1E3aFBkUCBRoyyTHZMDjgdoAHdux+ptWMAsINudjI86NoJpNGAeZ1af7CDjEe7UCaOAetTXLk45efQHZJa7ZI75cgDz1QjKPZMjWPyrG5yTLdODLgLtYQF5r+Tl+9mFpGuM+2gIu3XZLcCKAW+kMNrurYvbx6P57nPyYEOwpEVnz6NladfIMsIDD1mXPkTOGKCu0XPnbZ8UiIwgrGVlnHP6Pu3NbAKmiaYxKsZ7A11Aq8q2p3IGNU2x97Az7XoFeYac34bNjW5uvUT3xPzZLY/uQ+fJ9z1n6AJ+KbiaeGaw77Hh0qpGtrZNiVJWcWj3enddETvHeITu7Fi1juOs5BvrsLWNXnvCdNPrQ2hClO/1ArpFYaAOMByYlFDEGuHU+9Fe/S+mCOWAd27hXTlS6Tv3Kfctw793dVAbK3B+GGwRmPfjgw8LyoujuJLtkZJz13X34Kh1P8oEYr4MB1VtFJiqUR/ed0O+Ac5vmze3NgYigIWoSIB2KLk7tmGgsbNjXtkwgldm3WmtGztPHIqdwE8GBbozJZw7jziHDId2/QSC/VGRsauuVWX7pUBgCv45h1AQzp03b9d7xI3Mg5yVFoATZ0G3pBiZlZ3aRZLHHzrqYjEAm+iYOAxdNo+hEwPZEEFdTmzCliVXYm2tq0uJ9VdV7flFXKfLdq7NuBdOHLPGJCW3UrWcJRuRq473gga73qw0EPa+89LT+xEW3rPAvHpjiTf7sMzPd1iveRGAk5d/lXvMQEx6dfRojasuZehS22van/66ZWkXk3cXA3iagmPJm0uytPRjSpzqsiVd4yBgbgFw0AGQqnlY6fpJ/5vnMIh0QLAy2efIYc4q66KngFwwkNGWfogUSZ6b95lyLNeNaX1PnbB7jsoMTQG+NMRcDejC1PJghHPn7bz/f3tnGyvbWdXx/3/PmTPn3Je+0GtpLVCquWgKUUFS3gwWCfS2MakfwFQBxVQqBBQSNSAfMDEh4YskGsByoUSMVIIBamPae0FDAr4ULzStUGqxUqOlDfXe3nvueZkzb3v5YT3P3s/ss2dmz5lzZp6Zs37JZGb2y8yzn9nz32uvZ631dDr62f7YSSSXHNXb9FoN0mrrNtstpBfWdL9eqv71w4ecj9pFg/iQuvPranl6C9mLYi3pF2q/jswHPTud7Hf0fSyuT1ivqxW83dI2r66ooGxt6fO2qyG90shS20XSXCjdQCE7XSTrW1o1z58X2QXHibv+0Prsfsd0YzOPqvFtbXe034vnSXEmk3D1oPN3FsLsl1UU5jc2dqRFRIefezR8zJr5tpyHWclFS3aIP7nPWvYhYaEgIPARV6lTMOoPI6J+5jK3hn9Zr6t7oct8xD9ZyiIQZHtbrd5WK7+t7nTUFUKq1Zy4ga96PfCvOsu32822S589D/RSJM+5zGUPqm+XtRrk4jqSSy/RhBXXpuww/OBkEddH4vyuyaWXaOzvdktF++I6kAqSI4eBWsEK9v1bd37rWi1f5iM2/O/ijzvt5ULB3I0gnU520ZNeqhepwEUja+suIqWnPumlGtApDOg2t90dirZJlpfy383fHXSC6n/Bb5xdhDsd/Q19vxTPNyAvFlUMyRx07k7KJMJcxN0tDCNq94bEIcZFFsNy9pRZy2WuhMA6KRVmP/gVWNJZ8fFh1sqAdX1WT7AtnSXrXRc8tAo2lvWWOElUHF24HL24htbtZlPDxLpdtdyCP1y6vgHZakK2tyHNJrC5Cbmwpvs0tzPLGNALD31CT6fjanFQfcQkZH2j/KLk7zK8JekGCMXfbQBIvI9VBFxpQDabSA4d0hC4Viv3Z/vBUP+7dbq56wFQEQ4tUIYXLSfGa+tAs+litw/nF1kgOybZ0j5DowFeelQ/Z7Opg62bW+or7gUzWPdccSc3oEc3NyH9pLeNxk4jwbuOOh29IKTi4tV7+QWtONDnz9W+u7oRijHE0h65z16yABZ0jJbzfItzq73TPzzMjQH0nZg74ki9MPd6SNttpJ2unnjBd1S9vawym4Q4N4m/xZWtZu5aqC8BKw3w6BHItvpcSWcJeyFcqqmINxoqcgnVMnW32N614AXCD9xlt+ykfp8Xau/iAPILQ3hcvV4+6Bdax0kC6WpUSXZM3a5z3UieMFOrIbnichX+RiPv8+2WukREcpdIq6UC6SMa/J1LGNftxbuWAEzUZVKrIbnyx9Qyf+6V+QXIRXOIS+fuO66EWco5eqlLEEnz+O/za3pBc9X62HXuEH9sWWKQi3xptfsuLF7od7jNwvPIk/mj8/USWs9AucBWEerdiHJZVuIERCnQEqc4z7dbI6To+/XLwudBkRglVoqPL5ZUwCQFUlfzwSdaoBAOV7Uso29HUrh9BVRomeQhbwmDUDrJfLqQRAfgDh9y1d/a6t/c3MoFEsjdCZtbmnACuLTmbh4v7aeR6nTdJLrqgxUfClesnpYGfeXvNPzFwM+P6OcLbLXycLQVVzlvaUl9zommoEu3q1ayH/ATQTYlVqMRJOwkeYadr1ES9mHifNDOisbhVSDtIbnkqMYUNwTpxia4uqKhgKurKjztdnanJJ0ueHi1MFAnmnhSr+dp4P5na7XyC54/h/wdjs/4DA2AQedn8XXAjvOqisAWz69JLeUKbot5hoBOthwZ8y3OjeWSWTzGEOYyP7NnkMUQ+AXHEuQSyz3/Ls0IlHZbRdeHXtG5FgCgXoc0m6Bzg6BezzLNePSI3q6776EfMPN1lQF1W3jruKYDcSKpLl9aBTY2kV7cyLaTTlcF0rfFtSc8lrJBLQY+4izSpFZTX3jNVdpbXs4HHAHtax8ZIaKhbz7io17XwTrfdsBFT/SAWhAB4d0czKNa5NkL4BWX63pfd7rdVpeHE9H0whqS1VXI0hKSRiM/P3zqNZANtPrXstVUUfYlUv0Fxfe5i8SoKsziUun7unJUZM8o9tp1sUDRGTuI1Oc83+K849YuLbdGBgnzIJiASeqs5oIFkgSW5KDQuip/piCrjz4ywe/eyWNgpdtVC3KrqRZpr4e02cziZ6XTAZxIJ6urWblPaXdyYT58KLfqvD99qQa0ekDDRYRcegnk/85lx+UTL3zkh0+I6Wtf0DdZ9AmgdwDOF06RLGklKyO6pqnU3uLm8jK4tJwN9tEZo5kl7SMZPD6sr6zPvd+8sQxecxXkqR+Bh1f17sKLdqsNtDtq0fs7jYR6sarV0Jet54/RGwH+jqrr6mzX84zMsJ1VhDkU4Ephcgex7sW0MHHeY4qDJ6MiMoL32XZDrN8dM5uUff8eIL0euLSE5MjhzHrl8rImM6xvuAtCkkVYeJGWdju/QJCZaPuBRQAIa2ag23VFjerOV6yDcthw5Ttd4ota0xrTzKUlSLuTpZcDAOtLKtCkuis6XW1Lnz+/ueMYAeQukGwgUGtLZ0Xoe65caih6vk5GDygpQeF8vU2XPFN3NTcSlwmovnMuL+txt9Unr+6NdnYByXzgrk35wfbfLSDVuw2fZCJlkRplMfdlroxhVN4u3XO/8NDvWkTE3Br7wyBhHmYtl1gyOyyX8DYuPPnDOhbj0ndhyD+XtZr6Z71weWvVWem+yhpXVzSpwsdbO39w6F4Qn47tjinLUHO36QzESsTFHifqVuBKQ0XHH19P/aqAs4yDTDxCLWjZCCvE7oJUgATZQCwALbC0vKwunSSBnF/TutONZWDTty/REDc3MCqdjop6t6tZfVtN9bW730na7Ty8kNQ+WF3J6m9Ir5dHrIS+di/0HubuFwCuNndJuc++Y9wpamMnlAwr8hWGEUZOrOF0Mbo1Kv2aJE+QfIzk4yQ/ULL+RpJrJB9yjw9V3XciQmEOb3/LrOUqgzJlDDrhq4YkjRpFT51/txB1It0u0o1NFdh6Xd0BfpCu5M6APsqiroNs/s8vYQJNu6PCHwwaslYDjx7RZ/eQns57l4m+S9OW5rZanltbLsljj87oYv84V0h6YU1rg/hYYZ/Q4QYb0enohWi7BR46BGluI93cQvrDp/PY43an73PZ0IHExG3v/dtautXVW/avl5fzhBcvwNmkCU7Ii+dfWeRF8P07GBLxU9o3w1hUy3YKzGW0BskagI8DeAN0yqozJO8VkeLs298QkV/e5b5jc+J5v9f/xwBGuzCA0j9LaRxyVXbjByxaPB5vAKe+xq+zjDsdMK1lFnW+feCzdAWHssJDQH5HIIV4X6AvuSYLmXO+ah5ehWwGbglJp1OMvHhX4u8KWi21op1POt3YRHL5ZRrl0e1mhZz8HIbiZm3xx50853JIs6nW8qFVdWH49HY/kOizDck8OkEEWVq1S2CRrWY+qJq1O82t6woWcaWB5FHn1cCZe/bJzbHAws85HhC8AcDjrnA+SH4ewK0AqgjsJPsOp+jO8KPj7nW2jWeABTORMO+GKid5lgIM90cTiK/1MGw3n7ZdEPHMAu4bVPNfpYWPJE3zATPv2pgVhcE/7yNGmiJd39Boi24+OMkl99pV1/M1PrwvXza3dIBzNZhU189IstLQyQI21V8treDitlTLw/bgZtB2MeZ9F0GgkigDBWEeZCkPYxYiucDC7IlRnKtcYq8B8L/B+yfdsiKvIvkwyftJvnjMfXdHWXhaWrhFLMu8AvoTRKYxIj5GLYId+/nn8BY3uwAFy0c9QsLBu6ymhzsdSiqmzQx3YUnXLqp/fNlVfPPZlZcc0df1JbWKV1ZUZH04n6/jAaibqNVGev4CZHNLXSA/Oqvvm9tI19YhzSbS9XWkG5tIz19AurkFubgO2djUDMRaLUu4KXVFDHFTjLSY90qYpyGmc+DfroyM79Yg+XySXyP5KMlHSL7XLX8Oya+S/E/3fHmwzx859+5jJG8a1awqlnOZuVY8ix4EcK2IbJC8BcA9AI5X3Fe/hLwDwB0V2qO4zLTBAyjlFvFQy2XQn2PYyT7sJN2rP0nRDVJ0MYz6nkFJBKla5dlndAu3xPv5J69y+134fmk2ASaaZegH68KLlfiaI8GEAz7BZFvrQkuzmX/WkO/K3ne7edhcSA35gGuFu66pCfNuKBtQHPV9u2hPrIOBwK6iNboAfl9EHiR5FMC3SX4VwNsB/KOIfMSNsX0AwPtJXg+dHPvFAH4cwD+QfJGIDPzmKpe/JwE8P3j/PABPhRuIyEUR2XCv7wNQJ3msyr7BZ5wUkZeLyMsrtAmnnrkznykDGJwai9xKlhILeqBl6S3dKifpoEcsDPNPFts6yB++X+0at/8kRXr2HNJzz2o0RqulCSItVx2u00V6QavnIRUdvGw2Jz+eQrvE1f4QV0skPMfKHv2fNWDwb1jfTNLeqv0c47k7DXZhOYvI0yLyoHu9DuBRqFfgVgCfdZt9FsCvuNe3Avi8iLRE5AkAj0PdvgOpIs5nABwneR3JZaj63xtuQPIquim2Sd7gPvdclX0n4dTZT+YF16tQdF/sxlI24oCa7SfbLY1s2dwKBgJTF264T7/joPDMUaI7LCKjyCK5DSKHmCxag+QLAbwUwDcBPFdEngZUwAFc6TYb28U70q0hIl2S7wFwGpoC8BkReYTkO936OwG8CcC7SHYBNAHcJiICoHTfSkdckVNnP4mbrniHi8vdeZKX3k6aKM8/kgKpmy3GCfKUhnTz7x+W4r8XLHhNi2gQ5BM99HOM5LeC9ydF5GS4AckjAL4I4H0icpGDJ+So7OL1VEpCca6K+wrL7gxefwzAx6ruu9ecPvcpnDj2OxBWuF00FodZC5cX6L1KTCrDBHoqDLCUzw5zs5KsQ4X5cyLyJbf4RySvFpGnSV4N4Bm3vLKL1zP/GYKObPaKFNl8eoCL4x2nQNGElA16RFkm0dh7ikJbFOsDXBsj5sFACJCMOSDo3Lh3AXhURD4arLoXwG8C+Ih7/rtg+d0kPwodEDwO4N+GfcfCiPPpc58CANx0+W/nKbZuAHCHQCfc8z/KsJPPBHuBGebeOMBiPE94n/OYvAbA2wB8h+RDbtkHoaL8BZK3A/gfAG8GAOcK/gI0x6ML4N3DIjWABRJnz+nzny4VaAB5vQRgTwR6Emsg3NeEes7Z7+JD5trYdzimFojIP6HcjwwArx+wz4cBfLjqdyycOAPlAp1Zz8MEuuKfYK9v0YqfZ2I9h8xR8aFpErU7wyMAI8q78iykOAMq0ABw02W375lAT+tEMzfIHBOeO7sV6gWxkudCmAEX5xyfC2phxdlz+sJdakUDmu4bCjSgIp3NeOHdH/0CHcNJNqgNb1x56779masct100hrAgIrsbYvjPjEOMtTUWXpyB3IoG1JL2jqJSkXYCPS8n11e2/7rv/aRiOe5xD7xomGgfWOblv+OhCJLyOOeZciDEOeT0hbv63t909O26fP0vp9+YfaCqtbvffyAb8DTmCbOcI2RRRHkcpm3Z+O8zkV585s1qBqB5emY5GwcZE2kjVsytYRgwkV5U5tJqhp8JxcTZMDJMpBeHeRVmz4DCRzPFxNmYOSbS8828CzNEohRnS2cyomHu/+QHkIX4zVzJ0OJj1lSynEmeAPBn0JrMnxaRjxTWvwXA+93bDQDvEpGH3br/BrAOnVypW3WmE+NgYlZ0/CyEIBeZR58zyRqAjwN4A7Qm6RmS94pIOIP2EwB+UUTOk7wZwEkArwjWv05Ezu5hu40Fx0Q6HhZSjEMEYDe+QOcqlvMNAB4XkR8AAMnPQ+fDysRZRP4l2P4BaCFpw5gYE+npsvBCXAIh4BRrvlelijiXzX31igHbAsDtAO4P3guAr5AUAJ8sTvNiGFX4SutuE+h94iAKch9zbDlXnvuK5Oug4vwLweLXiMhTJK8E8FWS/yEiXy/Z9w4Ad1Roj3FAMYHeGw68GO9AspmTYqKKOFea+4rkzwD4NICbReScXy4iT7nnZ0h+Geom2SHOzqI+6T4rPu+8EQUm0LvDBHkIc5y+fQbAcZLXAfghgNsA9P07SL4AwJcAvE1Evh8sPwwgEZF19/qNAP5krxpvHExMoAdjIrwLBGB3zEkEp8BIcRaRLsn3ADgNDaX7jJsP651u/Z0APgTgCgCfcFOD+5C55wL4slu2BOBuETm1L0diHCgOykChie00iNOtQZH4zHlzaxjjMu8ibSK8a749ae7EpY2r5NXXvHXH8lNP/OnEnz0Jlr5tLAQxujpMcOcEEaAb3ySCJs7GwhCLQJsozyERujVMnI2FYlYCbYI8x4gAvTkcEDSMeWNag4UmyIuCALuI1hhVc2hSTJyNhWWv5jE0EV5wBJAxLeeKNYcmwsTZOBDsVqhNmA8Au3NrjKw5NCkmzsaBwwTX6Ecg40drjFtzaGxMnA3DONgIBlnOx0h+K3h/MijcVrnm0G4xcTYM40AjIoN8zmeHJKFUqjk0CZYhaBjGPDNxFh/JUwCOlaw6KyInBuyzBOD7AF4PrTl0BsCvi8gjk7QlxCxnwzAONIMEeMQ+pTWH9rJdZjkbhjHPzLT+xX5is28bhmFEiImzYRhGhFQSZ5InSD5G8nGSHyhZT5J/7tb/O8mXVd3XMAzD2MlIcQ7SFG8GcD2AXyN5fWGzmwEcd487APzFGPsahmEYBapYzlmaooi0Afg0xZBbAfyVKA8AuIzk1RX3NQzDMApUEeeyNMVrKm5TZV/DMAyjQJU45yppioO2qZziSPIOqEsEAFoAvluhbbFxDMDZWTdiF1i7p4u1e++4dtYN2C+qiHOVNMVB2yxX2BcA4HLWTwIAyW/NY+yitXu6WLuny7y2e16p4tY4A+A4yetILgO4DcC9hW3uBfAbLmrjlQDWROTpivsahmEYBUZazoPSFEm+062/E8B9AG4B8DiALQC/NWzffTkSwzCMBaJSbQ0RuQ8qwOGyO4PXAuDdVfetwMnRm0SJtXu6WLuny7y2ey6JsraGYRjGQcfStw3DMCJkZuI8SUr4LKnQ7htJrpF8yD0+NIt2FiH5GZLPkCwNUYy4v0e1O9b+fj7Jr5F8lOQjJN9bsk10fV6x3VH2+cIhIlN/QAcH/wvAT0DD7R4GcH1hm1sA3A+NlX4lgG/Ooq27aPeNAP5+1m0taftrAbwMwHcHrI+uvyu2O9b+vhrAy9zro9DC7PNwjldpd5R9vmiPWVnOk6SEz5K5TUcXka8DeHbIJjH2d5V2R4mIPC0iD7rX6wAexc7s2Oj6vGK7jSkwK3GeJCV8llRt06tIPkzyfpIvnk7TJibG/q5K1P1N8oUAXgrgm4VVUff5kHYDkff5IjCraaomSQmfJVXa9CCAa0Vkg+QtAO6BVuuLnRj7uwpR9zfJIwC+COB9InKxuLpklyj6fES7o+7zRWFWlvMkKeGzZGSbROSiiGy41/cBqJMsmzwyNmLs75HE3N8k61CB+5yIfKlkkyj7fFS7Y+7zRWJW4jxJSvgsGdlukleRpHt9A7SPz029peMTY3+PJNb+dm26C8CjIvLRAZtF1+dV2h1rny8aM3FryAQp4bOkYrvfBOBdJLsAmgBuE5GZ36qS/BvoKPsxkk8C+GMAdSDe/gYqtTvK/gbwGgBvA/Adkg+5ZR8E8AIg6j6v0u5Y+3yhsAxBwzCMCLEMQcMwjAgxcTYMw4gQE2fDMIwIMXE2DMOIEBNnwzBmwqiiViXb/yrJ77mCTHfvd/tmjUVrGIYxE0i+FsAGtL7IS0ZsexzAFwD8koicJ3mliDwzjXbOCrOcDcOYCWVFrUj+JMlTJL9N8hskf9qtegeAj4vIebfvQgszYOJsGEZcnATwuyLy8wD+AMAn3PIXAXgRyX8m+QDJEzNr4ZSYVeEjwzCMPlyxpVcD+FuXHQ4ADfe8BC2udCO0Bsk3SL5ERC5Mu53TwsTZMIxYSABcEJGfK1n3JIAHRKQD4AmSj0HF+sw0GzhNzK1hGEYUuNKkT5B8M5BN4/WzbvU9AF7nlh+Dujl+MJOGTgkTZ8MwZoIravWvAH6K5JMkbwfwFgC3k3wYwCPIZxo6DeAcye8B+BqAPxSRha6EZ6F0hmEYEWKWs2EYRoSYOBuGYUSIibNhGEaEmDgbhmFEiImzYRhGhJg4G4ZhRIiJs2EYRoSYOBuGYUTI/wMEaIg2ZY88TwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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dbZuS16HEFQ/7FWdcZJFkAc5SLhxBS5AnVB0pB8t4lnXsR4cHzvtpDt36xlN7I6cQFmGg/U2fp6ofBdpkj8dOKH8lcOW89Z/R5Py1T/eW2pwEHd4HixqNrOQ2NM1t0/CVVieJJAPorSlLtxdIZhnuS8kXhKJfXdwUzp8aq2Ckximj9R66JKRJgapQ5AbNheGoR5pYNBVElFScmx+JI+g2rboNl9/3k7zlU4/iyQ/4+7nKx7jgDa+sPwfr5JnPP70uvdzvqoOVfHQqR7zlfEL1hV/whkrW6HRohyu+5pfdG2vdby0OqgrEa3HEXFgXnl0UnqCL+iRgEy2S3ZlM0Iow2prlfEpxxpLzw5520HFGg0BjggZP0lqRail11Ni6gZjYo/fB2g3Sh8vl4d3xCnc835WQLwu2hxvghDZ5bRtt9ByArvXIgCJNQJRilCBDQ5YlbJgehTUkxmJQ+qkbCeXiGnPxe57FIO/xwSumJ6T54LH78UsfPZ9XPvydtf1///n78KgLPzfxPMkbQwpPvg944UGy3Y4pw6Souz9X9qIXH+Qzv3Ji1vOFr31VZSD7yVg1WhG0lVPcE5yZuOLBLwDvqyyqznKm+gxUk3nBRa4oIMshz9st5rNg4m8SLMLA9mYXPM04Y8kZqv9lPMqFht4ck3TjvDExuvn7a3wWb0yE37oJk4s+RNwmgu0LRU9KCQT1ZYx7rRpcwWwYrEkp+t6/rxDn6jRMGQLWGoyxJEYZZD020h55YVAVksSS5QkX/fGv85kn1MPLL3ztq9BdOf1dI/7pphF7Fsdn3qcR831e8yrIhf4RIdujaOruJ1139xcs5dq9+E5qkvzxoBcc5BMvnU7a9/6tVyAjgQLESu06giNoyQWSWLByb9vSxZYTxr6qf/9fp1By2QGQWJKwWrc/YnIurLMaatbz5hMAqU8adMW5P8Xh237rxBq/DXARgjuPCndei+bAw556sKZTlCTdKDdG0s1yTfKNP0ywnuPjteAWBZMruQiaQDlKCsN8W30OPjIXvfggolCMAGOwhVTnFAKjlGI34CMWjXHRiavHF12AjOLc+oYJ6dFqWPbQZx7E9iE7Chzpg+lz5KuGrC/1+br/+8tYFYajlE9+76+13FiUbjUXzMhp5MnQuRmiLkS+WIyeS/ys/BSHCjzo+QfZ95+WD7zDkeWDn3uQj88gZggeNP7akeWsBkfYRlABk7nnVT5rW/+uHvLsg9WoJZKoH/rMgyDw7wfPPpI+8KDnV7ox1K2S8D7IF8FyHgy3dC1tZnKzyhX7nszhI2/ZUn3bBWXLE4KnFGckOdfQJNFIuoi16NLPmelzSG2EUxta+8+lu551Hhomc2Ntl5fAXzcM9eMLeoKJJxQlDXk+KtcSySHdEIZJQmEAMWXoOIXAyCVsMpmQDITlL7vVKzbOS+l9oeCO+yeYHGwKxYLCRkLRsxxfW0REyYYpF7zpFZi1hP5RYfcXlLXzhWwXFH5InAwFyZ3vdrbLjxAK97lYpGqvUdcmKCdAXWcFydDyTT92tZscbeGAe//WK5CehUFSeoH0bot+lvFMrgnXqj9SKaK21L7MSOKKrXz/+aHPOjiRoO/7qqv57LPPrBV1DjzweY6YbUTO1vdOAU05Y5TNXf8YGTdhBFlegSNbaPw2woVvd7LGCePhP3eQMRM5wpiUrBEpN/Tp2gnNCmgh4/i930yhmBz6q7aUMsphfegYvMUpNiIvX1cycilMQZxMYnyD1VmEZmiwBrRnvcYuSOFCzc1ISDaEpVvgnE9niHVufKv3SKp79gEykFBYcVKkAXLny90/KizeBv3jymC/UCz4DiaMDBTyJUjXXDsXjsJgf/15mVxYuA1G+7wVG4y2BLIVw97rNzhy0RJJgwfu/ZaXu/tY66FGud8rriYZCJaQ96Tx1Qjgrebmdxg6umlRt+X3lvgmtvTS93n11WUndL+rDvKfz9u51vWlF78UVHnv+8PknyfdkoBt9T5GIO+85SE3MJOQGzj0xddsqvxOQGc5n0xMIecx6zna1/SPrZ3TUv8kcq4CXDQiXXFJl6Q6rv4Y0Wtp0XsSKfpep/VkTCHVhKVCuiZkqYCtWEcKcZNwuZBuOOIUq9jEeYgUfjIyJuh0TUjXE2wPTOa2/jFYOKIs3l5QLBgXjJNRJz1v/Scj16ZsBTSNiA4nc4z2USdN/5/OlwSbCslISTeUKx78Ag5//KUAJIs55pYljJ8oLa/V5Aw/EjGF6yDK5kWTvCGoqLcKD/mlg5U3Tvi+iqhsgSPoSb8jL6uIPTkTm6cK4sn4iof9igscsbauI8dkHSPIGhOwKUKOid/M5z2006DQkfOJ4uE/Wy1DNRXKmEeGMv282rEWci73BfejiBBEHTmj6mSO3BGteJIKpGITyknFYLmJBTPwMkGwtqOmmBHomsH2FTUuD7UmbkLM5I4YTeGJeclgEymt8kBIwatEE0g2XLDMwhFl5SuOBW3fMNhnnEVv3TVLv2/vjRI8UvIld09xlKXJofCErVT7TAZFX1i71yLJwJIMLbqY8vCfPcj6+ZDdaumtUQ+Pb/uOfMdqMv/d+n4q9jeP9WaTuRFK/J3WdP8wuhF40C8f5BNXVuT7uWc4KeOilxx0FvSs39ppwiWPexl/fd3zy8+PffRLKj/loQ+zTtN2Yi4ljvDjaxCqJ9i5SHma18YZ6tFhVRjuQG+NmeHbIvJWEblZRFoT5YvDb/gk0v8qIl8fHTvgE0tf73ObnhA0aSHM8Kez9X3hz14L044m78Yy1en48dLTIj6nScwWgkN/ua/Qcmgs1rW7ZuV5wg6EZ4rKmhW/r9zUH/Mh4+mGXyggc4EvydBJEojzFhGrrg5PjmbktxzSDeitQ/84jpgVRnsTNvYb1zkIpfXcP1adJ4XrWNIN3/lknnxHsPKl6rxwX+WkoAHrLfmlW0YsfWmVfO8iJnOdRHrMuPcjf+9Z1O6o7RKu19z8M4g7Tk0oNe/y+8ONUIq+a0/cwUvuPEjGftfh+8nhgb9y6iMfp+Gxj34JyUY9mExyR7rJkQ1Y24DETCbmEP3XtKIjJ/+ZxGxb5JEYZ3BItyJkNhnbthvzWM5vA14H/O6E49+OixO/CHgk8JvAI0UkAV4PXIZL+vEhEXmXqn58q4392Ouexdf9dBR4QrvFC9Td66JJwWa5SZpzc2IwJuWm7iwKmkTRgGGyT6MmNC232OIL1rZGRN64D5O798GCDCQp1kUjpmueyD3Zp0Of25qKMN0qMUpvzZGspkLRd+5/YVQXOiWbeHL0n0O9oa1Bahjsj561RtfzbcsXIFn0Us0wo3dTQf9ufcB1CLYX3W941kTP1d+zJpRyRGkh+wnP8GwCwsil9rUaJ8fkS3DXf87ZOC9BjTDcW3UmMULnSPy72SaYzEKhXP6Nv+Z2qIJP5ynH16p9sd9okyinEPNUzCLkswBnrOasqn8jIhdOKfJ44HdVVYEP+qVbzgcuBK73SfcRkbf7slsmZ9cg99LqVRGhzZd5UkDdJIKvHPbrQ+4aQft6bUpJumU9LZtYqpBx/Gec9VgEq66hjyc63vZ42S0VIPHh4bmQDF3gQeon4CR35dOBsnhb7rRKEUa7DUXPaeWlPu0JKR1S075NFlnzSWXl2wXKTid0NsnQkWH/qCPDfZ8ekq6OQATJchZvz0mGCcN9hnxRah1SadGGkYuXIAqqkUppGcejm0hPtgn01qBYCA/LP1Ng8VZYOz9l4ahFRZFCxiYqH/DCg6XVHGSh043HfcuLue4DbkEHyb3lWz5nZw3Lund/UXVBJ2lSWc1hfzPSz0eouorEF2vpnWZJFGcJMYO7lWF7Vrptxclo0aQk0m37H3miF6uTZGwqtxWu9rtkL9PqHa9r3HqmRsq1a7YQc0hNWrYjEEt0HfHDbskd6ZWWWuRqh/Hn5X5Y7rVsF/jiPUAEkoF1k2/eo6HUkHPnUbJ0S+aH/sJod0K+IGiw9qlIKFjZlXSjpINq8pLctXPpVsvGuQZNKz09GcLuG3KSobJxXko6gHQ9w/ZTzG3H0OUlf99KOlDv4SKYQil6Uj7neM5ADWUEZm0EEtocB8T4c4oFSHyHUvSBntu3/5MFZmRZu3tKf1VZOFa3KB/8vIMwdFp+5UnjAln+7dWnb2JQcussZVWXmCiWKUJejCamacx+n6pFrIFEqv1tRBwIvHlsEin7ax24x9M4dOPrNnm324sz1nKeA2326KTB4ER6FJGnAE+ZdqGHPdX9cYLEAEwl3Dp5NgpK/fhk67m+b8yCdo1H/c5Y5w4kW1rKIUqwhcSDJGH9kysta3VEEYb/sddBaIftCdmKYeFIQTKy4EO7bVrJEFIodsGQbFiyFUOxGEkZWm9XyK4HzoIGWLg9Z3BuikmrTmi0y9A/rvSPWzbOTUDceav3SNl3/YilWzL6R0eYDZewXZeXsLudOWsKV6dNexQ9dy2Te92+8CMRopFB0NTVSxSekBVQW91r6Ozi77J/XDFHYPFWZyKbzHUMUii9NYvtVWckQ8oJVPccnBwyZxqTVnzjj1/Nh982n8/0pY+5kmSQO2s5kHC5EgkVSRd+uBCTcZZXckULMccTf+Knm7TNcyOZMBU1g5jH3p8hUIR8B2jMTZyMfM6TkkhvKrm0qr5JVb9xSnJrPvb6Z41NyNUm8ubZonPrk3qNMtH+sevVrOe65VXVo2UdpqCaWGy0JYSAo25yK14tPN7SDUpXs3iyEEATpzvnS4Z0w3lFJANHQCFAprfm9JNsd0KxaLw+7i1VW02wuc1Z2k6rVpKBJduVOJ/uTF0Z30nY1Mkj6UBZvrnAFNBfVTbukrr728jQ1P/MUkO+0geB3rGM0d7UWdten05GLrMfUKVhHVVtSzIlGWq1unqY+CzqWwk/QZitCGt3F47et8/xe/exPWHp1px03a2fl24UfOvjX8F/+75XsnyTZdcNBf1V9/wWj1jSdXfNr3vK1iYGP/y2X+SbnzjfaiHJsECGBRSKZC4ZUViAVXIfXh0CTeJQ66A5x1LGNOlBIss4JDqyjvAlSRCZgxrCOXEbzkC5I8gazW27cTLI+V3Aj3qvjW8Gjvq1sz4EXCQi9/H5Tp/oy54QNkXEbcTbRtaTCLp5zA/Hncuc35pkH1vDVqsJv5hUAwEH0o6sc2kpB5Q5PEyoL74ezpIMFmC6bkkyxYwcmaUD6z1I1E0AJqGNzrPDjCAZqCP0DaV/XD1ZqiP7TMl2CWakpEMlGXmSzhVTaHnv2YohGbl6emuWhZvWkNuPOZJRRY0h2ciRXLF9gwlkO3B1ikKxKPTWrLOirb9OmIiMOg9H0sriHa6zSDegf1TprWqp/y/eYUsru3/UyS2Ld1j/O3KkbPJKywVvKRvvpuilg96asnKzO3dekm0iGc1HWmYjQ/IcyXNH0EVkKcdr+FkFW9QJOX5tC9+O/ZCNKc/VcE6SIL0JpNQk3aaFHGST9Y257nMnQRFyNWPbdmNm9yAif4hbTfY8EbkBeCHQA1DVa4C/BL4DuB5YxyWcRlVzEXkacBhIgLeq6n+cSGO/8SeurhHlRFli7CYmvI8xqy6tZIumOBMI1Gm8ioTk/GHkGS4bjJuWyb1QhwlRbnEZBYwPVvF1NmUWNc56Hu5LHRGolhYpPlgmXc8ZnpNW2rK6yqWAdKP6s6UbFpMbigVh49yEXTfmLByxaCL0jxawN8Emwep2JOnaXn8wMsphoY8c33AN37sL7RlMbp1GnilZzwV7mIG69u13P8lkqC5S0b+vGTLirX51hL54u5IvCcWClJOfe/6rYPUeCQtHLNmyYeWmnMVbBu6cYUG+d8FZiYU6D5DyO1BHzpnvMDxBq4F00NRM5sO3Pv4VSFZ/Npc87mWuw8xDx2mRYeF8lgtb13xLd7hAuLbdQp1AmNXxSt7QaPkpCUQ9LyYRs99/+cqPgirXrv/e/HVuIxR2pKwxj7fGD804rsBTJxz7Sxx5nxQ0rdgaYU49MX4/5Uc4YUg2pjvb+ue4fc1JK4N6Q6YSksOIMfaGKOue5L4VLPRwP7G17Z9JsJ6DZWkKrXUE6+cvONIzlB4SomBGWt2T4GSPxFmPi0cstu/aLt5KNiN13OGf1+JtXqJQWLx5wNo9l+it+r3g59oAACAASURBVBSUwxH0e+jCEsWuBaelikDiLPjeakG2KyFdsxRLCUs3ZeS7EoqekAwttmdAnRdK+R353in28AiWdDpQ9n4259iFfecyqM4CXv78UTDGTQx/4UbMgy5AE9cx5MupuzeDqztos17XTgYW7bkgnXS14DFXXMX7D8/vtv93f/4cHnPFVVx82VW8793uPMk9IRd+BJZbSN2K75IFv8nI+o3DsaEi2iBJtCU4isvVfkuKZln5LCVJnCWN06BFjPN7ttpSX0PGCG9bpJTLF5/k3iSGa9cmeeJuP1SF0Q4kZ9EdqBGJjNPtN/3o1ZHuqzULdparU22EMq+BMME6rnlrNE8JE4AJ5VJW5Ra8NqBc9ipOremkAS0JXhudSPAmCftjN79wfqm3KiwcK+gdz0lWM7J9C5jMMtzfq6z8yIsk6OPlffgOxqbO6yPdsC68O+oQwckLNli+mWJGlmLRIBayXQl7PvLlaujd71Ocs0yx6LXoYc7G3ZcoFgy9dVu2yXUwhmRkS+tY28KCG7tCW5INS5JZNs7rsftza478Bs6NL6wuXaz00dRgU+c6o8ESB2zfTTqGyUeA3qqPJ/dSle0ZNHHfb7aS8IE/rqconYSQC0MUJIs8MCyItaU2n9y+VkkZ2iC9JmGG/MuTrGQYDzDJctTn1ZA0LYl5zHCZRMqNY23E3OwUpN/j8LHf5hTgI9PmqebBvgfeVR/9Wz84tv8vvu11J1z3iWD7Ve85UU6yeVIuJ+uYw3KOj29l1r15ndA5xEUEBMErBU5vji8Wk6F4q0+FsBBs7KbnfKF1vK1KuELtHIDeupKMvCvdwJJuFOUfxC4Y8mXjAlisH7aHZOxeigidHuImFvt3ZBSLCbYvLNwyYHD+kg+A8Z1EImgi5WdUvcuc88borRYVcSQGjKCRF4CmiZ/otGUbjFWKBUP/aE6+7C3mAijUueqFS8WPVauORgolySz5ckLRF0xYVTpxxJzv9Y7PRkpillzRnvsetGeiABf3HSeDgqJvSNddKjyxihkVFEsptics3pbxmAMvZ3hO4vKCDK0btYwsf/3eKtwafDBJmNC2ttKTwenxNx/DnrsbXUhdrgxtmfRrvt8sMQMkiftuYskkEPQ0Qm4c1wlWdI2Y/fV1lHHF7h/n8PG3jde5zdiplvOOJ+dH/MjVpW7aJmvMk/vA82C0YzZD13JzQF1CabmmH2gjiEsJmvj2heWBmjqzgCW6JypiDtePfaebrn61+1fnSpauq/Nf9WUwQr67X7dGPYkhYIZ+dt5r0iZ3F+8dHTE6dwEKJV0tsEtpmbyovH5ePXuxSno8o1hIMLl1ocbhDypSeRg0Rh1Sus45vTnb3XOThd5KF4sLrvDyQ3m9QtG08omWsPSXdSufp6sFSxaK3UtOLjCQ7V3w13Nk7cLt1ZE0lLKFmqrDrAJzlGIxIdnIyw4sGRT0jjsdXlQxWUK2IvTW3XOUwvK4R73E/279l+rzLAf3uJicRZzObNaGlYwR/e7G3kN91ZKGpTpv8iK11skak1zgWkbWOk3bbiHm8F5Ho7nadLqhQG7NzHKnGzuenMucFWXazYakMQc5u4Lx+5YfXJM8teV9TC7NH22YBBRHFBTRyYqbJBy7aDWJVhsRQDkp2NquaOTQHE2YQsv9KlAsuzDlZOTI0YSOwLvYiVpsapzVuZpRLKcUS6kj20XndpccLZxv8Fruh/NO7ugdz7ALidduLWAwI0t6+xocPe4uZJwFrL3UDeOjCTbwxL6a+YmxFIwnX3+NcB/x92EKr+PHz8Zrt+UiprnrgDQ1aCqYUbjxarRgAyEnUoaJlyOZ3FnhRd/JNOl67jtb98VpIuTLKWZUkC8mLNye0T8mmGHhvlOrpWwRk3DVVm9FF1U5jKks5aAvN39nbWRtdTIZNzXnWnSgq1+Lwk0KzsBUUm67Vu1cd+yynpvCenf2hzOvd7qgCEVHzpvDtzzhVciI0rJrSgDl+znQGkTQlNimGNStwSi187T0xCh1Y0tJFipaJ3YRagOpyAoutd3y3EZbNbIYQ/lCndU6VJL1DDUGEUgHBblvr8kd2ZhcSQYFybEh2XlLTutWRVODySzqpY90PUeNI6F0rXDkvdLDFAVqBLvgwoXT1Yx8bx8smEEOx1artqYJJAm66H5q4snHDAokV7K9fcxGxuiuy971ULw3h7iFbXOFIKVEJKuplNp93dPGOukhtySrQ4rdi7XrOis4xfZ9oE7PXSNo1lARe+HLqIFsl2t/bzVHMovJcszQtTEdFPRuWaXYu0yxkECWUyylmKwore0QVBLCsCu9WSurNRCzLSr/4xhNGSGQ8mbyXwSr3Rg3Qeo7iTHinVVP2aaW/Y2OQptl1HJZ6jTed+d/NP26pwGq7IhER03saHKuAjkaxFUO+TZRV5N4jdTOH5Mx2uoIx5uTHb4+JZI3rHg5xf3RgytdVU/d26BJzoHwaRJzWb4i5eZEneQWwWL7KVhnAYbJLEkpvQPsUq8KA7aKGeXO0kyS0qJX4wIjzIY7lmxkSFZQrPTLzGiaGnq3b5DtXwIRdO9uJFjO/uHLIMcu9Mr2qbfU0vUcsRYzLEgGuQtSUZy2ngcS88Q8LNyzMVJKG2WHnVk0Ma6tAxf4YpfC9bTUi4vFyjrPdrv71NR/d+ERSjWisV4+CeTtrGVLujZybctd2Gexd9nr/TlmFPkfq5Z+3jUrui2lp5FKC24GeMSYNYk/y80u9m2et85aXdM6g1kkXz/+OPMDiBEQ45Yfs7oNVnVnOW8KX/czBzFfKSpPAm8lwhRpYRoa7Nz0UmmVoSfmF2gpGxbSNJG8ATViHfPNjvfH1/GcXLneSb3ziC3mmNTz+p/deX8o5M7DALwemger3Ft0uHPVGEfiuR92WzA+K30Z5QdoLyknt9QYktUBsjqgzIjb8xNO/T6srsPe3cjaOmYxxS72MMMMu9Bz5BbqSYyfJFSSNSev4CcdJbOYofdmCOSmjmAxjpgxnhiHLoTZkbcpLWZFSk8X9ceTgZN6kOq7NiPrRg+JOMvZ71fjJ1y9ph8mNyWzpLeukd9lt8/WJ9he4qL5oPqNTiPm0v+4qIi5aTXHdZUfJ0zIBczwR94U5snV3ELMY1ZzAxJ54myX9OEcY7biKXBqsfO6C49/ueZZTm/O1PuE+oix4BcaItPm2TRY4Toe4Vdu9XPwVilewy3DuEN9zS2c02hbHFYsuZZD6PC+tpXX9/cZ6vHHKeJycburP76Uf3S8thkdD/sjNzwpr2NL9zyxFtt3wzwprL+O9dFrFrM+KrVjkxXoQg+7fxdmfYQ55iLE9O7nwWgEu3c5ojGJI/th7joBAzLKSY5vUOxZwmQF+UpKujpyXhOR9htghoWfzPR5qwvf0YRRUIh4E/EEp2U7y3srHPmKn6B094uXEdyOfDGh6EV/De/xka0kLNzmgjc0NYz2L7hOLHUrK8jIE6qpE3hJzHHodRnRF74LW5F27B7XtK4D4onApofFlLDqVre3WdgiMW+pDI6UT6f1rCeQz1lEEhH5FxH5C/95v4i8W0Q+41/Pico+3+e2/5SIXDGr7h1LzgB/+/89p0bEJTGHffNuNWLeKnlXx5rHy31R3SUxBEL1HUwg3RD6XOtsYkKuEXRU1mvLLseFLS1hKWzVSXhNU1SRUVGf6FJ3bXcPtiLfoEVal8chWc9c2bWhvwd/bJghwxyzNiS5+ZjThkWcVLHQg8Iiqz6EVxXW1/1768OSLWYwcvWNcvJzljGDDDNy+uxo/yLJqsu2JIX3dRa3aSLYvpvgs73EkZ8qZlC4848PXAcw8tazfwZASbyhXSaz5bN311LSgSdXcS5xoUNzwTDC4i1DBnddonds6J+XYo6sOa1+bYT6Dk2N097TL96KhCRGYUXsmGhjYo4s7KloEnWpY08g5IiUJ/ojz9pmYQLpzrKam3WcblKOYa2MbXPiF4BPRJ+fB7xHVS8C3uM/IyIPxqWweAhwAHiDz3k/ETuanAHef/h542SbTybPsU1nEPccVvSkfB1j1nRURyBTE13L+Lab3HqCtd6StrU2VYQbvc+rc2vRZSH0tyTYiJC8NVzmqQgJdApbnZ9bp4kG165CkZEjXxnlaJIgWVHpxMaUJESaVARo3SQeCz33h77hK65Mr+fIIElKqcEu9/3EFCRrI9QYzPqIZD3DDItKK7bq04H6duZVSLcm4qxvpbqn245i1of1PMf+1bm7uQ5ArJaL2IbjwS/cLTdGeR2s873uHS/IdvcwuZLv6jPc36dYMG71ahEX3WdceUSwSz3sXfa6OmYRM1U7JpJ0k5TbiHMCIddIOb7+ZsgztLVtay26ybq3EU7WMGPbLIjIvYD/Drw52v144Hf8+98Bvifa/3ZVHarq53DpLh4xrf4dqznHKIfqpZY6+5zm6hruRKmIi5bjeD0y3jnpO7KNY5Pa5H+7ZZrToBGXbfL31KggDrgIx2pBMLE8EV1fIutJCkWxTkpITWlpqjiPiDFXLlXn8hc05ki7LutWBWOQwTBy+1IvNVg4vobu34OsrTnSCkP7UYbdu1z6LRu/gocupkhRIFmBXVkgXfNhxX3nV5weG7qJzURcmb67j3Qjc77Nvg3FYkqSZdXz2cjQpZ6LDlzsl/dnFx3xO13ZhYenaxn5Ss8F1eRuotaMCvJl72Fild6xIRvnLxPyeiQDS7EncRPB/dSRuYjTmo0bTZisiCI5pxBzrEOHz/FrjEmkN0lPbtaxFULeJLZCzNvptaEIRbElO/XVwHOA3dG+u/nEb6jql0Xkrn7/PYEPRuVC3vuJOCPI+b3vewGP/bYrK910Ckr/2WbRMHsel224YY2Rt1D5K7dh2jEYJ+MWUm31f/ZlEWnkJg5/WurtjOsr6mQg6hLqy8i6ayeCXUgrskgNGqxnAKNlh4JRlx0Nqk7Gp5UkzyF3iXq05zRXTQ2yvARf/Irr5JIkmuyyxNnfsIo9ZwVzxxq6Z9lNMh4bQC9BNkbku/rkKz3Soy6vBbh7LnMdhyCSpR7aTygWE4ZfewH9rxxH/B/NBaD4H0Q0SgKcyxvQOzYk390nGRYuIMU4T41i0U1OqvE5pP2EaJCc8mVDum6x5+zxyfAFY3PMMIONIXbXYvv32iZlhEnA8JwmnQOM+TO3ucLNS+pbIN5Z2Cwx7wRXOhRsux/teSLy4ejzm1T1TQAi8p3Azar6ERG5eI6rtF1g6sM6I8gZIFtJ6R+NIoxqpBq9bSNMqbNwK4E3yHuMuDeJOJqtlVRrnUDlSeDOLdl8vOLyD912zXbrq0w2ZC1qEqfl+sATyQqXPW6UQS+t1xsn3xGBUYYu9V1ocWHRPbvcoaxAhjks9iDLIDEuH7DPjYEILLrJM01dBjS7d8XVm+doL0Eldfo2oGlC78jAlTVgBlmloxc+EGYhwRrjJRUlGVpCJkAgipT0xGeAzDLa22fhlnXswiLpsSHDuyw7cltwiwWgkIxybN9UmfdyJ/UkQ+uXJBNHzKmUFn1wp1FjXAczyttJEipituPfVYkWkiuJuXlevdDUOk6EkE9IqoiuuyMIuQFt15hvnZJb41HAd4vIdwCLwB4R+X3gJhE531vN5wM3+/Kbym8PZ4DmHPA3f/XccS1ZK2uoffIOggdFubVp0JaWfVvfTPAuyd0MfOlZ4D0IquTpke4bbdVE4pTydnxrnSwK5FQUVQ5f3ISVjHIIPrghj2/pUaDuNbiEFdbLGZmPZCt88nfXVk29y93tR+pfXGhXL3W6du4nFVUxN91RlpGsQNY3XHsMaC8pJw0lK5BoxQ5NktITIgSiSGGdnjzKnEW/PnQTk8G7w7/2j468xq6Yo+skQ7d6jKjLh9E7PqJYdL7MopD4BEX57oXSxS6eq7CLvbJjl6KoJk3zCRbwpBWyw/cUkbaqrW1lHeG7bVrN0/TkKfrwNKjVctsyouvuRC1aFWxhxrbp5+jzVfVeqnohbqLvvar6JFzO+h/zxX4M+HP//l3AE0VkQUTug1sQ+5+mXWMuy1lEDgCvweVlfrOqXtU4/kvAD0d1Pgi4i6reLiKfB47jRID8RLI8vfuDv8pl3/Si6YWiZ1qXKIIlVS+uLXKH+7NvsZHB0Cz/cIzrjrZxgvHGfyxxBJ130nXiOkxj35jO6OWItSHsWgRNXN7gMlF7RBC01JHl49f3frhiLdxxFPbvQ2+8xR+zsJC6BDsAC/06WRiX1U2MKSfNzG1HXX1r645Mh7nTq32kYPDYsH0fROIlh5DisyZ5hXvqubIUCpkjTpYcmfZuX2d0z31IoWW0YAhSMVnhfJULH0ZuxBGzCOm6072xkBQW2zcu0tOn/ASQYY4uNEchE4i5bG+dOGvyRdvE37xBJDMI+ZST5Q63mANOosJzFfAOEXky8F/AEwBU9T9E5B24Ba5z4KnaurJuhXmS7SfA64HLcKb5h0TkXaparqKtqq8EXunLfxfwTFW9ParmElW9dRM3OBHv/tALufwbXhg3sF4gut162s2YHKLTx4i5Hjk4N2rDyajuBiFLkwRFyjbXs61tohHxV9xGzKowzMAWyLE1R/jLS+0WXHleII6GlmkSyEYRoRjYs7uWPU3SiJi9Ra6Rzi3H1mDXEoxGztXs9iPOGvdBMESeEuF90LXDPWHciKeMsgz3EdqRZbDQcySPrzNzx2SUY5f7mJElWR1gVxZc0qZhTrGYoolbEMD6/M8AmgjJmgvLDr8PM3I5qAHktjtgadHdd79XSUlNEo49N8pn3eJNEX8Hze81IvKxCcDaOZMZ54RJuVl3vKxVy3V3MjGjMtNSnnq66vuA9/n3twGPnVDuSuDKeeudx3J+BHC9qn4WQETejnML+fiE8j8EnFJnxWs/8iIu//pfdR/arOPwcdKxRn81kcTnROvk3CSrOS4TW+2tniQn+AeqWdfiPgcSywu39VL3Gv+h0rQiyODVkeWOeGxeWrHkkUVd2MqtLHGyR0nQwZf4K7e5gI3cSxgijph7vfq1F3pVRKKlvF6QFCBohIrEE5gAiUFvugU595xIbvD6VugkC4tZHbqFZ1VJbjqKnLOC9qtc07bnOgrjXQ7jjjNER8qooNjTcxLM8jLYwj2DPIeFBcpla4KsFHeEbRN4E63flv2zfhsnm5g3GZYdY0cTc8CJrOB7ijAPOd8T+GL0+QbgkW0FRWQZ52D9tGi3Atf6BPpvDLOdJwr3h2k+0GDStJwwL4lPKDPXHye2jsOxBlnXYGYMS9t+77M6+LjdIcNbItXacCPvqra+4Sw9ax2ZqpMHHOF60g3WkFVHtLv85NkttyE9F3BCYtyxxQX09juQfh/NczchmLgkQLp+HDmeomqRHHdOmrpr7d7liLefoGmKOb7urGRjnBRxfA09Z7f32ZZKy02CpIGTLVLjPEdWFpG9e1zbC+uuYarJSRPkHGsp9q+gItjFhPToANtPMKOilEuCdGIK60LJU2HhhiPk5+7C9g1iLb01N/Fn9+/CHB/AcOg6u2IDFhcqYg5oW+162iTe2EhoCkm2jXbiqk6DG10TZwQxQ/t/bZsxDzlvxgXku4C/b0gaj1LVG72/37tF5JOq+jdjFxF5CvCUOdoDwOGPvZgrvvb/HSdRiGSCSb1hu8RRLzLhFpujuUlWczk5M9lDY6YrXnxOuJe2lAvhmBkvH/JIAM5KFoGNgSOJ9Q0nbwQE74qwhp0WleWn6tKArizD+XeBW+5AV9eQlWVn+VpF+v0qdDnPHVGF0cHKMiKCbmwgaR92rzhrXBX1vscY0KV+tZxUIujuldL6LY2brECslOXK+1Z1ASjWt399w3Uo0YSwZH75rMW+C7JZcBKEJp6YvawlmUX7ht7tA++L7b/O5QXSO9bQvpdpVvrV97DUd3+WtIC1dVi3rgMM38loVF8fMMY0d7myzIT9c4ywNhutdzJwxhCzghZnpuW8GReQJ9KQNFT1Rv96s4j8KU4mGSNnb1EHH8K5fkmH//UlXPE1v9xO0HhSnJVYfysTf5MmYiYRcpvrU8vk3/S2Nh5J9Acv77OIOyStBaS4dkWdRl6A9/VF1VnUsetbQBFZfnkBrCODBM7ZC1/6CvaOI8ixBDl3PzocIkuLiBjsYMNZ66pOYvCkJLt3OdLcGDjrOU2qe7dUhAve4g1tt84nvPRM8X5z4tzZXORi6oj2+Gp57XIyU6SUVNDKldD5JYPkuTvfGJ/u05Ks5+iC8xoxxzZcx+HrlMJS7FspOwyXb6QhDQWreW3DjRrEYNfXkSWfxlTqlsHYJGD5e2p8jxqknflIdF5iboZOh7SeW8EZQ8wesgMTH81Dzh8CLvLuH1/CEfD/aBYSkb3AY4AnRftWAKOqx/37y4FfPxkNDzj8b1c6gp6EeQh6Hkwaikb/j9pkXzPiq23isa3etjJt+4oGoZe+2zMmlIxx1u9w5Bdf9Zafjx4sCQxTtdsYdGOADocY4/2Tj6850t21hNxyB6ytuaCTLMcWRelpQZKge1ac/2/iV/ro9+HYcUdgeO+GfjLmsVKulxgnpvdBMNqLOpbIT1xTg9z9rq4DUK0vxxS8RvLCuQQmxlnzQcvOChBL6t33NBGvs1t0sVeFhRvjJjh9RCE+LF29J4hZG1Zuc4Oh65RwATmytFi5yplJFnL8Hc7SeqPfG7AVt7VJ+SwCwW6WpM80YnaS3hlIzqqai8jTgMM4V7q3ereQn/HHr/FF/x/gWlVdi06/G/CnPgouBf5AVQ+dzBsAT9APfcHJrtahxfshYEyusA0yrhH1JoekgaRi6ypYtvHx0mpuEHEbscdW8+5d6LFjSJZVE3IhUi3eF5qztIgs9LHHjmN2rbjjWY5+7gbkvP3Yr9yMWsUsLVYWpDHIvr1w+zFkaRG7sohd7qNJQjIaOet55L0dkmWX+xqvozW8E2RQacVuEtO7rnm3PDfZ6bdAzDb4bNtKW4+9JbwPt2S+rbmXcUxwzwMSXy6QZC91k5VJUvqhay9xFjiUvu3uWrgOKKx0nRgXsUlIDTqFPONJw5bfyCyreR5injfJUEy204harXKdfcdcde44bNV19hTijFl9ex5c8eAWgt6qh0zLb79VO56UE6EZpjvJLWoSAknEn2GcrKedL43zA1l5ktJjxxwJ7fMJevwab7q+gSz0K2+LQPYhlWW/XxG4t06L24+A+vXo/GSf7Fpxn/fsRvs9txqKiFulRRVzx6qTU5YWXRALlL7CsaWsxiDDkZMIxFTeHOUzqVzWZJjD0WPjx8Ddj4gj9zStfw8jn5ej36s/v9yPAvLcnROW3Vpw78OiAWZ9WJI61lbPKnQGQRry+zTPqS2sGn/HsZwxjZgnWM2ziPlkZH6LSXqbSfmEV8heuPdX6T2e84yx/Z9/+rO71bdPFg5//KUceJBb8bjULbcwt9HqvdH8I4R9bdbzrIQ2zfdjDQhkExOs1ifpwPX2MqH3qSVl8u3IvPU5ctKAiHFD69CBBBkhSdAsc0sZ2coKtsdXkTRF19Yx+89x9QE69CtFi3HEMBxilpaQc/aVZCZ5AZlLEiSFuwe7e9mFP9cCYmzl9ZL51J/ZKHLbszDMkCx6NqGdsYxRPq8wsvD6dK/nnln53fiLBYs8JlEvyzD0aQOk+l6d14jXwQMBB0+SkpCjH1/0LDXPq+tEz7c5WpiqLU+RM6bhZKXkPOOki1nYeTbq2UXOAIc+8TIOPOj5mwviaGJMyphCrtNIObyvWdRz/IliayqWKMpTNbKaA5M1SDoQlDaIIpBCL3Ua7GBQDdsDQSYGhhGBAOQ5ZnkZHY2cV8ZoVJNYZGGh/CxJguzehd5xBFlcdDp236UJNccHZUCKLvbL86t2e4058yQblm6Kic6vVF22V8QTri3P0Sx3Oq8RdJS5hExlB1BUPt8mInjvPeJcAH2YuuSl7u6en792kEBK69hWbQj1xJZxbO0mpur8Yiu5WZYWK7n2/ZaForftv/udtKDqjoOCnKHeGmccDn3iZRx44PPqOydNCk770TePT9SYN0HKk6zyGkFF1lR8vI2oS05ukH7QWkMwSBhai/NscF4LkUVdBoxEw/DCll4GtYVEVZ31F7VfwmKh4KSLjUFVj598lIU+DIau49y3FyRzLmlQTfaVVqivP9c6gfn6y+CUgKQqo8FFL8+jUUZRyRohX4gx1cgmSBFQWd/GVpGLoU1GgMSHhYfvNDyzvP78mt+1upWuAdfBxWWaHbdOyJlRq882Po7/tjpSng9iZ5c53TgryRng0CevqhP0NEt6kh7c9r7NYmmScnht0w4ntSOe6GuSEdSt6Vrbw/HoXoqi/seP6wlklefowPsEF0mtA9BRRNaAjqJsgM36JsGTja5vOEIqLGbXigtQSVM4egzZs9tpxHE7Q7vjiTsRxtbUC4QZtOFmp9jo4DTLKod91crVLdamQ6cFdYva2kpfR7yFbipSDs89DjgpLf3oGqplGlVtdVjX+vcf9oX6oVW+6Kzlk4COnE8vDn3yKg7c/7mzC26VkONjTfJtWss1PXECQTe9MeL3s6zpkJq0abU164GqrqLSr7UoKr/bxK3wYcPQOxB18HZombhq1UV7qZM4rFIcPYZdX3fXXFqCYQEbA2TXirunpGHFTstPHJ5HTNDRM5Y0rTqUYKmmaUW8PoNerX5fLvgaizX1Cdcg95SfIys/fsaBzMOka3iu0WLBqlXHE56bxN8r1J9nw9vndEz43ZkgnayxPTj06ZdPJug2a3YeQo6Pt5EytFvLU6LAREx1fBJJh3oDGn/o8pqxJZ9ElmFctrDI0qKTHxKDFI6gMdHkmSr0e+jGAFlYQAdDH7btyd/7AIMjF/Vkr4VbAURHI+xo5CYKiwItCtL951QkD1XwyzRf9GbnMul4/Hzifb5NqCJ9bwGPsoqkk8T5Yw+H5XNTYx1Bx51AeC6Bo4OVPM1n3apzQA31hmfXzEI3bdKvLNOR8qlChTiCjAAAE1BJREFUJ2tsEw59+uUcuOg57Qfn0ZED2uSPNlKeUu+k0Nyg7ZZlzZQ/fEBzqB+TcrOdjX2q1k2Y9XtOerAWs+RCudVWUXU6GDpiDm523kNDfE5nV37cytWQ6EcMyd497rbW1x1hr6+jVklWlj0x+lSbTTfB5r0Yxgm6jRgji1etrdpqjNOjw/FB7nTwoqg09PL7CgQt7ZKSjQg2Pt7SOZSdXjwyCFZz26ig1o661RzdWPn2rPOcON3Qjpy3FYc+84o6Qc9LytMIuVZuE6TcZgEZqYbUsRUdHR+7dhNhyByuYQSKQHr182pLSIXPRJadiEtiNBo5i7JBiq3LItlxgjSLC76IxSwvk99+B8muFUfQRVHpwCKVDuvbHZ6FBv/puA3RwgElPMFqlleJlZptzHOX0jP4Y4PT2KPzS/3ZQuuClXF2OZgowWj8WyoqUgbqxDypM45HWi2ac0fKJw8dOW8zDn3mFQAcuN+zq52zSHmmHt3yx5xEzNOGpdEftEbSzXZOQOs1poQJS1hdOJIwAgmqz+SmsbtcuK+YSOJ2N2Ugr9k6ErIl+afn7UdHWWmluzoaUk0Umq4Us2WP+FwvXWieO/e+oQ+5Dp2Pta5DsFq3xMMowEsz4utzmfR8ZrtoknRSgEht9BJbyv5YzQOj5bsar2/8u+tI+SSjs5x3Dg7956s4cJ9frP/wZ03wNd9vhpTjepv1QDRRF2nOzfNnYVpypUa9Zd1haK7OxUuKBMVP7k1aaUMtTkSl+tx0PPD+vpq5ek1h3RqCaer07cUFF7gSrPRpE5/NKMhJJB17XVCNBPCTgyJSeYpkOdpLEZIqICQ8gzT6SwRvjnC7cYAKjsglaUwuhtFLQ8Jwj8qO/87KZ1p/djGC1dxpyqcGAltf+egU4k5JzgCHPnc1AAcu8GGb85DyJA+CaRN+84RtNwl1kqQxKxfDZhDII3GBGjLCudaFBEghVDpYxU1rGdq10Gi/BJ/gxFvhReEkhUbejlmQ2GIN3hFtiIM4RNDhyHluhGNhsrLXK0cl5SSntXVirtWnlbyhla9ybT+N77ypLYe2h+MwU0sGuHb4B+332uHkobOcdyYOfeHVHPiqXzgxUobNW8uTMM3ynVRuWl3SQqrlZ+vc3fyyUpqtVtcNmnRJRKYiJQpPvBGmWHw6HCJpj2KwjhmlFFmOiXI/I1JFy8XufvFKKm2TgZOehf8siwsuT0iS1N0LvedIWX/kUli6wkWTfKrWWVZl7owWoo6vPUnGCPfiHk77vdAR8ragI+ediUNffA0AB+75dLdjC6Tsds9pLU8K4mh6BUyd/JvgetWcNJtWhw9ZLifEghtd0HgNQOIm2CLtQoygVh1Be+KrkVSLT64OB67ZkWudqA+7NpXW6+o3Uai108yFeqDMWLiztXVf7TQpPUu0KGp1lnJEkDOsrVvnEwN+ognXJimXNxxJGNHncH7z+cTPCDrpYlugO1PW2GrOtrMSh7702uqP3xZAUpuh15q1PBcxN4MrmgjH59ni9rS1MUgTYZtQjxZFFQgRE1S4BZ+sXoxb6kq8T3AgaB2NvIeHrbZwbpvF38wBUmrfWgZ1BJ/oUq/N8so1r7D1NKAhmZAnZlXrs8gVUXh1RMgibtKzzUe5LUNcaGb8HfvnW3q2RJ81BORM+K00n09HzDsDYse37cZc5CwiB0TkUyJyvYg8r+X4xSJyVEQ+6rdfnffcnYZDN76OQ195wzjxzUPKbXk1YDYpbwYxGXgimGvzhNckFPB5HkIYtJEyrwaBdPFE4kmyRsiTmtkkZjElMYtxIdA197Dmc1SXG0NDLmQfbafqXzOfx8InbRJvjZPlbmEAT+5N2SF0QC7znkuoVFrV8WbEkXxTvilsrXOc9lxrv4lwn5OeT4dtxU4k55myhogkwOuBy3BLVn1IRN6lqs3Vt/9WVb9zi+fuOBy66TcBOHDXn3E7JkX3zQr6mEbKm53EC6dNC22e5/zmkDzPqzqLwns4ZPEFN9G2zbUnlA+E7T9EHibufiX2Pfa+ysGaFpL6d6Ja3ZO6tQ01yypvjSCfhNzNNUlDai6MtXp9h9UaPBLQOj8wWcbosP2QHTohOI/l/AjgelX9rKqOgLcDj5+z/hM5d0fg0M3XtFvKMC5hzGstN8vOgdgKnlpHsNY2sYXERLWsbDPbo7X3zSH6XOdOGuI3LemQw8Ja5/URcihHMkht8tI/ryBrlOk525IKBc185HJGh+W4dDh0+7x1HSzmkpgnPc/6jc5HzC3lOpxe7ETLeR5yvifwxejzDX5fE98iIh8Tkb8SkYds8twdjUO3vpFDt76x2jE2XJ3TWt4EKTdliYl1TCMHV9H0DSr5wifLn0Wy5STfJgh5SmVjdY+RtNpSUoGG5d+cAI3zLtfI33U+muWeeDMXSr66ht0YQJ5jB0M0c692MMQGoh6NSsu7JvfM82xbntu0+++wDdDNk7OIfJWI/LWIfEJE/kNEfsHv3y8i7xaRz/jXc6Jznu/l3U+JyBWzmjUPObf5LzV/Zf8MXKCqDwNeC/zZJs51BUWeIiIfFpEPz9GmbcHh235rurUMk70o5iDlVjKeeq05yHj2RSvLd5IHwqnGBAuzZpGrLZPuS5RwqTrBWdZjXhTe8tZRVt5j+RqR7NikZrRfvUdLqblvokOaOqroQrF3DKQY32YgB35RVR8EfDPwVBF5MPA84D2qehHwHv8Zf+yJwEOAA8AbvOw7EfO40t0AfFX0+V7AjXEBVT0Wvf9LEXmDiJw3z7nReW8C3uRvZMeKcofveHP5/op9T3ZvplnKMzB1oc5JskW9gil1b/IxzkHmJ0svLV3x5ry+lktyFehGUbrxSRSWXcoNtcnGbGKdoR2z4dOOxhGW8Z930lJh7Recv2yH04MtaM6q+mXgy/79cRH5BE4VeDxwsS/2O8D7gOf6/W9X1SHwORG5Hif7fmDSNeYh5w8BF4nIfYAv4dj/f8QFROTuwE2qqiLyCJxFfhtwZNa5ZzIOH3kLAFfs+Ynxg9tIzKeClE8FapOBEz7XCDyaMFSrCN6KLTO+NTxAZlx3q+2N2zjrWh12PoQT05hF5ELg64B/BO7miRtV/bKI3NUXuyfwwei0mRLvTHJW1VxEngYcxmUZeKuq/oeI/Iw/fg3w/cDPikgObABPVLesd+u5893ymYPDx367fH/Fnp84NcQ8JzZFPDuEVJptbk42QjsZqnWWdC23x8nqsGagtV1bRCdpbDMUpGj9fZzXkFnf5Ef4JURkF/AnwDNU9ZhMTtA1t8QbMFeEoKr+JfCXjX3XRO9fB7xu3nPPZgSivmL3j08ssyVinsNqnpuAdggpbwbTSHqe804VTiZJd9g+TLCcb1XVb5x4jkgPR8z/W1X/j999k4ic763m84Gb/f65Jd6ALnz7FOHw8beV72OinkrMk3AyCeYEiHkn+OfuhDa0odmuech6p97LnQ4KZpNz4eJM5LcAn1DVg9GhdwE/BlzlX/882v8HInIQuAdwEfBP067RkfNpQEzUl6/86OSCcydH2qLVfDotZu+ad0Zi1nOa477mJd7r7DvmKtfh1GGLmvOjgB8B/k1EPur3vQBHyu8QkScD/wU8AcBLwe8APo7z9Hiqqk7tEjpyPs24du13y/dTifpkYydKGc08xtt5/a2cd6Z2Ph3GIJuNbFX9O9p1ZIDHTjjnSuDKea/RkfM2IibqgMuXf6S+40wc+pYJgqaQWJMYpxHlySTBk9lJneDooLOadwgUZHZQ7GlHR847DNeu/17r/ssXn7T1Srfbaj7R6897/iSiPJX3v0UruiPmHQTdvOV8OtCR8xmCawe/37r/8oVT6zY+j5vX48wPVB+2syPYKdfu5I4zDjshl0YTHTmf4WhbNeOy3g9tqa6t+ts2rcDHyfdvqZ6zBpM6CU/andW8syCqmHY/521FR85nIbY7aft1+s7y/Z2eqGNst7zUYSI6y7nDnQ4dUdcRP48OOwQKdJZzhzszAjF1JN1hp6GTNTp0oCPpDjsL0nlrdOhQR0fSHXYKJiQ+2lZ05Nxh29GRdIdthWpHzh06TENH0h22BZNThm4r5vKWF5EDft2r60XkeS3Hf1hE/tVv/yAiD4uOfV5E/k1EPrqTl6DqsHNwnb6z82rocHoxa7HebcBMcvbrXL0e+HbgwcAP+fWwYnwOeIyqfi3wYvxyUxEuUdWHT8uN2qFDE2cbQZ9t93PWQEFyO7ZtN+aRNR4BXK+qnwUQkbfj1sP6eCjw/7d3f6FyVVccx78/a1RogwWDf5CaakksUWpNS7EKISlUkrz4YkuKpCDBENGiDxVLH/S1Ly20UBsu1odCLf0XJUj+WEFoaJsQI0mrCQnRPBgUQtP4Jyhtb1w+nHPT6dyZO/veuXP2njO/DxwyOX+SlUVY2dmz9zoR8deO+/dTNZI2G5qnOmzURKCF9FkfsZRpjeuBtzp+PujdV1uA3R0/D+BFSYckbZ1/iGYeddoIFTpyTinOye++krSOqjg/3nH6rohYTTUt8pCkNX2e3SrpFc9LWz8u0DYaAR9/PPvILKU4J737StKXgKeBeyLi7Mz5iHi7/vEM8BzVNMksETEVEV/1vLTNZVwL9LjGPRFmtm93H5mlFOeDwApJN0q6DNhE9T6siyTdAOwANkfEiY7zn5a0dOYzcDfw2mIFb5PJqzlsUQVo+sKsI7eBXwhGxLSkh4G9wKeAZ+r3YW2rr28HngCuAp6qXw0+XY+ArwGeq89dCjwbEXtG8iexiTMuXxb6H5LSRRHTGN0UqS8VbZCk8oKyopVaoF2YR+7QsFOhV15+bdx5/ew3De059eOhf+1heIegtUKJo2gX5jERAdPlvUTQxdlapYQi7aI8hgqc1nBxtlZ6Kf7QaIF2QR5jEXAh/xeA3VycrbVGOYp2MW6TgAJWZ3RzcbbWW2iRdgGeEAHhkbNZPi621tMCpzUkrQd+SrXE+OmI+NFihuXibGYTLoh5rtbo6Nb5Tapd1Acl7YyIo3M/mS6pn7OZWWsF1ci5+5jbxW6dEfEfYKZb56JxcTaziRYRxIULs44B5tutc948rWFmE+0Dzu390/Rvl/W4dEVXl8ypiJh5kUhyt86FcnE2s4kWEesX8FhSt85heFrDzGz+BnbrHJZHzmZm89SvW+di/h7uSmdm4yxr57hRSprWkLRe0nFJJyX9oMd1SfpZff3vklanPmtmZrMNLM4di603AKuA70ha1XXbBmBFfWwFfjGPZ83MrEvKyDllsfU9wK+ish/4rKTrEp81M7MuKcU5ZbF1v3tGvlDbzKyNUlZrpCy27ndP8kJtSVuppkQA/s14vgh2GfDP3EEsgONuluNePMtzBzAqKcU5ZbF1v3suS3gWgHrnzRSApFfG8RtYx90sx92scY17XKVMa6Qstt4JfLdetXEH8F5EvJP4rJmZdRk4cu632FrStvr6dmAXsBE4CXwI3D/XsyP5k5iZtUjSDsGI2EVVgDvPbe/4HMBDqc8mmBp8S5Ecd7Mcd7PGNe6xVOQOQTOzSefGR2ZmBcpWnIfZEp5TQtxrJb0n6XB9PJEjzm6SnpF0RlLPJYoF53tQ3KXm+3OSXpZ0TNLrkh7pcU9xOU+Mu8ict05ENH5QfTn4BnAT1XK7I8Cqrns2Arup1krfARzIEesC4l4LvJA71h6xrwFWA6/1uV5cvhPjLjXf1wGr689LgRNj8nc8Je4ic962I9fIeZgt4TmN7Xb0iPgz8K85bikx3ylxFyki3omIV+vPHwDHmL07tricJ8ZtDchVnIfZEp5Takxfl3RE0m5JtzQT2tBKzHeqovMt6fPA7cCBrktF53yOuKHwnLdBrmb7w2wJzyklpleB5RFxXtJG4Hmqbn2lKzHfKYrOt6TPAH8EHo2I97sv93ikiJwPiLvonLdFrpHzMFvCcxoYU0S8HxHn68+7gCWSer08sjQl5nugkvMtaQlVgft1ROzocUuROR8Ud8k5b5NcxXmYLeE5DYxb0rWSVH/+GlWOzzYe6fyVmO+BSs13HdMvgWMR8ZM+txWX85S4S81522SZ1oghtoTnlBj3vcCDkqaBj4BNEZH9v6qSfkP1LfsySaeBJ4ElUG6+ISnuIvMN3AVsBv4h6XB97ofADVB0zlPiLjXnreIdgmZmBfIOQTOzArk4m5kVyMXZzKxALs5mZgVycTazLAY1tepx/7clHa0bMj076vhy82oNM8tC0hrgPFV/kVsH3LsC+B3wjYg4J+nqiDjTRJy5eORsZln0amol6QuS9kg6JGmfpC/Wlx4Afh4R5+pnW12YwcXZzMoyBXwvIr4CfB94qj6/Elgp6S+S9ktany3ChuRqfGRm9n/qZkt3Ar+vd4cDXF7/eClVc6W1VD1I9km6NSLebTrOprg4m1kpLgHejYgv97h2GtgfEf8FTkk6TlWsDzYZYJM8rWFmRahbk56S9C24+Bqv2+rLzwPr6vPLqKY53swSaENcnM0si7qp1d+AmyWdlrQFuA/YIukI8Dr/e9PQXuCspKPAy8BjEdHqTnheSmdmViCPnM3MCuTibGZWIBdnM7MCuTibmRXIxdnMrEAuzmZmBXJxNjMrkIuzmVmBPgFpN+FhYFCPUAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"print(modelpth, files)\n",
"fname = os.path.join(modelpth, files[0])\n",
"hdobj = flopy.utils.HeadFile(fname, model=ml)\n",
"times = hdobj.get_times()\n",
"head = hdobj.plot(totim=times[-1],\n",
" masked_values=[-9999.0],\n",
" colorbar=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plotting results for a single layer\n",
"\n",
"If the `mflay=` keyword is provided to the `plot.()` method then results for an individual layer can be plotted. Remember `mflay` is zero-based.\n",
"\n",
"Here we plot the results for layer 2 (`mflay=1`) for stress period 2 (`totim=times[1]`). We also add black contour lines."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"head = hdobj.plot(totim=times[1], mflay=1, \n",
" masked_values=[-9999.0],\n",
" colorbar=True,\n",
" contour=True, colors='black')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also save the plots of the head results for every layer (or a single layer) to a file by provided the `filename_base` keyword with an appropriate base file name."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" created...secp_head_Layer1.png\n",
" created...secp_head_Layer2.png\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" created...secp_head_Layer3.png\n",
" created...secp_head_Layer4.png\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" created...secp_head_Layer5.png\n",
" created...secp_head_Layer6.png\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" created...secp_head_Layer7.png\n",
" created...secp_head_Layer8.png\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" created...secp_head_Layer9.png\n",
" created...secp_head_Layer10.png\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" created...secp_head_Layer11.png\n",
" created...secp_head_Layer12.png\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" created...secp_head_Layer13.png\n",
" created...secp_head_Layer14.png\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" created...secp_head_Layer15.png\n",
" created...secp_head_Layer16.png\n"
]
}
],
"source": [
"fh = os.path.join(modelpth, 'secp_head')\n",
"head = hdobj.plot(totim=times[-1], \n",
" masked_values=[-9999.0],\n",
" colorbar=True,\n",
" contour=True, colors='black',\n",
" filename_base=fh)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The image file that was just created of the simulated head for layer 2 for stress period 6 is is shown below."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fname = os.path.join(modelpth, 'secp_head_Layer2.png')\n",
"Image(filename=fname) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Passing other `matplotlib.pyplot` keywords to `.plot()` methods\n",
"\n",
"We can also pass `matplotlib.pyplot` keywords to `.plot()` methods attached to the model input data arrays. For example you can pass a `matplotlib` colormap (`cmap=`) keyword to the `.plot()` method to plot contours of simulated heads over a color flood of hk. We can also use the `norm=LogNorm()` keyword to use a log color scale when plotting hydraulic conductivity.\n",
"\n",
"Available `matplotlib` colormaps can be found at http://matplotlib.org/examples/color/colormaps_reference.html"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from matplotlib.colors import LogNorm\n",
"ax = ml.lpf.hk.plot(mflay=2, cmap='GnBu', norm=LogNorm(), colorbar=True)\n",
"t = hdobj.plot(axes=ax, mflay=2, masked_values=[-9999.0],\n",
" pcolor=False, contour=True,\n",
" colors='black')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plotting data for a package or a model\n",
"\n",
"The input data for a model or an individual package can also be plotted using the `.plot()` method. The `.plot()` methods attached to a model or an individual package are meant to provide a method to quickly evaluate model or package input. As a result, there is limited ability to customize the plots. Example of using the `.plot()` method with a model or and individual packages is demonstrated below.\n",
"\n",
"### Plot all data for a package\n",
"\n",
"All input data for a package can be plotted using the `.plot()` method. Below all of the data for the lpf package is plotted."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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gkIwEHaTE0lOMUqrFSLIrPOfHT3DzTz66iPHmt166yDI+zHd4tN3m+p99N8/46Scoki0cF/7sCFo7soUSgMnRuR/94fDqF7+V25/147hBAWCJvhBAxIg3KFS1Rc+t3F509DBs7dhzUY2c6xoZF8hojIwL1DmktP1c6YgIE80uuj0cRORq4IeAF6nqLYAHvh34ceDDqnoT8OHmPiLynOb55wK3Y9bjh50RrujI+YWvvQONULcsOs637f9kYuTsx4AayboA2UApe0LILWqWCO31yO61DheMeItl25eK/Z0cErIdJbTEZJFtmwQkGIlvPDvh+H8fzaILRAi9nJAJu09Thtd4YgLqle4pIS7X4JVktPe5pDsO9SCpElqWdBRtovO1iFRCupFRLUYE6N0Hk0M2jkeDz735R3nWT5z4kkrTb3zXHWTbQkygPBRxI+E5P3aCT73r/vu68Z0ncKfs/ycq0Z1sJsTrxjBJqE92IYu0Lnie/p47iJlNtPf+rYuj+i9H3PbCN1uPjMEEhmN0ZQH1guCRUQGjsVnmvANx6Na2yRSu+fBiRCorTLHtPOwO0GOHkVGBbG7D8iI6GHKr+zb+W/zVg33DjwOKUH4JkTPGn20RqbCI+TTwBqwuBOAXgd8B/i7wzcAHVLUA7haRO7GK6f/5cDu/YtE7WTG6KkW9EBwkI6VuCX4CqeyRV76jFEtCTMTcHAmEDKQjtLYDCychZMJkRUgHJofUbdsGoOoK7fsCIXOETEg3lMkhYfXTFVXPs/OMNiuf6NvGqsTMMTwutC5YBO4i1D3oP6uG0kGE0fG995HtwOD6iOaRdDOhexpQmByOuFLonRT6Lyhh7Fn6jGfrlkj7nKN3H9zyoyeQyCMmH6WGF/ytE/zZP73/di/67jv46P/z0BJJ54wQvSVLpRb8WKh7JicNrhGyPkzWINwwJP1Yl8kRReXBj/VY8cy3nKDu2KRXr9XohuJ8RAeeuFzR+XzG6PoaN/SoV/z4ir8QvCS4/Rl/B60CTEqTKxa6yNYuLHRtgxjRpQWkKI10vUP8MvHMOaSVm61uoWdRsYglCCdN5D2cEM+cw119DIZjOHaEJE24df3KJeiIMHm0kU4DVT0lIu8BvgiMgd9Q1d8QkaOqeqbZ5kzTVwjgaqxr5xQnm8ceElc0OYeWQ8WIp2504damElPTbGNiUVxMhLoDrXXoXAhMVh0xCFIDCr6ITFYSJBqZ+oklBFUsutYEhkc93XOB4VXe/NQnI1s3pbgAvlCLUrDXVL3Eona3F2G3vij0b3S2v1Spe3uNViyJKUQcoROJTfTiSiHtC5NDwMiDwPgoHPt9SAcVySQwPJZRt4WXfft7+MgH7h81Pu9HTtA5rwyOC9K8pwfi4Yj5pp86QRFg6QtKUQqF2sTX2rCrkdYGjI9YhO8+0WV4Q6B3l8cXdgXzYHj+D53gz//xw5P283/wBMUKtM/D6CohZJBcMP299bEu4+ORpFMxWUtpnUrwBYTMzs8LfuAEf/bP7r//Z7zjBOoVVwqhrdz1uqd2O1nNGqLRaJHvrtniZDRuImGP9AdmlRtsI4dWYFIgWYYs9MxWlySN3OHtNWliycPtPu7IYYu8wQg+KsnhQ3DuAN/044BVCD4oFa49YJGQ9zY9gBCRFSwafhqwDfwbEfmrD3OYB9N/HrbY7ool55f/5XczWvWko9hIEkLdNmvblJSn+nE2iNRtRzpW6o5DAqSFUiwLrozsXpuRjpRi0aQL0Ua7dnvyhqsVCYqrTOJYvKcgtPLZ87OkSTulbjsOf7xg47k5S3cr2zcJ5RKku45sGyaHFamFm95+gqU7lZ1lWLhLGB4XQjcyPqa0LgiLdwnlIsQc0r63Rk0Rzr5caJ9JyXdS1v50QGgl1J29y7Kv+ZZ3EzKh2IVkHGmvO/pPE6oleP7fPsFk1YjvgSQ2xfN/8AR1F2QbfNnIFGo2wnzL+pIUi1YWLxGGzy4hwsofZxZlt2D5C4GXfucddE8X/NZvWwXki//6Hbj1R+7+1T0XaW/A7nXOCoR2hHRoVzDDayOdM476uJLuCtWCfR7pwPIKo6v29vOsnzhBuaSEROndKxQr4Md23kOu3PX6px5J3/aityDntkyuAHNfRIXDq0a2IaL9PpIkkCTW1OjCBlqWuF4X3dxGVpcbx0ZDD2Vl+8syuzI8fwG3vGT3AZYW0AuPxtV/eUJ5yITg+sNUCN4K3K2qFwBE5N8DXw2cE5FjTdR8DJhW65wErt33+mswGeQhcUWS89e9+mfor3p8pUiEclGQCOnAEnHFkiMbKHUuM314OkdJUNq7karryPqACOlYqTpiDZACtC9EYioUi4KvIIglHuuWs/4dh1ObBxV6Z0qycwP7ATT7b61XbDwvp1yEOheSAUyOKn4k1F1mZeLZRtOUyUGxapH/sGcTzeSw0jsN6RC2F4TQUvJNYfz0koWPZ5TLFrluPatLTIS1/7XDbV/5JqrlNsnZMaNjbfKdSNVxVF2zFK5+KuBqpbXhcbXyF7/pXQyPJvROV2Q7FbvXt4iJMEkg6zd6/DWOdKQMrpWZTJSMlZ0bhXLFpJiVj2RsPS+Y/TDC4n2BtF/TPmfJule94u2Mj+S0TpX89n97w/0+y6/5lncDsHODn0kzu9c4fGljUC9IE/EnI8i2HJPDSvaJHpMjgWzLk2+YdGQJ3r0AJWTQPidkuyZTrX46Mj7k6D9DaZ0XvvJ7TvCxn3/wCeqZbzrBZ3/yynKB3PbCN1u5dQgmZ6Sp6cUxoCIWuqUJcmgV+rvoZGIFJavLsLltZL2QWmIwKgxH0G7B9JymKYwsv6KTCdLK9+SOhR63hb/GbwwfasGkyxeKMNHHJmtgcsbLRKSDyRpfD3wUGAJ/HfiZ5u//12z/68AvicgJ4DhwE/BHD3eAK5KcR0dTOhdqYmrEE1JL+PlSKZYd2SAyWnP4yh43aQOKRaF7NhIyR75ZU3c8w6uSWYQcEyND9RZBJxM7ni/t+XLRenTEBPo35GT9SGh5dm5ZYfmj52eZa1HFlSYjhJZFvp2TQueCMjoidE9ZFKcOkomSbZt0oQ7yTYsW/UgImTJZEfJ1qK9tEpGDhOF1ysonhWoBQipc/XsD+1ECro4MrutQt4T+000SCN3I2p8IxZKdr9XPlIS2Q2pl7U/7pik6x9LnBmw9d4Glu2qKJc/oiCO0oVwQVj5rxNY9W1MumhVQezV+I6XuwPHfEYZHG31/0VF1M5Y/vkV5pEt2bsDwmot1jhf9jTuYAPlOpL2h/IXvO0HMINlWhleb7CQBNIU6N1skDnr3CCGHfMNTXFPhi5S6DW2R+10oJhOzP/rSpK/RYUu85uvCZE1Z/czFUfwz33KCdBfKxGShj/+Dy5egp0m/D366qZacXr0tLyJFiW7vIN6j2iT3wCLgnV1ot5GVJRiMCKfO4hZ7xO0d05InBQxG0G1DUZqcAeAccXeAW1yAPDMCTzzaH0BdE8eTAzgLjx8PEzk/9GtU/1BE/i3wMaAG/hfW8rgH/KqIvBYj8L/SbP9JEflV4FPN9j+g+vB9Sq9Ics53rO9sMgwMrk6J3kghZEL3XM3wSEJMINtVst1IueBmjo2q52hfMKN9OgjUbSGmggtK0vig04H9aKN3JE0Df8EkktHRFF9B1RHqtqNcgEMf27KBuSZ5Es05kG+b+6O1aUTd2qzZvd506rptj1UdS6pZgyYoV6x4pu5adLr8OaX/dJss1FtkmuwKm8+PuEJYuFsI7cR6HwB+VJHteKpuijojJl86Yqp0z9SUS55iJWHhC7v2Y57yk4NirU3nrCU5644RXb5lmr2rI+nIZKHBcaFcUvL7MqueXFcmK46YwuiocOgTFbvXplSHOrgigHNkuwGpIrff8CN88J5/AEBrOyJB2b0mIRsorlbqjjC4xqJ0J9Beh9HRpmpzV6nbQtWzpG21GMjvS2lt2LnTBNoXAi/7jvdQt4Rqx+yLKFZoNFHKBaFzFhBhtHbxDzIZQr6lVD07zi0/eoJPnLg8CVrGFZo4bl/7flhZQhsfsysLNDfJQavaTuRwBFlqZLq8aPmQYQEh4K85blLFyjK6voksL1lCcGwNjkj2aEKSxKLxOoBTc3XkGR/c+vmDOg2PG9Zb47G7NVT1zViXzv0osCj6wbZ/O/CoezVccentr//atzek6BgfsWQQasSZ9wPFoie07DI3JkJoObLdSEyg6tI4D5xpz6qzS3FXg6uU6KfRL/a6VJCoSDS92RdKvmVRiC+V1lagONpj9IxDqHPgHKNjOUt3V3TOB3qnlEOfnOBLRRNh4V6lzq0gJhlDTIX2RsSVzTF3muZKZ6zfRzpSOqehe6opFf+8M4njgiMZNQsHwMyzql5IxoFsV2mfg0MfD2Q70N6IDI6nlD1Hvl0zOdrZI2Zvk4ovAv0bMobHPL6wCSbbVYvYo0W403PdPifUHSXb2jt346OwfGeg7jh6Z2rKxYRqKWN0/QJ+HBEF0pSv/9q38/L//d1IUJJxwJfKZFkolk32SQc2qfROqblmcrtaAUhH0L5gOYHufZ50FyarMLwaqo5d9SSjSP9pgjpLTNokrfYd2dFZg6yYwdd+4zu59eU/Nft+ffLdP8qfvO91tC/YNu7iyvoDwa1fdf/qS2tcVCP94Yx8pWi+DGmCDEd7FXzTqHk0hjqYX3kwhlYG3Q66vWPPiyC9riUSG1lEt3cs4ADi1jbSaex202hahPr8k7Z+8xOCqEIR04tuB41HJGcReZ+InBeRB22UL4Z/LCJ3isifi8hX7nvudhH5bPPcJemxGROHBIuIW1vBLHFgfuZam8hXaW3aJV4yjpaVbiSLbFcZr3n8xKI2iUo6iORbtf2wC4vO/Nj0WVfZD1TFrHgxhWRYkw4jdcuIPBlWdD53AakDsZXQPTWhXPQUiw4/UepuwuI9BXXuqHomb0iAfFupW5ZsBKtSVIGFu601ab6txASSQhmvAQLp0DroxQyO/36Jq5V0fWgTAw1JA1m/ZvnOkq2bPeUSjA57smFkvAb56T7tk7uIKnghdDOG1y9Q9RKW7irNXbJlhTPJKNLatKsPV0RGRx0odM6ZBn7oMzWTFWH3BiHdhe0bPXXHkQwDrfMFrdMDohfycwPS09sQI66o6d3VJx3U7Dwtx9XMJKhs2yat3n1KOrSJoX0BOueMsMdrZt0bX2uEs3Aqkm/D5FigWjDpIqaO5c8pWd++D4NrhPGqsH2z5RXyfiTvR1pbytbNKbvXXyy5+Im5ftKB8oIfONjy8Ne84Cfwu+P7PxhB0wTd2TV5IU0gKm57F/WCLnYtqj18CA0BHY2t+q+ujXzFWaHJcNQ8ZlEw48met1kVbQpWwtlzuF53b7vcClZ0PMa1cl6z8j0HcGYuDRShiv6i20Hj0UTO78cqWh4K34CJ2zdhawD+3wBN9cs/a55/DvAdTZXM48Jv/9YbSAdGQONVj6uhc94SgxLUnBalkvUDSaHExBJ7KPaF9hblFcseFaG1Xs5I2E+MqGMqVD0/M79INB3Z9g3joznpMBIyIeSOrWd1IAQ08ahzaGKRfWs7Ml5zTFY8IXNMVhzJSJmsmtUPaCI6pbVlhJ3tNtWJEYploVg2u6AvLUKt22J9QwoYH0lJxop6j5QWyUzLbUPuKBfNHrj0BaV3piZkwuGPN1FUo0+GbkbI7b3WbcfutSl1CwbHPQsnKyYrntFRRzK2iSwZ7blYumeU/nUJw8az3V6HhZMRdbB9U87u09r0b17EhUYIriqoa/zGgPHVPcaHM7rnanyhdM4HfAGdCxEJ5sxQZ5NA55za56ewcG9jcQxC97TSv86R9ZX8vCc0VyS+jEwO2WTaXjfC76xHlj9nk1/v3jHpINA9VdBeV3oni4u+Z6LNpCmw8rny8X5tHx9UkcGY25/2Om6/+e9y+w0/ghuMkW1zXag2PmTvbGkpb4UmurwIZYnrdoyYAd3umyRR15b48x5tImMtCksAFiW6OyBubaOl/e96TUPzNDV5JEYoCltjsCwJO/2DOjuPG1PN+YG3g8YjknOzIOvmw2zyzcC/VMNHgOXGQvIS4E5VvUtVS+ADzbaPG5O1lKrr8KWSjCy69KUSc2fE4QRXKu3z1Uyn7ZxXfC6/29MAACAASURBVGll20mhpCOTABAh2y4t4h6GxoJn0oXUOnt91RUmq2LaagLprkXW+XZNZ90IUepAuZyxe12ORGW86ogZoDA8nqLekmt+YlF8yIRyUZgsezrrgapnlXjtdSUdWOQstUXOyciiyTo3vdU82vYeTt263PTltSjHVZF0UJOOI4c+VRMycEVk6fMj2vdsz85jbKfExFGsJPhJpFwQ6o7Q2lQWTtYMrzItoX1B8UVs5B+lXIKksCh+csgSdemuLf+V7QS6pytaW5F8O+ALpf3FgbWhbBrnxKUO2U5Fa72izh3J2Nwz+XakWDKdf+FUIORCOjRir3r2GUtUWpvQOuOZrAoL90XGh+2c2uQFxaLn0CcLfKUkY8WX8JFffj1/9P++jnwnUqzlZJsT/KSmc67aq+5s8JLvuoN0oCQTJd9RJmsHm5oxB0ajQTkxAm3ua1laf+XSJj4ZTKzIpJNbJ7kkgTTFXX0VWtdoVaH9XUvoTaEKISBpCmVJ3O4TdnbsO914n6XXNTIXsei6rmcRuVtYOICzcumgCkVMLrodNC7FCK4G7tt3f1r58mCPv/QSHI+sH0xzXnOkQ3NGlD3BVULWt17K4yNJQ7jmgw2ZFagkE4vCQiaUPUuaLd4zIRlNxUXTmvykpu6Zj7luWon60iLr1maFH1Wkw5TohXSn0d+KgtaZIS50qLqectHROxVJd00y2Xl6SvesFQaMD3v8RNGm/7TUdhmvAnXHosbJqrDy+TCremxvRKqub5J01ngp5HDkY0XjFFFkUiGJw3lHGirK5RQJsPmcjOP/dcua1zgs2q4CkJKMI65SuucC516YsHRXbZf0Q3OLTFaF7ulAsZKQDpSVz1nhTb5ZsfqpFBcUP4mEliNmQrZTkm4X1EsZvoy4SWnFDE0rSsCSpt6SspoK7Qs1oeVIxvY5qBOSRlpAoHPexhhTmxyzHZvExocdi/dGtp/hWPmssvksoVgRqm5O95z1OXH1XgzSPl8gdWD36T26J8ckg/tX5rzsO96DG9lk0TlXNYVJnpf+n+/hD3/pySsNv/3G1xvBVsHIsJWbZpwmUEyMdGNEssxIdzwxAiUi2wNo5Wg7N9fGaIxkGe7wIeLZ8yggg6Htc9Z2wBH7u2hV41o5vr1s+nJR7hWhhGhXP2k6s9ABxN1dXJpwa3VlVgl+KW6NJwOXgpwfqvLlMVXEiMj3YbLIw+IVt78TP6ip2xnJ2CLazoWakNkPMBkFYubwhVpTpAbZrs68ycWiVer5UvGVlVu7MiKVRYfTL2xMmuRgI2sYWflGLnG0NirqrqfuJKQLHWRnODvelNyk8T8Xy55824o3soGVmpeLQudcpOqa86O1FRge8WS7Sr6tjNcc/es9y5+rqDpmhZNgrgSwCL97NrL57JwjwxZ+yzyoMqlxGAH73JNMzK0C9j7UeWI7ZefmDkt3jlEv1F3P6a9xpH0oVhIkKtlOsPfY8yS7JXXXk4xrQsvbJNLzpONI2q8ol9JZ0q9Yy2mfHJBuF7jBxBJSU120aa4Tc0+2NaFcaaHauFVqWxrJXBvOouEQiV7wlVoyc8dkJ19ok0/wDI472udNXz70KUtajtcck2XbvnOu5NavehuuCjCpICjZTpNj2B7bQqb7v4vRErG+jNTdBPVCvvWlN1h6sOrNh8JtX/EmXFEZIQe1znBRTYpot8zDLIJ2cmhnyNkNS+Slyf36uzAa2w9wX89l3dohVvbdmBJs3O6jdYUkdg7EiZV01+aX1hCQtG2FKNMeG6XJPNJuozt9xBuxXYnEDEbO9WWgMT8Ql8Kt8VCVL4+pIkZV36uqL3qkNbt+94N/l8mhjLplybnooW6ZnFH1HL6IZDsVrjIN15eNltuPhNQux+uONQ6SaPrl8KqMyZplFrNti0Jj7kmGAV9a9O1LI/72Rpi5QEJuyUlNhMFNK7MxxkRIR5GyZ84BV9nr834gHSlV10jf1db4P2mcEa4wcguZTToSoXsmghcWTlbULSEdWaIr37Z+IZvP9sQUNp/boz7UM3KuatyoRGIkGdX4Uln9WKNMhYgmjs1buoRUOPfiDhvPzRiteY79QWTtE4GsH0iH0aoio5JtlYROQjqoCamDqE0yFYhK3UnwRSQdVEhU/DhSL7Wauti6SS5FcJ7YssvpdGNI3cuayNaO5SeBZGSk6UolHQTS3dqKjWoj42QcSQeRZBKbyDuycDKQDZoJ1UvjWLEcwfCYZ3gsY3htm/HxjrlUvND+4g5uYoTrhgW3fvXbeOWt76C1UZNvlpQ9YXw4Iz9n+nTMHa9+2U8+ip/DxfjIB15/P0fIw0FihNEY7bWR/gCpY5OoGzeyUEPSqsiwQKfJvMwkCWKzTbAlqKgqpNc1z3Mrx7VyS/KVJVpV4MTu09jukgRpejvraIx0O1AHdDzZc20MzCGiw5Fp0vHyW4f0seBylTUuBTn/OvDXGtfGy4CdpvHHHwM3icjTRCTD2uX9+iU4nn0x1QoUOus6K9cGqDueqpeQb9W42nTf1mYw4q5gvGod39IBDK4WygVH3g9UXUdoJbOEmgTFhca/mwnjQ9Jo1EbovojkmxNL5p0ds/Dn50AVV1RoIowO+1nSr1rwptnWSjqKZH0jI0uymTPAV9q4UMyu114PSIDB1Y7+tYl5dcs965+KsHhvMEvZ2Ug6VkZXt/ca1dTB3ktUOqesuTqqaJ6wdcsSVdf2t3AysnhvoHOhJuvX+Ekk3yyRSnFVxJUBqZXQsrXmfNG4XIIR5tTxglo0PH2NKwJuewi7A4v6ALyzqDBYEtNVEVfbFYuropXeZ55kVFsSUSzJS9y7CnKVzipDJSqdM2OzKTpoX6hpbdRWpbkVWbx7Qu9UTTK28946PyEdmMddU28OiDDtVWxfoJg56o75rquuMLqmQ912dE4OCbnna7/xS1uBJaaP7qcm/SGEaD2WwYhxZcEmuNFoT4qImGUuSYxko1o0XFZGzN6bk2O6304bOm1i00ODdsua6zeFU7GY4NotXLttx2jlyNLiXmFVu4WOJ+hkglteIg6GhO1tYlmCRvt7hUIRanUX3Q4ajzg9iMgvYy3w1kTkJGa6TgFU9eeA/wJ8I3AnMMIaTqOqtYj8LeBDWK/T96nqJx/vgF/27e/BjyJFahGttfcUumcqJmuJyQm7gZA7sn5AoqdcsOg0pIILkAyMTJKxWcaiF1xt8oamnnx9THmoTbFsl/dVW8j65vxIB4FyMSEmMrOvFYdbtMeF6XupJxkF8qSRKk71KY4tMD6c0j1dgEJ9OMPVFiGno0ix7OhcCOaGmERi4sxpsBEpKpsUipXEGiw1lW7tTdNFF06aa6S9XiNR2XrJUXr3TUi/uI7sRlzqcRv9RjdMGV+zSDJRVu4M94uAk2FlE8AI/LAkwwilWszI18ekgyYiHZZUi03fX9S84oWRrwTdE64EI4o0tagPoOvtMn3aTzhEYuJtoi3NYlcvWP8GPzF5KuSeZFhTdxLzY2NXGDERBKFYzcnPjXFlPruSkQjtsxMmR1qk/ZrQ8WQbBX57ZOtb1AHN0qYncWUEpGolzrVNBBKUpS8UuNJKn+uFDDcJZNVjJ6FXveLtuCLw6he/ld/8Y6tZuO1Fb7EgoKnslDra+ZpW2Q1H0OuCEysWacZIM36RxqHhBHHOCHkaQTfRs7RydHN7z79c1fjFBXQ8Jp5fR5JkJklM/5Jne5PpdJWUxj4nWUrctSV+4qRAvDc5RCPiPa+O38FvVr/8mM/PQUPhypQ1VPU7VPWYqqaqeo2q/oKq/lxDzDQujR9Q1RtV9Xmq+tF9r/0vqnpz89wlWcU06wfq3KHOCMmq/az4AKDqOkt4JWIJpAQ++v7XWWSXNktRFWrN+TOLcKuuI98KZFsT+5EEbTzNVpnXO1uT75hFLNmtSEYBX0aS7RF+EnCVUq9aNluGE1wZ8ZNI+3zF+PolYubMF91NqHsJWb8mHUWSQskGkc6FgCsjdS/BT8Is6o+pva98xyLWvB9nhSHWTc882TGByaGEnadnpANLgmnPlhaaEbMIo5vW8EWktV6RDGuScbAikEnduDys8jL0ciO/qCTDiphaJz6LYi1Z6gt7nSsCyc5kRszJ1tDOfdH0eKgarTLP0HZmkaraTZ3gJzXqBCmDRc1bk8avLvhRbV5sZ1c7UuvM3uaCNhG3EtsJUpujJN2tWPhcn2oxIxk1JBOV5MymSSx1QM9dQIrSSprHE8JqFzex8wZ2ZeIrpVpMqXsprqhwZSS2PMn6wIj1MeC3fveNtpL1fldIHWefCwDjiVX1ZelMVzYPcoCisMTcFFOvcbtlidX9fZen+1PTqWdFIyLm6EkSkyyqmrC7S9jdxfd6uHabOJ4Qt7b3JqvR2I5bN0na8QTX6RA2t3BpQ+yNZ1qjgkZulW99zL/pg4aqUEZ/0e2gcfDCymPArS//KcYtR7FstqvB8YR0rHRPV/giUPU84zXH4l0VxVJiRvsGEi3SRkwaKBbtEjkZK62NmmRUE1oJvgiUa21iKmT9MCP9YtmxdOcYV9ZkO4IfFPZDF/CFRXn1kUWSe8+T3n0ef2QZqQKj6xcRtUkj3wlkGwWjq9u01kuiT6wiMYGYWDOiZKckdC05o16Qtl1ep015c8g8vZMldc8zOuwplsQsd0FZvrNkfDil/7Q2C18U0ruaHo7NGnC+aGSEoPdriC+14qa9OaqIimm+mpjVUGIwcV8VTV1DYoqEiHpH7GSWTK0CYamNmwRCN8M1GiXBSriljmiWNLp4MNdMK8GPKysnjkpsp2jqLGL1gisCMfV2zCahOxu3gisDoeXJzw2pl1okOxM0cfhJIDvb33MYwN4l+tVXoXlKzBJY7tr58EK6M6FaapEMA1XPXCjRCzKp8WWNn1ZU1pFXv/St9tZaCb/1u298xO/ub/7hm7ntK940a04ko8aXLGIWSO9Nb566MuoaLUpExCJqgG7X3kMIRoibGxa9tnJL3u30TYqYwonpxnlOOHfeLG91TRyPLdHnPa7dRmNEnMMfWSNubBE3t0z6gL1I3Dlb0DVEXN40Q2q06qm0YUnFwK3u22akLfs07ct1lW6LnA9exnggrhhyfsVrfobt4yl1Wxr3BOR9I6W6a/olqrTX7a+rLTGVAV/9f7ybqm1JophYh7mYWvOcui1Agh5J6d1XmNOhTEFlRszDo96cGms56SAh22qqqBK/F3UWNW5snlldXaRezEnXh4iaRp2MoxH5sCDfTqjb3po1DS3JJmrkVKy1yLZLe74261/dFuqOp31uQjpKGF6doQL5dqS1aYnQzrmSpF9AhGS3xJ9eZ9osvTy22FRJClIYEUltTCNVE9EF08tjnqLdDD8o0NQTU4/fGlmykSZhFTGJoZEmpo+7oiI22q0fVbM+I9NtpzIQmMYrqvhiL2JFI6QeNyiIbSMHCYoPNnFKIz1MMS0MckWgWm7ZOdwdU123ahrvpDBy9uYy0E4+O/Z0knC7BdrJbGLpZogqMfUk40Zm2hpRr3VJz/abRU4Dbjgh5F3UO5Kdgtte9BaqxUZWUci2JrhhwYc+8dP3+w5Pzy9B0VZqkoaI2RsTb6uLLC7A0qL1uEgStKngk6OH7b0MRjYOjUa+ZWnkFyLuqsMWkEyTglFNVwbcwgLaFI345WXqDWvxOSVpu6NIu2XOjyybJQCpA3g1j/qgcSQ1SUCNahOES4hVbcffT8xRZ4/dKt96WRL0NHK+3HBFkPMrbn+nSQWlBXBJYYm63pkmaRKVYrWJNpvff75ZElNP2XOWJIpY6e5WoFqwdajiRJpKPEfvVE3dS0g3gumowb5jw7XEVtkeRNKdcma9kv4QXejgdgsjrOHYMuCHVqgXc4qVFLRLvj5hdKw9K9Eu17pkF0ZMrupaL2gnJKOamPlm3BPcqCRzQsit+1syESs3by7dk9He5Tc09sHU4YYFca1NbPnZ2sHx8BI0+/LjumliZBYtN65N2CoiOIh5itQ1yWZFWGxBBDeu0DwxaaEOe/04phJAI1HIuEJT8zJLWe9rqCRGKs1lve6/tJ+Rsr0+dnMjrsxKkacTVkwbO5kqIuDHFaGTWsQ7vXJJzR5ZH1smO7VNWDHnypSY43IXgmnk6r1NpFWwBU9FiL3ctP7M4RsNfTo5u3FNfahHst4k2ERmjaamEoCEiEQh7Vd2VeCceZW7LWRnMNuf1HXTdGgCRYlMF02dkmHjtJBuBx2P0bK0yLiJpq0FqIcsQ8Rd7E2NjSTSEK6OxpClRsCNrU6b5J2GAFVtk0AIlgtochN7x7LJLQ6Ge4Uw+zAl4Gl03Dxo+4+KSxvSbnA5EvQ8cn4cKBc9VTehvR5wlcNVVkFXdZxVmfU82bbpk3XLzyLGYjVtKsSilWMD5VJiVjY1r7Gv7DVV15H3m6h7EogtT7mSmDadCCET8jIgdaReTnD7M+rjiV06e09cyAmtZJZgrBZb1vFuECxa73g4a5axupuSnR9RL+Xk5wbETnMpKQJR8RNL8iWAH1aEbkq6e//ya1dZ75DYSBC+3PcDUp2VZ/tJaBwuTeTcEJVMGukmghsVaMuqBt24MuLKPTKskRBxk3pWVWkra5SQettfjCi2WrPsDNHRyMzuU2kp8fcb9xQSo60iE6KRg3NQxcZTK0aoHvbYvnHSlLE5rqK+SQRWEU2drQTSECvem5Yb1CZREdy4QOpI7LWsD0Vivm0ctl8xLdwPJlSrHbuCObs9u4xHBFxq0X8diVlCslOQDJpFU5vj4P3e1UOvY0tFLfZQETTPjKjLyvzf/V2TLZyz+9uNf3hKskVhq5RAEx0H4u7uXqTq/f0lnGmvlanPOeos2sW5RmMeG7kWNtHEwdBajPZ3jayzzCaKdsser+/fBWpmodPY9OBojrlPi8b7vcZLDS43glaEMCfnx46v/d/ehezUoEnT/zia66I2y1m5nNC5b4SEwPjqHu37BgyftjCzfE3/JuOIL2MTqRo5VwuekIotXbXsyDYKYq+FqwL1glX/5Zs1mlint9BOkSrgqkg8tIRb3zbSKYq9H6OYB1oi+HGNK/eiPl+AlMGSQ7WS9ks09xb5NfsmKOocyfbINNcssUjUezRrlgxSTCOeJm4Sh1Pr6ZGuD5HNps9BluGHTcFArbgqzCJONy5x/TFx0TqXyTTKrCPiLVElkxJxJgHIpEaKCvJ0LzprImU3rom9HCJIWaOj0d4HmPiGcJoih2m0XAd8UIuWq5q41JklCi3CnTbijsi4KbxoJg1EEC9IENNs496E5KYTZlDihQ3kxuua99+4IoYFcalLWMqQEE3zntQkjU6urtG5M0dc7QAW8ZbXrFiTrAsDGE+QzQJJvPmRq2ANh3rt5lxF+6xybAJv5XBhE1aXbQzjwjrCNZIDkwJ6XeKps7hDK1Ze3XyX8N6cFqFJIIYIEzu/kmUWBYuzJN/uAMnSfbq0oNNEYghN4jBCkhAnBa7dRrwnDAa4TsdIOs/N/dFYMjVGdF/fDI26J1fYA3Z8b5G4y5vovG4IW6NFz2WJJCla2+QxTRxeDiStypfU6EhEloGfB27BAvC/CXwW+BXgBuAe4NtUdavZ/g3Aa4EA/JCqfujh9n/5TRcPRLTMfb5jHtz26RHJKOILJevXllhrearVNtlORb3SIt+uKJa92d0SwQ9LkqG5AmJmUVbM3f2SS8ufH+OqMIt86rb1IM52SrKmPNuPK9yoxA0mFuWVpelxUSFJ0CXTIVvnx7TODEl2JvhxhVTRiHpKHJPCotbYkGBtybRpwsoN95qWS1kTuzmxZZf60zFr6meaJU2T+bDQol5u770pNX3YTQKurPc83GVAJnUTrWrjwmi80THuuQGmY6gCbmQTkBSV9cmYXYIrmnhcf2zfJgfS6yLi9qJm2IvowAhmmpwrKhtHFSyCVovoiTRRJ3YTwU1qI4zmnFk/k+Y9Du2cuv4YzpzHX9jGHT2yd36DFW3ElS4kDjepKNZaaCP51L1G446W9EwGJcmw2ssZ7Fp0Wa90iYcW99wQRY3UdeOO8TaJVbV9P0Iz4e0OoGdETx0sMp5OhkVp5B0C7qrD6O5gFi3jZE8Wkn1/Wzl027aCyfRznkb1Uy246S4neWYOjU7bIuA8hxDx3Q5xPCYMBs24aiNr5yxqnuYHHiBl7CdmDWH2v3iPyzJiMSE+oDBlpkunyawScYrLw91hkfMDb48C/wj4oKo+C3gB8Gngx4EPq+pNwIeb+zRN374deC7WSO5nm+ZwD4nLnpzTQU2+Zf5gPzFy8U3yr255XFGTbI3w42BJG7W2otPm9K0zTaGBiGmunlnHsWw3kA5tSaWql1Cu2qzvBgWdeweo0BRhNJVRmac+1GualDc2qKn5PvFIGfCDAjexCj0js4CrAm5nZFn66Y+6rPdcC3W0Y9T7fgghztwNNmFgk0cdrQwZTJudkpRa8sqPHuBMqI0oNLHI2ixjwT55jXue2N2REejU+7x/TFOSmSLxe9uo2sKhgyGuP0Ym5o3VEGZuAcCiw6q2hN7+y9xgFqxpNz8iyMiI1iJHi4ylqExS2Z+8miU1A5qnuJ0RurllVW1NP4jphISqRf1YQhBV0p0SP65n/bpRxY8qkvUhBCV0UpM7mqKVpF/Mzj3djmm444nJFZHGldKcn2qfBtvtmGbspEnm2XeAqrbn6qZ/Rj2t1Kv2LHFRZ1a2GarKzuewObdT+QDACXF3YEUjjctDG+fHlMAls85yfmlp9vr7a8bNeZ5Wdj4YNN7vuWniz+UtKwHXaH+nu/Tekpf1xasMHzRB2wWJXHR7OIjIIvC1wC/YPrRU1W2sudsvNpv9IvAtzf/fDHxAVQtVvRurC3nJwx3jsifnD//eG3HDwqxOW2OqlRYxceQXRuCFmBkpxkSoDy9QLiWUS1YhmIwjoZs2P3RLvu3JDRE/Mb9yaHzT0vR2QJXYzcjXJ40GbS6EqmmUFJe61ti86Xc77XkbO7mRzzS6G5dGXkWTVBOZEbBUjR85bYoAxg3JO9BWakTWaJqAEer+v1PSafpbSx1NGhnv+2GLaxwV2tjn3B7piTR6ZRPhpOkeidVhVjEn00h2Wood4p4LAppIMLWVM4pyb1Xm1WW0qs1nO9Vgm9LyWURY1chojHbaNoHkqeneqTX1mRHw9LWTeo9gmonKkm/YZ9FKrbNans2SkNRh3/kwTdii2zBLqLqmp4rU5gYJy21iN2NaieqKgDpn9sCdkbWezTzl8f+/vS8NtjarynvW+57xTt/AR7ctKGgCJmhFJRZqSCkEMUBMTKrAgENICkNh4VQVjeAPU7GKKqpSZaKl2OlCgpYa7KBol9V2Aw7RGEGGQBQQ0wGiDd39TXc4557hHfbKj7XW3vuce+695w7fvefcbz9Vt+4Z3vecfd5h7bWf9ay1LoXAWSaUFYAJRQkAX6MCgChWSlktwHTEWQYuStRPPjVpJF10bqKVDA9HQLOJenvH64tFnSHbZCvqpatxpFZTPOhO238GtdtgSw7SJBJ/jJSCcv2+BPumvGD/GZqAAqjxreu9xlc5cY6OwaLhmPWcvxzADQD/hYj+FxG9nYhWAdyrGdLQ//fo9vsViNsXC2+cAeDRP3sL8pFE1vPdCs2dAlTWyAfK/6610fr8FqrVBtq3C7Rvl+Lxqg4WTvoGgiSZIR+UaG6PJbPNAY1RjfbtEepOFikOatRrTVgqN5jRuTGUllBbPaDZEA6vljY9aLV8ogHnWr6zrLyRgYMYeqUHULPQI5UTKqGRB+40y4A88ze798J0LMZNZ9uDYKR1eT9xRl0NGhbicaoRZjVQMqY6BDWdCwaNWV53rAV4XPgzKmc8BrZUXkYkr5kmdnfgx8tW1YxZDEhVi0GqnWh511eEBihr0LiEW+8IJ4sQvGSbTHKS1YL+NzleNihkJfL/viDHzqq4xVl1LsjwiBnUH4GUxjGtca7UCOeiY88KXantjgEC8q2hJKzsjkCFlIz152p7V3hm6DkYl6Cbt4HernjXGxtCZ9k5HgzEO9UVCa2KQaU8DxrjTAsa2eSm54nW1+Q8mPdq6oi6Fm85I6lSl+f6PEzC1GmDOm1UTzwZUq4pk9WOjS3PUO/09C3xgl1ZzVRkmPF1KumLjbmpOKYN/CLCOdrzB8mK/nD0FxdmawB4PoCfZ+avhTR2PaihyJEKwdkXLAVaT+7I0vdpK+A8Q6YzvWtmaN4cYvg3r6F9fRejL15D6/YYdaeB5nbp1QXtm0PUqy0x8s0cdTuHa+eo29K1g0q52YgZKErk2wMAK+ItFTVaW2MUVzvofPpJKWj++eu+hgEaDV9oH5CbnztNXY5XcgOOCh+MwXAEWu0CTgw0ervgqxvgTFUSzVwyxq6s+8CMycZEdlYE3rIU3S13mmEpGmNcgKq2eM11rTTEOJSAHI5AZR6UBVkmxrXZALLcl6b0HCkQjJ4pBAA1ElI7GGUJvn5TONjIIxOqQQ2STQJD8RwxGovHlmWefoCT40VOJiMqpUceSAOBZvSdetit1oQhmvheQLz2HTmuvNbRolUZyDnkmwNwK4drN/zrADQ+0UQ2KMHdplBNK224ro6xqiSwp7psrwHvtMLEVRTymzRDEbWOdaz1lk39YsfKVgfNdvCei0Kus8FQaAmot6oGkNAUvtiKHwFSYN+uEx+bYFTXb8j+yv9m3U7IImSG21Ee2jL/YKeYQVmYDCTBBF4r7YOFZsRt4tiPGlkQCK0x00+9eUAhtscBPM7MH9Tn74YY56eI6D5mfkLr2l+Ptp+7EBywJJ4zADzyF29Fee8a2DyNqkJW1mjcGoBX2mj2SvVYGeVGC1lZw7VzNG+KaH58rQsqHZpbY0lQyISDbgwtkCJ0R7nRhrvnsnR5sCpcrRzZoED7iZ60/3nihjfMtKHJGVUt/KgZBgvgWGptIw9Faxp54BwBfwNRrbK2ynle1xsafd+/N5TmnFSUWisZfjv/nBcZngAAIABJREFU/U4MKg2LwHc7p2nULuhZrX0RIDd2Uw2G3VR19N9uuKoOQShAXqudKDW63cCBmkF3LlAnRCo/nPLaG3koyg+ARiWyWztSo9oMrFZpy3bHoiaJ+HeOi+9YALIoNJAqf3xZz5cFf2tG/tQW3EYXbq0jwdJaPj+ebLPdkSTltBpwGgfwWZZN0YHDsv3sHKh8kGvllO0/R+fVVBllqRRFCLbJaiHzCSX+WNkKoNXylEHd3xXP17F4y/Z7R1q5TldFsWGmZkM8c0Ndo97e3peaALtAo/i3KIx3eh9g4Q0zILRGXWd7/g7ch/lJAH9NRF+hL70E0ln7IQCv1ddeC+C39PFDAF5NRG0i+jJI56g/Peg7lsZzBoDf+/0fx0u//t+j7jZRXlsTydNqG+WVtvDF3dzXT667DbRuiwHgdhPtGwPJfiNCY3uE4ppG7TU9mNWTzsYiN8tqJwEupQA4z32GGqnBpTyXm6bT1ptIC9mUlSzd262wHM3VoBWletu53NTK2VpKNMpKMtni6DwAQGgL0+qikQOFUQQNUKelQTi7KYJkDSTeIYYyMVimHADw1ctiULa2xYszo+D3t+pogR4AXKAorDhORpLi2+nAXb8R5Fgc7xfBOSns09+VoFieadBMylyiK7U4iNnTBVQKf09GvwBAqwlu5eJRP/dZoMevh2PgnHyeHQ+lhZgA1mshf+IW3L1XQKNCfwdABaO+1BUvuTGp0yYnNJRrqYdd11K4vtuRVOvxGDRk8PqqHNfhCLSyAt5RmVujIRNGloVJA5BmqlUJoB2urbj7SUai5DBPu3agjXUpKmWcce1ARrfZSgiQTikAHu29EwDw0sY/l99inbQBuN0BfAp2RJUYYhmcedCu3LsqX1Re+UAw4PjgAOA++AEAv6JVNz8DKfqWAXiQiF4H4K8AvAoAmPkTRPQgxIBXAN7IzAcerKUyzgCQP7UFvu+qpCJX4uHkHYmkVxttsHow3JBgYaZBM26ot7w9gNvoSsEdVS9wRsiGJRpAUCm0W2IsOrqEdBJ8IgBOK34BsDURwKV8V1mJ0R26kBRABKx2A6cLSBquGdpmQ27+/kBu6lKXvhmJEqLbAQp57iuGxRKn2PvhvTeMGFD11rUmArdyUEYS2LTaDXUNFAjGjQgAB2+3LGUiKjQ1e1Vle1UVAoMmwyIKBigjLejjwlJfOVZPpTSF7vFBrN5QxqyBVf85Yx1ru+kDnFQzuHK+iziaagQBeEUKETAYwl1ZQ7a1C27myG5son7mNf2tLU+V0GYPaG2ERJZKVkAmd+RMSp+6TlM81fFYDDOgbaEa4fh1O8oPR9RCqyXaYSK5jizg2WiKYdVrGFXI3oMaXOp2dHKevHVNp+yGQy1sVIKaEgznsgrJKArKc/B4HNK3zcOdZZgjqmJC4xw2mPSQj0hlLITW+RB1xsx9mD8GYBbt8ZJ9tn8LgLkLwC0NrWF45HP/EY1bfWRFjfyJW2K8AJRXumKAbclXSgYZWk1kN7fVkBconnEJ5eU2sqKWVOyGaFq5kYns7fqWpNZaUMmgS282jxbqJZRluBBNGeAY2NCgjepSudUAOi3waBTSYp2T57XzBpKsEllGEkxqNoWvNuWBRfrZBWPnuVd4dccemPFUyoKGhRg6WwK3JKjJw1FoQWRBPHts2V5Evp6D/26t92AlJQ3MTg1rFsZs9MPWTvjsqlYVSC2f1dCEm+FIJwOlUVhoF27mnuqwDMVsdyzjr2vxyONO0qZk2B0Dvb6exxo0lj+wFH/KbmzBXVmVutMcCkJxtyWetBlskuxEPPPesCqwQOhoDCpKqZlRlkCWg1a6wgGPxt5Q08Z6+P3OIb9yCW6s46+d9PurqgkPmzUblYdDcH/XG8q61xOPttGEG46Efy5LSSKpSvB4jG+hV4rXPGU89/V2dZtZao0JAx0b9vj/kkBi49mev/PGXJ4zEb0MIrjOAbydmd869f6PAviu6DP/NoCnM/NtIvocgB4kK6Y6rNPJXOjvItebrX76ZaE04AIfXTs0NgdSeazdhLuygsZT23KRX2qLfK7bQGNcorElrZ1M0sbrq6CtHWBtVbhZIPB3loKciQEmC6SYAaCQNMBEUkRtewfE6yC7Kc17Vu+K1NuE0aVZHpbjrJRCWQJOIupotbSLtUmncu8ZkotqI5RTvCEAvnUbdPUyCG31UqeCZ1XkYUXSrYnHQKBcAPEc+7vabUOax7Jz8ruMb7a+gQbjWTOSQj+ApC8DMq5YC228q8G6gBjlkGWSlUgaxIsDkFGmG1Tny0SgbgfZEzfg7nu6l/DZOXZXNuTzjLbIMrmix5D0bk1rN2kfN3MJTpelpF/bb9hYl3hAnvvJjkdjoEs+W9GfIxtzo4H86hW4nb6krKtMjzUYmFlGYaMBt7kNykgSP1S5wVUZOGCtNMfOBc8bSknkRk3QBDe8x4uOEKdnnyYWwWsGFnM+OfRoaxbLzwF4OYDnAXiNZrt4MPN/YOavYeavAfBmAP+dmeOO3S/W909umAE88oWfBfq7qO97mo+2A/AV0jjPUF1dFaVFf4h8R0swrrZF37wzRGNzIEqK4UhuwJpDIR67mNW79ckhGcRTt/RYKxRTu0m6gUg8YAsI7Q5CwKjVlOfDEXhze1ImlWeTHiIgN/ZKRB/YEtkrAbQLho3ZPPnmpEHk/q5MMLc2wZ9/UgxCFGz0v8VXIot+v2lo7TVLCTYed6Ublu2A1oTQidKW315H7bROcSVL+LKUMVnQKw6WAYEKaLdlYqqd91SpclK8yPTgDsHT9wXjKxl3syleaAahlDbWJUGnN5AaIcygm1tCAzQaQb6YwSswsls7gYMGJL6QZUC3I4G3nR3NBlwNRfPr2vP22dXLQF1LDQtblcXXknMgysBVCVcUIl8rK7iyAjWbPrHHbe8g67SlM3Zz0r/y5TuzDE5bW2WtVgjyWR0MBAMdJ4vY6/7/lFzPP5/ykr3SxI7N1PNZWBTDDKaF9JznGcELADzGzJ9h5gLAuyDZLvvhNQDueDuER558G/KbO1GSht6w8Q3ODHd5Veo36AWX90fCHQ8LkTKpJpmqOmS7qffgEx2cA+2ORXfcaCC7clkMnTbBFCOm/wdDMT5Riiu1gjSMywrUacPtDmRZa8YHgMnCAHgdMIoieJOmNQZkO/MKi0IMZlkGdYibWqqaMYd4VajrYGTV6PJYNcxZJoaw3fL8M5uX55znhX0xfU1l94Vx4mCW7QOAN7fB2z3wYAhWSoN3+qIayHMfVBSKRbLY0DSJIElgMIuOVe1kwjStdibf7W5vTWbj1XZ+9JywAza3pTlqfwC6tYns8evAJfHis1GYfGhcIxuXavx1haRxCdrpC83R7chKyHS9W9sqn9RkHZMjKrfstcdEQj1ECg6ua+Tr6xMGM9P0bjvv1GrpvhXYSe2KadT9PriufTp1jPiz96sop2/6beLnszzo+DMsIeUgT3thDLOBae/fOWMe4zx3ZgsRrUDyxn89epkBvJeIPjIl4j45xmPk/ZE3Oo2dsRQ7GsjNmu+qR1Qz3L3SgNUnV5hBHI2DUa1q4ZnNmGRZVDtDuw6r5IvrWpapQOCDAdl/XChvqhpT61ix05MgzO4AmfVn08CPUSW+lkKm3mKcvBEZWGSq2DCFhY/6B92spwMaOajbDckNANz2jhg/o0GyTLz68Vhpk8rzy1490G4D7bb8bpsYKDKojiUYaB42AK4quF4ffMsazNaTyRcrXdm32xGKQ7umeM/flA1WBVDTwL33PK5CN+itPuiea8jWVgP371cEcmxpWEjArKrA910D3/M0uPueDmysS8nUXV1J2WrKzq/K8LInbkktDZ20sqEER+mea4FXLivp32desVYsRF0r3SCBXfb1pnMxtEWpk1Tm6zAHSZ2uwtj5cy1SOJm88suXka+v+8JDByJKWvEG2Lzput5TP2PCs55hcKfrZUzonGdg4QwzAF/DJf47Z8xjnGdNITMkAQCAfwzgj6cojRcy8/MhtMgbieibZn4J0estE2eOMeFlz/xBMQLDkdwggJRuvNUHazNNpwXNs61dZLd6PuMOzslNbjfPYBiCfzc3vbH12VzbO7L9YCjeNrMs1+Plt3lo40JSmYtSHjv2FAmtrogBu3o5GF4rBL+5PZm0AOhEIWoAv7TvtMVwxZNLuyVG2TxFymCp217Cp59nmWioHdzWdmTsxcBynClov988woEoTOiK1GRgqwdhdEbkwXFda0NQ5dqbDVnKq6GnlRXht033beOIlQ66n1A1HCaS8VgnSv1dNukQAf1dMWC5JPIgyraT3y3jorVVqQOSQVthiQKDW6JwMF14dmsbvghTLRMt3d6RLFFWTlolllhfRXb1imTw1dKZJG4dxYOh/l6VHtoxjgKvlkQyqaCI6CebMJVPBiCGXAO21GmLsaQMWasFqRg3STFwVcJqX/jsPbtmItpDPnwyEWXCezbDPqNexn5YSMPMANe05++8MY9xPkpmy6sxRWkw8xf0/3UA78E+xT6Y+QFm/rp5eelHHv8ZeVA76aS8W0gqrio2GltDNG7vSkGfqpq8oZnFoEXLSwuysSUtWEqy3uD+RjPjNQ2jNix5o6qCVEovdrcpATNvLE0BUVVCcRglsb4Wiq/rpMGDQfDCLGDmb3K9uUwDa5ygZaNNgTLhNeMOGOyPjwv0AgBfF0InGR6JkoXWVmXZ3N8VI19VIQnEVgP62dn6Wmgkuroi9IfWEA4BvCx4/GaYGw2VpjX98fTncDQW+mggTQ4wKsDrq6Lk2B1G47aJhqX0phlC5fGpqEWdMxiKXK6qRQ+fk/DZV0VSRzc2tS5I5p0CrItWHlkmQeStncDRt5TjZobb7skxAuBGY3BRwvV3Aw3kIoPoCxhJzWWY2sUQJRkZveEpnKry9FNMdVhVuBi+1sU0h2znIuy89317/YhYSMOsIEd7/s4b86g1PgTgOZrV8nmIAf7O6Y2I6BKAbwbw3dFrqwAyZu7p428F8JOnMXCPsvTeR7Y9QPX0DTRu7/rU5FgziizyImMFgnkksCI2NBEY48FQvF2VjrkbN5VHjIJXXu8s6gUej8Gb28i/+F55vrklfOLVjSArY5aeblvbyC5fkufjAjzeCh4uswaJKvCNW2IUe30Z7+4gBOPKUm5QS+KYpXcGxLu6fAkYDuFGY+RawJ20uE52eUM0srEiIyPxgKtKDDsAGo6Qra9JMGy7J+8b12iTBTQwtLISVgWjsW+/RJmqK6oaaGbBIMfefDwRVXWgntrtkDmn8jqqNCZw373C++r5s3NClzYkAFnXXoIJIKxE1HBnPQnYIs+l1GdRgp92BXjqRvhNnTZcp6U1TZxy5C1wIwftDkB6THl3ICsK/U356grq3YHn2M1AW2F7zDKijpE3G2Gy0nPiaTDAOxSk168v5WmKjHlSqWdpnWdw0AspbTgJmIAFMMbTONQ4M3NFRN8P4FGIlO4dmu3yBn3/ft30nwF4LzPvRrvfC+A9KtBvAPhVZn7k1EbvWLL8BgXqyyugRiathCzbzJb0TW3DMy0P80kgYph8Ld2GJoVUUiidN7cmpHDsWCL9KyvBCDo1kN0OqNuRtj7sUH/hKeEG223xlsoK9c3byLSkI1ltjqIUz9O8qZbUYqBuR7Wuznu4RJmnPCZSqJ0DqpH81s4B3GNZIr/n6aiv3/B95QxcluDRGNSdSkTotAHXAg8GoG5XPMbawT15A9mlddS3t2SprCnFglwmmV3Va3c7PshIZSmTgJ0T45iNvjCe1ibLrR3Zf1wAjW7QoWcAGq3AyTuCu35dVyy67DY+lzlQC0ZpAT4w7AOkNpFYuvVoDNzekony0rpMSJmqhDQdnjalQD6NoyCg0l++oJBONvnaKur+rtS0qCOv1KSNarid15tH9IZ5ykAw0NYde79VnZ3DjMDuaAkiM7c9Rr2MRfaaAYjQd8Ewl86ZmR8G8PDUa/dPPX8ngHdOvfYZSBHqOwJmp+mykr6c9bXP2rAW42oGVQNKqKrJzCqLogPBUNuNORx5zyS7fAlOPd8JTyLydJgdSI0E9yRSnjUboh4YjQGMAXbeaFutXQC+1i2YvXyJd/rI1lbFaKsnnG2s+yW61c3wRsSSFEZjNZBR0BOQ4xEfA6sbsr2D/N57hMM0RUZVgTU7DQCsaD6jlsCi9ZzLc9BqV2s5aN2FsvLR+qyVy3hWuqFNlY1pY10TbiqhGNgBw8LrmJHnQjvVtU/v5oF5nDmw0gqrlbhLSKWG2CbcQoObeeaz8rLLlzTwGl1LKjWkla6X3iEjmeRbLfH4V6RYFbZ2pKuJc5Mp3lbDQldEZkip0w6Zf6b4kIsmDMD4Y4szFAWybgdOu8pwUYSA7nQQmCgoh4BJjnher3ka83jYM+CVGssExkLQGNNYuvTtmaidyJ/MCDsHlOHCNbkX11nQ3ep/t72DbHVFhP/WCFNTbAGIwRwMkV25DNfrS/ZVnkugpKqkVRA7WXp3gPrJp3Q/MVZcjiei33HdW4tyW5lHX43MesdFRdazFSnKLn3fVIZlHp9ts7YalBA0dbGVlfzWrigKqNEIdRR0OW+8JOdiVLE66T2zlrnk0RjZxpoYHIjh8EkN7OCKGlmrJYEx8wZrB1AVahMTiVHWtGp0O7DiSXB1MEDNBrC9ExIkskzKbe7uhonWkkCsUJEdSwva5rnULm63RSUzS4NrhtmUEcafr3S97M+Sh7gspfCUtXXqlyFGYcddZXJ2PVEzakDQH0wYOKkqB6/asNcAIF9bE1mcEw06ZZlcy2b81fP2x38/xEWL7mCluKUzzIb9JA7niOU2zsa5MUtiQbsVPCItyGPNK+VmV8/RAilFgWxtFW67N5mF5oNIzi8b6/7uRH0B+36ua08NcK+P7NIGeHcoN1yzoUZYukNwUUh6LsQAU57DjUeSJKBKkmx9XdQENvaowadJ37goxMg0G0IxGBVgQaI4scU54UzZiQdn0rRWU7ze/q54m3Ut3LZSE6wJDDJY0sDeOlyvB+p2tR+dLNup2/VGwpUVsmZDPrvXF8oklhUOR8GLNg8/UjSg3QRGTlQXVRWKS9VOuG7HukppqG68lMfRZEQ2AelEVW9uo/GM+3TStoBqHa2WclC7pTJCaRDgen05noOhaNOtaNG4kN87HmvdjFI03rWsKuCcqFgAuda6smLhovBaaGq3o2p5Woi+qsRAR960tYyK4Z/XNaZrXOyRv8WKilmKi1PAPJ7ywlMaDNACqDOmsdzGmRlWxB4AfEW1TI2BcbrNpjTNtCpco7G2zKmCga+ksIx50H7Z3mqJ4e33RZ7UbExe9MORLEUzguuPQFXDS4vccOjTa/d4NaRcKmWSJGDUgd7YbPRDVYmXjhrYFSOaX9qQSnY2yTTyKW8oBwYyQbjtHeSXL098thiHQKv4ur8Z+RUH17XvuuKTJyK5l3mE3thPF8wpypDsUhRiAFtN33CU1lYBFIGLNuwI78+VZMVZph2tdCV5BU4oinEhRrl2YFdOpJ27fl+MxmgstFSnHeqcZBl4NBKqxiYJNY6mW+ednhhk89RzOzfDkP2osj1Tk5Bjua58mVW9FnUy8UkqgwGo3Ua+vg6nNE3W7sj3RZSb9fBz2q2Eq1KpotZeYzgr3dpZ1/J9aI5TwtJ6ylOgO7OQOBGW2zhPKy6qeuKGC4GTzMuqeDwOnpD3QvQj1Ms2PtgVJagovbfr5Um2RAQALsG74QJ1ozGyZiMsM3WJTI3ORKaW1UEQoy3eh6cZ1KueqE8c891WohQIKoOcpKznuIDb2glpvI0mqtubPsuMtIWRyeDAYkAJACslxIVSLnFGm/5uGwv7hBn1GIHw+6Yleo4BHgN1OxRmN6UJZYHGsCxLKzIFbf7abkkgzyrYWaDP5IrNRuD/jXv3heFlgnP9Xc/hB56bvXSP8lzUFnoNZJ22JIysyOqCNtYlhmEp5NP1Sxq5L/pETU3msfMV0Sg+iGzyOcrA1Qj52loYD0slOVcUQkOpZ27nbVr25g2kGl4rfO9fmyDXT9EKLUEh/bmxgD9jHp3z4sIrJYLszcM8MtMo2/u25NNtXdxs1H9uKAIznfo6vd1EthUQ9jEDbsZolodh+8ayJw0gGvdoqeTxTcg7PaEjLBimsjre6UtQTyvE5evryDbWJBkBCMkKVh+4KgHKwvLZfoPyo24wkGCm6mip3fYrCWo1hdJoS0alK4rwPQ0JhFKjIdvrSoTHovG1BBW3uSW1KKySnC3Lx4U30CAKleYMdr5jyZ0F4ZiRra35ZT2Px8HIDYahuFOU4u8Dh/68UFBYmDyNWWR1Da3FbSun3YGnZrJuF9nqCqjRQLa+Hnjm6Qater1QoxkMtM+qs0lfamJQnoveWV+bTviYMMzR/1jXvF+di3nqX8yL6SzBZQIprTH9N9e+RLn2EPxtfX6ViN5HRP9H/1+Jtn0zET1GRJ8mon942GcvtXG24uF7YBlZm9twN26KFzODuzPDPJO7sxtBb8Ks3ZnIpoqVG5SJ58VV6W+erNVCvrbqe6/FnwXAJxiYJ+RvVFN5qKE2Y2j7kqVcl5K2zINBoCiYQ0owEGR3eSYUSKQb5tEY+fq6fG6jESYQpS/M+8pWV4TGyLKgHKgqOaZmSLIM+SUpd5k1G2qEC/B4jHqnBzcYgB2rkex4g00N6V7CozF4awe8tR2kbnHluuh7vPccvcflpMGyycK8SO99FoVOJiwG34VVAbWaYaUylflJK92QSWpp/rWUR2XT2ds5iHhf5DnccDSpELJEkTo0VSVL7a7rMClE9Mke3jn+jvDinvdjzDLEp0lJHJQleN7dtecBub1/c+KHAHwqev4mAL/LzM8B8Lv6HFos7tUAvhJS4uJtWlRuXyy1cQYQvJ8oIw3MqJ+6ITfGrF2iJAl9ITSiVGO5pymlD9xIxbC5vA6rSTGrUExRTHDNE1640/Twug6GR9NwqdXyumgzMm44BI8LNUAyCeSXLklgrJbGANRuyV+ehxRp9fZcr4e615PPtgAcdBWwO5BC7vqbOUqbtoaiPBqHOiN2fNUYU0bIVlaQr63KBFdVqLd3pP5wLAebCmKSqVVqB3Yu8NcRiLKoqBSHTDqNC1gWnE0UFiDm8RjsVNaoheR5NBYP2dNVkRfvU8ubQofkEi8wXtgnNk2DSCYrqyQ45R278UgmEFPzeCmc/H7Srtx7frcVv5+mFWwCn6XauBP0g35mvrZ2+p99luDjGWcieiaAfwTg7dHL3w7gF/XxLwL4p9Hr72LmMTN/FsBj2Cdb2rDcnDN09h8XkhzgRA3gG1SytNIxz9ZvH3m8/nOiAIooKTBBabiy8gY0X12BSdnMI/SIdKVuOPTc83RDmji4Q3kLrqyQb6yI57zSFaOgnld+aQPUQqTZlWW1Gwy8qoP918tyvt7e9rUVkGkHa9sXCKoOHXOmraDYSo7mObKmqDukePuMGz7S1ca95OLnYUnOoFYTda8nE8Jo7D83W1mRuIB28QDgeVaywksmbfQJHeRriZiiw/V3Qa0m3GAgGuFo3OxYutiMxkI9tJpev+2DbjqxeSmjGdS2lSpVD7nZkNVHXUuSELugBedofEUZVCpWQ8Ngx8eooCiLkPS7WSsAchFWMn61JT9q7zlhB67hr2VfL2OGN31aqPv9Q7cx73lRlRvHDAj+JwD/FsB69Nq9zPwEAGiT13v09WcA+EC03b4F5AzL7znHtYyLQgyzeiMG84JdWe3xYie6PKj2eM92ptKAGD8zLPYcCDeZcYXmtXneMKoI54deVhMeutsdeG9SJGod5Bvrvp2QeXkWHDQjQt2ujIdI6gBrANMe283uMwF9/eh8gsJAXYtCQrcx/XJ8rKY5eJNtuaII1AwrB93uiIHxWW9Cf4CkSLx5gM4KJAGaKVmGlYHRBRYAjWV3PmNOPVltfpBfvQIwo3Htql8lmYfNVRkkkjFq58fjj7HSDO7mbZEWmtEGQqAziln4SoVWNU+9XzcU5Uzd76OOysnaMY35Zs9vAxPBwKMaV7uuJva9KMG708b+nvM1K8amf76qJhF9G4DrzPyROb9lFol94Eldes8ZAKx8pdvuec/CdMTW9cFzu3nLGw9DnNLKVSk63U5bumQoV2xUhmW+ubIC5UHWNO1lZ5rG7MajicDPnhuEnfS/A0CZJsZokIksKcG4VaNBHMONR8hXr4gHNxaFiBuOJgxkflmLuw8G2qCzEgNtvKd6huxY+HIXFCwTATJMD3nauBQTPLxNZG48Cs+V1zYeHbXUuWYtmBRWFkGj6/l1QKVvosMWvtaKPEXJRhnJ65CkHa5rSZXu9UDNhkgblVrxNSgK4X+NsvIlN70yxYG6HUmHL4pAc2Qk58AKU2kyj5/cTD1CpPEFlhUCsyQSNZr+ejINvJdG6m+qLZAdj2dOxCuGZJQPBgGg2czUzQMKsb0QwD8holcA6ADYIKJfBvAUEd2nXvN9AK7r9kcpIAfgInjO5k06Fy5CLXNo3nIc+PCqiji6bEG/bjfwvqOx97ZiSiT2gO3GmsU/u/FoInjoS0BGUXVvhNSzdkWh/LGoNZyOwbxobxStPdGOZCxm6+sT3LUPUKoG2RJifKq3LdkdS6Ggbkc+TyvfmbGeXoHs6ZgRy7qM74wzFtU7BmU+JdzHBpqRoqPdRtZpyzjU2FGzESXLrEwmCeU2EdCEJ+2zOyHGUjTrQUFiQVtSzTUAuH5fAqamirDfaCU0AfjGBEpt1Ns7QFHq9TJZeMgfG+OKdZL1qfD2PVEwGEAooG+T/WgcvPgZZT8Pg+17YNbgaeAOtK46cxyDc2bmNzPzM5n52ZBA3+8x83cDeAjAa3Wz1wL4LX38EIBXE1Fbi8g9B8CfHvQdy+85OwZYki3itjvmMdgN6XutYdLzM2Stlma9CU/tjRUwIYVz08vYGsHoHuCh7PGclRv0N14kgZKRYypFAAASyklEQVTvku+re+LN8XDk6RKnyRC2bb21JR5qt4M4tdvqS+Tr6z4wiLLyWXVuOJJ2R9Yx+rYmiGQEWGq5XxaHYzArMj9B26hCRDxcpYtaLeF7Wy24fl94Z+V6s3ZnojKcSf6o0Qgc7lSVvYOMFZcVqNlAfs811NdvKj1QTiTR2DawlHFvlGnSZbHEFTO03Q7Q6wndMRojb7WAmoOKRPeRlOxmeKznK06Vn9Au+/FQWOWpBl4ulyPQGnGS1CkqMi40Tm9x8VYADxLR6wD8FYBXAYAWi3sQwCcBVADeyDwdiZrE8hvnKYO4p1Mwl2osJBPLaAbKaILw8coJlbVN0BTR4z2t4dUwyyQQDG+cycWOJWpvxjx82AQ/a3UUMlVNUKslFEdGIA665KzdESM9pRrxGWdraz7ZxBs7NQA+1bwoRYc7GoN56H+D6ZVDsfccXBfhtwFKkZgHKhTFgXpwQDhbIPDhw1Cy0xUFKDJY2caaT42Hdg2R5CIHclPJN0ppsdZJ9iuEbkdKvea5z9T0q5MZyR2URysp1TZ7WVtd+1KmXJT+PFEjSmSKa5lYNqWl1M+aSKZe86srsJ/8fDD5qMG8O1w/Y0K3fxEoE96X1phvd+Y/APAH+vgWgJfss91bALxl3s9dfuO8D+wC98WFLB0XYXluRkZfnLyo40yrqSI1fntg4vPiG2LaWM00XpFhd0UBsrRvNZCmnDCu2bxNN9bfNpHcEiYC1gCUXxJHdSbQaKiaoSve31j5zyZNUj1ao8TGbRzphOSvKr3RPRGUd7dzUd/eRObbahHq7R1ka6symcQTpTW+zbQIVacNLktkly9JqrfV89Zjmq+tiVNMmXjxnXZwkmu3p1mqHeNQAJ/Em4/et8nUknGsup+fnGPjbAoMYCIo6Hlu5Z79ebPrajo1fs5jui9OaLiP640vqlIDOJzGOA/MdcaJ6GWa1fIYEb1pxvsvIqJtIvqY/v3EvPueBN/a/s4JryLuJGzLbEsM4boOXpumxk4sz2cY4D2psjGm+e2pJJO5ESW7xBe9UwkbIAaCmg3PQ9r3TvC7ypebdxh/lq8WNxxJhlzk1VOjKXWFLQ2aQrbgxCqkDs1C3Xh0pNZEx4EbDlHv9FBvbgs/XFVibHOr6if0DI8lSEfdjkxK4zGqLzwRBTanmpvqdSFSu6FMPtZRxgxxLjW2qdP2tZWRkW96gLqWyaPZQLayMtGbkYdD6XSiqxp/jowbZ95rHPPAbftJEIE3lienaD2OY+xPiEU2zMDROeezwKGes2ax/ByAl0Iijh8iooeY+ZNTm/4RM3/bMfc9FlxZwRcQj7830th6XlPrXRxqRI9yE8y77VE9lch7NxqEgD1evvfGVVNttI3pm30ShgtL5XgfH9G3eswk7av8cZvVBeMsYbxpUYqhVOPmhiPkG+uisihLT1FYQSdLjpGPYORXr/hkHfHIZYWQr63BV6XTwkQAQt1lAJyphrnVlI42VeWP9UT2omb5UbsNp1puD8ts9NI/wLhkQOiofH1dddlRgPVO1q64CHTEKYF4MYzxNOaZPl8A4DFm/gwzFwDeBcl2mQcn2fdQTNMOpPUiTI9rgTMAez3lOBp/p3HUG2EGjz5RA2SGHA/AHn2z98hnebmRp25G3PYPacyLccXKOZWx1Ds9SQIyLbL1LozSyz0nb+nk/V3xYk3nrd21Weszo67hdvpSh6PXg9sdiGrGUsvZyYpjRSatbGVFZYIUFCKWUWierufMM584w1aPeYpDzlZWJMU9mkzvKM7y2l8SLKXnDMli+evo+eMAvn7Gdt9IRB+HaPd+hJk/cYR9j4XJJqXOe9Ax32zb7OHJFsTwzIU7OVajMYxjPwvjcAy4wQBZW6R2luWHupb615qhl62s+Ow919PUfdNXM8tnKO1jnm99ezN8iWWgTwWHUVVg9YyztnQnyeIWZaYXVyUNIBNl1u1OpF5Tlkk2XSSjBJtHnQFcTgaM7+R5P+FnT8Rrlh0L6jnPY5znyWz5KIBnMXNfRdm/CdHxzZ0Vo9k3r5/13oGDyyUhxPqxWbIBEIx0iMhbB5MLclGdAuJjsegRePPs86tXRP6W50FqB0jAbXcIWo0ohdqBazexqog/a19ESUmzLlhqtaTxwMpKSEk3r1oDrrM6XsdJLlzLJOFOI6h6FJzC+b1o99BJ1Bp3CvOsbQ7NbGHmHWbu6+OHATSJ6No8+0af8QAzf90BGTl78H5+d+BfBwMJWB1woVsWWMJyo769iXp7W5QiRSk8sxYzMm/Y01nj0eGG+Dhj2JKeknWvJ99jHrNV7psqRcvOyTYanAUQGjGcYunOhGPgmIWP7jTmMc4fAvAcIvoyImpBsmEeijcgoi8ibbFNRC/Qz701z74nxXtHv7z3xZhTS9zahYUrClGwmOHT1OiZ3ULOGFyVqPt9PNp7Jx7tvROUZRMBaoOnNy4wFl6pgcU0zofSGsxcEdH3A3gUEmJ+h2a7vEHfvx/AKwF8HxFVAIYAXs3MDGDmvqf9I97P7w41Y/cpo5hwMRHX0GatWXFYQsx5wGqPv7T5mlBsar96KwlnCwaoXrw4y1xJKEpVPDz12v3R458F8LPz7nsn4A10utDvTlhpzAWjrb6FXglQhve7BwEo76zJLhJ4nWrGmoz1uWARPOVpXNgMwYS7DIts0NiFlR1Lh3Iz1t9Cr4SvingB6Y1FpzQAAAxkCxgQTMY5IeGsEU8kszxlldqdN29+t8A450XDhZqql2KWhoxzWcaacPqwc7+nt95UiVZfqTCuebJE3vUyXePkeM/feSN5zmeM+IKNHy9DE8yEO4ApLzpkbe6zzZJgmQwzGKC9DdLPHRfOOE8oNxYMB12w0+8t6m9IODksSHgovaFYNnpjqQwzoDrno3nKRPQlAH4JwBdBqkE/wMw/TURXAfwagGcD+ByA72DmTd3nzQBeBykh+YPM/OhB33HhjPNFwawL/DwN9mE3XJpMjojIEL+f3w3wnMdwwb3opTPMimNwzhWAf8PMHyWidQAfIaL3AfiXAH6Xmd+qVTjfBODHiOh5kDyPrwTwxQDeT0TPPajgfjLOS4Sz9K6PepMlz/8UkGR05wJiRnZEnbN22LYu2z0i+hSkltC3A3iRbvaLkCL8P6avv4uZxwA+S0SPQQrD/cl+33EhjfMiUxunif0M6HF++2l7PPsGvRL24KIco2X1moGTqTWI6NkAvhbABwHcq4Yb2uT1Ht3sGQA+EO32uL62Ly6kcb7bsUg3STLSR8A5eM0zKzbebWBIH8i9uEZEH46eP8DMD8QbENEagF8H8MPMvEM0q9abbLrPN++LZJwTzgTJSC8mfAo5cKLJYZEcguNgH1rj5kGF2IioCTHMv8LMv6EvP0VE96nXfB+A6/r63EXg/JjmHfyyYREvlmSYksZ7IaFdd46LZT+fxEfXOWuht18A8Clm/qnorYcAvFYfvxbAb0Wvv5qI2kT0ZZCSyn960HdcaM/5buGelxHJk15+LLtRjnGMwkcvBPA9AP6MiD6mr/04gLcCeJCIXgfgrwC8CgC0WNyDAD4JUXq88SClBnDBjTOQDPSiIxnp5cRFMsxgPrJxZub/gdk8MgC8ZJ993gLgLfN+x4U3zgnLgWSklwMXyigblrlkKBG9DMBPQ2oyv52Z3zr1/ndBtHwA0Afwfcz8cX3vcwB6kKyY6iidTk4LyXteHiQjvXi4kAZ5GgtQS2MahxpnIsoB/ByAl0Iijh8iooeY+ZPRZp8F8M3MvElELwfwACYbub6YmW+e4rgTLjjShHq+uCsMsoEBqhYv+Wcez/kFAB5j5s8AABG9C5Lt4o0zM//PaPsPQGQiCQknQvKizxZ3lUGOQGCQW07j/AwAfx09fxyTXvE0Xgfgd6LnDOC9RMQA/vO0iPtuwt168Z8UyUjfGaTrUbHEnvPcmS1E9GKIcf770csvZOYvaBrj+4joL5j5D2fs+3oAr59jPMdCWiYn3G1IxndeMLCknvNcmS1E9HcAvB3Ay5n5lr3OzF/Q/9eJ6D0QmmSPcVaP+gH9rDvCzicDvdxIHvTBSMb4mNg/fftcMY9x/hCA52hWy+chZe++M96AiL4UwG8A+B5m/svo9VUAmVZtWgXwrQB+8rQGfxwkA738uNvPYTLCpwwGqFq8+iKHGmdmrojo+wE8CpHSvUOzXd6g798P4CcAPA3A27Twh0nm7gXwHn2tAeBXmfmRO/JLjoC7/ea+CLjoXnQywGeJ5aU1wMwPA3h46rX7o8ffC+B7Z+z3GQBffcIxJiTsi4tipJMxPkcwgHpJjfNFRPKeLxYW8Xwmg7skYAaqxWsieNcaZ2Axb+iE42NRvOhklJcQy0prJJwc6YY9O5yHkU7nd4nBDCxgw4G73jjfae853bTnh7Mw0un8XgQwsIxqjbsBd8JAp5t2cXASI53O410AxkK26krGWXFaXla6mRcX6dwkzMQxaY3DqnWeFMk4T+G4XnS68RMSlhUMPqJaY85qnSfChe0heBIcxdCmnngJCUsOhnjO038Hw1frZOYCgFXrPDUk47wPDjO4ySgnJFwMMDO4rvf8HYJZ1TqfcZrjSrTGAYh56GSIExIuJnrYfPR91a9dm/FWh4g+HD1/ICp5PHe1zuMiGec5kAxzQsLFBTO/7Bi7zVWt8yRItEZCQkLC0eGrdRJRC1Kt86HT/ILkOSckJCQcEftV6zzN7yDmxSsyfaeK7SckJFw4fETLE184zEVrENHLiOjTRPQYEb1pxvtERD+j7/9vInr+vPsmJCQkJOzFocY5Elu/HMDzALyGiJ43tdnLATxH/14P4OePsG9CQkJCwhTm8ZznEVt/O4BfYsEHAFwmovvm3DchISEhYQrzGOd5xNb7bXPHhdoJCQkJFxHzqDXmEVvvt83cQm0iej2EEgGAMYA/n2Nsi4ZrAG6e9yCOgTTus0Ua9+nhWec9gDuFeYzzPGLr/bZpzbEvAEAzbx4AACL68DJGYNO4zxZp3GeLZR33smIeWmMesfVDAP6Fqja+AcA2Mz8x574JCQkJCVM41HPeT2xNRG/Q9++HdOZ+BYDHAAwA/KuD9r0jvyQhISHhAmGuDEFmfhhigOPX7o8eM4A3zrvvHHjg8E0WEmncZ4s07rPFso57KbGQGYIJCQkJdztS4aOEhISEBcS5GeeTpISfJ+YY94uIaJuIPqZ/P3Ee45wGEb2DiK4T0UyJ4gIf78PGvajH+0uI6PeJ6FNE9Aki+qEZ2yzcMZ9z3At5zC8cmPnM/yDBwf8L4MshcruPA3je1DavAPA7EK30NwD44HmM9RjjfhGA3z7vsc4Y+zcBeD6AP9/n/YU73nOOe1GP930Anq+P1wH85ZJc4/OMeyGP+UX7Oy/P+SQp4eeJpU1HZ+Y/BHD7gE0W8XjPM+6FBDM/wcwf1cc9AJ/C3uzYhTvmc4474QxwXsb5JCnh54l5x/SNRPRxIvodIvrKsxnaibGIx3teLPTxJqJnA/haAB+cemuhj/kB4wYW/JhfBJxXsf2TpISfJ+YZ00cBPIuZ+0T0CgC/CanWt+hYxOM9Dxb6eBPRGoBfB/DDzLwz/faMXRbimB8y7oU+5hcF5+U5nyQl/Dxx6JiYeYeZ+/r4YQBNIprVPHLRsIjH+1As8vEmoibEwP0KM//GjE0W8pgfNu5FPuYXCedlnE+SEn6eOHTcRPRFRET6+AWQY3zrzEd6dCzi8T4Ui3q8dUy/AOBTzPxT+2y2cMd8nnEv6jG/aDgXWoNPkBJ+nphz3K8E8H1EVAEYAng1M5/7UpWI/iskyn6NiB4H8O8ANIHFPd7AXONeyOMN4IUAvgfAnxHRx/S1HwfwpcBCH/N5xr2ox/xCIWUIJiQkJCwgUoZgQkJCwgIiGeeEhISEBUQyzgkJCQkLiGScExISEhYQyTgnJCScCw4rajVj++8gok9qQaZfvdPjO28ktUZCQsK5gIi+CUAfUl/kqw7Z9jkAHgTwD5h5k4juYebrZzHO80LynBMSEs4Fs4paEdHfIKJHiOgjRPRHRPS39K1/DeDnmHlT973QhhlIxjkhIWGx8ACAH2DmvwvgRwC8TV9/LoDnEtEfE9EHiOhl5zbCM8J5FT5KSEhImIAWW/p7AP6bZocDQFv/NyDFlV4EqUHyR0T0Vcy8ddbjPCsk45yQkLAoyABsMfPXzHjvcQAfYOYSwGeJ6NMQY/2hsxzgWSLRGgkJCQsBLU36WSJ6FeDbeH21vv2bAF6sr1+D0ByfOZeBnhGScU5ISDgXaFGrPwHwFUT0OBG9DsB3AXgdEX0cwCcQOg09CuAWEX0SwO8D+FFmvtCV8JKULiEhIWEBkTznhISEhAVEMs4JCQkJC4hknBMSEhIWEMk4JyQkJCwgknFOSEhIWEAk45yQkJCwgEjGOSEhIWEBkYxzQkJCwgLi/wPFxsipn/NIsAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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sXHfg91vbXXD/n0B9593wp5yk206mM20tIubzd//Y5g+NeZhDCH397OJQSLkviiOfZkmq6WBdd5E5s/sc5e1N598Px2pClWYIbo0KRUQARH2otJcAeBo0oxoA3gbgRgCX2fJ3isgGgC+QvAlaa+jD845xzJKzFJHcegiabKzn4IDCq/6bSw5xu4h4Q+Y3n/fzySlawiEAzkEkgPBG0PpilQX1d0mZxPmnPr85Zgr+nz3ejBWThTn1PTwuOOMFrXOr7/o6/CkngaMSF9z/J9LyecR8/qnPB+rQnONWkddhyCr95Q7NRUgxttXsw2Qr6JJ8bO94jpU+t/iRg5OVOgS92TbzcCwStODgHIIkPYCPAXgEgNeLyN+QPENEvgIAIvIVq8gJAA+E1ruPuNWWzcUxSc5PPueXEaYBzhGoADAAtai+DKT6GUKTEArNGiRpSSgLCGLGamBn+N7zPpKl77Q7KjWkry+QP3cQUrTMikhDiMtarLFiWF3j3PIi+FNOglQVuLYGiMDf79TUZn3n3drNU08GgBZRp+OJHJ76vdmPOCfl7g83ZlZKXSfN8lBJubc7ZjXnON5ipdMIYY70cKhQq7otX82uP/aiOjR9u1fWOK0zvd4VVj1T91NJ4jtIngStI/RtCw7Td2EWfknHHDn/+//9NagDQE9ILeCUcNMA1gGoTLsNsAiOAIFFc2QyArfAPSKhTdgB/Zo0oNmJXemk8KbHibbV96NxVCdkgPZzWYLujSohuL7e6NjZuftTTwacQ/21O5W0Aci9e8CdO2Z172h5z9PDN/nxxymOmq6qZpkjxm/rOo9zoFopvT/sBN3XHosS6CzuWturTN59I4B43Q+KoJewjGfaTL6GGDe9/WnPW8UCy/kOK+K2eH+Rr5O8EcAFAG4jeaZZzWcCuN02uxXAg7PdHgTgy4vaPeauZDV2qMZEtcPbq0C9o0C9ViCslZBRASm9vrwHCpU1UEQtmL0ZefNAuvQC0DgS52nGda3kGgk2cxi2kN/k835Em0R00Ht9jUq4XTtVW46at2Nz3rEPRpb+fqci3PV1bWPnjvkHyB9om2nkWTLOIlLIa5D0Jvvg0CxnFiXO4dOX0q2XOc7KOyXpZs431cqwxKstIe6zzL49FeuOxbK6WlvDz7wWgeT9zGIGyXUA5wD4RwBXA3iubfZcAO+291cDeAbJMcmHATgbwN8uOsYxZzlX6wSFYAAYBKyAunLwUwGnAW4qYB3gKgGLAEzVTObEq46arElsav11CZXwagG7oFau92BXS44hdEDbeu1KIyGoBj4PsWKeCCicTXIBlBAjQfvOw8fFmyuoBh7P3frkzEnYstTjcek0SSFbBpEm9npJyWWePHJuedHsxKH5D70nVGsr6JMw5qEbVRKt0FUj5W6o2sJQucOJeZmxcdkS1vaqIwixsfVojTMBvM10ZwfgKhH5c5IfBnAVyUsA3ALghwFARD5D8ioAn4WKsS9cFKkBLFfP+a0AngrgdhGZ0VSo7PTfAHw/gH0AflREPm7rLrB1HsCbReTVy513P77z+a9rzeylBA2wJlwl8BMHNw1wEwc/DSp5kHAwy88RCEtazd3Y5/RfQLhEuFG/TpZ1EIjUs8Qf25OsKFMc+net0vg5BCNcpzHaMkVMnIlSAL0HysKSb1xD0F3kYYKLYq/j8hgaFcm7S9D2cJO6bkq15k11Ikq6jstIzIuG38uQbHebOPXYsk5Fqaabas/brU0vJOJlHmKH+LBrHWde+YJjGAJiGrbmEBSRTwH41z3L7wTwlDn7vArAq5Y9xjKW85UAfhPA785Z/31QE/1sAI8H8EYAj7cnyusBnAvVWz5K8moR+eyynevi47/9Yjzmha/LpHUCArhaCboeCfzUw28IZEK4jYaoXKExz8rmRkIxemMecqKbM6xPXYnWZ1UD0woymTb6X1moc5AOQoGEkDIHUUpj9XZjqb23h0ptdXeZSM3F8qijsm01A0awmW6dR6ik9Rm61nP3GuQEDSNeEQgD6F1/hMlmTsXNLC66pazfedss2jcSd9yuT3ue2f7w+yi3jEOylg8HQR+nONhojSONZYrtf4DkQxds8jQAv2txfx8heZIJ4Q8FcJMV3QfJd9q2B03OAJBGH8rLIJR7WAOuIEIBBA+Ic/BRHxaBFA4sdP7AuckrEbnc0GeNJsLOHYVZe1VDLFIFsCzUsi58IjPZ2Gj2694XMaklkldR6A8riDocrV8szGLOrVJziCZH8KLzbJ1zRtCOYHAm30iboLM+JpKOlvQcPu4L93Mn7k5V0PShgxn9WWocFKFEwl1E3JGgc6KOOIdPb+2/ErNP9z3MtpFs5414jsVMQRFg4zitSvdAAF/KPsf4vb7ljz/Ug4lDMlclErToe7i4nkreTjdiUAchq5CSUhqCtYaDzNbNyC3S3KmXJI7sx+KgP5ZCpQZX1wj79+uPvyiA8UidcyZHuLqGTCZKrrE9i5nWQ7jGmQc02nYebudc/0MjJ+TNiLknK7KFfHSRW/axD0bSUlVNk0sk7oR79kDqGm5tRyPx5Nc/H0YfJEH3IZc75hFzd73U9VEnnV4reZH+uwjzrt9MPZkl2+o7vu2/ytEt83DMWs5LYF783pbi+kheCuDSRQd69Etfpw10WhbqsgDAJflTmZu1AwM0iqMKYOXNtDaSyzXWpjOzryzdu7cIEgBQ52DDaAQ6Bz8e6/LxCFhf0/2rWhNUTtwN7Nnb7JtbpY6NRdySVowoY3LMPEJd1lruI/asDwxufkx4HoUSRGtnxwLuPRpz7+G9RziwAX/yiQh70DhSgRRTm0pa9vRjK46/uP3yGx8+LXUrmvVCUp73eQtgUbb0fm1u/jXuRVZ693iAgKi2qDkfDRyOO3Be/N6W4vpE5AoReeyiuMLP/NqLIc4s5uwFQAnbEgJDYa8SqMdEPSLCSK1ntUbNIu2zPOMrJ8Zo3dLNJ+a4v2UHYm0M7FwHdu0AdqxD1keQ9REwLrWNwoNrY5UmOm3QojBSKJx3zfFc9qCY1/d8eQzry8P7unHUeVRJdBi2v5z2MbxKKhyV4HgMjkfAqOzIK8v90P2pJwNB4E4+qakaOBqZjq7Oz77Ehi0RbexSNU1k3t0/TjXWciZGErPz6puKbBncIH+8fPRHft0OJhRuHuzeFRuhxOvbqszY3f4gsGpRLssgyhrd13bjcJDz1QCeQ8V3A/iGpS9+FMDZJB9GcgQt+nH1oR5MYuBKviyOzJ2uEx/JmQ1Bjz3CqICMCo1uiJJBjJZYSMxxOzavLrKCRylsrSiAsoSMLfZ6VCDsGEHWx8BopBb1qDTt2KsD0Jx8GJVAWTbzIbo8VM4m44wRGimO2WUPEjYjg9ySzgk6zTwetA5IVTUSRmwvwral99rfOBpYXwN27gDX15WoI+kt8eNO1rUj5N49gASNwT6woQ+AvHJgLGuZkWf8vFUssrZTjHDnc+zrUQlhO5ykDLS+i3hNWw+9fK7NnLDz7/A4iMqYBwFRiZt5bTeWCaV7B7SQx2kkbwXwSmiRD4jImwC8BxpGdxM0lO7HbF1F8kUAroW6vN4qIp85lM5+88+8Tu/ZAIAAcyODUNEkXtMobwSNiQ5jhzD1YFXA1TUoZUNa0dk1Q9J2s+aSxiLE9urQaHOe6QEgkfjXqdXyvAOmlZJyJMqyMFL2kKg398VKAzpMaNUTsZOva2Bj0vQprgeac41tVjWkqiDTqYbJFYU6TuOxAUiYtmqGYDQC1saQtVITfQBwfQSWJeAI59hEoyy6XHWt57qxgbBvX3oI+jPuB7nnXo3xRm1ZZzqjTUsLzqzgZeSNRUQu1XSGgDYLB1wW0ZrM5Y1z+PSD03yXxYKyoHo46a5MVecaxGuftblEP7c79HCrEGAlZY1lojUWjuUsSuOFc9a9B0rehwWhBCiw2GYbgef3iuhLaGG4hX6uRaUNjh1YezCUYC1mXsssMecyRldCyEm6LzxtJkyNEE+E0kMKbYe1JsqwcGBl4XBm0YozQs+cb3mLQmZkHcBalPQdGkKdunb0SJQqkk7sLJNRlJgnE30PNKnu8TxjTZLYRlkC62sIu8YIayVC6eycAtz6WF979wEHNlBbFuI80HvUX70d/vTTEvHWX9VsVxdTyqlpwRAmbfRgMgg3Jea+5ZmsEZNm6D3Oka2Rz1xZ4zAR8szDaZMQxdlFmS8lKwCm6fb1LJEvgWOpxrYIMTkWyXlV8PDXvBbBmDcmn2gNDXtvxBw/h4xfKCptsHZwtQcrASurx+GzWhiLiLkvfA7NjdyCA2AV6qRwkNIjrHnUY68PjkrgN2oN8CgcWDhILZ390XogSPehIALUDvBGzp6Npe1co/xUVb9zMDoVY7QFao2p7sZbi6iEEa3+skDYOUa1a4R6zUNKfRAweHCtgNtRwJ8whts3ATYj5/U1uJNORPjKbSke3J1+mhan2rcPrDVDciZEL7PgIjF1/8d1fZgbyZERcO8Ep5nlvFXyiQR9JDTZpUYNc7JRe4k5PuzhQTowq9XdcgQu+XBZdUtaLeftlzG6OGbIOYyVYISiE5pYoSBaAkrKFoyvLjmPCFZO07srD4YCLoRmiqs6zMoYubXcDaPL4dAuNJ5b4N5DvEMonFrOsJvcGeGS+i24TL7I2onEqztqDLN4AiBIUfKiWueSW9tVZfKERXjEH1Lefqwz7b1a0tFRlIf30QHjUku0kpBxiWpniWpngXrsIA5g0AxNEhBfIIw93HoJ99hHobj1DtRf+apawGWhbUzUMUerjudOO0XT2Tc2ABG1pk8+EeJDM0Ev6nZsrRF0E09+8AkraX0WbZK+goyw07KOpdpHuFsio3yS4COAeXNfzq0glzmFWfqmuJfdO/lcmO395vc/avWrGAM9WM4HiYf+xq9BHBCcqKHqpBnmh0jQBCsmonb1HHKuAWehdQyi0obYJFc+i30GliLmJDEkSwPATJyfmEUvQG4d014Sj6HTbbFGm0A9lciNoN20+QGIR286OjsED0/MTL1FWnnwkc2xmIUVmhNSCg9ZN2IO0GiYkUe1s8B0p0cYqdzhJwAqAeNDpyCC93ClQ/im01GefAJ4973q5Myr9k2N4GL961JvR39/K4EbrVg0M6hHR5XUdQoLy6vYzUtA2ZS8N6vGtglBd5Ensixdn3q7s/g6sf6xtAC9b4WdpofkTOGjOf1fcWfiYDkfJKQQ01MF4gWMJA2ovhwIVEpeStIAKoDUmhrRj1aPYORs29UerAUu3nD1HKfbIosZHYJurch04RCSBKMx2Q3ZtggaSrixpKmY5SxG0HBE7bV+CERMb7cY48CmnnWlWnQL+cPGrHrx9l5U5kkF9sssumRUIIYpwhH1WoF6zaFeI+rSToD2gKy1j9HRXRfxPNdRlB7unv1J656RWnquL71P1rMSgmuvyy3dBQQwI1EsSRb5MWZqg2zRUt8sa3HzzmxC3AdhfbfqL3eSS2Zm7onLvbckho6zEMAyJUNX0YIWEPVAzlvDWW/6VYgXwAnoBWRDzjqkp1qOBSFVQ9JSEG4KIzUlPHFAvUZMdxLFAYdiv6Dc61HsL+EP1HAbNdy0NmKrtXh/X82IHhJJRBsR0FjTFpbHoJYlqCTN2lLKa7FMRiSSlyJKHk3bFKjlHR8mQS1x1rU6GPO+Ztl72sF2nLIUPjkd0/l4aSfl2H6sQmO9x/s3c8TWY2LfGUCx32PtbpONotwURPsvHv6ASw+CmfC+/MExmSDp3jFFHdBoEpFWFIimjzd6aAsZWSkB+Wb5sqnQaV/MkPRmESNJDunRwvuOM5d8W3HIc4beLWL2szPnpPkBw8w+rbkDxZw1gI1WOoZH/P7mITpvZ05vdp9VImkRbLnw0dHASpMznHr4GCWAHuNVSdrubUe950Ic8ksiFbHEQBbqkHM2DJ9bnc2ZNTo3rTnbtpv44RrSkdKrdR0EbhItXmlbtjGowrTuZCnHJkO2TyaRRIt8bkZgjGGOP45cS85Pt0uSQHIKSqEafBg5VGse1Q6nlnMJhIIQD/gNAASqMVGIXl9tl5BsxvNWDPY8y7mjicMLIA5EibB33+w5xt0jUcd46L6wt07MdO+6TSzPPpKWup6VUaJVv6zFnDk44/55TJ9g38YAACAASURBVHKKvW89hO198iuw15E593jZdZgh8DR66wklXTSN1RbRFzd+9Al7sJy3hLN+6zUpLRucvRmkpaFm4jJteipKGmILkQia+5VUQgnUSX82K8/0Z6kiYS0gZmaWp8kD0QpNjpO0Ti3lGCESiTmGwIlzyUoWR0jpzGGofYszveT7RkKecSICbcJuOQPZ7n/W1+ZSNtc1xjCLN3nCM1n9HvrAqQNR7o3WfGNR0/rAIOnrE0+zhKvWObR0/aJoLGfrD0mANdzOHS2CVkLuOAm7iGTd5xTrKRa/FSdX3g+p5m83Q9CbHCOvZkhvCUf5tGZWqjU9fC00UqZVHGL196M7jVRPrY5ZLVklI/q2c7lPc56Hrc7KcrStak1NmOMc3UasLDn3krKoPsSMNBNJ52RNDS9jakdfrkLKHqxLgIGoA8EsG8jZ5kocdVvLbTkJnZGW13C5IrMuug45iUP9oDJBlCZojjoKxBkhe4cQLed40qZL5/u2r1VmUaVMwCgdhPaykrNp6z0Q38RTi0WJqIwC+AkgFBQC+P0B5d4K090lqnHTb5VxIkkD4i3BpZR2Ikz3R7teNOuDAKFuJA7vgL374E/cjfob94BrY9Ww7TW3LnQklhm/ALNrlUkYC4ikq3XPS0xJs7p0Saw3XTqTIiTAlYVmW45GTdIP0DzAavNjZJMCy5TNwHLBbDQtGSPbft52uq3W0mDXqYzZa3WocwjSEddXf3hIbWwVB1PP+WhgZcn55ktfhoe8+VeaBdFpJhrVkJbF2qFA82MTzvJ6tJ6dkrMSs9h/ALXGQUPMSRgIBqYYT23ELGuBOeo8ZOQRSiXnRKhRegCQ5jOsRR1mnaGp5Dos2Djp7NRaFm4kyU1GYHOtYWfhdj1W/kwbtUAQwGnjNNVwP4c4izwrQbF3CjepUewlEHxzHUQtZlbmsPQm8YiYU9B3zqsZootz4LTSiwdv2r0DptS5D8lm4toQEO7+xuLrMbJ452wSg7D/ANzaOJs4oK1R56STCK0TVpfIvE+6SBZ7ANhElcxzRsb5FTkqm5orUcrI+y8CuACEGuHOu+DufzpQ1XZfqiVN8ZCwOEOzl6Q3QYuI5zwADmWS1+0g5ogwWM4HiZSbDSO3fB2AQJXQ5ikRmfWc9OdI0LYPzYLW6mrmCIuklmvTJECfCCeUDmHkEIpsaG6kr/3TaaZIScSfWyAMAQKXCJcixtN2nl0r3LVPsBUt0kfKeaEm5+YTe255pwgWbYOVU0mmEnDkNPEERrxBrWLWAj8JCHUWiSJqQQNmOZcCkeggDenrQzfM0LNd3L7wQDFC/S9fhH/AGc3yJYbK/uQTU4iY1DXCPXvgdu+C8zubh20IkLqyGV0aUp0hsOh8rKZK1DGLrpu12FOTwpUFUgz9HElAgigxl1kRqfRgzfR6QNPkH3AmsHcvsGNdN43tAOCCkUT3mK1z7OBozqa9XcSsssbqac6r16MMtzzvMh0SC5CKN+evACXmznr2bM+qsZzFAxKr1pWa2l2PHOoxzQp2rYSOxrEWmtA4UelEHNUxVhAhViP1udZNlSkKars+azvqxtYmg2RZj6rXulqtSj1W5wcaMU+iiIkwcUjvm+My6tWxH3l/oj5eBXCjAvdP4PZN4PduwO+r4PdbdMukhtuo4DYqnb9xonM4usraiMQcY5/t2kaNvvXytHA960dc7qjkXNXwD3uI6a8e1S23AkWR0r29JbTkcLt3ob77G2p5jpX0/Mkngp1EI5lMM+taj5kswG7hpayam7O47FjlLb3yWGHHpnpfKnLlUhvpFa3xvmnLer9XD6yNlJjX1/T/jnUwEnVPX1ro0dvjK/V7E2LeCnFvtu12Rm0IiLp2M6/txspbzrc87zI85C2/or/XFBRsECNmK26kSSkdUs43dwA8WhOFKMzRJQ6hVovQ5fJC7liLP9ay7SyLDjzbQdvMrMGYSKLhc6GdUQhYMo2Yt9w1nFCbQ43QkDa4WVLtg2NzjG5ESXe/vL2A9kS4cbklqjgRiJQIpY0eOu0yiPr7zBGayrpajWrxZiX7TsRK7Oqkhow0AYaBWv96/wHtgw3161tuAYsS9a1fhn/QAzT8bjqF27UTwWpku507gCDwJ+62LENqXZBY2F8IQY2wJ5M3sodcnBcx6q2tPiar1iE6zNJyG+5HnTvpxi0N1wGuRposl7qdOvT6H7xSFhadI3odx1a4q9zZtGGk7UKAHNhQ67mu0+w5uf69WTxyuw+LHK3tUMatWtqrEEoHAUKPnr7dWHlyBoBbLmkTdOIWs5BzS5nxFWWOuF2UNiymWHzGj3FULaYzVw5h6sBJ28liTwI7VpQ5kEgobUzqweMQNnbPIkn6ElZoDwC1NkOT+ZfJKaJBHeaciVZ2RqKxuSh1xL5kx0HoSCNdbTxpwHZ1MkcVgqn9zuqBeAcZNRpzcy52jTPiFgKweHN61ZcEoTlu7GtdgxtmOU8mwIENS4wpjZhquPU18NRT1Fk4mWi502ll2YcBbn09RTFIXdvXUqG+6+taZKlUKznc9jUj8dAkXQAIBzaUsBk08KEnWoj2sGlNEGCT3bqRVwu2LHWbqgamOqdkmvZrVOroqGz/BGVjAu7c0VyP6GAV0Xrk+TXNZaoSQK2ZfCS1xva0AjY2dE7LujbfR43WRAaHijxzc9NNdUSyEoTcgayg5rz9tvuSuOWSywBgDjHbK1rNyXrO9OnMihOPpuazB8JI07vrMVCtWxzvmtZ+jjUl5jlyWgX/O8vS8q4F35UmcgddHWOaLXQucl5mocehfyoz2hdOl4en5YtNtkB8RYu9FXoXCTsj5vg/RglY8ozGkXeO1TXMmR07NhUr72VhferscpDSphKbTCHTqRJvZeQ7rcATdinpbKjFLHGdiOq/eZ1qsRnSa6vDMZ2ivu1r2h4wM2t5OLABZ7PWxBnb59WmgEgjh8Tru76mNUNO3K0TLVh5VZRlIzWUBbi2Bq6vpZrfGI3gz7ifnlus0Z3HhXfulVhQK2ZyyqhAWCsQ1kaQnWuQnTu0zvYJu/SVORlb8dM9mCHtzULm8kkoNsFKErMAoXYzr0Ug+WCS7yf5DyQ/Q/I/2fJTSF5P8p/s/8nZPi8neRPJz5E8f7N+LXVFSV5gDd5E8vKe9T9F8hP2+nuSNclTbN0XSX7a1v3dMsebh1suuawh4ogeq3merJFbuS2CLoB6rNlu03ViutOh2ulR7Sj1Zi9NJ8yK4mNeeJYdp0l+YbKoGwsxI6eWdWkEHZCFoWWWd6yxkZPZImkDaJNmkDQZQKNzh2aCgM0sqTy9N5J8lDLiqQlSwkzUzfU7se0z8p95SMGG71Wt5JlNOBulFVSV1uSI6+M5ibQSMFoEHZSgWZRJ6qjvvBv+1JPV+Rbjqp1TSzqbwCCfkaW5DPMf1jzlZIRTd6M+eQfCrjXI2O6ZqkL1tTuUsMdjpIkeyqKZeCHOKFMUSVvX/xZPH6sc2sQRYc0jjAubSELfhzWPescIsmME2TFWPTo6GWPc9CItOl2/LRK0Xpj2q4Ptcvgtgzi/Qf7aBBWAl4jItwL4bgAvJPkoAJcDeJ+InA3gffYZtu4ZAB4N4AIAbyBjjE4/lim27wG8HsC50KmnPkryahFJs2iLyK8C+FXb/gcB/D8iclfWzJNF5I5NT3cJ3PK8yzTELg+XaxEyG5LugRhXCmxEBjW0GYk7WYMO8fIUAJynRnAAkMLpj6N0zfaeSdrQSm2wWh7Wl1xnjs69KF/k1iPQIlwGnVFcSdykkVqw+Kc1BzmRz6u9kUsMDjYMzyI+aFp2pcNn1903SkiWWk+rvkeRdP3m9U0t+tBKI9eiO41kAqD1EBGz5mPltM0vQUC4Z49GcYio1HHyiZBphbBnL9yunc2xYry1d5bX0Z6EVqYV3M4dkIlGari1MarTd2tpWE+4SQ1PwmEDPPlEFCfu1naL7KFqFvLciRWcWcmF1Tspnd53sTaKIZe5xIklrej3Q9PrWdW95QfmXqt5SSvAcpZyts3103csfdyjDuGmlvLMLjrb01fs/b0k/wE6qfXToJOTAMDbANwI4DJb/k4R2QDwBZI3AXgcgA/PO8YymvPjANwkIp8HAJLvtAN9ds72FwE4ot/ELc+7DA/57dfohxSV0TeE79k5Kh2JoZtX3YrmIIJ3CL6AFESxx4HT0ITQjbVkZhg5mw5LozXS7OACuIrwG2IFlszazGUW50BLmInL5oLN/0YSyCSNvlC6PuTW9jwnYd5W18ISUcsW0DDAqZspaRoL/0vhUo2QVux3X3+iIzIllYQsrneTc4qTB5CJQGQyVYIajxFjyHPUWWx0fJ+IOb8GzjUxxDVmSIk7d8CfdgqwMcHkm07XGtc+asLeMipri03ONPY4eoiTK8TRU35NkF3HUWYhF1TnMOOD3xJ+4nWGjgadWHTM1Gn52PQd9X0PYebcdPHBxy1HuLVxOzRyFXEIDkGSDwXwrwH8DYAzjLghIl8haSUW8UAAH8l2u9WWzcUy5PxAAF/qNPr4OZ3cATXZX5QtFgDXkRQAvyUiVyxxzE1xy/NfhrOuMILeynVtab/GG5FQnYa5Bg+dxdtbxl5JlGMHfyDAVQFCJeN63aNao85RaPMVBqvNjKA1JyiATPS4OgNKRozIibnfcp7Xf/FmmVoscsva7sodmWOy/eOUfl0zkn3v8VVeYAjABC1HWjqmV1LQqnJtvTRqprGPrEWt8Er15CRX5E7J/PzmZQHGfozHSSvuIxvSwa2N06zfTcieA6oK9d3fgNu9S7f1Ji+YnMKxIOzZ2zjxagA71hF2r6M64WTUax6hNGnKBhGhcPDO6QLvAWcZl60RSlOAqhWzbtpylDDqsddwzywblbVo5N3UrGYQ8HZfW41v2ncjdYwQacdw96atb4Y5ZN4lckbn7Kqjv4undaTYK7r8RXIXgD8B8J9F5B7OH5n0rVhoTS1Dzltp9AcBfLAjaTxBRL5sT5DrSf6jiHxg5iDkpQAuXaI/TScIS+4wE8KiJJK1xv7O6wGbNnJZROx3VHskzVhrcRDFfqdFfUQQCiPl9NKU8FDacQMghcoaxb5saqk8+iIfluY3R/YF5wkd+Xq1uGzHXOZYSOzSWKWAErPM0c1jP/raS3Ud8idd9r7wYFlCLEU+Pydx7TBB1LUS82Si5Bzbnnce+YMm76fVHE7Ze+Oxbe/Ssf2Ju7UPk4kScxdlqdEc2blXX7kNxemnqTPN5obMK+MpMY/VYi5MenJUtapGy+pPJQXyfmfO4LhNc05MxFyteXVUjxsJTa1yABMtRy6m7ydtP8pJITQPvqrqrYvRSl3vKYp0MNYzd+20CBuP80+6BNd+/S1bbuOoQACpe8/vDhF57LzdSJZQYv4DEflTW3wbyTPNaj4TwO22/FYAD852fxCALy/q1jKPy600+gx0JA0R+bL9vx3Au6AyyQxE5AoReeyii9HFLc9/GWIBfsSkj0ymSCFuhtZMKdF3ZBZzTFBpZRGW6iisdgCTE4iN3cTkBIfpLq9Ow3WiWiOqNaAaA/UaEOx/vdY4GVPZz87TWTKHYizv0STKWHJLjISI5xTh2ExNVWS1meOPvY9wk+MvRl2ExkE3jwy7MdKAbmvhYa3XZGIvfc8qK6wfLWWb91AJxGqNTKuMPOpmFvAg/ZZy7pyLRXm8U+da7rA1Ry69TreUdjeSbn0XGxvtc7b/xQPur20VOtejP+1U+PudCrd7F/xDH6zTdY3dbMSO3Y8aeclZrXcz7dfpgywm74Sx1tAOJZMRUJcWZTRqW9Ot78mIWfYfgFhInVg4XZ6WHp14KaGmQ8a9YXcLPGfuxN3Nd+O4usRsYCzXkL0Wbq8m8lsA/IOIvC5bdTWA59r75wJ4d7b8GSTHJB8G4GwAf7voGMtYzh8FcLY1+C9QAn5mT2dPBPBEAM/Olu0E4Eww3wngPAA/v8Qxl8bNl74MD/nt12gxJIHV3TBrWvR/lxQpGRlGCzuGeMGs3vhbpo5ehSpz1JUROy3Sw34oUiLVjY6I6+qRDm9ZBC2+FB2ATmO2aeFsiMdO9ZPZfnwGgBCLGbanCo3koCFkJPVhlSdOBPuRBtNz4zBTJGXEtazkRZZ0vm+MljBrVmIsdIzlLWqdB9Cj3X5L0qibMLk6aBtA+k+65hh53zpyCTEnsy4PN+yzuOPbaGn3yUz5+5hcsq6RGFI2lrnGget5+hpwkwC/oUkg3OrQ3ixnneLMRm9encNK/PGBr+UAQgW4gqmGNgH1kVQakoiqglRTuG95eNK9q8/9c/uQjog1o1Nqun5okXmzbbPeFkKCwJ9ykl0r3eba235ra+d+tBHrwm8NTwBwMYBPk/yELXsFgFcDuIrkJQBuAfDDACAinyF5FdRXVwF4oUg3vamNZWbfrki+CMC10G/urXagH7f1b7JN/wOA60Rkb7b7GQDeZTpMAeDtInLN5ue9Ndzy/IygqQRNb9M+mQNPjFCjChILISXr2iIskpMQ9iOA8Uq0pmNVRlgbFoqXdGs0+7I2DbskwkhnX4lPgRjh0ZoqK1mvNjzOwvAgAGONaWeWjI85k0rSBLTcKaBEHduMr04kRFP5TTJZaM5NmupLZBb6tFKiCi4Rc4wrZlUBlVmw9Gh0GXsIReu726cOREJj9eb6cGv47xppIz+HECz0rmrimoFZss9DGvP48LkPqRiH3DjZGG+UOqjztxL4AxX83gk4sUl2cykrfzAAbcvaHt4x7V0KI2Uf71029y2JIKKGwBSAJ7x9p6wDOLUEmGk1JzwuK+KUTfJKq4fefOeCXKueJ3X4U05qXf9rbn/TzDYriSXLYEeIyF+jPZbN8ZQ5+7wKwKuWPcZSGYIi8h4A7+kse1Pn85UAruws+zyAxyzbmUPBLc9/GR7yll9JckWAFhsym7KpGJcTrxGuGTs6e4c584DGqk7WdGHb1EgkLg6NdRu1a6DJUoTFUY8cWEkKmYr9cYQNoRb6BpqHTg9BqwPSHG1UU1+JOpvAtlce6FiaOTFF9O0XY2WryqIqjKBt9oyEWofUc6fxitb8AlklEXMWe4zk8GMmYzQznccoD05rcP9EHwLRss/bzM87knz8DGCuk8zmPFTt18hMYISopOgmAW5jqsQcNWrn9G6Mo5ssUiY9g+ODz1L9g7faLNlIrivXiYNZ1Tp/JjbMoq6CnXtmtQcAX77NjtNIGbAEma58pQ5EIk5Lladrt+pwxJFH1sY1X31D//VbNQg2lTG2A8dE+vayuOWSy3DW77zaZkRhEvkDiVRQKJbAjQ6/QpoMtoA0kzfQkHNKcKmR9OoZKztrI/2P7TiiHglYOy1khGyf2thfJEkeklnNTXZd05cEF1PZCXFW7c5R23QBZA2Z6g+1RWadGNuUJeddy4JjDGPLtd9cHihLaEUp2846m8gvBNWig5F2Hi8NNPMJ9qBFoKmiXuyrb/c5y5YLI988+KZBfaYHTE/OLWY9SEP4KWplEzdMZlVXJ4yTRCUQOLNW3TTATWu1WrsPJomV8IygYz9mL0CStpIMlq+WjKCToRDvgywLNIuggQTg1q9ovY/CN8WNIjEXRauovohmqaKu7RBK0FLXKB7xMF3+tTvTMWha/jW3/sbia7iK2MQ22g4cV+QMADf/2OU4622vBrwoOXubX5AuEXSUMcTZ/H1eWvKBziTSTnLRCUwBVoSrGhKeyUI067lVaN4hzb4So0HizRAY/3iNhQVamnMrBbyPyOIwV0Ud0AsQCOcd6M2Shp3eCFmac2N1SuFnE2EAreEBNASdW7gS2mQf9e6cjFIlv44s4TsEGEkSAewW5MklBtKy5nyTuFE0ccAaA6yhjyARRtrX4oA6LJm3mSzwjPC72nvv9db9YkKIlM5G/URAgK+ah22r35shXrdM0ojFrtrkjtboLP/fsqgFTXo/1cnnxmsI+w8A+/apxRxHQEWBa+/5nc37aDi3+BHUn/8i+G3fDI5HWnvb7o1r/vnXlm5nZWC/71XDcUfOAHDzcy/Hw/7gVZr1EwiURCii2AzECA+xiWPTBLJOmpFmgO5fqwXOqQOnNkehyyxs46sWkQc0MdREE/kRlNhdhaRTCpBiY8W5RhOP0Ri0B0oMl0tJDGiIOTqITPrQwk5aWc/FH/xEHyxJJzWLM87oAmsbiO2LTpwbgo42HNQSi+3VMOLMZIdULCkbRsfwPSAj4fiePcszCx1oW7vRyo/EHIkrzSJjGq3XtnVS3wJuxxguFgFKKeEZMVuKdOpLHmMdb4aszKgUaqXXpWsiJQD4iT0Ig0AqB1qUBjvWem+WXrasJW3km8b7LJeAOoZAs132cDASvu7A8gS8CCkN+xOLtzuW0A0aWAUcl+QMAF941k/jEVf9AkIgJBBS5j8QgFRrmU7gfYD3AYX9d9S58SbTAlXlUW14kxv0Bxz1bFqBJUaC7kodglQrSLc1cqMoUQaz2EnUjnC1tG6SfAauJIO2og7YDGetnUTmDpbcADgaSXuzzGMkQCzqZJ2N4W1i+ey0DDmBEXQsfRmC/uDrWgkyZuC1rM4sSqKL3Lp2bPZN01PFJJSMoKPkkHTneG0ygs+uWTqUJ8J6CU7G+rVUjXNOiT6rkxIRkCz5Vvp63MdklDB2qCy8TahhbYWFP5b2XRGV+t3i95q041mCTiGQeZErYpag48M/G6XFh303K/aam3519voPmMVAzkcXN134X/Gt73olRAhJemhz99Jm9nYUlEWNka9ReLXy6uAw8jX2TXT+tgrGFWnYbSQbkNpOkkXI9GogRYc4C4VyFeCn+j/XlEPVEHSSMDJrSM1saeuNUaPOaz4YUQcADk7vOxZg0WTcpZm+XfPjBoLN0iLWjiVNuFjek831C2ZNRnnD+oKAhmjnzQSdNF7XJsW6Vr0csT/SRGskMp2tKSFp++z6W2il9ouQUaEPm6lLTszUz67Wnp62bEwqO36sAhdGPpuogepYBlCtEeUIkIIoHeH3E9zohNLNs54tbj1O4tCubGg+hQCkBKsZCU3P+S9ufEX/dR/QCw6yxvbgH/7Dz+E73/OKXnIGlFhJQekCCl+jsB+j8wIRoixq1LVDKBzEisSjZvqBADAnjH4WMevVKY9r/WJopIdJGq4mqtqkkfgDqwFXCfyUcBPRgknRIgrNsaLzSd8j/ZD7gnrEtQna5UPnWP8h/tBjGvg8kFqPWYVt0KQZPcmMwBwAuMa6znTPlpQQZ/zI9Wfn1LqfpC9HNehYO9m5flKLMk+qh400oqGVNkXhILUDUSRtP8kUmSWuuxKxIFWc/FdnH9dqcDLyCCNnYZSaHarFqQCOoUkjpcodZelQ7KvAqm7Pum6XCQBSPRLrS5p9PU+2ic8L2OAsSRywKoB6v/zVf3/Z/O9wwFwMssY24ePf/0v4d9fN3rRhjkUdQQocBc4FDSGiS8PMpAZECybtZGQgUTdWX1Momx+TbZaRMuCmgJsSfkNrcviJLbP4bABW759NuGDMDEyacecc2CFoSsupmMsmqqMvuIi5fBB1k2A6Thz2Rys6ErTJImm/vvC3WMQJUDKOczdOp/q/ttm34/ROc4IptPwpgUqAInuWSUaI0XnJbBaXecEZviHu2Ecpsopw0WFrce6hRBo5JAdwTCAZO7gNjeJoyTzmJ8hrjse+hjLTz9HcZ5lqlog5/v/gu35qwRc4YC6iNLRiuE+QMwB86LzX4Ik3vKS1LIAtgo7LgC5xL3GAVswbbJir7+uysxnVYQdAoz+mhJsoIfv9gB8RfoPwE4GrCFfpf3FBp2+qxBJgeupztB4U9lmIQFH7OXNGps0y3bJZ1nHMzZyuFaOfl3nno0ZshJyTeyzJ6gnxvpXtJ17AwqqoxexBOqC0iQ86x8lT1dVKFrXqY5PBRh4uvpRBFxZdjQ656DCNs750o2hEEkGLJSIxNCMmUK3nap3wEwc/kWbaMbS15Fb5W6BJ4ffafvQnxG1SjWx7wH/oTwZiPhQM5LzN+MtzXosnve/F6bMzM0R5Scm4loac0ytEol5Sl2J0yMmM9gyKkoTXdQymNVdEPaES8wRwG+r9VwvaCHrqNU46/oBbBXCUwGlklB4Cdgxn1qwLoeVAirKJzrwiVn6yc6f2JZEASrySOc5yZLJFa7LctN6IOasLEqvViXidXHZaA1WJOEVTa1omNvvkYYAMNnKxzKIU3RCafVIp0i6SzmwPD+cQSnUWxtoVMaU+JRmlWPbsewc0nd9ZlM469SFcI4VzxoiK+EBtHpDtkVgi5B5i/pu3v3T2HAZsHYPlvBq48Slao+RJ73uxyhZG0DkpA+oQrI2Yg2jERx5jqvKFpU8HWJRxtHjUAkwx1E5mCJomfcC2DSU15G9M1FPCTaiyxkRlDlcRrJBVeUNGzCaJTMVC/NpkyiCQKRE9lX5iVrtVL2MsQBSJeR5x9SFZrpmlHY8dw/V6iT1azpEIbeYY0Gqb6DyFrIJq/TH6JNu+ibnW65EIWgBBRsx9XZ83HOpETDRp9CZBxIeDAG4q9p2gVY8lEnUoG//mzKgGAE2iitJWTFxK/oYQ29Zz+bvfaY/8BhweEJtIetuE+xw5R9z4lNe1rGhSkvUczIKuaoeqdhqKF8kZQCxLSmf1c42bcslCvACl/mckZ4FFQ2gbjBEfJXTlCJBAVDXVe1wpSfsDRtQVWvqk0H7ImWbtKrQ8z5G8fQEIHQqzErxl57EKWpinCk1s72Y6Th5DGyM0bJ4+AEhJK83Fbe+byxFJ5mi2E29t1DFsztqKskLRJH4khykaKaFbibDV9RiB0nda0cKPUROu/8EiTh+ArhKVnqZMDsH0cHZo6mEUAimi9p33VR+mbpI9jCv9PvWBC/z9//vimeMPOMwYLOfVQ7Sin3jDS5LWDJixJUQIzl5KzBKyH3bkatOOc6NICtGpiEYBzgclcWnayATRmeSXeHyIJsHUU4cw8vbjZYucAbOsyVHSUwAAFkpJREFUYhSIOREZM/tSxAIRplHi0HaEUImj1jRjVk1URaoi14eU+p1djxjfnF5GuiHKCZk1nQgZqZRmL6miCU9r9kW7eL+ti9vFEMLGgaoW96IfXityIpdKotWcLGU1z8URrDRF2lmEjats1GWO3zDSeyDYw1lGAo4CaHHmdIKiCCAFdeVRTxyqiYc74OAmBKfEP18+kPJRxUDOq4m/POe1eML1P9VozCDqoC+VNFx76vQoKXTa0agHI+YyaInQIsCZ5ZcSYqwtV2jSC5202knULUQ18QhOEJw5zjJZQzcCWAAypVlpaGp/hEbLFK8ddLWDnwr8AZMA0kzcWcgbPVqFedIJdsblUYao2RB0vm0IoLj2bi3HIGYvYnYtI0EnZ2Uu1cSRSmyLaGVLMtawgI6KkoXfQYrasHZSgk7uxLTjIQQU9+r4Vwqm0UHUlqudQFgLCKXdA4WAZY1iVGM0qjAqa3gX4CAofFAfRyAmtcfGpMTkQIHPP+un+y/IgCMHGWSNlcYHz9VMqu9678uTvCESyRRIpnImS8x4/C3rMKaF+7KGLxqbnI4ItVlfFPgiwLuQJ+lZroNaVSHoHINTAeqaCOJmbiIaKQU05EXXEHRMLReTnKsKKPZnMbQim0ZmzF0XCTmWm+wjaBGLGW7615I0lkBy8KX9s+ObNZ2SNmLJS4tfd1Ww0qzzz0dJnC1yb321McElavIBiJEoodDJFqa7BdXuAKzXoNMHLr1gNKqwY22CnaMJ1ospRk474iiogkMlDhtVgY3RFPvHWVjPgKOKVZQ15kV5tkDyApKfI3kTyct71j+J5DdIfsJeP7PsvquGj37fL6cwOv2PJEksBeMp5wOcF3hnKeFO08KdFzinr0jMztzz3pZFSzumlLsiWA0QzFiajc5tjsWoc7pM/4zD7VLreNQj2pRKNoz3tLRk38QSL0OcORFniSIt4g1G/kvc/N3wPn1jfYwhbFaAPs5CXY+c1rgY62whYaSp+jEJJBQxJrlHP04Pj3b2XvwvPb8OSaF1kZiJahdQnRDgdk8w2jFBuV6hGNcYj6fYtbaB03bsxZk77sX91+/FGev34rS1PThptB8njfdjd7mBE8cHsHt8ALvXDmx+kQYcEbRmSQqrQdabWs4kPYDXAzgXOmXVR0leLSLd2bf/SkSeepD7rhQ++dRfxKP+7JUAMmJuWc1xy2hxMlnNOmWWmGHVpIcHEM5pEGyMcY4IwkTQEXG/2AZSaB7B7oPCNN1Wbemsn2LtRaJW4m7IjuIgebH9ZWftyDcjNdumW7U8EmBOjH0mQaye1jm35ECLCSuMfVdpQVyc9TyTICycMAV0pBoVVrgq72Is4TrOw/Qa52LeP/FMURnitehRvQZU6wB21CjHlckVusuorLFrvIFTxvtw2mgvxr6yQxJV8NgIBQoGFMHDUXDdk/7bnAs94EgihTGuGJaRNR4H4CYrnA+S7wTwNOh0K0dy323FZ3/o5wAA3/SObOKCSMA5SUu23JmkYbm1MZIr9Air3VFzQEPQkcui7p0MVNqxsr1b5SKjshAN1x5rX3Jyi9l5kdyjLNKVJ7rIDc2YhGJRF3FmDWtodt+eZa1pwbJ+pu2pFn+cGSRY8o2WYGWqgZ3HHtPq27NQx2osgq+TEqCRcrK06ZbVHNPKo6QRk5MKqJxR6hyS9QiqMbMRuWIzpauxq5zgxHI/dhYbWHNT1OIQhNhgW8IIfWb6gKOGY5WcHwjgS9nnWwE8vme7f0vyk9DJX18qIp/Zwr4ri89fpA6as37n1brAZAQAaOJr0VjN2fqm4JKkz7GJPh9ZEGrN+izmug4O0q1xbA30ZJwnom31Mf7Pt8/rSsTpsraIVFo0P5ElOaa3RkZal7VHS1MvNRW6LpnkmVAAIU7lJdCiUTXgapv9RogQBEyZfc6cgwKBa6d2x2Mb8arDD8kZGSNB4mgj9kUshA4WE0+q1l34gFFRY0cxxbqfYs1NUbKGg2AKjwI1akfUYMpUHbBNOIYt5767pvtL/jiAs0RkD8nvB/Bn0Nlll9lXD0JeCuDSJfqzLbj5x1QuP+uK1zTWa352tNThGHlhckgQJueUCFsnL6Zp53U96uxHGoJDqJ06JDshdAvBRotuWZPxJY0FHSNAWtbkoSBa3XlUxhaQE3OjMSsR1mObfXoEq6MMfRjEH9eUcCJag8RmBVFnoagEUtPC/zop3C1HYHxSZtcjOiKz/gQjZiHAGpApUU111OC9OnRLV6NwNXznKeoZEITwFHj7Yn//u1d7durjHcdqtMatAB6cfX4Q1DpOEJF7svfvIfkGkqcts2+23xUArgAA9lUhWhHcfGlTQOmsK14DIBKhNIX4KdAa8w5OjLClKbeZLGOY0dUh76hz17WD1ESoHPLZgWeKLUlu5bXJME6rpUkqFgdtdaS1NoemMhNBZz7p6sPLEna+T5eYFxF0ptJ0rVNxSBZzfCViHgHTHUhzQLoNYHyPxXtXkmoziSPCyOlxYo7MNKRrpgvQGm0wzvqS9b1FzCOiHjkU+wVjRzAQ040S0xM8NnbUGJ+0YfK9YFIX2FNp2dmCNTwCarhkKTsGvOW73rbcNR5wZLCilvMyg9CPAjib5MNIjgA8A8DV+QYk70+bD4nk46zdO5fZ91jGzZe+TMk6EnNedi6PTkvv20WWcoSMmCVQiTnFRHd0Z4NE/VuyQ2fHa9X7lZgWLJkfM6Yos209AluzePtmq07JHfE/Ztfl55PC62DaPazwD9IUX8FKdFZrQDXW7UIJ1CNACsBvCMp9Aj9BSqtO1ykrYC9xvsDoQM30dt0hKwwV63RaXyUblaT3AlQ7LNmk1MkKRIBaNFRufz3CvrrERiiwIfp/Kh7T4AateQVA9Iwul4kuIt9K8naSf58tO4Xk9ST/yf6fnK17uUWtfY7k+Zu1v6nlLCIVyRcBuBbq7XmriHyG5I/b+jcBeDqAF5CsAOwH8AwREQC9+25+2scWbnneZen9WW/75WaFmbgi1NobXa0amSQcMwhN6kCMsV4mjC8nY2TvM725e9O1CMb0Z5KqxwbOFj9aFq2oDM6s69Oao0OvFbNszj+xCQrUagXqMVq6fjxPNwHKPYLiQLBynWgiONiQvXgHkZCYtZWEsuh8Yh8TwTd9qHbqwwA1gGD1WILDtPY4UBcYuRLOpIzSvoA6OhgHrXn7ITgonwuAKwH8JoDfzZZdDuB9IvJqCx2+HMBlJB8FNU4fDeABAG4g+UgRmSuoLJWEIiLvAfCezrI3Ze9/0zq51L7HM25+7ssBAA/7A43yaByCTMWRciRLOiNmzUjEjCWcYJp3W9rIVnVIOs4OkiqixV1MRkBMV5bs6ZFrx/n/LvJElLyeRmZNzyO/VjIKYyp3FpURS2aaBV2Pm2vFAKC2shsClHuRpIz2MdCycsXbaMScoI3u3NvF1M80rx/b28baJbR6KMHmnIx1WQ5UBUauNnJ2qJw6BfUShcFyXhEcjKwhIh8g+dDO4qcBeJK9fxuAGwFcZsvfKSIbAL5A8iZoNNuH57U/ZAgeIXyhk4b7iKt+YWabXmJu/e8wwSKYtd2yljNyTySN7EZMZAjVtBmnpZKZcOWl0LWU5yGL6ui3moFWEo3LtoNdkVrPyyVyVHkjbpRmhxE0cokHJGg1wbhdq471Qgu6h+gJVGvInK6RoB3q2mFSe0zqAvsqveDBV6jEwcEmcWDAlY+7crlrNuDIwSS/w4QzROQrACAiXyF5ui1/IICPZNvdasvmYiDno4SbLvyvrc9n/9HPJ/JoEXK3NGnEjPWMFvHGbdgh5Zm2knZNTTwxp1mqP2E1h+M2SzsE+9DVoPNQu0iYeZZibt26NlHHyBOJVjMbLZ2V/o+zYOdWUJoh3dqO0o0+jKARNrmztauNRw08I+ZWBiQyyaiG1gitibrymFYeB3yhWZ/2JRXiUDDAMeCd//atB39tBxw2RM25B6eR/Lvs8xUWuHCwh+li4Y9rIOdtwj/9sGa4P+KqX8hSxHPdeQmtOUOLlLvLgX7Chw7Z2ZIWYPO2sh1Ktoy00V1m7Xfdzu1CQ0DM3ouhfbnVHLcRMskZmWSvmYBmRafEGgLRqRenDGM8jj2MYp80AWa272lQkyeoOGb9yToRHxgBSdoINVHVHtMq4IAlnAQh1nyF4Ig/+57fmr2OA7YN7E4WobhDRB67xaZuI3mmWc1nArjdli8duRYxkPM2o2tRA8BDf++XDr7B3JruyBppE9chFyMtBK1RrWF7HWLeDN345r6udaJCUqnQ3GqOy2LKtVnN4rNzimWnuyODSJpOJYakKGcyBJ2OGOJkB0Jo9l9X2sis5q6UMfea20QHrAmpHerKYeq81lLJvoAb/rdf3/x6Djh6sNHXYcLVAJ4L4NX2/93Z8reTfB3UIXg2gL9d1NBAziuIL17cTG1/1pWvnsMIGTp6MzNCnmdRAzBLMCOlvO5y13pu7QebVKWzvkPMLUfgTOwzEgG2rOackHMyzPXy2EQ8z1aND9u0S7p2bKGAmcWuBrmk9GwAM1ZzepBlD7NuBmaqz2CTJEilE7xWzoMUfPKpvzh7HQesBmSu5bwQJN8Bdf6dRvJWAK+EkvJVJC8BcAuAHwYAi3C7Clq6ogLwwkWRGsBAziuPm3+0XcjvrDdqadOZtOweYm5tA8wQbWMNKjFH0iI7zAPg2k+/ClvF+Y96RbvCXZaF18Qcs03EuZMy13WlZSC3z93OLc+KTHq+GcDalqTzjvMARiaP01o1mjKaKoAmaSQJpptNnz8MTdq4+ZLLMODYwUFGa1w0Z9VT5mz/KgBL/5AGcj7GcPMLFs+y/Miff117QU7aOZIVyOQgExcJirj+7372kPt67WcXyzPf++RfaqzmXBNOOnTWT2QELe1lM+eYE7PpznHS26g953o3TcWWJE63rf7Wg6MziBmmkTr2obPaHILj+whhIOfjDP/zZ+aTxb+55LXtBZnl/P4bX36EezaLv3j/K1qfv+dpr2kTsyELFZ99yIiNCGRrE6A+8YJfSdax1tvI3IwtWQOtBwRIfOSdw6zXxxtWMX2bcjiK3RxmrHJtjQFHD4+7+LU6BVSnXvPH33z4rdUnf+8vt6vUWVTHjdet/PwQ93V87CAiKlo44cQHyXc+4Sdnln/gvZcdctuHgsFyHrCy+NvfW94SPlS8/y+O/shhwOpgkDUGDBgwYMXAg4zWONIYyHnAgAH3eRxk4aMjioGcBwwYcN+GyEDOAwYMGLBykNW0nJeqV0jyAisQfZPVKO2ufxbJT9nrQyQfk637IslPk/xEp4jIgAEDBqwGgsy+thmbWs4kPYDXAzgXWrzjoySvFpF8Bu0vAHiiiNxN8vug003lE7k+WUTuOIz9HjBgwIDDAwFYrV6g8zKyxuMA3CQinwcAku+EFo5O5CwiH8q2/wi04tKAAQMGrDwIOfiZf44glpE1HgjgS9nnzYpEXwLgvdlnAXDd/2rv/l41m+I4jr8/GBRKmfy48LtBY/JjSH6l4ULMjRtEooRphLjgxgX/gQuF6YQLhZAfScPkQpGMGBm/hglzM5majDFjIpzT18Vew/Gc58xe5zzn7LWe5/m8aje7vdduvufb9G3NPmt9t6RN6QvbZmb1SDPn3qO0nJnzbE0SZw6UrqQpzpdPu3xZRPyUvgjwrqRvI+L9Ps+uAVy8zaxjAUM6c85qEi3pHOBp4LqI2LX/ekT8lP7cCbxO85pkhoiYiIgLS26XNLMxFMBUzDwKyynOnwDLJJ0q6VCaL8i+OX2ApJOA14BbI2LrtOtHSDpq/zlwNfAVZma1CNDk1IyjtNbXGhExKeleYANwMPBsahy9Nt1fBzwCHAM8mXoBT6YZ8HHA6+naIcALEfHOovwkZmbzUudrjaxNKBGxHljfc23dtPM7gTv7PPcjcG7vdTOzagQwNaTF2cxsZEXA5MJ9RHChuDibmQ3raw0zs5EVAVPlfwHYy8XZzMZcQAWrM3q5OJvZeAuICmfOWV3pzMxG1v7XGr1Hi7ZunYPyzNnMxlwQc1ytkdmtcyCeOZvZeAvmM3P+t1tnRPwF7O/WuWBcnM1srEUEMTU142gx126dc+bXGmY21n5j94Z3J19a2ufW4T1fb5qIiIl0nt2tc75cnM1srEXENfN4LKtb5yD8WsPMbO5au3UOyjNnM7M5mq1b50L+HYoo31S6l6T6gjKzGm0a1Q90ZL3WaFtsrcbj6f4XklbmPmtmZjO1Fudpi62vBZYDN0ta3jPsWmBZOtYAT83hWTMz65Ezc85ZbH0d8Fw0NgJHSzoh81kzM+uRU5xzFlvPNmbRF2qbmY2inNUaOYutZxuTvVBb0hqaVyIAfzKcH4JdCvxcOoh5cNzdctwL5+TSASyWnOKcs9h6tjGHZjwLQNp5MwEg6dNh/A2s4+6W4+7WsMY9rHJea+Qstn4TuC2t2rgY2BMROzKfNTOzHq0z59kWW0tam+6vo/ky92rge+B34PYDPbsoP4mZ2QjJ2iEYEetpCvD0a+umnQdwT+6zGSbah1TJcXfLcXdrWOMeSlXuEDQzG3dufGRmVqFixXmQLeElZcS9StIeSZ+n45EScfaS9KyknZL6LlGsON9tcdea7xMlvSdpi6SvJd3fZ0x1Oc+Mu8qcj5yI6Pyg+eXgD8BpNMvtNgPLe8asBt6mWSt9MfBxiVjnEfcq4K3SsfaJ/QpgJfDVLPery3dm3LXm+wRgZTo/Ctg6JP/Gc+KuMuejdpSaOQ+yJbykod2OHhHvA78cYEiN+c6Ju0oRsSMiPkvnvwFbmLk7trqcZ8ZtHShVnAfZEl5SbkyXSNos6W1JZ3cT2sBqzHeuqvMt6RTgfODjnltV5/wAcUPlOR8FpZrtD7IlvKScmD4DTo6IfZJWA2/QdOurXY35zlF1viUdCbwKPBARe3tv93mkipy3xF11zkdFqZnzIFvCS2qNKSL2RsS+dL4eWCKp38cja1NjvlvVnG9JS2gK3PMR8VqfIVXmvC3umnM+SkoV50G2hJfUGrek4yUpnV9Ek+NdnUc6dzXmu1Wt+U4xPQNsiYjHZhlWXc5z4q4156OmyGuNGGBLeEmZcV8P3C1pEvgDuCkiiv9XVdKLNL9lXyppO/AosATqzTdkxV1lvoHLgFuBLyV9nq49DJwEVec8J+5acz5SvEPQzKxC3iFoZlYhF2czswq5OJuZVcjF2cysQi7OZlZEW1OrPuNvlPRNasj0wmLHV5pXa5hZEZKuAPbR9BdZ0TJ2GfAycFVE7JZ0bETs7CLOUjxzNrMi+jW1knS6pHckbZL0gaSz0q27gCciYnd6dqQLM7g4m1ldJoD7IuIC4EHgyXT9DOAMSR9K2ijpmmIRdqRU4yMzs/9JzZYuBV5Ju8MBDkt/HkLTXGkVTQ+SDyStiIhfu46zKy7OZlaLg4BfI+K8Pve2Axsj4m9gm6TvaIr1J10G2CW/1jCzKqTWpNsk3QD/fsbr3HT7DeDKdH0pzWuOH4sE2hEXZzMrIjW1+gg4U9J2SXcAtwB3SNoMfM1/XxraAOyS9A3wHvBQRIx0JzwvpTMzq5BnzmZmFXJxNjOrkIuzmVmFXJzNzCrk4mxmViEXZzOzCrk4m5lVyMXZzKxC/wAHQyVja8GXqgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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IPPo6wGhkx+t10X6Hd33y5wDjw2MpPOqHEygLTWej6f8q8LCXXpcWwqd++dQA9aN+5Do+8Wsbz/3JX30Rj3jhdfdbO9pFeRbAfGy7yj2dcPcRAPzePcYzq6IxEtfXiYPhlIe8razAM0T3rypUeuLgrKrvx1QZpDyPp2yy3c9jyo5t2WkNzg/5w1fSKUd0fKBTBLyLeIkM65LVYZc117WAsnokTA/N1AOlqcFFoQ5QVeCHwniPp1x1FMMCP1JcUANyL0QvaAHq7OEWJdEoPfyFj0Ei+PVA7Dj84x+BP3Q3rK2j550N/Q4qgnY9oTe59bEjqJtQL21Anv2b03Me/uLrQOEfrzs2SH/Tk3+BP3/fT977G34MU4Gv/vHrUOAf/+/7pvPQqLhet+FLzxSAuK9s3uwl4cjR6QXiNlIXm9i8AOHpngMQEYbaOfaG97Od1uDc71Z0i5qur+kWNUuFucfjoqL0gajCWuWIUZDaNcCmLn0KNU/VpxXBaJBiIBTrgl8XihGN163OQD36BO7Jvc38tgSHBHC1pxhBMXDUu8/FjSIS1PTTCrHjqPuTIWLcrNPOoJy96RMscfDn7/tJrnr8z3HDX//Uce/7yB+9jtl8zXne8yNecN2JNm/btpnm9prudzfrT3flwMmy45lSaiorsEUbzd2OaYDOf09ngFaE8b3wnO8rO23B+dF/+h/p+EDX1/TLiqWiopCIk0ghkYiw1ukw7hdUUYi1THhnr1AqdCKuDPgy4nxEVQi1YzwsGK8W+IEBtRubd4wYKGdwb3huxWR8df4rhBFUfY+vFAkeP1ZcUrrHMumu8+4+ed867T0rNNzzZOMsF7SvD3+Rgec/HMtTjcpVX/9fuOGDPz21+IlPezUfeOfLtty17bHn8z7qh6+bUC9u0m8odl8e/uLr7jVH/o1PfRV+HPHrFe6fbiQOhvjlpaa4VdO+M7wwz/FarhuzwfIoY4Y7tm3DFPhOlk8kdc2+Z9hoJSIM47GVVfe3nbbgXLhI4Y3KKCTiUJzp6HCiFBLpFTXDTk0Mjjp7zoVCESm6Nf1exXJ3TK8wD7yOjhAdR0c9Vnd1Ga+VhPUCNxakbonuE0jj0gsQU+BxjAUfo0n3Oiv23TxtgZ6AQOgIdW9yLdGnQ7WPL1hAsPHSUwcB+BHsubmmPFJx+2P6KPCIF163IRj35Kt+kc4d68R+abpttzGgsxUwP/L5E447/2170dr+TxsLWuqYWXv0D13Hx1+/NWg/8WmvhuSdqRdLkmiOnYAjadBzzeFs84pTtadZEu/PuNoQx7RZMG1/32aQT6P9+OI2AnP2vE/XuhuWIbjzoHDntWgb9tg/ewWlD8lTVqIKtTqITH0XUbplTQiOmDzVohPodSt29Ubs6w3YU45YKkaUydsehYKj3R5He10Od5dY7fQJIw9jB9n7TsCJ08ar1CJlWo0Tf1yAr8DVdt7gJ4HI0IHYhQf/JwO/UAGjBOxATF55LFPg0mPeOUC0/e95UIFScMH772Ht0t0cvXgCUF/3zF+mWI/oekTuOoLbt4u4bOqRqx7/c8TSoYVsmviSA3uqWTc+Y+ketL3pBptbHPnDXnodS7crH3mzqVAe8YLrZvMc5lr33R/DLS2x/o0PRZ3JHXHGi8bBcApcxIl9nwMyuQZE42mLA3E8dff3Ifv2cv0tv3LsxpxmlnXgWyWPTFnLm87bb7WvHoPrv6b3rNMuQKvcu4DgfWWnHTg/9s9ekZQZSrt4XR0dOFNrAEQVnCheIp2yRgHvIr1Ozf7+Omd1B+ztDNhdDFly4wbUR1qyuxyyp+zhRFEV1l2H2hVoNRm/SwJna4MQnSKhaLxbFcw71mlKJBYQuikpJjmEMVEXsUpgmJJnYkkKPtpx1IPHQDOXm/3iN+0DYPehyNd8/2utAxhBLITYdYyuPB8/CqBK8cW7oCwZXXoWsXA84d++hron1D0xtUontVES3R2nKY02ndL8TVy4ZIBOwNw5Cp2ViCh87bNfy/oBYenLkQ+/9SVTv+e1FzyfcMddrH37/8YH/8dLAVj9d49NgVa1EYvMeM/zbBOAhlTMKoOJk0anfu0DX8z1X3jt1sc9jSwnQWl0xwfQMHX/Nt1nBpCnaY+IRjfXs97pZunbC1rjXpt3saEyskXMo62jI6oQEWIaV3unlEWg8NGChuWYc/ur7O+ss79YZ8mPKROiBoQyBgoJeJT1bof1qkOIDlUhitqDny13EBmgOxE3Tvrq2jYJXRpPUzMwp7uet1Fn3rD4Ce+c6YxYMKFP1JQirsR48HQLunfDeJcj9MAPrV2xI9QiScctuKDUVz4AdeCCWt2Rvpi+OwFz46XDpBPKI4X2+zr77rZwU1MAc7QP9n2u4u4ruxz4+Brr5yxTd6cB9jHPfS13VXD2nzuWb17nsc+xzqV/04i1C7q4MfgsXcxBK92YUt+cO4TpzLYZr7CpAeYdOCHccmjDMa4974fhrH3N9+v/6Rc3Pd+ptkzXtJNxYlXbPbgPuOE29zzrQWdgnno/ThNbeM4nyTIwiyguuXRRzdXLgBy1Dc728BQ+0C8q9nWG7C5GDTB3XYVPaOOQJvgWvbDkx+zpDhkHTwiOWpRYKxpnvLgMVl6JBU0AUSINxRELiB0IPUW9Wibj6oQmUQd0JpSAOuMxpgKPKLGL0TdjwafzDA/YOf0wbSWkzEclFg5XptR2zdSKWFCya/rumIA5euz6M/+tcxzWObxz9pozMOcyBXdf2aVcVWLXGy0TbCLe6+/8DQD6d0WWDq1x51WXsOfGEUu3VaxeWHLkgV0LrPrJsUSc0RvHMo0b0+iTGTcqSPIQ/UUXwhfmHOPwPejZ+xFVrn3oK3Y0QMNGZcZswPRkAvWUVz3Hk74hnn5qGautsQDne2XfcMNL8BJwCZgzOLsWWkwBs0RwBtD9whQdS8WY5WJE19UNMOdAIupAAhUFTpS+r+j5ml5RU5UeTbdLo0MjaJZUACCoV2JHCam+RyO960DoKrEXoR/AG8DXlEhN8qo1AZtOklAUiLJByoY3KkQ9+LF1TBKYBnPVBuhDz01UIIn3joWBcigTfZKAuaExUlalJqDeAHXZs2YCzLMBzPEeqPvC8Oye0RQR2LeHJzzhNRx5oKe+NVo7HRy9tDtFkTQHz+Za1EabvpgDOuKkKRA/q0AQ56aOlSsNZhnY9bf9OgDXMu1Bn2qblaq1S9lui7rYDkBvtn6zoGE+5mmeORhVGJ2Oag0R+S0gV2CaN/u2AL8CPA1YB75PVT+W1l2b1nngjar6qnvTWC+RwsUJOM+MryMyBdR5qROl5+sGmEsJlJlT2OQ8PkknokrDbztRpIhENXCN0aJf9kxHKB34mrAk1JmfTWgnheI6gU63pizMs1nvdSzYmLfxinNJCx0cBEFr+2tg2UIrp1AIUdUAvDTO2vnsfUsCvlQ7xE86C/WTYGOmMtoeuubgYwLn5h1s36T0xY+UatlGHNFPRgnFGizdrizdVnPPlSXn/t06xR0roIofBM7/ixUGB3dx++P24kfa8Nn5HKKw6+Yho7M7k+vB+OMNYNQCnjz0zvTGlEwspSo3io+jR3F795gnvdn88Kpc+5CXc/0/36tH917ZVjXFN5XMnUzA3ESCt+my08wUodo02eDU2XY85zcB/y/wO5us/2asiMcVwOOAXwcel6r8vw64Gkts/oiIvENVP32ijX3/U67jmve/sFFpzHrMzPG48nYdF+i42oBZpod9cU65wICjUtfs751S+EiIggOkMODS5KnH4IjR6JZOp2bv0pCur1mvOgzGJSEKZRHoeOO/vYssd8cM64IYBeeUMsk1qugZjkqqcUEYK1onDzDJ9OwaxdQi3sBXNPHWgZQNmXjwYkJbNMk3iWrJCTUNrZLvndppXD6dgov2jrp2UFDMM1aXPPkcxHQw3gfVbmH1wpJiPR1/NAKg/4W7uek7z8NVUAzMo3Y1qSeQxntfO9jDj6Jda1kaMKsihImyoAFhB61JOTf1Jp0j3HW4+eovunAu95xpDYDw2Xncx/1v25744XgA83goj22A/ulYkOq05ZxV9QMicukWm3wH8DuqqsCHRWRfKpV3KfDZVHQfEfn9tO0JgzPQAHPhJppmmNAZDUjLZJ1DKVzAtwC9igWlnwbpgBDVEdQxCCV19E2Q0UskeiHXJi9daEbZ4+AZV546eESUXqfmrN46S0XFalmxUnQJ0YA+e+A+Jcv0UjZjz9dN24ah4G6/xIp0GUtB9IqG5KUHQYKgNcnjxrjuUhpKQAVCBs1MM7S1xy2QbkvfaB0yqzYyQIvau9lWbzQcc/bEyxbgO01qE+HsTwf8oLYbFyLrl5/F2Z8ODM52VMtWRdCNNXHiinro3VUzPKuwzqfjoN9DqgoGQ/OOOw7pdY2LrmsYj1Oj4oY6xI3XnKgNf+Bswp021eXcoOBDX0G86RBy8Hzb/oGXwL8e33N6f9iWdMY8b7cNxLPL2/scwzadJeU0NVUYHWdVuvvDTkaLDgK3tL7nCv/zlj/uJJxvPq3R8pajCg41mgPdnAZRR1vIG9VRqWc1dKnUU6szJUjrvEiiPZzSKWocSqdwrEuH1YGnHhesAUc6kyyTrq+JcwJU3kU6PrCnHNHzFU4iUR3DUFJHxzh4y1p0ijbBcUcYO8Cb7jpduyaADjpRg7RleDLj8TYlVNvxnSYYSUJkA2j85P5O6Z7b6ewtmqRzBMoVYXCuHd9VyvisHr3b7oZ+DxTqnrB2gdA5QuKjW4gPDM4pm/ZI9MQ9fSvlumsZcQ7td4j9ErcyQtYHyOo6cTBAx1Uj55oXFIyrq7C6ij94PuGLt25Yf+1DXg4h4i54AOHzN9rvdOnFXHv5S7n+s6/ZsP19ZVPz9G0BmseUy816u8fyqo/lSWuWzMnUstPZTlvPeRs2L4SuWyyffxCR5wHP2+pE17z/hbgcEGSa1shnzPrmDNDAXGAGGMYSL5Guq1gPXWLinkaxYBBKhqE0pUacgLTxzwas3eTtliqM64IYhDD0hEHBbcEx2lXQLWtKZ3QG0GQhSvL+LUg5ou+rtN4TVSaByNpPsTVKBArLeGTaiyVJ7xpHqB03S/9MUfI5qBdbXnTmnhO90WisMzct4Met+120kmUK6ySGB6yAVP9OWL414irFD2p03y7Crh5aCONdjnM/XrN6fkH0JveTkPlvaWiYWFgSSr2niy89qBK7BaHr6f3rbYwvOYAfdvHe45wQWbdJEOYAlmbveiurs1A9PTtLS83/T9SOp+5Eu05IYzOAue0A4NzF8xUvx0oumdmYzYpd3qB/cOz9d5gpQr0DOeeTweZvVuH/uCr/q+obVPVrtph5gHc/6VcaJUY2NzeFbXOLqTxgpZ6IENQ1wDyMJeuxwygWDEPJMBRU0Tc652OZqqDRqId65FkbdRjXRcN593xNx4eG2igStVFKxKP4VgeSKRCfAqBNoAxwPiJ+5gVNSJ0DfpnKaOqBtD+uRWW0POpmfcuD1hzkK6HuQ71sf0NWejSgPA3saxcr1ZIdu1p2aOEIu3qMDpgqY+/nRxy9qGg03aEj+Erp3VUTyjRTTcfKuFZ9YbynoN5VEvolsePoff5O6PdQ74gdjy73jProdZskk+bWOLFPp4PbbdO9zXrNVxfP4OriGcRDtxJuvBlCwF94AXF9Hb3jrmabE7H31G/b9r4bpGoa0WAce/7MWr6+Y1m7PoZ433zmetYpm/IrwTKtMfs51XYy7v47gOeI2dcBR9IEhx8BrhCRB4pIB5sW/B339mQ5wSR7sjmY1yzXyfrmk9K5IxNgrtQTEo1RqWcYy+ZHGYQO63WHYV0wrguCCiHmj0vfHYO6bD6j2gDBdQKuV1P2arybeO6Fi/R8za5ibEWaEuiCzV/W/oxjYeno0ChFcjbkRLmnJr9rUQ4w4YFjk42oxNK01e2Keg1IJ/ANXYgdO2ZOS28+jilu2badcMyNh97CDTcSlm9VukdMFRNLR+gX+GFEBao9lk1p5VjNUx7udxZAHOqUmiR2DODrJU951xrdm+62kqGqFB/4hE3mu6uLLi8h3S5SFBNAbhfsEQEn+PPOZZ5Jt4t7wDn4g+eTor34Cy9Azj6LcNMtSKfDtQ988Yk9uMcBdAYFQ4cAACAASURBVBrCtqmCrUB7+vTTwNwG36xuycFV8X4a7PO227iGq+Q7t9XunWSK4cPs51TbdqR0b8Wm+j4gIoeAnwFKAFV9PfBOTEb3WUxK9/1pXS0izwfehbGWv6Wqn7o3jf2GG17CuCWwjyJTAcEcvKvVNR62E6XGUUfPKNjlZg+1vX+tRmesVD3WQ4f1umQcCqpEQ8Q4OWZ0QnAOHx0OJaijDh5fRJwztUaWy81qsZ0oHR9wMZ83c8zmyY9DwXpdMqxTW50SXdZOA1na55XYiRYoRGgLUExzrJOgX7MiBd3SdWRtdQPKakoPF8WCnfNUWtkTV1OGNNx1TEWechJPqUiE0d6CchBxo0DoF1TLDl8piuIrJXpBkuSvf0fN2nkFdU+m2+5ysSjH2mV72fWZw2i/w+DgbuTS/XRu+Bj1Ex+FLHfx4z5S1wZwIU44VyfoaISORjBbz5gU9IvTs4S0vWt/yUWEm245IX716uIZoHGqKFOmL5r7ms6rIWzwgo8rDXvGZkF27pRTKdUbKVv5Tpa1tPVcHfMtA/TpQnEoHDetISI94ANAF8PRP1DVnxGRs4C3YYKIG4Gnq+rdaZ9XAM/FZEUvUNV3bXWO7ag1nnmM9Qr86Cbr3omB90mxcV0QnIFl7Z15nxloZz3nFg1RuMg43fzscXcQogiliwQ1zinzzOvJGx7XnjoY8MZox1QVKkyVIYBLwSdNXLcUkbIIDRiHKFTBMw6+CQq2MxnHwRQhYHz0OHqq4Kmib0DU6A0ATbprQTuBKgg6dkhtVfOaGh7t97H9TgspwkfjSatXtBtT/o1M06v5OLMBRSb/bxJWJBdmkiYQWS8lPrtwjHd1qftCuaZNnfzQEVxlckA/VtbOL1i6PTDcZyqOtsXCUsxRx8pXnT3Fn7uHXk5Y8varVn1cVSFVjQ6GRnGIAfOs5XRvd+WDDJjtRwFi4zUjjnDLIeKXb29kd9de9MLjKpo0j9bYCmynSnQm2wqgZ9fNpTi2KqiflSwilqRDujdY73uiHcPpAtKq0uDDcdgI+CZVXRWREvgrEfkz4H8H3quqrxKRlwMvB14mIl+FsQcPw+YQvEFErtxqqqpTT6xs0776HT/NoJoE48pUY8PPKbQyy0uH5IKNnaen5kX3fEXX1YzSS1mrZ73usl6XrFXGFY+DyeNCSDU7gqSswAmIiVO8j4gzsBZR214soaRI3t84BfqAlrfupgBvnEC5qeWRvGSY0BsOC5ipCnWuihdpzTxOyvSTqUCWTXYrU98n2YRiaokEeJMMvXTuaOnfNJMKTP7m8+WMwqyHRmD1QujcI5TrVk7VeGvBj5TO0SS186ZrDl3zllcuSi/JTGeQMxtFBcam7lBg6csjjj5kP3s/fAtrjz5I91N3oOeehUQlrqxsfJBIXnLhrZJgPj4OveVLuPPPI9x4CH/JRUwlrIxGE9mdKtce/DF0fYAOhtuqwvae+m1cXT6Tq8tnTmiLFmBqdBvTrmdsM4A+rrn/5lETM8AMRm0oIOKQVoJPAyXHMYK4Sr5zRwO0ec7HR2Mkp3Q1fS3TRzG58JPS8jdj01e9LC3/fVUdAV8Qkc8CXwt8aLNznDbgPKomTc0eq3fa/JU5ioysQ3aihOjwLjIOno4PDENBxwUKl1UUntW6Mx+YUzagJp2xpv/bOSxb0BdWsL9tibZs2gDmueeiTfmByOoSTVx2O/hYB9dopJ3TdC2kgkuQ62BIAscNnnL+nvTfE3WH4Gptikapk0mKtSYwTussQYRmSq48sUCuoDflqcfWcgfVbqj2WN2PZlKBIAz3y8Qbb3HbYGoQdZOOQjXz3daJOJlcx9rBHrEUDj/pYiQoS4Mh1VlLlCJw65enfg9/8HxLoUzX3zwgWZlx8UHb7orLbL2D+M+fw135IOK/fK45TvjybfhzzzFQc9KU6Zy1WYXGPMrCbpqzOiKpRvVWGuRjURybzZS93Wmopnb1HopWJ9+iXjaA/DHAel6Rpp1iJ+g5kxLtPgpcDrxOVf9GRM5LMTdU9VYRyQGOg8CHW7tnyfGmtuPB+fK3/xdUoa4mKJASySADlo9T4DVbTtTiQBMAL3yk9GEqHXwcPMO6pA7OvNcMypqAObomI3BSU2PiQcdW8Ckm79qJElJQ0DIUAx1fU0hkGEpWq+l5y7KKI7SuU/P5BUL0dMrQeNUaxVK3QwLRwET61koyoeVZSy5olG6M1MkTTzRHBuBm+zodN3PLYbIse9+SbkeWjYtOzpnbEbo0hZeap24TvIjdjeeJmrcX9v3TKusXLbH0pQFHL1uid2fF0Us6iAp3f/vDOesvb6G6+EAT7dYQKC671A7iE1jFaIk8TRokqfqdKUu0NDrELS1B6fGXXmwqjmTh9jvw+/aB92g1ke61QTB7yfMoiimaIXmurtubAPSsteR08wB6M9Df8nvb0mSvtlkOnrpJB5Yr/olRaBtno9kikWWHqz628JwPiMjftb6/QVXf0OxnlMSjRGQf8EcisqG8RcvmPe1bDnl2PDjHkEAxJg9vJk07OkWcM4B2OkUvzLO8fNbrtqBf9l6lCQBmL1nbw+x5h24AdeKuBrXgGsBSMeYBvaOc2znKKJYcGu7n8Khv19iiO0pncx/WwZJQqtroEEmAHKLpm0PtoHa42sqT5trL7foUzTW3vN5Z7thVGcSlkdFNAXP2mlvg7MLEc26cz+RMNcCczxEhzzrflultlgiT728+v1bWBodNWBALqPZ1KVcC9zx4mbovDA50Gq87FkJ1yTnUSwW9fh86JRw8D60jEmMKEipUddNB4Rx4h4qBcuyZXK9z82HGj76cYq0itoAZLMsQgDopGxI3O8UXz2iTp0B5XlZeUk00wcFU5rRNfbQBOv2noUjsd9jEO8/nmgeUUZvsySlL6hbb10GMlgDkvQ3KpnjuNPfgZlmIyXaiB63YezXH7txK2tvsr3qPiLwfuBa4TUTOT17z+cDtabPjkhbDDgfnS3/3F4h1Amaye8bUOFolKQ4qh6SKbiLagLim4kREK1AkIY+hYaINVnuOMnfsdQNF0TZxOgXCYM9jDBas8ylRJdfkiEnkXkfPkXqJtbrLkbEB8ygUGzny6FgfdxgOrDCSBrFrS1641g4ZOoo1R7kiFOsGYBPNMCmhI1EveW7D7CEKUynceblkz5sEmEk+l73tRg89uXVIbaU/664w3p2CgeQN0jmixSGbyncO89TTNrN8eGMd6wjcOH1q2P+vgWqXZ7TXMTgwCT6C/R3tB1f1GZwDF94wQK68BIJCx8BFP3sT7uD5NtV6BqWiMHAuPWGpJPQsbXz9weekmyF0Lr0Yjq4QDt9tv1FK//YXXYgs9Qm334Eri0aT3MjSXEz/T1XyvJ8AXggGpuLAS/M9g5orrW3S69p+URNfrU27cNLICgnBvPjsfc8toD8HvMWle5F2C8E85DxEdW4SMN3MZFJofzs1nXcSSKty3IWPROQcoErA3AeuAl6NyYW/F3hV+vvHaZd3AG8RkeuwgOAVwN9udY4dDc5t+mA2QDS9oW2T6yxr/iclhGQ1gws2jHeVNHIzS6JQtKNoCRTpAWs9bMbvyuS47b/pvJYvYPRH9LGhWkSUwbjkDpa5Z9wjqrAy6jGsCjTL4hKIV7UVPBqvdPCrHjcSClI6ttfUydBMIutH4AdM5i4k1bXI3LFM6AFpc7tZmzzz62evubmyVgCQaF62y4G/MDlHtSS4yuY2jDo5fgb7qRoeZA+/RRzP+0lTPevg0+8PLN1mHXHdd8TSCjrl4y5/STl6mbDvX5V9n1mjXipNxdErkXFAYkQO3QFXXIpWwY6YAcd7tEwf76aHHrlD6pRIt2sa6cI3MrtwyyH8wfNxe/cQj1p8aKpMqZRoXSHd7jSopvPm2tKEOKEKNCKdDtLvIb0e9LpQFuk3UWt3AmPj/IJlRY6rJAdsea9bVZRrrjErVaZ0l2iIU+VVxTmjPjaZBT3blrU3Ztozb5bw+x+wN/Wct7LzgTcn3tkBb1fVPxGRDwFvF5HnAjcD3wWgqp8SkbdjtYVq4Ee3UmrADgfnKWBuls30+m0PNnnVpsEVCIKrEjCn4vR+OKEAckW32BFCUHvmo0AZiRJxYtXigCRDsLbEPMlfmBQiQkHFU3uT0+GNYhl7ZVgEVgYGzPXIE8epl/aKKyK+iMQoVj50taB7j6dYS5SDz5XeEn3R/jljCyTzex8nACq06IfMQyeNsoq9J7OZfW1gaqsy2pTI5P7ln0CmCvVLqnHU4G9ywDzpvU6OXvTCVNAyj2SEJhUc7DzeCSuXCPWSt+m0Mo8doX8HrFxqwLznC0NGB3q4UaQ6sEzoOIp1kNqhlx+0E3cKpCqM5gDUObTrid0CLYTezfcwuHR/6pwUV0XzbHtdA7+ZiXLDF281MPWehsPJoBbMe9XRCCmsZrAs9wysY0RHY5P5tSgB6XZx+/aie3cT+yWxU6DlZLIBCRFXRWRcI1VARjWMRvbTBYvYbnjt58wVaF9lapsNGYotGkZVU++btttk2qp25zS3vOsx7P72qlVN8np8++gngUfPWX4X8JRN9vl54Oe3e44dC86XvDnVz92K583W4oQlBcgab3lsHqYb22zYjRfJpC5E6BmYW/JKTJH67OpNeGyNxg9LTFXiKsGNXNMBTGY+0SbBI3glFGqzfosmT97IWXUQKmcy4VpwQ0ex4iiPQjHC5LbeQBomYNnUwKDl6bafrZg1xxPvN2+bAVMyOOd6Fq107w1BxATMTbCP6XO2E0aa9jHZtpkVJgf5WuVKm4p5iU+2jEXLaqRI4FwlcPAwOFcY74v4oaRZZ4Q1Kx7HeJdQ9z3VkqM7isTCUR6tqHeVBrBNJBkkFkjI4G+V72JhE9+uX9YC5nFE6pB6F0f4wk0mxQPcV11B/HQqV9fibcV75MDZRp0MR5YCPh6DE9zuXegDDlDt7aECxeoYd9dRdGUVqWpLPz97P+PzdlPtKUxFE7WZ3cbarviR4kcFbhRwvrLfO0QYVwkAN3HKZjzXrbzbZm7AYD+m5LhKC5g3k/adiDok2/3tOZ/O9ZxPid30vS/nkt9uFTifw0lqG7iz/Ks2cDZQFtzIvOViCJ2jmrhXe0ljAXVXWgAn1OLMCyyzF6DNhLLqcoU4j1aCjB1+4CgG4EYt3jdNA5U9UusALKOvmcdOBanMo5NodIsfGX/sKyZBtdY71niv+Zrbf1sm6d2Z0iy3b2HLm52yFv0wpWfONMmcwJ22WIAMzLkNU8krieJwbRUJNpKOXUtYobROLXYU7aT6IWoNi6poAdX+gJSReg82I/rA0b/dIQrnfHyN8b4OnSM1o/0FxdDmdIylkey5PrOK0Dk8oNrfsyJLHUcorfY1WEq5HysyUiTEBsTD5wyYwxdusmtcGdjfIlEXnaS+EUGXu8R/PoS/8AL0nntM2bHcJx7Yy+icJeq+gWO9XNDplRSHe+ittxMuu4D18/sMDtgIwY+hGCiubnm7Qay0qrM5Fs0piUgIVla1rjdXfTS/3SZ0xxxveDOaYqpY0sxxTiRx5VTyz/E4Pef7w3YsOANsmKtvamX+m/SymcaoLeHBjYRiCH7dgLlcVzpHI65WJOQi9Yn2UNdIwaIXtBC0Y964E5Pe5UzAOng0ptm2YwL+VeNbXZpyKteEaDjeAsLIvLrYi43czVWCH+aXK3G6FRtAcEN2HhOwnF2XueUpT3qL25h1xI3aIy1rA3ObdsiHT7e++Ss6s39uX5tyycfI9Efap1YaqiIW2lBC2cXXxH6gIEVEUrBWS4iVEPr2O4zP6lL1Ha5WQtcAuVrqUq5Hw5wI3UNHGR3cw/jsvnW2XSF0HeV6ZLzHkoJcEFQiRRB8I1MR3EMug1GN37cPPfdsuN2Cgm7vbuLqWprlW5F+z7a7/IG2vt8nXvIAwnKHuu+bhBvEzj3eUxLL3RTdkrULlxgccFTL6X6UrRFMa5TU1LlWkK5H6hJfBeh0oK5hmDIiT3RqKjg+7/c0nq7KaI2d1/YdDc43P/dlXPybvzR3XQMaKhYID9M0RjFIn3Uo1yK9wwE3jrg684xCLB2udgkknCUdFBC7lg0IWLDOx6bkZ+GjRXddAdF47GJo3k1Onw6lTRvVlIitaCZ9DbWzTLeQwLhuUQ1tTrkVC8063DZQTnu2Vjyo2S9rj1sgrZsAts78nU5cYdIBtKy9bVP/IoOHtvZL1MBs4cA2BaICrpY016IFZhE1/TYYDTS2TjSWiU5qUowFP3bNjObqoNol+LGB33iX0D9skyRIYbTK8KI9TacQSwPH7t01Ry/pNNeutdK/PVAve3QoaOGIH/1H5Gu+Gt3Vo1hdI+7poXsvhL+5Gz17P+6sffaWjyqIoaFQwp4e9QUPJvRcGk3J5HdQCwzEjlCVBVr0Ge2xNPX27xILSRp0bUYrjZa9SM9x6dCOKTtYX0c6ZSqd2goO5tMeK9V7m9ZwyicBlE+l16wIISzA+bjt5h/8CS55/WumXTNgkhknDS2QgdkPoFyHck0pV5VyLVAeGePGtcmqHOAcsfRIKMgZcu0AYewlj1aM1ih9wLvYZPANk6pDEvC6quXZJM4gQvMiOrV2oca55mBeo0vWpMLIXusm9EUGZRe0OafdGm3AMqaayHadTGY3ye1pA7EwkbclgJudXrEJ7LVpkXyIOUA+CRzqVPunAoqpXbl2c+hBXDbKgiAwdsjY48eCHxj1VPchRg9CiimQYgx2b+95UEG5SjP1lquUatnhxtYI50iSShs5ha6jf9uIux/cn0rAQWD9ASV+qISuR+qI7/cbTjpecACCEncVeCfI4XsIlz6A0f4unaMVbjBGqkDY02e8p7QJdmff/ZwWjqKlddioPXuNvDDd3/ybWhq9Tt3/5jcvHdIrcKrI0pLppavaikBldUfmihPvdW/qQk9Wn3jtDdgZUjp0Y8mHnWA7HpwBbvqhl3LJ69IsFJnG0MmLKdVEypU95nJN6axEirVAuVrjVwbIuKUR9Q7pFEgdkVimh9xbgZ0uhLEQays+5DCA9mKJLpXzOB9tspBoQJm9REQm6oaZQJmrgSFT2twGdHOwrGqBcwLEqWSNCL5KAaExk6CWSx1MAeLTTOAzIJ3VFNmLboA8T/Sa2tWAVMumAFonbZlK126B9xTtwmQ/65ASOJaTgGzsmsrF+UhUD5WjPOooV+yemDJDiMNJTyPRfvMc8G2PQlytLQ/ZaAC/qtQ9R574dunLQ+65sj8JSqZmLn+pYv0B5aSjHntkYPyyq6LVAyn8ZLQCEJRiEBid1cEPCxCT/IWOa7VXJ6CcfwMvVru6KwzOdvZbtPCwSbf35vm376lm2sxJU9cawNXLSKdExhVUFVIn/XTWVYfMYW2j5NxmdEUrieZ4AXpHAPKMbUmhniI7LcAZkoecaYxGRWDyMlfRBP6yx9xZjZSrNcVqhVsfI6sD04M2xS4cMirwVWgkVWAArYUQC8e466l6ntDN8whO2tPU1ph9JtWi2i5oE11vgCl5ujHQFKgHGu1ycy31xDtSJ9AqkO8ScBo465TiQF1Sg/jMVU4CR5lPp6CRwcU891+nBc7CpHNpitzM/hhMvORZTnne9nm3aN6sqzUNza0jzMN0giMCWhk1UaxbR5tpnWak0GpboyJJy8r1SMhB3ty5OaM5hvs9KHSPRkZ7bOSkYs+Vpvbt/cKI1YOd5p6GUnCl0L34QvKAQhOtIiFSfdOj8Z+4EYmR8q41hgf2T3TYxXQnldvfaM29UPegWhbqJeuAmg4sPROZNYheLDlKpQlsNqMUMXpD1RGzGqVTmNQuA3RVm5Kjtpx4rerGgz6mbSMle5Ye2QysdyQwq2Ui7zTbFjiLyLXAr2Aizjeq6qtm1r8U+J7WMR8KnKOqh0XkRmAF66br7aRDzrMbX/ASAB706uumXsbsMWevuVyLdFYjxWqgWBvj1kbIYAyDoQn9c/qr96YJjQGnSqGKxG4anttLG0tPVXZYK0ytEXyiNKqCMPb49vC/9WxKSC9R1GaI3Q6AZe88FkDK0DO1hnnF2XO2l1gJbqL80PQyZqCbTC5oHnPEKteJJmDO0z55QJUoYi87yWPuWjDOCvLboWI98f6pW2xG9p6nfvzNf7P2ttnDdnUCZ1G8OFxPUucq6JpVisuBUsn3N3UYbmzqBT/SCTXiaTzYXBe6uR/tAFq6Z1bU39M9Elm5uGP7JH7bBWXlws6UZ2rJLo7xZefixnGqpGrDtDmHWx+zeuV+xrts9paYaBI3tt+UaCVS81yJBszCeA8Mz4ZqbzCFUDSO3a87C2gP7RZL1qTH5Myma8yWYygU9n9XeKT0uMKySRsJIRjN4a3aXOakj5uHPgaozwPrnQjM2XbiNIjbKbbvgdcBV2P54R8RkXeoajOLtqq+BnhN2v7bgB9X1cOtwzxZVe88GQ3+3MtexINfeV1DAbixaYL9UCnXlXLNPGa/WiVgHsFohI7GU4XUVWooA5KWuRCN4qgiblziQpnevJIh1rOWZW0VrEYlrBf4kUyqwTUccA6AaUM1gC1vZ/HVfQtkZS9P6gTMbV0ylvacdcCN99yaCi8DhDlBikge9mujLVYHUqQjippkTCY679hRtNSGloidNFIJ4NtgwGTo3wQYs9fbsqbeRgLEiXc7zZdm+sFVYh4yzlLpgwVawYb4mWax4KviqjxTtxBjUnikc/qxUSb5XreDl35kk+D6oTLcZ3RD94gy3Gcb7fuXAUce1J+6FusAUtDt/R+Dr39Us7z80j3Ulx8gXHQeeGFwwFPtMrpGi/Sbps7RV9k9lwb0x7thcJ6iFww5Z/8q/U5FiI7Dq0sMjvQIKwXFqlE71rFZLy+an7PWCCtRJKIQnCWs5FwZp2qjwyr1ds7Zu5D00JtK5NgmUG/DdjIwo3Laes5fC3xWVT8PICK/j9Um/fQm2z8TeOvJad58+8wrX8TDf/w6XPI2iwTMxXqwz+oYWR8j6wMYjtCqsiSAJiDiwKUZOKLaMLEOyHhMMaxwgy7FoIsfdXG1Y1CVjPd7xv1gEq+Rx69a5pkfWedQDBQ/jPgqInXyaFOQEUDqpJmNyXPueeolT7XsGk943kSiEidkqIo1Xb1pcrUQ8ljbPLiMijpJAJEUAEsJNZbUkA+eOOdSJwCnBhxZOdKkb2cOPO3X1M5o88pMtplSaLT2VUcz4UHm3V1tAT3zhiedVVs37ULikaeOaxRS9qLBKIKsZbdAqGwosCTBqC8/jvhhpHeXzdRy90OWGoojX2bWw8dC8Lt3UxUyGQHdehvxoeewcvky410mfwvdnNGZOsTUsYb0O+Z9QxdGZ0M8f8TlF9zBA3cdZrkYMYoFd+3axc3L+7j98B4qZ8+gH006u5xGP9Xh5Z/eG+3X0BtBTQ/ethwgzNe5BWc8r9re8ZoUZfOc7lg7TQOCB4FbWt8PAY+bt6GILGGVmZ7fWqzAu8XKwf1Gu+TevbFy3bwkP1KKoVKsR/ygplirDJgHIxhXaFUZ15YK0tj4JXkNM3UKRBwMR7i1Arfaww124Ud9imHBcM1R7XLEjiK18aHlCnRWlc7RQLlS49cq3NAi9UCrXoM3zyVYR+C84EcF6roGIklepU4madE5wNbiVHPWXw5yxUqmJoGclcsZRz/xKiUDX1v2lgKDOQEFBZymoJfdHnGT7XMgsKk213aGc3tbGYVtU28KlswX5zk0XW0dXKwmh7EdJtcxmwQzFXxsgX/ebt67VicFTrUsdFYiw7M8Kn7qnnWOKqM9E2rEBlACeNa/8aEs/dW/MH70g8CB27eXuu8YLzvqpYmcz66Vpn51c3vSfVNvE+VW+wPnn3OEh++7lYPduyklMIolS2kmdifKF8f7CWvdpgPPtJCrNT1PrfuR6S8nUNtvOCn5GVNySprCa0769VZ2ot50k5iz0+10pDWYenQb2yw0+23AX89QGo9X1S+lotPvEZF/VtUPbDiJyPOA522jPQB8/DdexL95+i/jR5FiEPHDgF+vkOEYGY1hPDZQruxhzNXCrPWxcaMMTyokOGIrMCjrA/xoTL/aix8tUQxLRnslJTcYv91ZUbr3BLqHx/gj68jKOgyGFmxxYpONLvXRTkm7bnAuJFQMCmJwTY2JxiPW9JIl8POVkkt6WsBIGwmaXc/MS0rLm20FjZogXpgEH9u66ryhKQBMO63Z+9MJuDT3bcaTbis6YsR057ltaQCAt42adGSxY7px6h9aL8nUPIJxsiwrdqY6oxmQnlJF5EO0nvbxHjdRTCQqSAUGZ+UbODm/JEB3lTB+2kPZ+5kVVIRwwYGUMj4B5tzx+RFp5pYWvZN58jShLks1F+w6ysXdw+z1682IYo8fsLfscbjs47vBikBFaVQ6ptdvURrpnmT1Bvk+56zCEKCq0Oys1PW0pzxVUa41utzEtutNS7fb/P+apWfz7vXf3XL7U2ZKmotzZ9l2wPl46pD+e2YoDVX9Uvp7u4j8EUaTbADn5FG/AUA2K8Y8Yx96+0t48lW/iBsF/KA2YB5WMBrbw9jyEmYfRqCpAiZgFbi0VRmsriFYsLCritRLFOsF9ZJpVv0oKUKOJGC+ZxVdXUOHI0vl9b6pGSwiNi2SZCpFkGjFa8wjEgOI2rxyLcUyFZPmNgfnpust65T+dba7VJQNd7EBUON5fQqwhdqkd7lqflv+puY02jGzNns2INUCskbtEUFnM4jT8XIAr6E1QronOqEtGolYK9W7aU+L597QGeXtZs45rx1tJUcTXEx/86zfoTM5v4rds/Vz91jKfqXUfWlojLbEL2vYY2n3T6K1KWf9xY7iy0jPV7hWj+RTL9RNYnONVk3RKDybFNdVptKZJB9Jc+6pn1wxKm0cYDxGx2OrXNf2mDMItyd6xW+Zmt0cfgtv2vWnuft3rbxp7jF2islpKqX7CHCFiDwQ+CIGwN89u5GI7AW+EXhWa9ky4FR1Jf3/HZSu5wAAIABJREFUGuA/n4yGZ3vfDa/gmsf8DDKqUnWusXkGIUwoi22msGqrnq6GMU4cDAbIEU8pgoQuoV+YhxSUYr2mODpCVgfoYICOx8TxeMLhjUY2rOtUFh0nAVOjcdaGM2zmCkxTYknpEtgprhaiT1RDU5sjfcRUGVNvpWJcK9oE72Ka5il7d65W/FDwJfiOTIbEACmxZ1ZnjWPCkkzYkgZ02nSMRHC54l2La7WLTPu1tN6SPeyWpy+q9vPl2g4iSUtIw3W3gXfKQ5891yzAZ2DOQFy2ALlrtVBCT9FehDI252XoGa15ijWhSHMjZlqoncYeHGhJo8ppKgomSkpLKxV7dNzjzmo3lAbM67HbeNB1dMTKUaZO1FVqAes6kst2Csa7R3GGo2kUICEBeJWB2Tzn+HUPm8Q3PvwP5jG3ATrfJp/fCz/t2GwC1m1vugHmNI/lTgdme0FOQ3BW1VpEng+8C/OhfivVJv2htP71adN/B7xbVddau5+HTd+Sz/UWVb3+ZF4AwLs/+rNce8VPGJURgumZc33cWa95wwXGTYuDawimDx2OcKsFpSp+VFrQKkTcsEbWhonTthdGXJrCRxRxVnxdUnsofBq7i2llMyfc5kzVNglOkewRoaaaaOojzzxIMhnSNh5kNJSYeGtJTtdcHI0Cwg9BnWsUG1Ma57z5LKDCpB5Hpk1yG1xLQ11bEk/mym3HjcedAub0XXM7Ey/fzNiSwDyvb7bPnuucds+ScypCnjQ2dCwRpu5DWFJCP8JSwHcDnW7V1FYRgRAco6pgvF5SHSnp3uGmJXvpnJaODvVyRHMRrSqVl8UUJi4Kh4dLHBruYxQLuq622W5wDGLJsC7RyqUMVJ0ERBsKRyf3I+rUb2YqmICMa6P2qsqexWjPhsQsK82TAshG0G3/ONqa6WQTa4A5jYzedfS3N912x9k28nHub9uWzllV3wm8c2bZ62e+vwl408yyzwOPvFct3KZd/6+/xLUXPH/aaz4RyxNiet8ArdQBhiNEBFeFNGuFmsA/eerN+dJknRZFy9EhZXr2Cgc+JRPECd/ZbBsnZSKbzBdl4mVnoMs0QfIASQ6A8cotz9fRyOdmQUpimlC1sBTWNm86l1xqebYNUM9zOpK3Hro0CoINKenQ1ItoDi/Tx8iccKPBzt6ptu5L9gQTMG8r8J7vS8pQrHZBvSuiu2uKpYpOp6bXqemktP08sgnR0e9UDMqaNR+pBz3cWKbpGG+68dhVYj9afW8B7YFWztLTvVE5K8MuXx7soY6erq/puJo6eu4aLbM26vC/2jv3GNuu+r5/fmvtfeZ1595rc3lYKLwi09ag0NKUJqVKTRPMQ5FQpUChgUBr4oJ4JCpQCJHgLyqkgKUgoNZVQAURXlWAWJXBNoQUmmBiQDwCLsTYmLhYOBi/7p3HOXvvX/9Yj732nnNmzsy9d2bP3PWRtubMfp119pz57t/+rd9DNk1spiAarlffh+Vj48XdnVzCS4MZ185yrqr2GFXsmQ1Qpfbf0SjMSRdu10/QPSoJNdqYthVV/0lUDGZxobvOzBbxwaGH161xaPjcT97Lcy55Zdvup+/S6D2SdXq99bsUJ/tp7cLsAGRiXfBq7a3h8bj1UxvX6y86aW3yBU3E2WXz+W2+PVAM+Yr1hmn9B+GH4JJLxLXBisXqxQlgTHjx+3csOtMuEFwEfn8lFsiX4M/t/f936mIEkQ/nMlstYMQJfi0hW5Eo0GnFOvWhcDS61eINwpz4szuWezhXTXtDC2PYAZcM5KIxqmWoVhv0+ISFY2OWFiYsFhWFrWOn9CDOpXENdktbc/bMAtWJGrNuY+hfzP4rFF1okLLBlDXFqKaaWBoDWvlP2ggb45L71lZoVFguJoxMzbix/MP6CmvrI1cvvNNizLVCS2tTx+tRuwtvqsbVoZ7476j7AIi1mDObzrCo6u533YYWWi5hxX311P0v+c/v+kS6J83i1KWuJda4DboPrbkOlcUcmOM7s98cKXEGuPH+P+E5q68gFHqZNhE4lVl+aVVnjeN1rzLEnmpN4yIzOpZxmOVy/wzhCwteEMMS3HyqrtaxpRVmvy6tPxytZP8/qVbax/3gNy0Sl0e0ssJnJ4bqhdjb9pgwlvYy9K3cWEtDcQZV2BTEKBVNiBOJIcIkhgSmS9I8oOOuSD5vvPmkk3bJ+4ivg+8a0QZP+2yBTp80mhLqZZgcb9ATE5ZXNzi2OGZUuA7p/XlpIxqXUmtWj69zxir1qIBN62qJK24OwAu0+IJUTSOxY7wk7qW6MpzdHGFNQ9UYjCjrVcmDa0tU6yVFsMq1dz36hp6C4L83tY+pr5r4RCfWgm1obvth8kf2gmwNN5398PQLNoXfMC+i+tnPKU5dSqeHIXDjAx+Y+zyDITxp7gIR+QXgw8BjcLFEp1X1j0XkUuATwBOAHwEvUtX7/TF/AFyNMyder6o3bvceR06cwc0MX7X40vZLOEV4Z4UBxeLi3hct1G1WnGprDadNNXtt4mOLomAdp+nFU980WD1B5LzLo26L9xDSc73epmFjIT07TPhF37NK15JNBC74hLWg7UjCdFHr+4PjBFgS4ZBGKoRojpBq3l7bRJRrd5k0FevUXZEeF25Mlo4VLf5GZfxNK/jRO5e2/2dO/cHLMD6h6MkJx0+ucXxpgwVbUYTa3b4De0phGkampjANzYpQ2IYz5QKTjYJmYl2p2fCUExryNkKjpv1sfhzi/7hVbVgbuxZWpa0ZVwXjysLYxEqF8QbmE5tm3XykUZfpWjWtwWD9056tuXnjI90DdqjJP42Y7Xfv9vsdJvox+XNQAW9Q1W+IyCrwdRG5GXgF8AVVfaeIvAV4C/BmEbkCF0zxFFyD18+LyJO36yN4JMUZ4KaNj/Ds8iUzt283SRhD7CxbBDqkgGvaZDMl7WQc/NCxXGOyNBC6aUv/ETX1P+NFy4e5RdIKZ96nHK3gVKwSQe2EiXlh3lLKcuZFac/TviexWBL48LF66zHppel8BB/73XF19F6Hz9/6zrufMV62BmxNDFeEnjAnFnM9gokX5ubSCScuOcuplbMcK8dOdFWiFTuuLY2Ka7rghXm5GLsQOLwVbRrOFiM2JwX1xNJUbbPhGOKW+MhjBEnI2lRhUlnOqhP7uhHqyviuPkSruXVNuSev8DnjeRVc2r77jt34nbnb1WV2Kc6qeg9wj3/9sIjchkvYewFwpd/tQ8BfAm/26z+uqpvAnSJyOy6s+Cuz3uPIijPAzZOP8ezi37crpsV3TsPHfGpddwW6F1I0fXLECyo2lmmUqvKTgKb1FzbQKXMn4n5XE63Szrb+42w6lGDB2uTRN3FLxH/sEEGRlAeld755LIj0XKFXojQuZdiEcyXiuvX6EhvNRsH2Vm9MkklTxvtuDdM9V+MvuyZuEk3fK/itg8W8BOMTUD+i4vglZ3nM6sMcLzcZ2cpFlgDjpmDcWAppqNRQiGu4cKzY5HjhLGwrSoO4vpKilEXNZlEwqSx1ZdA6EWnoWs5hXeMsazWuA3RVG/dzs4h9KePnML5LTwiyiJX52gstCjff8rad/4iZSJxA3+vxIk/ANXv9KvBoL9yo6j0++Q6ccN+SHHa3XzeTIy3OADdXn2jbr3vRnatzQ9IAM0yC9ONt0lb27blDOF1raWuVTOJUFVIUiBfrdmJO3KNnCVoYN0EYQse8wACtmyP6YrsTZtPie8PklwaLeZqQC3FCa4uoBqHt+aFjxEb46avCdR4CtHuedkNvzMEn7d0d4cEi+K+3uFDCKUMUR2Jxm6r7lBE+b72AK9G5CtWlFUsn13nksTOcHG2wXGxiRaM4L9iKWp07olFhwVas2E2O2U2OFRtYlEljOGtGjGzNpHHfBSsNY2sZm4LKizRKr16wxh+qruhOResGqSfWhdAlLpImunTSuPYkqQn3dPaFL/0hmd0zwyg5JSJfS34/3S8/ISLHgD8Dfl9VH5ItjTnbXaesm/34zkUgzuB8ZB2B3iVBoNPfO/SC+IPFjQpaVa3+NQ1MEn90mHkvLBQFUhaougayTWmdQIeJwhCtEMTMeP9j3wJOxw2tlZou04Rck59TL0L3C9x2OyemOHfTp5Pf+9sg+q0bS5vA4cXZPzx0bhixM3f/z+c/Q0MrzuG48H4xlnnJhcxNLqkpT27yiNWznFxwwlxKEzP1jCgWpTA1pdQsmIplu8myGbNiNimlplbDz6sVjGj0SxtRrFFG/iYuoohY6iopQhJcHEGfGxd9U6uJE4ba4Dv8+H38TbgpfMhcIYQJXxcN7072F/87C/Oe6H23E362XYljESlxwvynqvopv/qnInKZt5ovo/XM7ybTGrhIxBl6Ar1b+okqO1nfYnzAvvoQpNpHIYQScurjSEHKEikKGJUwKpF6BFpiVNHSKZeLspDo3nCZguL9zLI1KQX/v5+6ApJJv6n3cJJt293PtRViU3u/cbSopbNfdFX0J+n8zSR0YYlWPN49UoIpifG9gGvm2gsVjDcs433PyY0hNGQIsczVslsmJ2rsyTGXrK5xycI6y3bcEWYAi7JgK47bdVbtBqt2nWUzZlHG2BDvrMKyGWNw4lz7yUPX1owo0KquVkqDoTP1k1yqpjbuewLuSak2LqC7Hwpp26ckCW4hP7/xF59/6zZ/tMxO7HZCUJyJ/AHgNlW9Ntl0PfBy4J3+558n6z8qItfiJgQvB/5mu/e4aMQZzkGg+0I8r/WtTXRvaPALej918FfreIKUBVKNXG1p9SVMm8L9940KxCYTf2UrzPXI1w5OxC1Yy1H8UgFM3R9bPmNrPPfXdxbo+r0bcY/jiTUYD21oY3SD7zi4Y8CJqw2TfBrP7wRaMCPa+OGiN/bU8g+P/mF8pr0hhP6ELpa5xpwcc+L4Go9YPsvxkfMdG2miBewm/mqO2Q1OFGuctGusmnVWzGZ0eQBMxLJqN1iyW8MdnMUs/gHJdxJv1Gcz925g4WXySKBhIjD8XYT2RhsqBTbwpc+9ect7Z/bAbMt5O54JvAz4joh80697K06UPykiVwM/Bl4I4LOqP4krtVwBr9kuUgMuMnGGNgxoz1b0Tmjq/vBZVTU+OYVWlJNi5yniIzvE191oAPHhe6Hoe73gm6KW0k7wpeIbQt1ssi38g6ei1ieIZs/v3CaueJ93+j7T3CniVyehc+H8oT5HjL6woNZ3YQmhZypQKFrhJsXqdn8N+3tXinsPifHO7jq142xKqJaUerXBHB9z8sQaj1w5w8nROit2zIKpWqtZoDQNS2bMMbvBSduKc+n/ThMstRpKak7YNY6XGyzais26oKnT/PhtiHfQ9Hf/U32Kd/i+JH/HWz/0hvnOn9kVwtanu51Q1f/D7P+kX59xzDuAuUNoLjpxDpyTm2M7wsQgRHdIEOgYBdL3WWvjJg5DFiK4EL1R6Syw0iJqfcdooVog9qgLDUHTimozfcwzx5yOZfoXNQo+3kgOlmwIB/Tma1s8KTnvFDdJ9J+bVphbq9g9qjfi3AQxJj203bK0k2KNuI7qSLSexd+MmhKaRaVZrrGrE04cX+PRxx7m1MJZVopNluyEUpxfGZzPeNFMWDZjTnhRXpZNFmVCKS7EbqMp2dCS42aDk/Ysjygf5uRolbEvXFI3LtqiVpdU04QCUt69oY20Txnp7Kvf32U6Sgwf/MHb/8s2f7jMeWFvlvMF56IVZ7hAVnQ/XC/xV6eTiqmIh0gQASfQdQ3WInXtsgwXC2h8rQrfETq6M/oWsu3/nliZ6eQctIqdmslhsjEkhaRuBJIbgNGkup5fpBXoNJtPppwjWtEh2qNv0StOjAsnYLEWsmwdr4b4PT9xBu5zNyMnzMVKxerqOo9cOcOphbOcLNdZsBULMqH0k35hWTATFmXCqnWujEWZsCgVpbjMmnvrVR5lH2ZRKsZqOWHXOVmu89Bkkc2qYNwYJo1hUtkYFlfXhqYWVzNY3R0kTKh2Leg2aehHr3vjlC9X5oKRxXmYnFcrepp/uiPCnl58tLOmvUA36pvPNk6cl9pu0MFiDnUxoggWrSA3Ba7CXBBRvEiGSaaQ5OFN2o4Aq7sJSHA/hPVhnKYV/NRHHI3AVKCDvzsOILHAUxfL1LTEVtg7BZbEDVhI7xx+fwsarO5C0cUau1yxvLzJJUtrXLqwxslynSU7dmJsap9I0kRhXjGbLJtgLdeMpKaUhhWpWTWGp5QbrGvDg03NQ40T8sLUNCps1gVr45JJ5RJXmtr4xQtzEyxnZhbaueua/zp1feYCMuNp8aDJ4uw5b1b0tEiO1NXRJ1auS2Opw2yWuprQ4zoW10+LF6WhYiF+2bk6NCaHREvTZ6O5REPphJoF/2y0bK123SCJtZ3GWKcThB2pCULsxxMfG9NJymlhcf1zhMFJ8gZRx5MZ0HSi0agb/0gxCzWjhYqVhTHHR5usFpss2IpSaowPX0MaGjUgMJLKW8puKaljWF0pUPpHhSVZoPYXZKKWs9UC928u8eDaIuNxgTYmWsbatNEXWifp9PFiMv3mlNlXhujWmCvsQESeKyLfF5Hbfb54f/uVIvKgiHzTL2+b99ihsecuwUkxmansFOGRJL2EpRmPXcfk2olzJ+nDi1HjC7rXC1CPlKZMhNkqWO9+MNqzVnuGZ68QkVpvffcmGzvHpUIT17UnbSu0JUWWfF2P7rVLhDY954zdOvuGz2PUCXOhUKqvBtcwKisWiwmLtqIwNYUXZiD6kNfqERMfZ7joreeR1NjkP7ZWqFHWdZN13WSTmg0tebBe5h82j/Hg2hIbayOqjZJ6bGkmhqYyaO0yBV0qtvgyfX5JRVp7f5DMvrKlKNcAxHpHy1lELPA+4Nm4QOpbReR6Ve133/6yqv7mHo8dFHuyoneTfRj2T5l1bKiuF/5/TTsB2Cz4OsQrPmY6sW5jaFr6/x5mmVKDzU9OpTUt6kVtJ+ikTXPYUgjfu0F2StOOCSJ03Rrp2Dr+7c7nl/THlvMj2lrN4WZUKGIbrG0wRrHGxTHbRPVDUftN31jwBOvUalg166yazU7BoxphgrCmNRN/E95Q5YFmmZ9XKzywucjGZkkzsc469v50wP1eJWIcbijJ9Qvc9eo3zbiQmQtJ/O4PjHncGs8AbveF8xGRj+OKeMwjsOdy7IGzK5HeRSfjqYSi5+kqa11ySlnESndqXH2IGLt7okaLBpmY9rF52/eZsiq1WOPSZp7NZIYwd9ZJV4inhuB5pRe67pT+ebYIW3oKP0GpVpGwGI1Wch/j66MGF0fwO6+aTVZkwgaW2ivsRE0U9glKjbChlgfrZR6qFhnXRTLBR2yhFSb/YkLJtMIoUz5LZv85rOL8WODvk9/vBv7llP1+VUS+hUtJfKOqfncXxw6aHUV6NxbzDEI3irQrhRQFsriILpY0vqcgJnFlLDUxNhgfWtap4ZBqwCyd7a/3E3va0Pp6dxLgGa6IEFst0DbiCFl90RdOR3SnamlfmKfhXRti3EnSEgeNr5FR+xMEd4UVKGkjNFa8xTzpeftqDBNVX5vQne+sljxcL7Felz4z0L//tOsUbnbR9S8zPmjmQDjElvPUh83e798AHq+qZ0Tk+cBncOmJ8xzr3kTkGuCaOcZzYMyM6tijMHcs5SDMoUB/USCjEpYWaRZKn6bdujZiKnawlvsduLWnqokLI90lTXtOJ+hC6NpOxvO22/25O+fpTSZ2z7MLEzKdGIx+FrxAtyZ9o0KthkoNVWOju8JZzM7VseBjmxfNhA0tO9Z22H8sbZX/jaZgTUesNSMaNZS2pihq6tL5mTvXervrs9MNJ7NvHNZojR0LdqjqQ8nrG0Tk/SJyap5jk+NOA6cBpN+CYkD0Jwz3Et3Rb4XVsZaXFn2tjZET5tVF6mMl9aKJtSVEXVq0broIALUzLpevaAetBdcvQIS4SnJ9YXc1gZnpH233Tc/fnidEcERhTs7TSYrRrra249rmd/8ZTIXP2RaXbLJUYRcrbOHSsY1paBphXBWsVSXLtmTJFr6ehrOYS6mj1Qww9nVFDU1nQnDcWBqMd2k4q/mS4iyPW/o5palZLTe5b32FhzcW2FgfUU+MvzEFV5Nuaf2XhXkgHGLL+VbgchF5IvD/cNX8/0O6g4g8BvipqqqIPAM3HXIf8MBOxx529hyC1xNmKQtnLRcFlCUsjNCFAi2td2m0LoZQTMjVoPXPyv5xHrYKX0dYZ0UE7CQU2wjzzp91h/fRZIjzCFacvJRYu0MtmIWKlWUnsnUSU96oMK4t46ZgopZJY+OEne2JcIMwVstIcCF2CTXijteCsdoY4WFQHp4suML8jSCmwVho1EZ3EyFwOwv04BAOqTiraiUirwVuxJX4/qAv4vEqv/064LeAV4tIBawDL1ZX6WfqsRfosxwoc4m0uqSSmcLsf7oSojYKc2O7FnCse1w5MXECTRTwLcklqXWbIsGonRUqwexH7+Rcs55zYvxz4tLYtrbHLDqFPmSL2KtAs6Asr4xZWRgzri1UuOaxoj7gRaJro6brfzZJepibBGzi9rhejRfuIMxFrPV8/3iZ0reucp1MjPfZa0zmESB0Ws8CPTCU2CZuSMyVhKKqNwA39NZdl7x+L/DeeY89yqRujy1CPa3ztzWtn9kYt5QlWlrUWtQasNL6mH2GXyceU1xb0zDXhD93Gv3QdztsYTtP0l6+t6kInYv49MeVZCCCUofY62M+saTp9upz5Tq937lxoXOVWiZNQSOVE11fgKpWwcQZTDpV6Bpc6F2DccKMRAEvTM3I1q7/n7XYunHlPRtnfYu2f5/OzS4Z512vymF0B8mhtJwze2eqUKeTh0n3Y6zxVrOznNVatAi1nP3+3k1halylO0us2OaluE1G9OtiONyMUpVh0169/FvqdPTOt8Ug34313HfTJOtdB3J/vykUrDKubOyYreraR1nR+Lpq3MTgpHFPI7UXXHAWcwk0obqTM3XjW9ZelMdqqf0kI8D91bIrMyqNq9NhamrramqIATFKWxJfY9SGvzoA3PWfc8r2gaJt3fAhkcV5n4hC7f/fr1p8qbNwrUXE+O7IxguzuDgv32m5E90QJvZCRp8h0ZBEoGnXRbYJU7sg0V2zJhHnOc7TEebe+ljVrlQEpa4MmxQY3+QAiFa0Jm6NzaZg0lgmxsZoDkND7e9sRvCp3e69nEvDtG2rMM6K9vHPBtf81Xq3hqnda7WCqvFd23E3lAYfE+3+rj/+3SzMB82h9TlnLgw3bXyEq1Z+xwu0d2cYG1+rMVGY004nsR1U4taIlmiIfNCeLs6yUnviua3FO+3weYS3dx7tC69ftljToluEuS3Q5D+gT0sXH63iOoqA+uQTEaXREOecLoaJWv+zYKIuVTvU2IiZhP5HEOaJFs5f7X3Nwa3hkli6At00rsRoSE5pah+N4++Ed/2nLMpDQvplfAdAFucD5KazH4az3XXPueKtqPF+Zi/MnbILwWr2IkzIfwnp0eEB2mzR3nj8dpyv8g7bWuLC7I1+21RhDqIcFl9PQ6S9GzWNxK7YvlpJ5/SVGiZenCdqo2ujVuMtZxjjojhq2iIgtbeWJ2qj/zlgpKFIltI0VKbBhj6PVjE0UaDvennuYDIoFEIHud0gIh8EfhO4V1Wf6tddCnwCeALwI+BFqnq/3/YHwNW4ymavV9Ubtzt/FueBceP3/tuWdc/8d38EJFYzyYSgF2i3EueiUCEG1c7jWtiD+2EvLpA9Cf92wiz+xuTPq96f2zSCscGt0W4LlnPVWKrGRtfGRC0jcd22o08oGavLLjTR11xrV5gDwXJurWdDY9wf6O9e/DYyA0X3bDn/D1wgxIeTdW8BvqCq7/SF3t4CvFlErsCFEj8F10Pw8yLy5O1aVWVxPgT81ae7M/m/9PprO77nTgnRsL7nRz5Xi/iON+2+RdIvvtP1vdxStD8pVtRxafStZukf19snZAJO+2zJe7btG92KEGkxSaI2xlr46IyKntM+CrMLupPobw5x0NbX5khdG994/tabbGa47MXnrKpfEpEn9Fa/ALjSv/4Q8JfAm/36j6vqJnCniNyOqz30lVnnz+J8CPn2e2a3Lrr8Hdc6XelZz6lIb1u/wrMXMe7zw7ds32LpSe9693wn6ljNodB/t35GQGdodSC1nhvrxHaillIrGhEfrdGtlRKEOVjNacW69zz94/N9hsxgEVXM+YtzfrSq3gOgqveIyKP8+scCtyT73e3XzSSL8xHj7/5wtiA+6d3vnumOuOON+988tP+eT/zjd221mnvCTGpJx5/O7/yjl7517ve++taXu3ZSYqmNm+wr1XVGcTeqNGvQxCSUGsPr/skX9/JxMwNmhuV8SkS+lvx+2peZ2NNbTFm37R0hi/NFxB1vGHb35jt/r9s37/HvfVd3By/Y5yP87AP/4kOd3//oe1fFdOzwXgCvePLMp87MUUHxTYK38DNV/eVdnu2nInKZt5ovA+716+euMxTI4pwZLHe9dv+anL7pipv27b0yw+M8ujWuB14OvNP//PNk/UdF5FrchODlwN9sd6IszplM5qJG9hitISIfw03+nRKRu4G340T5kyJyNfBj4IUAvh7RJ3GNRirgNdtFakAW50wmk9lT4SNVfcmMTb8+Y/93AO+Y9/xZnDOZzMWN6uGtSpfJZDJHloGWDJ2rv5KIPFdEvi8it/usl/723xaRb/vlr0Xkacm2H4nId0Tkm72wlEwmkxkGrghLdzlgdrScRcQC7wOejQsHuVVErlfVtIP2ncC/UdX7ReR5uHZTaSPXZ6nqz87juDOZTOb8oCDV8MrSzePWeAZwu6reASAiH8elIkZxVtW/Tva/BRfDl8lkMoNHUKQZnjjP49Z4LPD3ye87pR1eDXw2+V2Bm0Tk677DdiaTyQwHbzn3l4NmHst57rRDEXkWTpz/dbL6mar6E59jfrOI/F9V/dKUY68BsnhnMpl9RuGQWs5zpR05M3M7AAAGTklEQVSKyC8BfwK8QFXvC+tV9Sf+573Ap3Fuki2o6mlV/eU9pEtmMpnM3gnp2/3lgJlHnG8FLheRJ4rICFeT9Pp0BxF5HPAp4GWq+oNk/YqIrIbXwFXA356vwWcymcw5oyBVvWU5aHZ0a6hqJSKvBW4ELPBBn4r4Kr/9OuBtwCOA94ur41h5C/jRwKf9ugL4qKp+7oJ8kkwmk9kTw3RrzJWEoqo3ADf01l2XvH4l8Mopx90BPK2/PpPJZAaDAvUhFedMJpM5sqhCtYcmgheYLM6ZTCZzWN0amUwmc2RRhfrgJwD7ZHHOZDIXOQoDiM7ok8U5k8lc3CjoAC3nuarSZTKZzJEluDX6yw7sVK3zXMmWcyaTuchRdJfRGnNW6zwnsuWcyWQubpS9WM6xWqeqjoFQrfO8kcU5k8lc1KgqWtdblh3YbbXOXZPdGplM5qLmYe6/8ebqE6embFrsdW86raqn/eu5q3XulSzOmUzmokZVn7uHw+aq1nkuZLdGJpPJ7J4dq3WeK9lyzmQymV0yq1rn+XwPUT34otJ9RGR4g8pkMkPk60e1Qcdcbo2dgq3F8R6//dsi8vR5j81kMpnMVnYU5yTY+nnAFcBLROSK3m7PAy73yzXAf9/FsZlMJpPpMY/lPE+w9QuAD6vjFuCkiFw257GZTCaT6TGPOM8TbD1rnwseqJ3JZDJHkXmiNeYJtp61z9yB2iJyDc4lArDJ4WwEewr42UEPYg/kce8vedznj8cf9AAuFPOI8zzB1rP2Gc1xLAA+8+Y0gIh87TDOwOZx7y953PvLYR33YWUet8Y8wdbXA7/jozZ+BXhQVe+Z89hMJpPJ9NjRcp4VbC0ir/Lbr8N15n4+cDuwBvzH7Y69IJ8kk8lkjhBzZQiq6g04AU7XXZe8VuA18x47B6d33mWQ5HHvL3nc+8thHfehZJAZgplMJnOxkwsfZTKZzAA5MHE+l5Twg2SOcV8pIg+KyDf98raDGGcfEfmgiNwrIlNDFAd8vXca91Cv9y+IyBdF5DYR+a6I/N6UfQZ3zecc9yCv+ZFDVfd9wU0O/hB4Ei7c7lvAFb19ng98Fhcr/SvAVw9irHsY95XA/zrosU4Z+68BTwf+dsb2wV3vOcc91Ot9GfB0/3oV+MEh+Y7PM+5BXvOjthyU5XwuKeEHyaFNR1fVLwE/32aXIV7vecY9SFT1HlX9hn/9MHAbW7NjB3fN5xx3Zh84KHE+l5Twg2TeMf2qiHxLRD4rIk/Zn6GdM0O83vMy6OstIk8A/hnw1d6mQV/zbcYNA7/mR4GDKrZ/LinhB8k8Y/oG8HhVPSMizwc+g6vWN3SGeL3nYdDXW0SOAX8G/L6qPtTfPOWQQVzzHcY96Gt+VDgoy/lcUsIPkh3HpKoPqeoZ//oGoBSRac0jh8YQr/eODPl6i0iJE7g/VdVPTdllkNd8p3EP+ZofJQ5KnM8lJfwg2XHcIvIYERH/+hm4a3zfvo909wzxeu/IUK+3H9MHgNtU9doZuw3ums8z7qFe86PGgbg19BxSwg+SOcf9W8CrRaQC1oEXq+qBP6qKyMdws+ynRORu4O1ACcO93jDXuAd5vYFnAi8DviMi3/Tr3go8DgZ9zecZ91Cv+ZEiZwhmMpnMAMkZgplMJjNAsjhnMpnMAMninMlkMgMki3Mmk8kMkCzOmUzmQNipqNWU/V8kIt/zBZk+eqHHd9DkaI1MJnMgiMivAWdw9UWeusO+lwOfBP6tqt4vIo9S1Xv3Y5wHRbacM5nMgTCtqJWI/KKIfE5Evi4iXxaRf+w3/S7wPlW93x97pIUZsjhnMplhcRp4nar+c+CNwPv9+icDTxaRvxKRW0TkuQc2wn3ioAofZTKZTAdfbOlfAf/TZ4cDLPifBa640pW4GiRfFpGnquoD+z3O/SKLcyaTGQoGeEBV/+mUbXcDt6jqBLhTRL6PE+tb93OA+0l2a2QymUHgS5PeKSIvhNjG62l+82eAZ/n1p3BujjsOZKD7RBbnTCZzIPiiVl8B/pGI3C0iVwO/DVwtIt8CvkvbaehG4D4R+R7wReBNqnqkK+HlULpMJpMZINlyzmQymQGSxTmTyWQGSBbnTCaTGSBZnDOZTGaAZHHOZDKZAZLFOZPJZAZIFudMJpMZIFmcM5lMZoD8fzJJfFsy4HEJAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ml.dis.plot();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot package input data for a specified layer\n",
"\n",
"Package input data for a specified layer can be plotted by passing the `mflay` keyword to the package `.plot()` method. Below lpf package input data for layer 12 (`mflay=11`) is plotted."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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Z2/tNKfOt6x4CTixzjGE5YJuNP1h2C9q1DdIAMVg1SERskbRykU3OAK6IiAC2Slou6ShgJamFHYCk+RZ2wwfrunDAtmlURaCsdXDupPNTshVtHflm0rO1srq1pOu0fk2vD2tUsDabJo0LmFUJUOfWIHuH7MjXrSVdPy3sDmhcsHbp2prOQXr0NJ521d1a0h3aZf2i8utTOQK+mK2Jch5bo/bG0ynmWuCjKrwTeDIiHqGlhZ2kQyla2F3b68MaV7KeV/bptVkdOEiPj7pXgyy+n3QlcBpF3fYu4AvAMjjQAGMzRbO9HRRN985KaR1b2PU6XmOD9TxXi1jdOVCP3yDVIBGxoUd6AJ/qkraghV0vjawGaeeL3erK1+4ERBGs25fcNL5kPc8l7OnWGvTqch04UE9OjsG53VSUrOf5AY1BPYJgHfLYGDUpWU9VsJ7nG2G61O37rlt+606AZhcuuZnKYA2+IaZdrt9/rvlqNJes8+dqkemW23efW36mSg0mH5jqYD3PN8n0yuW7zyUfUynqUQ0yNa1BenEnmulV9XfvQF29HKs92pUqWUtaJ+lBSTsknd8h/TRJT0ranpbPl903N64aaZZ+vsv5736S37+vtTw0os66ZaDs9cBqYIOk1R02vTkiTkrLF/vcNzu+iabbJIK2r7E8qEEPGE8mDZQdES8C8wNllzHMvpVzKbveRvHdjesa8HWVl6YE624DaLd7l6S7JF0n6ef63DdrvrFslFUkvp4yU5OSdZkHjGUGyr4TOCYinpF0OnANxbxjpQfZlnQOcE6J/FSi6odQ1p9xBsRBu647SOcrx9Yf7coE624DaB8QEU+1vN4s6VJJK8rs27LfDDADIKnnrAlVab/hHLzzMumA6ADcAJFnSbpdmWqQngNlS3ptmnYdSSenz320zL5153rtfPh7sEGIhlSDdBsoW9InUvplwG8Cn5S0H3gOODON5TrQINt15GqSajlQ28ACNJvtP/MHqIipecm5GqQfDtyT4UA91bYNOakth614Y6z+wB8tWH/HpvOG/uxRcg/GMarjGMp14iBtIxGwpCEPGG0EHLhHwwHaRm2+zrrv/aR1wEUUVbyXR8QFbemvBjYCbwKeB343Iu5NaQ8DTwOzwP4yJXgH6wo4cPfPQdrGSXP91by29M7+VYpWb7dLujYi7m/Z7HPA9oj4dUnHp+3f25K+NiL2lj2mg3XFmtgU0IHVaiVA+/ve60DvbABJ872zW4P1auBPACLiAUkrJR0ZET8ZJJsO1pnpFOhyDOAOyNYY0X/Jms69s9e0bXMX8BvAP6UmzcdQ9DX5SXFUbkyNKb6W+pksysG6BqosfTso2zToUme9QtIdLe9nWoJqmd7ZFwAXSdoO3AP8CzBfhj8lInZLOgK4SdIDEbFlsTw6WNdQtwA6qiDuAG3TRBEs6dzOeu8iD/7K9uw+CyB1GtyZFiJid/q5R9LVFNUqDtbTYtAg7uBs026A1iAHemcDP6bonf2hgz5TWg48m0Yc/TiwJSKeknQYsCQink6v3wd8sdcBHayngIOx2SIC6LMHY8me3W8BrpA0S/Hg8ey0+5HA1WmEjkOAb0bE9b2O6WBtZlOvSzXIoiJiM7C5bd1lLa9vpRh9tH2/h4AT+z2eg7WZTTUN1hpk4hyszWzq1WEgJwdrM5tuEQ7WZmbZq8kQqWUmH0DSOkkPStoh6fwO6R+WdHdabpF0Ykvaw5LukbS9rYG5mVke5mLhkpmeJeuSA5bsBN4TEY9LWk8xPVdr18u+BiwxM5uYAO3PcGqYNmWqQXoOWBIRt7Rsv5WiN4+ZWfZEoLn8g3WZapBOA5a8fpHtzwaua3k/P2DJtjSDuZlZPlLJun3JTZmSdZkBS4oNpbUUwfoXW1aXGrAkBXIHczObsICGlKx7DlgCIOmtwOXAGRHx6Pz61gFLgPkBSxaIiJmIeEdOc56Z2RSY727evmSmTLA+MGCJpEMpBiy5tnUDSUcD3wE+EhE/bFl/mKTD519TDFhy76gyb2Y2tADtn12w5KZnNUjJAUs+D/wMcGkanGR+TrGBBiwxM5ucelSDlOoUU2LAko9TDAHYvt9AA5aYmU1MALMNCdZmZo0VAfv7n4Rx0hyszcyaUg1iZtZYETCb3wPFdg7WZjblAjJs/dHOwdrMpltA1KBkXWrUPTOzxpqvBmlfeigxGumrJV2dRiO9TdIJZfftxMHazKZcEPv3L1gW0zIa6XpgNbBB0uq2zT4HbI+ItwIfBS7qY98FHKzNbLoFg5SsD4xGGhEvAvOjkbZaDfw9QEQ8AKyUdGTJfRdwsDazqRYRxOzsgqWHMqOR3gX8BoCkk4FjKMZW6nckU8APGM1syj3N4zfctP/bKzokvaxtdquZiJhJr8uMRnoBcJGk7cA9wL8A+0vuu4CDtZlNtYhYN8BuPUcjjYingLMAVAyQtDMtr+i1byeuBjEz61+Z0UiXpzQoxk7akgJ4z307ccnazKxPJUcjfQtwhaRZimkQz15s317HVER+g2xLyi9TZpajbdMyYUmpapASjb8l6Ssp/W5Jbyu7r5mZ9dYzWJdswL0eWJWWc4Cv9rGvmZn1UKZkXaYB9xnAFVHYCiyXdFTJfc3MrIcywbpMA+5u2wzU+NvMzA5WpjVImQbc3bYp3fhb0jkUVSgAL1DPiXVXAHurzsQAnO/Jcr5H55iqMzApZYJ1z8bfi2xzaIl9AUg9g2YAJN1Rxye8zvdkOd+TVdd8N0WZapAyDbivBT6aWoW8E3gyIh4pua+ZmfXQs2RdsvH3ZuB0YAfwLKmL5aCNv83M7GClejBGxGaKgNy67rKW1wF8quy+Jcz03iRLzvdkOd+TVdd8N0KWPRjNzOxgHsjJzKwGKgvWw3Rhr1KJfJ8m6UlJ29Py+Sry2U7SRkl7JHVsEpnx+e6V71zP9xslfU/SDyTdJ+kPO2yT3Tkvme8sz3njRcTEF4qHjf8H+A8UzfvuAla3bXM6cB1FW+13Av9cRV4HyPdpwHerzmuHvJ8KvA24t0t6due7ZL5zPd9HAW9Lrw8HfliTa7xMvrM8501fqipZD9OFvUq17T4fEVuAxxbZJMfzXSbfWYqIRyLizvT6aeAHLOy9m905L5lvq0BVwXqYLuxVKpund0m6S9J1kn5uMlkbWo7nu6ysz7eklcB/BP65LSnrc75IviHzc95EVU0+MEwX9iqVydOdwDER8Yyk04FrKEYjzF2O57uMrM+3pFcCVwHnRjFLyEHJHXbJ4pz3yHfW57ypqipZD9OFvUql5l2LiGfS683AMkmdJuPMTY7nu6ecz7ekZRQB7y8j4jsdNsnynPfKd87nvMmqCtbDdGGvUpl5114rSen1yRTn+NGJ57R/OZ7vnnI93ylP/xv4QUR8uctm2Z3zMvnO9Zw3XSXVIDFEF/Yqlcz3bwKflLQfeA44MyIq/9dW0pUUT/FXSNoFfAFYBvmebyiV7yzPN3AK8BHgHknb07rPAUdD1ue8TL5zPeeN5h6MZmY14B6MZmY14GBtZlYDDtZmZjXgYG1mVgMO1mZWiV6DdHXY/oOS7k8DTH1z3PnLjVuDmFklJJ0KPEMxPsoJPbZdBfwV8MsR8bikIyJizyTymQuXrM2sEp0G6ZL0JknXS9om6WZJx6ek3wMuiYjH075TFajBwdrM8jID/H5EvB34DHBpWn8ccJyk70vaKmldZTmsSFUDOZmZHSQNHvVu4K9Tb3aAn0o/D6EYLOo0ijFUbpZ0QkQ8Mel8VsXB2sxysQR4IiJO6pC2C9gaEfuAnZIepAjet08yg1VyNYiZZSENxbpT0m/BgWnPTkzJ1wBr0/oVFNUiD1WS0Yo4WJtZJdIgXbcCb5a0S9LZwIeBsyXdBdzHSzMx3QA8Kul+4HvAZyNiqkb6c9M9M7MacMnazKwGHKzNzGrAwdrMrAYcrM3MasDB2sysBhyszcxqwMHazKwGHKzNzGrg/wMJdR2IXRUlGAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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r7TR2YQsOXBtPDtkRctgOr+i3p2ZN4KAdHVXUjNCYIRaH5TepNZ3fw6OnmdlL2cY+bMFvVmsuv3crENWE7dg2I3RyO+5kaw+tprwPHLTVqeILsomo2bakPHixVacJ74EmlHFsVFSznaiwbfEbebI07fVuWnmbToCmZy9lm8iwBb+hJ12qr3+q5RprrtmOnpsVJltqr31q5ZkoFQwePtFh2+I3+eRK5bVPpRwTKappRpiY3gj9+CaIyVX3a++grV8yvREKTGW+VNITbdOZH1v02NS4aWG8DPJatl77Kl9/v9fSkESbbZGpzHNXtqYzj4ivDnhscvwhmGxVhK7fY2nQkF+QSTpN0hpJtxU5zyimMi/r2Nq5lttsZbx2o3oP+H2VliFrtqeTzSZeSJlTmb9d0s2SLpa0w4DHJs0fDCuzicHvp8QMWbPNZwl/tO+OubKmMr8R2CYinpa0H3ABsKTgsdlJEp/KvO4vUWwwowy0YW/9dcimaxS9DzqVMpV5RDzZ9vNFkk6WtKjIsW3HDTyVeR1GMe2zlafqQHOAjoHoWZNdJOn6tt+X5zk1lFKmMpe0NfDbiAhJu5M1T6wFHu93bNO5xpsOB58NQ/QM20ciYreyzlPWVOYfBD4uaQr4HXBwRATQ9diyCp8Sh269HLQ2tABNj/6P6VKmMo+IbwDfKHrsOGviUH5N56C1+RqmX62kM4GlZM0Nq4CvRMS3e+3vO8hGyME7Wg5ZK0XABkN8QRYRhwyyv8O2Ig7ecjhgrWxztNmWymFbAwfv4ByyNkqaSaTN1kZnHLuSORitUQI0NfrTOGwT0y2oUgxgB6qNjXDN1nJ11n4dqjYJ3GZrXfUKwLJC2AFrk0QRbJBKP1trhmFD2OFqk841WyuFw9RsDgG4ZmtmNnpuRjAzGzG5N4KZWTWSGYjGzGxsRThszcxGrqIhFsuayvxQSbfky9WSdmrb9qCkW/Mpzq/vPNbMrHYzMXspWd+abdt05O8hm+bmOkkXRsQdbbs9ALw7Ih6TtIxseps92rbvHRGPlFhuM7NyBGhq9B1tizQjrJ+OHEBSazry9WEbEVe37b+CbK4xM7PkiUAzow/bMqcybzkCuLjt9wAuk3RDPoOumVk68ppt51K2sqYyz3aU9iYL23e2rd4zIh6StCVwuaQ78/nWO49NeipzMxtXAYnUbAtNRy7pLcCpwP4Rsba1PiIeyv9dA5xP1iwxS0Qsj4jdypzN0sysr9btup1LyYqE7fqpzCVtRDYd+YXtO0h6PXAecFhE3N22fhNJm7V+Bt4L3FZW4c3M5i1AU9OzlrKVNZX5scCrgJMlAUzlNdStgPPzdRsCZ0TEJaU/CzOzoVXTjFDWVOZHAkd2Oe5+YKfO9WZmyQhgOpGwNTMbWxEwNfpJyBy2ZmapNCOYmY2tCJgu/wuxTg5bM5twASPofdDJYWtmky0gKqjZFhr1y8xsbLWaETqXPvqNhtjJNVszm3BBDNgboeBoiC/imq2ZTbZgmJrt+tEQI+J5oDUaYk8OWzObaBFBTE/PWvoYdDRENyOY2WR7iscuvXzqB4u6bNq4Y3aZ5RGxPP+58GiILQ5bM5toEbHvEIcVGg2xnZsRzMwG13c0xE6u2ZqZDajXaIhzHaOI0U/hOyhJ6RXKzFJ0Q1MmHChrKnNJOjHffoukXYsea2Y2CfqGbVvn3WXA9sAhkrbv2G0ZsCRfPgZ8c4BjzczGXpGabZHOu/sD343MCmALSYsLHmtmNvbKmsq81z4Dd/w1MxtHZU1l3mufQaZBb5/K/DmaOTHkIuCRugsxBJe7Wi53ebapuwBFFQnbIp13e+2zUYFjgWwqc2A5gKTrm/INYzuXu1oud7WaWu5UlDKVef77n+e9Et4GPBERqwsea2Y29sqayvwiYD/gXuAZ4PC5jh3JMzEzS1hZU5kH8ImixxawvP8uSXK5q+VyV6up5U5CkneQmZmNGw9EY2ZWgdrCdj63ANepQLmXSnpC0k35cmwd5ewk6TRJayR17VKX8PXuV+5Ur/frJP1E0kpJt0v66y77JHfNC5Y7yWuevIiofCH7suw+4A1k3cNuBrbv2Gc/4GKyvrpvA66po6xDlHsp8MO6y9ql7HsBuwK39die3PUuWO5Ur/diYNf8582AuxvyHi9S7iSveepLXTXb+dwCXKfG3n4cEVcAj86xS4rXu0i5kxQRqyPixvznp4CVzL57MrlrXrDcNoS6wnY+twDXqWiZ3i7pZkkXS9qhmqLNW4rXu6ikr7ekbYFdgGs6NiV9zecoNyR+zVNU1+Dh87kFuE5FynQjsE1EPC1pP+ACstHQUpfi9S4i6estaVPgXOCYiHiyc3OXQ5K45n3KnfQ1T1VdNdv53AJcp75liognI+Lp/OeLgIWSuk0ml5oUr3dfKV9vSQvJAuv7EXFel12SvOb9yp3yNU9ZXWE7n1uA69S33JK2lqT8593JrvHayks6uBSvd1+pXu+8TN8GVkbE13vsltw1L1LuVK956mppRoh53AJcp4Ll/iDwcUlTwO+AgyOi9j8NJZ1J9i3yIkmrgK8ACyHd6w2Fyp3k9Qb2BA4DbpV0U77uS8DrIelrXqTcqV7zpPkOMjOzCvgOMjOzCjhszcwq4LA1M6uAw9bMrAIOWzOrRb9Bhrrsf5CkO/IBcs4YdfnK5t4IZlYLSXsBT5OND7Fjn32XAGcD+0TEY5K2jIg1VZSzLK7Zmlktug0yJOmNki6RdIOkKyW9Od/0UeCkiHgsP7ZRQQsOWzNLy3LgUxHxVuCzwMn5+u2A7SRdJWmFpH1rK+GQ6hqIxszsRfLBb94BnJPfDQzwkvzfDckGu1lKNobElZJ2jIjHqy7nsBy2ZpaKDYDHI2LnLttWASsiYh3wgKS7yML3uioLOB9uRjCzJORDOT4g6UBYP23QTvnmC4C98/WLyJoV7q+loENy2JpZLfJBhn4BvEnSKklHAIcCR0i6GbidF2ZCuRRYK+kO4CfA5yKiUSONueuXmVkFXLM1M6uAw9bMrAIOWzOzCjhszcwq4LA1M6uAw9bMrAIOWzOzCjhszcwq8P+5+N0FE96K9wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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9/LIB+WzgmogIYKOkwyUtBE4okLdntbqd3wHdmmgcgbTSwTtP/q90C9pudJxIf9uD/F5+S9ryd+oJWCRvz2oVzM2apHYBdVwClN+bZc8sNzoW6eXXaZteeggWVrtg7tq51Z2D+OCp937lRXr5ddpmfoG8PavePasF+GS3Oirz2CaV1/tNQ/t7+UmaT9LLb33bNuuBNyvxMuDhiNhVMG/Palczbyn667tZFTiID486N7N0VLCX3waSbonbSLomvm22vP2+j9oG8xY3u1jVOZAP3xyaWbr28kt7sbyraN5+1bKZpZ0vBqsqn7sjEEkwb1+qpvY18xbX0JstGxSrch44kI9OFYN3u0bUzFv8A5JBNYJkFcpYGzWpmTcqmLf4QmmWqn3eVStv1QnQ1MylahoZzMEXTNOV9fMva7lqzTXz6nOzS7OV7bMvW3kapQaTUzQ6mLf4Imqusnz2ZSlHI0U9mlka05ulG99k1Fzj/uwdyMevis0q7QrVzCUtl7RV0jZJa3LSl0p6WNKd6fL+onnLxk0v9dLLZ9n67Ef5+ftcK4dGtJlnBlJfASwGVkpanLPprRFxSrr8eY95S8cXWbONIqj7HCsHNegH0P2DsEfEk0BrIPUi+sk7dq6lV9sgPrthnQM+r8qlKcG80wDr7X5J0l2SbpD0gh7zlpovPBtkE4zPp5KpSc28yA+gRQZSvwM4PiIek3QW8GmSee8KD8IuaTWwukB5xmLcP5JZb4YZMOc6NICDeHlVsfdKuyLBvOsg7BHxSObxBkmXSVpQJG8m3wQwASCp71k3hqX9gnRwL5dRB0wH6BqIatbE2xVpZuk6kLqkoyUpfXxaut+9RfJWndvVy8Ofg82FaEgzS8FB2F8H/J6kSeAnwDnpWL5DGYS9jNwMM14O5DZnAZoqbWNAYUpibrmUuZmlFw7so+FA3mibZ5l0uZBDFxwXi1/zhzPW337VH/W971HyHaBDVMUxtKvEQdwGIuCAhvwAagPgwD4YDuA2aK0284HuUzoC+DhwArADeENEPJSz3XLgEpJm6CsiYm26/mLgHcAP0k3fm04115GD+Rg4sPfOQdyGSdMDb9ldA3whItamw5isAf7kaa/51B3yZ5L0/NskaX1EbEk3+ceIKBwgHMzHrI5dHR14rVICNDnwvZ4NLE0fXw18mbZgTuYOeQBJrTvktzAHDuYlkxcIyxjgHbCtNmIoNfOjImIXQETsknRkzjZ5d8gvyTy/QNKbgduBP8prpslyMK+AcdbeHbStCTq0mS+QdHvm+UR6c2OSR/o8cHROvvcVfdmcda3/KpcDf5E+/wvg74HfnW1nDuYV1CnADirIO4BbkyiCA/L7me+ZrWtiRLyq4z6l70tamNbKFwK7czbreId8RHw/s68PA5+d/V04mNfKXIO8g7c13RDu+FwPvAVYm/79TM42+++QB+4nuUP+jQCtfwTpdq8F7un2gg7mDeBgbTaLAAZ/B+ha4BOSVgH/B7weQNIxJF0Qz+p0d32a/28lnZKWbgfwzm4v6GBuZo3XoZllziJiL/DKnPUPAGdlnm8AZvQfj4jzen1NB3MzazQNpzfLyDmYm1nj1WGgLQdzM2u2CAdzM7PKq8kQuEUmp0DScklbJW1LxxloTz9X0t3pcpukkzNpOyR9Q9KdbR3wzczKYTpmLhXTtWZeYDAYgO3AGRHxkKQVJNO/ZW9LXRYRewZYbjOzwQjQZAWnFmpTpJml62AwEXFbZvuNJHcymZmVngg0Xf1gXqSZJW8wmGNn2X4VcEPmeQCfk7RZ0urei2hmNkRpzbx9qZoiNfPZBoN5+obSMpJg/vLM6tMj4oF01LCbJX0rIm7JybsacLA3sxELaEjNvONgMFmSXgRcAZyd3v0E7L/jiYjYDVxP0mwzQ0RMRMRLqjTnnpnVQOt2/valYooE8/2DwUiaTzIYzPrsBpKeC3wKOC8ivp1Zf6ikw1qPgVdTYMAYM7ORCdDk1Iylaro2s3QaDEbS+Wn6OuD9wLOByyQBTKY17KOA69N1BwLXRsSNQ3knZmZzUo9mlkI3DeUNBpMG8dbjtwNvz8l3H3By+3ozs9IIYKohwdzMrLYiYHLwk4COmoO5mVlTmlnMzGorAqaq94NnOwdzM2u4gAr2XmnnYG5mzRYQNaiZFxo10cystlrNLO1LHyQdIelmSf+T/n1Wh+2ulLRb0j1zyZ/lYG5mDRfE5OSMpU9rgC9ExCLgC+nzPFcBy/vIv5+DuZk1WzDwmjnJyLJXp4+vBn4r96WTcaoenGv+LLeZm1mjRcQw2syPiohd6f53pQMNDjW/g7mZNdqjPHTTzZMfX5CTdEjb7GgTETHReiLp88DROfneN+gyFuFgbmaNFhF5bdZF8r2qU5qk70tamNaqFwK7e9x9z/ndZm5mNnjrgbekj98CfGbY+R3MzcwGby1wpqT/IZk/eS2ApGMk7R+0UNLHgK8BJ0naKWnVbPlno4jyDcIuqXyFMrMy2uwJbRKFauaSlkvaKmmbpBn9HZX45zT9bkmnFs1rZmb96xrMJc0DLgVWAIuBlZIWt222AliULquBy3vIa2ZmfSpSMz8N2BYR90XEk8B1JB3as84GronERuDw9BfYInnNzKxPRYL5scB3M893puuKbFMkr5mZ9alIP3PlrGv/gbLTNkXyJjuQVpM00QA8QTUnfl4A7Bl3IebA5R4tl3twjh93AcqiSDDfCRyXef4c4IGC28wvkBeA9M6qCQBJt1fxF2qXe7Rc7tGqarmbokgzyyZgkaQTJc0HziHp0J61Hnhz2qvlZcDD6bgCRfKamVmfutbMI2JS0gXATcA84MqIuFfS+Wn6OmADcBawDfgx8LbZ8g7lnZiZNVihsVkiYgNJwM6uW5d5HMC7iuYtYKL7JqXkco+Wyz1aVS13I5TyDlAzM+uNx2YxM6uBsQXzfoYIGKcC5V4q6WFJd6bL+8dRznad5hrMpJf1eHcrd1mP93GSviTpm5LulfTunG1Kd8wLlruUx7zxImLkC8mPod8Bfpak++JdwOK2bc4CbiDpq/4y4OvjKOscyr0U+Oy4y5pT9lcApwL3dEgv3fEuWO6yHu+FwKnp48OAb1fkHC9S7lIe86Yv46qZ9zNEwDhVdniC6DzXYEsZj3eRcpdSROyKiDvSx48C32Tm3c+lO+YFy20lNK5g3s8QAeNUtEy/JOkuSTdIesFoita3Mh7vokp9vCWdAPwi8PW2pFIf81nKDSU/5k00rmnj+hkiYJyKlOkO4PiIeEzSWcCnSUaTLLsyHu8iSn28Jf0U8B/AeyLikfbknCylOOZdyl3qY95U46qZ9zNEwDh1LVNEPBIRj6WPNwAHScqbLLZsyni8uyrz8ZZ0EElA/GhEfCpnk1Ie827lLvMxb7JxBfN+hggYp67llnS0JKWPTyM5xntHXtLelfF4d1XW452W6V+Ab0bEP3TYrHTHvEi5y3rMm24szSzRxxAB41Sw3K8Dfk/SJPAT4JyIGPtXZyVzDS4FFkjaCfwZcBCU93hDoXKX8ngDpwPnAd+QdGe67r3Ac6HUx7xIuct6zBvNd4CamdWA7wA1M6sBB3MzsxpwMDczqwEHczOzGnAwN7Ox6DaIWs72b5C0JR0A7Nphl69q3JvFzMZC0iuAx0jGp3lhl20XAZ8AfjUiHpJ0ZETsHkU5q8I1czMbi7xB1CT9nKQbJW2WdKuk56dJ7wAujYiH0rwO5G0czM2sTCaA34+IFwMXApel658HPE/SVyVtlLR8bCUsqXENtGVm9jTp4F6/DHwyHS0A4OD074Ekg3ktJRnD5lZJL4yIH466nGXlYG5mZXEA8MOIOCUnbSewMSL2AdslbSUJ7ptGWcAyczOLmZVCOtTudkmvh/3T6p2cJn8aWJauX0DS7HLfWApaUg7mZjYW6SBqXwNOkrRT0irgXGCVpLuAe3lqJq+bgL2StgBfAi6KCI/UmOGuiWZmNeCauZlZDTiYm5nVgIO5mVkNOJibmdWAg7mZWQ04mJuZ1YCDuZlZDTiYm5nVwP8DuWA813vjYxQAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ml.lpf.plot(mflay=11);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot all input data for a model\n",
"\n",
"All of the input data for a model can be plotted using the `.plot()` method."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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DoUzw9Yv7yRA6wFXFGn/e38eN3YNNegCLb1gsPrLmf975FVgVvuu6vzvlPX/0nuvWDUp6pDCbWFyZKK+69eVUavjVL/sfZ+R6666Bo9IcI08gL9pjiH3v/gVOxbSpnNL6jN+D7t0gxIMrILL9I1IcEnrc2w/bmsBd6MsZ2uS9GclEC7x2xn9iKF3G0BYMsoJV22Gt7nIyn2felFxYLHO43MmOfMjD1a4mWqUOBH7F/Ak+dvRKbOgJiMBid8RcVvLk7kM8be5+CmwzWKjvOliEh6tdTZmO2y6FWBak5rzMWzsOw0N2J+ebNda0g1WDDU7Zzw8vYV936wkeX3T1fv7w7hsfUZqA3/j8c5sRq6X66vIrdzyfH77+z1v7ve7T38RI4zN+bDz4RhxGFIOXUWJj/Eufe1HTqL7uxj869Ym+CLDv3b8w/nE6Kod4QhfRsfUdhs+nFrzEQT0CWsu2TnCleMNrO2LbEvjzP/rjuOhhCSQOW7PE60AwzkXZxJO6qTt0jGXV9JjPS+ay0g/HN47Dox3ULmtiyx3CkeEie3ur3LD7IW49fAXgK3k3q7mkc5Ilu0DhajJRCqm5uDjJkpvHqnB5p8k4wP7yIr52/j4KMRy08H/61+FUeHbvPvqu4I7RpVxWnMBiOFLv4OruYVz4fvP+r2LoilNGuwxdMdXx99pPfzNveeb7NzwukrdV00g6FsNrPvUtXNY90RBn3yom8Xh91999L7/5nHdtWqZT4abbv7bVtXVqGamhkNo7n3EgBrv9ZdgzihZ5nxIxvIRgZfvvDXlbWRcD3joUkEy36ThGD4cwdNsz1/m2JXCrBhzkxm1ucSf9R6djwq6dQZNwwmh15OIoMsvQ5nSyLh1Tk4vDoByv5pvjnRp6Wc1K1SM3lmHlK4CqsLsz5Hi9QNdUFFJjVVixi8ybkZdBQgMwLqNp1O6LM6UTCMqpsOTmuKbzMGuui1PDrqzPX5y8nmOjBVarDtfvPMzuos8PfuI718kW77jja7i9fynP2XE3S7Zg1a4fTboZeb/jjq8BHHcMLuWq7hEK8T2JQ+VuAEauoGsqnJqmhxGf+UaN6Pd9/F/xG1/+7g2vCd7C9w1DaDzCsyrC9wLoSUUmDquGSjPfqKrh9Z/9Z/zc0z/QOt+PfPJlzYAup4Zf+/Lf3PT62x8JKW+6z8R3mdju2JC8VUESy1ycsO8db+PAK1/zyIp8FuFHYm5PKtyWpf7yP/pJKusgg8h8uXEtKSUSZEracVEVajVYZ0LyHn8OEahFqZyPUOlmNR2TT20klssui4XPfGhcFs4LC92SPZ0+nzhxJS+4YMidg4t4+rzXulfcHE6FSnMswltuewnH6wXmzT387sr1PG/+TnYZy1fP3c2nRpfz4dWn8eTuQxQyTrSTifK8XV7PPljt5gMPPIP5omR3d9js8/Jbvp+FrORQtcTxcoHP9K/gpTs/w1WdI/zKHc/nxu6DfHJw1Yax1Dfd/rUYcVgsKE3zkonj4WoXfdvhsu4JelJRaRaid/zzsYiXehC+9W9+kOOjOf7kBb8EwMv+9hVU7tRJgz61ciVdU3NF7zgWaSSZioxCbOOEJpA30PQEKje22H/kky8L5K7NeRzC9338X2HQJySR73v3m8O3CRI/FadruiPrde8p+6uLceR4mUVh39vfxoEf2l4krsycmI8rRnVGnnkizrMxIRjRloQySd7TiNuGgT3xeIDMCSKelGtjGgL3+qsnDyNKGcji4PLOphGwajiwtoerF49xtFrkgmKV43YhlMNgESqX4xDfULice0YXsq9zlP3VhVxVHCPDcU1xmL9dfjKHq5189eJ+bBg0a1W8nCGOkSt43kVfYD4r+cP7b+TZH3wdF8yvcffJHk/edZQHhns4r7PGRcUya9rhd448h9JlfL57MSOX8y1//Uqu3/EQt69cwpHBAs/cc5DcWCo9iUG4bfUynrXjPpaqea7qjTX3pWqe6+cONY1k33UpTI0JDtfS5RwdLjCofa/khX/6Y+zsjFgqcz70j3+59V++/BafheFLdt7Ha274CADXLTzUPCuXkLRVgzWCdcIIf26bvHyVyyYkF9M4qKc5PV/x8e/akMRfdevL+a9f+p6p285pKIklncoj6U4bELOTljGTfjanD05NcdKQ9vrzby/4ofQzCeVxwXXv/znKSnHOYTNH4QSbGYrMd+9TSzkScyqVRPK24XvaRbQqocIaBKWsczQTrLrm3PH8aUNx8Y4V7ju+B0kiXABWbZeRy5u0tqu2y1xWtcq3Vnc5aeY4KHu4IF/mYL2bnpRYDAv5iOt6D3HcLrIr89kRO8Eav2d0IZd3jlOI5Z33Po/SeuIqbcbTzzvEzmLI0+fvZ96MWDAj/vjk07i8d4ILO8t85PANLBYltRo+/OBTsSpkovzd4X18zSVf4O+Xr+CyuZM8deEQToWLust8auVKnjx/mH9YuZSLe8tk4prI2Xkz4jOrV3BeZ625953FiIdXd3DJjmUOLu9seispXnXry1nIT3D/YA8PjvbwptteCsCJqsdiPmw1dLEBKzQjE9fqlaSSVErgSUqmxvqO4aIILWs94kf//tvCPbhznsT33eyt7QPf/RPtDa2QvylkPRFOqLUPHYzkDIGoJXFWgrfIU/J268934Ie3l/UN29sC3x4D/hPUZe5zN5Q5w1FBv+zQLwvWyg6DqsOwLhjWBSObe4ssLjajttlU8tZgnWuQQayTZr/K+mNb5wkjOyNZP7SyA/CVXZWwzW8fuZxV22W5nuOBwR6W6x5rdZeB9S3+7sIT84rtcbTeyUPVLh6qd3OsXuTGuQe4fXAZO4yXR4w4CqnpiOXJvYfpSsWRegfzCTmulV0ODXaSi2XF9jheL3Kk3sliNuKO1Yv5fP9iLps/yd1L53Hf8u4xoQGXLC5z58peelnFzmwQZImcnqkYuZyj1SJ7On2evXAvhdhmuW90PlfPH2l8A/26g0O4aHGFQVWQGd+wlTbj2v81zih8vJrnC6t7uWLuBACrtdfoF/NhQ7jRqh7YgoEtWLVdVm2PoStCZE57v+PlAq+69eX80K3fsU6Hj1E8EV1Tr6tfWexpiR/x+apbX/7IKuq5AJ2yuOR72CeN+x4fKy2LfHL95HnECWK3Z2S4z4WSrVs2g4hcISJ/JiKfE5HbROTfhvU/KyIPhsysnxKRr0+O+UkRuUtEPi8iX3cmyr7tLHBbGUQEK37kmMkcVZaRGUeeOYxxZEYbp1raBVT12ngkar+uXenGIVT40EDjUOut9ixIKdHZ6cKLfuHiKkaUQ8s7yYxy6cIyR0aL7CyGFMZyYGUPl84vk4tjre4GInZhGL9ycLTIRd0VH81hOhRigwPUslTNcdfoIvbka1ycL3Gg3MvlnWMYHFYL+tbnYalt5s9nKlarDg+PdnBJZ4mPn7yaZ+88wN39C3j6zgcxKB8/sY8rdy1xz9J5AMEZKPTrgq847wAWE/Knw6F6F5d1T1Cr4cHhbnbkQxyGDr4nUZExsL7MkWhzcZQuo2MseeFYKMqmscuM4x//yau5aH6V0gqrtQ/bXMhHfhDUBCmPtMCGhtAllnbfFOzMhxRig1/Bv3RdU3O0XOCCzhqZqHdcNv6QKJcZwIH4PPJHBgv8n3/yiwD8p2e9D6AZlGQ3khseZ+y7+c0tS7vRuqdJF5tq3ZJY1Mlql1jXUdMGyGjivdXhSboWJhUpSS3ybQZvaJ22hFIDr1bVT4rIDuBWEYlOpf+sqr+Y7iwiNwAvA24ELgX+RESuU310M0lsJR/4u0TksIj8wwbbRUR+ObQsnxGRZyfbXhJam7tE5CemHX+60MqgVYaWGW6UUQ8Lyn7BaFAwGBYMRh0GwTIf1TmjOqMMVrPVEHmSSCtTr9Fs9yReOX98aTPKOqOsfY7x0vrPQV1w4Nh5IR1nzYOru3AqLFc9TpTz7OyMONjfSR2s037dZc12WKrmWK56lC5nue5xrFrgcLmDo9UiJ+oFDpW7ycVysp5jd9bHYni42gl4Mnrvoa+g7zocXl1spJ0opRwdLvInR57Ks3bcT991uGHxEIfLHWTiOLC0hy+cOB/w5L3YHXHDeQ+zuzPkk0tXUGvGvYPz6bsOx8sF7h7s5cLuCv26w1PmH2bF9vhM/wpKzfjg0WfwpLkjmJAJ0uH9DEObc3w4z+G1RQAeXNnFoaVdqArDuuDzx/eyVPY4r9tnNTyLE9U8J+s5nyHSdjhWLfjna4smy+Ra3WElPNej5SJHykX6rhMIXuiamoV8vVxTuYw6kHlqme/p9Llh9/TUwNFaf8XHv+v0KukZxr7//uYNt62TTzZDM2BHWosGSUSsDxukMkglSCVQGqQ0zaeUgqkEqceLKQUzErLRudHYnS409uAmlk2PUT2kqp8M31eAzwHrZ0Ye4xuA96rqSFXvAe7Cz1D2qLAVC/xm4L8CG7nsXwpcG5bnAG8HniMiGfArwNfihxx+XEQ+oKq3P5oCSz0R/iSgRnHG4GpFMofNvGVusqBbG205O7eClMTBW+5xpjcRIBBltMidCoXxM5o4hBOjOcATZHSCDms/dL+TWXC+5S9FKW3OSfz+BqWb1Yxczs58yL65Y5yoFlixPebNiAuKFZwahlrwpMVjLFVz5JljrSyanM6qQi+r2dUZsGJ7nKjnua9/HlcvHONTJ8fx6g5hV2/EfO6t6T2dPlcvHGVgO5xX9Pnc8sU8afEoXVPz8GgHtTOctHON/nzb4HK+cvfd9F2HgetQOt+oORU6xrK7O4Du+JnGuPultTmecuFh/0xsQe0y+nTJjSUXR9fUGHE4NQw0w6pQuyyQr88uaVQY2IK5DAa2PXhrpeox163GTlCXUTo/0taI8uDaTnZ1hpQu4/KFJb6wfOG6/9+pYPHXfbC/a932xx061rxjp+DAv2qTd7N9K5jUta2A9Z+iyXrVdrSJFSaVJ7HBIt+mjsxHq4GLyFXAlwB/BzwXeJWIfBfwCbyVfgJP7rckhz3A5oS/JZzSAg+TEB/fZJdvAH5TPW4BdovIJfjW5S5VvVtVS+C9Yd9Hh2gl1OMlWghaGrTMsKXPc1yXOdYaamuobTahdW9sLcTt0eFZh3NUdUZVZ5SVX0ZlzmBUMBgVELTzftlhWBVUQW+PVvqozhnaPBDJ+LGX1lut/brDatVlte6yUvVYs11WbZd++DxuF9g/vIRCLEfqHSxZH5PeNTXfcMVnyTKHDS/ayOYslT1OlnN8dvkylqo5hnXOLUf28flje5uGaKFT0sksl82fZLXuclF32R/vcg6PdrC3t8pa3WWpmmO16nnL2hXsyddYruc4XvqGpW879INGXasf2RoHRwEcWt3JqMx978cJO+aGnBjN0a99GgM/EjYf33/d5WQ1x5rtsFZ3fLqDYDkbcT4uP5w7RvKULqcOJL2ns8ZdqxdQhnzw/XCOMhD5ZQvLHOkv0q86HB7sWFcXfuSTL2PNdpuBW+d129PrPR54JLPetKzxCSsboDU/WoIof0ySdzyPOGkcl56oYwSKjMl7OxO40vTw0gW4QEQ+kSzrJl0XkUXg/cCPquoy3oC9BngWcAj4T3HXaZd+tGU/Exr4ZcD9ye/Yskxb/5xHe7FpjhI/gEwRDYMPnAFVrPNatsm8CqoKmVE2mzM5vswukI2qTJcZm+4ozV9T1xlDaKamyjMvCrqgT49zlPsDOsZ6wrNZa4JlT1QdcrEcHu1gISs5Vu3g0HAno17unYfGsrezgkP462NPaspV1Rl1ZhnZnCODBfb0BiyV88znFfccP6+5/8yoT5vbgZPVHKXNuH3lEq5ZOMKxcoFeVrFWj/NDLFddLp5b4Wi5GByzHQ72dzVa9WrtTe3SZqyUXco65/z5NQBGVU6eOcpRQVbY5vl2jJ2aKTJWy3Rbx9jxUHqxGMYRQV7bbv8/53X7nCznWo2mEfXObZtxze6j3L+6m5Nlr0XgP/iJ72RgvdV+fDSPU2GxKPnWv/lB3vfVv7pRtTnjUE1JfHp93ffuN6+zwv3ubedj4weaYrSohhHxVsb691aVkMQxGl+p6/7jTez/mR/f4gnODWxigR9V1S/b6DgRKfDk/T9V9XcBVPXhZPuvAX8Qfj4AXJEcfjnwqKfiOhMEvm7DWc8AACAASURBVFHLclotTmjd1rVwKa765V+cegaBcaXVEP2qguS+G46CM0p0XomMrcNI5ilxq9Jo5TGl5mYWO0qTO6IJU3SGblEjIXY8i3MKGnyvwBkWg3OvTiIjEE9i3nr0UsYDg910Tc2uYsBqyJvSVT9a89BwF889/27+aHQDJ/uejIaVt1gL4xjailxcq68lAnNFxVddeC8fO3oluTh2dwfcsHiIE/UCHVM3Sb76tXdKnhzOsbMYsVp3WMznMKLs7gw5Wc5xdDjPBb0+/dpb4HN5xajKOdZfYG3UaWSdLLcUuSfwblbz8NoO9s6vkpu29ytG+NTB6RijQjphwFCMEOnXXebzUSOrxCiY0nm/R78ufAhiIO/KZo10NAzO1hODObr5WF5bqXthpK7vFcRwy60kStsI173/59j/za/f0r5X/sbY8lYN5Js6Hk+BA9/9E+usd1Wa3IFqBcnb8kkTz50uwvQ3OEiWcfCOOJplu0KDVHY6EBEBfgP4nKrelKy/RFUPhZ/fBETf4QeA94jITXgn5rX4uYIfFc5EGOFGLctptTiq+k5V/bLNWrx7f+TfTa/HkbhjZbS+a6e1AWtwdYa1BucEF8IHU0dmJOtodbtAwM4abG2wdYazZry4SPIwGWYVz1dbw7DMveziMipnKGsfhgg+drlfF81goIh0EooyyANGlHvXzmv2qTTD4XOTXD3vB9i88OL97FkYJNcusE5YqzqULuPuE/5463wkyAsv3s9iNuQ7Lv8Y//Siz3LtwmH2r13Ew8MdQcv2BObUn2OuKFkqe95qDo7K6BTc2RnRrwvWqk5DvrvnBj6k0ppxY2mUbuEF1KNrC+zoDhvJBaB0Gctll9p5J+iwDuUIn1EHB+jXXjN3Og7nLF1Ovy5YrTqcLHsMqg6janwO8L2jTJT9R/cyDAON1kYdnvvHr+Elf/EjLJc9Dg8WKV3GfF5xaHUnwzqndoav/PAjy7i3/5tfz3Xv/7mt7ZySKRP1a8qgmfHIy61BMkVPJ9xPwoTGUyJXwBO3qcCU/lMeVUzF2cEmEspmeC7wL4EXToQMvlVEPisinwFeAPyYv4beBrwPuB34EPDDjzYCBc6MBf4BvGj/XrxEclJVD4nIEeBaEbkaeBAfQvPog2qdH2zTzJKdItYzFTRKKoFkXRbbKofiSWXSqGqsbhfkE2fC/H/tHcXgc8AGB6Z/ySRYOklRncG/Kw4j3inm7DjvilMhF9eEJzbHqWBQSpczcpa93RXuX9vTGjFaOcPD5XlcOXecY5Uf6Xnd7sPcsnqV7wlYL210nGV51GNU+imyOkXNMy44yCCMmrxl8CSvHathqZxjPq84MlhgLq+onWFkvXZdGEtlM5adoZfXjfwRp6urnWnuyYgyqAuWBz2qYU7Rq0MvxUs85J5Iq6CVA9TG/yfzecVa1fFTfCU9k6bBsEUzGhYH966ex5U7TlAnVvfI5pR1jp3wdVhArSEzfhLf5UGXzHiLPk9MyPm8asq1d34Vp8LDaztY6Ix44Z/+GH/6wv+8SQV9dGjqr+9WbmgFb4R9N79503A+b4G7RBffvDwaLPEYSpgO7oyWt6lBalAD23FeBGWiF7yVY1T/iulP74ObHPNG4I2nV7rNcUoCF5HfBp6PF/QfAF6PzyuEqr4DX+Cvx4fF9IHvCdtqEXkV8GH83/qu0Ao9YlzzlpvQWn2/QQWMTu9dRkeMG2t8moeMHiqYzKHhxR2nzaRN3tZ/VxcdQcnpBU/emY4ne01kgEaWwUdeGJFg+fprxVA/8Dlcisx6Emcs6zRkHdZdNn+yZRXUkrG7GHCk3MFCPuLu1QuoneHZlz7Ag6u7OLi0i/6wQ2EsJ9dChIuBK3ctMbQFB9bOa003d7L0g2hWyi79stMkiorRM0XQ66314ZiDQKJRLorlzpLn4KxBMqUuc1Sh6NYY452tIn6QVFH4hmBkc4ZVwZ65PplxzTmb+3WGEj/bkU80ZkHg0oVl7jl5PnvnVylD+FcdpJKUvJ0KVeWfn7WGIrdkxs//GP+v2PuJjelq1aEMc63u6g0Y1MWmidM2wjTr+8nv+3nf26sMao0fDWmlib8W4ydNaEWLbOXaG+zSWPJG21p4EmHSiiQRaMnCoc7H+TDHIYnJ9vB5/U/fxB0/v310cIXTllDOFZySwFX120+xXYEf3mDbB9mkRTpdmBIwgstCBTfBGp9wsqu0rQVV0EpADU4dqsbPtm0Ye3jUk62fB9ATeDMaLXjeJenaIl5Xl0whU0zunaWT6n+UNMQJtbS7xM4ZssxR5N4pmWfjgULNaMCQK7U0WSMXGFFyYxk5T6wrdY/zumuNJe0Qep2Ksso52Z9rynvJ7pPUajg+GmdVjPHxtfXW8I7ukKJnG+1Y1UsucdLoqLGneWTS/BlVnbGjN8ImDaEYyAtLt6hxwVIHT/b9qsN8UTKocjp5zZG1ReaKisK0e5eNryCEDKbznM4VZaN72zhCdiKZWX/orXoBhqtdWBwhotS1YefisJFTyGvyYMLO5xW9vObw2mLTMB1dWeA5H/oJ/u4lW5cuooSSauH+GchYa9YQXZXqz1tQOqY5MZs6NlVuFFSCZR+jSmLD4UJESuyditfOm95uLF8KCZY3nvBdBhh4ys/e1Gon9r/+3CV0DZFQ2xHbZiTm9T91E5TB8DagRlATKk9C4hDJW/0244nXGYOqekJ34dMwlkGCXOKsCZXZE/c4hApaI9UI712maCfNQe4QFcSMrfDUWonyCXhLMC6uEByWwrgQSw5ViF6JESzD2lue/apgsSjJxbW6fsdH8+zuDNg7t0YmjgeO7QGgKOrGiRplETPxJkYiHtZFYwG3JCXGvoJo3U7mkonPflDl/nqNn8E3jtZ5y9dr4/6FmS9K+lEycYbF7ig+xVYoYjqLUlr00mbkxvHw6g529oaslb7XoSqMqry5bvy/AHbuWQvlEvIQflmJwYVyDLRoRo/WzlBW3pcRLXrrhGd/8HWNc/az/+znN6q2DVISb2aDj3Uv+gjqUFdzbWZ6bzkkNVgkmxF7ahnH66SGhyYtQ/QdTQkB9DHfhAGr4TwxhDDpCagBlzfGOa2srMk5z+XoFG+Bb7usIsA2IvBs1P4dyVuzQMSRzInEPCZ4dYHUHeAMmgXCFR0TrUpjBTXEHS2O6G1PpJn4UmgmqFN/6sRZ13RNRcdGflOhg7O0Nt6jH8jLOKUIlp6q4CRIHOJvbK3q0MkG9LLaOwtlTHLHR3MsDXy62pPDOY6eXAjXhwt3rDbnrJ3PZFi5jMJYBlXHD1pRoax8THovrxlUBZ3MYlUYjMb5TOJ9NPH0rOcT5wQTJsiNDZZIe7BNZhyqQr/qNAQbR75aFTpZTBvrYYLcM85T4s+VG+edpr2BH+k67LBjfhgkE0+6EuSyGAEzLX2CdQZjfM8jF8ew9tr/icEcO+eGnFibQ8SXb3XYZb5XIuLv9Ybff/3E/+vPecc//1mmIcp2sZdocgeZg7VesMDHJzrwva9tSLyJJnGnIHEn41PEOhtJfJLYw2ezf9KNjXW8kVcI75NI+xgT6sQpOPDan7+JO3/63CPxmQX+GONpP3YTUsUok2SDARdJPF0CcYtEAvddVS+NeMmDOljPsXsYKrYn6mBxu3YljhEC0WJpLBvxQ4opxtp5hBjfSBgzJvIGsREIVq21Pl3qoOqw2B3nD6k1DCQKTr9WmtxA4r2spl92uHhxhV4+zni4c9ETm0lezBgeGWWD6IAschsGKuX0Cu/EjJZnVZt2sVtdHm07b1WaSAffu0lzz4z3iyQJPlqlOV0oa0wslRmHE8Go/1v6VYed3SFl6KHEXoOqsHthwHK/R7dTNc8/Je+NEMMLa5uhpi2/VDZjoVuyOuw25avqDNM0/uvPJ6I85f0/5xvn5t7aOzbSk1HywlKeP0LXCjSbYg4njSeB/KfNQ6kTdbW5bDwutcbT4yRpEwLhN3U/DRPUseootn0u0fBT2uubHrLAtW+4iTt/6twi8ZkF/hji6T96E2JDJbLrHS0m6G6ah+7cBJFLsMBRSUhevAPUSOOQbDBRyRurOyXyScT9nXhdPqm96mKK2jCAKPaCE51zHEMOozrHGG+RRy3cqWNl1GOuKFmtfPRIQy5heHhhbBia3v5L54qqtX8qjUxGaQzLnCK3dPOaMoxctclgpnTwUpvAAaPNe+usoR5lLSvRBAveJOcpq/GAndSqF1Fq69MfxMFQWdIzsc4wqAsKY5vnFLVvoEXWIooJVvqpHJDxfp36ZzqocrpB8lkejAf8OGcoupX3bYgi0k6OFnsc6RgDMUpdZWR5O0REQy+v1tw/r57d3FeprY/1cImW3pJNTu0DjcQ/6etRMyZwCQEsLadn7IbFjkH7dWrOEz+vfeNN3Pkfzh0SV2Sd03y74Jwm8Gf8G295m6jFORCnbb41YIw0DhQTSVrGn5ixBaBGms9GQ49SSyCiVCaEie/xd3xHxFvySLR+gqww8baMB2WEU8SuM0kXXpQqEIC1JmRWzFmycxijzBVlE9ZX1lmTvrZb1AzrAmMch1cXWV3r+YiQ3DVSSKpfRz27P+w0lir4KBnnDLbpLcQBSN66dYxJNo3y8PKUNJZZXYbuqIKJg0aEJhZ/8tk45xV5dWMCt9Zb5Xnm0BA7nmeW1VG3GZQTexKTyclEfL6Zk6sd5ncPmufvLWxDJxB8Wg5/HhARMnxjkw7wWZzzGt6wLKiqjOXVOcQo870ScAzLohXVpAqdovaWeuaohjliwFlpyN3VIQJF1eccqQxaG+57xZTJgUW9fCJJXZrAlb/21rbst4G1vQ7WJ6gyddtImuZfAsZyYtoW6XhbKzIl9JCBlsTy5DfdhCjnBJGrTs8Nvx1wTjc7Tdct6nDT+qqN9TveP1ZCU4elgqz0USzZMAw6CAMPTAUS9vHxrIKJmdZCngcJDchkvofYOLTKEit/UuubkZ2uvaTbvVU+ttj8oCKDdUI3r1nolK1K1sktpc3o5LYJ5ZsrauY7VXLeNKdLm7ydrk8RUNvxoJixozLZ3/k49hgj32SzU/87DnQyoUEbW11eRnHJfbWez+RfGgnZCTbmoHGG1VG3aQCiAzGS99rIa/krgy4rJ+c42Z+ju3MUyNIvsUGYhjaZT90FgF6nYsfCMDwDYVTGAUK26aWIKHnmcM5H99RljskdEmSeKJcBIawPP+isWk/e0zIRTiXvX3/LmDy3SN6i+Dpux7HcpgQz8j6nfODfl2zktzU94XidSWJP5JbWfpuU49o33rTxxscN7RHUaWjsuY5zupSNo2SiAjQ9+QlLualAdrw0JF5DVoVlFCpmqJzZaEzmTUVuziHBidl+KZprp7JIjBsPseMxjny8mGZZl2gIGosyhh42ybPiaMSwxEkmennd0pFXht1WlAuEySk0zEjEdIsVYDDqYK1pyCVOfpGSd5METCVE7ARCr8z4e1iiH8CWBrWCrU2zPhLdZsnF0oYuPofC2EZ3dkm3t7QZvaJmZdBluNYh6/i5PCcHSE2S90ZJzeIE1dMQj+l2K/LcUlUZa/2uf161oaoy6tqnHa5qn0xbjMPV41h5TZ5nqLnghAM/MMXybi48hbUT3Pf9r2VSu94MjVxSE9LDJu9AlRB5QuKNwZMaMqEH27yHqWY+oZ1vhGvfcHZJfDyJS3vZDjinJZT1xB30ZZ3SrdPQtXSQjn9Iz9X4giJ3Brml0c1z7+AnY2xhBOvNHye+S4iXGJqBDokGLgQLznn9PXZ5UbxOnDSZ4ymsDA7XjE+KcMFqjRZkOljIoM1UaBE7eiPWRuMEVJs+2onnkxkXCFyorY8iiddvBjcl5N3kiHHG9zpMfBA0L3MkcRe0YkeQC5wGIpam8fNlig0LzbWsA80clWQN+WUmDNHH68/xGXSKmjIvyHIXUh7460XSb55ruI5pWd2+IKpCp6gbmWIysmQwKpjrVuSZo1fUHBst+vj/sN0PzBGyIk4oEuqKi70K03p+m6FJD6usr9AbEfpWiBt8XQ0GiqnbBkyanAq8IaMO1DIebZlIlc1/qEwa5f54N94nFrsVJXOWEfOBb0ec0xb4p97+4/z9O6ZoZJIsKWIlSq3wtHKWSlYq2UjJykRWiXkcUsvbjS36dfJM0BmbuFjCp8XnYalNk4sl6poaBwjFcKxQVmcNrpYmx0oTmRItAKXJvZLCIawMesS8LnFp6csKo7JtTaYDb9C2I7Eh7PC9yQdjY89hkrwTR0CI2hlPudVe1BlcHRbr88v4JYmFb6UwCNcKsflRcjAmkriGKdWEtVGHYZVz8rgPnazLnDy3rVG2k4hykf8v1veCHOPn1My3WWd0OzWDUdGKmjGZC87qqH8HHb8KE1HXBlO4dmqG1v+p6yJK9t385kSCmnoL63G65F3LegnReTsh9n7jO2BibzZa4TECpTFuaCzx9JG3egPJOVvlVR9ieDYxKW+mEue5jHPbAp8CH4Oqrd/+C20PeNTMdYKMCda3UdQCeXhRQyWMxmRjNJhxJdRoCQMgzQAMCNZ9GqOrYfiD0Azpj2eO5B3lFhWfu8XDrbMYJ9EfdvyAGHzUSlnldDuVj50Ox8Zy2oRoIlGNyoJupwoVNWsiOVSFTm7pDzpkuQua93qLsfkeiTx+j88i/iWpFRcdWukDC89xKkG1LF9/TX+f7dkEGk3ZmZDaoC2TZBOyyWiU0+3WLTklaupxkJHDR8tMvsOdom6eVa9TszbqNIRsMm/1m9wFy91b4U1jNxFeml5bpz2AlLy3aqUm/8mGiGMaouVdBwMmatx2wtiflGRkPHAnhvGmZmB8R9JTRIenxntJ5JbWPmcJzfSJ2xDbotR//862Fa6JFyeSuYSuuThFrB+C3tK9S8XU4yWroi6u3kGTVuA0XHGikjWWuK7fHgo3Xh8qbrTKG2s8Lo11HojcButTYyjaeKCRCxNLlJUPMxxVeUNqWeZJI4YUNkVRH77WH3b8IJ1Ast1OFaIj/AhUW2VjzdrJmLxdEt6XaPn+nies8NTattLcUzqqtbnPlv5L+3lNeaZRysgz1/Q4qtpHoYyqxIloxxZ1lIOqKmv1YLrd9RMZD8uiReiqPod5+lL3hx0yUXq5H9WaG8dCN0zdFmUB4yN/ECVmqnTR2dr0wNr3vxUpZR026FUc+NevaVvOE8uYvMeE3dK9q8TpH/xE+VDJhr7Xmg+VfKAUa0reh7zfzkK4jvyh9R6kFr1MWPlnE4q0RkXbpMd3rmN7lBL45K+NSXwyGkVcYmnbpLtX4wm70kZCGXcBPZH7yqzj/ScIfKpDKLHqp2KSxGMFjrJK7T8bx2hC3t4JaBrNOUZvRKcmeO02D3lX4oxDVUiZG7v2YwIJqVbrjMGoaKImwFt/CwtD5udHTeifi/KFTtyHP4Kx87V9vxu9mOOXNiH6TUhrXXy5jNfXQdcehTS9foSon8S6thkLu4ZjB7HQdIOti3r4+usNRwW9TrUutDFOwafqM0OaJPlZr6hCDH1oLIKDMs8sJnON1e9loySvTqr96SMg7/jsQ1nT3OHjfVgvYdkYVcV4Lks7lg0lkUeyRGbMh0o+hHzkl2zkCbyzrPSWHN0lpXPSE3k2bJ8vNXLWRaVMwVkdZq9tGTIdLHeuY9sQOMAnf/3Hx+SdVo6p5J0Qd7S8bfK9tQ3/e9IS36DCbclimKwArcosLQu++R6sVGf9MPuoD0cN2Drj81vHCAfxVt9k1EqrrDJhBQaNNs+cD0WscoYjr5OrE6qQOXAdkU65l6h3S6p/ryP99jPR0COJYYfTIlGm6dYxQ2MdnkOWuZDHJAmRDJZ+llucFa+xB8vXqTAaFS1rfDgsmOuV6+LBh2XRSDMxMZYNmnm0ymMuGXXecWlr30iYGJUESTTOWOZrPdRTkcTkc4ytYfRjKOz71be2n1MS+tpa6hDrPWlxR+3bgrE6JvPm93jJSsgHjmLN0lmy9E44ektKZxmKtSREN43mmuzZpj6mlNjPMtZHjM0I/LHBJGmnxG2nE7dMVERjtamgzX52TOImqWibWeGTL+C6LutUEt+c4FBvsTUOv4TIYyierc3UCjfNckgtcZO5kM513BDE0EGTO4pujasFW2UbkMsWzUWdRljjhi+SeJRTTnXaVMaJIypTx2dK/i4M/fcx6eFZBhIHT8jDQSc4jNeHMA5HRTPpRNqgdDtV8yyBJixzV0iMBVDF3o0SegLTbmbaHcr6iRmiE2bd8WPybmaRD7j6pv80trKD1e1JW9ZJJM13N51QY6+2KWF4t3wAgCMbOfI1S2fF0llxFKtKsQZ5EnKYrRtj0X63WuMrziKi1DW5nAoi8hIR+byI3CUiU+a2e+yxJSemiLwE+C/4AKJfV9U3T2x/DfAdyTmfCuxV1eMici+wgo/RqDebcWdLZUmlixaZ+wrnPelRUtFk1FhSG00QVTW0YDJ2pLV4KzjeGiNKab9U4fps8K76Q6JAqo2V3VxvwpRv8lgkF9G0coch25Mhhc3VQvlMyKXhJmZeGa126C6WCFBXWYjoGBOVH3AyybrhPmNEx6RTTWKBdEIakfX3l8reUVZpij22XCWxYtvPR8bOsKR4AhjjmiyUgI+7dt7R7JNF0WjPRbdmNCzozZXtcwO97nggVCwn0o4hd5OFE3+9old7Kz04ftPnl2TlYt3BsK4CHfieMDVaTIyWWt6x1xNmnrr6v/yiz8VjQ+9uQv5rR1DRWNlta1gTmaNdmGa7HfuYAJ/ad+QoAFMbbEdxueByfJK3DExMbxEHuCU5iqL/+nNvOgdGY55mIyIiGfArwNfiZx/7uIh8QFVvP/Ol2xinbGaSgr4UuAH4dhG5Id1HVd+mqs9S1WcBPwn8haqmM9m/IGx/VOQN8ImbXz1hdYeKFWSQxsoOVrVYBavt7lo8pqnY8Tjv1IwDGWKYYVPZJyznZjixGw/0iXpvfJHGy4S8MM1Ch/Y+rr1PmhBqo/C4NMSvNQpxlAPCaLXLcLVLFhyCMd66IYdwY421Gcjbr2+Xc52mnDSsm/Y2JhrBST148t42SgLGxHMwgeScNWhpoPRT6kVNPzo5y0FB0a3R4ASN51jrd6c+0xhaeHJtrkXeMQQz71hcbSgHBdUw9/6McE6JlcKEhWjZJg8mfEyOujzwva8ljWDR4EcRK5CMFPa9GdbVOVLinhio0yLxKQ77+L2ZdSe+S0oriMBYJRs68r6ls+rorDg6q0qx5sj73gEarfIYUJCW41wg71hnTtMC/wrgLlW9W1VL4L3ANzzmZZ3AViSU0y3otwO/fSYKtxE+9luvDvLHmLjTCBNjQWr1S9MdHC+NhR4tiqZBCJErMVZ8FEh8tEFlj2QdtfNKkFJ85sQq6crGfaPV6SQZmj/F9E9ItbnOJpJcjNJIEypp+5ZDNMuYMJzzUkmT9tURYrTTcozP1/wOxKxJwzV2TsZ7Spak4WoNDpnaA0ks+LS407o36XHhWBssVTvMkNJAcCCuG+2pnsSH/Q7VMGdtrcvqSo/5xCJPyxS18Em5ZTAsfGKrovYTe2zUABnfC5As9DXsuMc3ea/rSPx7fqKxwhvJJIxFkOY/aFvezXWj9Z0OlU+WyVQVzTHJcS0Dx+GjvWJ4rnWY0pENaorVmmK5prNS01kOZL7qKPre8ZkP/PsUNfKsgtvedg6Qd0TrnduCfwIuA+5Pfj8Q1j2u2AqBb7mgIjIPvAR4f7JagY+IyK1h5vkzgpZzcipxJ4uyfokaX/LbV1h/Hj/kXtcNt58c5ONfjqAzlkJWCtnIf0oYotwEFCcvCROk2MSaTyGrSCLp/unQ9vZowUki98uYQDzqQUFW+LjnrHB46cW1JrwdD52PpBR1a1/+xnkZiCVah61GKumltAi/hXFDlfYgthSloZG8DXWdYUIIZGugV9DPJchYflCNUPRqunMVvbmSuQVP3mWwyFu5WsIzXpgfcXJlblxq8WGXtfUhmWIUV2XjMieSUJx+b1r5J7Eu/0kimTTPOW00k7qxzl8T62nUn6flNInF9S3hOJeQHb9bEn1JtSK1w4ws2bAmWx2RL4/IlwbkS0PykyXFSkWxXJOvWYo1R9F33jAajo2iz/yXc4i8YWxQpYufRvITyZLy1zSGP1VtPePYigZ+OgX9f4G/npBPnquqB0XkQuCPReQOVf3LdRfxD2fLBG/qaE2Himd1XAEnK/G6iyUV3WoYrBP0ZQuNPq7RtG2TrR/s0X4SjQWTamnO66Xr8juH/ZsBRBrUcid+gBETFrcSpibT9rrgBIya96nCY7wWrNhRBk6oBwX5XMibLX67qzJcbfy1EkIljHJq8lHHRmhauKUmtzXxnBoLXmN2vdCQJqN/GvKU8SJmPHm0s4YsyRTYSCTOx9SL4HO+Q5At/D4mD87PMiPv1t4pagDnMz86hCxzY0ewCmWZews7rCoKy9LJBbLC4gJ5e6eyv4Y0IYTjUbFRu3eVTzswbkhPaeUBcN8r/j373v62sbWdGgCTz3cSqTUdSHzy/4oW9diYGfdOo1Fkam9tS+UwlUXKGhlWUNVQe6ev5Dl0C7STYzo5psqx3QzXMb6qFF4f/9j/ePWW7vtxQ3i/puDoJrLvA8AVye/LgYNnuminwlYI/HQK+jIm5BNVPRg+D4vI7+ElmXUErqrvBN4JIJNBuVNgaoUgf6Sk3YQZTjiNUt0uOvsiOUcOSRG7i0zxXkY/ZHr+qIc3L4aETU0+8g16Zc2FExIXmokmxo6+QHrBwRcnSgASh9k4petUMk+IUR1IFi1r9fHKIXLCD/CZIO9ppBEdmJNWHBPPc0I7F1WmP9r2c0b9KEUh3GvIt6LqnbASeg0xoqQJ2xNt8tQ0/lXr08XG8vr8LCDqwEBd5+S5aw2/V3zDUdcZdZWRF7Z5dnWZ0e1VftafqFFPRgDVJkwe4htm1Mf/x9zpk7ebYt+73tIeXr9ZuF3a20gfJUkvMSyTgytStAAAIABJREFUevdkNRn3QhWpQsRW5bzVXVpkZDGjCoYlDAboqGy6fNIpoCyQXhfqDsY5cAViDZoXOAt/9fv/boObOLuQ0w8b/DhwrYhcDTyI576Xn+lynQpbkVCagopIB1/QD0zuJCK7gH8M/O9k3YKI7IjfgRcD/3AmCi6Va0IETejamdqNu3lRq9soTEmTyrup9RIlFW2GHDcaYhovnpJ3PGfiSJq04v33iUZFg8yQdI81WNpp2N268MHWKL/mfZp+SwqmCINU6jHxRKvQdK0n86ZsE9108AQphMRG6hsp4xuWdfKhTC6bPOx1ERn+ZJMZHeMsR4g2aV1jIxnP0SQAS56tWp+TBhjH2yej7tJReHVtqKuMuvQLCtUopy4zJFOf47vKWiGK6+yOOC+ohHIJSMeNpY9ToDVQJzpF04Z08rlOtq/RiZnU1TQlcssnMWl9R7/SyHq5ZFBjhjVmWMJgCP0+2h+ggyE6GKBliQ6GMCphOEJGJTKsMYOKbGTJhpa/+v3XnPqmzwY0Sn4Ty2aHqNbAq4APA58D3qeqtz0OpW1hK7PS1yISC5oB71LV20TklWH7O8Ku3wR8RFXXksMvAn5P/JuUA+9R1Q+diYLH6JPgwQLaFdJLtiFvSrTCpngCW6FWcRDfOsL3We9MrT48Ksz002QW3OS/HksNOs5q6E85tkCZ+J5aZtHKliA5mPEuaSXTQBAqY611mqMwOjyz+Rrbz5Opz8aNhVrjpYB13RJtMbQEvTneY8NV0yzLJJJlKsFPknfrHJL0MsKG5DnGGPF1DU3zcBLCDL2GaKk3sthE3dCmAU3JVvyUfKEHlP5n61IDxJuz47JLaOykY9EyC2Qeyje1x5Q8psnNSb1Rw9hgkDEZE6WTxFiZep7mHRjLJqZWTGkxZSKZVBZGFZQVWtd+sSFVYQzTrWvE+NZT4jM1YMpzPNufPfUuk1DVDwIfPONlOQ1sKQ58WkET4o6/bwZunlh3N/DMR1XCDfBnf/KTvOhr3kjUwcMF/ack3W0TGMIxnsA4TYDlfFIrMcFCQdpxxtHCDi+K1CBZm8BjTKs/gDH5REMpWOc68aJ6/pjy8kaZoSUnxFYo/J4yCGZ6+tpYCG0IuEmTKuBGGdlc3ZC3mDCHZZzzbaKBiYpJ2qtQQxPHPU6RmzyTaWg1LhtoCa3HIj6dqbSt3fUyjy9XWhX8fvEs8QYCkcuYfBv5pNUDmFLw+L+l9zINoQclVkIdmWhhWr2a5Hcs/9RGYf01GkSLPzVKUmflBudorG8brW+HaRbribt2Xu92Flwg7GZyTDOuZ3Gbc1BVnsQz4aN/+R82uIFzAMojkVDOCWy7bIQppHLJ0PqUyUIXKFjTXk82jaUlaU02NNkHjYK68YsdoWEfFe+QVOsHKTR5jhMOIXzGoI3xSfwSjdi4TtKip91hmNiZYMkF6zMdjh/hAsEZhUyJU3WJ8da7HWVkXYutggwRy56QlrNBt51KXrGcoWGMhG6CVp06E9Y52TawMpsbZ/31dOJ703pMsXgTwpuMymmdMvJObBCT+1yXFXBD0hwPqPHFD3nep8TLS6aQq4/4iSGNVdqN8v9rbHwnr7nv7W9r4rynIjUY4qqEvCcbidh2jffVRjYZj2IOunflPHlXFqnt+GEag2QZFEXrAUsWRu5Ai8ilegTm7eONjf7rcxzbm8DrQOCTb2kUQA1jMsf5bh3a5pYQLSC1oHWUIfxxfr5M8SPJFD/5Q8w14WLjEE4dR2Mm5N3SgxOSaZUhtP6TkSo68UL6XYOl2FhU62UDiWV3PnRNoxRiFNOx2NLQSAChK9/KMEhyvs34VnRsgAmhwRj/Vhes/aZ3dAoLZ9o1Jy3pyfJMaGY67RybXXazMMWNGpuEvKWKjBjqmlE0hgs2DXgMLzRNrLgUDh0l6Qp02s1t0t6l97WZZa7JOaY8h9YYiFb+IIuUwfJ2DnHBsRJlEmOgU3irOzNgo0YkfpSzEb+PKljLh77wi5vcyDmA0EvajtjeBG5tcB5OqcUJgUujeQYLLdU7Jdk/QMNxmgkuN0gm2C7J4AmImmMjryQk3hh4p4PUitrg2JbikITwhZtq7SRNPLWBwhdWrRkTSHQOpt3HlA+ttOLGt2LdAr6xzELj4XyjI4nZpy3pJLmf1ud6Mp7KUzqOutnQcTthna7bd9rzE2hCHCdPF4nR4QdqJVa4GoEikHimvicUegsxLJPaQO6QrkVL46W43E153hvcz+S9xc+Je2p078nGLDmmNYCtUp+ts7TB+raItUgdLOm0Jc2MX4zx5B6XuD1dtgnOhYRajwTbm8CrpFuX/gEmvLNpJYpdO0icj357o6v+3/a+Nei2oyzzedb+TihrRmemjBqMEAKejEJKGXDCRcWAICeUDlR5qQwCU4qEkyEBJReBKGgikkkIIBCIB+QHVSJioRGt5DvAwEhGEioBEyFXTnJyigOUmBhupeSc79uvP7rfXm/36rXX2vu77LW+r5+qXXvtXn1ba+319NNvv90dpi26MFmpwD3i/FhXJphOEVk3ANRE7t0FwzoP/gUS1MdqE1VuiNU5fdmoC5CMmQQ2DUKcwD/eDdH7zLl39hjdkxYCOtFF4FzavJqMb6wnoNQtrq0uSVo1UwTziiVJbWDSd1vvAZBX0qFlbCabHdACU6eIp6V242yQuG8U6b2CwhKtvvcifs2P6QqAPXD3XMdi9MGawWH6tVq4VoGPyAwa97nfVmVHniomre8J0qaZ1ktHuFnHU0wedoOWPLZWk/e6J+dA4BUi0SNegdue8MjIG0C7iWrgGDeBr5k/1jTzTw8DeAT9MHOkvidqavEbziZ2dIo4U/qEfj2VWs41FLbU/GJ3/qmJ2xO0EmYlMfGa/38nMvI+dQmrdwdyihjCeJALvtu4Ikguu1lcQnC5QkPDEew97uKp3jESx48L2ISwmaYScz4lbm049GHQUa14crW+9TI15B12czdT2AlMJ3SN/rpAThDInik4SSvjKizepBI8n2xvoq/JKf2tPQSJwyJvq6nUJhNd//s7U+8yeNyp7xx5p6C3H06qWKUDtTllBHADuOOoa4pREzjswEqOyO0fyLte0P6ufFdwMq0Vurok0i8eNK38hCH75zQfhVHmUhnTiqpx84KGQTgVKhSv1JV0EcjEU2DrC9vGiZbE1X0x8osGHHnbeiF0QNyxDq5pGqNWG2OUoXHwzZjmsV6TIwXOvJC5b80LmHEuMRf1Qk5xW6K03wLvJsjQ3gWThO405JW4XTMEcMfiBx2n7sY4EtdBTr149fhZNw2rsnmiqGddUyDmlLiT4xBmyNstDSuYfGfdqe+Hnasgj683VXVOIAE1ibtlPY2dfFyEWEwoy4COdOvslbY/GVD/oewfjARWVkCsQFrVoUSkFbxLDBnXcVGbR/zviMin9QAmUecjpCdKP7ip8aoMiedecKswG/Wv04hxpVTQjzU5V7e48dBzEdHpdcE3EDlGFz+IOq1AvzytiMQWkXWGc3VlPNEHxY52Em9DW5qGeYFxvIxCt8Hac6qVrCfxdAcnol4rxv8lp+I8e/R5aqZcq1x1dQA4jEUkjUzmOuIwkyZD4voJ6+Cv6abeVnmv1b7eKoxmvU8p9KGlookV9j3uwmEPZOp7OkKMm8DX1uquW6QWkqdRVWjYeaeo1ZDa7NSkAnMOStrunFQJkedgiVyVchjsZKxAKerhqDQNCb9qFRgqoi+nLnCUlGmRU+Ft6lWn7iM0PkRK3LGt2JC4PefrIdDp4yYc/pzADXLqJCI7eKc28nAvkmvM1H2m+cRfS4O4U/LW+6fHJn46DpF6dqgKj8IIVMdqQpaJOFMWfettzU9rOVJmsMu2Tb7JEva0/g7krb0Es3VaddytbeIm66zXZpM1Vd8ZRmPVDIvOtz+IfXsvBkis3pPZBm4AKAS+DNhu3tQeC8T/AckKwDqwkvioAu73OoGJc5WSqqqJ2ptYpKqAipAVT9520k4OqQrXMH3BEPOQ9UuPSFxMXqqMp8iqQCWEnF6i5uUbDoH3Wc54lWSVn9qHo0bHXI9tGA2xUb0y0lqZhoYTAY67hY44SWufEHmmgeqEVd3RcrdJRlXyYBK1HfJIQUFjjR3/rQ12ddxlPF1h3csB4oY5GsBAdO8762AamWDGMV5S9Zrg9a5Tk+Nq+9YFqpyvd1DeufUYtGvRReIhfj7evh99LVbvfFO/PLYLRYEvCeq+JAKsTx1pqyL3JC2Ac3fSXXhSlaBdxal4Ve7jVPAk7lwJpxPvXcCa04JLGfI92xRK6o2ofoCT/t2hvsVTBj9zVGisAR0ahtBDQP3xBQpculrVq8I38dJJQVal6sUpyelNtXFyxFI5//p4xmIm4p6pm25uBpE4sQ1GTOSNfMyNzzZGWld731KIIVZNm1O/Oi5BOBOX33UmjHm4isYP2LsbVn6mmJjnVJvj6nzbQL2O6HesvoPy1o8gbGEW7Qe7Jpj4BarCx/p65wYt9d3pQ+L2fGoL7z1Sv30gTA9qZNgZBD4VvyaDI+5wbEGCe1bCsXUrVMWh09eD+l6pMN1T+RfVf6rkJdJBwECannJSvtH3okO901eHOsgp/qWfOiIO61skZCReqdsegqgHRSWOJFMlZxojpEraqlElcYF2G+LeQO5S0taqdbQVtS1c467Te85o2TZ+EhcSt572GvW61HvE9lpM+bFPpyHL3PMyJI4KjsAn/m9gvI9CL0PgtzpDrLo1O13+wC/NUKvyXNmZb6O+62sG7OCq7jblFrVyU+XDuvnrZmq8qu8upCSuPrQpjBfYoFEU+JKQkvf6OmQ6DTY8iTxHfHd6zwpydu6I8CtAJgymk+keYjqp7d8uPkI3GclLJ23r9kjMFfqix+ovJVjWHgzBllnPBg1mFqJeclVJSfMXM0gatSzw098TUtNridSnfqspokXN2viSZGL8wAEAOqX8hGlMVmF98/r68jK/rey6jnarseA90siKMeEmDZxds3O6Z1o3ApVbtna6h26pharRFtR5mnkuueqisiY6iQbLs/ll1HdDgU+N+tbNvP0SsVz3yntdNscHuqdpZfWuy7sjLQOFwJcAtXWr8g52cE/ehsS55lV1ZTrjk0nzjTKzyKYrnrgnhKwgtn8napZAIHj6MdPoxVN1rWpcp16neSakqct/gPHWWYHATV2gBFLBX6eaUDRvx4jBe0Rdv1Jlx+Tbog95w5clxtc9JW8zcKdLGHC9Vqg8oaOAhIStt0wg64S8c2thh/L0kq1Cr8Sb0uDNHzAzL300T7rTFXOfk3pGRKvlaNmh8fXfE/geIBoNceP6E/WdkrfuYxmpb/uxA/92ok7YucNgURU9dPUNuGdUTCjbj2DzTgcwLXn7rp2srwPr6+C6LiVo36Yq/qPRm0oqhuVjpWp2f9OXlVO43c9DAPIk6M+JWQ6DycsdBhkrqddcsSSQqmMiE88MkKrI9ROU3PXEyj+tX+Na0wamC0r2VYd915hvWl27Z2RQT29vKu+owZma/O0Ap9q1DQm6RpbAioSe0Eynex03sepY8zc26SiZVkM/Znni0DGqWM8ViHoJzKrvyHySqm9jUnFpvLhpW4oiXdJxgxiqBwqAbkEyUPTq95DcR/JukodIviZz/kyS3yB5q/+8vm/aDcEMuIh6lsyy4U3FmVk0TvLHFeOBouugyKQ2n7QRMiXzbtO8nFEh+arFar1WgYEIMgSQzTeti9DsU4lgu05f/iyyF9YDmWtOB+E68XAFOe5X7suo7fAJ6poI+3PmbN62DtZ/XsN8cOpyxzV/3zINZ+pWaa8/NbUFctVNFSzZJqRr7ddhFx1/jdSunVXcs9S3yQthDX2pBy1DnX1XoPJdSBuWostcogtaGax+8YrZaZaMhulpJITeqcBJTgBcDeA5cNur3UzyIyJyRxL1BhH5+QXTzo3nfu/L6okG845s50baVUFNCPjBSus2KF6FZedRmLDAUwl5R2N6khG8CWGHzOCVUPrOEM1MpBkcu5b55QHSp24TaSXbfK0lkyYXT+NKEjYHVJnLmlvJr7FGinqaJC6C9TXTEHeSuWkYQWD9u1zAyr8R1TEEU5SrPzH1Ktv6y4eyZjVMiaoHVPXHl6K3M8TTicH0UVMxIDVx59S3dR/U/S3dBt8Sk5MfJNfeWWxKwWxBlGJksy8V1gVz0/Ikr4TbI/gYgHsB/JqIfJ3kY+B28LnbR71JRPb7NE+G21Phu+D2X3iVyGxy66PAzwBwSETuE5FjAD4I4Pk9r2MjafshnbSji8ub73j7nARh+UsGxaFKPPyeoFV91+WiqdK7FLO+hNaSkdo9jQ92w4MhaSDmhiQs0pa5he3O5z5t5SxSPy1S29tgDtG1SGrFjXVVqD5N2suI6hNfj0z8WAS88j4OVA8D1TFV4ag9gHQMIjQYJr9cg2rUd67XE03CSdW6KaehELV8JOFmR/lsGjWd6GsTFntj/dsqaPv+zHqPRo4tUOAfA3C6iPwYgHsAvNacu1dEnug/+034u+E2dt/rP/u6CunzNE4G8CXz+6gPS/E0kreRvJ7kE+ZMuziqGZfgSVw/zWm+jI9NN1Jt3tJCni6d/9gJPi0mkzZPglaS8czeKLeFLBsDpkme0aBpZRqORrlJprNszy2nI1e45JIWhlW8Yd9CBPfKoERzZpNZ2fpnVx0nJt9x+aT7nqovdW3+YHChjPJPGtT0Hkfx03ufxktIvNEIJKaTKK41v/hNil2vE+291fQdALKmkLkwhgFMIDZHbRKBi8hH/b6ZAHAT3GbwrSD5SADfIyI3etX9fgAv6CqnzyBm7imk/4LPAThFRL5N8nkAroVrQfqkdYWQ58C1PvODBKvK2cErANMKrPQJeJ8+9ThJV0lLVHeYWWcIeabpVs+rmWXWTM22u5Eo9tbycmQu5juTb62UjWpeBLkGRgdas43bRtg6V74xVwQiy8xUNIN72XO5qvpGoDru4uvkqeAFKXUcQGrZ03aJGj6dEceWL6ZqWl9/rIPP6qKYJf1EvdcfNZsouUtURoCfrIyKwLrUxKvxK+bXRbHvUXp+LOTtscVeKL8O4M/N71NJ/gOAbwL4HRG5AU7YHjVxeondPgR+FMCjzO8fAvAVG0FEvmmOryP5LpIn9klr0h0AcAAA2Njeu4mDD74Hz/0vv1EHWBKfqCyWcA4AWFWxYq+qmtit/XtSD2SKmlZyUNJWArfrpADB7m1JMyKFdcbkmsnfllP7ITqSos/P2lRDUl9GlG/IR0w9/EFK7rOeQGg4FiDp1J2wK7pfqa+NvIONWBC7CkaZZC4hUsK1a6ZUcJt37NHyAfXwqdaBKVjP2A2ZQR+JO7QmC3Nfo2pYwm7jOtsImQY5FN0y+Km9CjuOw+nUuw76tH5xtVrA+Gro0rAAIpt4V199llIfOplrD6eJE0neYn4f8DwFACD5cQAnZdJdIiJ/7eNcAmANwJ/6c18F8GgRedDbvK/1FoveYteiD4HfDGAvyVMBfBnA2QBeaCOQPAnAP4mIkDwD7nE/CODrXWk3goMPvdeReFU5W7gncYVMp/VvP7uSKytuXZSVlfpPl5B0bhAyXGtKysx8eiI36aM+mXzbsvS45vLwYrbll7smSV/KWWSSq18XybdB4JaV7ViDOZB3oqwteWs8u7QrMOO+pgoWibJNelGpmSg8/+hGoiYBk7+SYiDHHNJG0xB7JMptXfV8orpTNT55WPyiVVLXK+N5RdKZ16ZukNspbh9XSdyS+TwYOnmjbnQzeEBEfqItnYg8e2a+5P8C8PMAflYHI0XkYQAP++PPkrwXwGlwYteaWVrFrkWnDdzbcc4DcBBu9PRDInI7yf0k1QD/SwC+QPI2AG8HcLY4ZNN2lTkPDj703kDOMItRgXSbrAaziSfvSTNeNGBpFAkwgwhQc0o4npPAXUL3lbWlZvJyA6rSIJYOc3UWi3oJ1hm0hM2ov0W6D6gNj8nbfurp+5FPt3jy9m52fa+LhvRs/YMHUmaiVVqnWffRmtc22tinZaZjKNYrZXJMYJdCDvWPMs0pFDaPczOX9XdqNx8jBM1JTusbeTEAkvsA/DaA/yEi/2rCv89754HkY+FMzfeJyFcBfIvkU0kSwEsA/HVXOb0m8ojIdXBuLTbsGnP8TgDv7Jt2S6AKITeoaQdlUn/XhtcJ/Kd74k6dP5pKuau6gt6En/M+CUGRTFsQ1owyL6wSbyP0bJnuXKrEdZeamLx9S2nXXvHpAwH32VHF2zSyZhbNNlHLbQ15zm6dLxO1mrfVyJTRSBdFSoJMw9HwZPE7P9mGLjtZB3ANlOg74VW4huuOTqkSb71Wo9K74g4MW+D3/U4AjwDwMcfHwV3wGQAuJbkGN/KwX0T+xac5F7Ub4fX+MxOjnompOPjQe71feEuEiiCr2uatCtyYTsRM4An+3vP+ARNF3AmrIOeRwlbBNVRV/2y06Ead5n3v5iHuTFmSbuYbTbSpuzkReZtvaz5KN6yYWe1cVNOr6jKh5dI3elKSNAoy47/REh6uLw2zxI34N5AcdyFnItHBy3nMJ+k7I4LVQ1f2rMSSIG58Y1OzFPnhlvAPA/hwy7lbAJw+Tzk7gsADMgMpVL/Viglxm+MJneIIe2SiP4kxNl9k3f5mYVHCTEcukx5APHjZ8fIFObmgCs/VbxZyDZZtzJCQdUpKtihL8uzHV9nibVimx5NTxH3KCHbwTBbz9poa5pDEnBKNq05zabTFs5n6AUxVzFaFB3u4hLhDXA52oyC2RIFvC3YMgR988D3Yd+LLmydUZVvlHSYrVPUmDlUVlLcEVY4mGVq0kfUMAvvi7746HP/wH74lTj5LnRmEGYJ+FuHcduzALrPr2kw3Zznz5mnJ2ypxIHtjGteduxarzhN1LLk80uRJw5hD1p9e4+fqOMvkFAo259Pn1NEjmRxL8+rx4BJyDrMzJSHv1MXQKu5MOYNX3x7MuUmOADuGwAE0FXhuok6qvitAPHmr7RvM5LUFOPS6V0e/H3fFVb3Til/9bqPu1o7H7UuoJxbNsOXYlkc0GTVH3hmV2UCivoMpwdah5z2yqrn1mhDHmTlIiLhejVvbVq+0zm0Nk1HdDTLP5htnLFSvE/it/nxBlcTmyJwppW0A1JD4WMgbAnCtO9oQsaMIfPVr12DfD5xbB4Q/ZGLzjswplTOZqB+4NYksQmKzReNM3HvxBY2wx17VTurxmhZYrL4hM0HWthDFQQdBzMgbyChJNqP1NbX2qcc8jZu/tr4msFleJ0wZW8NRl5Hz3e9TblZ9p2FpfbL5+wp60mXGVTBS4X3t4f6dG/riVRGkKPDhwCoDJWnAuQ9aU4pfKjaYT6rEI8Wj4SudLRPt5hSDe17/6mZgB+67oEnqOey97C39SNzHaSjNhquL//bBR869KJvdKe/auMpqmgJi9T1PSzjveLCrANCpeLvMHW11SeMkDcVCPShzvyiZXkcKpheYqytrEgdiFZ6SdgeJj4q8PYoNfCiwboQNP+/aBi7eb1y9ToKtWxfw32wLyhZbZKxtHWja11vhCeD+8y9cqNwj/7uF2K8xxJ6waqsJQuO21HNu9OgxRHbw1h7EAmXPKsvUayNEnhvUzM4ngCdoSp7MZxB8IHagfUDTCJ4hr/ndBopbL32M2HEEvvqVd2LfyefXfypr99ZJPBNvNgl28frYDmDOawJR5Py2txupfX27cWR/TewRmXtkbceR+yC6Sbvlxnaq8JS4Z6FPj8Z8Z71bzPlZJhZN36sX0WF7Dz1HZswo6nlSifNEBmo7uI03S4VrmMEYyVsxVgW+I9eGXP3yO9xBavf232HTYqPGo9UEN4m4XR3qw9Mu7amKdxiO7L8IR15+sfvRUNxdv/vPqtyQgp7XbNIHTI61fWLmPOJzvRv9Oe5Nbj371GTYQIUgatzvJaiRrYbALeKVfkaAHUngALB69O1m5mUyfX5Sf+vApapvZ0axZhdsufljt+DIyy+uiRxIVCTz4duAiFA32IjPzF/LSMvskw6YeV/aBjBbXWH9f77+zZqs26bH2xnNCcasvgGYbefqzxiwYwkcgCFvJewqDFw2Nm2oalPKppk8CvFnceSci3HkHEvkxnQSwtrTb2z9ltQMsIG8epWXOZ6DxBuYcY9avXjCom3w/3V7LlHYOeTiGBIfO3nTe6GknzFgRxP46v1vbZpOjAoP0+fDtmn9FrEq2BxEijz1RAG2/CFsdDGwOvEcZbWNj8yh/udqwMxYUDTXAQkpm/GgyKzSpsIBoOLoyVux2YtZbRd2NIEDwOq9b67dBFWBGBNKvfsO2xWSCeuL0gD0x5H9F7W6KW4Kut7FhMi3BV1ldgmJLj/4iKhzJpQWgs7FAWIV3qXYxwZpkvdYCHzHeaFkoeaRxN+7Vt+qPDB/d5bYdpvtToWS+ClX114rG51p2htb+Rx93g0PFFPmQv7rbWjLh6quJf6bqweK2bwh+m08UNStcPWuyzepsgOAYDSEnaKXAie5j+TdJA+RfE3m/K+S/Ef/+TTJHzfn7if5eZK3JrtbbBtW77o86iLWA5moBypTFFPK0nDkFRfhyCsWUORzmRZmZLOFz3zWTM+t/q/pPIdgB29T5fZ3osIP3vGHWL3zTVtb0WVA9w21nxGgU4H7xcevBvAcuF0jbib5ERG5w0Q7DOBnROQhkmfBbY32FHP+mSLywCbWe36YgUuJjt3pYPerFhzEHMfzHhWOnOcmFz3mHW/esjKiiTSJIla0KuO+zzwXzyr+NiWeKveuYpRvk0aBiMOscAkrEYZztdo+eNtl3YXuBAjAtXE6gvcxoZwB4JCI3AcAJD8I4PkAAoGLyKdN/M4dmJcBawNX9S3B66So8CHj/vMvxGPe3p/Eey3sNAc21bzRlt+i5pQZ8XLk7dY3kcbkno/d/IaeBe48EAJON5fASf4egJcB+Gcf9Dq/uQ1IvhbAS+EiDKW5AAAKLUlEQVSmUb1SRA768Cej3tDhOgCv0q3Y2tCHwE8G8CXz+yhidZ3ipYh3khAAH/UbFf+x3RR0W6E28EnqQohgSKr9ZjfRlRAoDcEm4P5XzkfiC6PFFr7ZJJ4tK1d2T9t866JVUV4uMyHxyb97Xf967nRsnQJ/q4hEf1qSj4fbG/gJAH4QwMdJniYi6wDeDeAcOBF8HYB96NiVpw+B5/4X2b8UyWfCEfhPmeCfFJGvkPx+uO2F7hKRT2XSnuMrvyX46OcuxXP+++/XXccqJtQcuYYBzlBJe7IZP7cUaSHtzcNWkviGCHqBAdC2KfULFZ+ugeJx418str7N7oO4TdG3B88H8EG/ufFhkocAnEHyfgDfIyI3AgDJ9wN4ATaBwI8CeJT5nd0tmeSPAXgvgLNE5EENF5Gv+O+vkfwrOJNMg8C9Mj/g89oai3JmplmwhwPB/UpVeFS/vkRcCHtLcf8rHSmd+kebQOT6rHqq3i1R4bk6zbMOisGt717u+jejhU6l33ycR/IlAG4BcIGIPARn0bjJxDnqw4774zR8JvoQ+M0A9pI8FcCX4eT/C20Eko8G8JcAXiwi95jw/wCgEpFv+eOfA3BpjzK3BB/7zBvw7Kdfll8idqY/7OaUn64YWLA4Dr/qQpz6tv4bYCwT97yhfu6n/X5mPZwFVfjtby7/p02BAFzLbop5YuI5d8CagEl+HMBJmXSXwJlDLnO54zIAVwH4dbRbNHpbOiw6CVxE1kieB+AggAmA94nI7ST3+/PXAHg9gO8F8C6/q8eaiPwEgB8A8Fc+bAXAB0RktavMrcTHP/27+Nmf/oPa59u6U6kHSlDhxQQyZBz+zQs2lcS3RWG3lZeQuD131x8Uot5atJpQHvA8lk8l8uw+uZN8D4C/9T/bLBpHETt/ZC0djbw7BjmXgi0zoRg862feGDZ1mE78bMwV5x8bwlbgvifAdOLCw3EFyMQPfPrfsGE6Pd80EIts6FDQD6e+9apAgF271zcHKurDri3SmuuXz84j98ytCk/zu/v3yn9kTnx2Fsn2wX96xEny9JNf1AhfPXzVwnmTfKSIfNUf/xaAp4jI2SSfAOADcKbkHwTwfwHsFZF1kjcDOB/AZ+AGMd+hnitt2B0zMTP4xN9dgmc+602x/RuoPVD6qu+i0AeBw791AU59y7BMKm0NtjWpFAwAIsDapm+KeQXJJ8I17fcDeLkrSm4n+SE4N+w1AK/wHigAcC5qN8Lr0TGACexiAgeAT37itTjz5y6v7d850p7XjNJmzSrYchx+db393Ky9RBvYBE8Qi9LTGiE22QtFRF4849wbAbwxE34LgNPnKWdXE7girAGuSJfcBDZMyuWl3l7oXqKPfXOGyLNbzzt02cFbz/tGoAxUjxAiwHp2EHPw2PUE/v8++ho846z/Ey1+HzDLlbAnoZfu8nJx34WeyK9cwLzSosy/eEl5pjsLAuS9UAaPXU/gAPCp638bP/0LVwTC7prg0wd3X1pe8iHhvosuwOOuMCQ+Q4VbLHtv0YJtgABSFPi4ccPfXIyfesGVnbuk9CH04vY1TNx78QXdkQp2H4oJZWfg/197EZ7+i1c21y7pqcLvuLwQd0HB+CCQzfdC2RYUAk/w6Q9fhKf9ynzTtMuMuIKCEUNQFPhOwo0fuhBPeaEn8aDGmzL8828rxF1QMHaIyGht4Lt2JmYfnPGiq8IsSzdbE/iHA4W0CwoGhA3PxCS5CuDEzKkHRGTfRvLeahQCLygoGDM2TOBjxo7flb6goKBgp6IQeEFBQcFIUQi8oKCgYKToReAk95G8m+Qhkq/JnCfJt/vz/0jySX3TFhQUFBQshk4CJzkBcDWAswA8HsD/9BtzWpwFYK//nAO3G0XftAUFBQUFC6CPAj8DwCERuU9EjgH4INzGnBbPB/B+cbgJwH8m+cieaQsKCgoKFkAfAj8ZwJfM79xmm21x+qQtKCgoKFgAfWZi9tlsc8MbdZI8B878AgAPA/hCj7oNDScCeGDZlVgApd7bi1LvzcMpy67AMtGHwNs24ewT54QeaQEAfrfnAwBA8pYxOueXem8vSr23F2Ot905GHxPKzQD2kjyV5AkAzgbwkSTORwC8xHujPBXAN/yGnn3SFhQUFBQsgE4FLiJrJM8DcBDABMD7/Mac+/35a+B2UH4egEMA/hXAr81KuyVXUlBQULDL0Gs1Qr+1/XVJ2DXmWAC8om/aHjgwZ/yhoNR7e1Hqvb0Ya713LAa5mFVBQUFBQTfKVPqCgoKCkWJpBL6R6fnLRI96n0nyGyRv9Z/XL6OeKUi+j+TXSGbdMwd8v7vqPdT7/SiSnyR5J8nbSb4qE2dw97xnvQd5z3clRGTbP3ADmvcCeCycq+FtAB6fxHkegOvhfMmfCuAzy6jrAvU+E8DfLruumbo/A8CTAHyh5fzg7nfPeg/1fj8SwJP88XcDuGck//E+9R7kPd+Nn2Up8I1Mz18mRrs0gIh8CsC/zIgyxPvdp96DhIh8VUQ+54+/BeBONGchD+6e96x3wUCwLALfyPT8ZaJvnZ5G8jaS15N8wvZUbcMY4v3ui0Hfb5KPAfDfAHwmOTXoez6j3sDA7/luwbI2Nd7I9Pxlok+dPgfgFBH5NsnnAbgWbpXGoWOI97sPBn2/Sf5HAB8G8Jsi8s30dCbJIO55R70Hfc93E5alwDcyPX+Z6KyTiHxTRL7tj68DsIdkbsPUoWGI97sTQ77fJPfAkeCfishfZqIM8p531XvI93y3YVkEvpHp+ctEZ71JnkSS/vgMuHv84LbXdH4M8X53Yqj329fpTwDcKSJvaYk2uHvep95Dvee7EUsxocgGpucvEz3r/UsAziW5BuDfAJwtIkvvFpP8MzjvgRNJHgXwBgB7gOHeb6BXvQd5vwH8JIAXA/g8yVt92OsAPBoY9D3vU++h3vNdhzITs6CgoGCkKDMxCwoKCkaKQuAFBQUFI0Uh8IKCgoKRohB4QUFBwUhRCLygoGAp6FqoLBP/V0je4RfZ+sBW128MKF4oBQUFSwHJZwD4Ntx6MKd3xN0L4EMAniUiD5H8fhH52nbUc8goCrygoGApyC1URvJxJFdJfpbkDSR/xJ96GYCrReQhn3bXkzdQCLygoGBYOADgfBF5MoALAbzLh58G4DSSf0/yJpL7llbDAWFZi1kVFBQURPALaD0dwF/4mfoA8Aj/vQK3YNaZcGvG3EDydBH5+nbXc0goBF5QUDAUVAC+LiJPzJw7CuAmETkO4DDJu+EI/ebtrODQUEwoBQUFg4BftvYwyV8GwpZzP+5PXwvgmT78RDiTyn1LqeiAUAi8oKBgKfALld0I4L+SPErypQB+FcBLSd4G4HbUO14dBPAgyTsAfBLARSKy61dALG6EBQUFBSNFUeAFBQUFI0Uh8IKCgoKRohB4QUFBwUhRCLygoKBgpCgEXlBQUDBSFAIvKCgoGCkKgRcUFBSMFIXACwoKCkaKfwdoxpKepCDKAAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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HsEkfPw7g+lXZ/NCr1TXhDh/k02u+3wh8TNgzwm3ClfCbznr1HhN1/Kjr4zINDuGK+MwJ61Xn8eBjMRE114Rb3ybcj9uJp0PRkOscD74MeToJUI2XLU9VTbib3whWBx93CXJNuD6uEVvHJI8FB28DpDzGXNt13iAOYxs3iB22DRULa44oaxDjqQ/hDteKDUY/Dhy87TBG88PYgxgXahOWdIikX0i6S9LJfZYvl/SwpBvz6ZSi26bEZ0+0xzj/x1F+0LN2SLpNuMiQ97mrI+KtC9w2Ka4V26BmKodvuygWHLqdQYwD+HI+RNvIJjHkfVnb1sptxc1VZkg6cKfDPCG8RNL1XfdX9QRtoUGMhykSwv2GvN+/z3qvl3QT2SCgJ0bErSNsmyyHsVnLzV8T3jTox7aigxgPU6RNuMiQ9zcAu0XE3sC/AReMsG22onS8pOt7PnmS4RpRM/j/ZAuhmbnTwPVLHMS4lCHvI+KRrtsXSTpd0pIi23ZtN/KQ91UbpycumyyHry3YwtqESxvEuEgIPzPkPfA/ZEPev6t7BUkvAO6LiJC0H1kN+37goWHbNpmbKtLgALZxiNFDuMxBjMsa8v4dwAclbQGeAI6MiAD6bltGwVPSHQIO5NENCtH59qeD10oToJn6vnyXMuR9RJwKnFp02zZz7XiwUcPTYWtVqLNTd18xNyGuHWccopa8gEU19qLmEK7ANAWyQ9eaZiFtwmVyCFesjWdYOHit6TSbeJuwTU5TQ9nBa60RoC31Pb1DODEph7KD11opXBO2AeoOZQevTQO3CVthCzmntuznMWsTRbAo9fOErRlGCc6ZDcsctGY514Stcg5gs1wArgmbmdXHzRFmZjWRz44wM6tX8h34mJm1VoRD2MysNjV3ZVnWkPdHS7o5n66RtHfXsrsl/UzSjakOXWRmU2425k4VKWvI+3XAwRHxoKRDyYYp6h7Qc0VEbCqx3GZm5QjQlvpOFC5lyPuIuKZr/dVkY8mZmSVPBJqtL4SLNEf0G7b+hQPWPxa4uOt+AJdJWiPp+NGLaGY2QXlNuHeqSpGa8CjD1q8gC+E3ds0+MCLulbQTcLmk2yPiqj7bHg84pM2sYgGJ14QLDVsv6VXAGcDKiLi/Mz8i7s3/bgTOJ2vemCMiVkXEvhGxb/Him5mNqXPZcu9UkSIh/MyQ95K2IRu2/sLuFSTtCnwPOCYi7uiav52k7Tu3gTcDt5RVeDOzsQVoy8ycqSplDXl/CvB84HRJAFvyGu3OwPn5vK2AcyLikom8EjOzBam3OaKsIe+PA47rs91aYO/e+WZmyQhgJvEQNjNrrQjYUt8gcw5hM7PUmyPMzForAmaq+yGul0PYzKZcQIVnQ/RyCJvZdAuIGmvChXpRMzNrrU5zRO80xLDeJYtyTdjMplwQI54dUbB3yUJcEzaz6RYspCb8TO+SEfE00OldcmQOYTObahFBzMzMmYYYtXfJebk5wsym2qM8eOnlW761pM+ibXtGA1oVEavy24V7lxzGIWxmUy0iDlnAZoV6lyzCzRFmZqMb2rtkUa4Jm5mNaL7eJRfyWIqob6jn+UhKr1BmlqI1TR8Ioqwh7yXpC/nymyW9pui2ZmbTbGgId52UfCjwcuAoSS/vWe1QYFk+HQ98cYRtzcymVpGacJGTklcCX43MamAHSUsLbmtmNrXKGvJ+vnVKO6HZzKyNyhryfr51Cp/Q3DPk/VM0c0DQJcCmuguxAC53tVzu8uxWdwHGVSSEi5yUPN862xTYFsiGvAdWAUi6vom/eLrc1XK5q9XUcqeulCHv8/vvzs+SOAB4OCI2FNzWzGxqlTXk/UXAYcBdwG+A9w3adiKvxMysgcoa8j6ADxXdtoBVw1dJkstdLZe7Wk0td9KSvGLOzGxauAMfM7Ma1RbC41wKXacC5V4u6WFJN+bTKXWUs5ekMyVtlNT31L+E9/ewcqe6v18s6QpJP5d0q6SP9lknuX1esNxJ7vPGiojKJ7If6f4b+AOy09huAl7es85hwMVk5xofAPykjrIuoNzLgR/WXdY+ZT8IeA1wyzzLk9vfBcud6v5eCrwmv709cEdDjvEi5U5ynzd1qqsmPM6l0HVq7GXYEXEV8MCAVVLc30XKnaSI2BARN+S3HwV+ztyrRZPb5wXLbSWqK4THuRS6TkXL9HpJN0m6WNIrqina2FLc30Ulvb8l7Q68GvhJz6Kk9/mAckPi+7xJ6urUfZxLoetUpEw3ALtFxGOSDgMuIOtdLnUp7u8ikt7fkp4NnAecEBGP9C7us0kS+3xIuZPe501TV014nEuh6zS0TBHxSEQ8lt++CNhaUr9BBFOT4v4eKuX9LWlrsiD7RkR8r88qSe7zYeVOeZ83UV0hPM6l0HUaWm5JL5Ck/PZ+ZPv4/spLOroU9/dQqe7vvEz/Dvw8Ij47z2rJ7fMi5U51nzdVLc0RMcal0HUqWO53AB+UtAV4AjgyImr/iinpXLJftZdIWg98Etga0t3fUKjcSe5v4EDgGOBnkm7M5/09sCskvc+LlDvVfd5IvmLOzKxGvmLOzKxGDmEzsxo5hM3MauQQNjOrkUPYzGoxrHOmPusfIem2vGOhcyZdvqr47Agzq4Wkg4DHyPrP2GvIusuAbwN/FBEPStopIjZWUc5Jc03YzGrRr3MmSS+RdImkNZKulvSyfNH7gdMi4sF821YEMDiEzSwtq4APR8RrgROB0/P5ewB7SPqxpNWSDqmthCWrqwMfM7Pfknca9AbgO/lV0QC/k//diqyToOVkfWxcLWmviHio6nKWzSFsZqlYBDwUEfv0WbYeWB0Rm4F1kn5BFsrXVVnASXBzhJklIe8yc52kd8Izwz/tnS++AFiRz19C1jyxtpaClswhbGa1yDtnuhZ4qaT1ko4FjgaOlXQTcCv/P3LNpcD9km4DrgBOiohW9NzmU9TMzGrkmrCZWY0cwmZmNXIIm5nVyCFsZlYjh7CZWY0cwmZmNXIIm5nVyCFsZlaj/wOWSh2F8gIjYwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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PTuIdb59Ive6HvIL/q6mXceDSXxdwxuFg0CqcszgVbl5vZuvjF5K+A2Q1YnzMzK4L+3wMmAW+HLbNAAea2WOSjgSulXQI7cPhXYXKO9FR9M3stA7bDTinxbaBJw4uSvzbNrx2EPxkWZZIZCVmn8P2DOQapMjm/aFWQehjhtl9Netc6YFSnYjDO4OY1qHTtAejGnyVbtAt803ATDyTLfrb24Wbzeyt7Y4r6UzgHcAJQScxs13ArrB+p6SHgIOIPPtkCCgZDo9D5VOSFgL70r5HZVsqMw1Dq/nzY3oNRwwrjJF1njjs064LaDekj5fnmOMQxhkEcYNr3nDP/pNbmTPbI/6d3suSpTOlGXhVxHezzL16Ik9/omnpB0krgY8Af2pmTyfKXxLGMCHplUQNtltCSPxJSceEeP0ZwHWh2gbgzLB+CvDd+CbSC7XrjJqVq7bdPkmGEa9s92TSaiqHLOoYW21HWcQ+i1j40095WV59nveR9M6XLJ1purEMc+KMIr9nZQ37tPH0++FCYG/g5tDmelvoqXMs8ClJs8AccJaZxV772USDYZ9L1AYQtwN8AbhC0mYiD391P4ZVQvS3T0/OC4fkpauePgXFufOOEM4K+eS1pSiq5OFXkdij75dWIj/oGS0H8T0so/DHnn6hx4y6V2aVXw1c3WLbHcChGeU7gVOLsq304Z1k3/xBiWFWz5phdod0WlMlwU93EW4e1Z3PSy/Dj3KQjkfZQj2GmGtMNC11pdSeftZgrPSXsVvvv9Px8g6eyrM9b8+PPCGpvIzqJpJXnPNekyqJfZpWtk+QT/R7jeVPF9CddFhPmbHwl8HrN6PWE6ylKbXo5yHdDbLbOkk6CWa3QpSVTasT2ZOzDaZ7YrfdEQc9xUVsT5kEP931sV86HSct+HmFvF/BH1UbUTnCPaq1Z5+mVu80q/dKLz1aBmJbl4OAig4tpQciJQU27zJoytQ7J02D/OGZXumnt04/8f1RdwoYdbjHDOYaalrqSqk9/d0W/cQWafT3piLFaJDTQcfHL2IfJ5uk8A/ym1lEuKYdoxb7shDPpz8ulFr0Y88nHr1Y9OjbvAxy9Oc4xLjrTDeef7sbRK9hnU5URdhHHeZp1NizT1Nq0Y+JPeMiGzzTZIVRhp2Zq4wx7XFgWP3e0+fJ27DbDVUR+TIRhXdGH00YFpV4p0uWzrC7qftbvph3q8nKOnXJHIXwljmmXScaDCdGn8eOIhl0v/26Yoi5uYmmpa5U5p1NZgh/TDdi3gkX3vpRFpEvmkHH/IfJSHvwWJQcPb3UlcqIPgzWkxm02KeFp44iNErG9frWSfhHiTXUtNSVSsT0i6RfYR+EiLQ6ZtYdOWvfODZcqTt4AdRJ0KenlnTt1KTj96Pu+lhVzKBR43BOmlzvVNJKSQ+GHI3nZWz/cCLn472S5iS9KGx7JOR9vKtdKsS8tArxtKOfvuaj9Brzeq2NFvu3Ok6Vqcv76EQ3N4BfTb2s0oI/+sFZYI3mpa50FP0wDehFwCrgYOA0SQcn9zGzf4pzPhLlgvxBYuY4gOPD9pZzU+elXWw/TS9CX0eBTJKnx8hubN7SifT+rZZ+3kPVP488gwbTwj0ODbNlEHxMNOYmmpa6kuedHQ1sNrMtZvYMcBVRzsZWnAZ8pQjjWjG5dKaQEaT9xn/L1j0uj7DsTvzPK85FiXl633ZPLlUR+SJHgS9ATTH6pPCPelR50ZRC8GNMzUtNySP6e/IzBpK5G+ch6Y+IMrgnpw414CZJd0pa26uhRVGEoCR/eKOc6mGCeghBOjxVJRagPUu/tPL4sz7fKn/eUDLBh8J7AEj6pKTpRNj7pMS2j4ZQ+YOSTkyUHxlC4ZslXRAnP5e0t6SvhvLbJS3rx7Y8ot9NfsZ3Aj9OhXbeaGZHEIWHzpF0bOZJpLWS7igi7p9FEYLSjbhm7VfkDSL21qtGlrdf3wfpYiidQPZJ6d6Pgc2paSmAz8Zh75A6lhAaXw0cQuQgXxxn0gIuAdYSZdNaEbYDrAF2hDn6Pwuc349ReX5vcX7GmGTuxjSrSYV2zGxr+L8NuIYoXNSEma03s6OKiPunGabY91K/1fZ0eR28+ph0Q3NVGdRnUuWG2XaUTvADaqhpGRAnA1eZ2S4zexjYDBwtaQmwj5ndGlIhXg68K1Hni2H9G8AJ8VNAL+QR/U3ACknLJe1FJOwb0jtJ2hd4C8/mdUTS8yS9IF4H3g7c26ux3VK1cEE6bJRVXgeynlDK/jmNIoxXN+Evq+BjgkbG0j/nSrpH0qWSXhjKWoXLJ8N6unxeHTObBZ4AXtyrUR376ZvZrKRzgRuBBcClZnafpLPC9nVh13cDN5nZ/0tUfylwTbgpLQSuNLMbejU2SbuwQBGe/SgZ9fmd+fjnMQbMZZYuToWb15vZ+viFpO8AWXfmjxGFaj5NFAr/NPA/gL+mdbi8XRi9mxB7R3INzgrxqI2psnWp15cRJfVNlm0BDuvVuHZMphJG9yL0WVm4ivyB95LX1ykHLvTFUlovH8BoFc7Z3i7cbGZvzXN4Sf8L+FZ42SpcPhXW0+XJOlOSFgL7EiVI74lKt6H109DeKoZeNC4e2fh1yUfVB15VBstY+iDE6GPezbNh7Q3A6tAjZzlRg+2/m9kM8KSkY0K8/gyeDZVvAM4M66cA3w1x/54Yu2kYwAXH6UzRT33jTKm9fIg8/WJ66yT575IOj47OI8DfAITQ+NeA+4FZ4Bwzi4NLZxNFS54LXB8WgC8AV0jaTOThr+7HsLETff8hO3nw78l4oYJ7EpjZ6W22fQb4TEb5HcChGeU7gVOLsm1sRN9/xE4e/HsyppS9+1iBjI3oO+VjGA3dLuJOJzSY8E5pGQvR72buk272d8qLf4ZONxQd3ikzle6904puB9DEc6fE+3s3y+pSt4FsdaD0vY8sEv30Uldq4+kX8UNPir333hgORdxk/XMqP7Hwl7UnT51FPk3lPf1+PLv07IjpY7nHX27cq68epfT63dN3nOHSjbfvIu8UjQBlT8NQSyot+v0KQCw2WXOVu5dfLlzsnYFh9fbs01Ra9IsgS0ziG0GygdcZDX7t60VZY/reT3+MiT18F/vR4dfdGSrm4R3HGRku+PWltF4+4xXeydV7R9LKkM9xs6TzMrYfJ+mJRD7Ij+etWyY8jj86XOzrTZkFH7z3zjxC/saLgLcRzeu8SdIGM7s/teuPzOwdPdbtmmF0/UrG9l2UHKeeaMwacvN4+kcDm81si5k9A1xFlLMxD/3ULQXJGL/jOPVknDz9PKLfKqdjmj+WdLek6yUd0mXdUpA12Mc9fMepOWM2OCuP6OfJz/gT4BVmdhjwr8C1XdSNdpTWSrojlZOyJYP0vFvN2+Pe/mDxG6wzKjTXvPR1POmriTbORyTdFcqXSfpDYtu6RJ0jJf0stH9eEDJoEbJsfTWU3y5pWT+25RH9Vjkd92Bmvzezp8L6RmCRpMV56iaOsd7MjmqXkzLJ5NKZoYhw+hwu/I5TMwbg6ZvZe83scDM7HLga+GZi80PxNjM7K1F+CbCWKIXiCmBlKF8D7DCzVwOfBc7vx7Y8or8JWCFpuaS9iFJ1bUjuIOllibvS0eG4j+Wp2w/DEv70RXLhd5z6IAYX3gm6+B7gKx32WwLsY2a3hvy3lwPvCptPBr4Y1r8BnBDrbS90FH0zmwXOBW4EHgC+FvI8niUpvkudAtwr6W7gAmC1RWTW7dXYLCaXzhR5uJYkL5SHIRynRhhozpqWgngz8Bsz+2WibLmkn0r6gaQ3h7JJoshITLL9c0/baNDUJ4AX92pQrsFZIWSzMVW2LrF+IXBh3rpFM6wulROM1WhtxxkbWnj2i1NtjOvNbP2eOtJ3gKy+4x8zs+vC+mnM9/JngAPN7DFJRwLXho4v7do/c7eN5qEWI3Inl86Uc8pWx3FKPzALg4nshtvt7doYzeyt7Q4raSHwZ8CRiTq7gF1h/U5JDwEHEXn2SxPVk+2fcdvoVDjmvsDj7d9Uayo/n36Mx9kdx+mFAcb03wr83Mz2hG0kvSQMWkXSK4kabLeY2QzwpKRjQrz+DCB+WtgAnBnWTwG+G+L+PVELTx8G5+3PYUwUeENJej3+dOLUndJ7+QE1BhIeXk1zA+6xwKckzQJzwFlmFnvtZwOXAc8Frg8LwBeAKyRtJvLwV/djVG1EHwYX218gMRdurEUeP/2D8JuAUyeqIvgYaHYAhzX7q4yyq4m6cGbtfwdwaEb5TuDUouyqlehXPbaf9SOp8vtxxpfKCD6Efvrj0yOvVqI/SBaEbrG7ew+l9fRDyFtn0DeHVnb4TclJUynBD9R52oU0tRP9QYR4dlqD52iCnVbeb0a/oaJef6h+M3CSVFLwzZgorl9+6amd6Fc9xFMUo/7xeYP1+DHq71w/jJOnX5sum0nK+uUbV/E7cOmvS/uZOA4GzFnzUlNqKfpQvPCXObRTFVz860vVP9eJOWta6krtwjtO+YkFYlyffOpG1QVfY9Z7p7aePlT/y1h33POvPnX5/AY44VrpqLXoQ32+lHXGxd8ZKdYs+HUWfQ/vOKXBwz7VoVY36TC18riQy9OXtFLSgyFd13kZ298n6Z6w3CLpsMS2R0IKsLvypkIsmlp9QccA9/zLS20/m4Y1LzWlo6cfZoS7CHgb0RSfmyRtMLP7E7s9DLzFzHZIWgWsB16f2H68mW0v0G5nDHDPf7TUUtyzMNDs+PTOyxPeORrYbGZbACRdRZS+a4/om9ktif1vY/680I7TFwcu/bUL/4AZG4HPQBhquOgn2ZOqKzDFfC8+zRqenRIUoqEPN0ky4HPJzDOOkxcX/mIZZ5FvYsw8/Twx/dypuiQdTyT6H0kUv9HMjgBWAedIOrZF3bWS7hhU3N+/5NXHP8PuiOPvWYuTxKDRaF76QNKpku6T1JB0VGrbR0P76IOSTkyUHxnaPzdLuiBOfi5pb0lfDeW3S1qWqHOmpF+G5UxykMfTj1N1xSTTeCXfyOuAzwOrzOyxuNzMtob/2yRdQxQu+mG6fngCWB+OVd9WFKcvPM7fGhfzHomnYSiWe4lSJX4uWSjpYKIkKIcABwDfkXSQmc0BlwBriULkG4GVRFGTNcAOM3u1pNXA+cB7Jb0I+ARwVHgXd4b21h3tDMvj6W8CVkhaLmmvYPCG1Bs5EPgmcLqZ/SJR/jxJL4jXgbeHizESRv2jGPX560SVruWgPGz33gvCQLNzTUtfhzR7wMwezNh0MnCVme0ys4eBzcDRkpYA+5jZrSEV4uXAuxJ1vhjWvwGcEJ4CTgRuNrPHg9DfTHSjaEtHT9/MZiWdC9wILAAuNbP7JJ0Vtq8DPg68GLg4PJHMhoTCLwWuCWULgSvN7IZO5xwkHhuuD+PyWbqgDxrrO5zTBZNEnnzMVCjbHdbT5XGdR2GPHj9BpLdZ7a2TdCDX4Cwz20j0uJEsW5dY/wDwgYx6W4DD0uWjZlzEYhwoe7gnLdidvnsu8CPAgLlM0V+camNcn+yIIuk7QNaH+TEzuy6jHFq3kbZrO+2lTkvGdkSuC3+9KOPn2UrAXdhLhhnMZibJ3R4iFi2q2Vt7OFurNtIp5nd1T7adxnWmJC0E9iVKkD4FHJeq8/1OBtR+7p12+I+vXpQlvl0GG5wuKbj3Ths2AKtDj5zlwArg381sBnhS0jEhXn8GcF2iTtwz5xTguyHufyPwdkkvlPRCojbTGzsZMLae/rBxERguowr7+OdcQcxgrr+G2zSS3g38K/AS4NuS7jKzE0N76NeIBrfOAueEnjsAZwOXAc8l6rUTj3f6AnCFpM1EHv7qyGx7XNKniTrbAHzKzB7vaJv1keh7UAy7y+YghcFFoBwU+Rn7Z1oq7mwXgsnDvoteYm/Y78+bym/Y/rm+j11G3NNnMPFgF4Zy0etn7J/jGGBgBXv6ZcZFP1Ck8LtQlBP/XJxMBhDeKTMu+gn6FX4XFcepIoZl996pJS76KXoRfhd7x6kwhnv6405e4Xexd5zqY2ZjFdP33jttyBJ+F3rHKRV997CRdAOwOGPTdjPrOJdN1XDRdxynytSyW+UgGesRuY7jOOOGi77jOM4Y4aLvOI4zRuQSfUkrQ2qvzZLOy9iukN5rs6R7JB2Rt67jOCIrUlQAAASFSURBVI4zPDqKvqQFwEVEOW4PBk4LKb+SrCKaLW4FUbqvS7qo6ziO4wyJPJ7+0cBmM9tiZs8AVxGl70pyMnC5RdwG7BfSf+Wp6ziO4wyJPKKfJyVXq316SuflOI7jDIY8I3LzpOTqO52XpLVEoSGAXYwwgXofLAa2j9qIHnC7h4vbXRyvGLUBVSOP6LdK75Vnn71y1AUg5J5cDyDpjioOuHC7h4vbPVyqarcznzzhnU3ACknLJe1FlLVlQ2qfDcAZoRfPMcATIf1XnrqO4zjOkOjo6ZvZrKRziXIvLgAuDSm/zgrb1wEbgZOAzcDTwPvb1R3IO3Ecx3E6kmuWTTPbSCTsybJ1iXUDzslbNwfru9y/LLjdw8XtHi5VtdtJUMoJ1xzHcZzB4NMwOI7jjBEjE/1+pnYYJTnsPk7SE5LuCsvHR2FnGkmXStomKbMrbImvdye7y3q9Xy7pe5IekHSfpL/L2Kd01zyn3aW85k5OzGzoC1Gj7kPAK4m6dd4NHJza5yTgeqK+/scAt4/C1h7sPg741qhtzbD9WOAI4N4W20t3vXPaXdbrvQQ4Iqy/APhFRb7jeewu5TX3Jd8yKk+/n6kdRkllp5Uwsx8Cj7fZpYzXO4/dpcTMZszsJ2H9SeABmkejl+6a57TbqTCjEv1+pnYYJXlt+mNJd0u6XtIhwzGtb8p4vfNS6ustaRnwH4DbU5tKfc3b2A0lv+ZOa0aVGL2fqR1GSR6bfgK8wsyeknQScC3R7KNlp4zXOw+lvt6Sng9cDXzIzH6f3pxRpRTXvIPdpb7mTntG5en3M7XDKOlok5n93syeCusbgUWSspIul40yXu+OlPl6S1pEJJxfNrNvZuxSymveye4yX3OnM6MS/X6mdhglHe2W9DJJCutHE13jx4ZuafeU8Xp3pKzXO9j0BeABM/ufLXYr3TXPY3dZr7mTj5GEd6yPqR1GSU67TwHOljQL/AFYbWYjf2SX9BWiXheLJU0BnwAWQXmvN+Syu5TXG3gjcDrwM0l3hbJ/AA6EUl/zPHaX9Zo7OfARuY7jOGOEj8h1HMcZI1z0HcdxxggXfcdxnDHCRd9xHGeMcNF3HGckdJpML2P/90i6P0wEd+Wg7asr3nvHcZyRIOlY4Cmi+YcO7bDvCuBrwJ+Y2Q5J+5vZtmHYWTfc03ccZyRkTaYn6VWSbpB0p6QfSXpt2PRB4CIz2xHquuD3iIu+4zhlYj3wt2Z2JPD3wMWh/CDgIEk/lnSbpJUjs7DijGrCNcdxnHmESd7eAHw9zPIAsHf4v5BoUrfjiOYo+pGkQ83sd8O2s+q46DuOUxYmgN+Z2eEZ26aA28xsN/CwpAeJbgKbhmlgHfDwjuM4pSBM4fywpFNhTzrJw8Lma4HjQ/lionDPlpEYWnFc9B3HGQlhMr1bgddImpK0BngfsEbS3cB9PJuZ7kbgMUn3A98DPmxmPrNnD3iXTcdxnDHCPX3HcZwxwkXfcRxnjHDRdxzHGSNc9B3HccYIF33HcZwxwkXfcRxnjHDRdxzHGSNc9B3HccaI/w+yQyMv3+0x1QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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X2b4denmhGVSvvhFlFP5uePplpvSinxbWGVThr0ez0E6egl+FmHs9+uXOouqUbUloQ4y46JeDRnH8Xgp/TFEXgE5i+XkJfpXFPo04tt9vn6tKlGWGjxl9vcBaLaUW/Wb0SvhjOnmIKyart5mHGHUi+P0ohs0GnZ1BxT39SlGE8EP7Xn+eQtOtlTQHSQzd2y+eosM8ZjAyOjihv1KLfizmzTzWuL4KXn+vaNfLHxQBdLF3YuL19AeFUov+flN+D2Sfo181rz+P907DBd9xWmPUPf1yMV7KLGS9Fn4oVvzzYhAF32fzFE/RoR2IwzvV/dttlUp80tjjz0pRSw30KltV3l7+IAp+Ehf/wcYQIyPjxmz9SmU+2aSp65oflGDErBDxH0386/V5XfDbw/tgwLEoOXrt1q9URvShdeGHYhcYa+cCMFrnXzNc8B2nfWxUY7Z+pRIx/U4pIs5fSzdDPy74ThUpQzwfopj+aB+Hc2rJ9EklzZL0csjGfk1K/ZcT2d1fkDQi6b2h7tWQ4f2ZRqkQs9KOtw/FhXu6jQt+Pnhcf7Cx0bFbv5Ilicp44CbgLKIMLiskLTazF+NjzOzbwLfD8Z8C/ktijWiA081sY66Wt0kZvP488GmZ+eNz9wcUk3v6NZwErDazNWb2NrCIKDt7PS4C7s7DuHq06+3HxF5/VT1/F/zu4R5/byhLaGc3prFbB0i6TtL6RATk3ETdV0LU5GVJ5yTKTwhRkdWSblDIviJpb0n3hPLlkqZ1YlsW0d+diT2QzNK+B5LeDcxizyQBBjwq6WlJ89o1tFtUSfzbtXUUc8EPZOkHF/7uUjrBBxhN2TrnO2Z2XNiWAEg6mijz1TFEWnlziKYA3ALMI0qhOCPUA8wFtoTELN8Bru/EqCyi30om9k8BT9aEdk4xs+OB2cCVkk5NfRNpnqSVecT926Gs3n+ndrnYR4xDLYl5q8c72Sil4BvYiMZsXeI8YJGZ7TSztUS5xU+SdAiwv5ktDSlo7wDOT7S5Pez/GDgjvgtohyyiH2dij0lmaa9lDjWhHTPbEP5/HbifKFw0BjNbYGYnNso+3yuKvgDk9f4u+GPFu56Q1+srF/78KKXgBzSqMVsOXCXpOUkLJR0YyupFTqaG/dryPdqY2TCwFXhfu0ZlEf0VwAxJ0yXtRSTsi2sPkjQJOA14MFG2r6T3xPvA2cAL7RpbBEkB7taFoBvnd8FvXbBd+LtHmQUfE4ymbDA5jj6EbY/wtKTHw2zF2u08olDNEcBxwGvAP8bN0ixoUN6oTVs0nb1jZsOSrgIeAcYDC81slaTLQ/38cOingUfN7P8lmn8AuD/ciUwA7jKzh9s1tixkFeZW1gzKExf89oW6XuJ0n9nTPqUW/JiR1NKNjSIPZnZmllNL+p/AT8PLepGTobBfW55sMyRpAjAJSIbQWyLTw1lhEGJJTdn8mte3AbfVlK0BPtqucY2YNHVd5tU3i8IFv/d00yt34e9TjLzCObuRdIiZvRZefpp3IhyLgbsk/RMwhWjA9l/MbETSNkknA8uBS4HvJtpcBiwFLgB+HuL+bTEQT+QOAi5GvaFI4Y8vaFX6rivh5UMHwZK6/A9Jx4Uzvwr8DUCIktwLvAgMA1eaWXyfcQWR4/wu4KGwAdwK3ClpNZGHP6cTw1z0+4AqiUA3adfLT0uhWC/MEx9fVJ/7d90FDJTzbB0zu6RB3TeBb6aUrwSOTSnfAVyYl20u+hXGBeAd8grrxOdJCntZYvz+fXcP9fGyC7UMzrPHfYYLQL406s+k958s81k9zdmy/tDmB5WB7jycVUrc068YLvZ7kqfwxkKe1sdpwh+/v38n1UZdCO+UGff0K4SLS/fxPs6fKnj7Gh279Ssu+hXA184pL/69ZKPUwm8u+k5JcLFvTNExdf9uWqPMwu+i7xSKi73Tr5RS+AfM0/eB3BLhQp+dvAdw88QHd6uFAKUvw9CXuOiXABeI4uhW37vwVwjrb8++Fhf9AnFR6B296uvaZZz9O64ILvpOt3ExaJ9WQjtF9rN/xxXBPLzjdAkXgd7i/V0+yroA2yCFdzLN3pE0KyTxXS3pmpT6mZK2JpIAX5u17SDgs3F6TxH9XfQUUqd9fPZOgpC09ybgLKLF/FdIWmxmL9Yc+msz+8s227ZM2dfSd5EfLFzwq4sGbCA3i6d/ErDazNaY2dvAIqJEvVnopG3liD16F/zukUVci47j+2+gegySp59F9Osl8q3lzyU9K+khSce02Lay+B95b6nXz0V/D/4bqDBdeDhL0j2JcPerkp4J5dMkvZWom59oc4Kk50Mo/AaFPLOS9g7nWy1puaRpndiWZSA3S1Le3wAfNLPtks4FHiBKA5Y5oW9IOjwvra5s+B93sST738Mq1aGsg7iQ/+wdM/vs7nNL/whsTVS/YmbHpTS7hUgDlxGlp51FlD1rLrDFzD4saQ5wPfDZlPaZyOLp10vkuxsz+5OZbQ/7S4CJkiZnaZs4xwIzO7FRIuIkk6aua35QmyS9xrTNKQ/+nTgd08VlGIK3/hng7ibHHQLsb2ZLQ/7bO4DzQ/V5wO1h/8fAGfFdQDtkEf0VwAxJ0yXtRZSfcXGNwQcnbkVOCufdlKVtJ+Ql/C7qjjO4iK7G9D8J/MHM/i1RNl3Sv0r6paRPhrKpRE5yTDIUvjtMbmbDRHcN72vXoKbhHTMblnQV8AgwHlgYkvteHurnE2Vov0LSMPAWMCdcrVLbtmtsGpOmrmtpJo+LuuM4e2CgkVRdmCxpZeL1AjNbEL+Q9DhwcEq7r5nZg2H/Ivb08l8DDjezTZJOAB4IY6CNQuGZw+RZyPRwVgjZLKkpm5/YvxG4MWvbvEkTfhd3x3GyUsez39go3GxmZzY8pzQB+A/ACYk2O4GdYf9pSa8ARxJ59sklSJOh8DhMPhTOOQnY3PgT1afvnsgtWuzTBqtKuZys4/SQMg/iYjCuO8swnAn81sx2f3hJBwGbzWxE0oeIJrysMbPNkrZJOhlYDlwKfDc0WwxcBiwliqr8PERS2qJvRD+O729df1ghwt/oR52s8wuA45SLOKbfBeYwdgD3VOAbIRQ+AlxuZrHXfgVwG/Auolk7D4XyW4E7Ja0m8vDndGJU34h+TBzq6YXwt+O91Lbxi4DjFI9G89cLM/uPKWX3AffVOX4lcGxK+Q7gwrzs6jvRhz1j/N0Q/zxvVT0c5PQzpQ7rxBhouGgjekdfij50J9zTqx+wXwicfqASgg9hnv7gTPzoW9GPySPcU4YfbyMbunVByPq5/YLk1FKGv5lW6Oe1dmrpe9GHsVM6s1wAqvSjzePOoJPP6+MUTpIq/e0AyIxx6fP0+5KBEH3Y8+ndRqJUtR9sPYr8HH4RcKqGe/p9Tr8Ie1WI+9vFv/+p5N+WAe7pO07++PMKTlnx8I7jdBn3/vuPSnr5xJmzBkf0M+XIdZxuUVWhcPak6t+jRmzM1q+4p+8Ujnv91abqgo/1t8jX4qLvlAYX/+pRecGHRksr9yWZRF/SLOCfidbE/76Zfaum/mLg6vByO3CFmT0b6l4FthEtLjScNTOWM7i4+JebvhD6WgYopt9U9CWNB24CziJa13mFpMVm9mLisLXAaWa2RdJsYAHwsUT96Wa2MUe7nQHgwKlDLvwloC9FPomBhgdnon4WT/8kYLWZrQGQtIgoZ+Nu0TezpxLHL2PPZACO0zbu9feWvhf4FIShURf9JLvzMwaG2NOLr2Uu76wDDdGjD49KMuB7yXRjjpOVKnn9VVswbxCFfg8GzNPPMmUzc35GSacTif7VieJTzOx4YDZwpaRT67SdJ2llTU5Kx9lN2cXpwKlDdW2M68rwGZK2lMGe4jEYHR27dYCkCyWtkjQq6cSauq9IWi3pZUnnJMpPkPR8qLtBkkL53pLuCeXLJU1LtLlM0r+F7bIstmXx9OP8jDHJ3I3JD/IR4PvAbDPbFJeb2Ybw/+uS7icKF/2qtn24A1gQzjU4oypOS5TV429FPIu4E3Bxb0B3lmF4gSg/7veShZKOJsp8dQwwBXhc0pFmNgLcAswjCpEvAWYRRU3mAlvM7MOS5gDXA5+V9F7g68CJ4VM8HcZbtzQyLIvorwBmSJoOrA8Gf67mgxwO/AS4xMx+lyjfFxhnZtvC/tnANzK8p+PUpUxx/rzENK9F6lzc28BAw/kmyTWzlwCCs57kPGBRSJC+NqRAPCnMctzfzJaGdncA5xOJ/nnAdaH9j4Ebw13AOcBjcbpFSY8RXShqUzTuQVPRN7NhSVcBjxBN2VxoZqskXR7q5wPXAu8Dbg4fMp6a+QHg/lA2AbjLzB5u9p6Ok4Wixb+bAuvi3Uus43BOC0wl8uRjhkLZrrBfWx63WQe79Xgrkd6mjbdOpQmZ5umb2RKi241k2fzE/heAL6S0WwN8NMt7OE67lDXk41QEA0ZSRX9yzRjjguREFEmPAwentPuamT1Y593qjZE2Gjttp01d/Ilcpy/otfC7J95HmMFwapLcjY0eJjWzM9t4t3pjpEPsOdU9OXYatxmSNAGYBGwO5TNr2jzRzABfcM3pG4rMYexUnJxn7zRgMTAnzMiZDswA/sXMXgO2STo5xOsvBR5MtIln5lwA/NzMjCjkfrakAyUdSDRm+kgzA9zTd/qKbnr8LvZ9ihmM5DuQK+nTwHeBg4CfSXrGzM4J46H3Ej3cOgxcGWbuAFwB3Aa8i2gAN37e6VbgzjDou5loMg1mtlnSfyOabAPwjXhQt6Ft0QWjXPiUTScP8hR/F/zS8nSn63lNmniQffyAvxpT/vDG73V87jLinr7Tt+SVqcsFv88xsJw9/TLjou8MBO1eAFzwB4AuhHfKjIu+M3C4kDt7Ylj67J2+xEXfcZzBxnBP33EcZ1AwM4/pO47jDArb2PLIY8P3TE6p6svETy76juMMNGY2q2gbeok/kes4jjNAuOg7juMMEC76juM4A0Qm0Zc0K6T2Wi3pmpR6hfReqyU9J+n4rG0dx3Gc3tFU9CWNB24iynF7NHBRSPmVZDbRanEziNJ93dJCW8dxHKdHZPH0TwJWm9kaM3sbWESUvivJecAdFrEMOEDSIRnbOo7jOD0ii+hnSclV75i20nk5juM43SHLPP0sKbk6TuclaR5RaAhgJ1E2+aoxmWo+0OF29xa3Oz8+WLQBVSOL6NdL75XlmL0ytAUg5J5cACBpZRXXsXa7e4vb3VuqarezJ1nCOyuAGZKmS9qLKGvL4ppjFgOXhlk8JwNbQ/qvLG0dx3GcHtHU0zezYUlXEeVeHA8sDCm/Lg/184ElwLnAauBN4PON2nblkziO4zhNybT2jpktIRL2ZNn8xL4BV2Ztm4EFLR5fFtzu3uJ295aq2u0kKGWOXMdxHKc7+DIMjuM4A0Rhot/J0g5FksHumZK2SnombNcWYWctkhZKel1S6lTYEvd3M7vL2t+HSfqFpJckrZL0tynHlK7PM9pdyj53MmJmPd+IBnVfAT5ENK3zWeDommPOBR4imut/MrC8CFvbsHsm8NOibU2x/VTgeOCFOvWl6++Mdpe1vw8Bjg/77wF+V5HfeBa7S9nnvmXbivL0O1naoUgqu6yEmf0K2NzgkDL2dxa7S4mZvWZmvwn724CXGPs0eun6PKPdToUpSvQ7WdqhSLLa9OeSnpX0kKRjemNax5Sxv7NS6v6WNA34d8DymqpS93kDu6Hkfe7Up6h0iZ0s7VAkWWz6DfBBM9su6VzgAaLVR8tOGfs7C6Xub0n7AfcBf2dmf6qtTmlSij5vYnep+9xpTFGefidLOxRJU5vM7E9mtj3sLwEmSkpLulw2ytjfTSlzf0uaSCScPzSzn6QcUso+b2Z3mfvcaU5Rot/J0g5F0tRuSQdLUtg/iaiPN/Xc0tYpY383paz9HWy6FXjJzP6pzmGl6/Msdpe1z51sFBLesQ6WdiiSjHZfAFwhaRh4C5hjZoXfsku6m2jWxWRJQ8DXgYlQ3v6GTHaXsr+BU4BLgOclPRPKvgocDqXu8yx2l7XPnQz4E7mO4zgDhD+R6ziOM0C46DuO4wwQLvqO4zgDhIu+4zjOAOGi7zhOITRbTC/l+M9IejEsBHdXt+3rV3z2juM4hSDpVGA70fpDxzY5dgZwL/AXZmv2NW8AAAEnSURBVLZF0vvN7PVe2NlvuKfvOE4hpC2mJ+kISQ9LelrSryX9Waj6InCTmW0JbV3w28RF33GcMrEA+JKZnQD8PXBzKD8SOFLSk5KWSZpVmIUVp6gF1xzHcfYgLPL2ceBHYZUHgL3D/xOIFnWbSbRG0a8lHWtmb/Tazqrjou84TlkYB7xhZsel1A0By8xsF7BW0stEF4EVvTSwH/DwjuM4pSAs4bxW0oWwO53kR0P1A8DpoXwyUbhnTSGGVhwXfcdxCiEsprcUOErSkKS5wMXAXEnPAqt4JzPdI8AmSS8CvwC+bGa+smcb+JRNx3GcAcI9fcdxnAHCRd9xHGeAcNF3HMcZIFz0HcdxBggXfcdxnAHCRd9xHGeAcNF3HMcZIFz0HcdxBoj/D44azbh5s6KPAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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jbA6rp00ZATbqWv5shz1o/ptnc67HJfAbXKP6UZFJVOYCFwFvIZvBZZWk5bbva+xj+3PA59L+bwP+a26MaIBjbfc0n2OzcQ7+YQf+uNX2G8087cK/XTPQMGaP6jf4Rxn4ZY1xU/QJ4XELfKyo6Tc5Elhjey1AmhbxFOC+NvufDnyjnOK1Ns7BH7qbbRv/HFS5aQOrYlCDmjVfAMYu6JuVfONW0ieB9wO/S6s+liaVQtJHgbPIWj8+aPvGtP4IdkyisgL4kG1L2g24HDgC2AS8y/ZDvZatyOVt+0zsSX6W9p1I+g/AInaeJMDATZJul7Sk14KOu1E169SlOWlOy7mjy9VrU9Kwa/nzF6zfvgzD2Ac+wHSLpX+ft31YWhqBfzDZzFeHkGXlxak1BeDLwBKyKRQXpu2QXSC2pIlZPg98tp9CFUmE2czE/jbgZ01NO6+3fThwEnCupKNbfom0RNLqptnn26pSN85QDVUO/kEbdtBPFIO3acYyIKcAV9neavtBsrnFj5S0D/A827emKWgvB96eO+ar6fW3geOk3h+UKRL6jZnYG/KztDdbTFPTju0N6d9HgWvJmotmsL3M9mtmc6N3XIJ/1LXtQX1/FSdVqVLwb1y/YGC1/HzIR9D3T9OasZTgPEl3S7pU0l5pXbuWkwXpdfP6nY6xPQU8Bjy/10IVSYNVwEJJB0ralSzYlzfvJGkP4E3Ad3PrniPpuY3XwAnAPb0WtpVxCf4wWToF/6DCPkJ+QCyYbrHA/EbrQ1p2ap6W9ANJ97RYTiFrqnkZcBjwCPAPjcNalaDD+k7H9KTrjVzbU5LOA24k67J5qe17JZ2dti9Nu74DuMn2/8sd/kLg2vRLZB5wpe0bei1sCEUM68busNrqI+SHYFvLtRs7tTzYPr7IR0v638D30tt2LSfr0uvm9flj1kmaB+wB5JvQZ6VQP/10E2JF07qlTe8vI7vznF+3Fnh1r4Urqsq9eUbdtBMGYxhj1kTYD4kpqzlnO0n72H4kvX0HO1o4lgNXSvpHYF+yG7b/anubpMclHQXcBrwH+FLumDOBW4FTgR+mdv+ejM0Tud1UOfirYNz67NdZhP0IlH8N/5+SDkuf/BDwAYDUSnI1WZf3KeBc243fGeewo8vm9WkB+ApwhaQ1ZDX8xf0UbGJCHyL4ww5lNvE0uiQ22vEHWcuPwB8Bg0rurWP7jA7bPg18usX61cChLdY/BZxWVtkmru1h931/HTd3w0AMuj96BP7oaHrmMqkmLvQbIvhDCIUN5uGsSprY0IcI/lCuQT6YFbX80VFq3mleJtVEtem3Eu38gzVXYlvvHQlafl6zMj6/nxEj8/sOoj0/An/0Jrk5p9lE1/Qb8jX+bXapIRXK0+4J336e/G03a9NEjBcTyuFo059Iu+/7653CPoI/NAf/KKb1i1p+NUToT6g9Fjzc00QdobOyxuBpdyEe5AV6lDX+CPyKqFlNf+Lb9FvZY8HDpc7LGgann8AvGuh7LVhX+ty6nUTYV4sAtR6GYSLVqqafV7ca/7g8jdsI+Um99xKBX0FR06+P6NlTTaMI+0ZtfxAi6MfABId8s1qHPuzo2TOo8J9meuSDro1LLX/U+g3+CPcx5Xo179Q+9Bui1h9g9sEfQT8ZJrk5p1mhKqikRZLul7RG0vktth8j6TFJd6blE0WPrZJJHLenrrX8fu7ZFL0BHIE/OaJNPydN2nsR8BaywfxXSVpu+76mXX9q+609HlspZdf6R9XEM6zAn8Qbrs0ja+ZF2E8WebJDvlmR5p0jgTVpQhQkXUU2UW+R4O7n2JEadFv/oNW1hg/l9syKJ3froU6hX6T62W4i32Z/JukuSddLOmSWx1ZWWU0+wwzhOgd+CLM2gC6bkr6Za+5+SNKdaf0Bkp7MbVuaO+YIST9PTeFfVJpnVtJu6fPWSLpN0gH9lK1ITb/IpLx3AC+x/YSkk4HryKYBKzyhb5p0eEmrbVVQRpPPMJp5hh34VWvaqdvzF6EcZffesf2u7Z8t/QPwWG7zA7YPa3HYl8kycCXZ9LSLyGbPOgvYYvvlkhYDnwXe1eL4QoqEfruJfLez/Yfc6xWSLpY0v8ixueOWAcsAJFUrSZLmGn8vF4FBBf8oavdVCvwI+9CzAbbpp9r6O4E3d9lvH+B5tm9N7y8H3k4W+qcAn0y7fhu4UJJ6nSe3SPqsAhZKOlDSrmTzMy5vKvCLcj9Fjkyfu6nIseOs16af6fS/MpT5WeMqAj/0Qwy0984bgd/a/vfcugMl/Zukf5H0xrRuAVkluSHfFL69mdz2FNmvhuf3WqCuNX3bU5LOA24E5gKXpsl9z07bl5LN0H6OpCngSWBxugq1PLbXwlZVPvhnU/vvp9Y/6qAvs5bfKbTbjZEUQR9KY9C2lv89z5e0Ovd+WWqRAEDSD4AXtTju47a/m16fDnwjt+0RYH/bmyQdAVyX7oF2agov3ExeRKGHs2yvIGtjyq9bmnt9IXBh0WMn2Wx7/cw2+Ecd9v2abVhHuIdhaFOz32j7Ne2OsX18x8+U5gH/GTgid8xWYGt6fbukB4CDyGr2+f7B+abwRjP5uvSZewCbO/9F7cUTuQMym9r/uAX5bGr5Edqh8gxzBjMMw/HAL21vb7aRtDew2fY2SS8l6/Cy1vZmSY9LOgq4DXgP8KV02HLgTOBWslaVH/bang8R+kPRa/PPOIqQD+Om0aY/AIvZuWkH4GjgU6kpfBtwtu1Grf0c4DLg2WQ3cK9P678CXCFpDVkNf3E/hYrQH7IyegCNUqtafgR9GHeaLr8nmu2/arHuGuCaNvuvBg5tsf4p4LSyyhWhP2LjdBHIB34EfZgYBk2NuhDDE6FfMVW+CETQh4nkwdT0qypCv+JGfRGYtFFHQ2ilTmPvROiPmU4hXOYFIcI+1IVs5rTupz+RIvQnyGyC+okN+0ewh5BETT9MvAj8EBIDUdMPIYT6iOadEEKoCUXvnRBCqJc2A65NpAj9EEK92RH6IYRQG+2HVp5Ihcb0lbRI0v1pjsbzW2x/t6S703KLpFfntj2U5n28s2ls6hBCqIZpz1wmVNeavqS5wEXAW8jGdV4labnt+3K7PQi8yfYWSSeRTXv42tz2Y21vLLHcIYRQDoOm6tNRv0jzzpHAGttrASRdRTZn4/bQt31Lbv+V7DwZQAghVJYwmq5P6Bdp3tk+P2OSn7uxlbPYMQ40ZI8+3CTpdklLZl/EEEIYoFTTb14mVZHQLzw/o6RjyUL/I7nVr7d9OHAScK6ko9scu0TS6mj3DyEMl2F6eubSB0mnSbpX0rSk1zRt+2i6P3q/pBNz649I9z/XSPqiJKX1u0n6Zlp/m6QDcsecKenf03JmkbIVCf3G/IwN+bkb83/Iq4BLgFNsb2qst70h/fsocC1Zc9EMtpfZfk2nOSlDCKF0jWEYmpf+3EM2P+5P8islHUw289UhwCLg4nTfFODLwBKyKRQXpu2QVaS32H458Hngs+mz/gS4gOz+6ZHABZL26lawIqG/Clgo6UBJu6YCL2/6Q/YHvgOcYftXufXPkfTcxmvghHQyQgihGgya2jZj6esj7V/Yvr/FplOAq2xvtf0gsAY4UtI+wPNs35rmv70ceHvumK+m198Gjku/Ak4Ebra92fYW4GZ2XCja6noj1/aUpPOAG4G5wKW275V0dtq+FPgE8HyyqxbAVKqxvxC4Nq2bB1xp+4Zu3xlCCMPjvptzZmEBWWeXhsY90mfS6+b1jWMehu15/BhZ3s72fitQ8OEs2yuAFU3rluZevw94X4vj1gKvbl4fQgiVYWBby9Cf33SPcZntZY03kn4AvKjFcR+3/d0239buHmmne6e9HNNWPJEbQqg3G6ZaTpK7sdM9RtvH9/Bt7e6RrmPnru75e6eNY9ZJmgfsAWxO649pOubH3QpQ6IncEEKYaCX33ulgObA49cg5kOyG7b/afgR4XNJRqb3+PcB3c8c0euacCvwwtfvfCJwgaa90A/eEtK6jqOmHEOrNhm393bhtJukdwJeAvYHvS7rT9onpfujVZA+3TgHn2m58+TnAZcCzyZ51ajzv9BXgCklryGr4i7Nie7Ok/07W2QbgU7Y3dy1bdsGoFknVK1QIoYpu77eb9x677O3X7fnnM9bfsPGf+v7sKoqafgih3gwuuaZfZRH6IYR6G0DzTpVF6IcQas64de+diRShH0KoNxM1/RBCqAvb0aYfQgh18Thbbrx56pvzW2yayImfIvRDCLVmu+sgZZMknsgNIYQaidAPIYQaidAPIYQaKRT6khalqb3WSDq/xXal6b3WSLpb0uFFjw0hhDA8XUM/TeV1EdkctwcDp6cpv/JOYscUX0vIpv0qemwIIYQhKVLTPxJYY3ut7aeBq8im78o7BbjcmZXAnmn6ryLHhhBCGJIioV9kSq52+/Q0nVcIIYTBKNJPv8iUXH1P5yVpCVnTEMBWxnMC9fmM5wMdUe7hinKX5yWjLsC4KRL67ab3KrLPrgWOBSDNPbkMQNLqcRzHOso9XFHu4RrXcoedFWneWQUslHSgpF3JZm1Z3rTPcuA9qRfPUcBjafqvIseGEEIYkq41fdtTks4jm3txLnBpmvLr7LR9KbACOBlYA/wReG+nYwfyl4QQQuiq0Ng7tleQBXt+3dLcawPnFj22gGWz3L8qotzDFeUernEtd8ip5By5IYQQBiOGYQghhBoZWej3M7TDKBUo9zGSHpN0Z1o+MYpyNpN0qaRHJbXsClvh892t3FU93y+W9CNJv5B0r6QPtdincue8YLkrec5DQbaHvpDd1H0AeClZt867gIOb9jkZuJ6sr/9RwG2jKGsP5T4G+N6oy9qi7EcDhwP3tNleufNdsNxVPd/7AIen188FfjUm/40XKXclz3ksxZZR1fT7GdphlMZ2WAnbPwE2d9iliue7SLkryfYjtu9Irx8HfsHMp9Erd84LljuMsVGFfj9DO4xS0TL9maS7JF0v6ZDhFK1vVTzfRVX6fEs6APiPwG1Nmyp9zjuUGyp+zkN7o5ousZ+hHUapSJnuAF5i+wlJJwPXkY0+WnVVPN9FVPp8S9oduAb4G9t/aN7c4pBKnPMu5a70OQ+djaqm38/QDqPUtUy2/2D7ifR6BbCLpFaTLldNFc93V1U+35J2IQvOr9v+TotdKnnOu5W7yuc8dDeq0O9naIdR6lpuSS+SpPT6SLJzvGnoJZ29Kp7vrqp6vlOZvgL8wvY/ttmtcue8SLmres5DMSNp3nEfQzuMUsFynwqcI2kKeBJYbHvkP9klfYOs18V8SeuAC4BdoLrnGwqVu5LnG3g9cAbwc0l3pnUfA/aHSp/zIuWu6jkPBcQTuSGEUCPxRG4IIdRIhH4IIdRIhH4IIdRIhH4IIdRIhH4IYSS6DabXYv93SrovDQR35aDLN6mi904IYSQkHQ08QTb+0KFd9l0IXA282fYWSS+w/egwyjlpoqYfQhiJVoPpSXqZpBsk3S7pp5JemTa9H7jI9pZ0bAR+jyL0QwhVsgz4a9tHAH8LXJzWHwQcJOlnklZKWjSyEo65UQ24FkIIO0mDvL0O+FYa5QFgt/TvPLJB3Y4hG6Pop5IOtf37YZdz3EXohxCqYg7we9uHtdi2Dlhp+xngQUn3k10EVg2zgJMgmndCCJWQhnB+UNJpsH06yVenzdcBx6b188mae9aOpKBjLkI/hDASaTC9W4FXSFon6Szg3cBZku4C7mXHzHQ3Apsk3Qf8CPiw7RjZswfRZTOEEGokavohhFAjEfohhFAjEfohhFAjEfohhFAjEfohhFAjEfohhFAjEfohhFAjEfohhFAj/x8jNk+MqiHt8wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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ejd2//4C0QIao5hiSObnbIOlHn9LsWwjXWayaI1vDFRVrTtsJynx2CG5LcgZit2GSoHEErJl4KwOvnm1VWU5Ufd0NdxFKCWpMpXRlZLyCto6Yw4WX1ancUgh2gUqVqwiaqyPmUjBj4TsveRijO5xqzheVbBnMWDFj5bD/+6Xq6+w/82QOueTL7Dv7ZBAhW1J3vBysT3yxvrJeRdLBSxe4x99cztEtUg4Iijm7610ap/DsI56PdHUQxREjcYiKkVo9h2X+jjdNNQdSFiNcvPTuxrIV+cUiZIcdNlM9d23XRexdKnvIsnnFGXKuuyimdPrJrLjkRz006tOQqiMwVs2VWpaYkGVbk/OiJltjzXjMz0e9wuGRC6pOOHeqpercC9l6gZjFq8CKpMO+DIhY1BiyUtBCkZEi1iALBtD6YswEmwnZApRj3/EXrO3MoLssUgjZIozugHwf5PuVfEnJlnxsddEki3x/yfLjTiJbtC7BJfe1PiwwAg0x1Jl6yzwoF/fVf/j0EwE46j2XDz6XncQct+luR9aEbEx1vtRG4YltBP+5te8uUmgr242KV7b79mEOOWTQunEb5p2g2yOWzMJMYn5kNfxnbWl0qObqfahRExGzzYQvvG1rwjxXi6Sc1wuB0+LrrPLFwgevooPP7MlYyrJJ0G01FbxUESQ3SGkwY4NdNoRqXHiVYHPBLgtmwTgPuRBXe8PC2BrMMizc4sh5tE/J9yvZssUsK6awLmrEwz78QZilklDDQDODlu4GICOn/m3uvpaGynpGq2GDAkkHlLfc0sgAC/Gs5U03k931Lv2k3PfnlZqcUXVeJf7pRJVq0IieguUxKZy14xmVejYLC9jl5e5jTrTNDC4NuJ4kP+8EDcO/r4a+lfb82NKInpSmquY2MYfiYdtMNQO+tkYi5zVDvJVRBVIQSNm/z3Dp1wpaBtXsCNmF0Vmf5h0iNiKCNgIhIqHAEXVuMIviLY/a+rC5oJkhW1DKZSFbMmRLQrZfWNjrjpkvOlLO91unmJetI+bCugSZk37MHXap8N9DIBM0U2wpyMhgW8UNLMpdPvRVyttv55bnPMqRtOfnWYXR8yOO6F4whZSL715Dfp97+RT1ui3OKdLae46JOSL/Bhn4+b2ZkkOwzoXf2+qzGjdvzrIO2zeJqe2bYm20CToQs6tCV3c4T1PNbX85KObtGrFhVVhaYbSGiNwbeBdwD9y/40JVfaOI3BV4H3AccDXwVFW92W/zMtxoUSXw66q6Z9oxZt7nROTtInK9iHQWyheHN4nIlSLyZRE5NVp2joh8wy9bn9qCPiROGuFsEEoahjt5pSR9Z6AUFsrSEWNRQlHCuHDkMi7ctDSGcYEsLSOLY2RxjNm37KY7ljD7lsnuWMLcsUx++zL5HcuMbhuzcGvBwq0FO28u2XVDyaE/tOy6vmTnTSU79pYs3Fowum1Mvm9Mtm+MWRxj9o+RpTGyuOympTFmaYwsFpilgmypxCyVjtCX6ySZw/+P+xlue/ojXXp5lCQjJdz4lAcPP5dGuok5SpPOj7137TdnBrIMRiNYGCF57jqUQuGR9m7CvnuWrwblbbdNfo1DDhlsW6wGW03U63p8tRP9A/LjD5lcraWaNZOIuGvVHEruaub7R7ad3PO2hs0mphkogN9S1QcDjwReKCInAC8FPqaqxwMf85/xy54GnAicg6t/P/UgQ07lO4A/xd0luvAk4Hg/nQa8FTjNH/jNwJnANcBlIvJhVf3agGP2IkReVFEYlf+l9fvMe8aKzwa0EJRzUXr1XE4q5zjVG3zIkIC4xG5HZgYRR1SaGzTLMEsGM8rQkalr3QJSWu8vl8i4nFTuRetx0u+fUsBmmCBDvGIXgdvPOBE1LhRPM629v0g9Z3e9S1XcpjNFd5r32KdMw/wsLM/cvNKdT1GLWu9Lx6Tcczy7f39/G/qOb5oEb3btalhT5pBDVr7fbYTVknRTKbvPDYKu7LG485fq2iIQsxHX35LX9c9dDXSpOsq3o3JejeesqtcB1/n3t4nIFcAxwFNwg5MAvBP4BPC7fv57VXUJuEpErsQN2/eZvmPMJGdV/aSIHDdllacA71JXtf9SETlcRI7GyforVfXbACLyXr/u2si5Gr4kvDqCEhVU1V1MeCVZqFfKbiIoZls6Ug7eM3T7mTEZtKMWTIZkxlsfGVkmaJb5C9mTVCBia6Gw/nPkd4cbRLV/4/5IWeYiIqz7j6gRJBP3Pg5bsvgnBm08Lew9+4Hc5eJvNYg5v9uMUd6H2AVtslVFRjmUJap1qdTGOuFG5c+JWos5dBdm92EU1/9o9jHj/ZVKtnu3uznHv906Y6uV8rrA20whVC5Asqw3sia2NDQurt8iZo0GpqiIOa+vze0GVVhag+T3/Pgw4LPAUZ64UdXr/ODW4Ij70miza/y8XqzHQ8gxwPc6Dto1/7Q1Hy34yOFzUIzhwvIp2i5crUTGLWIuipqU447Bzgs2UrYx2QQVZwxkBhln7tV/jsdeE1VHyOFYgZBjkq5W9vvNSsTmdYebvyHY3LiBaY1AO7Y0PG5KfW7uOPeR3PlfrqT40Q0uZrmLoKeQcnH9j5zfHNYLXmbICiytm59lzoOOOpYCGbcVr/ikn6DAh6rd8qabyQ4/vDHP7t8/YWeEz6tV0H3EvNkdg+t1g9CyrKynkGACUMdiUj1xhvehk7m2M5xyDsRs85qYq5GDfNjnAaacjxSRz0WfL/QDUVcQkcOAvwd+U1Vvlf7/U9eCqepiPci576AraoyInAecN+1ATzj7tVVp0L5d1wO6WsyysxMYt4jZP4pj1dWMgEl7o7uR7tWIi3gINkSWebL2irr9GG+1VuvhphCmsDxsY4x7PvTkHfplUMXkWdUR6dSLuD9EUDaiVRNve/yPVcQMsPiU09j5D58lv/vkcDy93zM+L4FfwyjFUcW/KnojRFQ0iFka0SFalhQ3ugHaza5d7nUoQe/dOzEvbBf2FX67ebI4VkLsG6HaHUG3Z3plHfzm6smwJuTazqC63jqJORrebbuSc9HtMd8wbZgqERnhiPlvVPUDfvYPReRor5qPBq73868B7h1tfi/g2mntWg9y7jvowkoa4+9IFwL0jSH4L3teyuln+OGgomQStwMcmVmt7AyzXMC4RMaFI+ayrJSrlhFZQtPWmPW4LN66CORjawXp8rulSXBBIcdqvbS10oytjbA/YypFL6oYa9FRhowyNCJpq36b6JEyRK8EYgYaoXuzvltAfsw967Y1Ek9a58gIQuZudJm3dOKbVzhXqkhpXDLMuKjtCZGGf7wmUu1q3wAMIcXVqueP6t9teUjetEJH4UlPhaZqDmGjlc8ciNh/HkFj3M3tSs6rsDXESeS/AK5Q1bg85IeBXwRe61//IZr/bhE5H7gnro/u36cdYz3I+cPAi7ynfBpwi79r/Ag4XkTuC3wf11O55oK/UmpNxOH/58uDovgwNW9lVMRc1sRcWkciZaRcNWS5tXznKQpagt3g63FgonkSqWBoHscTrkY3iva+1WrTK1SLlCPnX5eKjhRsho6c125Hxu3G+4WBXpef9BPVLnb847/3q+aOR7Hih9eTH32PyfVaZVmr+QYkFCgP5yDLIM/AONuH0sJ4XJWUorTO5ohIGlaneu2+fbV67vhOXRbIarDVJLvuCDd0Q/U7quBUcyDohp1RE3NF0BExawb3f90b+M/f2Ua1NRCKlZvljwGeDXxFREINhpfjSPn9IvI84LvALwCo6uUi8n5cn1sBvFBV+++YDCBnEXkPrvfxSBG5BvgDYOQPeAHwEeDJwJXAPuC5flkhIi8C9gAZ8HZVHZ6+1oGffMKrPQlHdZo1+Lpad8D5kLmGzxyIuYrSsDUpwCRJdnnQVfxo7QV3knRQjW2yDzaKV+zaQ87izp8j2ciXrmKzVTGqqGbYkXFF+HLT4KP8ks+RH3V3ih9e39j3UORH3b3ZYdreNk4KCcvim5IxjpjzHF0YoQu5+132eQWtWntc1jY6DFcby9zYxxwhqPKY2NdkX8RhiR2JPyspCeo2iHZXJaBQdQLWIXPiSDkiZrvg1fMIbO7qwJApx73p9Z7wle+8cL4L8Sv02Rr926j+K93WLcBP9WzzamDYqM8Mi9aYWq3GR2m8sGfZR3DkvS6QMHirjZNIWlERcchcFZlhm8Rcls3e/r66EK0L3/Vyl85TtlNIusqUoem3RsTcCOVrpDxrnX0HCDnuRks3SZNXQxiGS8V84gsATWKehSyjuPa6itAnOg/bJF2WTRINHX+Vaja1cs4N5MZ9nzCvLBGrdSGldYi+KG+/vVFaNFbgDdW8xprTK1XPwdZYF7TjxeOOPY8VEXO1H6mevBo1M1pWRlDJdsFPgaRHiuY+aihTqCKIlPu87Y/57i/P7yCwqsLyCsl5M7BtQsbPeMwfQlGTclDQ1fuYoEtbE7O3NFTrCI2KmBudgP1qqx165LKsosgF49Rao0PMl9Z0NZA9icUdgtXnOCnAE7+K25+I68wBqrJyHvEt22jm4rwv/RJt5Effg+K6Hzgl3IM2iedHHNHsLA3H9DePibjlttKNww7B/UbjsknAxuBGOJCq/wCc+l2L8g0EXXnZHaRslxZXvf+AM+RczIIbLaNdzKkLgaCnknQg3inX4szCRlE95lkwDz+p0UNfRRllXj2HpK4QzzxqEfMIygVFF9SNRJ8rmimSqbe56r0f+87X8p1fXJ88tPWGU87zFwO4Lcj5jEe/yqnlULyoinigqZaDj1xaR8xxuFoc1xwT8wpIuWOF6A+lTYKGyHPu2rTtb0f7CoTviTkSxZ70nJIOtoeUiuam6zA12v53D4ofXu867KrzUyvmcKORcCEHn7KdvFN9J9+hWVigO3RQJCriv06xy+Xttzf9Z1izWp6GPsLdMG+6h6AlX1kKsv38V5HTTna7DPfRWDkH1Rx3CHoro1wAu0OdYl5QdGSRXDGZRYyPGor69dUK9/2bV3PVM39v1V97o5CU81qgNKvKhQy7UGe4j5hD2FxE0g1SbKWyNjKpZvyZGzUKQihcTNBQq+g+3zZG20e0ximY0G5fupQiGt9KFbEZmvvz0oHiuh80Z0QxxxPLAtoKP97WghofhmVNTdBtVDfAyFdX9eGMs4nS7Nq1prEC29uaHTvd/HVQzUPRIO2hqngoetYdqpobqPoKqMPpWtaG5kEpe4LeoZQ7FN1hkYWSbGTJcovJLEaaCUmqQlkarBXu955X8+2nzxdBJ+W8SpzxqFfVRYtCx18gjvA+JubY152VAdjCSsa/q4g5Tszw8yqCjgkuJumhCGQfQp3watnayoaG4EFnZCc+gPLybw7adSDmanxAaKrlLhUbbjYWV6FMbU3QjeUWN7P0tkX0lBJ+q9AhuxJCWgM2gpTD9RKq602NMlnD98x27wa664qAS9fX2+9Y3fiNrd+4OfRUlAkYE3Qg5kNKzI6S0Y6CPC8Z5SV5ZjGRnWERSmsYF5kjaFXu/75XYUvDVc+YD5JW38Z5w1yT85mPfKVLe/ZkUXnLbbUcd7CVrc/BO/WkUXmaBrDGeccD0VdysYK3I8B3ysSpy6GTRmo1HCAVqWt9jKCe405H65M9rLoON2tdnnpmoHDp5PmP3Q8yQ/GNKwEmw+GoiTk7/PBmxEhHrHf8pFF9D9/xCbjEFzIqL7rqGFWXYNmO925bSy2VvuJC+lsILcbO47XqXsfujpnt3o2W5ZpHCQ+kDE1izg4/vJGQo7ffUbVn8L4f8iDKr3wdKSyaudz/uvxs7DO7ASXKnVDsguJQxR5aYg4bc8iuZe50yCJ32rHIYaNlFkyBEcWqS+oo1LBcZizbjKUyZ1xmLJcZRenI+gF//z8pC7PlRK3KkEJHm465JucQchWiMhodgFHEQv0H1ybx9SnVhu852dvdh5nFyqGhoFccP911DF98qbZKFDXWjW/Y5VtnGaiSH39/im/9p+sMbBF06CQs9+4lu/OdO0m53W4x/cpC1brOwujmNBHNEe87vml2Ld9GCAQd3kO/wh2CEAYXaoh03aw6MyVn1MXOH3Q8KkJ5xTfJTnqg6yw99UQ0n/xdq/oaUWmASkEvWNhRsmPnmLscuo+jdt3OXRb2sTtfZCQlFsml7YIAACAASURBVMPYGpZszv5ygeUsY1+xgBFtKOrlcY5aQVVQu7rQyfVDUs4rR/jvdpF0g5AjKwO6H8lDqFel/DyJWp3a++2OP4W8u7atUp6nZKvZmARndTx6e8MTLxbf2dJqVxVvXLdpmnKG5nBWQB3p0G5C7KVD00/v8qF9uyfgv6u27adtgt5oiOgaCWQtma+5snMH5U03A5Cd9EDszoWqgqGUilkqsF9wKQBalmR3vUu1/rBGuROeH3csGKkKXoUbdP7AH3P/ISB78AOiNvtrKWTba9313BhdO2QB+s6/0c6CO+9a5Ohdt3HsoTdx99GtHJY522jJjthnF9hXLnC7Kbij3NFo6mIxorQGYxSrLqP36me9fPh33QC4B+6tvkFMYr7JGSZVc6y+1BNze14ffHhVI1yri5fbZLnaWsTTSHeoB9lW4tap48rvFa2+F+BsnYxGzabm/qYfNyi1iWgHWl66yARBBx+ashnfXW3f523792ptlcY9L3UxYlSk2yZotc3Y4tAP4UfhFTHk97kXeugu7M4FykNHmH/5AgIsn/MT5PsM+cNOwNy2CPsXKb5/bUXQYYCEUI+kDbNjJ+aoIzEmq56y8vvft+r4zY+//+RGldARxIS4empdK/Vro7hWrsjIsrBQcOed+7nXrps54ZDvc8zoJkZSsqgjbisPYW+5i1ukvn5KFawaCmvIjCUzFmtcJ+Eq843WFaGe87xhrsn5ksv+AICzTnlFc0GsmuPPXfChX2ps5ZNOZKRNbDOlUWsJyeog5O4Y6lZn48RGngwz6u9dls7SgJqgqzavQpm2Qt46l3cRdFjc9vK7Ckv1ZWfOIfrC1NolOSto+IFwpLmwgB4yQj/3lcbltXDRZQDYRz0U+x9fqwbhDcq5uPHG/hFsAHPUkVRlbNs1XTpsOJfcJM0+D1UmfoG4Op3BhXYakMyyc6Hg8IVFjtlxMw/ZeQ3H5WPusJab7IiRVwUlhrFmjDVjhylYNjnLNkO8vSFST/MAm5TzBkA7/vQBUS0IEZ+5B42Y38oqaO+2i9CCFRLQl+I9tOl9dXW7Oh7bYXrQjJboqXsxKwFlWEP9fkWabegi6ID2aeiK/Ijm96bRe0wbbzAkg/Rh8DiFPZggZrWddZKbM4x/Ma4AVVSEqhOf+ZLr6OuwM/pUc36vYzwhR5mZMVHD5DUhPunHaF2Str1e9R3qKYxbaYySiWXBFOw2ixxhljjC7MawjyUtuEPGjKRgQQpGUjqv2RNyeB/jW7/wisnjbjKcrTF/nvP8tagDF3/xlc0Z7Qupy86I6z14opPMP/pl/mIOpT6zrJ78BS5Z5iZjqmki861vmKcpCBEZKwp7aq/b5alPhA5qXYt5FbD7908et6uDM1bB7fmNTlvbnKLfbAgxx69dy6bBLCwMWq8XapvTLISnHTEbFn2SH3NPT8Imup7de/WDFGv7eoXaGoyswvo3jFaLPGei12B5WIR9dgffK3bz3eI2brEli5oxpt8esCquiiKgurL/zUZCcRZLe9pqbBvlvOfLf8jZJ/mOg7ZKbCPE2sYELd6zriqnRR1TAVZra8AtjJbVKrsqzjPjcXxVcafRtlVIXZ/nbZXO/0LVLvf9ix9e36hIl9/9bsNHIYk977DvPgUN0y2U1vnqInm7f7/zUX3SCGor5TuLZGOFPLGeGMyOnauKd64K1nfM74abPziN2qeY6/IyZtcuxEySen7EEc7iOPoe3SrZk3I7KUiVulxsVJtbwKlmCy65K/peEQlXxFwthFIN+4oFbhgfxtX5kSxrxk4ZMybjNnsId9gdLNoRY80oNKOwGRZHzKqCxUdpzAtBK9VNY56wbcgZYM9X/4hzHvyyYSt3hX7FZODJWYgexzOaURRxB1YVKdHyq+Ooj9WgZ9TqdYFXz8V3r3GjmrQIuj5uTeJ9+wEmnhImCHoF6FTf4XBLi51EuhJ7wi4vVwTdIO1A+qwtMWVWcaGhx4nXi5Ht3l0XkvJPaNVvFuZVT36emDMXkVSNYemv13p0HK+SS3UqW1vVAQ1NS0RoetEKaoWiNOwrRvxoeTc7TMGiHbHLLJGJsuijNW6zO9lXLrj4ZjUslzlWXciaegU9T4S49eF8k9hW5AygIlVxIMJrrGLb5StjdBFJSx3HYWAVcXvSVo0Uc5zQslqCnojznaKSu7BCS6W3k88r33aJUbu06AiuUfNDGko5kOy0OOh4valtChl3O3auyLufhjahx0S5EiUdq+chxBz2G54C2scxu3a5jlvoPK+diBVzVP1PjXFV/3LTIGeXNSsIJRQtb9lGncp4TzmUCg2dgJF6diu5mORxkXH78g5uHB1KbkrGmrErW3Jxzmoqgt5fjthvRyyWI5b9iNalJ3drhW+du/V+M/i/8xzYGG0MImcROQd4I+6nfJuqvra1/LeBZ0b7fDBwN1W9SUSuBm7DPesV04Z9GYI9X/PqubpAja+XaZoX97TKaROdU62Ownid4JeKukFkKX2HipkkaIhCqKZgYNWxqRmJA2OQiu9e03Oc1s1sGjF03TRa66+qklwfMbP2TrzKp55CwHZpcUWF/YeScny88BRQrROq5IUaKQNuxhNhiZFqjolZR5nzm3NBLKg1vugUTmyUUEU5hZuriI/EqCMzNIsIOjq0BOVcZOwfj9i7tJNcLIXNOCRbZuQjdMbWRWrsLx0x7ysWWCxzloucsXUZgvPWAbdJVQRWhCHF9jPgzcCZuCGpLhORD6tqNYq2qv4J8Cd+/Z8B/ruq3hTt5nRVndFdPRyaiVO1AUG1dlkErVGgJ3fW8uO043E7VLSrqsSVk9EIgxs/YMNZCnqGSq33U5NfKAPa3M8AtdZuUzvuejWBqn03x/hY2wwzbwLBYtm/v9s3b3v7bbTrZVfWhtTEnLvBF+zIIOqGazOhM1zV1Vm2FjcOZOaIN3PDneGHowqDuVaZgeHhVHG2RimUhWFpnHNHtgMjyrLN2JUvk0fG9bLNWLY5y2XGYpmzVLr34yKjtAZbzpGNoLJtlfMjgCtV9dsAfjiqp+CGW+nC04H3rE/zurHnq3/kOgclc5XarDr1HA81047WiFVe7MlBk4Tb88JrVA2uImjtqtex+k7AQYieDKoRV9o98r7dxbXXuaL5fbWZW4/TXZ5z7N32EnS7bdMwy5teB2KOw+76PN2AMHzVapNewraz7JHQnq6wvBVZWVHonPoRZzTLsAsZdpRhFwzlTvcU6UagN2SZU8fGby955gh9IUdHNaHrSPzYlGFq2huiIFawhWE8ztif5YjsoLCGxTInF1uFyhXW1LU1fF2NceFVc2H4z//6+8O/82ZgjvzvgCHkfAzwvejzNbixAicgIruAc4AXRbMVuNgP2vpn7aHFV40sA6Puv2wjog0HjcsgQq06omUKjVFF4pAiiT+XFvLoVKnWcdNxUaOAPmtjvRRhbN1MIcT8bkfWA9m2m2Jsg6CnRW80CHoaVpNM0jHgwVotjRV3rIr0lihtz29/Xg2pT7WrNErV72hnFb6ZmUg1O1uj3GEoDzEsH2YQhWxJyZYVzYTMK2QZuzE21bjt7Mhgd2Ru25HUBfXzyNaIPGesm8oiY2nZ3WhK6zr8MlNXpKuq0ZWZI+/lnKLMsKXMHzHD6p+ENxBDyLnrKur7F/4M8G8tS+MxqnqtiNwduEREvq6qn5w4iMh5wHkD2uMaMMp8zKxpBtPXO3TreU+t6iiZCDXSmoyjYv71aCnUY/lVnTA+ciOM4hGnhEfqWYw0w+lWUGSpC3GnW8OHrMi6SUo6LiZvHNEAABVBD8BEaF/8vVbaMTkFayZmj0oxD2jbtOpx7WXtzysZeQRoFEqqZ05Rz4GM45twZWv4mOY8kKyhOMSweFfBFJAtCvmSkueCXRDMjgxT2IqINPcjay+4QYLLBSgXxJF0GLA1sjdQ3HVTCrYQxuJuINYalrOMrJUVWlrX8VeUhqLIKIts7mo5A5VdM28YQs7XAPeOPt8LuLZn3afRsjRU9Vr/er2IfBBnk0yQs1fUFwLIgJxOzU1Njm0Lok3MEmrTuovaxXHWj+ViXaU7scaFGVkL6orSIBbFICYKp1OnmBv2xtBx24YQdJVd1vpDgiPXrj9s4+S4G4m2iK4xjFYMq+R3O9JlsnU1J1Rdiwk6aud6EfV6EXO1v3Wq4dywRlpx16FcKNBJ0u0iRhPnstHgAb6zhGvYJ5mEAVhzR6rlgivtKaVXwCOhHEE2zjCFIkXmSs6Gr2PEjwvoCLn0JUI11HCOlTOAFaQUtDRYgTFgrWDMZDq2tcbFNluhHJu5HAUlQLZpKN1lwPEicl/g+zgCfkZ7JRG5M/AE4FnRvEMBo6q3+fdnAa9sb7sa2JGpAufrFFSi8B9P0IGcg49m6k4PwFUFK13niYQhlaz4MQCtHxHK1+VQBZN5f1ub9saEep5Cwl2jYvQpp+ArT5wAbaZtx2nUYZV9+xqhcKrqHpejovmxes7vfre644moel1fBEmX4ptFMD1Yz2L460bKIbKiZQv1WTySj8jucudqm/KWW7G33t5bl2NmffBqx3FnYMgGrIlZ8zCBzcQpwdyFR2kGdkEoSk9A7rJGytoKVJF6WKpoEFcN6lkIHS0uCqQUtBDAUFr3vxLDRG30UA5UrWx55bmpCHbNnGHI6NuFiLwI2IMLpXu7ql4uIi/wyy/wq/4X4GJVvSPa/Cjgg34kjxx4t6petB4Nt6Ms6tBrLQzcEcKEAjkbGq8AplB07GoGSOHGPhPrFUAQiAVu4EoNylOqzsAq1rpHPU9YG82Fvd9vZlH/YEm2IyZadS5ilYc1qPT4mbMwjaDb36UnaaUTa0ng2SBUFfk0+h4D21jefMvslboQnd/KvhKpbafYb446gTULKppKdIg6rlE/pFQVRCFODYuFbAmkENfJp5F1YahHPfHkPFHkwYIUBsUiJiSTKIiplLOq+P+lzO3Arg2sYsDyjcagOGdV/Qjwkda8C1qf3wG8ozXv28BD19TCHnz8n1/GE8754+5OqMrWwBG1EWyGtzf8RRzxhsFdzE6gGB+wb6HwXdyemNX4P47JiLMGZ6nnqQTdgYr4OmtF22bJ0IFhbXZ5eWbkQrMRQn7Poymuva5OwJgWg73SqIO4bZs4rt8sNOpZd6Xor7HfYDDa9lXHFGpndF3TQQnTJt2REx3ZomDGYEp8P0v9f2mMHRi2B19CPHSme7Fi1Pm1onRlFM6jXTCBOW3ntssQjGEXAvs6NKJhJLpYI1XR8NDU9SqjtTiwgHs6M+GT6yA0uCHfrVelweaIOweDmg4w0iBoYCZJD3rM9R2Vajqq0nXYG9X5WlqsVWFQYivFSgi6bXF03TxWE+GxQQijjzTqfQd0qOe11E4ZklwklYURCnKZpt9sqPtPoms9vFY2RaaOqDN3HaNumVl2HYdi3bxgFzeKHbX+L66D3M/wbp+ENjROjnv5zn/77VWeoU3G/FyGFbY1OZcLniTaFyZNEo47ABsqIHhuKu6tHwpPc9wAquq8NM2ND60zqNHuzkGrVWhdI9oDGmqra4Tvzj9qO4lmGjr8576Rte2+fW5oqiEQIT/mnhTfv7aVHVe/77umB6v01SSxbCT8OawIep3U86Cbbpww5RND4voZ1VSFuAUFHT0lUusEp34VHQWC9teJ1xZkihbi/OdSaoLW1r5Cs8JXVr9AvAfddfnOIdn1Qv33nzNsa3Iudoarxr00qmkx46Kx/lFGtE5VVZCsJmpRF4iPCuROKUtQzO3OwcwNAxQGdp0IrevoBOxXTy3VO4XAqvH73Af6kklilLfc4scOZBD5h+JJK0E7bTl8h1k1OOYCfQTdUs9D7KphHX6Rx+xL10qWudh6P9QVeT6RIVgPyEr9pNh4WvTWhFE0V6+cvSDIXDicGEdMbvBk6k7DOAJUw03YETmhP0b8vPgraut1m0A2walaKbbBP6Uf5QKUO6DYIRQ7J6dyh58WxI0inEsVHhSnqNb1apsqRKMQPPWZWO5VWkrG1DaBkeqztOfDbF82Xm6kP8kh1EgIsErxoxuGlwKd2gapbwj+NT/23lM2GLjbqKMrTHM12rbPuAMmbyZx4o9bMHN3E8TsQhqaU1RjvJOY8xxGI8hdenYIBw1tqaKQpHk9u+PhrI/ME3OmiJ/I1Y0JOFJsrtiRuuiM3K1X7SvsKkR5WEfmphDM2E/L0TSuX7Nl4fg/PH/FP8OWwHZMW4xtrZzLnbVaaNsYEt3Bq9AhnzDi0rQbInsC6i0+9wjoFAaZ+Awp3zko3mPNvIkHzt4IwRB9letWEEpXhXOF79wa2Tm7611QtSsbENS3jVlRG+HGEgj6uGMprv7Oyo4T9tPYp5mcPw+oFLLvOxigoLvUczM+vfW7dnjw1U08EPPCyP02OxZglFfV5mIEkVD1peTUatkEa8NLYAnXc+hc8W0XdVUeMa7chpvr/jtVCEfzv9R4DVt0qeTYIplzSLI11h/ljtpfaxM0/sIIxGzE90yD85K9nTGdoL2vJtT2hnE91GJsVRMXjcLXMlf9S9tXbNej8dTiRs2W9dkBKyblPkRZZ52kKWbFxByqvrnNTXP/JgoTmxOUe/eSHX64+xANZQb1+W8MDNyKxukl5T5CDp+9p1wp5lHuxhzckVf1L9T3ZeAL5+tChs1NXQvDFy6Kh5aCSEl7kqZKFHFjCQq4+HcV15VQ/X/qMLsQzeHm95N13zoPftn5XPGaF08/+VuMebQ1tjc5LwRPjWbYEPVFZUqQwl1zFmcRhx9i4mJSrS5IN0Wjfccw+NRZ6s5BoCovGsc+x+q52r7pXU7uf/LPHJDt3j2hnlcFTw5V8aQ2YtW8XiQa7B7vo66LBbMGdI5sXT3dBOtgCkkHggak/RAyi5DDvsONqk3MO0dupO5dOXYhcyLBZ7K6TmuhHBnsgqmy+zSjmTQS2xt+EvEd2h5KeMwMbF5PUtWtab6fUMUxOfcQ9EkvPp+vnj+nBB1xwjxhe5PzjuiCrLxk/8hmXZiQll7sjv1/om0DRheaWJwyiVK6sZ6wS22kvQI+BjoiLvX2Rhz7HI7TrvvcRdDrWKNiENoEEnc4hXkriRrpgN2/34Xv+f0GYp5pqWwA8qPuXp//VjnVeJTrxsjh4W08EHB8w82EyWiOFhlH8xqWTiBlEUfMeQajEbojd8R82IjlO+UUu4x7+hv7bFYfIaFZSNn2fSld6dbQIFxVQbynJ6FwWFgH/6RpxYmaMiJlPzWIOf7vaOtYcTP88pN//Xy+/Kb5JOhEzusMO3KT5r4zI+6NLgX1nRNV6FB80Ta86Li+hvr5npij+ZSK2LpwjMvQoh4xxfj0q1jtBv8yrvsRE/Q0bKQnG7LPuorqQPOmM6P63cxDhY62UE0tzymuvW7V+1sN8qPv0fCRq+/jrab8bke6z1abdktGVG5VWslH0T5itH//eF6or9wYmDWriXlhhO4YYQ/JKQ7JWN6dsXwncRXmlsTVx/D2nItjFl9FTiY7uAMUX1rXL7PiOgXDslKiCRf7XEZTIOZA0jE5h310kfPEkymc8qvn88W3zhlBJ+W8/rAL+F5mRRcUHdnqorNjP0pEMPvDBRt70YGIg/0R3hfWEXJF0Na/t/4CbZKt5lJXriuiP6FK5RE24AkiRGK0O/2qdcLbjQg/a2efxV5zHJEQdwj+2P1AhOJb/zn4MNlhh7VUc9aZILMRyI+5Z1Mptzr6gCaRhj6BFqpBgX3avCPrATesaF8SP4HE59wYR8zB0hhlrsbygrMsEJDC18xYcOU/g4INnX/Od46UM/HToFRldbXEe8zGzVPQsUHGxkVgjMGMfdxzQa2eYwVNraAnlHMHKcev8xr7LFDd8Fa0ncjbgZ8GrlfVk/y8uwLvA44Drgaeqqo3+2UvA56Hc/d/XVX3TNv/9ibniJjZUZItlOQL7gocL+ao5miRNS5Y559prZo9CUvhXitiLmxTLYfXEOPskgephgoSQUpb/yGtTtgWDe952h97yrJ18ZuhfpxudNIFAvFk1C7kH0j6gT9G8Y0rBx7I7bc6njHN2tgbgPw+93JvbETMXZEYYVnc1nbbA1SdhUH0pDTLmenaX3s0kxDDnDtSrorf+/A4FEypVcEui1ZRRK5WRl0Uf0ItKy5p0+KSTSwQUq0BrAuJkyKEv1ErZ6+eTVs5B5XZY28AzX6aOSdmYC3K+R3AnwLviua9FPiYqr5WRF7qP/+uiJyAKxp3InBP4KMi8gBV7b0tbGtyDrGbmjvFbHLLjoWCQxbG3FTuYmwyqs4OpYpfNKW74BsV6drEXNZquVLNpdZF+H1qsua4x9B8RL5c0BhNZQAmVLP/Q0+rMbweKH50g/NgGyQdvYa2xMRsmiQ9BOVtt7kIiJDtFmLDNwD5ccdSmahVZAz15zZBQ/93aav7IRbGLMTnMgtxzqYm5jAWYFY/xYhVTCHYzHsI/lJuRGWEKSAQpfXJJfhQ0Mru8OFywcYYS0XIwdIIad2xrTHZKaizVXM8b56xCnJW1U+KyHGt2U8BnujfvxP4BPC7fv57VXUJuEpErsSVT/5M3/63NTlPZASqVEPh2MI4n62U6tGsJuXosa1wBG0K60i58DZGEanlQNClV87W1nGuhUF2LnD7vQ/hzjff4SrTldZlCoZ1ezBrlI2NRH70PZoKLo7M6FDLa/Gdy71763KkIhT/edU6fYsa+f2O8+98UaqalbuJNSboeF5A+/t3fff4nMVPTEBvenewNyq/uR412z2F1RZclfhRuoe08ATYOaJSRI7BFzalqx0jqhUpG3U7qBNKmmq5Qcpl9D564uyyM2pSbj0tbgdiVlZla/TgKFW9DkBVr/ODjIAbUerSaL1r/LxebGtyFi9SAwnbsWG5dPVj7XKGWTIYT8ImvhCDYg7qeWxra6OwSFk21bK1NTGX1v3xwucxmL2w+5sW9t6KjseT6nmgkt4sYgYaYVwNgokJGyZIWVdJ0BsVNpff77hJ4syC319OD1vs8r4bkSrS/P5xTY2gen2McnxepLpOIlula/+ZzzY1QTHXJUDDdqZwLB0KdMVKWaF6InRp2J7Uy/oeYCqZTZNMYwIO9kX7fatfpknM2oxyCm2pzkH3Kf/0372ke8EWo8fWOFJEPhd9vnANw+xNuaV2YxA5i8g5wBtxLtvbVPW1reVPBP4BCJLoA6r6yiHbrgleAWgBUI/oK1aQZeN8tCXvpRVgCnVkPcaTspukVDe2WiDmoqWWg9cc1HD444U/3f5FzL79jphL/ytPUcybjVD6s4HMOG+5y8IItoP/3CDkLcobqXzkrhtJmB8Qfpcs8zW2B8q3PmIORAwQ/GaRKntPRxmahQxRi0ZPXBPjUfr9N4ZP8zdKjTplG/0jhWB8ZUS3LVTZgKq+C8SPRy9gwz2JiHQigp2wKyJSdrZfk5AdKWs/QVOf4mlKeQ7HUK3QQ843qOqPr3BXPxSRo71qPhoIhW5WMqIUMICcRSQD3gyc6Q9wmYh8WFXbo29/SlV/epXbrhj3f90bfMqplxA+IqN6rBsL2aKQLYNZdoRsPEEHYnbKOdgZETEXdrparnznSB2VtdXRIOYZqnmjrYz8PvcCq5PFi/J8UiVDQylODJK7kaF9q0GXuoW6T8B6STnEUOyzL9o3gui3DSNY250jF1mh+Kcwdw2FG7zG10yr7WqMG9GkrbxVncgo1dXWsnjLQ6OM2KgMrmpV4N7kdX81uK8fWxQm6nuR6v0kIbswUrw61paVMZyYq8Sw2b/ClqDq5FwffBj4ReC1/vUfovnvFpHzcR2CxwP/Pm1HQ5TzI4ArfeF8ROS9OHN7CMGuZdupCCUO8WmzKv4RzhKFBdXEnI1rpewUtLMzHFn3EHPwlm1ZWxWxgq6SEtSFV7U95g5i7qoVXNVYZgOsDZN1q922reExlZCj99lDHkT5la+vb1t7UKnmGFG0Q6VCA6xLz5+wloZ21PYRftwZHMajzF3I23h3jll2URUu4clFQSBRR3LYTzhGF1SrJ0IKxeBSwytClvq1rjrnrnnNfIJK5jr8/EhrEyFx4XWSkLXyXxtk3CbmyldvEXJfMg7zrZphdeQsIu/Bdf4dKSLXAH+AI+X3i8jzgO8CvwDgR496P477CuCF0yI1YBg5HwN8L/p8DXBax3qPEpEv4aT6S1T18hVsu2KEC6wqmwjRhVUTczbGqeciqGevmitSrpUzhUWK0nvNXi3HKixWy21iXoehljYinrmvHkZx5bfJH3T8JBlDLyG3CSU7+cGUX75inVrajU5iNhExhyptDZ/c1dMWNVCUKyPmGOrv9mFAA/A3aevN3drLNUv+321AM+PsjdxAASK+vrcFRIjH7ovPu/OqAXEd1NZbKFJZGeoihCqC1oZ61tyLFhRbCGbZq8KyJtw4NC4o44Ztoa33gbArlVwTddXmgIZcdycmXF/z9tDVwCqVs6o+vWfRT/Ws/2rg1UP3P4SchxjZXwCOVdXbReTJwIdwsn2wCS4i5wHnDWiPW98XaakOoM0LsbIxgqURFHPDztCamK2tfcLSTqrlto0BqybmuD5Dm5Czww4D2JRSmmEcxU4Cbv2b+joCzUNPwH5pzQ9CnZgg5jiapFLM3q+NS2mqRgPzhieg6N835CbYHsUl/o1DG3y8u5SWbNmfT3+YMJYfmbjkD+PtFds6lxYwzqNWP+qO24FgQo0PqYlcq894W0R94SNXON8YZ4foEnV8f9yxV0bvNVLLbSLuImEbvY/IuoGgBSvVrFX7P/7PL5t93rcI6xitsW4YQs4zjWxVvTV6/xEReYuIHDlk22i7C4ELAUSmdSs4fPMPXsyDX3Z+MxA+eGplpJTHSjauL8oQnykKZlwi4xLGpVPMZQlFMdnhF5NyUNLQJOZVKLNpSrnKrGP9Ek/aKC//JuahJzRn9jVpymO4OfVEAOwXLl9zmzoJGaCdYQcumy5EO2SCeiUtluYmZAAAEutJREFUFsxS4W64ee5+z0Cms9ClBLVstsO3QZYLjLXIOIcQoxzaFxNYa78THYSB9HDHqRR18KVjhR0+V+Qc5uFVdbhRNa0ECR2TVQdl3aZ2GFxDRXYklFTfoWuddn+FNOfPJdbXc143DCHny4DjReS+wPdxWS7PiFcQkXsAP1RVFZFH4C6lG4G9s7ZdC654zYs58SXnVz3IjXC5IqjlSDWXkO8vXadNsC+s9RetdeQcq2WYJGbC24GdTKt5nA7bbgamdfYNaUO0jnn4SdjPf3XVTcnv1Qr77CPmUHS+oy12R51qnY0zd6fOc3fT7eqYCwgRGPH7SC3Ww4BZfA63t7uoVC+lei6K9t9IXIqIOZrXgPF8Fj3BiEjDfpLIwomJvIu0q+9DbV9MWBJ912jPJT5RqbEvVLBxQ+ne1zxA2KbkrKqFiLwI2IMLh3u7N7df4JdfAJwL/KqIFMB+4GmqqkDntuv5BS5//Ys5+TfOr3ufK3LWKjrD+ESTbF/p1HMoZuQr0FXhb210hcOt1FteDUFvosqw//E1zMNPqj6vNo45QH78IejnvrLi7SaIuY1gMcRPG6rghxpz2XAWbIYdiQ91FiQzzjNW0/ydV0LQIjTGaQzv1dsRKu4JLAzGEBFnSPmvrrUuou66ptrZmC2yq2yDSFlLtO5E9Ef8nSvh0Xeue+bH6N1Wq3YFRnZ101cpUjYDis+knC8MinNW1Y8AH2nNuyB6/6e4HPNB2643vvzGF/OwFwSC1lo5xx5zEVeYs1EHX9XQ6QcZSrBdmWcrIegtePyzn/8q8uMPcR/W2idpV07QncTcVs0w6RWrU6WqtXrNFgtXvKdNeO2Qur7fJI6maCvCQMqhk1D8jd0Y0NIlQ0VWhOvD6yHldlhmG23vtkHSTRIWqG8cfn7jKpqlkBvnSeLxexttGAQb1tfJm8YcY1sq5+0CKah7o2PlXGU8aaWaqzHCVCf9vzViz96/mJh39p2eO/GI2Wz89It33QrsTz3IOvyBVFdM7jMVc99xrBAG15USV7rVWhiDjN17mUjPlrpKYMPzba9n+km6ikiwjsTyzFlkpukPS7R+Q7k2QjJ9h2XcnnBT6RpwoV1b21sejXW6ytDGN6qecLfeY9LzNDWtb8I/bYgPCwRlz5de1bPBHECpR0maIxww5PyFt7kasac98w2+iBHNinPWf/aPojJNtazCiugi5WrZrX9ZvT/7Ts9d0X6BYdEFa0QjJHHmyt2z483ltJPRz3556m7yY+458IDhuOHAvl6EFdzjkolSl92/TKwLjaysjL4+gk7rakZkR0zQQS2HMLkuIouvs4qgLZ0p3uG1pEmcIm5mTMKdTxdTyLl9Dtrb2RbR+/fStV/bWo9A4uHmEt3c5hzb1nPebvjs3/wWjz739c2Kc1bJlkLq9RRSjhHCtKakYe+58c9X3L6YqAHOkHOr99nu3Sve37rh0i/Bo0+ZvZ5qL4nrYHZfI7y9IFATdPwoH+yDjpj05n5aqrUNkXqdttcd4pyDJ903YkxMjHE7GlaHnX49NtStP07kbTdIO27DNMUcb1flekdk3/a822QcE7E/ZvWE4K2Riqy3KOV/JZiwweYABxw5gyuu8riffV3tM/s/g8t0inzmldwtIzV90Q1/tm5t/aj+Xf3BByRW6nqTitJX+PQX0cc9bCpRiJ1GwM3t9HEPQz71H51r9qrmEF9cdcjZmvg67IX40VlFmhZCnOU54f22iHnWzXoWSWNrkmt/n2rdWD1HN444NDOCdCniuBZ1paLjTJZWG6obQsfF3ib6an86SdZxG+Iny7BOqRF5a0XWF319/UrpbBgUHxc/XzggyRngUx/+HQCeeOZrm5EZXX/GgRbGRddfMHuldUBbXUNTYW8kQnID0FkrQU3/uWoTt2YyW0vHERLQ/VjeXj+gIgQ3r6GcY+ILCUVhWUzM7d8+9nw7O+rKSVKMox/allibHKN2VWTcEyuvRERcUp0baZPlkOu3y9OOCTYeCae64YQbZdnsKIyP3/bmI7K+6Fuvm92ueYAm5bwl+MQlL+Unn/hHVMX2qTtopCuMKe408rjoh2/dhJZOR0Nht7CexG0++R/YJ5wKwMf+5eWDtvmpx7uM1DZx94Xl5fc8uvlHjt/HmXmxeraxioyXtfYTXqs0a20q56pxU+yOrnldDzFly07oQrtNeIUcl5Xts1fadoa/GWlgSW2RdbVuh60RjhvmazSGZPxdQmdoH1FDk6yrYzefeC668k+mn5c5Q/Kctwj//ImXc+YjX9mMzJjh8V10zZs2p3HrgC7iXilhN/bxif4bQRc+9snfa3z+qce/2lVpWwlmETTUFkel/qJtA9oeb5+/O8VO6IK0bw5d7Y7ntdozkU0aEXK7ENbEsY3pVuxtsq6ItmMnE367osb676XdJN3+jrF1UZ37qF3+HF101eunfp95g6jrn5o3HBTkDHDJpa+o3p998v/oXe+i7/zvzWjOhmOa0t5otMm690bRRWwBbYKuilZERNYX/tSllmcR87THWiNNAi/banVy217LIur807ZijtsQ2TsxeU8QNTTJGqbfLKodSUXQ4G8+8Vdq3wzaTypdRL2asZ7mBEk5zwn2fPkPt7oJBxXCjeIMOdcNjxWjy5aQ1mN52//tixlvRyd0df4N9Hsbx+og7kBqnegi5OizxtEZjTZH++xR6oGoG3VZpg231YfYJ4dIRTNp4XR1hjaWVzvlou+9cfax5w3KhJU5DzgoyTlha/BR/buq7NU5x/xavaBNyn0kDd0ddW0y7FLL1ecWMTcsiI745imqsxNd+5umlCNC1jAupZF6fsPGkcl9wWQBrSGj8MTfr0tFw8pJehvENPch2RoJCR4Xff//A1ok3UZXJEAXKXZ19sFwYp6ViAKTHmwfOgZb6LUvfFu09Z1WQtKITBL1jP6URjtjy8JbSarW2TYTYY06uW2E7dRPE6MqnTpn2Abh4QkHMgJJA00rYpotMWuKa6f0WRl9IW7xFKMaE3DGFG2v1q6MmDVK5/bLNF4/bn9X/DRUx+ztZGx/tw7LJ5yrqhOzy7+Pz4lq83fchqiyiaNpq5GUc8KWo1dFt5VzH2ICj7eLCHEmMffttwvT6qTQtBy6Ijd6iTl+H3U4qnVDsU0sm+HJtwlauiIwwJ2HDpujV0U3dipcdG1nzbPtA50PMm4jkXPC3KAi6Xu+qLlgGjF3rddSqZ0RGR3E3NnZNu048ay2Uu0iZbfi9H3H6w0h6LD/OHmn7dm32ihtPz2kqU8haIi96Cie+QdvGfZ95hnK9iVnETkHeCOuJvPbVPW1reXPBH7Xf7wd+FVV/ZJfdjVwGy7wqVjFUOMJBxmCEjvnHv/NzeiNEuhRqNBPzAOIflbc8fSNu9vhdxy9XTkZTBA0dKvodls6SLpTRff50H6/QUVvVqbspmIOPeeZ5CwiGfBm4EzcsFOXiciHVTUeOO4q4AmqerOIPAk33FQ8kOvpqnrDOrY74SDART94iyPoaWTZ1RFYfZwSa9xaf02E3HHsiT/7NGIeqqY7jztDRcdti8uA9hE01Craz9tz89tW377tAMWNIzpnGKKcHwFcqarfBhCR9wJPwQ3xDYCqfjpa/1LcWIEJCWtGeGyuVHRAHyl3ZMI11lkrCfe1oeuY1XqrPGabeGmp5771ulQ0NAmYbptjz23vWF1btzEEnaz9PQcYQs7HAN+LPl9DUxW38Tzgn6LPClzsB239Mz+Qa0LCinDRD97COUf96uSCDmKeSMfuIubVqOZZlog//sWLfz2x6Kwdz/DHWvvjcy9BwzAV3bI5DkZCbmAbK+euyPLOK0xETseR82Oj2Y9R1WtF5O7AJSLydVX9ZMe25wHnDWhPwkGKi374VkfQUyyEBjG3k0zqlYYdcOh6U0g54OKld1fvzxw9fdh+p6CToN2CmQR98R3vWvPxDyzo+j5RrROGkPM1wL2jz/eiyvOqISInA28DnqSqN4b5qnqtf71eRD6Is0kmyNkr6gv9vubPnU+YC1z0w7dyzt1f4D70VV3rWNb35+tUzSskZZhOzG1cMn7PxLwz8/86ePuAXoJuw+qK2nfQQdm26duXAceLyH2B7wNPA54RryAi9wE+ADxbVb8ZzT8UMKp6m39/FvDK9Wp8wsGJEC1wzpG/Akwh5RmqeT2Ieb1I75LifY3PqyFraCr0hIFQ3DiQc4aZ5KyqhYi8CNiDC6V7u6peLiIv8MsvAF4BHAG8xY+hFkLmjgI+6OflwLtV9aIN+SYJBx3CiDRnH/F8N2PmsEzMTmgZgnUm5i60yTphI7F9bQ1U9SPAR1rzLoje/zLwyx3bfRt46BrbmJAwFXtu/HPOvkt0+XWlXreWrUo1z2EsbMI6QKkHAp4jpNoaCQcEqljcTSLm5OEeQFCFopicthiJnBMOGEwkS/Q8qs5Mz24jEfOBj64iVluMVFsj4YDCnr1/wdmHP2/yzzWrcFIfVhmRkbCNoOpGfpkzJHJOOOCwZ+9fAHD2nZ7rZrTTuqfV5IiRiPkggcJ2jNZISNiu2HPrX1bvz979SyvbOBHzwQMFTco5IWFrEKcon3Xoc9ybAbUxEjEfBFilrTGrWudakcg54aBDSl9OaELRFUZnDKzWuSakaI2EhISDG4pTzu1pOqpqnaq6DIRqneuGRM4JCQkHNVQVLcuJaQa6qnUes57tSrZGQkLCQY3buHnPJcX7juxYtFNEPhd9vjAqeTy4Wudqkcg5ISHhoIaqnrOKzQZV61wLkq2RkJCQsHJU1TpFZAFXrfPD63mApJwTEhISVoi+ap3reQzRtZZP3ACkYvsJCQkD8XlfnviAwyBbQ0TOEZFviMiVIvLSjuUiIm/yy78sIqcO3TYhISEhYRIzyTkKtn4ScALwdBE5obXak4Dj/XQe8NYVbJuQkJCQ0MIQ5Twk2PopwLvU4VLgcBE5euC2CQkJCQktDCHnIcHWfetseKB2QkJCwoGIIdEaQ4Kt+9YZHKgtIufhLBGAJeCrA9o2bzgSuGGrG7EKpHZvLlK71w/HbnUDNgpDyHlIsHXfOgsDtgXAZ95cCCAin9uOPbCp3ZuL1O7NxXZt93bFEFtjSLD1h4Hn+KiNRwK3qOp1A7dNSEhISGhhpnLuC7YWkRf45RfgRuZ+MnAlsA947rRtN+SbJCQkJBxAGJQhqKofwRFwPO+C6L0CLxy67QBcOHuVuURq9+YitXtzsV3bvS0xlxmCCQkJCQc7UuGjhISEhDnElpHzWlLCtxID2v1EEblFRL7op1dsRTvbEJG3i8j1ItIZojjH53tWu+f1fN9bRD4uIleIyOUi8hsd68zdOR/Y7rk85wccVHXTJ1zn4H8C98OF230JOKG1zpOBf8LFSj8S+OxWtHUV7X4i8I9b3daOtj8eOBX4as/yuTvfA9s9r+f7aOBU/3438M1tco0PafdcnvMDbdoq5byWlPCtxLZNR1fVTwI3TVllHs/3kHbPJVT1OlX9gn9/G3AFk9mxc3fOB7Y7YROwVeS8lpTwrcTQNj1KRL4kIv8kIiduTtPWjHk830Mx1+dbRI4DHgZ8trVors/5lHbDnJ/zAwFbVWx/LSnhW4khbfoCcKyq3i4iTwY+hKvWN++Yx/M9BHN9vkXkMODvgd9U1Vvbizs2mYtzPqPdc33ODxRslXJeS0r4VmJmm1T1VlW93b//CDASka7BI+cN83i+Z2Kez7eIjHAE9zeq+oGOVebynM9q9zyf8wMJW0XOa0kJ30rMbLeI3ENExL9/BO4c37jpLV055vF8z8S8nm/fpr8ArlDV83tWm7tzPqTd83rODzRsia2ha0gJ30oMbPe5wK+KSAHsB56mqlv+qCoi78H1sh8pItcAfwCMYH7PNwxq91yeb+AxwLOBr4jIF/28lwP3gbk+50PaPa/n/IBCyhBMSEhImEOkDMGEhISEOUQi54SEhIQ5RCLnhISEhDlEIueEhISEOUQi54SEhC3BrKJWHes/VUS+5gsyvXuj27fVSNEaCQkJWwIReTxwO66+yEkz1j0eeD/wk6p6s4jcXVWv34x2bhWSck5ISNgSdBW1EpH7i8hFIvJ5EfmUiDzIL3o+8GZVvdlve0ATMyRyTkhImC9cCPyaqj4ceAnwFj//AcADROTfRORSETlny1q4SdiqwkcJCQkJDfhiS48G/tZnhwPs8K85rrjSE3E1SD4lIiep6t7NbudmIZFzQkLCvMAAe1X1lI5l1wCXquoYuEpEvoEj68s2s4GbiWRrJCQkzAV8adKrROQXoBrG66F+8YeA0/38I3E2x7e3pKGbhETOCQkJWwJf1OozwANF5BoReR7wTOB5IvIl4HLqkYb2ADeKyNeAjwO/raoHdCW8FEqXkJCQMIdIyjkhISFhDpHIOSEhIWEOkcg5ISEhYQ6RyDkhISFhDpHIOSEhIWEOkcg5ISEhYQ6RyDkhISFhDpHIOSEhIWEO8f8DY4bkOEF53D4AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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qi7m0jphja7kdidHGOIIIJOKjCoDqvUyjHU+g8VXw6+277y9U2xU33lQtDhZzftKJjX3uO+WXmsfo+ANqJogaf35sJW+IGFQ6niJi6cH/wWNSDgXcA6bSi42QH3fcWOt5cLvum2SXlT3JslnF2fKssfKEZFnlHAS6NWgY3M8kJD3NNTtDcOnb08sa640tR84P/ds30G8Qc601S+mt5ljOiIm5XzaJuShqQm4nlExppYmYWhONrbxADDFZrxTRhS9df8Bxf454WXs9M7gsP/V+qAhqjKtRknmrOVjPwfOvHcQ8bN8R2pbtyHjlVZy/8s47yY46aqJ14zHMOkGHsQ4bY0y8TmsetA5HEnVb5oCJSHorWc2QLOc1Q7+fUS4bWKqjM8xSKzojyBlL1lnOy7YiZ4rSkXIZEXLQm2Fk9EUnIXYsV7WeoP2CmKDdCuO/6CQWiIn2Fznsihtvwjz+EdVx7BeudPOvu5785JNGW8vt44qAUcha310VyWwdmjUJMYs0HnnNrl3YI0fGf88pMTYpZYonmFknaBj8vl3WsBgZa1UHou4k6a5oDhi8frZgzXOFRM5rgXI5Q5czZzH7sDnjiTlfcIX080UnZwRiNm1irqIzYjlDR9fEMIKqbRJ0l/VgtbaiY4kjEMI4kh5Hyl3HjCMpYuJpWZv5Ka1s0bHEbCi//DWyRz4MxSK0LKisbByvEaolpt5/bPEbU2ntE4UWDoxthX/+EdIG1NZneJ21rMP2TWLU+LQsO61kt3B8VEYnSXdZ0bDiehyzBKvC0gqiNdYbY00Inx9+k4h0FsoXhz8UkWt8PvnjomX7RORqv+y1azFg7TuNOVjMFTFHUy1n1NEZA8Rchldn/WnpnV5tx+AwmWMYsRkXzSBiHJG3CapNnu1pAgzsN953vI9hVowf48A4qs+m+hNmj/q+6uaiuUHnMpjrwY55mJtD8nyQCFrjE2PclGUDRD0tuvTm7JhjyI45Zup9TYrNJuq1PL6W5cSJJ9plpGzDcEZF6NtsYNpsTGI5XwT8MTBMSHoGLtvldOBJuNzyJ/lyeO8Ano5LXbxcRC5W1atWM2DpG0zfW83LQcbwOvOiki3aSs4I8cz0O4i5tM66jWtmBMQWljHDtdwuCaDazs+yBjXBIvfHia3ocQjrSk36A8QcrwPkJ59E8fmvYB738ErScPsaYylD0zIygoq4QlARgWsGzOVInrlzWRSQ50hpB0i586bECrL8jKk1bo9s797G75Ydc8z4/a4yoWczsSKSHrCSy+a8YRZxtXiIFd3Wobew9bxlNecJyuI9E3ivqipwmYjs9SmMDwCu8UX3EZEP+HVXSc6C9H2VueXaAZiFRJN+KG5UyxlSRWZ0EHM7nrmNrjC2DudZY53YAWg8Qcc69Chdrn2syCKviHmYtRy95qecTBERc37/U5rrNI4x/PtJyG6sjhftQzOklyNz/pHQROQZbhohLjo+3J7d5Mfupbj2O52noBP+O+f3Pr5+yplW3xwT2hiw2ZbyWiD4AiSvf1sxArn/rdoWcEeUTXPxkOzCbQBVWFpdFbp1wVqMaFgpvK75T1rtwaR08czSqM8MWZ+64txyWSebFIGQy5qYgwNwXJ0MGC41xFZre50Q1RD2P4ygR1lxsUwCg8Q8hJTjbUYSMnRbS9EfsPjWtWSPfJhbFU/QFucgtLi6JCZzVjOgpWk4igbG3FF2dSJrFyiuv4H8xPs2ti/vvHNAzgifO/e5CmLeaMfgWt0gtOhj5lydCLu8jOS98dLEGGu6WmdcRuEWwZa1nCdA1z9fR8zv3okrxzeyJN+pf/wWZDF0NHFT1scXNHLV5qoazYGUixHEvFLPcpsgu/TiIAWEaJCYoMM+RjkEu0g5LO86bpc139jviD/SKIsoegqQsF9/cxH1j7NecxZpjcGYpvXsW34V/3EQ8LIEUxB0R4Zj2G5FEscGYRpiXw+rPZDyRMQco0XA29V6VoRiBjTmNtbi1jesFN5UJfJU9UJVfcKoEn3fefmrkEJcU9YC1xMwEHWpjbZTlFrVaA5JJlpVmvOfre2cKrRIrqH3VqRjXJhZ1xTWCY6wtmbcxjhrOcvcFEgv88uziKxNVjv04ilGcAi2HYPxOETIH3Z63SWm1KqCH75bTHUDyowbV68Hee5e5+dgft45DnfucJN3IuYnn0R+n3vXxxch27t39Y69UU7VMVbzJHWhV0qcH9MPbQupZLsiyBrtabOxFuR8MfACH7XxZOBOVb0BuBw4XUROE5E5XP+si1d7sNA92zQ6aIe+gBExV22m6lC5oDtrXKyn41G7gbZuGlusxpOj8aSZ5/VksiZBj4vGGEXMXaQcCDkm4ywbJN6uadQYQqz0N7/tzlfpI16KEvGlVaWwdVdy8Mc2kGfQ8+Tc68F8D905h90zT3nUTuxRO9Cd89XyEOkhYdz+2Csh6PKOOzpD96rlhw5Nvc8ubEWSlXwVYWIriM7YauVDFaFQMzBtNsbeHoaUxesBqOoFwCXAjwDXAEeAF/llhYi8HDgAZMC7VfXKgQNMgdPe9lbkiCNorHs13noWG4gaTxyBfCOr2Q2sm4zbERldRDpgNUuThNvSgg06q9TRBkZc710jdeGgccQc3whEGBZD3IXim9+u3ucPOm3kujHyB53WjI4IenN8zHAejUDowVaF3WXQy7BzOXZnTrEzI1u25LLku5xHCUDYOqplnMN0BETCPmYrjTgQeixvrIbk49BFbUWwAJXG3BkKNwRDE1CmHpzb/pzdL6hCJaumEjMKhZmUNSaJ1ugqixcvV+BlQ5ZdgiPvNYEo7kyqE7TF+vd+anTMjt8HyzmWLeILN45OiJ10EQmLtCzgSmpwFqMaA5mfZ63TXwsceQeyqLRbrz13EMhQYg7SQWyBj4tpnobk8ozi6mvIH3QaxTe/TX7q/Zr7qI7ZcROKxyPiiDn3cdE9g50z2Hl3Xs1cjiwXSJHX+46jWgJBrwDFrbe60qKeoGPdedL07UkwrXNwLWWNdky5ZFknQU+DmMRXpCuPWf/co35mpglaVVjeiuQ8Kzj1Hb8PCxFBe7jPjnxFdcUJZCuymr3UoMZUZOQI2EC/9I1iV8g0sXQSiDm873I+Is0bjn8SyB/8QIprvkX+4AcOJevYukakLq7fXl/ERWpoTNQ0yTmL5vlJSiVbcA11q5jpWO7JfLz0in+86LvceivZvY6tPmfHHDPwG6yFxHG2PAuzaxcwWS2JQNCjSDoQ7yiyHZn9B5j5HZUUIUamsp6nQpeDObouG0aOCOce/aKZLdXqLOfNlzHa2DLk7Exlzwuxwdh10x7Bh2KMu/g76w+MsJph0GoGL22AGoP2MjQzlQbuTPsIIWZ4Gh0v3ASyzFmkgfiq+Gz3Wbz1OXAOYoKd4FG/uOZbrv5GXKUvPh8q1XkBC7ZF0C24BrqQhYa6RUT6YprnKEg+q0R52+1VJEgD61T3YRjhrlfoXYOgxRBOmpnfMbDuAEGLGdCRR5J4RMKdFvW4/1F0XZy79zwO3DG0Fv2mIVnOq8CpF70ZFiJiFm9jhd/dXwCNRIk2jLdoy7JbTmhk4nVEN3SGp0XzPEHZuQyzXNaZde0MRBu9tiWDrv035BNnpUss12T4yBOp71k+xK24ekSXZRwRd6KrSl/b4lU/pkDQmUSE7i3swiKA8fuQEPFR6iBRxpKPsWR79zaauE6L9rbZnj1u/uHDK97nAMaQfUzak1rFEx+6Wnf8NpMQ9CT7aGwPneGbw4g5/KdmkaCT5bxCPPiDb6S/oBUpx9azer5VAc3EEySeRGg+Wof6w1nWGYANNIm5bTXDIGlXWnZNPNlC31uIRd2PMCK7gczEsB/xskTXDVxcGnWQTVQBK96xFpxyOIKO46vb3y2aF4g5P+XkJgHHVfqiYlADYYTg03YBbP0IYxURF6YogBYghR+C37e0nLXVsdcRa0rKLZidO7ELC2RHHTVUMlmNLpzf594AFDfd3L38pBOxt9/RjJ6BBgGPI+hOq9jvZ62IOcwPXeQP3P6uzu+z0VCEMpHzdHjcJb/G3QuWMreUPYv2hXIOpBRs4RuYFIKd86+ZYHLjiiMFfdaGzh1zFWFqZrrTfyOpojP5IyAmMevD9vqFcwKGZXEtj6JophwPS4ARQT25SpxlWFofxlaiO3qDlnYXGQP5Qx/cWWGvIuYT71sXgIpJsqNsqqp1ZRmsgrEtTTyrbzBZ5hyihb8pxn9iG333MmpyEDlppy6kv4mwCwuVlGDmd6DLfQCXYt4vVmX5h/0AoEpx8y31/JNOpLj+hnocd/hkmzbBtghHTNtazobKGWtNyA34/Zx73IurWQdu/bPOcWwEVJmJQkdtzDQ5Z6IYY5FMkUzRXNFM0Axs7ng3vKoBNYIagcwViMdXQ2s4nsCnHUtTm26HsbkP9Wvbai5t5CBrpYEHEvLEVxFzVDe6XS6zqXdLfWOInYBG3NizDofgFE+pwUlY3PC9yiobRsoD6dhthBuDxVnRpS+sE8YfjyscI3Q3nzTWfIZhlxYb6dFAg0inheQ9tOg7Yh5ys4qJud7QXxPxeQxZmdU63RZ190Ba12PrOBOR8sCyyGE4U6nfyXKeGr2sJM8sRWYpjYInaJsL0gPbA9t3BK2ZoLlUBC2ZI2kKiTp4eO0zy7olhC5SbqMtR8QeydiJptqZLq5dVrOIkwHiovwhPtBaKMU5zsTpyorpdP5JbP3CYPSGR6w1tx+Vq0iHDotqoJ51/J0bzsJWRAfUhBDfvFpW81borm3md2CXFkevMzdHSMyRHfPIjh0VoZZnPZ5iT0Yxb9AcTB/yIyVzH7kcwBHzySdRXDc0mXY02k947ScXaBJv5xfoeDILb1dhKbtFHcfe5JRw91fd3DF0YabJOTOWPLMYo5jMYnODZortKaYQR8452Ny912VP0N5yluBIiwvcj3IaNqIwRlzAbYKOO3THWm1kLTdIeaA2tN88ELSq88jHY7Klc7Th/aAqtQOUEcQ8pUVa3nY7EGXphWP4spCqLmGkOn9xNEe1E43+oK2nivAa38SiMYYaGbNSFyNGCFMzc3OVlRzQ/uz0dG+5GkP2yIfRP3Yn/aMylo7JOOYvPwvALS99CnN3Cex7IvO3L5HduUDxtW9UBB0aJBQHr+scU3B0Ng8d7tYjiLqNUU7yrnVGLYOBYw2Q8gzV6Aj1nGcNM03Onz77LQCc8fe/gckttlDIFS0V2/Pacx90qSVtZAYy6xNDLFJ6XbQo65jatk4bk3JnHDHNeNkBgo4kgZa2XBFzVxNUqLVB4wnayxmOCL20Ufq89YDMNB2bk5DySqSDOKIkrttbOQPDd7A0al8PO9a4m9mMwszNDf5uYX4LjUQOX/vE7uxR7M7ZcfHniAPejv+TzwBw9089mbn9X4KTTgSoLOfi4HWDHWxidMgZbVLV2DiJNx1l7cJwA2VUHkBjtTGEPEFo50bBJst5ZbjqJ97A6X/zW4ixWB+VUUVpBJ9fBrZL2ii9Vmsjq3igpGcrjjm8j626NqHAICGH5V0SRtBaYcAJI8a6R81AeGEfQd6I60PbIHe0ybGDlFej47bPTRRRosbLG2EM1djimGXTvb+wr+i8dJ6/Fkb1GzQ7dzZntP70q+1T2EXA7XkD6/iMUhFD8Z3vwne+y+Beauz+m8sGHH0BQ63mOOtxBNGNtYDjmP0VYKh+PCkZbzJJO1ljes1ZRN4N/Chwk6o+ws+7F/DXuHr21wLPVtXb/bLXAefh4h9/SVUPjNr/7KngQ2CMcwqKAYyiVdgcNVkH6zmrpY0qg0+1Wb0tONvahYmCFNIV2xxZeoFUGlEYvjRpo7BS1frKolZrYlbbJOs4MiJ63K8q6cXOtNY4GsS2Rg62KiQshAGG/UNTH+5q6xWdi2pqSxnROZyEmOPXxrI2MXfA7NrVue26wTtExZh1iz7Jjjmmvn7HTaFwVlxAK3NFqiTPq4YJ7n3PTXleT7441bBpaIGt9v+qOj/N+fu/9851OUeTQhHK0gxME+AiYF9r3muBj6vq6cDH/WdE5Axc8beH+23e6btFDcWWsJwBsswi3ilITMwSLGiprGfj5Q08SUuwmsVQFYpvoys8LU4nHvYI3gqNG2std3WgEOMfhQo8ChEAACAASURBVKOMu8Y62pQNgvUcj3sKUs4f+ACKb107dr2mpNGSLdoWNIy/1cc1HNrNdP2xykOHyPbsqbRUtbayfM3OnSPJ2C4sVO87iXyF3b7t8nKn9TygM68C+Yn37Y7CCMtPObmyoAeq9k1reYbIm7gsQIgGgu6bPQzeOMdda+PGNSstwxRsZ6rxmM26u0Q9E1coDuA9wD8Dr/HzP6CqS8C3ReQa4Ezgs8P2v2XI+aqfeAMAp773TY5gjbrEjIqcoylzF5qa0Meu7RCMSKfrArPq1umw9gY0ZaglDP++rS13EXOjClhHV4lKew7SRpA72mjPG1LQqa3n5g84dSBEqlFjI4yhQcgtgqYm2QZJD8FANMZA9qRbXh4+TLZnz0DiSEy+42CPHKkIOibk2IG2msSUccRcHUdkZC2P/N7HgzGdjQRiFAevc6Q8ivBGRUV0SQyhtGvuKysGVKGgtn5S847NNZPNPPZf/8er3sdaQNdOcz7Bl0xGVW8Qkfv4+ScDl0XrhY5RQ7FlyDnAZJbSmJqQs3py2rOzlm1ukMK6NOpKxpC6XKelQTIVuiIKfO3iLmcfdFjLbqZ/GU7M4X1wHjWs5zgdOh5XW2vuim/tasDZtSyKYUa1qkhXbeYJrpOgW9tPFQbXpY9HVlm2Z89AHPhK0baUY0IeldE3sJ/Iep6EmMNxwlNA+0aQ7d1bpXQXN940en9ddUJgeETEsJDQWF/OM5ifR3f0XE2Y3ODK8Pr6J+G16r3ZImpYNVHvv+6Ppt5mPaAKtlvGOF5Erog+X6iqF67wMF3sP/KkTUTOIrIPeDsuMvhdqvrm1vJXAz8d7fP7gHur6m0ici1wCEeLxahOJxONJSSkhKmSM6iSU5ze3JI2glOwC+0Lqx3mNYSYtUOL7XT6DSHm5jFbhDrsYh+aNBA5dawZXC+OM451ncqxN9xyGLCgw37iMLtRY+v6zl3ErFoR86qdeJFOPWxf5aFDUxP0KAQSjom4PHy4IbFkRx1V3dy69OhAxCG7cBJi7iTl4FNp+FgE1/MxQ+dz7M55yt09ip0ZCK564LLFLFtk2ffgLH0fTim9NaSN63zAKInnbSEMsS1uWQFf3SgiJ3qr+UQg3Hmn6gwFkxXbz4B3AE/3B7hcRC5W1aqLtqr+PvD7fv0fA/5fVb0t2s1ZqrrytKkI33rO/+DU97wJMtA8spx9vLMjasVkLqROM62zBMGRkQ6pcxA/Xk9DzMOs5WjeaqBqkdhcNq0/XAVpPp6W1oUPti0etN5HfFMYJpvESTJt/RsGSXr8F6rft25wa2UxbzRGkXwssYy6EWT3OrY6h2tKypG2rL0cncuxu+dYPrrH4nE5y0cJUkJvQendbcmPWLJFg1kymGVxxCxSd78x2iRqoKouqErDSBxyTez/7tuHnocNh8owy3kluBh4IfBm//oP0fz3icjbgJOA04HPjdrRJCM6E7hGVb+lqsvAB3Di9jA8F3j/BPtdMb7zwtehuXUJKTnNVO4cbE+wvSghJfMJG6P0ummJOY6YgImIeaW1dYeWLO3wiGtu0Pmee0wNYyjDY6k2x63R2K12OgntwkI3cXaFxo2ymLrWWSdiDtayPXJkMIyshfLQoVX1Lay6fY+xvsN4hu4nqkE9CRrE3BWBFNL+Q9u0Xu4kjJ09yqPmWD6mx8K9cw6fItz+yJK7T4GF44SlYwz9PRnFrgy7I8POOzLXudzLH87yJo/qi1eNIIyzzE3WvDF0RXLMGirnVTSNge8S9VngoSJyUETOw5Hy00XkGziD9s0AvgvUB4GrgP3Ay1SHWYkOk8gaJwPfjT4fBJ40ZLC7cGEiL49mK3CpiCjwp6vQbJrH6ikaJp8haAsoe4LpOyva5lJZ0FUqt/En3sBAS6RpiBnW3WJufuHI8vcXfcgQlIj0pAQVrxf2+3Xxpa59Wao45eLa7ww9tF1YcFESsQUd9Gdoet0nfaQdQcSrlTRWgmElStvzs3sdW2VRAivKZMzvc+/qGms3BxiJNqm1C3M16shEkRi505R1Lsfu6FHsyunvzujvEfq7AYH+HiVbEkwhvjenAa0JwiVGgRj/Hyh9N/b4Rh8iiFSBLLKqafwf9l/7B1Ofs3XHCv6uI7pE/fCQ9X8b+O1J9z8JOU8jZP8Y8C8tSeOpqnq991p+VES+pqqfGjiIyPnA+ROMBwDTKynnBNsXyjl3Qdk+jqR7uCp1hWAL48p5+r52VZpzV+eNtSLm9UL1pzMuIgXqG0xkGcuCr/gWxxjH+xCpi0AFgh6HKOGkIuiwvzbRriJEai2IWYxpREuMwyiCbRN2TMxrgfy44wbDCofB+wYGIjEmIebQz9G3DCvnBZuDKSE7bBDr/DS2B+WcUM4LUvqCQApGxLVdEwulIOJbvllBpPU0Fkg7OLWBdoW8mYKClrNnzU9CztMI2c+hJWmo6vX+9SYR+TBOJhkgZ29RXwjgrezRA58rsYVB5wVbeiKeB1tC6e/+pjDYviK+hZSrI5y5iyxoZ23rGVZPzFNYze2qYGqVztD0qDqd5qbOcsRCoc5CLooo8cPWNYTDH8ZI3UGjpRfnp97PZbJ1HTrE+HYRdFt3hm6LegKsqcU8JoRtoxC6yoQY5vyE+0z2dNG+oQ5Dl8YcP11lbrlmmX/CNC6T1keYmiXIwxNYuFyy6MmzZ+qf0x/PETOIL8jlLsMWSQeCbhH1/m++ZepzuBGQLZq+fTlwuoicBlyHI+D/3l5JRI4Bfgh4XjRvN2BU9ZB/fw7wW2sx8B1zfWwpFNaRc1m6u7+U3n9RiuvMXRrEgvbqynQSnBlqGbCeY6JtO//i5WtAzEOhlkbJPBP96bxVpD1fN3nZhzoVRSVjqCfpMO5KhlCDgq/KZ2vr2aOKffbrF9/4ZnNMcco2NPe/SpJey2L461lYfxjyBz6geW00HLCuBnN1s+/CqGiHVshnVR2wK+uuIztPfYXGqqRuUEJKyJacGqECpoj8ej5fwGYKuSAqWBWMCuQGKUCxIJkzekQHSbrd13JWoTI8kmsTMUn37UJEXg4cwDHGu1X1ShH5eb/8Ar/qTwKXqurd0eYnAB8WdxHlwPtUdf9aDHz3/DKlNagKpXWTWGqCtn4qBVM6i8GUmQvDs/hsw0DY0v2HaH/eDCmjBTXuKcDO55ilwndg8WTc70PfF/YPcamAhvKV4C2qeIct73rXMUMsdoOga8toLEl3IZRH3cLIT39Q08lp8Fajd2iEz9NgmFVdxZlrrT2HeUNSo7XrPTiZogTT9348dSaKKNV/B4jCUd1jvxj/1FbYiqARRTF1M2PjWqYhcV9LN+793/i96c7FRmINeleuNSaKc1bVS4BLWvMuaH2+CJdrHs/7FvDoVY1wCC4793d50v7XArCoQgmUmnmiBdQRdbCe816GlIra6EKy0k0iUZD92IpyMcZYzWvRDVlU0TCewofKVZKGlzKKoq7XIcYltpR0W7AjSDR/6IMprr4GLfqQ90YSNNDUoieBJ+jNsHRXg/xhp0cSV2th+Po2Juh4uakdz210RbKEbcLyrqSprvkBHVFKjoSVrO/IV6wj4kDaYgNbu6mu9uj/W8HfkTmLU7BoGd2cveUck/T+r7+ZmYVuXVljZnHsziOIKEaUI6KOoAEw/oR7S9qCnTNe4shcvWFjEPFE0+6SDd1W3ahkkgnljDgbsHP/Xc4eqGWYokQWhaxfRhEZwVr2WnNUaEmMdTck4xw41SU4qhxkHKbXhUkIehhhtOfNSn2FCZF930OaWmpXtmk1v0XQAzrykFKp7WsvlofU+UnU+LramXfIdmWKBlQhk1p1hjeFywnIRF25zCB1WK2tZ/9QCVT1a1wZgUDoBgn9I0OnstgCjZoPzzxmUH3Z0uR8r/kj5GLJjMUYyxGj9E2PQnLAVM1EpAze5wxTOAchNkz+wp/Aqx+wFjrz0PZAbmH3fF/TWQD61FazT6/tihOuUsJjLWPYd+0YU/Z9D6H86tfRoj/V9dtVBL46bqPmxxQ7nQUYKrIRaBJ0x7oVQRMRehfiOPv4c0CIimkTtLZIOY5fj+aLqvsvVOSsnngFsb7KI/7/Yv16TkomfFmVoNg4Yne3F/f9YmciodGwKge+PHHk2ObBc8SsYUuT84k77mJn1mdHVjCfFdyVlRzKdrBolMLkuNu5u9jKOYPpK7bnLGgK3yklWInDSKIKEdoAnVlMTdpdSTOqLhyl7wdbekdgKFTjBhjtLuyrFYcc+h9WER+jL8zsEQ+l/MrVU32V8vDh7nrDca9G6O42PssQcVE+OJKun0T8a5fMYU0dGTTKCBgmd0CTvOOnjeCgbVctNFpLYMERXtZTTc4guZctxJOxauWzGYg2FefwU3HfTRTvdIysZqMc+MIbh3/PGUTXw/NmY0uT833n7mCnWWZ3tsSe3iJ3zO3i1rk+d/R2cjjbQSFzoBmmgHKHkPVdaJ3pGyTU3Cianu2psR5970I1PWMGrdlQMQ/qaJJ4DGIqKaMhk0QErWrriJWu72wiJ1Lm3meP+j7KL3119d+r1UC33cNwlpE98mHNGUabVjQMasxhnjo7sxOtKI5hmZID6fOxvNFoyuBF5IiUXQ10T8ylYkVrv2LQnGO/YrCe4yEHKUbEvQ2atFdFVOCjV/xm93ecdSRyXluckN/JUWaRI/k8h8od3DV3hL1zu7ipdxQ35Xu4zeyhsHOYfkYxLy4DasnFb0rozJ05K7py11aV60zdzgrvgV8NEU/QbViMf26MbhaOzMwgicZRAjH8+J3zMbLEx6XMxini1b6oxqEimMeegf23qzo3H4uYmONU4xmGeewZzT9t5/mOrOgqntwvi7cNtcRV6msLBkLoBoppVdu3omLaBB3LG1EylUsycsQtVlwCSaGIaDXUuNxudTgNlrPW95R2PkBkPSvCxy5//dBzOcsI0uesYUuT833yu1jWnEXt0decI3aOO+Z2ccL8UVw3v5drMsuN9miK/g7KeZdJmPd8QaTcoH0vbZiILKz1BBddiEaqP9HUERdDSHlAc46IK1jNkvk6u4GcGzV3qYhUxHV7EXWNYcMxG8ksYb8jx1pbtNphUU9LzFXdiljSCF04VvqkskEwj3u4f1P/1gNWcrVAx2vRWevmHj/xDKty2D4GVCTdJuiq5ncoTmQdu4oVd1jrMmWd9Wz9vdo47s0FVRdiGjsWJUQ9RQ9rFbzN8vFP/4/RJ3KLIMkaa4x7ZUewKpQIpRoshmXNODI/z/fmj2Fn1me5zLjlSM+lrvZc5pPmnpBN0NCC7twijEnIY5hF3UHKDULuqChWJYuE9j8hDTe8DwTu/3gNWSJY2lmGhmXR96j2HazxaJtKd/fzNJhUfpvq8ypQJU1UacX5yHoem474vFZxzLWVDNSWcoDXlVWkm6C7IoNGxdO30Yotrwg6y5xURZ1oRdz924JYn9VnBUpn7hosNvywxhsekY5RvS2b8sYn/ul1Y0/floIO/iyzgC1NzrulX5kxGU5D66FkAuXcjezNjnDj4lHcvms3ZS93KakhUyoLVtyg3ixiqotUjHHWaAiNUjveem4R84BjrouQoUrRrloI5XlFZJUFDTRLNhowNsQ6ucdXYxq6ZUz6jQyyMJaYrEO4VJy8ED6vAOWdd7rCPiYi5rneQHbirCF+chj45sGajiuXVZKGduuXUThbV7unsfH07XZg0jp2sJ7jJg3BMWijdGvjTeFSfVagJ2jF76P1hRU+9ZHXdJ+kbYREzmuMQMiZD+jZIUJPMnZJj3npcfPczRzdWyTr2aj5K42geglyQRFpvV268zAvOozUoxvE3Cbl8Hjf1mOrJpyBmLOBYkdSlLUU461hFa2kGYnJL+oRJ3GDz7h33EBhdtMk5lVIEJVuHm40vZzi6mtWvL8NQVS0p1POUO8Ya8c3txFC20KkTRzyZjuI2h1w+Lwohb7Teg43jOrpygxoz5TiLOcCV/yosFWDik9e+tqpT9WWR7Kc1x5OzvDXnYBVpUfJIVtySPt8cfE0DhfzVZB9o8egMPhY36U7eyKd2HqOrGaJrdJYT/akLL28JmOi8WQGjJcyfFUxsqyq0SyFt7KyzMU5h/Grf4SOteU2+QeSrL6zaRw3pPnGxOy6mIOc+Uj3+V+/NPFvlN3r2Fqe8XWAtTfbVjNPfnSVIAcMyhnR/MoRCNENbIhU0dXeCZpW84iQzWH9Jut9SvNmEIfRees8FCvCgmL4p09uD814NRBoJs/MCLY0Od+tveq99X+cZc04pDu4vn8sXzx8f246sodyOWv+XwTfHLauOdDWnWNpw20TWc/SQdBdUkZEzBKsZC8tSJ7D3FxTS46P5Uuc4ivqhULnasAslhhrkX7zhuIcg+HZNOyqFSERLObQsijIJYGYs5qM29azO1fA9z8aPvvFiX6j6nubmqBnmpyf8pjaYmaQjIFWfLPWn+MaG+HP3tCAa7LU+HMLwySzuN/kgPUc5mXUIXWVY9Ad58BX3rSyc7LdkSzntccd5U4swrLm9DWjrzmH7A5uK/bw3cV7cc3h47nt8C50KXMpqfE1b3D/OgONR/fYku7ScQ1UxW2GWNCjiFmCBdnrwc4d6FxWW1xxhEgo9RjIOc+wc4ZyztCzwFJLZhABlEat3zYpx5Z5LJ2I1+ArEu2wngMxiy83OeFvVNx8i6vI5m8CmrvylbMKV0ozyE9U8gXaYTG3P7eJNlwXcdbeqGJPjWiODs05Xta2nluOwVlpnrplkMh5bXFzeTR9zVi0PRa1x+FyB3cWO7l5eQ/fWziaGw4dzeLdc5gFgylxWm3Dgm4RcvCm+2D/ho4b4lIDYbUIuoF2WFwg5l7dMoheD3v0TtcGKBOkbzHLhZMsIKrD60L/bO6OkS1bZKDllL+yQiRHW74IhBy+Y4e1HMsXleXcImXAJytMpz8X19/gypEGgr7iy1Ntv6EQl+1WpT1XdSFaJG10sJJZl2+iI5W6EzZY5UPWGSZnRDhw+7tGLk8YAk2yxprjxv4xHLFzLNoeh8t5DhU7uHN5J7cs7uL2hV0cOrQTPZJz+i9fxo2//BRMqR3xmpGlHCYbzQs6btCewyNjTNBtjCLmzFnNunOO/t55lo92P0HvUEl+Nxh/lVQSQ8MR6NJuXct6bVpkVfQFdZRHTMixpm48EbdIuSby4aRcpfxO+VvNdNhcBPn0v2F/8LHu91Mqom6QNFJlxDUkj5Jugl6TgY0h5rv+Yu2PeQ/CLMoao39xDxHZJyJXi8g1IjLgzhWRp4nInSLy7356/aTbrgY3LB/DdUt7Obi4l4NHjuW6I8dw8PAx3HJ4D4cO7aS4O8csuEfoUEg8rheghkbN29pRVludDUdaIFz3xZqEHk9tYo4jJObnXKPN+R793RnLewzLewzlToPteUs5N2jPfbZ5KJDuyCJ4+CXomGUZRUH0nI7dy2F+zr0Pn/2kQfP18kLjfZBQ/PcIHnwN4YcSfe9tDPOpf6tuROE7h3OBv2kFyWegZjJEktAU58lLYSMLYg3BgUMXTb1NQhNV/fdo2myMtZxFJAPegeskexC4XEQuVtV2utinVfVHV7jt1HjJFc/jxqU5jhRzHC7muLs/x93LcxxZnGNpoUe5kGOOZGQLwsFffwo7b6Yuwt9+8vTWopQSFeCvozbEdoSpxRld8XcO5B0iMqoohagL8lyOnc+xPR99ob4x7c68toAlGhsM6Jka9t3ruT92r3aOVk63thUXk0hWW8/aPmbQn6nJKSzvyhzcjjCf/AL2aY+jKpupzl5W46Ii3E1emnqz8fPa5zwkosTRQGHZsPM5KokpWnbp3e9dg297z0aVqj5jmETWOBO4xhfOR0Q+ADwT1+J7PbcdiVuX9nCk6HF3f44j/TkW+zmLSz36izl2MccsGLIjhmzRteIxhdaFxGNdL3YIxpJGcKIB4JwsqrYmvIikG4gs8EaWX545Yu5lvtmmweYQCseU84KocdmLcUZWSKO1gHX1EJylbEB7tbWfRZEV3vHWjDBpWXVZbd3FNRUq6aKLkP16KkL5w48n+/jnV/krzjbMP3+B8qzH+xujVLWLRHEk7esaVzUz8FKHSD0vOu/xexGD4p56QphbqGDnSrw29eeuRKZLj/zlup+Dewq2KjmfDMSdPw8CT+pY7/tF5Iu45q+vUtUrp9h2aty2tJMj/TkW+j2WlnOWl3PKpQyWMsyiIVswZEuemPveai51sAxi/FhqzGD7qipm2FX/UmMHY4nbZRy7iDmvJQU7l1HOGZ+xSEWAagSbh8phVFqnK/MIxvpaCNaLoSKOpKPvMRAOF6Mj6iLWkRuP7AERIbt1/GeE4uwnkH/sipX8fFsHxsc3CzVJB9VZQnQHdcnMiJRd/eNwwzduWdufEcfSRwQ91NEM215W2nDMqOU8iebcdSW0PR5fAE5V1UcDfwT8/RTbuhVFzheRK0Rkon/7P/3nP+DupTkWlnosLfYoF3NY8BbzgreYF8EsQbbsNedAeMESrcgq/GGIIh2iGOCofGelQVfONhkIUxuoi5Hn3nL25BxZzrbnCjKVO4Rip9DfJRS7DMVOcQTeE2xPvAYt2Nxg50KbeyeR6Fxtkeu8f82NL/CUVZPtOctcc69lV92Z/fugM8eTCVPQ6Gl87p/zhEl+ri2L7OOf9+eo1t6JzglS+wTUPzXVYYlEPoz4Oov8GVFhq8pPUSUHtSaoiDlZzWuLujF0PY3dRuRaEfmy97Nd4efdS0Q+KiLf8K/HrnRMk1jOB4H7RZ9PwVnHFVT1ruj9JSLyThE5fpJto+0uBC4EEGmrwt348o+/kVPf/buwZDBLBrMkzloOUsaye82Wta5NK0431FygwFk/WTCBBKSkKsIf6lbY0DDVZ1vFRdG7ZA2RmpDzHJ3rOZ15Z49yZ06xO6O/26AZlHNQ7gDrJeNsUTAFmL64Bpx99Z/VzSt8PepQOL3d+WKEHAEdFrA0t4vLRdT7jN5XSRD1rOVnPBGAuY9cPuLX2ppY3vfEqiQmqi56Up3GrCbzjlmq30FKrZODSuP/6eJj3z3p2rK+1rzprWXpwze9FJUx1KeRHIBrjNVZzmep6i3R59cCH1fVN/sAiNcCKypOMonlfDlwuoicJiJzwHOAi+MVROS+4ltsi8iZfr+3TrLtavGdn30NZllqYvakbPrOYs76rpGlkzYUs2Q9wTWdMo2suDyyaNqZdCHqIkyxZR1C5UKhokrS8Bl+vdoSLuf8NA/FLih2O5IudkE5H01z4gh8zrXasj3/Om9cUsp8sKT9FKI8vJVse67YU5hiizguAlXV882kMWnesqT9fSx8jqNUlv+fM9fyp50NSPuJIZyr1tNFfAOLna1ZVn/Ow3UUOYn9U9bA05aXxiTLqtrjkmWJmNcBAmsZrfFM4D3+/XuAn1jpjsZazqpaiMjLgQO45NB3q+qVIvLzfvkFwLOAl4pIASwAz1FVBTq3Xelgh8EsSUXI0ofME7OzNv1rqWRLtu4sTB2nqiJOa1aDYhEMmqkrIqOGyjsXSnF2xRfHr9GfrJIbesZLEoZyTlz5Um81Lx1nXTnepVoTdk65MM7giXLLTN9Z/5JRadJuxdaJ6bKCW3rlgKXc+txpSUertZcv/diZzP/vz3VvtMWw9GNnVuc0hDE6p6C4+d4vIT6kw/126nVkdUlPoq5Oh1i0ABnxjxPfJ6pyPEPjqejAHX++Tt/0Hg6l/g9NvSWX+if9P/VP/yeo6g0AqnqDiNxnpcOaKAlFVS8BLmnNuyB6/8fAH0+67Vrjm7/6Sh76G2/zRAxSuMmRtEvcMEXdsDIOS6u4NzhwKkeOqdOUbcTmcS3lNsJja8iEm8uq+GFbacbxBEvHKbrDooVUf/rO4ua4WruuHojrnuw6iysSVVAbJQgNI9qB7zBmW9Hoc8d5WPzxM9lx8dYm6MVner+1Rje+KqwxOGUlutH7m6T/GcVS1U0WcAl+ImiJl81K7xwsfZU48RUQtUnS/jZ44NY/28ivf4/DEEv5+JYP7EJPwAFPVdXrPQF/VES+tpZj2tIZgjGMJ2RTuvcVIZchqy6kO3dsXBFyiNDwr5mgGCoJXLXJTFV93chqDmFtoZJcKFiUucQS9yhMVbpULND3eq9RNHMNAcS6P7S1QBXC7P+0JjTUDNEc3upSHUnOFUatMwGBNzbfpnHPNhQKDJmBUWhjTNSuLrK7SSLi9OhgOVd1k92N1FkHUuvQoaKg2FqHVq1JGgOq7L/pgvbwEtYS6nijA7eo6lCPt6pe719vEpEP40KHbxSRE73VfCJw00qHNVGG4FbAV3/7V1wccxnFNJfupDti7rAqG7GnMOBxr3TDIFVEmnPQEPMo+y/P0BDLnOeRzuyt5sw5/mzmJjWAxVnBpc8ADBqncbV2NfdEnlN1cnEWOJV+bYNMElvm2eBUaabtiAw/hWzE8ROdU1WoXWDhJ9ckYnJTcPeznlxHYGTt79vS6X1nHe2ZStN3v4uXsXr+ppy7CBvtZehc7iJ35lzse52k1EpYyrJEzBuAlWjOIrJbRI4K74FzgK/gfGov9Ku9EPiHlY5r21jO4E5oSNMmlgaMKyzUhapJpa2tZ7XSkDdcZTJvedumLFLvR2qHok8SsSGkLfx589opFyxUKX3USKPfX3DOOYIO38VzOaZ0aTFSat35yCdExMkr0LwhDQSWtBtyGG8UjrowW4/3A+dyG0Dr3CM/Q9zXrh6gwhOKVOuounKeqs4oUAOSednJ+g7YVjFGfONdX1u5sC47tbB19qCUtW8jYUMg05/rE4AP+ziIHHifqu4XkcuBD4rIecB/AD+10jFtK3L+0tt/hcee/7aGlRzqI4iE5AFw/pvgyIEQXucyvwyCdXIG1hFaSM/1soZ2PfuHiA/vma/qY+R+yqitrcjZZ0oXsRfGGtf9CI0sNGt2KKqTGD0hh5ZagZyVqiNG5bdsX3uqDV9no+OS6Vjfn7cwyCKJWAAADLtJREFUJrEdZNza5tBzn8xR77+sY0ezjSpjstLV/Wt105JI4Qo3QUfgKJUPwP0e4jI+cydDaeYarEoumL64UM3CVq9ia5Le/823bNRXvmdDnSQ61SYu6/nRHfNvBX54LYa1rcgZ4N8u/BWe8DNvdR+ix2wXmSFU7YUqC5lGxheoI2hRR9CBkD1JQ9Nybrdy0oqc/fvw2BtpzZiI2Kzfr29VHxOcev9isKKrVnH+kIjbXq1PI/aRAbFTMZbL3djD3p0zK1iEQx1+jY2pCEtjS7/LN2qdzLIVocGHEH+v1s3MzwJfZ0Oj9dtdqyUPZB2yPQVTKpoZTN8ieUTQvpCVjKr7nLC20BVZzuuObUfObYT41BDSFDhYCeFzbqYG3QCZuN37OY//jUinhpAt5rLzgu7Y1IA1JubgNwqM2+i8QkPeqMpXeti88is5Uhd8cgQR6eoAKQ+QtDbH03gFPveXrxx7Hp7032sLrzpOtnVljspybpCzVLMG5Jzwu0Q37aqXXzjf4Qaqzh9iS8X0XTKU9AVjQjceJ63t/+LvrPG3ShiFWUzf3pbkfMVFr+TM57216mqhoq6gfekiHbBaEfQnPrHyNu+Xfv4NU63/xBe81dfQoPHILD5iqqp7MeC49ISh3cviGg/VOkrNjhFZNz+39uU/X37ReEKO8a/ve9XAvMf/7Fun2scsoZOco8/DbazRdyPxv4lYFwppciXzxOw65nipo5hBptjGEHV5ELOGbUnOAJ/7q1fy5Oe+pXL4uZZUjpjVCJ/chHbvl793NOk9+E1vq0kzRG4EKcGT81d/51dG7uPRL3tbpT1rtB9RsKa2rAEGPIQKn3/3dMQ8DPF+zpZnrck+NwqBnDtvYO1123wca/dDUuVFQxq+oItK5qNAjH8MWklN54TVIVnOG4zL3v8qnvyctzhnjQEvZvCpf/zVzR5aJ6553WjinQRffMfq97HW+Jh+CNg6JK0ROY61p1rE29DlI39HHGqoAlIK+WL4bMjEouJKCGzT0PHZhdLs3zkj2NbkDHDZB9wj91N/8vf5PxfPJinfU7BVSLpR33oYIjLW9vv4iSfErUfx65rVUladZVgFSjoLOmFDkWSNTcS/fPjVmz2EBI9ZJulbX/KUocsaEkaHdUzrfeDczkQdpUpKKn3InahB1M5iI+htDUnRGgkJTQSShtkh6uP+9DPc8tImQQ/TlYcSciRjDLzGMrT4qJbMN1nwyUQZCRuNFRY+Wldsm/TthK2NmKg3Eze/7ClD09ODJFG9+sm2l3dNseUcIPU2LqW/TqP/gR//vc06Bfc8hDrcrWmzkSznhJnBLMgdcfYmNN83nH5EssUwaaO9jFYSS6xDG0Ez9en6wQRP2BDoFracRWSfiFwtItf46v7t5T8tIl/y02dE5NHRsoFWLgkJo/Ax/dDmWdKjrGaJJjO4Lu33LWIOaITntaxnl1XqXhM2EKHxczxtMsaSs4hkwDuAZwBnAM8VkTNaq30b+CFVfRTwRny7qQhnqepjRpXfS0hoYzMIOtaGq5r6sSUcSRRVZcEhBN1Vra+BaP+OpKMuK0lw3DgoSGEHps3GJLLGmcA1vtAHIvIBXCuWq8IKqvqZaP3LcL0CExJWjY2UOr73iqd0ShoDckaHI3AgjA6ahNzO95HoUJElbjO37r/+r8Gsy4T1gaAzWctkkvvzycB3o88H/bxhOA/4SPRZca1cPi8i508/xISEDbKio8iKUdMwS3kgo3OIdh0wlOST1byx2MKWc5f41SnIiMhZOHL+T9HsgVYuqvqpjm3PBxJ5JwzFx/RD62pBx6TYtpYHrGZqQm7PH0zXHnHQkDFY3RSEzhZoCesI9S2HZguT3KMPAveLPp8CXN9eSUQeBbwLeKavaQrQaOUChFYuA1DVC1X1CUmXThiF9XQWNpx9kfUbZ/g1rNv2+pEV3KiPPc63F0siZu3qmyRMiJC+3Z42GZOQ8+XA6SJymojMAc/BtWKpICL3B/4OeL6qfj2aP6yVS0LCqrAeBF01K+gi5Jbk0ZYiukh5ElRRc37bf/vT2auNsu2hIEU5MG02xsoaqlqIyMuBA7hmSu9W1StF5Of98guA1wPHAe/0bVsKbwF3tnJZl2+ScI/DmjsLA7nauviQ5kMcguFzm5Db5DxG0rjyLYmMNx+zKWtMlISiqpcAl7TmXRC9/zng5zq262zlkpCwllgrLbpLN46J2uatZe3IjLEHgK+9MZHxzEFxBU5mDClDMGFbYE2s6NjZ1+EQDDV/NY/WGUHKX399IuItAVUopmwiuAFI5JywrbAqku6yhDvIWkr/uePfkwh5i2KryhoJCVsN00od17/mKZOFz7VIOsy/+jcTKW9ZqLrGujOGRM4J2xbTWNEn/e5nuO51vlToqMzA6PPVb0iEvD2gMAPRGW0kck7Y9phK6mgR8df+v0TA2x4KmiznhITNw9jY6N+ZjZrSCRuMFcoaIrIPeDsuxPhdqvrmtRxWIueEhIR7OBSdMlojqtb5dFwW9eUicrGqXjV6y8mRSqwkJCTcs6E4y7k9jUZVrVNVl4FQrXPNkMg5ISHhHg1VRctyYBqDaat1To0kayQkJNyjcYjbD3y0+OvjOxbtaHVvulBVQyORiat1rhSJnBMSEu7RUNV9K9hsomqdq0GSNRISEhKmx9hqnatFspwTEhISpsSwap1reQzRGey6IDKyd0RCQkJCwOe3a4OOiWQNEdknIleLyDUi8tqO5SIif+iXf0lEHjfptgkJCQkJgxhLzlGw9TOAM4DnisgZrdWeAZzup/OBP5li24SEhISEFiaxnCcJtn4m8F51uAzYKyInTrhtQkJCQkILk5DzJMHWw9ZZ90DthISEhO2ISaI1Jgm2HrbOxIHaInI+ThIBWGJrNoI9HrhlswexAqRxbyzSuNcOp272ANYLk5DzJMHWw9aZm2BbAHzmzYUAInLFVvTApnFvLNK4NxZbddxbFZPIGpMEW18MvMBHbTwZuFNVb5hw24SEhISEFsZazsOCrUXk5/3yC3CduX8EuAY4Arxo1Lbr8k0SEhISthEmyhBU1UtwBBzPuyB6r8DLJt12Alw4fpWZRBr3xiKNe2OxVce9JTGTGYIJCQkJ93SkwkcJCQkJM4hNI+fVpIRvJiYY99NE5E4R+Xc/vX4zxtmGiLxbRG4Skc4QxRk+3+PGPavn+34i8gkR+aqIXCkiv9yxzsyd8wnHPZPnfNtBVTd8wjkHvwk8EBdu90XgjNY6PwJ8BBcr/WTgXzdjrCsY99OAf9zssXaM/QeBxwFfGbJ85s73hOOe1fN9IvA4//4o4Otb5BqfZNwzec6327RZlvNqUsI3E1s2HV1VPwXcNmKVWTzfk4x7JqGqN6jqF/z7Q8BXGcyOnblzPuG4EzYAm0XOq0kJ30xMOqbvF5EvishHROThGzO0VWMWz/ekmOnzLSIPAB4L/Gtr0Uyf8xHjhhk/59sBm1VsfzUp4ZuJScb0BeBUVT0sIj8C/D2uWt+sYxbP9ySY6fMtInuAvwVeoap3tRd3bDIT53zMuGf6nG8XbJblvJqU8M3E2DGp6l2qeti/vwToiUhX88hZwyye77GY5fMtIj0cwf0vVf27jlVm8pyPG/csn/PthM0i59WkhG8mxo5bRO4rIuLfn4k7x7du+Einxyye77GY1fPtx/TnwFdV9W1DVpu5cz7JuGf1nG83bIqsoatICd9MTDjuZwEvFZECWACeo6qb/qgqIu/HedmPF5GDwG8APZjd8w0TjXsmzzfwVOD5wJdF5N/9vF8D7g8zfc4nGfesnvNthZQhmJCQkDCDSBmCCQkJCTOIRM4JCQkJM4hEzgkJCQkziETOCQkJCTOIRM4JCQmbgnFFrTrWf7aIXOULMr1vvce32UjRGgkJCZsCEflB4DCuvsgjxqx7OvBB4D+r6u0ich9VvWkjxrlZSJZzQkLCpqCrqJWIPEhE9ovI50Xk0yLyML/oxcA7VPV2v+22JmZI5JyQkDBbuBD4RVV9PPAq4J1+/kOAh4jIv4jIZSKyb9NGuEHYrMJHCQkJCQ34YktPAf7GZ4cDzPvXHFdc6Wm4GiSfFpFHqOodGz3OjUIi54SEhFmBAe5Q1cd0LDsIXKaqfeDbInI1jqwv38gBbiSSrJGQkDAT8KVJvy0iPwVVG69H+8V/D5zl5x+Pkzm+tSkD3SAkck5ISNgU+KJWnwUeKiIHReQ84KeB80Tki8CV1J2GDgC3ishVwCeAV6vqtq6El0LpEhISEmYQyXJOSEhImEEkck5ISEiYQSRyTkhISJhBJHJOSEhImEEkck5ISEiYQSRyTkhISJhBJHJOSEhImEEkck5ISEiYQfxfzhu3CmE1WJ0AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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oY2F8IJoSsihM+iiuQtCiKL1PuFPJe+CFwNVmZsAtktZIWgdsALZkyd2R9K/Zvj7ntE/0RICNYIWKGWJsEUQ1mFodU3lqjNgMTUwFUcxcEFYJFvGMJOCJ8fMjV5OeeCYrP3VL992IgktCZ55MNFkL0Q5pOqeFO/sc0QxXRDvK8EO/WF908tRTAMT77FO/95GI930ayaOPtTymtu3HRKeeQLJyZFakwyF/FT5Lj/7n0ex4ZDUWjRLVRDwVESUpmmJgf+DMYM+AZ1E7BPhJw/P7s3Xt1jsDhJKGloaxMSUQT0A0CcmoqK2qkq4aI121Alu1AttrlHRlaMnKEZJVo9RWjZCsHCHdqzpj/KajGyGj+oXbQ2hUQ1xr8v0fhk9wQ4uPa+2akBnK45jnoJ0AFyHMvcgQl+zcGdwP1QrJo4+1FeCc2qoRpvau8uRvPbvl9iuO+xRHHPIwU/sk1MbCWEEaMy3A524cvPSiuSXc3PpFL+S/1c+fzbG+9Um6KHlfBgtluRHVqFvCgrworWoQTwXrNFkRIasSjcQoscxajkirEWlVWCXMslIS8k+s+OytAMQnHQdpSnzC0UFQOxB/8Q5gpvGbHxefmNVIy0LY5nRN9Hnq83ys2qX4jNd27Oi8U8bU3lVGP/dNRoCfvH0jE/snHPXaW6e3f2v3BiIZVCz7R9Q06PeNu3rY8/5giFoffcDN9EKE7wcOa3h+KLAdGGmzviXdlLx3n3B/eeTVG4knGwQ4e4S6dWxRyC0BoGqELAtrq4pkJIyi10bD4E08ZVR/HpGOP4vqU1PYrqkQ8pYY8S8eC2mKEqP2g3vn39nGROQwLcYzyGOaW9DN52qhLoLFJFDqNxNPixnNlluFNl5/wj5E/ISjZvzJHWyGwR1xHfDbWZTEmcBOM3sQuA04StIRkkaAl2b7OgNCvMeI9xiVCSOegMpEcEPEeyCeJFi9CrPqaqMRtSx8bXLvmD37xEzsG7Frrfj5wfDU4fDUoWLX/hGTa2JqK6skK0ewkQpWjbOKDcGP3K2LopHkO5uznBatZ+bVfnBvTyzgYTcC9vmnbxTdhb5jiJpFs1o3SIol3Snpc9nzfSXdKOne7PFpnc7Ri5L31wMXAluAXcCrsm01Sa8FbiBkKf0HM/t+V6+sDcP+BSgTT7zi2cR76vMjTDYrg5ayySBpHDKrgUI4WxVqY2JqJUztA5Nra6zYfxe7nxzD7hshSiKUBVLEgkhCtSyUKrG6z2O+VBpG6dsNEqX9dUVA7+oR5kQrVkwvz4oJLgE9ncnXBwwW4454PbAZ2Dt7finwRTO7PAvLvRR481wn6Cj3ZvYyM1tnZlUzO9TMPmJmV2YCjAVeY2ZPN7NfNLPbG4693syOzrb95UJfpbP0PPr7G2c8jyeMyu50RosnMst4jxFPZf7iTNPSGJIqJCOiNiaSsRBTXFuVEq2e4sC9n2TF6gmmVhlTK6C2QmEG1miMVaO6JZxP8lgA6R3fq59DIj6hblFPVzjpAfMV0FyMemFENAowEtFeey36nPNhx+eOmV5+9OKN7H7RGW33HZTyU2ZiMo1ntU5IOhT4deDDDatfCHwsW/4Y8KKO57ES5mdt5RMu+xs5TEy88AyUWGaVZiuVpZPMgvPTWNOhahaF5bSS+YJHobaCzBJOsX1qVFdMMbW7SuVnVcYeEmOPGaM7jcquhMruhGgyRbUETSUoMZLvbF5w/6NnHB/6niSQEqIi8iRD0LOk+ZX1Ychj07b3drV/p89wtNdeYNbRum0W3nTXrq6uv5TYLz8DffXOOfdZIsv4DjM7bTEnWHPsAfbLf/+bs9Z/7jkfmPPckq4B3g2sBt5kZs+T9LiZrWnY5zEzm9Ml4bkjnFnEEylKDdUMZdajRSHKIY3Do9Isc2Us0mpDKuF8AM9CSFu0RyRPVpjaFRNNingiHGsKicCnhT0WSmbmp10o6Z13h8gLCdncuXIXRZawqJ24Lkh0uoi1TXftIl61quv9+0EnAYby5uHILeEWrJV0e8Pzq7IAAiQ9D3jIzO6QdPZirl96EXYLuP9EkylKUqKahWxZZiHkLBGqRqQWZVomUoyQeCuIq9IQNRHVwuAdElEtCGs8CfFuiKYgapj9lk95NeXpMUO0RPLdHyz4NTRb0pVfOBLMepazGZhXzHG0YgWK4+lJFK2Yj0Xb6jxT558GEtUbbuv6PAulcuAB1H720JJfpx8En3BLF9gjc1jCZwEvkHQhMAbsLemfgZ9JWmdmD2aT1jrepNKLsLO07Hn+6VlKQiNKguUb7Ukyd0QaEribQTUmsoiUMJCQEmUDCnnyFsOikFmLPKELWRhbZmRoKhPiyZmTP6DrBGkLptd1+4BpEa4cvI7a9gepHHtU2/C6RQ2gbTwFi0Bf+3bLzVMXPGtG+GA/WKgAl3HQzhBJaxFuf4zZW4C3AGSW8JvM7BWS/hr4HeDy7PHfO52r1CLsVvDSkvzaM6k8lQTXQ5r5gDPLl6RhhlkK2pOgOEVTYRAtqijkmq1EJGNRlkcgSwJfDWFsaeY/JnNPRIllFrKFwqGThqZSolqID5ZZGFwbEGrbH6RywP4A4fHRx8OGM08m3jW5KL82gM44CQAzQ1+rT4KonXcalRvr/5KbLd/dv3EGK669lV5TWXcQtQd/2pNzlUmMzehlwp7LgX+TdDHwX8CLOx1QahF2lpb4i3dgv3RKsIQbxTcvVZSG6b4hYoEsPSUz0xYKlOWVtazSAhZ8xZHC7DnIwtlSiKYs5KGtWVieHgAM1x40ag89TGX/tWH54UfCylvuYqG5bOI1a0gefxydcRKqpS1/lBoFuBXJiHjqN89k1Se7z83RDb0Q4OgZx8+oE9jK0Oq/MM/fEm7EzL4MfDlb3gH82nyOL60IuxXcHxr/4hrhS5KLb/53O5SvyZKqp0IKgmmCaCqFzEeci7BSwqBbQ3LxIMKW+YwzAa6laCqzgtNgeZddhisH7E/toYdnrmwKfavsvzaE2a1YQbrPSvYctHLaWt1y9alsOPgRTlzzU/YbeYrtE2u48+FDWPPrwY2RPP44Uxc8i+oNty34XvRafHtJp0Kt0H8r2QyStLgBztKKsE9RLob8SzKdiyFDhDkUIg0z09LgWkgrENVS0qxMepQI4nyKcxDqab9vk+9ZmUXc6HvOpy93k0ui31T2XwtmVPZfW7d6AbN0RmIcS4KLh1qYkZKOiJ/+6UaeOG6K4w9/gN9adytXH3MYMMIN27/B369exwevew4/3/w0Vm8Taz90M5PPfRYjn7+NPc8/HROMXffNfr/cwui3JZznEy6K0oowuBAXSqNrIArpKUWwGpQYkGJERLUw8BZZOh0vnFvJM8KnzOrWcOZ7zgWYxKbzRjTmBy4TucsBmGH5xvu2CAFNjdrjO6gccjBkuTUm1sIBBz9O7eztXN2QUuWCg08G4Ow7tnD3C2ohwgEY+XywnEf/45tMvOD0JXhF5aNI/3DqlnB7XIiLQWmmhFJwRZAGIU7ASFEWI2FE9UF5M5QqS/Yzs+bYdGl0qw8CKs180EmSCXNa90k3UVl/GLUft04aUzm0TYbUSN3XsJuDyn77zXY57LcfwHRdvVZiXHtgO9FB+7LXp29hw6fnvsbdz6xRO/c0ql+Y7e/tZAXPKGKaGrV7fzT3xZwZBHdEcZXeSi/CTjHU7tkSYmslFAnLRJcoyoo61oU4n6GhbAIGEmr0aOa+5ZRpEcZsWninBdjywcGZpnBl/WHBDXDoIdTuf2DmtnYCDD0R4E5I0bQQA7Py9S5ltEee6Ki2+Yf1pEcDVTWyTpFWsCGSxEV4TtwaLojcIk3zaRlBdIONmy9Hmd83iw9OG5zA0zHANvt8ueg2CnCWxrLyC0dSOXJDNtU4nbaAK4ceEv7iN/Wx9kDbDKk9obZjx7SlO11Jmvnl6e1Ecs4zqdzUPuphz/NPZ/Q/gkWc519uzJc833JRZaEMIWpYKPZZFAMhwk5BJGm9Ii9RXYiVRzJkQqxgCZtAzXl8U2a6F6zu950OhUtmWsC1LVupbFhPbduPZ5yq2QougtqOHVT226+nAgwQf+mOObfnAgyUctByPpRCeJuwAn3CA/PnpYxv3LBT2/bjkARnOm44m8CRDaApr/GWbVcaohzy5D+qpdk+WatlgptPBGkW4HwG2ob10JzzoWAaSwP1WoAHgZ+/+Myiu7BkmEGaRLNav+jKEpY0DryPkBf4w2Z2edP2PwNe3nDO44D9zexRSduAJ4EEqC0m45G7JQog989O/w2PkGzasxDcCpo5EBfV3Q45M1wSzdZwQ8sFuN0gnFMM8ynK2o4yG1JF/uZ3lPuG0vXPBY4HXibp+MZ9zOyvzewUMzuFMJ/6/5nZow27nJNtX1TKOSj3GzmUTFup6SwBrS9nVnCahoKaubWbWcv16c9pawFOG4W4czFOp788+MaNnXfqQKm/t6ZCLeFurnQ6Wel6M5sE8tL17XgZ8IledK4dpX5Dh4zaA9szt0Ga5edN61Ocs8kXMwS20f2QNgl3JwHOw8AKqH7htGfde2bXmpsPA/F9zXOwNrY+0Y0Id126XtJewDjQGBVpwBck3ZFVVHYGjNr2B2cLcdJg/eb5H/LWSngbIyNaDdTBtBVchgE4Bx667thFn2MgBBiCQdHc+kQ3Ijyf0vXPB77e5Io4y8xOJbgzXiPpOS0vIl0i6famJMptGZg3d1iYjmRIw3TcJIFakglzOj1Ql7sjWn6o0+bzNXyMsuV+xPY63XHACxaezxkG6DtqYIlmtX7RzcBcu5L2rXgpTa4IM9uePT4k6VqCe+MrzQd2U/K+GR+o6w+V/dcG0Y3jIMQ5iuohbJaHshlEqscNk8+eyw6Zw9/rg3HF0iyai/luDYwAZ6jkIWpdla6XtA/wKzQkMZa0UtLqfBk4H+jpFKJBe7MHEcvD1BrD1ZIU0iSsS5p8wLmFm8+UaxDeaUGWgoBnNMcEO/3jJrum5feo3fqcn7ytPmD3szfUlwfuO2nZJKPm1ic6WsLtStdL+qNs+5XZrr8BfMHMft5w+IHAtaFkDRXg42a2qZcvANwiXnJSw0hQHAfRzYXUBHE2dTmNZv6kpwSRbbCIc0wNlnJJaqQtR7oVy8b9Gr9nh72rPmB34N/czE//ZCPfu+JPe9fBfrLQBNA9YGCqLXeDC/HSEa9ZE9wMcVwXz8blSBDFdfdE43qpbgE3CbXM2pYEcpaGXliq5+oi7rt8I0dcenPPzrlAFl1tefTww+zgP3/DrPXbXvemRZ+7G4Zq2rJbxEtIFlo2bRFD3U8MwfJVk0XcbOXm1TmmXRL1SR9Of+iVWN5k18Cbr2Fo8rUV+DkcKhEGF+KlItm5c177V55+ROYTVr08UhTNtIqZe6DO6R0D56ftJwbqYzREMwOTO2I++AeueGaVls8sYIsFlQirxtPNWTo6Da45AaWzW78YShEGF+JSkbkhLBYWx1glwqoRNhIPVHXlQcO/A/OgwMkaQ+eOaMRdEyUgt4CjKAhwNQoiHAdRdju497j4zg+5O2Jp8Q9kcdS2bK0/iYVVItJqRDIWU1sRM7XSJbiXuOth4RTpjhhqSzjHLeKCyS3hakQ6GlNbEZGMRj1Jj+i4obForL+i28zQW8I5/kEthtoP7q0L8EhEbUXE1MqIPXsvm4/ekuGWb+9wS7hP5B9Yt4r7i1Xj4IZoEOF9P7y49IjLGRfeHlOwJbysRDjH3RP9Izr1BNKRmHQ0JhmLqK0Qk6uK7tVg4uK7NAhQgdOWl6UIg1vF/WLaCh6NqI2J2gpRW1l0rwYHF94+4JZwsbhVvLTYrd8hPe800qpIRkVtFJKxontVblx4C8AH5orFBziWlsqNt5OMiGREpKOw/m3uD26Hfw4LwII7orn1i2VvCTfiVvHSseqTt+Cu4LlxAS6O+bojJB0GXA0cRLCjrzKz90naF/gksAHYBrzEzB6b61xdWcKSxiXdI2mLpEtbbD9b0k5J387aZd0eWzbcKnac5ccCQtRqwBvN7DjgTELptuOBS4EvmtlRwBez53PS0RJuKHl/HqHU0W2SrjOzu5t2/aqZPW+Bx5YOH7hznOWBFjAwZ2YPAg9my09K2kwogPxC4Oxst48BXwbePNe5lqLkfa+OLbR3F60AAAjwSURBVAVuFTvO8LOYyRqSNgDPAG4FDswEOhfqAzod38uS98+WdJekz0s6YZ7Hlhp3UTjOEGNtRXhtXgE+a5c0HyppFfBp4A1m9sRCLt/NwFw3Je+/Baw3s6ckXQh8Fjiqy2PDRcILnPUiy4QP3DlLhf/IF0ubaIhH5ipvJKlKEOB/MbPPZKt/JmmdmT0oaR3wUKdrd2MJdyx5b2ZPmNlT2fL1QFXS2m6ObTjHVWZ2Wj9qOi2G3Cr2L43jDAntLeG2KFQv/giw2cyuaNh0HfA72fLv0FB9vh09KXkv6aCsU0g6PTvvjm6OHWRcjB1n8BEL8gmfBbwS+NWGqLALgcuB8yTdSwhIuLzTiXpV8v4i4NWSasBu4KUWyji3PLbjyxsw2pUEd5xu8B/ygjFQMr9ah2b2NVq7WwF+bT7n6mqyRuZiuL5p3ZUNyx8APtDtscOMh7Y5zuDhuSOGELeOHWdAMIg8i9pw44LstMNdEcWT+4SLwkW4z7ggO075UDo/n3AvcREukFZWkAvz8sGt4JJgoFpxl3cRLhntvpguzsOFC3CJMLeEnS4oSpy7EQv/gXAGHfcJOwumly6NhVpnzce5KM+NW8HlQmZE84wT7iUuwkNI0V9yH3x0Bg23hJ2hxQV5JkX/QDotMMAtYWc54LMJnbLi7ghnWeFi7JQJeXSEs1xxMXbKwnwT+PQSF2GncFyMnUIxcxF2HHAxdgpiAakse0mvSt6/XNJ3snazpJMbtm2T9N0s6fHtvey8M5x4snyn76Q2u/WJjiLcULb+ucDxwMskHd+0233Ar5jZScC7gKuatp9jZqeUvXSRUy6GTYiH7fUMDQaqpbNav+jGHTFdth5AUl62/u58BzO7uWH/Wwi15Bxn0biLwllqhKG0uNkavSx5n3Mx8PmG5wZ8QdIdrUpGO043uBXpLBkFW8LdiPB8ytafQxDhNzesPsvMTiW4M14j6Tltjr1E0u3uN3ba4ULsLA0GaTq79YmelLwHkHQS8GHghWa2I19vZtuzx4eAawnujVkMSsl7p1gGVYgHtd/LgnzacnPrE70qeX848BnglWb2w4b1KyWtzpeB84Hv9arzzvLEoyecnmKgWjKr9Ytelby/DNgP+KAkgFpm0R4IXJutqwAfN7NNS/JKnGXHoAza+Q9G2bG+uh+akVlxQcrtkFS+TjmlpqxC7AK85NyxWBfmPqMH2cZDXjFr/ab73rPoc3eDz5hzhoIyWsUuwAOCGdSKKzLnIuwMFWUQYxffAaRAd4SLsDOU3GTX9FWIXXgHGDNI+jcQ14yLsDO0LKVV7KI7TBj0MRqiGRdhZ+hZqBi70C4TDMwtYcdZelxUnZYs0B0haRx4HyF098NmdvlCLu8i7DjOMseweUZHNGSXPI8wq/g2SdeZ2d1zHzmbrvIJO47jDC1GsISb29xMZ5c0s0kgzy45b1yEHcdZ1pgZliSzWgfmm12yLe6OcBxnWfMkj91wY+2Ta1tsGmvK6niVmeUFK7rOLtkJF2HHcZY1Zja+gMO6yi7ZDe6OcBzHmT8ds0t2i1vCjuM486RddsmFnMuzqDmOM8j0JdPZUtKrkveS9P5s+3ckndrtsY7jOMuZXpW8fy5wVNYuAT40j2Mdx3GWLd1Ywt0EJb8QuNoCtwBrJK3r8ljHcZxlS69K3rfbp2cBzY7jOMNIN9ER3QQlt9un64BmSZcQXBkAexjMgqBrgUeK7sQC8H73F+9371hfdAcWSzci3E1Qcrt9Rro4Fggl74GrACTdPogjnt7v/uL97i+D2u+y05OS99nz386iJM4EdprZg10e6ziOs2zpVcn764ELgS3ALuBVcx27JK/EcRxnAOlqxpyZXU8Q2sZ1VzYsG/Cabo/tgqs671JKvN/9xfvdXwa136WmlDPmHMdxlguewMdxHKdAChPhxUyFLpIu+n22pJ2Svp21y4roZzOS/kHSQ5Jahv6V+H536ndZ7/dhkr4kabOk70t6fYt9SnfPu+x3Ke/5wGJmfW+EQbofAUcSwtjuAo5v2udC4POEWOMzgVuL6OsC+n028Lmi+9qi788BTgW+12Z76e53l/0u6/1eB5yaLa8Gfjggn/Fu+l3Kez6orShLeDFToYtkYKdhm9lXgEfn2KWM97ubfpcSM3vQzL6VLT8JbGb2bNHS3fMu++30kKJEeDFToYuk2z49W9Jdkj4v6YT+dG3RlPF+d0up77ekDcAzgFubNpX6ns/Rbyj5PR8kikrqvpip0EXSTZ++Baw3s6ckXQh8lpBdruyU8X53Q6nvt6RVwKeBN5jZE82bWxxSinveod+lvueDRlGW8GKmQhdJxz6Z2RNm9lS2fD1QldSqiGDZKOP97kiZ77ekKkHI/sXMPtNil1Le8079LvM9H0SKEuHFTIUuko79lnSQJGXLpxPu8Y6+93T+lPF+d6Ss9zvr00eAzWZ2RZvdSnfPu+l3We/5oFKIO8IWMRW6SLrs90XAqyXVgN3AS82s8L+Ykj5BGNVeK+l+4O1AFcp7v6GrfpfyfgNnAa8Evivp29m6twKHQ6nveTf9Lus9H0h8xpzjOE6B+Iw5x3GcAnERdhzHKRAXYcdxnAJxEXYcxykQF2HHcQqhU3KmFvu/RNLdWWKhjy91//qFR0c4jlMIkp4DPEXIn3Fih32PAv4N+FUze0zSAWb2UD/6udS4Jew4TiG0Ss4k6emSNkm6Q9JXJR2bbfoD4G/N7LHs2KEQYHARdhynXFwFvM7Mngm8Cfhgtv5o4GhJX5d0i6TxwnrYY4pK4OM4jjODLGnQRuBT2axogNHssUJIEnQ2IcfGVyWdaGaP97ufvcZF2HGcshABj5vZKS223Q/cYmZTwH2S7iGI8m397OBS4O4Ix3FKQZYy8z5JL4bp8k8nZ5s/C5yTrV9LcE9sLaSjPcZF2HGcQsiSM30DOEbS/ZIuBl4OXCzpLuD71CvX3ADskHQ38CXgz8xsKDK3eYia4zhOgbgl7DiOUyAuwo7jOAXiIuw4jlMgLsKO4zgF4iLsOI5TIC7CjuM4BeIi7DiOUyAuwo7jOAXy/wH79XieSTaRmAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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Yplu0abANHxuceT+xF2LJnCXsRFgxorQkp+mXDItBycRiMvV+YSVvRXkmWhRCnDcF2/Tvs8RQhI6armWxGCRE7TPASbjKo/cC7waaAKr6ceAruPC0n+FC1F7jj3VE5I3AlbgQtb9W1Z/MpbG/c8ZlqJaVVYSqayKRWCmccsxFPue6lDG6mTgr2Iuvm1whLhlPM0pR2VDILJmxNMSSidKSDuMyRVNytpk2xmf7EcG5HDJ1FnXDia8rg+Rn0GkpvAY44dRLEKv865W7VXx40VEYqjtiPkreK/CH0xz7Ck6k5w8pHc51IT7uZZdy7WcvmNe3SyRGEmOKKIhiAM6LsBss8xZqyy3BjeDEWDENSyOzhdgCrJYp9jST/IY9aWtGRw25F1g1wRoWpAN5UQBUfJ5iEJUyXXHHpdBER1+MVYWpJe4TXhSO/f3LiqBz4nUxW8dtpxjixHLnBce9xw++lfG5GrsiWm56cT7mRXgMOiFPREvRlhPhTJwIt63hETvGNh1nioyt+Wq2tlexvd2ikxuf2d37lZuRb7hZ+odt00+HDgOADSm+myeuH+05Ws4SNl3LYrF0pi1H5bWL0lehRItULeJEYjkTJkWE0LPYEg75HZwAR1nSIhGWliXzlrBVYWfe4v6pPZm0TXKE+3btzS93rOOhXauYnGpic28NZ+qiJELVT49YyFWKKs1qofK8qsKJGy7hXze9jVEkWcIDcMzZE6i3drWwfqvWcBmULsWEjkRiufG8E95XTaSThYE4J8DalEiA/XrcC/C4YsctWSun1cjJjBPhbZ0x7pvci59sfwzXbz2Emx86gPu278nDO8aZmmygXoQJURJjSj6uRd5hZw3jB+2kGAwsoiUy99094dRLhtt505As4T487ZyJ8GNaKaFS9QtX13ghvvYzyT+cWBq84Jl/CiJcfe1FM56nmRuEC/l+1SdrJ4SjNU0pwGORSK5yAmzGOzRbHcabbZomx6qwo9Pi4alxdnSabJ8cY/uuMSZ3NbFt42ocaWkJY5xPmcy4svciRcVmsYJYdb7qKVzKSxEMinjL+YQXuVp03/rnty5kd84KRcgXUXTrjLQIP+31E4Dz+yOuFhSEooVeeFVdxISvYVisRXjmKy7j+39//tDan0gMwvOPf6/LdtYnC9mJGy6hU2RFK6cj20zQBtiGj4TwfuA8ckPkYwrjOc3xDmtWTbJu1U72bE3SMh22Tq3iwZ2r2bJ9NVPbWpiHG5hdxsUHex+ytCzScukuTWYRo3QmM6a2N8m3ZzTGBLvDiX82iVvagmkr2nGTOGIj6jkv/hAA3/niWxauYwdElaEm8BlpEVZDZe6d+O3gExbF/8Zqt0Xs80snIU7ErF97Jmp7T7O86pG/XeTWwPN+973OsjXSe45phG1254LQBkW5otwPjhXugVUwuY/Frslp7jHFXmt3sv+a7ew/vp11zR0YUR7pjLErd2kc1Qq0DWaXobkNOqvd/VUsZBbTtDSaOY3M95/C1HhG3hEkN4gVQi07F7ZWfisNLrvbaDJcS3ikfcLB5xuW4Asm8gmrofgjLn3D5flqnBAnEqeseXUpwKH8e7ScsubVi94mF93gfKe2Mf3X8Tkv/pCPQPD+35ZEYWghn4N3P3g/8NTeil1lyVZ1WLN6kv1WP8JBqx/i0NW/4Umrf82h4/dzwNjD7NGYpNXoYDKLhkkZq3wkREOhqWQtS6vVYdVYm9WtKVa3phhrdcjGOrDKko8rHe8jLiMxQoyya6NtRb7iTLjmn4ZvBYP778+tdC2DICKZiPy7iPyz395HRK4Wkdv9eu9+9xhpSzjEBIfXKE6AQ0REcEuYbqu4OM/nOh1li3j93mdDbCX0sNSufPhvFrFFy4/CAp7JGvNCvFgW8XNPfn/p4+3jjsibZUpKm0lZK867IkJ15BAPPLWu9AGPr5pir1W72H98O48b38KRq37B45ubecS2uNUcyE7bYuvUKh4eG6e9qkFuBTvmY5DHnIiPjU+xZmyKNa0pmllOxxoyoy66wgp5LogXLxct4bvUfzbT8RWbDaDK9z89OuM1c8wnfB5wC7Cn374Q+LqqfkBELvTbM4aFjLQI/+jPN3LUuRNOYMPTWkV0KYoRFk8/6pVb1e0PYoxPg+kLGX7vHxfvj2DDQee6L38QAVWwiqp1+V/7CDDA+j1fU24YZzFdufWTC9nsZUNPAbY9xNjIognxyc+9uBRTEwRWeM5pH+Q7X6oOWh33skuxsRsiK10QYRabzcqpxHbMJWwPPuA9xqfYe2wn+41t57GtLTy+uZmntsa5P9/ODt3Mls4ebB5fzfZ2C2uFHZnFdgwINJo542Nt1o5PsufYLvZsTtLwA3oPT40jolgr7MrFhbLZ0i1R4AcPs7ZiBX7wqdER4IAd0PKNEZHHAv8f8D5go999Gm6GMcCngG+ylEUYKK3hcpAWqPmFvSjjJ+8UYhwcyN4aVuNGbxF49ksuLYRarFt/+//OfsR2/VPeCbm6CgO5Dc82Llgyj0QXKgJcfhD/ui6+dYsttpJ8ldv1684CkhjPRE8fcC8BDvsXSYjdZIYgqlVf77NfcmmZ8cyIF2DKQThTCm8hwJXS9YqOWRpjTkDXtCZZ19rJ3o0drM12Mi452+0uANaaXezT2M6jWtvZtdr5hsebHabyzOWTyHLWtCbZZ2wn+45tZ11zJ03JaWvGA409MKLk1pBbw5Q12BznX42+rOryC/Hvl4/mk6j7yu6WZ/Z/Am8F1kb7DvC5c1DVX4nI/v1uMvIifONHN3LUeRPFdvF/K1VrOEzcEL+tFv+FAlAXRG7ik11IjRtFcOsTXvRBL6henIvXrsIs1omte12uC0S6xXMaCisYqveY7vqwP4ixtYVFvH7vs7nywU8M9L4rifV7vqb6Awhln2uPJw4xpRAvICduuMQJa9ZjoK3I+Vsd4+hKR5kRJWgvSxblY0pnrxzTymm2OqxutdmjOcWaxiSrs0laktNWw0Papq2QoeyV7WC/5nYmbQMjyvbWGFM2w6CMNzrs2dzJvq0dPLq1lUc1trHW7GSbXcW92T4ATNmMqTwj7xg6HWcRi6XIKaE1w3jUUIQ87ynC+4nID6Pty1X1cgARCSXfrhORk+by/iMvwgA3fmQjT3mzixeWMFCnpbHbU4xNZBUjqLeA3cBeKcSF+eyPuft7cTbR+xTWtgs8l2iNiRqDv38e1tNYur2IBDi23sSY6jl1IVZ1fmUjXLn5fw3Yq8ub9evO6u7zmQQ47Jeyr9evPZMrt10xr+064dRLfFazHuIbRFnoLcZBfKO8wJWacS31M+JyGmM5Y602q5pTrG60WZ21aUoOwC5tsC3qm3Fps09jOznCmOmwvTlGx2YYsazK2uzd2MF+zW0c1HyQxzS2clA2xW/yDINlR95iW3ucR8ZaTLUzbNuguWC1tIZ/+t6NPftiZFBX7LMHD8yQWvd44D+LyAuBcWBPEfk74D9E5EBvBR8I3N/v7Uc6OiKmcEmEP9IQKRFFQVRnz/l9pntfPPOuWPd6NAzZqaIlTppSaZ+IE93ZVpyNR+tx4lt/fO7aN521bJX1+752du+/DFm/99nF6y5fsBdgtVpZulBFra364ucB9TPKisVHObiZZpGoNqJ8DHGuhtjt0CpfBwHWlotkaDY7rGp2GG90GM/ajIkT4VyFKc1oq6GtBiPKuLTZK9vBoxrbOLD1EAePb+GQVZs5ZNVmHje2hce2tnBwczOPaWzl0dkke5sx9sk67NvYzt7NR9iruZO1rUnGWx0aYzm0bNGe2y4acQH2qJWuZcbzVd+uqo9V1cfj0vT+i6q+Epeu9wx/2hnAl/q995KwhAFu+vBGjtw4UQmljP3CFX9wZBHjjRutWL9EJ5WvJUzL8xVr8e4LUe2yhiFYylJuF7cW/6Z5uc8Yl3qqF5EAz4RaW7WKp2HDfq8DYNMDf9X33GHzlDdNuFHzDtzwsbl9YTfs/3o34Bn6eZqBuF6iq1YR4/1Y1iyYS8I2pIhoKMrQV6bdx1YwboZaWIek7I3IHdEEbbqwMm0ptCyNVofxVofxRpvVjTarsimapvzbO+EJdwzU1ituexbj0mZttpN1Zgd7yhRNhB3eldEkZ7Xxro5Gm1XNNruaDfKmIc+Fu94wGiFo/VAF29sdsTt8APiciJwF/Bx4ab8LBhLhfqXrReQtwCuie/428ChV3SIidwPbcA/onX6VM2bipomNHPnmicqsjLqUFq6K8NJP2ijcGJUl+ITdazWlgkuRM1PRTIrIjGKAMBOXuq/ukqj7hWfyE/dyP/Q6N7KuCyEObonIN1xnw/6vLyz4Tb/+WO82DJmQm3Z3S3ptOORN0MndD1w/l0/shqi7JGT6L+H6dWfN2+Bn3pLIHUEx+FYX3y63RNa9uDhe0EYpwNJ0eSHGGh3GGh1apsOY6dCUnD88/JuzauuZh32vsn3HLx6NRdihOY9ohkXIsIwZZ22PN9q0mi06rZy7XvHOeemvxWI6D9VA16p+ExcFgapuBp43m+sHSeoeSte/AFey6Aci8mVVvTlqxIeAD/nzfw94s6rGFZpPVtUHZtOw6bjpwxs58vyJitiC3ww+4tAuooG62qBc9Amp3aW8MFwTb6uWvmFjEM0L8VXBW1PeNaG93s9T+Cd7RErUif3Au8mGx7yxdKvg2h/cJ5vu/vCc7j0X8nEvwm14ypsnyCant4hPOfbdSDuHjkWC8HY6c+6bQGENe+KnjvX7vnZe/O2u+gRFmFlh4U7nOquLcAhRa6iziBuKNhVtWqThk/M0O4xlHcYzJ44fPeazc243wKEH/7p4/W/3HELuvZlNyWmZDq3MlUT60Utnzn8xcqjMpyU8awaxhIvS9QAiEkrX3zzN+S8HPjM/zevNTZdt5MkXTPR0RUikfaL+Fy6KFR5IiH1ERXHj2C0RvqQKYhRszRru9YvaJ2pixhCq4v3mLsSV9gT/tRg2HHpBxe9NZth0y8Xz8159yMdxkSveEhbrkjY1dimNnUpj0mImLc1tbZjKp++D8HQwy3H4WHhjAa68jwgyg6U8G/JWGePbZfnG4xjxsYoQq3dJKDYDmhaaWghwo2EZ91bweNbhimdcMS/trvOMQ+5ZkPsOjd4Dc4vCICLcq3T9M3udKCKrgQ3AG6PdClwlIgr8VQjxmDOlFsabhX5KMGCNE+LgjhjIIo5CLSQTv7fmlvD+4Lo1XF2ME+YQIVEX416DbXV/5e6GTO2uT9MPSK4/8h2ueoMxXHXDe3bvXjNw6CUTbnqs8eGDky6sybbBBMtQ5vjdEEGMKX3E4Y8hPqXeT1LzB0fW8IYD3sCm//jL3W7OMa+dIG9QiXIIlnDdCq5sFyLsrV+jrkRRsVgyn9eh1exwzSkf3O02rliGWLV9EBHu9TWYztz4PeC7NVfE8ap6nw9avlpEfqqq3+p6k0FL3nt+8qGNHPHW0hquDNJRGo6FEAcdtAMIcZR8RDVMhvb3KCxrd56oghrnq/XRE10uibobAC3D2GLiEKr5sLzi9+153EQWcXSuqV57yrHvpigmGcroGJ/vIMobG16H0f2QN8CGUf0ipwB0moodc1YcufP12HYZC1v+YFK0Q8X/CMZd0+vzxaGB4RxD0b9iBK0F59fFWIyJ+qN8cthw0Lls+uWfTd+nPTj2rMtc/gQf/dBl3daF17u+nDhr1Qo2QMNVS5aGc0GYhnLny5eWD3akUMqcyUNgEBGeTen6l1FzRajqfX59v4h8Aefe6BJhbyGHQOiBnilv/uBGjnjbRM944SKlJZFhG753/VwTDYWOO2Yp86Gq4nqsQ2miqXETNzIvuGHdSwBnipAoOsKW69kK8XTWbxCUsEwXShfvrwtyvSkD/M2G3B6Fn96/LhIzZcC4e4rQqT4/GJ5SiMXluu31GXKmv5e3hrss4HAs7gPfbyK+/4yZdhC0F79zxmWuvFAIMwuTKyJXRF14S2tYI7eEF19f9Vgz5ednjWaViqWK7Ma05fliEBEuStcDv8QJ7X+vnyQiewEnAq+M9q0BjKpu869PAeb12fbmSzZyxIU+7zBULOOKpzeyhqu6O7gQFwN1GS4ywt83CK8WERORNRxcEqEgIkSTOWqibMQ/o86CmijMynfZw0dTkKsAABmoSURBVAqO46K1to7jtLuIfwRj8dVSjN0UcecDlhzoCNo2SC5IR8rjtjzf3bvPb3L8GeJzjf+BNO5JpbCGQx+FH7yw7ftjOis4/IBtOPQCyDI23TZ9pYjfefVlRX23IMIaarBllH1ZWMFafQIwWsbDZwpGued1o5MIfVmh0/ygLxKDVFvuWbpeRF7vj3/cn/pfgKtU9ZHo8gOAL4j7g24An1bVTfP5AYAyuU/wJkSvw5c5TuRT11wV8d8xjYw+L8R5LMRAx72BbRhMx7ovlLeAJfiIMy2t4bpLwguFiEF97FwhEr3EZnf9wXVLsG4Fx2Jdt47rk1L66XrcbNWiwoJYn8zbCKbjPTRBdLyvSKcaiIVsp2AmS4E2eSTawZWk6tw/fRAxqLFVl0TxOf3rWIxN+bkLAe5lBdeeJtY/5Z3YNWPkYxm2lZGPG/IxQ2dc6AQBDi6YZmkBx26GQnTFW7+UIoxf33NOEt8Fp88D6kIyUJxwr9L1kfiG7SuAK2r77gSOnlMLB+CWizfy2++YKMzfSuUNKGOF/evCYsOfb8N2ENzwXfMWcLFfIj1yA3Uo3hI2fjJH7iImvChja9bwTKP4MwmeF8gibKo2ej/tNbFVFxNbd/7cLuEN+6hayD3fSnH+cytFn8aWbxGxF863YDo+ssSCmYJsF2RTkLW1zNuRa2lZ93xj/58L3X0bPn80yaWIROnhV64LcJcVnBnIsmLAEuNqvGGiGXBNigKb+Rh0VpWz27ShhQsC0VrlcO+zCccM/Py1SXwXBWXk3RFLglve74WYbr9w8QUOj7feclZx+4pJb4L/wvkvhIBFEHGVAdx2ZEwVr50QiH9+dEKv5RdaI8u4bpHWH5nrj9QwvcjGrgjTJ4yqlxUctUV7CG/FPyy1e4WX4QfPunpiCC7RUS4YKX/A3P+DczkYC3aKSliayb0QTymmDaaNF2K/jrPR1Ueyg8JH7h6x3hq2FH2MarcYU/thiwRYsqzcF1vCoabbqqavcGxcVrRMfHULccI77qpb5ON+RluwcEP3ReIbC3Hy9w6BgUahFoZlI8Lghfid1Ykc4e89jLQHYY7TX8bi7L4QpXvCuYHFGbS5E+MuIbZ4n7B3ZISIiUwLYXahZjVr2EhFJCpC3IOBrOCK/zISjvImtcGncC7RdVQs48Iank7ji0gRfASCe4KwCEZdH9iQMjQXtON/P4LGB2u54wQ4m1KytmIii7hSBWMmis9aj44wlZDAnn0ZC3BwQ2QZm+77cwDnC46t4BApUokKoYgGycegs1qxq3NXJLPXf5v3tQQj4J4zLpz58yXmHwUZ8eiIJcUt73OzrQ7/44mKJVzxC4dBpGAlB/HVSLO8VWzFxbE6PfLb3uKrWsQGi8WoQMOJrASruMhTW7WGnV84ckYFn6SnZ66IQjx30woO2z0G4LqWQpjL9+0alItcQJqHqrruF9CoG/vSHMRnCTPxgFNonnoRzr0V3FFMxwmw6VjXf5aqBdwr6U5FUGNrOHoqmamP4r7Mun/ANt1xKRsOv9CVcI8X4yMfghj79JIuwbpFVnd6dFz81k6g737lO6ZvX2JBkfrT1SKy7EQ48NP3buTwP67GEVeEN14sLuIhVOiIlsIq9qkwJS+tPCi1yhloprx/5u7rBum85Vu3ho1/w/iROXJH9BXgIK6Bmazg4IaojfRX/MCRILuS6lK1gutWt8XNGlRXVEoQJ8QWF4ur6kTYADmo+BmHdRHOgxArJlckCHDb9Zl0rMvj7C3hnoNzod9ii9dQCrFv77QE8a34gLMu4Q5WcGEJ+3jpMh0lhSgTBtpyg2RuUKISfRn91ySGTBLhheGn793I4e+aKKInKiFqsQAH401KF4WzYP0vpMWlthMtMrIZA7RrxhegPk9mMShXuCWCb9hWxLEYyQ9CDDMnounxGC31WV7lgapQ1wS47oZQEWflVQSZ/iqhod+0PD/8aAnepeH7Ge0yCosQttgHnCuSW2cR93NHiP8PrLfTfz7xYX+FGHddHkVJxAJc+5Hb8NtvL2vChR8xEwlwEfkR+sX9DWjun3yyqE8KN4SLyPnZ6e+auY8TC4Ykd8TC8tP/sZEnXTRR+g56uSL8tnhRDmIcC7FYsEa8ayIMprjQqwpqisdwCsvNO6DDlzseqIuttXBNzX9ZUBfguhuibgX7cworuCbAwdrFmEKAqQixu2ewgrUmyKKKWj+fMLh6giBWTq0JbyyWwepXCrdDXM1Ech9qFrpjut+neJZcNBAX+njT/ZVgniLdZ6WPQtuCAGcGTMaG//SWso+Mcf0UuSK68lQXIux/xDvhqaP82wniK6LcvtQS3ixDkjtigbn1PRt50rt9iaTYCq5vR8IbRDnMtyjE2PhHbQPGBCcy/kscYt2c1WvUlL7MzJbWcOx39acXlThiIe5FLK6B6dwQhbDUHrNrfuBYgMtE9nQLcK/mFLmQvWUfDYgNEtNb/j/47HS+7h/Wux18/T6J46hjizie/l15LHFCPF0Kz00P/FWZ6jNcG/dd8AmbaLuojBy5IrLox6mw9v0trbOw1C9uwpC4z1ic1L+LEgtM+LEcEjOMVCwvbv3TjdVpovUsVXGe1qiCbVFCJi4jU1Q6EBcT6te2abCtMGDjcy14qykeVXe+xqrF2vOROKYi2tE1g0zMmMEP7NpEaRln/pws9gvTu00BjaxX66xXt3hrtmORjsVMRctk7pYpv7Qt0rZu3cmLa1wB1dIVMZCwhz7oM8V40/0fLy1fY9h035+7vBBBgINPODOuL7qsYCe8RT7gylNC9MOdi3vcDW4t9WIM3P6SZAWPApW4dru4orwiLOHAbe92kROHvWeidEtAYY0VLomwmHKfRl8q/JiaK54hFX9nEarl/cKaGSciRp1P0IpbTIYLCQjhat4todZbxD18nNAtwIFZuCHcTCxTCrAxpeCa6d0PFast1sLIpRC2xZb7XV/7Tpzmj7sirrWY4MIKLlwSNSEOEzb8qrjHACNem379MTYcdG7tc0YuifBDJZEVXDxBUApxZAVXcmbk/rWNrGHr1j87/Y/7ti+xCAzZEl5RIhy47aKNHPaeieojtlbXRWibF+rgoijC3UJsax4saiGLvoRijXPrWsVY44TE+mnNRqsiEbkluoQ4ECcbjwV4tm6ILNruJcCFhRfu0aczYwGOxbcmvHUhLdwY0wil1F0PNrpfP/w9N9370f7nApt++WdsOPg8V6WjMijnQ9V8P5GFPvN9lAUh7tV+3ydWikrfkrn/07vPSKFoo4TgfyyHxIpxR9S57aKN1QEVU1v6uCKsn5raGYumqfqCjXmrnMYaprVqw1ueWc09AF2PzRXXRFj8/oEEeCY3RBiIy2R6AY5H/aV7qdPly7VauBGkY5E8ci/kOdLpuMRF/rV0Om5/tGBtuQQ3RAjzmw6Rat/MBj8IVxfguJ/UPz1Uch3HSyC2hOMnKCvc85o0GWPkiF1HyR2xuNz+xxv5T++fKLYrOSWgshG7LYqEMiF8rQE6FY755OQdikEZm4uzhrOaNRwnVIgH6axP8BMlIK8Iczi/l99zGjdExfdbG5zrEuCsW2wlcg+UnTLNYJqGnA/lwFrxui6mhdWtM1vFdXdF10mGIvxvN0yLTXd/uKwwYkzlRyu4Iwjia8ITBZVoiPqTVfgy33n++bNvUGJxSe6I4fGzdzg/8aEfmBh4+ngl3j6IcJQHwU3BpUzRmBlc1iy3FuPdDSZzYhSiIWq5hrtmwdUFuDyxtnS7ISp+YG/VkUUCnBknKmFffHuFMJ4vRrsyTgUXxLQCbG20z5YuBqn+CMl0VmzxAzDN/1DhQ4+EeNABvIhNd1zKhsPeVv5ohcE4Q2kFV6JIyraqwL9fvjTKuydqBN/9kFjxIhy448KNHPrByyr7eoZlCWWqzOJEyCZLC9i23dRVk1GZ4up8ggLWxw0HV0NIPlOzhgvq4hS7MbrcEDUBjt0QUVQEhooAl9awH2wKH1fxs+Eo/eUiVZ9tdKwIsatYvZQCbG35Y1OP7shDH2h10JGoP+rvGwS3lxDvBptuu4T1R7yj+tRQPEVQPjn449f8nwt2630So8XIh6iJyAYRuVVEfiYiXU4tETlJRB4SkRv8ctGg144Sd7z1fO546/lFqBohpC2ErzXqa5cdy7aUfEwrVRNsNH01CJua8tG2MkDWy7VQ8wdXBLie1WsmP3AvN0TwbwarN05E4wecilCs0Hbv95zOZQBUfbd+u9gXLP7K7Ddb244WW1vq9GpH0VdmThWkr7z5/dWnBqn2V+jP73zxLbv9HonRYqR9woOUvPd8W1VftJvXjhR3nn8+T/hwZBWH77uEEf3q+S6JOdSrJbhY5KrQucrC4vPuSnUGXWwN10Os6tZv2FcR3powT+eGqIl2nIgmrIuPKy4xOyLOIg566A3W0NZ6/G6XFRwfj90Fat2TgYn2190J/dwL8fFe07d3gytvfC8Apzz9TypWMALf+Nrb5+U9EqNBGDwdFgtR8n6+rh0qd73ZDaY84SOXAtO4JvACnIN0pDslphH3PxxELo8H5dSNyKt6v0VEr3SW8ZTlilU8jR84MzO7IWJ3RPjRCMU6TfDzUmSAU40E2NC7EkEQ3H5/0HEi9tjvHQtw/PmnE+BYfKPzN/3sQ30aMDhX/fBP5u1eidFl1N0RvUreH9TjvGeJyI9E5Ksi8uRZXjuy3HXeBdx1Xrffz/16lgIseSlcQDFwEz/KB0uqnBrcy4Vgypla8Qy7rsG3HgIcWbldSdrr7xm1pXRRROsQuueXuP0DURfOwpIvXQYzFjKdzcy43fT/JhIAww5RG0SEe/2F178h1wOHqOrRwJ8BX5zFte5EkXNE5Ici8sMB2rTo3P1HpRCHGXH4SIggwHE9NHciUQxyKXLx1FcXn+qFNjPldrzEAh3Et8h32z0QV7F861awxH5eIY53LUQ3C9cyvwIXt7Ge+2Ke7j2fVnBi5VB8j6NlxvNFDhaRb4jILSLyExE5z+/fR0SuFpHb/Xrvfu89LyXvVfXh6PVXRORjIrLfINdG18265P1iEwsxwKGXTPhQNIp11RqmcEuoUZd31poywxpNyHwIV8dCnrnIARv5S2OmixWOxLeSjKc2LVlD/GuYaptFVjrBuvfVQKL2Y/r/UVYwlD7u8DryQBRuhGwG8e0l/jP8IMxU+TiRmJHd8wl3gPNV9XoRWQtcJyJXA2cCX1fVD/hAhAuBGetVDWIJFyXvRaSFK3n/5fgEEXm0+JLKIvIMf9/Ng1y7lLnjbRu5/Z0bK9ZwkVvXU8yuyiL3RDz7KkRJQOlS8LPsnHUcLUYiS9f0FuAeFnC9ZD1EUQ7FQCCESRchEY/x1S5m9QfaYzBRa+3sOq9+fRLgxCIizN4doaq/UtXr/ettwC04V+tpwKf8aZ8CXtzv/eer5P1LgDeISAfYCbxMVRXoeW2/91xq3PqnZZD+UedNVB0uEq1F3KQNwU1MMHhVtEXkBJkpw7agO0ogfh1ZxIUAR8lmYjHu8gcHVItGVpIXRe9d7tdpnEmeaMCuiCUOn9m6wkcVi9iz6fYPTnvLDYf1MCKMsOmnH5ihIYnELFBcBNBuIiKPB54GfB84QFV/BU6oRWT/vtfrbswsWmhG1R0xG4496zJXtLKtmClXM61YhzwKHcVMdSozy7oS1fSKke0lvpHAxoJcVMsoptrWYoPD5IzINVFMYvPiG8rOOwuZsvpxnHzd/3BUZssVYWrl59p0y8UL3/mJlcR1qvr0udxgzX4H6xG/9+au/T+84vx7gAeiXZd7t2mBiOwB/CvwPlX9vIhsVdV10fEHVXVGv3CaMbdAXPfJMl/As19yqTM2M1CrRWkc8dNhBYur4wyILw9vvSU5jd+0cCf0E+DYCqbq561g1SWr94e78mTUfwtq28HyLSxgbxWHeNtEYmRRML3HPB6YSeBFpAn8E/D3qvp5v/s/RORAbwUfCNzf7+2TCC8C8dTWEzdcgmYgVtw6Ey/AXoiLvApajdIKj/CxeNZihrvC0gqBjs7vQaggUrwmEl2rpb94gOeTq3/w7v4nJRIjRPAJz+oaNwb2SeAWVZ2IDn0ZOAP4gF9/qd+9kggvMv+6qerjfP6z/gditBTi2AqO/cK1+Rxd4gvTD8pRDshNO8ClFK6PIpGOF+BKwqIe7quvXZOKVCaWNjJTitTeHA+8CvixiNzg970DJ76fE5GzgJ8DL+13oyTCQ+Zr36sK2ClP/xPAupQ5Nhrc6kEv8e2epBEfq11HaQUXaTyFKESu5o6I/k7/5ZspMXlimaAg9YK9/S5R/Q5MO3XpebO5VxLhEaM+TfaUY3wupPhxqe6S8OvpBLhS+aHXn00lZ0V0ai1K4ptXj3T+pURi99DdsoTnjSTCI85V17+nsn3KsZHPNY7DhekFOFjBfWa/BdENljF0u08SieXIqCfwSYwQV133p9Mee8Fx7ykFeLZE1rBoEt/EykFUMXOIE54rSYSXEVdfO3j59JOff3FyLyQSnmQJJxadlBM3kfAorqrLkEginEgkVjzJHZFIJBJDQlJ0RCKRSAyXuSTwmStJhBOJxMomJJ4aEkmEE4nEymaOqSznynyVvH+FiNzol2tE5Ojo2N0i8mMRuWFUSxclEokVjtXuZZGYr5L3dwEnquqDInIqrkzRM6PjJ6tqnJczkUgkRgPFlRcbEvNS8l5Vr4nOvxZXSy6RSCRGHsEXVRgS81nyPnAW8NVoW4GrROQ6ETln9k1MJBKJBcRbwvVlsRjEEu6Zd6vniSIn40T4OdHu41X1Pl9r6WoR+amqfqvHtecASaQTicQi40twDYlBLOGBytaLyFHAJ4DTVHVz2K+q9/n1/cAXcO6NLlT1clV9+lzrRSUSicSsCNOW68siMV8l7x8HfB54lareFu1fIyJrw2vgFOCm+Wp8IpFIzBkF6eRdy2IxXyXvLwL2BT7mSi/R8RbtAcAX/L4G8GlV3bQgnySRSCR2i+G6IwaarKGqXwG+Utv38ej12cDZPa67Ezi6vj+RSCRGBgXyERfhRCKRWLaoQmeWRebmkSTCiUQiMeruiEQikVi2qEK+eANxdZIIJxKJFY7CIkZD1EkinEgkVjYKmizhRCKRGBLJHZFIJBLDRNEUHZFIJBJDQkmWcCKRSAwLVU0+4UQikRgW23jwyqs7/7Bfj0OLUogiiXAikVjRqOqGYb7/QDXmEolEIrEwJBFOJBKJIZJEOJFIJIbIfJW8FxH5qD9+o4gcM+i1iUQisZLpK8JRyftTgSOAl4vIEbXTTgWe6JdzgL+cxbWJRCKxYhnEEi5K3qvqFBBK3secBvytOq4F1onIgQNem0gkEiuW+Sp5P905g1ybSCQSK5b5Knk/3TmDXOtuUC15P8nSLAi6H4sU4D3PpHYvLqnd88chw27AXBlEhAcpeT/dOa0BrgVcyXvgcgAR+aEvFLqkSO1eXFK7F5el2u5RZ15K3vvtV/soieOAh1T1VwNem0gkEiuW+Sp5/xXghcDPgB3Aa2a6dkE+SSKRSCxB5qvkvQJ/OOi1A3D5LM8fFVK7F5fU7sVlqbZ7pBGnn4lEIpEYBmnaciKRSAyRoYnwXKZCD5MB2n2SiDwkIjf45aJhtLOOiPy1iNwvIj1D/0a4v/u1e1T7+2AR+YaI3CIiPxGR83qcM3J9PmC7R7LPlyyquugLbpDuDuC3cGFsPwKOqJ3zQuCruFjj44DvD6Otu9Huk4B/HnZbe7T9BOAY4KZpjo9cfw/Y7lHt7wOBY/zrtcBtS+RvfJB2j2SfL9VlWJbwXKZCD5MlOw1bVb8FbJnhlFHs70HaPZKo6q9U9Xr/ehtwC92zRUeuzwdsd2IeGZYIz2Uq9DAZtE3PEpEfichXReTJi9O0OTOK/T0oI93fIvJ44GnA92uHRrrPZ2g3jHifLyWGVd5oLlOhh8kgbboeOERVt4vIC4Ev4rLLjTqj2N+DMNL9LSJ7AP8EvElVH64f7nHJSPR5n3aPdJ8vNYZlCc9lKvQw6dsmVX1YVbf7118BmiLSq4jgqDGK/d2XUe5vEWnihOzvVfXzPU4ZyT7v1+5R7vOlyLBEeC5ToYdJ33aLyKNFRPzrZ+D6ePOit3T2jGJ/92VU+9u36ZPALao6Mc1pI9fng7R7VPt8qTIUd4TOYSr0MBmw3S8B3iAiHWAn8DJVHfojpoh8BjeqvZ+I3Au8G2jC6PY3DNTukexv4HjgVcCPReQGv+8dwONgpPt8kHaPap8vSdKMuUQikRgiacZcIpFIDJEkwolEIjFEkggnEonEEEkinEgkEkMkiXAikRgK/ZIz9Tj/dBG52ScW+vRCt2+xSNERiURiKIjICcB2XP6MI/uc+0Tgc8BzVfVBEdlfVe9fjHYuNMkSTiQSQ6FXciYROVRENonIdSLybRE53B96LfAXqvqgv3ZZCDAkEU4kEqPF5cC5qnoscAHwMb//MOAwEfmuiFwrIhuG1sJ5ZlgJfBKJRKKCTxr0bOAf/axogDG/buCSBJ2Ey7HxbRE5UlW3LnY755skwolEYlQwwFZVfWqPY/cC16pqG7hLRG7FifIPFrOBC0FyRyQSiZHAp8y8S0ReCkX5p6P94S8CJ/v9++HcE3cOpaHzTBLhRCIxFHxypu8BTxKRe0XkLOAVwFki8iPgJ5SVa64ENovIzcA3gLeo6rLI3JZC1BKJRGKIJEs4kUgkhkgS4UQikRgiSYQTiURiiCQRTiQSiSGSRDiRSCSGSBLhRCKRGCJJhBOJRGKIJBFOJBKJIfL/AzkjrrW0D4jeAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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fcZ4QQ3maFXJXBB/IHsbdVeXuiVZ0M4hrY57PXXFlw6BsJ0Br3S6NRoqENOa6iFanDe02Q4x7IOfzMO6uEMO4jDHI05XsGlkyvIzDOQAU6wsuItn/vW/hbM68dgVA3WXnG9aOtPU8ZQllJIYZpU0mlBbGrwVXilDnuqiSZDDWqtQHR7427TCuhXktjPctnF1X3fey22UwRBVyeilD0BWy6750KIdYNYekyKRIWSM7amHdaPhdMsyXDC/z0O0hMxifaPr5XM94ILspagFdVjDXrtILseui1j2RFcp5fbjpIE7PwZHunpi18tHJKVSh8eux4YvV7K4ISW0+5BAEHciduKrJuU5oNIyu1eF1jbofaiE/a+WjbFi7Gb4YbU+GsuueCa+Qi/NJhVyzYXB5c1+0W21nhW7W7HKNFOl+SFbFaet2bubMa+u/B6+OOyPqsgjj47QwWuGCE9IHfslpOhttyzu+WzdUzdOtvuB+CuOyh78ZYnx8Rt1ShkpUyG5w7L/0rLoATfZrNwvWvMu/p3uxSaMr/zoZto2q4+T2Wtv7KYyDYNGNTkNQmUD2/uTBUQvldEC1UrUn+16nBvXU55muvDAuOr9zbb+87y3aHs5fLZ1SdnVcY4H0IXuXhWuorG6LTnYvZIV6bWnleZIBXCSMa89R+zprn6Jh3K+CCWODifEZdUsZClXIkoaBG4jmNf66mX0xtf0zwMWJc74XeIeZ7ZP0c+AAMA6MNZtf1LlOhVStOm525+2oii5eKRcNYhI/HelRElldMa58NlF2CyJFJqgfAm4Gzie6XdNGSavNbPLeUWb2ZeDL8f5/APx7M9uXOM15zSZlboWPuHAhatYHXAv+2mMXTnUMgKm0ijitSCtOB7aZ2XYzewNYBSxtsv9FwJ2daFwjQf1n9rkqBsgFRy9g/6VnFap8W+26SJu18lE2fHGkUB9wFV/LgWGqX0pQJJCPAV5IfL0jXldH0q8Dw0S3Nakx4H5JT2Tdk8qFr9dBUkZwNQrlWSsf5a1P759c0vt5yLYuyIJqImMpQZE+5KxfFY1mvf8D4Iep7oqzzWynpHcCD0j6iZk9VPckUVh7YA+4TgVcK1Xvm8/55nMv/jcXRQ9OOXnKvjNOOZm3Pr2f+77f1T8CXS8Z2HgYoyyKBPIOYF7i62OJbmmdZRmp7goz2xn/u1vSPURdIHWBbGajwCiApKa3OXG91atLdztdbbZ6vskQbmFfD+bWBFkdAwpk2FuRQN4IzJd0IvB/iEL3z9I7SZoFnAv8eWLd4cAMMzsQP/4o8IVONNz1l06G8XTO1UoYuz5jgkACuchdp8eAq4F1wFbgW2a2RdIKSSsSu/4xcL+Z/TKx7l3Aw5I2Az8Cvm9mazvXfOfaN90w9uq4NaFWx0A0KDe9NCFpnqQfSNoqaYukv87YR5JulLRN0lOSTs1rRqFxyGa2BliTWjeS+vo24LbUuu1AV/7e9eFvvdPtGceq9sGYB3Hrgg5jm1aXxRjwKTN7UtKRwBOSHkgOBwYWA/Pj5Qzgq/G/DYUx+M65ivAw7lOWsTTb3WyXmT0ZPz5A1HuQHn22FFhpkQ3AbElzm523MnNZuHK1WsVWZQ5f7zvurqAr4xoDtTHKQtIJwCnAY6lNjYYM72p0Lq+QXVdUrRvCddbQ3OeqEcYxTdQvwBxJjyeWumG5ko4guu7iGjN7Ob0546ma1t5eIbtSVSm4vbsiX5VCeIrsC0H2NJt7R9JMojD+ppndnbFLK0OGAQ9k5xryAG5NVcNY0+iykCTgG8BWM/tKg91WA1dLWkX0Yd5+M2vYXQEeyK6Lqnw/OA/jYqoawmlq/VLps4FLgKclbYrXfRY4DiZHoa0BlgDbgFeBy/NO6oHsSlN2d0Wjq+38g77m+iWEJ1nrgWxmD5PdR5zcx4CrWjmvB7LrqipXyS7SdwGcYRoVcld4ILtSlF0dQ1QZezU81SCEb51pVMjd4oHsuir06jiru2KQ+o8HMoBTBCjnUule8UB2jsGYvc3DtwGvkN2g8D7kcnj4tsgD2Q2KdCiH0H+c1g+VsYfwNJl3WfTUoPULhijEEO4nHsbtCaXLotBcFpKGJT0bz+t5bcb2RZL2S9oUL9cVPdY51x4P4/Y1mMui53IrZElDwM3A+UTXZm+UtDo17yfAejP7/Wke27JW5kL26tj1Kw/j9imgD/WKVMinA9vMbLuZvQGsIprns4h2jnXONeFh3DmhVMhFArnRnJ5pZ0naLOk+Se9r8VjnnCuHVSuQi8zp+SRwvJktAP4BuLeFY6MdpeW1eUcLtMmrAzfQ/P3fWRqvX8pQJJBz5/Q0s5fN7JX48RpgpqQ5RY5NnGPUzD7UbP7RNH9TukHk7/sOq1iFvBGYL+lESYcCy4jm+Zwk6ah4flAknR6fd2+RY9vlb043SPz93nkinEDOHWVhZmOSrgbWAUPArWa2RdKKePsIcCHwSUljwK+AZfHUc5nHdul7ca6veRh3iYHGc+5q2iOFLgyJuyHWpNaNJB7fBNxU9NhOG5r7XEvD4JyrGg/j7gpl2NtAXKnnXJV5GHeZwYxALp3um7tO+5vW9SN/X3dfpfqQnXOu32kijD7kvqmQwasJ11/8/dwjBhqrX/JIulXSbkk/brC94Rw/jfRVIIO/iZ1zLbKoQk4vBdwGDOfss97MFsbLF/JO6F0WGYqG+iCM7CjyWgzC69BrXlj01nT6jM3sIUkndLIdfRnIrQyDa+eN3+qxVQmuVr+vrP2r8r06JzNmdG8c8lmSNhNdofzpvOsw+jKQIT+Uy6hA8p6zSIh14hztnH865/FwdqFrUCHPSc2tM2pmoy2ctjbHzyuSlhDN8dP0h6FvAxkah3Kofw52ol0hfm+1NnkwuyAZkF0h72llbp2605q9nHi8RtItkuaY2Z5Gx/R1IMPUMAgxrAaJB7MLVTe6LCQdBfw/M7PUHD8N9X0g13gYh8OD2YVENr1xyJLuBBYRdW3sAD4PzITcOX4aGphAduHxfmYXiulMLmRmF+VsbzjHTyN9Nw7ZVZP/BTOV/4LqITM0Xr+UwStkFwzvynClCGj6zUIVsqRhSc9K2ibp2oztF0t6Kl4ekbQgse3nkp6OLx0sdHsmN9iG5j7nFbPrrQmrX0qQWyFLGgJuBs4nuiXTRkmrzeyZxG7PA+ea2YuSFgOjwBmJ7ec1G+rhXBaf59r1hIHGwpgQuUiXxenANjPbDiBpFbAUmAxkM3sksf8GonvnOde2Qe3G8L8QekcYmggjkIt0WRwDvJD4eke8rpErgPsSXxtwv6QnJC1vvYnOeUC5Loor5PRShiIVsjLWZXawSDqPKJDPSaw+28x2Snon8ICkn5jZQxnHLgc8sF1D3oXhusOgQhXyDmBe4utjiSbKmELSB4CvA0vNbPJqFDPbGf+7G7iHqAukjpmNmtmH2rlU0fW/QfjAr9+/v+DULp1OLyUoEsgbgfmSTpR0KLAMWJ3cQdJxwN3AJWb208T6wyUdWXsMfBTInMzZuVb0a2j16/cVNAONjdctZcjtsjCzMUlXA+uAIeBWM9siaUW8fQS4Dng7cIskgLG40n0XcE+87hDgDjNb25XvxA2cfvjAzwM4BOF0WRS6MMTM1gBrUutGEo8/Dnw847jtwIL0euc6qUp9yx7AATJgvEKB7FzoQqyWPXwrwgzGCtxErwc8kF1fKTuYPYQrqkpdFs5VTa+7MTyIK8wMxsv5EC/NA9n1rW5Xyx7C/cKgpFEVaR7Iru+1E8weugPAwLxCdq63PFxdJu+ycM65UBjmoyyccy4AhlfIzjkXAjPzPmTnnAvBAV5c98DYP83J2NTzm2p4IDvnBpqZDZfdhhq/67RzzgXCA9k55wLhgeycc4EoFMiShiU9K2mbpGsztkvSjfH2pySdWvRY55xzkdxAljQE3AwsBk4GLpJ0cmq3xcD8eFkOfLWFY51zzlGsQj4d2GZm283sDWAVsDS1z1JgpUU2ALMlzS14rHPOOYoF8jHAC4mvd8TriuxT5FjnnHMUG4esjHXpW7I22qfIsdEJpOVE3R0Ar1PNm6HOoYTB5B3g7e4tb3fnHF92AzqpSCDvAOYlvj4W2Flwn0MLHAuAmY0CowCSHo9vklop3u7e8nb3VlXbXSVFuiw2AvMlnSjpUGAZsDq1z2rg0ni0xZnAfjPbVfBY55xzFKiQzWxM0tXAOmAIuNXMtkhaEW8fIboj9RJgG/AqcHmzY7vynTjnXMUVmsvCzNYQhW5y3UjisQFXFT22gNEW9w+Ft7u3vN29VdV2V4aiLHXOOVc2v3TaOecCUVogt3M5dpkKtHuRpP2SNsXLdWW0M03SrZJ2S8ocThjw653X7lBf73mSfiBpq6Qtkv46Y5/gXvOC7Q7yNe8LZtbzhegDvp8Bv0k0NG4zcHJqnyXAfURjmc8EHiujrdNo9yLge2W3NaPtvwecCvy4wfbgXu+C7Q719Z4LnBo/PhL4aUXe40XaHeRr3g9LWRVyO5djl6myl4Kb2UPAvia7hPh6F2l3kMxsl5k9GT8+AGyl/irV4F7zgu12XVJWILdzOXaZirbpLEmbJd0n6X29aVrbQny9iwr69ZZ0AnAK8FhqU9CveZN2Q+CveVWVdQundi7HLlORNj0JHG9mr0haAtxLNAte6EJ8vYsI+vWWdARwF3CNmb2c3pxxSBCveU67g37Nq6ysCrmdy7HLlNsmM3vZzF6JH68BZkrKuoFiaEJ8vXOF/HpLmkkUat80s7szdgnyNc9rd8ivedWVFcjtXI5dptx2SzpKkuLHpxO9xnt73tLWhfh65wr19Y7b9A1gq5l9pcFuwb3mRdod6mveD0rpsrA2LscuU8F2Xwh8UtIY8CtgmZmV/meopDuJPh2fI2kH8HlgJoT7ekOhdgf5egNnA5cAT0vaFK/7LHAcBP2aF2l3qK955fmVes45Fwi/Us855wLhgeycc4HwQHbOuUB4IDvnXCA8kJ1zpcibOCpj/49Jeiae9OiObrevDD7KwjlXCkm/B7xCNJ/H+3P2nQ98C/iwmb0o6Z1mtrsX7ewlr5Cdc6XImjhK0rslrZX0hKT1kn4r3nQlcLOZvRgf23dhDB7IzrmwjAJ/ZWYfBD4N3BKvPwk4SdIPJW2QNFxaC7uorMmFnHNuinhCo98Bvh1fmQ1wWPzvIUQTGC0imvNjvaT3m9lLvW5nN3kgO+dCMQN4ycwWZmzbAWwws4PA85KeJQrojb1sYLd5l4VzLgjxNJ/PS/pTmLzF1YJ4873AefH6OURdGNtLaWgXeSA750oRTxz1KPAeSTskXQFcDFwhaTOwhTfvyLMO2CvpGeAHwGfMrO9mmPNhb845FwivkJ1zLhAeyM45FwgPZOecC4QHsnPOBcID2TnnAuGB7JxzgfBAds65QHggO+dcIP4/ovbXhjF1vCQAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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r7TR2YQsOXBtPDtkRctgOr+i3p2ZN4KAdHVXUjNCYIRaH5TepNZ3fw6OnmdlL2cY+bMFvVmsuv3crENWE7dg2I3RyO+5kaw+tprwPHLTVqeILsomo2bakPHixVacJ74EmlHFsVFSznaiwbfEbebI07fVuWnmbToCmZy9lm8iwBb+hJ12qr3+q5RprrtmOnpsVJltqr31q5ZkoFQwePtFh2+I3+eRK5bVPpRwTKappRpiY3gj9+CaIyVX3a++grV8yvREKTGW+VNITbdOZH1v02NS4aWG8DPJatl77Kl9/v9fSkESbbZGpzHNXtqYzj4ivDnhscvwhmGxVhK7fY2nQkF+QSTpN0hpJtxU5zyimMi/r2Nq5lttsZbx2o3oP+H2VliFrtqeTzSZeSJlTmb9d0s2SLpa0w4DHJs0fDCuzicHvp8QMWbPNZwl/tO+OubKmMr8R2CYinpa0H3ABsKTgsdlJEp/KvO4vUWwwowy0YW/9dcimaxS9DzqVMpV5RDzZ9vNFkk6WtKjIsW3HDTyVeR1GMe2zlafqQHOAjoHoWZNdJOn6tt+X5zk1lFKmMpe0NfDbiAhJu5M1T6wFHu93bNO5xpsOB58NQ/QM20ciYreyzlPWVOYfBD4uaQr4HXBwRATQ9diyCp8Sh269HLQ2tABNj/6P6VKmMo+IbwDfKHrsOGviUH5N56C1+RqmX62kM4GlZM0Nq4CvRMS3e+3vO8hGyME7Wg5ZK0XABkN8QRYRhwyyv8O2Ig7ecjhgrWxztNmWymFbAwfv4ByyNkqaSaTN1kZnHLuSORitUQI0NfrTOGwT0y2oUgxgB6qNjXDN1nJ11n4dqjYJ3GZrXfUKwLJC2AFrk0QRbJBKP1trhmFD2OFqk841WyuFw9RsDgG4ZmtmNnpuRjAzGzG5N4KZWTWSGYjGzGxsRThszcxGrqIhFsuayvxQSbfky9WSdmrb9qCkW/Mpzq/vPNbMrHYzMXspWd+abdt05O8hm+bmOkkXRsQdbbs9ALw7Ih6TtIxseps92rbvHRGPlFhuM7NyBGhq9B1tizQjrJ+OHEBSazry9WEbEVe37b+CbK4xM7PkiUAzow/bMqcybzkCuLjt9wAuk3RDPoOumVk68ppt51K2sqYyz3aU9iYL23e2rd4zIh6StCVwuaQ78/nWO49NeipzMxtXAYnUbAtNRy7pLcCpwP4Rsba1PiIeyv9dA5xP1iwxS0Qsj4jdypzN0sysr9btup1LyYqE7fqpzCVtRDYd+YXtO0h6PXAecFhE3N22fhNJm7V+Bt4L3FZW4c3M5i1AU9OzlrKVNZX5scCrgJMlAUzlNdStgPPzdRsCZ0TEJaU/CzOzoVXTjFDWVOZHAkd2Oe5+YKfO9WZmyQhgOpGwNTMbWxEwNfpJyBy2ZmapNCOYmY2tCJgu/wuxTg5bM5twASPofdDJYWtmky0gKqjZFhr1y8xsbLWaETqXPvqNhtjJNVszm3BBDNgboeBoiC/imq2ZTbZgmJrt+tEQI+J5oDUaYk8OWzObaBFBTE/PWvoYdDRENyOY2WR7iscuvXzqB4u6bNq4Y3aZ5RGxPP+58GiILQ5bM5toEbHvEIcVGg2xnZsRzMwG13c0xE6u2ZqZDajXaIhzHaOI0U/hOyhJ6RXKzFJ0Q1MmHChrKnNJOjHffoukXYsea2Y2CfqGbVvn3WXA9sAhkrbv2G0ZsCRfPgZ8c4BjzczGXpGabZHOu/sD343MCmALSYsLHmtmNvbKmsq81z4Dd/w1MxtHZU1l3mufQaZBb5/K/DmaOTHkIuCRugsxBJe7Wi53ebapuwBFFQnbIp13e+2zUYFjgWwqc2A5gKTrm/INYzuXu1oud7WaWu5UlDKVef77n+e9Et4GPBERqwsea2Y29sqayvwiYD/gXuAZ4PC5jh3JMzEzS1hZU5kH8ImixxawvP8uSXK5q+VyV6up5U5CkneQmZmNGw9EY2ZWgdrCdj63ANepQLmXSnpC0k35cmwd5ewk6TRJayR17VKX8PXuV+5Ur/frJP1E0kpJt0v66y77JHfNC5Y7yWuevIiofCH7suw+4A1k3cNuBrbv2Gc/4GKyvrpvA66po6xDlHsp8MO6y9ql7HsBuwK39die3PUuWO5Ur/diYNf8582AuxvyHi9S7iSveepLXTXb+dwCXKfG3n4cEVcAj86xS4rXu0i5kxQRqyPixvznp4CVzL57MrlrXrDcNoS6wnY+twDXqWiZ3i7pZkkXS9qhmqLNW4rXu6ikr7ekbYFdgGs6NiV9zecoNyR+zVNU1+Dh87kFuE5FynQjsE1EPC1pP+ACstHQUpfi9S4i6estaVPgXOCYiHiyc3OXQ5K45n3KnfQ1T1VdNdv53AJcp75liognI+Lp/OeLgIWSuk0ml5oUr3dfKV9vSQvJAuv7EXFel12SvOb9yp3yNU9ZXWE7n1uA69S33JK2lqT8593JrvHayks6uBSvd1+pXu+8TN8GVkbE13vsltw1L1LuVK956mppRoh53AJcp4Ll/iDwcUlTwO+AgyOi9j8NJZ1J9i3yIkmrgK8ACyHd6w2Fyp3k9Qb2BA4DbpV0U77uS8DrIelrXqTcqV7zpPkOMjOzCvgOMjOzCjhszcwq4LA1M6uAw9bMrAIOWzOrRb9Bhrrsf5CkO/IBcs4YdfnK5t4IZlYLSXsBT5OND7Fjn32XAGcD+0TEY5K2jIg1VZSzLK7Zmlktug0yJOmNki6RdIOkKyW9Od/0UeCkiHgsP7ZRQQsOWzNLy3LgUxHxVuCzwMn5+u2A7SRdJWmFpH1rK+GQ6hqIxszsRfLBb94BnJPfDQzwkvzfDckGu1lKNobElZJ2jIjHqy7nsBy2ZpaKDYDHI2LnLttWASsiYh3wgKS7yML3uioLOB9uRjCzJORDOT4g6UBYP23QTvnmC4C98/WLyJoV7q+loENy2JpZLfJBhn4BvEnSKklHAIcCR0i6GbidF2ZCuRRYK+kO4CfA5yKiUSONueuXmVkFXLM1M6uAw9bMrAIOWzOzCjhszcwq4LA1M6uAw9bMrAIOWzOzCjhszcwq8P+5+N0FE96K9wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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SaWXhgGxmfVeLQFygitodN3JANrO+qVsg3sUB2cxGSV2DsVxlYWajoK5BuJGrLMyslkYlCO8SDshmVhMjF4CbcEA2s+SMQ/CdwRmymaVgLANwAwGqU9dpM6s/B98WnCGb2SA5+HbJAdnM+slBeJbCVRZm1kcOxr1Jpcqi1NSqkpZJelDSJknnNdm+RNKzku7Kl/PLHmtmvXEw7p2mZi5V6BiQJc0FLgJOABYDp0la3GTXWyLiiHz5apfHds1jIZs5GPeDYnYBuZdEtZUyVRZHA5vyweaRdCVwMrBxwMeaWRsOxv3TbUZcSDbfRzbv6DpJ10VEY2y7JSJOKnveMlUWrwceL/y+OV/X6B2S7pZ0vaRDuzzWzKwas8uQdyWbEfESMJ1s9qRMQG42DFLj+Pp3AgdExOHAfwDXdnFstqO0XNJ6SetLlMnZgY013//9pcmZSwe9JKotlQnIm4H9Cr+/AdhS3CEinouI7fnj1cB8SQvKHFs4x8qIOCoijipRJsA3pY0n3/d91jpDXjCdJObL8sJRvSSqLZWpQ14HLJJ0EPAb4FTgY8UdJL0W+G1EhKSjyQL9U8C2Tsf2ypOd2jhxMO4/0bKK4sk2CWKpRLXweLWkiyUtiIgnW5WlY0COiAlJ5wI3AnOBVRGxQdKn8+0rgA8Dn5E0AbwAnBoRATQ9ttNzmtlMDsYDEqDJrmc57SVRbalUx5C8GmJ1w7oVhccXAheWPbbfnCXbqHMwHqxuW1n0mKi25J56ZolzMB6wgDmz6DrdS6LaSqmeenXgm9ZGke/rwZuuQ06hp54zZDMbe5rqug55IEYmQwZnEzZafD8PSYAmZi5VGKmADL6JzaxLkWXIjUsVXGXRRNmgPg4tO8pci3G4DsPmxGK4Uhl+cyQDcjfN4Hq58bs9ti6Bq9vX1Wz/urxWM0Uwp/t2yAMxkgEZOgflKjKQTs9ZJoj14xy9nH8253FwttQ5Qx6CVkE51X8H+1GuFF/bdJkcmC1JAThDHo5iMEgxWI0TB2ZLlasshszBOB0OzJYSRTrtkMcmIFt6XM9sqZjF4EIDMXLtkK2e/B/My/kDaogi0OTMpQrOkC0ZrsqwSsxu+M2BKJUhl5hd9XRJ9+TLbZIOL2x7TNK9+ayrpaZnsvE2d+FDzphtuKZi5lKBjhlyydlVHwWOj4hnJJ0ArASOKWxf2m6UfLNmPM61DUWAJtJoiFymymLX7KoAkqZnV90VkCPitsL+a8mmMzHr2bhWY/g/hOERgabSCMhlqizKzq467Szg+sLvAdwk6Y6GSQLNSnOAsoHJM+TGpQplMuQys6tmO0pLyQLyuwqrj4uILZL2AW6W9EBErGly7HLAAdtachWGDUZAjTLkjrOrAkh6K/Bd4OSI2DWRX0RsyX9uBa4hqwKZISJWRsRRbWZ5NRuLL/xG/fUlZ7rrdONSgTIBedfsqpJ2I5td9briDpL2B64GzoiIXxbW7yFpz+nHwPuB+/pVeBtfoxq0RvV1JS1AE5Mzlip0rLIoObvq+cDewMWSACbyTHdf4Jp83Tzg8oi4YSCvxMbOKHzh5wCcgnSqLEp1DCkxu+rZwNlNjnsEOLxxvVk/1alu2QE4QQFM1iggm6UuxWzZwbcmImCiokn0Gjgg20ipOjA7CNdUnaoszOpm2NUYDsQ1FgGT1XyJ18gB2UbWoLNlB+FREVBRq4pGDsg28noJzA66YyAgnCGbDZeDqzU1yyoLScuAC8iaA383Ir7WsF359hOB54FPRsSd7c7pgGxmYy6ILltZlBwF8wRgUb4cA3yLl4+COYNnDDGz8RZkGXLj0t6uUTAj4iVgehTMopOByyKzFthL0sJ2J3VANrOxFhHE5OSMpYMyo2B2O1KmqyzMbLz9nmduvHniBwuabHpFwyxHKyNiZf64zCiYpUfKnOaAbGZjLSKWzeKwMqNglhops8hVFmZm3es4Cmb++5nKHAs8GxFPtDupM2Qzsy6VHAVzNVmTt01kzd4+1em8ikhj+usiSekVysxSdMcoTWpRqspC0jJJD0raJOm8Jtsl6Zv59nskHVn2WDMzy3QMyIUG0CcAi4HTJC1u2K3YAHo5WQPosseamRnlMuReGkCXOdbMzCgXkHtpAN11w2gzs3FVppVFLw2gSzeMlrScrLoD4EXqORnqAuDJqgsxCy73cLnc/XNA1QXopzIBuZcG0LuVOBaAvAfMSgBJ6+v4zanLPVwu93DVtdx1UqbKopcG0GWONTMzSmTIvTSAbnXsQF6JmVnNleqpFxGryYJucd2KwuMAPlv22BJWdt4lSS73cLncw1XXctdGkj31zMzGkQcXMjNLRGUBuZfu2FUqUe4lkp6VdFe+nF9FORtJWiVpq6SmzQkTvt6dyp3q9d5P0s8k3S9pg6S/a7JPcte8ZLmTvOYjISKGvpB9wfcw8BdkTePuBhY37HMicD1ZW+ZjgdurKOssyr0E+EnVZW1S9vcARwL3tdie3PUuWe5Ur/dC4Mj88Z7AL2tyj5cpd5LXfBSWqjLkgcxHNQS17QoeEWuAp9vskuL1LlPuJEXEE5HPMBwRvwfuZ2Yv1eSuecly24BUFZAHMh/VEJQt0zsk3S3pekmHDqdoPUvxepeV9PWWdCDwNuD2hk1JX/M25YbEr3ldVTVA/UDmoxqCMmW6EzggIrZLOhG4lmwUvNSleL3LSPp6S3oVcBXw+Yh4rnFzk0OSuOYdyp30Na+zqjLkgcxHNQQdyxQRz0XE9vzxamC+pGYTKKYmxevdUcrXW9J8sqD2XxFxdZNdkrzmncqd8jWvu6oC8kDmoxqCjuWW9FpJyh8fTXaNnxp6SbuX4vXuKNXrnZfpe8D9EfGNFrsld83LlDvVaz4KKqmyiAHNRzVoJcv9YeAzkiaAF4BTI6Lyf0MlXUH27fgCSZuBrwDzId3rDaXKneT1Bo4DzgDulXRXvu4fgP0h6WteptypXvPac089M7NEuKeemVkiHJDNzBLhgGxmlggHZDOzRDggm1klOg0c1WT/j0ramA96dPmgy1cFt7Iws0pIeg+wnWw8j8M67LsI+CHw3oh4RtI+EbF1GOUcJmfIZlaJZgNHSXqjpBsk3SHpFklvzjedA1wUEc/kx45cMAYHZDNLy0rgcxHxduCLwMX5+oOBgyXdKmmtpGWVlXCAqhpcyMzsZfIBjd4J/CjvmQ2we/5zHtkARkvIxvy4RdJhEbFt2OUcJAdkM0vFHGBbRBzRZNtmYG1E7AQelfQgWYBeN8wCDpqrLMwsCfkwn49K+gjsmuLq8HzztcDSfP0CsiqMRyop6AA5IJtZJfKBo34OHCJps6SzgNOBsyTdDWzgjzPy3Ag8JWkj8DPgSxExciPMudmbmVkinCGbmSXCAdnMLBEOyGZmiXBANjNLhAOymVkiHJDNzBLhgGxmlggHZDOzRPw/Q0SC4hNek5AAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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q8ZhsFOpHxlFws7qrW0BPNZATgvkOUx8FWvlJ0ufy5Q9LOqPotsPo2zdLwVGoAd4HfC0ifty0+URGoTYzG6uDg63e1MrvHLLai3slbYiIR5tWWwUszaczgWuBMwtuO7BCHW1FxEZgY8u8NS3Prweub5n3JHD6KAXspk4D3ZrVXbJZOUAwTLXKoVZ+AJIarfyaA/J5wI0REcAmSUdJWgKcVGDbgbnXRLOEOWGZks5NOha3NMhYGxFr88edWvmd2bJ9t5aARbYdmIO5mU1U0lk5ZJl559Yru3s0yCjSyq/bOoO0ECzMwdzMZp4Gb1depJVft3UOL7DtwKp3z6qZ2bgNftNQkVZ+G4AP561a3gHsi4idBbcdmDNzM5tp6l7N0lXBVn4bgXOBLcBPgI/22nbU9+FgbmYzb4hqlr6t/PJWLBcX3XZUrmYxs4lKvkVOZMG8daoaZ+ZmNnGNgJ5qy5YqBu9WzszNbGqSzNKdmZuZVZ8ADXg7f4oczM1stkU1M/FWDuZmNjWp1plXcTCKVg7mZjbbwtUsZmaFJZuVU49qlkKtWQp0wr5c0j5JD+bTp4pua2b1l3IghxlpzTJAR+p3R8SvD7ntwJJs4mRmlaOaXAAtkpkf6oQ9Il4EGh2pFzHKtmZmU1GHzLxIMO/WwXqrX5b0kKTbJJ064LZmZuWYoZuGinSk/gBwYkQ8J+lc4Mtk494V7oRd0mpgdYHymJmNVR1asxTJzPt2wh4Rz0bEc/njjcAiSYuLbNu0j7UR8dYeI3u8TOoXVMysImqSmRcJ5n07Upd0nCTlj9+e73dPkW1H4YBuZqMSMxLMI2IOaHSk/hhwa6MT9kZH7MD7gUckPQR8Djg/Mh23HecbcEA3s5EE6GC0TVVT6KahAp2wXw1cXXRbM7OUVDETb1WLLnCdnZulK/nvZ8CCg+1T1dQimJuZDWsSdeaSjpb0dUnfz//+sy7rdbxDXtIVkp5quqv+3H6vWZtgnvx//9zWSy87NJnVXVXOc81H2zSiy4G7ImIpcFf+/OWv+dId8quAZcAFkpY1rfKXEfHmfOpbVe2OtkrUeqK7iwKrk6oEcgI0N/a9ngcszx/fAHwT+KOWdQ7dIQ8gqXGH/FDdndQqmG+99LJKB8ROJ3+V34/NrsoEcsjbmY+99cqxEbETICJ2Sjqmwzqd7pA/s+n5JZI+DNwH/IeI2NvrBWsVzFM3zAledJtJB/1u5fA/G2tVqUCe61JHvljSfU3P10bE2kPbSHcCx3XY7pNFX7bDvMZ/lWuBP82f/ynw58C/6bUzB/OaGLXKZtgvoIO8NatkII9gQed25bt73ZEeEe/puk/pR5KW5Fn5EmBXh9W63iEfET9q2tdfA1/t/S5qGMyrXtUyLmV/qZpf35/HbCj7nBvFBNqZbwA+AlyZ//1Kh3UO3SEPPEV2h/wHARr/CPL13gc80u8Fa9OapVmqJ9WsBjW33rGkBXAw2qfRXAmcI+n7ZOM5XAkg6XhJG6H73fX59v9V0nclPQysAP59vxesXWbe4Aw9PY2A7s+lfqr+z7pLNcvQImIP8Ksd5u8Azm163vEO+Yi4cNDXrG0wt3Q5qNdL1QO5JtOaZepqWc3SUPWTrO5c/VJ9dfn86tDRVq2DOdTnZKszB3UrVbQH8ioGc1ezWDJc/VIdtfrnm3eBW3WFMvNuncE0Lf+QpIfz6R5Jpzct25ZflX2wpQH+1NTqxJsBztTTVdvPZj7ap4rpm5k3dQZzDlkj93slbYiI5v4DtgJnR8ReSauAtbz8ttQVEbF7jOW2GeBMvVy1DNqdBGiu+h2aF6lm6dsZTETc07T+JrI7mczGws1MJ29mAncHItD8bATzfp3BtLoIuK3peQBfkxTAXzX3bWBWlAP6eM1y8G4zQ5l5r85gXr6itIIsmL+rafZZEbEj7zXs65L+MSK+1WHb1cDqAuUZioNB9fkzHIwDdlEBM5KZd+0MppmkNwHXAavyu5+AQ3c8ERG7JK0nq7ZpC+Z5xr4231f1rj7YVLgevTsH7yE1buevuCLBvGtnMA2SXg98CbgwIr7XNP9IYEFE7M8fvxf4zLgKP6iyMzt/2can7M9yEJPqdMzn05gEaK6Cg3626BvMI2JOUqMzmIXAuojYLOlj+fI1wKeA1wCflwQwl3cdeSywPp93GHBTRNw+kXdSUJWCgPU2K5+lg/ak1aOaRRHp/byYRjVLGUHAX8rJSTWoDzp6lM+Rgd3fq8/xIl59xHHxzhN+t23+7Vv/fOR9T9PM3gE6K1ndrEjx8+wWmB2wExMBc+MfBHTaZjaYQ5oBwIaXyoAYDtYVVINqlpkO5tPkL/h0ldXqxZ9zBUXAwRm4AFp3k87O/eUu1ySCuj/TugmYhdYss2ASAd1f+LQM+xn7c5wBAeHMvD7GGdAdANLkz8U6mkA1i6SjgS8AJwHbgA9ExN4O660Dfh3YFRGnDbp9s9oPTjGIUb/ste0e1KzWgpiba5tGdDlwV0QsBe7Kn3dyPbByhO0PcTBvMUwwdhA3q7Agy8xbp9GcB9yQP74B+K2OL531U/X0sNs3czVLB0WrXBzAzaovIiZRZ35sROzM978z72hwots7mHfRLaA7gJvVy3723vH1uS8s7rDoFS2jo61t7sJb0p3AcR22++S4y1iEg3kPDtxm9RcRneqsi2z3nm7LJP1I0pI8q14C7Bpw9wNv7zpzM7Px2wB8JH/8EeArk97ewdzMbPyuBM6R9H2y8ZOvBJB0vKSNjZUk3Qx8BzhF0nZJF/XavpeZ7TXRzGqhUj0bTlKhzFzSSkmPS9oiqa29ozKfy5c/LOmMotuamdno+gZzSQuBa4BVwDLgAknLWlZbBSzNp9XAtQNsa2ZmIyqSmb8d2BIRT0bEi8AtZA3am50H3BiZTcBR+RXYItuamdmIigTzE4AfND3fns8rsk6Rbc3MbERF2pmrw7zWC5Td1imybbYDaTVZFQ3AC8AjBcqWmsXA7rILMQSXe7pc7vE5sewCpKJIMN8OvK7p+WuBHQXXObzAtgDkd1atBZB0XxWvULvc0+VyT1dVyz0rilSz3AsslXSypMOB88katDfbAHw4b9XyDmBf3q9AkW3NzGxEfTPziJiTdAlwB7AQWBcRmyV9LF++BtgInAtsAX4CfLTXthN5J2ZmM6xQ3ywRsZEsYDfPW9P0OICLi25bwNr+qyTJ5Z4ul3u6qlrumZDkHaBmZjYY981iZlYDpQXzUboIKFOBci+XtE/Sg/n0qTLK2UrSOkm7JHVs8pnw8e5X7lSP9+skfUPSY5I2S7q0wzrJHfOC5U7ymM+8iJj6RHYx9Ang58maLz4ELGtZ51zgNrK26u8A/qGMsg5R7uXAV8sua4eyvxs4A3iky/LkjnfBcqd6vJcAZ+SPXwV8ryLneJFyJ3nMZ30qKzMfpYuAMlW2e4LoPtZgQ4rHu0i5kxQROyPigfzxfuAx2u9+Tu6YFyy3JaisYD5KFwFlKlqmX5b0kKTbJJ06naKNLMXjXVTSx1vSScAvAf/QsijpY96j3JD4MZ9FZQ0bN0oXAWUqUqYHgBMj4jlJ5wJfJutNMnUpHu8ikj7ekn4G+Dvg4xHxbOviDpskccz7lDvpYz6rysrMR+kioEx9yxQRz0bEc/njjcAiSZ0Gi01Nise7r5SPt6RFZAHxbyPiSx1WSfKY9yt3ysd8lpUVzEfpIqBMfcst6ThJyh+/newY75l6SQeX4vHuK9XjnZfpvwOPRcRfdFktuWNepNypHvNZV0o1S4zQRUCZCpb7/cC/lTQH/BQ4PyJK/+msbKzB5cBiSduBTwOLIN3jDYXKneTxBs4CLgS+K+nBfN6fAK+HpI95kXKnesxnmu8ANTOrAd8BamZWAw7mZmY14GBuZlYDDuZmZjXgYG5mpejXiVqH9T8g6dG8A7CbJl2+qnFrFjMrhaR3A8+R9U9zWp91lwK3Ar8SEXslHRMRu6ZRzqpwZm5mpejUiZqkX5B0u6T7Jd0t6Y35ot8HromIvfm2DuQtHMzNLCVrgT+MiLcAlwGfz+e/AXiDpG9L2iRpZWklTFRZHW2Zmb1M3rnXO4Ev5r0FAByR/z2MrDOv5WR92Nwt6bSIeGba5UyVg7mZpWIB8ExEvLnDsu3Apog4AGyV9DhZcL93mgVMmatZzCwJeVe7WyX9DhwaVu/0fPGXgRX5/MVk1S5PllLQRDmYm1kp8k7UvgOcImm7pIuADwEXSXoI2MxLI3ndAeyR9CjwDeATEeGeGpu4aaKZWQ04MzczqwEHczOzGnAwNzOrAQdzM7MacDA3M6sBB3MzsxpwMDczqwEHczOzGvj/IowGhjGRuzsAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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A6cMUsJPdl17mu0HNKqLUgTwYpFllvpcfgKRGL79sQF4LXB8RAWyTdLikpcCJOfL2rXqdKc3MRi3aLLBE0vbMku2gkaeXX6c0uXsI9sO385vZ2JS6Rt4QoPa9WfZ16ZCRp5dfpzT99BDMzcHczEauEkE8Q/33K8/Ty69TmsU58vbNwdzMRqZqQXxe/8F8vpcf8ChJL793NaXZAqxP28TPAp6KiMcl/ShH3r45mJvZSFQ1kKtzM0tHOXv5bQXWALuAnwHv65Z32PfhYG5mA6tqAG82QDNLz15+aS+WS/LmHZaDuZn1pS4BfF4MFszLxsHczLqqXfBuw8HczGplGgJ3C9fMzazqpjJ4NxGgPm/nLyMHc7Mp4cDdgWvmZlZWDtx9cjA3s7JwAB9QuJnFzErCgXw4dWhmyTVqYo5B2FdKekrSPenysbx5zWw4DuTD01zrUjU9a+Z9DKR+R0T81oB5++axzM0cyEdBNbkAmqdmPj8Ie0Q8DzQGUs9jmLxm1oUD+ejUoWaeJ5jnHUj91yTdK+lmSaf2mdfMrBgxPcE8z0DqdwMnRMTpwJ8DX+wjb5JQWteY0SNHmVwrsanm83+0NNu6VE2eYN5zEPaIeDoifpI+3goskrQkT97MPjZGxGu6zOzRwie0TSOf9yM2RTXz+UHYJS0mGUh9SzaBpKMlKX18Zrrf/XnyDssntk0Tn++jJ+oRzHv2Zsk5CPvbgd+TNAP8HLggHct3LIOwm00jB/IxCdDs0FNwFk5JzC0XSX0Xyl0Vrc4cyDva0U/TbDuHLDkulr/5v7Ss337tfx1635PkO0DNSs6BfMwCFlTwgmezXHeAVoFPeKsjn9fjN442c0lHSPqqpH9J//7bDuna3iEv6QpJj2buql/T6zVrE8zNzAaluWhZhnQ5cFtELANuS5+/+DVfuEP+fGA5cKGk5Zkk/ycizkiXnvOF1iqYuxZjdeLzeUICNNO6DGktcF36+DrgLW3SjPQO+VoFc/AHwMz6FGOpmR8VEY8DpH+PbJOm1x3y6yXdJ2lTp2aaLF8AbSPvF8I09KDJcyym4ThMmislk9WhjXxJ0x3pGyNi43we6WvA0W3yfTTvy7ZZ1/gWuRr4o/T5HwF/CvznbjurZTDffelluQPMMB+aQfKWPfAN8p7a5Sn7+zRrUAQL2vcz39eta2JEvKHjPqUfSloaEY9LWgrsbZOs4x3yEfHDzL4+A3y5+7uoaTCH3gG9qJpPt9fNEwB7lbt5H2V4nw7sVnZjuONzC/Be4BPp3y+1STN/hzzwKMkd8u8CaHwRpOneCtzf6wVrc9NQJ+0CiX/CFsNBPT+fo7kNfWPPoYcdGyvO/oOW9bff/OGB9y3pZcBNwPHA94B3RMQTko4BromINWm6NcD/5YU75P84Xf/XwBkkzSyPAO/PBPe2alszb/CHojxcW7ey6tDMMrCI2A/8Zpv1jwFrMs+3Ai3dDiPion5fs/bB3MqpEdgd1K1oSnuzVJ2DuRXKQd3KoA4DbdWun7lVk5vDXsxfbhMUgWZbl6pxzdxKw7V0K0RNhsDNVTPvNBhMZvu70zuV7pN0p6TTM9sekfStdLCYXFPC2XTbfellrqnbZM1F61IxPYN5jsFgAHYD50bEq0juVtrYtH1VOlhMZcYGtuI5oNtEBGhmrmWpmjzNLPODwQBIagwGs7ORICLuzKTfRnInk9nQprXpxV9kkyMCzVUveDfL08zSazCYZhcDN2eeB/AVSTskreu/iGYObjZGNamZ5wnm3QaDeXFCaRVJMP9wZvXZEbGCpJnmEknndMi7TtJ2t6tbJw7oNh4Bc3OtS8XkCeYdB4PJkvQq4BpgbXr3EzB/xxMRsRfYTNJs0yIiNkbEa9yubt1Mw8XRur+/0glgNlqXiskTzOcHg5G0mGQwmC3ZBJKOB74AXBQR38msP0TSoY3HwBvJMWCMWS91DXh1fV+lFqCZ2ZalanpeAI2IGUnrgVt5YTCYByR9IN2+AfgY8DLgKkkAM2kN+yhgc7ruIOCGiLhlLO/Epk4dLo46eJdBVLJZpVntR0206VGFoO7gPXJDj5p42MFHx+tf/tst62/Z/adD73uSfAeo1UY/k5JMggN3RUTAzPCTfhbNwdxqpeimFwfwiqpBM4uDudXSpGvpDuIVFgGz1bvg2czB3GprnLV0B+86Cahg75VmDuZWe8PMcOSgPQUCwjVzs2pxcLYWY2hmkXQE8DngRJI5PN8ZEU+2SbcJ+C1gb0Sc1m/+LE9OYWZTLoiZmZZlSJcDt0XEMuC29Hk71wKrh8g/z8HczKZbkNTMm5fhrAWuSx9fB7yl7UtH3A48MWj+LDezmNlUi4hxtJkfFRGPp/t/XNKR487vYG5mU+0Znrz1qzOfW9Jm00uaRnHdGBHzE+9I+hpwdJt8Hx11GfNwMDezqRYR7dqs8+R7Q6dtkn4oaWlaq14K7O1z933nd5u5mdnobQHemz5+L/Clced3MDczG71PAOdJ+hfgvPQ5ko6RtLWRSNJngW8Cp0jaI+nibvm78aiJZlZllRrZcJxy1cwlrZb0kKRdklr6Oyrx6XT7fZJW5M1rZmbD6xnMJS0EriSZw3M5cKGk5U3JzgeWpcs64Oo+8pqZ2ZDy1MzPBHZFxMMR8TxwI0mH9qy1wPWR2AYcnl6BzZPXzMyGlCeYvxz4fub5nnRdnjR58pqZ2ZDy9DNXm3XNFyg7pcmTN9mBtI6kiQbgOao58fMSYF/RhRiAyz1ZLvfonFB0AcoiTzDfAxyXeX4s8FjONItz5AUgvbNqI4Ck7VW8Qu1yT5bLPVlVLfe0yNPMchewTNJJkhYDF5B0aM/aArwn7dXyOuCpdFyBPHnNzGxIPWvmETEjaT1wK7AQ2BQRD0j6QLp9A7AVWAPsAn4GvK9b3rG8EzOzKZZrbJaI2EoSsLPrNmQeB3BJ3rw5bOydpJRc7slyuSerquWeCqW8A9TMzPrjsVnMzGqgsGA+zBABRcpR7pWSnpJ0T7p8rIhyNpO0SdJeSW27fJb4ePcqd1mP93GSvi7pQUkPSLq0TZrSHfOc5S7lMZ96ETHxheRi6HeBV5B0X7wXWN6UZg1wM0lf9dcB/1REWQco90rgy0WXtU3ZzwFWAPd32F66452z3GU93kuBFenjQ4HvVOQcz1PuUh7zaV+KqpkPM0RAkSo7PEF0nmuwoYzHO0+5SykiHo+Iu9PHzwAP0nr3c+mOec5yWwkVFcyHGSKgSHnL9GuS7pV0s6RTJ1O0oZXxeOdV6uMt6UTg3wH/1LSp1Me8S7mh5Md8GhU1bdwwQwQUKU+Z7gZOiIifSFoDfJFkNMmyK+PxzqPUx1vSLwB/B3wwIp5u3twmSymOeY9yl/qYT6uiaubDDBFQpJ5lioinI+In6eOtwCJJ7SaLLZsyHu+eyny8JS0iCYh/GxFfaJOklMe8V7nLfMynWVHBfJghAorUs9ySjpak9PGZJMd4/8RL2r8yHu+eynq80zL9FfBgRPxZh2SlO+Z5yl3WYz7tCmlmiSGGCChSznK/Hfg9STPAz4ELIqLwn85K5hpcCSyRtAf4OLAIynu8IVe5S3m8gbOBi4BvSbonXfeHwPFQ6mOep9xlPeZTzXeAmpnVgO8ANTOrAQdzM7MacDA3M6sBB3MzsxpwMDezQvQaRK1N+ndK2pkOAHbDuMtXNe7NYmaFkHQO8BOS8WlO65F2GXAT8BsR8aSkIyNi7yTKWRWumZtZIdoNoibplyXdImmHpDskvTLd9LvAlRHxZJrXgbyJg7mZlclG4Pcj4tXAZcBV6fqTgZMlfUPSNkmrCythSRU10JaZ2Yukg3u9Hvh8OloAwMHp34NIBvNaSTKGzR2STouIH0+6nGXlYG5mZbEA+HFEnNFm2x5gW0QcAHZLeogkuN81yQKWmZtZzKwU0qF2d0t6B8xPq3d6uvmLwKp0/RKSZpeHCyloSTmYm1kh0kHUvgmcImmPpIuBdwMXS7oXeIAXZvK6FdgvaSfwdeBDEeGRGjPcNdHMrAZcMzczqwEHczOzGnAwNzOrAQdzM7MacDA3M6sBB3MzsxpwMDczqwEHczOzGvj/G2ZagfZaLD4AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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1RKxszIJdoE6As3Ozqij7tapptSxVUySYz8xCLWkBWcBe3byTpFcBZwJfya07QNKBjcdks1A/MoyKN5T9JDGbdKW/RkMw3WbpoUAvP0n6dNr+sKRTipadjZ7BPCKmgMYs1I8CNzdmoW7MRJ28DbgzIl7IrTsM+EdJDwH/DHxtGLNQNyv9yWI2oSpzbe5ps3RRpJdf2rY4LcuBa/so27dCd4BGxBpgTdO6FU3Prweub1r3BHDSQDUsyHeJmpVLZQJ5MJtmlZlefgCSGr38NuT2ORf4XEQEsFbSwZIWAa8rULZv1etM2UVlTh6zGtv0oUurdy1GmwUWNjplpCXfG69IL79O+xTuIdiPSozN0g9n6Gb96yf4dru+KhfEIcvM2/de2d6lQ0aRXn6d9umnh2BhtQvm4IBu1s6wAm0lA3YP6r9feZFefp32WVCgbN9qGczBAd0M6hl450T/wXymlx/wFFkvvwua9lkNXJLaxE8Dno2IrZJ+VKBs32obzMEB3SaTA3h/1LmZpaOImJLU6OU3H7iu0csvbV9B1mnkHGAj8BPgPd3KDvo5ah3MwQHdJosD+ezMopmlZy+/1IvlA0XLDqpWvVk68Qluk8Dn+SxFFsybl6qZiGAOPtGt3nx+D6YOwbz2zSx5bnKxOnEAH5KoZvBuNlHBHPZeAA7qVjUO3nNDgHrcvl8FExfMG5ylWxU4gI+AM/Pqc5ZuZeUgPmIO5vXgLN3KwkF8DMLNLLXiLN1sctWhmaVQ18QCg7AvlfSspAfT8tGiZcvGmZHZ5KlD18SewbyPgdS/GREnp+UTfZYtFQd0Gwefd+OhCbppaGYQ9ojYBTQGUi9ikLJjVckxmc1sViYlmBcdSP0XJD0k6TZJx/dZtrQc1M1qriaZeZEfQIsMpP4d4JiIeF7SOcCtZPPeFR6EPc3isbzdtjLwD6Q2l5wwjNek9GbpOQh7RDyXe7xG0jWSFhYpmyu3ElgJIGngWTfmSv6ic2C3YXAgH7Oa3DRUpJllZhB2SQvIBlJfnd9B0uGSlB6/Mb3u00XKVpmbYMyqT0xIM0vBQdh/A3i/pCngReC8NJbvnAzCXjbO1s0qLEB7StsYUFihm4YKDMJ+FXBV0bJ15rZ1s+qpYibezHeAzpHm5hcHd2vHzXQlEDBvQn4AtSFwcLdmDuTl0GgzH+prSocAfwu8DngSeEdE7Gyz3zLgSrJm6M9ExCfT+o8D7wN+lHb9SGrl6GhiZhoqG/94Otn8f18umo6WZUCXA3dHxGLg7vR83/fsfYf8p3J31fdsqnZmPmbtLmpn7fXmQF4yAZoa+queCyxNj28A7gF+p2mfmTvkASQ17pDfMJs3dDAvIfeOqR8H8BILhpGJNzssIrYCRMRWSYe22afdHfKn5Z5fIuldwAPA/2nXTJPnYF5yZWlrn00wmuQ/RA7e1dKhzXyhpAdyz1emmxuzMtLfA4e3Kfd7Rd+2zbrGX5VrgT9Mz/8Q+FPgf3R7MQfziukVJIYVQIcRjEZV13Fy0K4+RTCvfT/z7RFxaqdyEfHmjq8p/VDSopSVLwK2tdmt4x3yEfHD3Gv9FfDV7p/Cwbx2ugWXbsFzHEFp2N86+vkMg7yXA3j9zEE/89XAu4FPpn+/0mafmTvkgafI7pC/AKDxhyDt9zbgkV5vqOxGzXIp89gsNjqdAu5cBNNRvpcN1bpu2XMRB77qyDjl9N9uWX/vbb8z69eW9BrgZuBo4F+Bt0fEDkmvJeuCeE7a7xzgz9l7h/wfpfWfB04ma2Z5EvifueDe/j0dzM2swoYSzE990wdb1t9z5+UDv/YouZnFzCaa5qY3y8g5mJvZxJuYgbbMzGorwsHczKzyajIEbqGxWSQtk/SYpI2S2o0xcKGkh9Nyn6STctuelPRdSQ82dcA3MyuH6WhdKqZnZp4bDOYtZJ3c75e0OiLy4wdsAs6MiJ2Sziab/i1/W+pZEbF9iPU2MxuOAE1Vf0DzIs0sPQeDiYj7cvuvJbuTycys9ESg6eoH8yLNLO0Ggzmiy/4XAbflngdwp6R1kpb3X0UzszmUMvPmpWqKZObdBoPZd0fpLLJg/ku51adHxJY0athdkr4XEfe2KbsccLA3sxELmJDMvONgMHmSTgQ+A5wbEU831kdEY+CYbcAtZM02LSJiZUScWqU7rsysBgLYE61LxRQJ5jODwUhaQDYYzOr8DpKOBr4MvDMiHs+tP0DSgY3HwFspMGCMmdnIBGhqT8tSNT2bWSJiStIlwB3sHQxmvaSL0/YVwEeB1wDXSAKYShn2YcAtad1+wKqIuH1OPomZ2azUo5ml0E1Daf65NU3rVuQevxd4b5tyTwAnNa83MyuNAPZMSDA3M6utCJga/iSgo+ZgbmY2Kc0sZma1FQF7qveDZzMHczObcAEV7L3SzMHczCZbQNQgMy80aqKZWW01mlmalwFIOkTSXZL+Jf376g77XSdpm6RHZlM+z8HczCZcEFNTLcuALgfujojFwN3peTvXA8sGKD/DwdzMJlsw9MycbGTZG9LjG4Bfb/vW2ThVO2ZbPs9t5mY20SJiLtrMD4uIren1t6aBBue0vIO5mU20H7Pzjrum/nZhm02vaJodbWVErGw8kfT3wOFtyv3esOtYhIO5mU20iGjXZl2k3Js7bZP0Q0mLUla9CNjW58v3Xd5t5mZmw7caeHd6/G7gK3Nd3sHczGz4Pgm8RdK/kM2f/EkASa+VNDNooaQbgW8Dr5e0WdJF3cp3o4jyDcIuqXyVMrMyWucJbTKFMnNJyyQ9JmmjpJb+jsp8Om1/WNIpRcuamdngegZzSfOBq4GzgSXA+ZKWNO12NrA4LcuBa/soa2ZmAyqSmb8R2BgRT0TELuAmsg7teecCn4vMWuDg9AtskbJmZjagIsH8COAHueeb07oi+xQpa2ZmAyrSz1xt1jX/QNlpnyJlsxeQlpM10QC8TDUnfl4IbB93JWbB9R4t13t4jhl3BcqiSDDfDByVe34ksKXgPgsKlAUg3Vm1EkDSA1X8hdr1Hi3Xe7SqWu9JUaSZ5X5gsaRjJS0AziPr0J63GnhX6tXyJuDZNK5AkbJmZjagnpl5RExJugS4A5gPXBcR6yVdnLavANYA5wAbgZ8A7+lWdk4+iZnZBCs0NktErCEL2Pl1K3KPA/hA0bIFrOy9Sym53qPleo9WVes9EUp5B6iZmfXHY7OYmdXA2IL5IEMEjFOBei+V9KykB9Py0XHUs1mnuQZz28t6vHvVu6zH+yhJX5f0qKT1kj7UZp/SHfOC9S7lMZ94ETHyhezH0P8H/Huy7osPAUua9jkHuI2sr/qbgH8aR11nUe+lwFfHXdc2dT8DOAV4pMP20h3vgvUu6/FeBJySHh8IPF6Rc7xIvUt5zCd9GVdmPsgQAeNU2eEJovNcgw1lPN5F6l1KEbE1Ir6THv8YeJTWu59Ld8wL1ttKaFzBfJAhAsapaJ1+QdJDkm6TdPxoqjawMh7vokp9vCW9Dvg54J+aNpX6mHepN5T8mE+icU0bN8gQAeNUpE7fAY6JiOclnQPcSjaaZNmV8XgXUerjLemVwJeAD0fEc82b2xQpxTHvUe9SH/NJNa7MfJAhAsapZ50i4rmIeD49XgPsL6ndZLFlU8bj3VOZj7ek/ckC4hci4sttdinlMe9V7zIf80k2rmA+yBAB49Sz3pIOl6T0+I1kx/jpkde0f2U83j2V9XinOn0WeDQi/qzDbqU75kXqXdZjPunG0swSAwwRME4F6/0bwPslTQEvAudFxNi/Oiuba3ApsFDSZuBjwP5Q3uMNhepdyuMNnA68E/iupAfTuo8AR0Opj3mRepf1mE803wFqZlYDvgPUzKwGHMzNzGrAwdzMrAYczM3MasDB3MzGotcgam32f4ekDWkAsFVzXb+qcW8WMxsLSWcAz5ONT3NCj30XAzcDvxIROyUdGhHbRlHPqnBmbmZj0W4QNUk/K+l2SeskfVPSG9Km9wFXR8TOVNaBvImDuZmVyUrggxHx88ClwDVp/XHAcZK+JWmtpGVjq2FJjWugLTOzfaTBvX4R+GIaLQDgp9K/+5EN5rWUbAybb0o6ISKeGXU9y8rB3MzKYh7wTESc3GbbZmBtROwGNkl6jCy43z/KCpaZm1nMrBTSULubJL0dZqbVOyltvhU4K61fSNbs8sRYKlpSDuZmNhZpELVvA6+XtFnSRcCFwEWSHgLWs3cmrzuApyVtAL4OXBYRHqkxx10TzcxqwJm5mVkNOJibmdWAg7mZWQ04mJuZ1YCDuZlZDTiYm5nVgIO5mVkNOJibmdXA/wfIoIQgtTkR5AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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fSHeSZTkBzGz2SvM5DjG9Y86MqWqKlLjIKNR5K4CvDaJwnZTmRDCznpXu8xuaOVVMkWDeboTpGST9U2Ap8K3c7MYo1Lc3DYhqZhOodIEcYLrFVDFFLoAWGYW64T3AzU1VLMdGxBZJewHXSfpxRNw440WyQF842Ptijln1lDKQB8SO6mXizYpk5kVGoW44iaYqlqKjUEfE6sYo2AXKVM6TwszaKvNnVtOaMVVNkWC+cxRqSfPJAvba5pUk/SpwHPCd3LzdJL268ZhsFOp7BlFwM7OBCMF0i6mLAq38JOm8tPxuSUcW3XY2ulazRMSUpMYo1HOBNY1RqNPyVWnV9wLfi4hf5DbfG7hCUuO1LhvEKNRmVi1lzsoB2NHb6rlWfieQ1V7cJmltRNyXW20ZsChNRwNfAo4uuG3PCt00FBHrgHVN81Y1Pb8EuKRp3oPA4f0U0MxsqILZVKvsbOUHIKnRyi8fkE8EvhoRAayXtIekhcBBBbbtWfUaU5qZDVq0mGCBpA25Kd9Ao0grv3brFG4h2IvK3c5vZtVS+iqWALVuzbK9Q4OMIq382q3TSwvBwhzMzWziqfd25UVa+bVbZ36BbXvmahYzs95vGirSym8tcGpq1XIM8FREbC24bc+cmZvZRFP7apa2CrbyWwcsBzYCvwQ+0mnb/t9H9F1VM3CSChfKd4Kald8Q681v77cDv1332z/2//gnZ8zf+Gef7Hvfo+TM3MwmW8yqzrx0HMzNbOgav6DL2rLFwdzMrOqcmZuZVZ8A9Xg7fxk5mJvZZHNmbmZWEw7mZmYVF65mMTMrrKwtWaAe1SyFbucv0An7EklPSbozTecU3bYfvmHIrBrKHMghC+bNU9V0zcx76Ej9poh49yy3NTMbC9XkAmiRzHxnJ+wR8SLQ6Ei9iH62NTMbiTpk5kWCedGO1N8m6S5JV0t6U4/bmpmNR9QjmBe5AFqkI/U7gAMj4llJy4Eryca9K9wJexrFY2WrZWZmw1SH1ixFMvOunbBHxNMR8Wx6vA6YJ2lBkW1z+1gdEW/tpZeysl9UMbMKqElmXiSYd+1IXdI+kpQeH5X2+1iRbfvlgG5ltunMsyb+HC37+xcTEswjYgpodKR+P3B5oxP2RkfswPuAeyTdBZwHnBSZltsO+k2U/WQxc1AvsQDtiBlT1RS6aShVnaxrmrcq9/h84Pyi2w7DpjPPcrtzK52yd/1qmSpm4s18B6jZCDQnGo3gXvcEpBJfYgFzJuQCqJlZbQ2jzlzSnpKuk/TT9PeftVmv5R3ykj4r6ZHcXfXLu71mrYJ5JbIAXH866ZyVl4+mY8bUp7OB6yNiEXB9ev7K13z5DvllwGJghaTFuVX+W0QckaauVdWuZhmx/Amef1z3D7ZNlioFcgI0NfC9nggsSY8vBf4n8CdN6+y8Qx5AUuMO+Vl1d1K7YF7mC6GdTvDmZWV9D9a/uv9vKxXIIbUzH3jrlb0jYitARGyVtFeLdVrdIX907vkZkk4FNgD/ISKe6PSCtQvmddHqAzHOINDtA1r3ADVMdap2qVwgT9rUkS+QtCH3fHVErN65jfR9YJ8W23266Mu2mNf4VvkS8Ln0/HPAXwP/rtPOHMwrZJTZe68fSv+ysKpSBHNatyvf3umO9Ij47bb7lB6VtDBl5QuBbS1Wa3uHfEQ8mtvXxcBVnd9FTYN5mataBqldwJ3Nex90RlWnbHPY6nKMqpqVw1Dama8FPgycm/5+p8U6O++QBx4hu0P+gwCNL4K03nuBe7q9YC2D+aQr04fKQd1KL4DB3/F5LnC5pNOA/we8H0DS64AvR8TyiJiS1LhDfi6wJneH/F9KOiKV7iHg97u9oIO5jYSDer2VKYGYjTbVLLMWEY8Bv9Vi/hZgee55yzvkI+KUXl+zVu3M88p4cjmQuY19HVX9/6kYSjvzkat1Zj4pdedV5Ey9+qoexPOq2LFWs9pm5g11OuHqyJl6NdXqfxYze0ysYnCvdWZu1eFMvRpqFcQboh6ZeaFgLmkp8EWyK65fjohzm5afzMu3qj4L/EFE3JWWPQQ8A+wApnoZSWhQXN1SHQ7q5VPLAN6sgnXkzboG81xnMCeQNXK/TdLaiMj3H7AJOC4inpC0DFjNK29LPT4itg+w3FZz/gIer4kI4A0Bmqp+h+ZFMvOuncFExC259deT3clk1hdn6aM1UQE8RwSanoxg3q0zmGanAVfnngfwPUkBXJTv22DSTOqHpV8O6sPh8zGZoMy8U2cwr1xROp4smP9mbvaxEbEl9Rp2naQfR8SNLbZdCawsUJ5Z8c92mzQO1kUFTEhm3rYzmDxJbwG+DCxLdz8BO+94IiK2SbqCrNpmRjBPGfvqtK+hXI1wQK82Z+idOXjP0nBu5x+5IsG8bWcwDZIOAL4NnBIRP8nN3w2YExHPpMfvBP58UIWfDQf06pv0/6GD9oAFaKr6g4B2DebtOoORdHpavgo4B3gNcKEkeLkJ4t7AFWneLsBlEXHNUN5JDyY9GNRB3bN0B+xRmpxqlpadwaQg3nj8UeCjLbZ7EDi8zzKatVWXoO7gPUYB7JiQYF5Hzs7rpYz/TwfoioiAqcEPAjpqExvMoZwBwGavLFm6g3gFTUo1i/XPH/DRGUdQ9/+3wiJgxwRcAK27YWfn/pCPzyiCuv+/dRAwCa1ZJsEwAro/5OXRT1D3/3ECBIQz8/oYVBbnD395+X9jLQ2hmkXSnsA3gIPIxvD8QEQ80WK9NcC7gW0RcViv2+fVfnCKXs32A+9BFsyqKoipqRlTn84Gro+IRcD16XkrlwBL+9h+JwfzFnoJyg7iZhUXZJl589SfE4FL0+NLgX/T8qWzfqoen+32ea5maaNbPboDuFk9RMQw6sz3joitaf9bU0eDQ93ewbyDfD26g7dZPT3DE9deN/WNBS0W7SppQ+756nwX3pK+D+zTYrtPD7qMRTiYF+BAblZfEdGqzrrIdr/dbpmkRyUtTFn1QmBbj7vveXvXmZuZDd5a4MPp8YeB7wx7ewdzM7PBOxc4QdJPycZPPhdA0usk7ey0UNLXgFuBN0raLOm0Ttt3oojydco+rMEpzKx2bk/dbU+8Qpm5pKWSHpC0UdKM9o7KnJeW3y3pyKLbmplZ/7oGc0lzgQuAZcBiYIWkxU2rLQMWpWkl8KUetjUzsz4VycyPAjZGxIMR8SLwdbIG7XknAl+NzHpgj3QFtsi2ZmbWpyLBfF/g4dzzzWlekXWKbGtmZn0q0s5cLeY1X6Bst06RbbMdSCvJqmgAXgDuKVC2slkAbB93IWbB5R4tl3twDhx3AcqiSDDfDOyfe74fsKXgOvMLbAtAurNqNYCkDVW8Qu1yj5bLPVpVLfekKFLNchuwSNLBkuYDJ5E1aM9bC5yaWrUcAzyV+hUosq2ZmfWpa2YeEVOSzgCuBeYCayLiXkmnp+WrgHXAcmAj8EvgI522Hco7MTObYIX6ZomIdWQBOz9vVe5xAB8vum0Bq7uvUkou92i53KNV1XJPhFLeAWpmZr1x3yxmZjUwtmDeTxcB41Sg3EskPSXpzjSdM45yNpO0RtI2SS2bfJb4eHcrd1mP9/6SfiDpfkn3SjqzxTqlO+YFy13KYz7xImLkE9nF0J8BrydrvngXsLhpneXA1WRt1Y8BfjiOss6i3EuAq8Zd1hZlfwdwJHBPm+WlO94Fy13W470QODI9fjXwk4qc40XKXcpjPunTuDLzfroIGKfKdk8Q7ccabCjj8S5S7lKKiK0RcUd6/AxwPzPvfi7dMS9YbiuhcQXzfroIGKeiZXqbpLskXS3pTaMpWt/KeLyLKvXxlnQQ8GvAD5sWlfqYdyg3lPyYT6JxDRvXTxcB41SkTHcAB0bEs5KWA1eS9SZZdmU83kWU+nhL2h34FvBHEfF08+IWm5TimHcpd6mP+aQaV2beTxcB49S1TBHxdEQ8mx6vA+ZJajVYbNmU8Xh3VebjLWkeWUD8+4j4dotVSnnMu5W7zMd8ko0rmPfTRcA4dS23pH0kKT0+iuwYPzbykvaujMe7q7Ie71SmrwD3R8R/bbNa6Y55kXKX9ZhPurFUs0QfXQSMU8Fyvw/4A0lTwHPASREx9p/OysYaXAIskLQZ+AwwD8p7vKFQuUt5vIFjgVOAH0m6M837M+AAKPUxL1Lush7zieY7QM3MasB3gJqZ1YCDuZlZDTiYm5nVgIO5mVkNOJib2Vh060StxfofkHRf6gDssmGXr2rcmsXMxkLSO4BnyfqnOazLuouAy4F/FRFPSNorIraNopxV4czczMaiVSdqkt4g6RpJt0u6SdKhadHHgAsi4om0rQN5EwdzMyuT1cAnIuLXgbOAC9P8Q4BDJN0sab2kpWMrYUmNq6MtM7NXSJ17/QbwzdRbAMCr0t9dyDrzWkLWh81Nkg6LiCdHXc6ycjA3s7KYAzwZEUe0WLYZWB8RLwGbJD1AFtxvG2UBy8zVLGZWCqmr3U2S3g87h9U7PC2+Ejg+zV9AVu3y4FgKWlIO5mY2FqkTtVuBN0raLOk04GTgNEl3Affy8khe1wKPSboP+AHwqYhwT405bppoZlYDzszNzGrAwdzMrAYczM3MasDB3MysBhzMzcxqwMHczKwGHMzNzGrAwdzMrAb+P3DkPuOkCJd2AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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yQZ2bp6qpTDAHB3SzZnUK6JMUs2qZqqZSwdysroYRlB3Y+xMBszvmtUxVU6jEko6X9ICkTZLOabP8E5LuSdNGSTsk7ZmWPSTpB2lZxyHhzOxlvfwKHXSouUkrwy/umG2dqqZrMC8yCnVE/E0aZfpw4M+BGyPiidwqQxuFugz/eLNRqFIf4MNSivcYmprMvMgo1HknA18ZRuE6KcUJYDYC0xTQS/XeQq1TxRQJ5kVGoQZA0j8Bjge+kZs99FGozeqsylUmRZUqkAPMtpkqpkgwLzIKdcN7gJubqlgKjUItaXVjFOwCZTKbGqULfAMq3fsJiB1qmaqmSDAvMgp1w0k0VbEUHYU6ItY0RsEuUCazWqtrdl66QJ5oVi1T1RQJ5jtHoZa0G1nAXte8kqTXAMcC38rN213SqxuPyUah3jiMgpvVXd0CelkDOSGYbTN1UaCVnySdn5ZvkHRE0W370bVvloKjUAO8F/h2RPwit/lIRqE2MxuqHb2tnmvldxxZ7cUdktZFxP251VYCS9K0DPg8sKzgtj0r1NFWRKwH1jfNu7jp+SXAJU3zHgTeOkgBO6nTQLdmdVfarBwg6KdaZWcrPwBJjVZ++YB8InBZRARwm6Q9JC0GDiywbc/ca6JZiTlhGZP2TToWNTXIWBMRa9Ljdq38ljVt36klYJFte+ZgbmYjVeqsHLLMvH3rlcfmaJBRpJVfp3V6aSFYmIO5mU099d6uvEgrv07r7FZg255V755VM7Nh6/2moSKt/NYBp6VWLUcBT0fEtoLb9syZuZlNNXWuZumoYCu/9cAqYBPwS+Ajc2076PtwMDezqddHNUvXVn6pFcvHim47KFezmNlIlb5FTmTBvHmqGmfmZjZyjYBe1pYtVQzezZyZm9nYlDJLd2ZuZlZ9AtTj7fxl5GBuZtMtqpmJN3MwN7OxKWudeRUHo2jmYG5m0y1czWJmVlhps3LqUc1SqDVLgU7Yl0t6WtI9aTq36LZmVn9lDuQwJa1ZeuhI/aaIOKHPbXtWyiZOZlY5qskF0CKZ+c5O2CPiRaDRkXoRg2xrZjYWdcjMiwTzTh2sN3u7pHslXSPp0B63NTObjCm6aahIR+p3AwdExHOSVgFXkY17V7gTdkmrgdUFymNmNlR1aM1SJDPv2gl7RDwTEc+lx+uBhZIWFdk2t481EfG2OUb22EXZL6iYWUXUJDMvEsy7dqQuaR9JSo+PTPt9vMi2g3BAN7NBiSkJ5hExAzQ6Uv8h8LVGJ+yNjtiB9wEbJd0LnA+cFJm22w7zDTigm9lAArQjWqaqKXTTUIFO2C8ALii6rZlZmVQxE29Wiy5wnZ2blVfpP58B83a0TlVTi2BuZtavUdSZS9pT0vWSfpL+/tMO67W9Q17SX0p6JHdX/apur1mbYF76b/9k81ln75zM6q4q57lmo2Ua0DnADRGxBLghPd/1NV++Q34lsBQ4WdLS3Cr/MyIOT1PXqmp3tDVBzSe6uyiwOqlKICdAM0Pf64nA8vT4UuB7wJ81rbPzDnkASY075Pvq7qRWwXzzWWdXOiC2O/mr/H5selUmkENqZz701it7R8Q2gIjYJmmvNuu0u0N+We75mZJOA+4E/jQinpzrBWsVzMuunxO86DajDvqdyuEvG2tWqUCedKgjXyTpztzzNRGxZuc20neAfdps9xdFX7bNvMa3yueBT6fnnwY+C/ybuXbmYF4Tg1bZ9PsBdJC3vEoG8gjmtW9X/thcd6RHxO923Kf0qKTFKStfDGxvs1rHO+Qj4tHcvr4IXD33u6hhMK96VcuwTPpDlX99/z+mw6TPuUGMoJ35OuDDwHnp77farLPzDnngEbI75D8I0PgiSOu9F9jY7QVr05olr6wn1bQGNbfesVILYEe0ToM5DzhO0k/IxnM4D0DS6yWth85316ft/1rSDyRtAFYA/6HbC9YuM29whl4+jYDu/0v9VP3LukM1S98i4nHgd9rM3wqsyj1ve4d8RJza62vWNphbeTmo10vVA7lG05pl7GpZzdJQ9ZOs7lz9Un11+f/VoaOtWgdzqM/JVmcO6jZR0RrIqxjMXc1ipeHql+qo1Zdv6gK36gpl5p06g8kt/5CkDWm6RdJbc8seSldl72lqgD82tTrxpoAz9fKq7f9mNlqniumamec6gzmOrJH7HZLWRUS+/4DNwLER8aSklcAadr0tdUVEPDbEctsUcKY+WbUM2u0EaKb6HZoXqWbp2hlMRNySW/82sjuZzIbCzUxHb2oCdxsi0Ox0BPNuncE0Ox24Jvc8gG9LCuAL+b4NzIpyQB+uaQ7eLaYoM5+rM5hdV5RWkAXz387NPjoitqZew66X9KOI+H6bbVcDqwuUpy8OBtXn/2FvHLCLCpiSzLxjZzB5kt4CfAlYme5+Anbe8UREbJd0JVm1TUswTxn7mrSv6l19sLFwPXpnDt59atzOX3FFgnnHzmAaJO0PfBM4NSJ+nJu/OzAvIp5Nj98FfGpYhe/VpDM7f9iGZ9L/y16MqtMxn09DEqCZCg762aRrMI+IGUmNzmDmA2sj4j5JZ6TlFwPnAq8FLpIEMJO6jtwbuDLNWwBcHhHXjuSdFFSlIGBzm5b/pYP2qNWjmkUR5ft5MY5qlkkEAX8oR6esQb3X0aN8jvTsrrn6HC/iNa/YJ96x7ykt86/d/NmB9z1OU3sH6LRkddOijP/PToHZAbtkImBm+IOAjtvUBnMoZwCw/pVlQAwH6wqqQTXLVAfzcfIHfLwm1erF/+cKioAdU3ABtO5GnZ37wz1Zowjq/p/WTcA0tGaZBqMI6P7Al0u//2P/H6dAQDgzr49hBnQHgHLy/8XaGkE1i6Q9ga8CBwIPAe+PiCfbrLcWOAHYHhGH9bp9Xu0Hp+jFoB/22nYPalZrQczMtEwDOge4ISKWADek5+1cAhw/wPY7OZg36ScYO4ibVViQZebN02BOBC5Njy8F/nXbl876qXqi3+3zXM3SRtEqFwdws+qLiFHUme8dEdvS/reljgZHur2DeQedAroDuFm9PMuT110/89VFbRa9sml0tDX5LrwlfQfYp812fzHsMhbhYD4HB26z+ouIdnXWRbb73U7LJD0qaXHKqhcD23vcfc/bu87czGz41gEfTo8/DHxr1Ns7mJuZDd95wHGSfkI2fvJ5AJJeL2l9YyVJXwFuBd4saYuk0+fafi5T22uimdVCpXo2HKVCmbmk4yU9IGmTpJb2jsqcn5ZvkHRE0W3NzGxwXYO5pPnAhcBKYClwsqSlTautBJakaTXw+R62NTOzARXJzI8ENkXEgxHxInAFWYP2vBOByyJzG7BHugJbZFszMxtQkWC+L/Bw7vmWNK/IOkW2NTOzARVpZ64285ovUHZap8i22Q6k1WRVNAAvABsLlK1sFgGPTboQfXC5x8vlHp4DJl2AsigSzLcA++WevwHYWnCd3QpsC0C6s2oNgKQ7q3iF2uUeL5d7vKpa7mlRpJrlDmCJpIMk7QacRNagPW8dcFpq1XIU8HTqV6DItmZmNqCumXlEzEg6E7gOmA+sjYj7JJ2Rll8MrAdWAZuAXwIfmWvbkbwTM7MpVqhvlohYTxaw8/Muzj0O4GNFty1gTfdVSsnlHi+Xe7yqWu6pUMo7QM3MrDfum8XMrAYmFswH6SJgkgqUe7mkpyXdk6ZzJ1HOZpLWStouqW2TzxIf727lLuvx3k/SdyX9UNJ9ks5qs07pjnnBcpfymE+9iBj7RHYx9KfAG8maL94LLG1aZxVwDVlb9aOA2ydR1j7KvRy4etJlbVP2Y4AjgI0dlpfueBcsd1mP92LgiPT41cCPK3KOFyl3KY/5tE+TyswH6SJgkirbPUF0HmuwoYzHu0i5SykitkXE3enxs8APab37uXTHvGC5rYQmFcwH6SJgkoqW6e2S7pV0jaRDx1O0gZXxeBdV6uMt6UDgN4HbmxaV+pjPUW4o+TGfRpMaNm6QLgImqUiZ7gYOiIjnJK0CriLrTbLsyni8iyj18Zb0KuAbwMcj4pnmxW02KcUx71LuUh/zaTWpzHyQLgImqWuZIuKZiHguPV4PLJTUbrDYsinj8e6qzMdb0kKygPgPEfHNNquU8ph3K3eZj/k0m1QwH6SLgEnqWm5J+0hSenwk2TF+fOwl7V0Zj3dXZT3eqUxfBn4YEf+jw2qlO+ZFyl3WYz7tJlLNEgN0ETBJBcv9PuDfS5oBfgWcFBET/+msbKzB5cAiSVuATwILobzHGwqVu5THGzgaOBX4gaR70rz/BOwPpT7mRcpd1mM+1XwHqJlZDfgOUDOzGnAwNzOrAQdzM7MacDA3M6sBB3Mzm4hunai1Wf/9ku5PHYBdPuryVY1bs5jZREg6BniOrH+aw7qsuwT4GvAvI+JJSXtFxPZxlLMqnJmb2US060RN0pskXSvpLkk3STokLfoocGFEPJm2dSBv4mBuZmWyBvjjiPgt4GzgojT/YOBgSTdLuk3S8RMrYUlNqqMtM7NdpM693gF8PfUWAPCK9HcBWWdey8n6sLlJ0mER8dS4y1lWDuZmVhbzgKci4vA2y7YAt0XES8BmSQ+QBfc7xlnAMnM1i5mVQupqd7OkP4Sdw+q9NS2+CliR5i8iq3Z5cCIFLSkHczObiNSJ2q3AmyVtkXQ68CHgdEn3Avfx8khe1wGPS7of+C7wiYhwT405bppoZlYDzszNzGrAwdzMrAYczM3MasDB3MysBhzMzcxqwMHczKwGHMzNzGrAwdzMrAb+Py7Cmgv8PcJ3AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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V0z3Gd9ybXMZdxqAhc2V/szLKuuvYxoOWPYpxtuOoXTX9Ws7d26n4umrdz3r/sHYaGNAj4jrgkT5J1gIXReYGYB9J+9eVwUlr60Ezamt4lvmY5HLbWo9lBg2TnHVDoPvsKuUvn7aVq44+9AOB7YX3C/m0VmvzhalRxr8P+kzd22Neltfm/ahMauVJTR2jXMpquPRrTdI6sm6ZWvQaXTBq667JY4SHzeM0Drw6Wy+9RnpMuoVUZ91N+prMJB4xMWr529ZyHVXbvsDqCOgLwPLC+2XA/WUJI2I9sB5ANfymaN3KgkpTd9yyvA17cHan71XecYYEVslDP8MMYawzD3WMThnlUQqDFL/o6gg2xTpvW/CyZ6ujy2Uj8JZ8tMtxwOMR8UANy62kqQG3KcYdjjipYN6r37Xp/bHD5K+uC+C9vmSbvJ1sNga20CVdAqwClkpaAD4C7AYQEecDVwInAVuBnwFvm1RmB5n1xaJprWfQTUmj3ExU5TPTHCPvYLWrSXXrdV/gbMNdvdM0je7UOmlWFVe1y2WY09BhPjPN5dVt0EE3yvjzXp/xHX/NUlYf4wSc7jp1QC/XsKC+OSKOKZvR6DtF6wjMKV/wGed286pSH5bWNmX1Uec4fGu3JJ7l0rbToiZywG63Xi3tKrqfS2PPNkpPwSw0NqDXsWOlunP6C8wGGWb0kNWjCcdlYwN6U7TxS8HD0GyQNu7XbTDroN7IPnTvbGbWVrO85tTIgG7VuRVuZh2NC+ijfLM5qJXz6BSz2ZnFsdeYPvSmBZ6m5adb0/NnZtPvU29cC31Y3TdaONCZWZNMMya1PqCbmTXdtIJ6Y7pcRuUWuZlZpjEB3c8MMTMbj7tczMwS4YBuZpaISgFd0mpJd0raKunskvl7S/oXSTdL2iJprGeie1y5mdnwBgZ0SYuAc4E1wErgVEkru5K9G7g9Io4i+zGMv5G0pOa8mplZH1Va6McCWyNiW0Q8DVwKrO1KE8CeyprWewCPADvGyZhb6WZWNOrvG8yTKgH9QGB74f1CPq3oM8BLyX4c+lbgvRHx77Xk0Mys5ab1RVQloJflpHtc4euBm4ADgJcDn5G017MWJK2T9D1J36uSOX8bm1mH7wQfrEpAXwCWF94vI2uJF70NuDwyW4G7gZd0Lygi1kfEMb1+D8/MLDVNe5bLJmCFpEPyC52nABu70twL/D6ApBcChwPb6sig+83MrK2mHbsG3ikaETsknQVcDSwCNkTEFkln5vPPBz4GXCjpVrIumg9FxEMTzLeZmXXRrPqkJA29YvefmVlbTLB1vrlXt3VjnuViZpYC/6ZoBW6dm1nTzfp6X2sC+qw3lJlZP02IUa0J6GZm1p8DuplZIhzQzczG1ITuFnBANzMbS1OCOTigm5klw+PQzcxG0KSWeYdb6GZmiXBANzNLhAO6mVkiHNDNzBLRqoDexIsQZjafmvgLSpUCuqTVku6UtFXS2T3SrJJ0k6Qtkr5ZbzbNzJqpSUF94LBFSYuAc4HXkf0c3SZJGyPi9kKafYDzgNURca+k/SaVYTOzpukE9Vn3IlRpoR8LbI2IbRHxNHApsLYrzZvIflP0XoCIeLDebJqZ2SBVAvqBwPbC+4V8WtFhwAskXStps6S31JVBMzOrpsqdomXnEN2dRouBV5D9UPTzgO9IuiEi7tplQdI6YN0oGTUzs/6qBPQFYHnh/TLg/pI0D0XEU8BTkq4DjgJ2CegRsR5YD6P9pqiZmfVWpctlE7BC0iGSlgCnABu70vwz8GpJiyX9GvAq4I56s2pmZv0MbKFHxA5JZwFXA4uADRGxRdKZ+fzzI+IOSV8DbgH+HbggIm6bZMbNzGxXmtUYylG7XJo05tPMrGhKwxY3R8QxZTNadaeomVlTzXoMOrQsoLt1bmZN1IRgDi0L6GZm1psDuplZIhzQzcwS4YBuZpYIB3QzszE05YIoOKCbmSXDAd3MLBGtCuhNOrUxM2uaVgV0cFA3q4skH09jaOL2q/L43MbpbETfOWo2vmJQ8jHVbq1roRc17dvRrE2a+Kv1Np5WttDNrD5lQd1nwf01tTFZqYUuabWkOyVtlXR2n3SvlPSMpD+qL4tmZlbFwIAuaRFwLrAGWAmcKmllj3R/RfZDGGZmNmVVWujHAlsjYltEPA1cCqwtSfce4CvAgzXmb6CmnvqMqnPlPLVyWXu4u6W/Jh+bVQL6gcD2wvuFfNpOkg4E/itwfn1Zmz/dO0oxuDd5JzKbF00/DqtcFC0rQfdX998BH4qIZ/oVWNI6YF317FUjqfWtiSo7Slmatpfbmsf71LM1PZB3VAnoC8DywvtlwP1daY4BLs0LvRQ4SdKOiLiimCgi1gPrYfTfFLVd9drRmn5QVjlAml6GeTLP3TBtCeZQLaBvAlZIOgS4DzgFeFMxQUQc0nkt6ULgq93B3MzMJmtgQI+IHZLOIhu9sgjYEBFbJJ2Zz3e/eQM1qXtm1BZOk8pg1gaa4UFe+4rbfLA34bRu3O03zTK0ua6tPZpwXJbYHBHHlM3wnaK2U0N33lJ+/ojZs7X6WS5m0Myn3ln7tXGfckBvCLcyzWxcSXW5zPPQKnM3jNWnja1zSCygd6Rwo5GNx1/uNqy2BvGiZLtcUqgcG58fnWBVpLJ/JNlCNyvjVrsVpRLEi5IO6O56sTIO7PMrxSBelGyXi5nZvEm6hW7Wj1vq6Uu9Rd4t+YDubhcbxIE9LfMWxIuSD+htMc87YVM4sLePj5tdzUVA94Fqw/D+MnsO1KPxRVEzs0RUCuiSVku6U9JWSWeXzD9N0i353/WSjqo/q+Pzt74NwzckTV737+Z6m49nYJeLpEXAucDryH6ObpOkjRFxeyHZ3cAJEfGopDVkPzP3qklkeFy+SGrD8j4zHgfo6anSh34ssDUitgFIuhRYC+wM6BFxfSH9DWS/O9pYPkBtWH7wVzkH62ap0uVyILC98H4hn9bLGcBV42TKrMnmtVvAXSPNV6WFXlZrpU0USSeSBfTje8xfB6yrnLsJ8kgGG1ebz/QcjNNUJaAvAMsL75cB93cnknQkcAGwJiIeLltQRKwn61+fyG+KmpnNsypdLpuAFZIOkbQEOAXYWEwg6SDgcuD0iLir/mxOjlsqNo42dT+0Ka82moEt9IjYIeks4GpgEbAhIrZIOjOffz5wDrAvcF6+s+zo9avU9mw+wNLQxG4871vzRbPa+ZrW5TLt7eADbT7M4vjyvpW8zb0azHNx638V07rA5YNtvtTVavd+Y1U4oBdMaqyxD0bzPmDT4Ge5mJklwgG9hzpaVB5RYGbT5C6XPkbpV3cAN7NZcQt9gKoB2q1xM5s1t9Ar6L5Y6sBtZk3kFrqZWSIc0Ifk1rmZNZUDuplZIhzQzcwS4YBuZpYIB3Qzs0Q4oJuZJaJSQJe0WtKdkrZKOrtkviR9Op9/i6Sj68+qmZn1MzCgS1oEnAusAVYCp0pa2ZVsDbAi/1sH/H3N+TQzswGqtNCPBbZGxLaIeBq4FFjblWYtcFFkbgD2kbR/zXk1M7M+qgT0A4HthfcL+bRh05iZ2QRVeZZL2a2R3Y8grJIGSevIumQAfgHcVmH9bbcUeGjWmZiweSgjuJwpaXMZX9RrRpWAvgAsL7xfBtw/QhoiYj2wHkDS9+bhh6TnoZzzUEZwOVOSahmrdLlsAlZIOkTSEuAUYGNXmo3AW/LRLscBj0fEAzXn1czM+hjYQo+IHZLOAq4GFgEbImKLpDPz+ecDVwInAVuBnwFvm1yWzcysTKXnoUfElWRBuzjt/MLrAN495LrXD5m+reahnPNQRnA5U5JkGVXnr9ubmdns+NZ/M7NETDygz8NjAyqUcZWkxyXdlP+dM4t8jkvSBkkPSiodbppIXQ4qYyp1uVzSNZLukLRF0ntL0rS6PiuWMYn63CkiJvZHdhH1B8BvAUuAm4GVXWlOAq4iG8t+HPDdSeZpRmVcBXx11nmtoayvAY4Gbusxv9V1WbGMqdTl/sDR+es9gbsSPDarlDGJ+uz8TbqFPg+PDahSxiRExHXAI32StL0uq5QxCRHxQER8P3/9U+AOnn13d6vrs2IZkzLpgD4Pjw2omv/flnSzpKskvWw6WZu6ttdlVUnVpaSDgf8AfLdrVjL12aeMkFB9Vhq2OIbaHhvQYFXy/33gRRHxpKSTgCvInkyZmrbXZRVJ1aWkPYCvAO+LiCe6Z5d8pHX1OaCMSdXnpFvotT02oMEG5j8inoiIJ/PXVwK7SVo6vSxOTdvrcqCU6lLSbmSB7h8j4vKSJK2vz0FlTKk+YfIBfR4eGzCwjJJ+U5Ly18eSbfeHp57TyWt7XQ6USl3mZfgscEdEfKpHslbXZ5UyplKfHRPtcok5eGxAxTL+EfDfJO0Afg6cEvkl9jaRdAnZqIClkhaAjwC7QRp1CZXKmERdAr8LnA7cKummfNqHgYMgmfqsUsZU6hPwnaJmZsnwnaJmZolwQDczS4QDuplZIhzQzcwS4YBuZjYFgx78VpL+DZJuzx8s9oVKn/EoFzOzyZP0GuBJsufjHDEg7QrgS8DvRcSjkvaLiAcHrcMtdDOzKSh78JukQyV9TdJmSd+S9JJ81juBcyPi0fyzA4M5OKCbmc3SeuA9EfEK4P3Aefn0w4DDJH1b0g2SVldZ2KQfzmVmZiXyh4b9DvDl/OkDAM/N/y8me0jYKrJn6HxL0hER8Vi/ZTqgm5nNxnOAxyLi5SXzFoAbIuKXwN2S7iQL8JsGLdDMzKYsf5Tv3ZJOhp0/+XdUPvsK4MR8+lKyLphtg5bpgG5mNgX5g9++AxwuaUHSGcBpwBmSbga28KtfO7saeFjS7cA1wAciYuBTID1s0cwsEW6hm5klwgHdzCwRDuhmZolwQDczS4QDuplZIhzQzcwS4YBuZpYIB3Qzs0T8f1Mw6bRx1tfnAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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riEoEulvnZtZEw/5BUiUC3cysyYYV6g50M7OGcKCbmQ3YsA6OOtDNzBrCgW5m1hCVOA+9uDviM17MzGbHLXQzswEa5o+LSgW6pNWStkualHRBm+EHSfo3SbdL2ipp1tdEH/W1EMzM6qpnoEuaB1wErAFWAmdKWtky2nuBbRFxHOlmGP8gaWGfy2pmZl2UaaGfCExGxI6IeAa4EljbMk4AByg1r/cHHgH2zLZQbqWbmc1cmUBfCuwsPJ/KrxV9Bng56ebQdwLvi4j/mEvBHOpmZjNTJtDbJWvrqShvBG4DlgCvBD4j6cBf+iBpnaTvSvrujEtqZlYzVbza4hSwvPB8GaklXvQO4OpIJoF7gZe1flBETETECZ3uh9fKrXQzs/LKBPpmYIWkI/KBzjOAjS3j3A/8LoCkFwNHAzv6WVAzM+uu5w+LImKPpPOA64F5wIaI2Crp3Dx8PfBx4FJJd5K6aD4cEQ8NsNxmZtZCo/plpqQZTdi/IDWzOhlgl/GWTt3Wlfjpv5lZU4zy2J9/+m9m1iejPpHDgW5m1gejDnNwoJuZNYb70M3M5qAKLfNpDnQzs1moUpBPq02XSxUXnplZldQm0M3MqqKqDUwHuplZQzjQzcwawoFuZtYQDnQzsxmq6rWlHOhmZg3hQDczm4WIqFxLvVSgS1otabukSUkXdBhnlaTbJG2V9M3+FtPMrJqqFOw9fykqaR5wEfAG0u3oNkvaGBHbCuMsAi4GVkfE/ZIOGVSBzcyqKCJGfn56mRb6icBkROyIiGeAK4G1LeO8hXRP0fsBImJ3f4tpZma9lAn0pcDOwvOp/FrRUcCLJN0oaYukt/WrgGZmdTHqrpcyF+dqtw/RWur5wKtIN4p+IfBtSZsi4p7nfZC0Dlg3m4KamVl3ZQJ9ClheeL4MeLDNOA9FxNPA05JuAo4DnhfoETEBTMDM7ylqZmbdlely2QyskHSEpIXAGcDGlnH+FXitpPmSfgV4DXB3f4tqZmbd9GyhR8QeSecB1wPzgA0RsVXSuXn4+oi4W9LXgDuA/wAuiYi7BllwMzN7Po2qE382XS6jPuBgZtbLEE5d3BIRJ7Qb4F+Kmpn1SR3OQzczsxqoTaC7u8XMrLvaBLqZmXXnQDczawgHuplZQzjQzcz6YNRnuECNAr0KC8vMrMpqE+hmZtadA93MrCFqFejudjEz66xWgQ4OdTOzTmoX6JBC3cFuZlVRlTwqc4MLm6NOle3LGZhZP5VqoUtaLWm7pElJF3QZ79WSnpX0h/0ropmZldEz0CXNAy4C1gArgTMlreww3t+RboQxFFXveulVvunhVZ8PM6uHMi30E4HJiNgREc8AVwJr24x3PvAVYHcfy1dKVcJwrgHd+n4HvVn1VWkbLRPoS4GdhedT+bW9JC0F/gewvn9Fm5lRLtRBB6+D3qxaqrodljko2q7ErUfz/jfw4Yh4tkcXwzpgXfnizUxx2oM+4FiFivTBVrPhq8K230mZQJ8ClheeLwMebBnnBODKPKOLgdMk7YmIa4ojRcQEMAGzu6foTEgaSLBVuTKnlSnjsEN/psvNX0pWRVXf/ssE+mZghaQjgAeAM4C3FEeIiCOmH0u6FPhqa5ibmdlg9Qz0iNgj6TzS2SvzgA0RsVXSuXn4yPrNe5n+Np1La6/q38izNYjumn4uq3af5Va7jUpdckCj2kgG3eXSTZl5rksFjjuHvA1DxfJgS0Sc0G7AWP5StGKVY3PQj70ws27qlBdjGejWPK0bnQPexlEtL85lZma/zIFujVTFH31Y/dRtHXKgW6PVbYO06qjjuuM+dGu8Yf6C2JqhjmEODnQbMz4rxrqpa5BPc6DbWHKr3abVPcSL3IduZtYQbqHb2BvUhdyseprUGm/HgW6G+9abpunB3YkD3aygyX3rTb5+/rgGeCsHulkHTemK6RV2dbtsgsO7Mx8UNTNriFKBLmm1pO2SJiVd0Gb4WZLuyH+3SDqu/0U1G766twabcrPyqpSj6np2uUiaB1wEvIF0O7rNkjZGxLbCaPcCp0TEo5LWkG4z95pBFNhs2OrWrz6o0BvUTUcc0v1Tpg/9RGAyInYASLoSWAvsDfSIuKUw/ibSfUfNGqfqZ8MMOxwdxtVSpstlKbCz8Hwqv9bJOcB1cymUWdVVMciqWCYbrjIt9HZrSdvmiaRTSYF+cofh64B1pUtnVmFVOgvGYW5QLtCngOWF58uAB1tHknQscAmwJiIebvdBETFB6l8f6T1FzcyaqEyXy2ZghaQjJC0EzgA2FkeQdBhwNXB2RNzT/2KaVdOoz7wY9fStWnq20CNij6TzgOuBecCGiNgq6dw8fD1wIXAwcHFeufZ0uiu1WRMNu/vFIW7taFR9gO5ysaYa9DblMB97Wzo1mP3Tf7M+G9RP6R3k1osD3WzA+vHDJIe5leFruZgNkYPZBsktdLMhc6jboLiFbmbWEA50M7OGcKCbmTWEA93MrCEc6GZmDeFANzNrCAe6mVlDONDNzBrCgW5m1hAOdDOzhigV6JJWS9ouaVLSBW2GS9Kn8/A7JB3f/6KamVk3PQNd0jzgImANsBI4U9LKltHWACvy3zrgH/tcTjMz66FMC/1EYDIidkTEM8CVwNqWcdYCl0WyCVgk6dA+l9XMzLooE+hLgZ2F51P5tZmOY2ZmA1Tm8rntrvXZepX+MuMgaR2pSwbg58BdJaZfd4uBh0ZdiAEbh3kEz2eT1HkeX9JpQJlAnwKWF54vAx6cxThExAQwASDpu+NwI+lxmM9xmEfwfDZJU+exTJfLZmCFpCMkLQTOADa2jLMReFs+2+Uk4PGI2NXnspqZWRc9W+gRsUfSecD1wDxgQ0RslXRuHr4euBY4DZgEfgK8Y3BFNjOzdkrdgi4iriWFdvG19YXHAbx3htOemOH4dTUO8zkO8wiezyZp5DxqtnchNzOzavFP/83MGmLggT4Olw0oMY+rJD0u6bb8d+EoyjlXkjZI2i2p7emmDanLXvPYlLpcLukGSXdL2irpfW3GqXV9lpzHRtTnXhExsD/SQdTvA78BLARuB1a2jHMacB3pXPaTgO8MskwjmsdVwFdHXdY+zOvrgOOBuzoMr3VdlpzHptTlocDx+fEBwD0N3DbLzGMj6nP6b9At9HG4bECZeWyEiLgJeKTLKHWvyzLz2AgRsSsivpcfPwnczS//urvW9VlyHhtl0IE+DpcNKFv+35R0u6TrJL1iOEUburrXZVmNqktJhwP/BfhOy6DG1GeXeYQG1Wep0xbnoG+XDaiwMuX/HvCSiHhK0mnANaQrUzZN3euyjEbVpaT9ga8A74+IJ1oHt3lL7eqzxzw2qj4H3ULv22UDKqxn+SPiiYh4Kj++FlggafHwijg0da/LnppUl5IWkILunyPi6jaj1L4+e81jk+oTBh/o43DZgJ7zKOnXJSk/PpG03B8eekkHr+512VNT6jLPw2eBuyPiUx1Gq3V9lpnHptTntIF2ucQYXDag5Dz+IfBHkvYAPwXOiHyIvU4kXUE6K2CxpCngo8ACaEZdQql5bERdAr8NnA3cKem2/NpHgMOgMfVZZh6bUp+AfylqZtYY/qWomVlDONDNzBrCgW5m1hAOdDOzhnCgm5kNQa8Lv7UZ/02StuULi32h1Ht8louZ2eBJeh3wFOn6OMf0GHcF8CXgdyLiUUmHRMTuXtNwC93MbAjaXfhN0pGSviZpi6RvSXpZHvRu4KKIeDS/t2eYgwPdzGyUJoDzI+JVwAeAi/PrRwFHSbpZ0iZJq8t82KAvzmVmZm3ki4b9FvDlfPUBgBfk//NJFwlbRbqGzrckHRMRj3X7TAe6mdlo7AM8FhGvbDNsCtgUEb8A7pW0nRTwm3t9oJmZDVm+lO+9kk6Hvbf8Oy4PvgY4Nb++mNQFs6PXZzrQzcyGIF/47dvA0ZKmJJ0DnAWcI+l2YCvP3e3seuBhSduAG4APRkTPq0D6tEUzs4ZwC93MrCEc6GZmDeFANzNrCAe6mVlDONDNzBrCgW5m1hAOdDOzhnCgm5k1xH8COANHyEdGCfgAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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QfJqmCv3tlQvoDsJmw+ftbDjGHdQb3YduZjZq47wVggO6mVlDVCagN/kGP2Y2ecYRzyoT0M3MmmbUQd0B3cxsiEYZ1B3QzcyGbFRBvRIB3X3nZmb9q8R16H5CuJlZ/yqRoReN+5dWZmZ1VbmAbmZms1MqoEtaKuleSVslXdxm/IGS/qekzZK2SOrrnujO0s3MZq5nQJc0B7gMWAYsBs6RtLil2IeAuyPiBNLDMD4rad8B19XMzLook6GfDGyNiG0R8QvgGmB5S5kAXqGUWu8PPAzs6adiztLNrMjPN+itTEA/FNhe+DyVhxV9ATiW9HDoO4GLIuK5gdTQzKzmRrUjKhPQ29Wk9drCtwO3A/OB1wNfkHTAi75IWiHpNkm3lamc98ZmNs33e+qtTECfAhYWPi8gZeJF7wOujWQrcD/w2tYviohVEXFSp+fhmZk1zSgT0zIBfSOwSNKR+UTn2cC6ljIPAr8NIOk1wDHAtkFU0P1mZlZXo45dPX8pGhF7JF0I3ADMAVZHxBZJF+TxK4HPAGsk3Unqovl4RDw0xHqbmVkLjatPStKMJ+z+MzOriyFm55s6dVtX4l4uZmZN4WeKluDs3Myqbtzn+2oT0Mc9o8zMuqlCjKpNQDczs+4c0M3MGsIB3cysT1XobgEHdDOzvlQlmIMDuplZY/g6dDOzWahSZj7NGbqZWUM4oJuZNYQDuplZQzigm5k1RK0CehVPQpjZZKriE5RKBXRJSyXdK2mrpIs7lFki6XZJWyTdNNhqmplVU5WCes/LFiXNAS4D3kZ6HN1GSesi4u5CmYOAy4GlEfGgpFcPq8JmZlUzHdTH3YtQJkM/GdgaEdsi4hfANcDyljLvJj1T9EGAiNg12GqamVkvZQL6ocD2wuepPKzoaOCVkm6UtEnSewdVQTMzK6fML0XbHUO0dhrNBd5AelD0y4BbJW2IiPv2+iJpBbBiNhU1M7PuygT0KWBh4fMCYEebMg9FxJPAk5LWAycAewX0iFgFrILZPVPUzMw6K9PlshFYJOlISfsCZwPrWsr8PfAWSXMl/QrwJuCewVbVzMy66ZmhR8QeSRcCNwBzgNURsUXSBXn8yoi4R9K3gTuA54ArIuKuYVbczMz2pnFdQznbLpcqXfNpZlY0ossWN0XESe1G1OqXomZmVTXua9ChZgHd2bmZVVEVgjnULKCbmVlnDuhmZg3hgG5m1hAO6GZmDeGAbmbWh6qcEAUHdDOzxnBANzNriFoF9Cod2piZVU2tAjo4qJsNiiRvT32o4vwrc/vcypmeif7lqFn/ikHJ21S91S5DL6ra3tGsTqr41HrrTy0zdDMbnHZB3UfB3VU1mSyVoUtaKuleSVslXdyl3BslPSvpnYOropmZldEzoEuaA1wGLAMWA+dIWtyh3H8lPQjDzMxGrEyGfjKwNSK2RcQvgGuA5W3KfRj4JrBrgPXrqaqHPrM1fea8ae2y+nB3S3dV3jbLBPRDge2Fz1N52PMkHQr8LrBycFWbPK0rSjG4V3klMpsUVd8Oy5wUbdeC1l33fwM+HhHPdmuwpBXAivLVK0dS7bOJMitKuzJ1b7dVj9epF6t6IJ9WJqBPAQsLnxcAO1rKnARckxs9DzhT0p6IWFssFBGrgFUw+2eK2t46rWhV3yjLbCBVb8MkmeRumLoEcygX0DcCiyQdCfwYOBt4d7FARBw5/V7SGuBbrcHczMyGq2dAj4g9ki4kXb0yB1gdEVskXZDHu9+8gqrUPTPbDKdKbTCrA41xIx/4hOu8sVfhsK7f+TfKNtR5WVt9VGG7bGNTRJzUboR/KWrPq+jK25bvP2L2YrW+l4sZVPOud1Z/dVynHNArwlmmmfWrUV0uk3xplbkbxganjtk5NCygT2vCD42sP96520zVNYgXNbbLpQkLx/rnWydYGU1ZPxqZoZu146zdipoSxIsaHdDd9WLtOLBPriYG8aLGdrmYmU2aRmfoZt04U2++pmfkrRof0N3tYr04sDfLpAXxosYH9LqY5JWwKhzY68fbzd4mIqB7Q7WZ8Poyfg7Us+OTomZmDVEqoEtaKuleSVslXdxm/LmS7sivWySdMPiq9s97fZsJ/yBp+Fqfm+t53p+eXS6S5gCXAW8jPY5uo6R1EXF3odj9wOkR8YikZaTHzL1pGBXul0+S2kx5nemPA/TolOlDPxnYGhHbACRdAywHng/oEXFLofwG0nNHK8sbqM2Ub/zVnoN1tZTpcjkU2F74PJWHdXI+cH0/lTKrskntFnDXSPWVydDbLbW2KYqkM0gB/dQO41cAK0rXboh8JYP1q85Heg7GzVQmoE8BCwufFwA7WgtJOh64AlgWEbvbfVFErCL1rw/lmaJmZpOsTJfLRmCRpCMl7QucDawrFpB0GHAtcF5E3Df4ag6PMxXrR526H+pUV5udnhl6ROyRdCFwAzAHWB0RWyRdkMevBC4BDgYuzyvLnk5PpbYX8wbWDFXsxvO6NVk0rpWval0uo54P3tAmwzi2L69bjbepU8I8ET/9L2NUJ7i8sU2WQWXtXm+sDAf0gmFda+yN0bwO2Cj4Xi5mZg3hgN7BIDIqX1FgZqPkLpcuZtOv7gBuZuPiDL2HsgHa2biZjZsz9BJaT5Y6cJtZFTlDNzNrCAf0GXJ2bmZV5YBuZtYQDuhmZg3hgG5m1hAO6GZmDeGAbmbWEKUCuqSlku6VtFXSxW3GS9Ln8/g7JJ04+KqamVk3PQO6pDnAZcAyYDFwjqTFLcWWAYvyawXw1wOup5mZ9VAmQz8Z2BoR2yLiF8A1wPKWMsuBL0WyAThI0iEDrquZmXVRJqAfCmwvfJ7Kw2ZaxszMhqjMvVza/TSy9RaEZcogaQWpSwbg58BdJaZfd/OAh8ZdiSGbhDaC29kkdW7j4Z1GlAnoU8DCwucFwI5ZlCEiVgGrACTdNgkPkp6Edk5CG8HtbJKmtrFMl8tGYJGkIyXtC5wNrGspsw54b77a5RTgsYjYOeC6mplZFz0z9IjYI+lC4AZgDrA6IrZIuiCPXwlcB5wJbAWeAt43vCqbmVk7pe6HHhHXkYJ2cdjKwvsAPjTDaa+aYfm6moR2TkIbwe1skka2UYN8ur2ZmY2Pf/pvZtYQQw/ok3DbgBJtXCLpMUm359cl46hnvyStlrRLUtvLTRuyLHu1sSnLcqGk70i6R9IWSRe1KVPr5VmyjY1Yns+LiKG9SCdRfwj8GrAvsBlY3FLmTOB60rXspwDfG2adxtTGJcC3xl3XAbT1NOBE4K4O42u9LEu2sSnL8hDgxPz+FcB9Ddw2y7SxEctz+jXsDH0SbhtQpo2NEBHrgYe7FKn7sizTxkaIiJ0R8YP8/mfAPbz41921Xp4l29goww7ok3DbgLL1/w1JmyVdL+l1o6nayNV9WZbVqGUp6QjgXwDfaxnVmOXZpY3QoOVZ6rLFPgzstgEVVqb+PwAOj4gnJJ0JrCXdmbJp6r4sy2jUspS0P/BN4CMR8Xjr6Db/Urvl2aONjVqew87QB3bbgArrWf+IeDwinsjvrwP2kTRvdFUcmbovy56atCwl7UMKdF+OiGvbFKn98uzVxiYtTxh+QJ+E2wb0bKOkfyZJ+f3JpPm+e+Q1Hb66L8uemrIscxu+CNwTEZ/rUKzWy7NMG5uyPKcNtcslJuC2ASXb+E7g30raAzwNnB35FHudSLqadFXAPElTwKeAfaAZyxJKtbERyxJ4M3AecKek2/OwTwCHQWOWZ5k2NmV5Av6lqJlZY/iXomZmDeGAbmbWEA7oZmYN4YBuZtYQDuhmZiPQ68Zvbcq/S9Ld+cZiXyn1P77Kxcxs+CSdBjxBuj/OcT3KLgK+BvxWRDwi6dURsavXNJyhm5mNQLsbv0k6StK3JW2SdLOk1+ZRHwAui4hH8v/2DObggG5mNk6rgA9HxBuAjwKX5+FHA0dL+q6kDZKWlvmyYd+cy8zM2sg3DftN4Ov57gMAL81/55JuEraEdA+dmyUdFxGPdvtOB3Qzs/F4CfBoRLy+zbgpYENE/BK4X9K9pAC/sdcXmpnZiOVb+d4v6Sx4/pF/J+TRa4Ez8vB5pC6Ybb2+0wHdzGwE8o3fbgWOkTQl6XzgXOB8SZuBLbzwtLMbgN2S7ga+A3wsInreBdKXLZqZNYQzdDOzhnBANzNrCAd0M7OGcEA3M2sIB3Qzs4ZwQDczawgHdDOzhnBANzNriP8Pe9M1gQWRe8oAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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01xDMBs/b2WCMurZemUD3CmZmTTDKM2Eqe1DUzMympxKB7tq5mTXRsC9IqkSgm5k12bBC3YFuZtYQDnQzs4ZwoJuZNYQD3cysISpxHnrxXE2f8WJmNjOuoZuZNUSpQJe0TNJ9kiYkXdCm/76S/knSHZI2S5rxPdFHfS8EM7N+G1au9Qx0SXOAi4HlwBLgDElLWgZ7H3BPRBxDehjGn0rarc9lNTOzLsrU0I8HJiJiS0Q8D1wJrGgZJoC9lX6G9gIeA3b2taRmZtZVmUA/CNhWeD+ZuxV9DjiS9HDou4D3R8SPZlooSW56MbNGGGaWlQn0dqVpPRXlbcDtwALg9cDnJO3zY18krZT0TUnfnHZJzcxqpop3W5wEFhXeLyTVxIvOBq6OZALYCry29YsiYnVEHNfpeXhmZjZzZQJ9I7BY0qH5QOfpwLqWYR4EfhFA0quBI4Atsy2cm13MzMrreWFRROyUdB5wAzAHWBMRmyWdm/uvAi4C1kq6i9RE8+GIeGSA5TYzsxYa1ZWZkqY1Yl9BamZ1MsAWhk2dmq0rcem/mVlTjLKp2Jf+m5k1hAPdzKxPRn0ihwPdzKwhHOhmZg3hQDcz64NRN7dAjQK9CjPLzKydquRTbQLdzKyKqhLm4PPQzcymrUohXuQauplZQ7iGbmZWUlVr5lMc6GZmXVQ9xIvc5GJm1kGdwhxcQzcze1HdArxVqRq6pGWS7pM0IemCDsMslXS7pM2SvtbfYpqZDcbUM4zrHuZQooYuaQ5wMfBW0uPoNkpaFxH3FIbZD7gEWBYRD0o6YFAFNjOz9srU0I8HJiJiS0Q8D1wJrGgZ5h2kZ4o+CBARO/pbTDOz2SvWxptSKy8qE+gHAdsK7ydzt6LDgVdKuknSJknv6lcBzcymq11wNy282ylzULTdXGh9Htxc4A2kB0XvAXxD0oaIuH+XL5JWAitnUlAzs3bGIajLKhPok8CiwvuFwMNthnkkIp4FnpW0HjgG2CXQI2I1sBqm/0xRMxtvDu7eyjS5bAQWSzpU0m7A6cC6lmH+EThJ0lxJrwB+Fri3v0U1M7NuetbQI2KnpPOAG4A5wJqI2Czp3Nx/VUTcK+mrwJ3Aj4BLI+LuQRbczJrJNfGZU8RoWj5m0uQyqrKa2WA4vGdkU0Qc166HL/03s5FwmPefL/03s6FykA9ObWrobm4xqz+H+WDVJtDNzKw7B7qZDYVr54PnQDcza4jaBLp/3c3qy9vvcNQm0M2snhzmw+NAN7OBcZgPV60C3SuHWb34dOPhqlWgg0PdrC7G5R7kVVK7QDez6nOQj0YtA92//GbV5W1zdGoZ6GZWTQ7z0SoV6JKWSbpP0oSkC7oM90ZJL0j61f4V0czMyugZ6JLmABcDy4ElwBmSlnQY7o9JD8IYCtcGzKrBzaDVUKaGfjwwERFbIuJ54EpgRZvhzge+AuzoY/nMzKykMoF+ELCt8H4yd3uRpIOAXwZW9a9o5bhWYDZa3garo8wDLtotrdarBf4c+HBEvNBt4UpaCawsX7xyJPkCBjMbe2UCfRJYVHi/EHi4ZZjjgCtzmM8HTpW0MyKuKQ4UEauB1TCzZ4oO23RrHv5R6W4689Pzsh5cO6+WMoG+EVgs6VDgIeB04B3FASLi0KnXktYC17aGuZmZDVbPQI+InZLOI529MgdYExGbJZ2b+w+93byd2TS79KuWMdvvaUqttB/zs9N3NGUemQ2CRrWBDLLJpew01XV3cTrLrMw0tvu+uswbB/xo1WU9aZhNEXFcux5lmlxqp1dtve4rYb/LX+f5MVV2B7tZQwMddg2piKh1aFlvrcvXAW/jyPdyMTNriLEIdNfOx48vRbdx1NgmFzP48aY3syYbixq6GXhPbRD8I1ktDnQbK26KsSZzk4uNJTfFWBO5hm5m1hAOdBt7boKxpnCgm+G29ZnyPKsWB7pZgQPK6swHRc1a+ICp1ZVr6GZmDVEq0CUtk3SfpAlJF7Tpf6akO/PfLZKO6X9RzYbPbeudeb5UT89AlzQHuBhYDiwBzpC0pGWwrcDJEXE0cBH5MXNmTeFg35XnRTWVqaEfD0xExJaIeB64ElhRHCAibomIx/PbDaTnjpo1zjgG+9Q0F/+smsoE+kHAtsL7ydytk3OA62dTKLOqa2qwObzrrcxZLu2WaNtD/5JOIQX6iR36rwRWli6dWcXV9YlJDupmKhPok8CiwvuFwMOtA0k6GrgUWB4Rj7b7oohYTW5fH+QzRc3MxlGZJpeNwGJJh0raDTgdWFccQNLBwNXAWRFxf/+LaVZtVW+ecDPKeOhZQ4+InZLOA24A5gBrImKzpHNz/1XAhcD+wCV5ZdnZ6anUZk3W6wHlw+bwHi8a1crnJhcbB8PavhzcY2VTpwqzL/03G6B+3UbAgW1lONDNhsShbIPme7mYmTWEA93MrCEc6GZmDeFANzNrCAe6mVlDONDNzBrCgW5m1hAOdDOzhnCgm5k1hAPdzKwhHOhmZg3hQDcza4hSgS5pmaT7JE1IuqBNf0n6bO5/p6Rj+19UMzPrpmegS5oDXAwsB5YAZ0ha0jLYcmBx/lsJ/FWfy2lmZj2UqaEfD0xExJaIeB64EljRMswK4LJINgD7STqwz2U1M7MuygT6QcC2wvvJ3G26w5iZ2QCVecBFu7vytz56pcwwSFpJapIB+E/g7hLjr7v5wCOjLsSAjcM0gqezSeo8ja/p1KNMoE8CiwrvFwIPz2AYImI1sBpA0jfH4UHS4zCd4zCN4OlskqZOY5kml43AYkmHStoNOB1Y1zLMOuBd+WyXE4AnI2J7n8tqZmZd9KyhR8ROSecBNwBzgDURsVnSubn/KuA64FRgAngOOHtwRTYzs3ZKPSQ6Iq4jhXax26rC6wDeN81xr57m8HU1DtM5DtMIns4maeQ0KmWxmZnVnS/9NzNriIEH+jjcNqDENC6V9KSk2/PfhaMo52xJWiNph6S2p5s2ZFn2msamLMtFkm6UdK+kzZLe32aYWi/PktPYiOX5oogY2B/pIOq3gZ8CdgPuAJa0DHMqcD3pXPYTgFsHWaYRTeNS4NpRl7UP0/om4Fjg7g79a70sS05jU5blgcCx+fXewP0N3DbLTGMjlufU36Br6ONw24Ay09gIEbEeeKzLIHVflmWmsREiYntEfCu/fhq4lx+/urvWy7PkNDbKoAN9HG4bULb8PyfpDknXS3rdcIo2dHVflmU1allKOgT4L8CtLb0aszy7TCM0aHmWOm1xFvp224AKK1P+bwGviYhnJJ0KXEO6M2XT1H1ZltGoZSlpL+ArwO9GxFOtvdt8pHbLs8c0Nmp5DrqG3rfbBlRYz/JHxFMR8Ux+fR0wT9L84RVxaOq+LHtq0rKUNI8UdH8XEVe3GaT2y7PXNDZpecLgA30cbhvQcxol/aQk5dfHk+b7o0Mv6eDVfVn21JRlmafh88C9EfGZDoPVenmWmcamLM8pA21yiTG4bUDJafxV4Lcl7QS+D5we+RB7nUi6gnRWwHxJk8BHgXnQjGUJpaaxEcsS+AXgLOAuSbfnbh8BDobGLM8y09iU5Qn4SlEzs8bwlaJmZg3hQDczawgHuplZQzjQzcwawoFuZjYEvW781mb4X5N0T76x2BdLfcZnuZiZDZ6kNwHPkO6Pc1SPYRcDfw+8OSIel3RAROzoNQ7X0M3MhqDdjd8kHSbpq5I2SbpZ0mtzr/cAF0fE4/mzPcMcHOhmZqO0Gjg/It4AfAC4JHc/HDhc0tclbZC0rMyXDfrmXGZm1ka+adjPA1/Odx8AeHn+P5d0k7ClpHvo3CzpqIh4ott3OtDNzEbjZcATEfH6Nv0mgQ0R8UNgq6T7SAG/sdcXmpnZkOVb+W6VdBq8+Mi/Y3Lva4BTcvf5pCaYLb2+04FuZjYE+cZv3wCOkDQp6RzgTOAcSXcAm3npaWc3AI9Kuge4EfhgRPS8C6RPWzQzawjX0M3MGsKBbmbWEA50M7OGcKCbmTWEA93MrCEc6GZmDeFANzNrCAe6mVlD/H8O+B0zgZxIDQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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dp1Uooc/sfefauZnV1SQTe6VPipqZWXEVSegze9+5dm5mTTCJZq3KNLk4kZtZ04z7ZGlFauhmZs00zpq6E7qZ2YiNK6k7oZuZNURl2tDzXeW6Pd3MbHAVSegzXd6bmVlRlWxy8YMtzMwGVyihS1ou6W5JWyVd2GH48yV9VdIdkjZLGqJP9Jk0TSd1M7NB9E3okuYBq4EVwFLgDElL20Y7D7grIk4kexjGf5V0UMmxmplZD0Vq6CcDWyNiW0Q8A1wFrGwbJ4DDlF1BfyjwKLBn7mHNAK6lm5kNokhCXwhsz32eTd/lfQ54NdnDoX8EfCQifjlcaDPD/dzMrCLGdbdokYTeKZL2q+TfCdwOHAn8GvA5Sc/bb0LSKkm3Srp14EjNzKynIgl9Flic+7yIrCaedzZwTWS2AvcBr2qfUESsjYiTIuKkogFKf+amFzOrrar15bIRWCLp2HSi83Rgfds4DwKnAkh6KfBKYNvw4c3sfeekbmZ1M+4+0fveWBQReySdD9wIzAMui4jNks5Nw9cAFwPrJP2IrInm4xHxyAjjNjOzNprUo6gkDTjjGXcJYGa1McLa+W3dmq0rcuu/mVkzTPKZopW89d/MrI4mmczBCd3MrBSTTubghG5m1hhO6GZmDVGrhO5r0c2siqrQ3AK1Sugzkw7AzGw/VUnmUKuEbmZmvfg6dDOzOahSzbzFNXQzs4ZwQjczawgndDOzhnBCNzNrCCd0M7OGKJTQJS2XdLekrZIu7DLOMkm3S9os6bvlhmlmVi0RwaS6H++m72WLkuYBq4F3kD2ObqOk9RFxV26cBcClwPKIeFDSS0YVsJlZleST+qQvZSxSQz8Z2BoR2yLiGeAqYGXbOO8ne6bogwARsbPcMM3MrJ8iCX0hsD33eTZ9l3cc8AJJ35F0m6QPlBVgO/fnYmbWWZE7RTsdQ7Q3HB0IvI7sQdHPAb4vaUNE3POsCUmrgFVzCdTMzHorktBngcW5z4uAHR3GeSQingKeknQTcCLwrIQeEWuBtTCXZ4qamVkvRZpcNgJLJB0r6SDgdGB92zh/B7xZ0oGSngu8AdhSbqgZPyjazKyzvjX0iNgj6XzgRmAecFlEbJZ0bhq+JiK2SPo6cCfwS+ALEbFplIGbmdmzaVLXUc6tyWXGNXQzq6wxXbZ4W0Sc1GmA7xQ1MyvBpK9BByd0M7OhVSGZQ60S+sykAzAzq7QaJXRf4WJm1kutErqZmXXnhG5m1hC1Sujux8XMqqYqJ0ShVgl9ZtIBmJlVWo0SupmZ9VK7hO5mFzOzzmp26z/km158GaOZTcoE286bdOv/zKQDMDOrpBom9H3c/GJmtk9NE/rMpAMwsylWpUsV8woldEnLJd0taaukC3uM93pJv5D03vJC7GZm9LMwM6uRvgld0jxgNbACWAqcIWlpl/H+nOxBGGPjZhczs0yRGvrJwNaI2BYRzwBXASs7jPch4CvAzhLj62NmfLMaE0l7X2ZWPVXeN4sk9IXA9tzn2fTdXpIWAr8DrCkvtOKaUktv31Dyyb3KG5HZtKj6flgkoXcqQfs15P8N+HhE/KLnhKRVkm6VdGvRAPubKW9SE1RkQ2lP8FXfuMyaoi77W9+HRJPVyBfnPi8CdrSNcxJwVSrw4cBpkvZExLX5kSJiLbAWhrmxyPK6bWSTumGsqLrGbdOnDom8pUhC3wgskXQs8BBwOvD+/AgRcWzrvaR1wHXtydysCElO6mZz1LfJJSL2AOeTXb2yBbg6IjZLOlfSuaMOsKimtKOXZdLNM53mXzSWuf7ObNrVsC+XbmZq3bdLFZLVoNvCJGN2Ld7GoQr7ZQdd+3Ip0uRSG61aep0T+yRVdOPtKB+rk7tZpqa3/ncyM+kAbELcHGOjUMdtqkEJvd5cyzSzYTUyofsE6XTyyVMrS123oQadFM2bAerXll7XjajKfORjRdVo/2vSAy6KmJl0AFYRrrVbEU3ZPhqa0DNuerE8J3bLa+I/+4Y2uexTp0PuJm1YdVCnbcPK0ZB9bNqaXMzMpk+jbiwyG0SrtuaaenM1pEZeWOMTujt7sn6c2Jth2pJ3J41P6HXhjXHynNjrw/tLZ1OR0L2j2iC8vUyeE/bc+KSomVlDFErokpZLulvSVkkXdhh+pqQ70+sWSSeWH+rw/F/fBtG0a5SryP3el6tvk4ukecBq4B1kj6PbKGl9RNyVG+0+4K0R8ZikFWSPmXvDKAIelk+S2qCavs2MuitiJ+jxKdKGfjKwNSK2AUi6ClgJ7E3oEXFLbvwNZM8draym76BWvqb2vz5ssnWyrpYiTS4Lge25z7Ppu27OAW4YJiizKmtKs0CnMvQql5tGqq9IDb3TWutYRZH0NrKE/qYuw1cBqwpHN0K+ksGGVecjvX6J2+qpSEKfBRbnPi8CdrSPJOkE4AvAiojY1WlCEbGWrH19bH25mJlNiyJNLhuBJZKOlXQQcDqwPj+CpKOAa4CzIuKe8sMcnSrURqoQg81NnZof6hSrzU3fGnpE7JF0PnAjMA+4LCI2Szo3DV8DfAJ4EXBp2lj2dOsNzKypqtiM5+Q9XRrffW5R414O3tGmwyi3K29DU6tr97lTcet/EeM6weWdcLqUVWv3dmNFOKHnjOpaY++M5m3AxsF9uZiZNYQTehdl1Kh8RYGZjZObXHqYS7u6E7iZTYpr6H0UTdCujZvZpLmGXkD7yVInbjOrItfQzcwawgl9QK6dm1lVOaGbmTWEE7qZWUM4oZuZNYQTuplZQzihm5k1RKGELmm5pLslbZV0YYfhknRJGn6npNeWH6qZmfXSN6FLmgesBlYAS4EzJC1tG20FsCS9VgGfLzlOMzPro0gN/WRga0Rsi4hngKuAlW3jrAQuj8wGYIGkI0qO1czMeiiS0BcC23OfZ9N3g45jZmYjVKQvl063RrZ3QVhkHCStImuSAfg5sKnA/OvucOCRSQcxYtNQRnA5m6TOZTy624AiCX0WWJz7vAjYMYdxiIi1wFoASbdOw4Okp6Gc01BGcDmbpKllLNLkshFYIulYSQcBpwPr28ZZD3wgXe1yCvB4RDxccqxmZtZD3xp6ROyRdD5wIzAPuCwiNks6Nw1fA1wPnAZsBZ4Gzh5dyGZm1kmh/tAj4nqypJ3/bk3ufQDnDTjvtQOOX1fTUM5pKCO4nE3SyDKqzKfbm5nZ5PjWfzOzhhh5Qp+GbgMKlHGZpMcl3Z5en5hEnMOSdJmknZI6Xm7akHXZr4xNWZeLJX1b0hZJmyV9pMM4tV6fBcvYiPW5V0SM7EV2EvVe4GXAQcAdwNK2cU4DbiC7lv0U4B9GGdOEyrgMuG7SsZZQ1rcArwU2dRle63VZsIxNWZdHAK9N7w8D7mngvlmkjI1Yn63XqGvo09BtQJEyNkJE3AQ82mOUuq/LImVshIh4OCJ+mN7/FNjC/nd313p9Fixjo4w6oU9DtwFF4/91SXdIukHS8eMJbezqvi6LatS6lHQM8K+Bf2gb1Jj12aOM0KD1WeiyxSGU1m1AhRWJ/4fA0RHxpKTTgGvJeqZsmrqvyyIatS4lHQp8BfijiHiifXCHn9RuffYpY6PW56hr6KV1G1BhfeOPiCci4sn0/npgvqTDxxfi2NR9XfbVpHUpaT5ZorsiIq7pMErt12e/MjZpfcLoE/o0dBvQt4yS/pUkpfcnky33XWOPdPTqvi77asq6TGX4K2BLRPxFl9FqvT6LlLEp67NlpE0uMQXdBhQs43uBfy9pD/Az4PRIp9jrRNKVZFcFHC5pFrgImA/NWJdQqIyNWJfAG4GzgB9Juj199x+Bo6Ax67NIGZuyPgHfKWpm1hi+U9TMrCGc0M3MGsIJ3cysIZzQzcwawgndzGwM+nX81mH835V0V+pY7G8K/cZXuZiZjZ6ktwBPkvWP85o+4y4BrgZ+MyIek/SSiNjZbx6uoZuZjUGnjt8kvVzS1yXdJulmSa9Kgz4IrI6Ix9Jv+yZzcEI3M5uktcCHIuJ1wEeBS9P3xwHHSfqepA2SlheZ2Kg75zIzsw5Sp2G/AXw59T4A8Cvp74FknYQtI+tD52ZJr4mI3b2m6YRuZjYZBwC7I+LXOgybBTZExL8A90m6myzBb+w3QTMzG7PUle99kt4Hex/5d2IafC3wtvT94WRNMNv6TdMJ3cxsDFLHb98HXilpVtI5wJnAOZLuADaz72lnNwK7JN0FfBv4WET07QXSly2amTWEa+hmZg3hhG5m1hBO6GZmDeGEbmbWEE7oZmYN4YRuZtYQTuhmZg3hhG5m1hD/Hxkwa311c4a/AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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7TlKfFbcAj+Vi1s9MDlT2GhLZCf1g+5N6XmvUYQDc2avbutIJ3cncrJhBJXUn9GIOTO6tUa++Z0Kv6OBcrbIDMKuVmYz73jnuipN5fwc2NltlhXGQCrbQW4C7WsyGqduNQGx6Smit16uF7mRuNlxVvpNT3USsyuWsVpmhVKmF3tr3yAndzOro4AOnrWGspl4tdDMzm7qKtNBb+x65dW5mTTDEvvWqn7boUxTNrJm6X5Q0I+5yMTMrw4EHTYfLCd3MbMhGNeywE7qZWUNU5ibR+QMI7k83M5u6iiT0Vo/HZmZWVCW7XLqPamZmVj+jvG1foYQuaamk+yVtlbSyy/QXSfqGpLslbZE0gzHRW2mZTupmZlPRN6FLmgWsBpYBi4FzJC3uKPZh4N6IOIXsZhj/SdJhA47VzMwmUaSFfhqwNSK2RcTzwDXA8o4yARyl7LfFkcCTwN7ph9UC3Eo3M5uKIgl9LrAj93wivZb3ReB1ZDeH/iHwsYj4xcxCa81sdjOzMVMkoXfr0e8cL+As4C7gOODXgC9KeuFBC5JWSLpD0h1FA5Q+45a6mdXSKA+IQrGEPgHMzz2fR9YSzzsfuC4yW4HtwGs7FxQRayPi1F7jEBysVayYmZkVSuibgIWSTkgHOs8GNnSUeQQ4E0DSMcBrgG2DDNStdDOzyfW9sCgi9kq6CNgIzALWRcQWSRem6WuAS4H1kn5I1kVzSUQ8McS4zcysQ0WGzy3CQ+yaWX0Msf+85/C5Fbn038ysGUZ9IDSvkpf+m5nVUZnJHJzQzcwGouxkDk7oZmaN4T50M7MZqELLvK1WLXSfi25mVSGpUskcapXQW2UHYGZWaTVK6GZm1VC1lnmbE7qZWUM4oZuZNYQTuplZQzihm5lNUVljYPXjhG5m1hBO6GZm0xARlWupF0rokpZKul/SVkkre5RZIukuSVskfXewYZqZVVOVEnvfS/8lzQJWA+8gux3dJkkbIuLeXJk5wBXA0oh4RNLLhxWwmVkVRUTp56cXaaGfBmyNiG0R8TxwDbC8o8wHyO4p+ghAROwcbJhmZtZPkYQ+F9iRez6RXstbBLxY0s2S7pT0wUEFaGZWF2V3vRRJ6N1+Q3RGfSjwBuBdwFnApyQtOmhB0gpJd0i6Y8qR7luGB+gyM+umyPC5E8D83PN5wGNdyjwREc8Cz0q6BTgFeCBfKCLWAmthOvcUNTOzyRRpoW8CFko6QdJhwNnAho4yfw38pqRDJb0AOB24b7ChZnyjaDOz7vq20CNir6SLgI3ALGBdRGyRdGGaviYi7pP0LeAe4BfAlyNi8zADNzOzA6msTvzpdbm03EI3s0obwamLd0bEqd0m+EpRM7MBqcN56GZmVgM1SuitsgMwM6u0GiV0n+FiZjaZWiV0MzPrzQndzKwhapXQfdm/mVVV2We4QK0SeqvsAMzMKq1GCd3MzCZTu4Tubhczs+5qduk/5LtefBqjmVXFCPvQm3Tpf2vfI7fWzcz2q2FChyypt0qOwcwsU4UzXKDYDS4qrd1Kr3L3S6+dXfbtqsysWQq10CUtlXS/pK2SVk5S7o2Sfi7pfYML0czMiuib0CXNAlYDy4DFwDmSFvco96dkN8IYkRbtrpcq9qdLmvSnWHt6v3JmZkUUaaGfBmyNiG0R8TxwDbC8S7mPAF8Hdg4wvoJaQJbUy0zsM03QnfM70ZtVX5U+o0US+lxgR+75RHptH0lzgd8F1gwutKlq7Xs06sQ+7MTrRG9WLVX9HBY5KNot4s6jef8VuCQift6ni2EFsKJ4eFPVOuCx9JmhHSytwo70wVaz0avCZ7+XvhcWSXoT0IqIs9LzTwJExGW5MtvZn/iPBp4DVkTE9ZMsdwRZp3XAs0Ek9yrvzKkYddKf6nbzl5JVUUU+/z0vLCrSQt8ELJR0AvAocDbwgXyBiDih/VjSeuCGyZK5mZkNXt+EHhF7JV1EdvbKLGBdRGyRdGGaXmK/eT+tA/7n+9WLttYr8o08cMPorhnktuq2LLfarSx1yQM1HMtlEFoDKmNlc5K3UahYQu/Z5TKmCd2axondhqViyRxm2IduVnmdHzoneBtHNR2cy8zMOjmhWyNV8aIPq5+6vYec0K3R6vaBtOqo43vHfejWePkPpvvWrYg6JnNwQrcx0/6gOrFbN3VN5G1O6DaW3Gq3tron8Tz3oZuZNYRb6Db2JLmVPiaa1BrvxgndDPetN03TE3cvTuhmOU3uW2/y+PnjmsA7OaGb9dCUrph+ya5uwyY4effmg6JmZg1RKKFLWirpfklbJa3sMv1cSfekv9sknTL4UM1Gr+6twabcrLwqcVRd3y4XSbOA1cA7yG4QvUnShoi4N1dsO/DWiHhK0jJgLXD6MAI2G7W69asPK+kN66YjTtKDU6QP/TRga0RsA5B0DbAc2JfQI+K2XPnbgXmDDNKsKqp+Nsyok6OTcbUU6XKZC+zIPZ9Ir/VyAXDTTIIyq7oqJrIqxmSjVaSF3u1d0rV5IultZAn9N3pMXwGsKBydWYVV6SwYJ3ODYgl9Apifez4PeKyzkKSTgS8DyyJiV7cFRcRasv5134LOzGzAinS5bAIWSjpB0mHA2cCGfAFJC4DrgPMi4oHBh2lWTWWfeVH2+q1a+rbQI2KvpIuAjcAsYF1EbJF0YZq+Bvg08FLgivTm2tvrJqZmTTTq7hcncetGZfUBusvFmmrYnykn87F3Z68Gsy/9NxuwYV1K70Ru/Tihmw3ZIC5McjK3IjyWi9kIOTHbMLmFbjZiTuo2LG6hm5k1hBO6mVlDOKGbmTWEE7qZWUM4oZuZNYQTuplZQzihm5k1hBO6mVlDOKGbmTWEE7qZWUMUSuiSlkq6X9JWSSu7TJeky9P0eyS9fvChmpnZZPomdEmzgNXAMmAxcI6kxR3FlgEL098K4EsDjtPMzPoo0kI/DdgaEdsi4nngGmB5R5nlwJWRuR2YI+nYAcdqZmaTKJLQ5wI7cs8n0mtTLWNmZkNUZPjcbmN9do7SX6QMklaQdckA/AzYXGD9dXc08ETZQQzZONQRXM8mqXMdX9FrQpGEPgHMzz2fBzw2jTJExFpgLYCkO8bhRtLjUM9xqCO4nk3S1DoW6XLZBCyUdIKkw4CzgQ0dZTYAH0xnu5wBPB0Rjw84VjMzm0TfFnpE7JV0EbARmAWsi4gtki5M09cANwLvBLYCzwHnDy9kMzPrptAt6CLiRrKknX9tTe5xAB+e4rrXTrF8XY1DPcehjuB6Nkkj66jp3oXczMyqxZf+m5k1xNAT+jgMG1CgjkskPS3prvT36TLinClJ6yTtlNT1dNOG7Mt+dWzKvpwv6TuS7pO0RdLHupSp9f4sWMdG7M99ImJof2QHUR8EXgkcBtwNLO4o807gJrJz2c8A/mGYMZVUxyXADWXHOoC6vgV4PbC5x/Ra78uCdWzKvjwWeH16fBTwQAM/m0Xq2Ij92f4bdgt9HIYNKFLHRoiIW4AnJylS931ZpI6NEBGPR8QP0uOfAPdx8NXdtd6fBevYKMNO6OMwbEDR+N8k6W5JN0k6cTShjVzd92VRjdqXko4H/gXwDx2TGrM/J6kjNGh/FjptcQYGNmxAhRWJ/wfAKyJij6R3AteTjUzZNHXfl0U0al9KOhL4OvDHEfFM5+Qus9Ruf/apY6P257Bb6AMbNqDC+sYfEc9ExJ70+EZgtqSjRxfiyNR9X/bVpH0paTZZorsqIq7rUqT2+7NfHZu0P2H4CX0chg3oW0dJvyJJ6fFpZNt918gjHb6678u+mrIvUx3+DLgvIv5zj2K13p9F6tiU/dk21C6XGINhAwrW8X3Av5G0F/gpcHakQ+x1IulqsrMCjpY0AawCZkMz9iUUqmMj9iXwZuA84IeS7kqv/TtgATRmfxapY1P2J+ArRc3MGsNXipqZNYQTuplZQzihm5k1hBO6mVlDOKGbmY1Av4HfupT/PUn3poHF/rLQPD7Lxcxs+CS9BdhDNj7OSX3KLgSuBX4rIp6S9PKI2NlvHW6hm5mNQLeB3yS9StK3JN0p6VZJr02TPgSsjoin0rx9kzk4oZuZlWkt8JGIeAPwceCK9PoiYJGk70m6XdLSIgsb9uBcZmbWRRo07NeBr6XRBwB+Kf0/lGyQsCVkY+jcKumkiNg92TKd0M3MynEIsDsifq3LtAng9oj4Z2C7pPvJEvymfgs0M7MRS0P5bpf0fth3y79T0uTrgbel148m64LZ1m+ZTuhmZiOQBn77e+A1kiYkXQCcC1wg6W5gC/vvdrYR2CXpXuA7wCciou8okD5t0cysIdxCNzNrCCd0M7OGcEI3M2sIJ3Qzs4ZwQjczawgndDOzhnBCNzNrCCd0M7OG+P8LPyIfw8OPUwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ap = ml.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot model input data for a specified layer\n",
"\n",
"Model input data for a specified layer can be plotted by passing the `mflay` keyword to the package `.plot()` method.\n",
"Below model input data for layer 12 (`mflay=11`) is plotted."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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gkIwEHaTE0lOMUqrFSLIrPOfHT3DzTz66iPHmt166yDI+zHd4tN3m+p99N8/46Scoki0cF/7sCFo7soUSgMnRuR/94fDqF7+V25/147hBAWCJvhBAxIg3KFS1Rc+t3F509DBs7dhzUY2c6xoZF8hojIwL1DmktP1c6YgIE80uuj0cRORq4IeAF6nqLYAHvh34ceDDqnoT8OHmPiLynOb55wK3Y9bjh50RrujI+YWvvQONULcsOs637f9kYuTsx4AayboA2UApe0LILWqWCO31yO61DheMeItl25eK/Z0cErIdJbTEZJFtmwQkGIlvPDvh+H8fzaILRAi9nJAJu09Thtd4YgLqle4pIS7X4JVktPe5pDsO9SCpElqWdBRtovO1iFRCupFRLUYE6N0Hk0M2jkeDz735R3nWT5z4kkrTb3zXHWTbQkygPBRxI+E5P3aCT73r/vu68Z0ncKfs/ycq0Z1sJsTrxjBJqE92IYu0Lnie/p47iJlNtPf+rYuj+i9H3PbCN1uPjMEEhmN0ZQH1guCRUQGjsVnmvANx6Na2yRSu+fBiRCorTLHtPOwO0GOHkVGBbG7D8iI6GHKr+zb+W/zVg33DjwOKUH4JkTPGn20RqbCI+TTwBqwuBOAXgd8B/i7wzcAHVLUA7haRO7GK6f/5cDu/YtE7WTG6KkW9EBwkI6VuCX4CqeyRV76jFEtCTMTcHAmEDKQjtLYDCychZMJkRUgHJofUbdsGoOoK7fsCIXOETEg3lMkhYfXTFVXPs/OMNiuf6NvGqsTMMTwutC5YBO4i1D3oP6uG0kGE0fG995HtwOD6iOaRdDOhexpQmByOuFLonRT6Lyhh7Fn6jGfrlkj7nKN3H9zyoyeQyCMmH6WGF/ytE/zZP73/di/67jv46P/z0BJJ54wQvSVLpRb8WKh7JicNrhGyPkzWINwwJP1Yl8kRReXBj/VY8cy3nKDu2KRXr9XohuJ8RAeeuFzR+XzG6PoaN/SoV/z4ir8QvCS4/Rl/B60CTEqTKxa6yNYuLHRtgxjRpQWkKI10vUP8MvHMOaSVm61uoWdRsYglCCdN5D2cEM+cw119DIZjOHaEJE24df3KJeiIMHm0kU4DVT0lIu8BvgiMgd9Q1d8QkaOqeqbZ5kzTVwjgaqxr5xQnm8ceElc0OYeWQ8WIp2504damElPTbGNiUVxMhLoDrXXoXAhMVh0xCFIDCr6ITFYSJBqZ+oklBFUsutYEhkc93XOB4VXe/NQnI1s3pbgAvlCLUrDXVL3Eona3F2G3vij0b3S2v1Spe3uNViyJKUQcoROJTfTiSiHtC5NDwMiDwPgoHPt9SAcVySQwPJZRt4WXfft7+MgH7h81Pu9HTtA5rwyOC9K8pwfi4Yj5pp86QRFg6QtKUQqF2sTX2rCrkdYGjI9YhO8+0WV4Q6B3l8cXdgXzYHj+D53gz//xw5P283/wBMUKtM/D6CohZJBcMP299bEu4+ORpFMxWUtpnUrwBYTMzs8LfuAEf/bP7r//Z7zjBOoVVwqhrdz1uqd2O1nNGqLRaJHvrtniZDRuImGP9AdmlRtsI4dWYFIgWYYs9MxWlySN3OHtNWliycPtPu7IYYu8wQg+KsnhQ3DuAN/044BVCD4oFa49YJGQ9zY9gBCRFSwafhqwDfwbEfmrD3OYB9N/HrbY7ool55f/5XczWvWko9hIEkLdNmvblJSn+nE2iNRtRzpW6o5DAqSFUiwLrozsXpuRjpRi0aQL0Ua7dnvyhqsVCYqrTOJYvKcgtPLZ87OkSTulbjsOf7xg47k5S3cr2zcJ5RKku45sGyaHFamFm95+gqU7lZ1lWLhLGB4XQjcyPqa0LgiLdwnlIsQc0r63Rk0Rzr5caJ9JyXdS1v50QGgl1J29y7Kv+ZZ3EzKh2IVkHGmvO/pPE6oleP7fPsFk1YjvgSQ2xfN/8AR1F2QbfNnIFGo2wnzL+pIUi1YWLxGGzy4hwsofZxZlt2D5C4GXfucddE8X/NZvWwXki//6Hbj1R+7+1T0XaW/A7nXOCoR2hHRoVzDDayOdM476uJLuCtWCfR7pwPIKo6v29vOsnzhBuaSEROndKxQr4Md23kOu3PX6px5J3/aityDntkyuAHNfRIXDq0a2IaL9PpIkkCTW1OjCBlqWuF4X3dxGVpcbx0ZDD2Vl+8syuzI8fwG3vGT3AZYW0AuPxtV/eUJ5yITg+sNUCN4K3K2qFwBE5N8DXw2cE5FjTdR8DJhW65wErt33+mswGeQhcUWS89e9+mfor3p8pUiEclGQCOnAEnHFkiMbKHUuM314OkdJUNq7karryPqACOlYqTpiDZACtC9EYioUi4KvIIglHuuWs/4dh1ObBxV6Z0qycwP7ATT7b61XbDwvp1yEOheSAUyOKn4k1F1mZeLZRtOUyUGxapH/sGcTzeSw0jsN6RC2F4TQUvJNYfz0koWPZ5TLFrluPatLTIS1/7XDbV/5JqrlNsnZMaNjbfKdSNVxVF2zFK5+KuBqpbXhcbXyF7/pXQyPJvROV2Q7FbvXt4iJMEkg6zd6/DWOdKQMrpWZTJSMlZ0bhXLFpJiVj2RsPS+Y/TDC4n2BtF/TPmfJule94u2Mj+S0TpX89n97w/0+y6/5lncDsHODn0kzu9c4fGljUC9IE/EnI8i2HJPDSvaJHpMjgWzLk2+YdGQJ3r0AJWTQPidkuyZTrX46Mj7k6D9DaZ0XvvJ7TvCxn3/wCeqZbzrBZ3/yynKB3PbCN1u5dQgmZ6Sp6cUxoCIWuqUJcmgV+rvoZGIFJavLsLltZL2QWmIwKgxH0G7B9JymKYwsv6KTCdLK9+SOhR63hb/GbwwfasGkyxeKMNHHJmtgcsbLRKSDyRpfD3wUGAJ/HfiZ5u//12z/68AvicgJ4DhwE/BHD3eAK5KcR0dTOhdqYmrEE1JL+PlSKZYd2SAyWnP4yh43aQOKRaF7NhIyR75ZU3c8w6uSWYQcEyND9RZBJxM7ni/t+XLRenTEBPo35GT9SGh5dm5ZYfmj52eZa1HFlSYjhJZFvp2TQueCMjoidE9ZFKcOkomSbZt0oQ7yTYsW/UgImTJZEfJ1qK9tEpGDhOF1ysonhWoBQipc/XsD+1ECro4MrutQt4T+000SCN3I2p8IxZKdr9XPlIS2Q2pl7U/7pik6x9LnBmw9d4Glu2qKJc/oiCO0oVwQVj5rxNY9W1MumhVQezV+I6XuwPHfEYZHG31/0VF1M5Y/vkV5pEt2bsDwmot1jhf9jTuYAPlOpL2h/IXvO0HMINlWhleb7CQBNIU6N1skDnr3CCGHfMNTXFPhi5S6DW2R+10oJhOzP/rSpK/RYUu85uvCZE1Z/czFUfwz33KCdBfKxGShj/+Dy5egp0m/D366qZacXr0tLyJFiW7vIN6j2iT3wCLgnV1ot5GVJRiMCKfO4hZ7xO0d05InBQxG0G1DUZqcAeAccXeAW1yAPDMCTzzaH0BdE8eTAzgLjx8PEzk/9GtU/1BE/i3wMaAG/hfW8rgH/KqIvBYj8L/SbP9JEflV4FPN9j+g+vB9Sq9Ics53rO9sMgwMrk6J3kghZEL3XM3wSEJMINtVst1IueBmjo2q52hfMKN9OgjUbSGmggtK0vig04H9aKN3JE0Df8EkktHRFF9B1RHqtqNcgEMf27KBuSZ5Es05kG+b+6O1aUTd2qzZvd506rptj1UdS6pZgyYoV6x4pu5adLr8OaX/dJss1FtkmuwKm8+PuEJYuFsI7cR6HwB+VJHteKpuijojJl86Yqp0z9SUS55iJWHhC7v2Y57yk4NirU3nrCU5644RXb5lmr2rI+nIZKHBcaFcUvL7MqueXFcmK46YwuiocOgTFbvXplSHOrgigHNkuwGpIrff8CN88J5/AEBrOyJB2b0mIRsorlbqjjC4xqJ0J9Beh9HRpmpzV6nbQtWzpG21GMjvS2lt2LnTBNoXAi/7jvdQt4Rqx+yLKFZoNFHKBaFzFhBhtHbxDzIZQr6lVD07zi0/eoJPnLg8CVrGFZo4bl/7flhZQhsfsysLNDfJQavaTuRwBFlqZLq8aPmQYQEh4K85blLFyjK6voksL1lCcGwNjkj2aEKSxKLxOoBTc3XkGR/c+vmDOg2PG9Zb47G7NVT1zViXzv0osCj6wbZ/O/CoezVccentr//atzek6BgfsWQQasSZ9wPFoie07DI3JkJoObLdSEyg6tI4D5xpz6qzS3FXg6uU6KfRL/a6VJCoSDS92RdKvmVRiC+V1lagONpj9IxDqHPgHKNjOUt3V3TOB3qnlEOfnOBLRRNh4V6lzq0gJhlDTIX2RsSVzTF3muZKZ6zfRzpSOqehe6opFf+8M4njgiMZNQsHwMyzql5IxoFsV2mfg0MfD2Q70N6IDI6nlD1Hvl0zOdrZI2Zvk4ovAv0bMobHPL6wCSbbVYvYo0W403PdPifUHSXb2jt346OwfGeg7jh6Z2rKxYRqKWN0/QJ+HBEF0pSv/9q38/L//d1IUJJxwJfKZFkolk32SQc2qfROqblmcrtaAUhH0L5gOYHufZ50FyarMLwaqo5d9SSjSP9pgjpLTNokrfYd2dFZg6yYwdd+4zu59eU/Nft+ffLdP8qfvO91tC/YNu7iyvoDwa1fdf/qS2tcVCP94Yx8pWi+DGmCDEd7FXzTqHk0hjqYX3kwhlYG3Q66vWPPiyC9riUSG1lEt3cs4ADi1jbSaex202hahPr8k7Z+8xOCqEIR04tuB41HJGcReZ+InBeRB22UL4Z/LCJ3isifi8hX7nvudhH5bPPcJemxGROHBIuIW1vBLHFgfuZam8hXaW3aJV4yjpaVbiSLbFcZr3n8xKI2iUo6iORbtf2wC4vO/Nj0WVfZD1TFrHgxhWRYkw4jdcuIPBlWdD53AakDsZXQPTWhXPQUiw4/UepuwuI9BXXuqHomb0iAfFupW5ZsBKtSVIGFu601ab6txASSQhmvAQLp0DroxQyO/36Jq5V0fWgTAw1JA1m/ZvnOkq2bPeUSjA57smFkvAb56T7tk7uIKnghdDOG1y9Q9RKW7irNXbJlhTPJKNLatKsPV0RGRx0odM6ZBn7oMzWTFWH3BiHdhe0bPXXHkQwDrfMFrdMDohfycwPS09sQI66o6d3VJx3U7Dwtx9XMJKhs2yat3n1KOrSJoX0BOueMsMdrZt0bX2uEs3Aqkm/D5FigWjDpIqaO5c8pWd++D4NrhPGqsH2z5RXyfiTvR1pbytbNKbvXXyy5+Im5ftKB8oIfONjy8Ne84Cfwu+P7PxhB0wTd2TV5IU0gKm57F/WCLnYtqj18CA0BHY2t+q+ujXzFWaHJcNQ8ZlEw48met1kVbQpWwtlzuF53b7vcClZ0PMa1cl6z8j0HcGYuDRShiv6i20Hj0UTO78cqWh4K34CJ2zdhawD+3wBN9cs/a55/DvAdTZXM48Jv/9YbSAdGQONVj6uhc94SgxLUnBalkvUDSaHExBJ7KPaF9hblFcseFaG1Xs5I2E+MqGMqVD0/M79INB3Z9g3joznpMBIyIeSOrWd1IAQ08ahzaGKRfWs7Ml5zTFY8IXNMVhzJSJmsmtUPaCI6pbVlhJ3tNtWJEYploVg2u6AvLUKt22J9QwoYH0lJxop6j5QWyUzLbUPuKBfNHrj0BaV3piZkwuGPN1FUo0+GbkbI7b3WbcfutSl1CwbHPQsnKyYrntFRRzK2iSwZ7blYumeU/nUJw8az3V6HhZMRdbB9U87u09r0b17EhUYIriqoa/zGgPHVPcaHM7rnanyhdM4HfAGdCxEJ5sxQZ5NA55za56ewcG9jcQxC97TSv86R9ZX8vCc0VyS+jEwO2WTaXjfC76xHlj9nk1/v3jHpINA9VdBeV3oni4u+Z6LNpCmw8rny8X5tHx9UkcGY25/2Om6/+e9y+w0/ghuMkW1zXag2PmTvbGkpb4UmurwIZYnrdoyYAd3umyRR15b48x5tImMtCksAFiW6OyBubaOl/e96TUPzNDV5JEYoCltjsCwJO/2DOjuPG1PN+YG3g8YjknOzIOvmw2zyzcC/VMNHgOXGQvIS4E5VvUtVS+ADzbaPG5O1lKrr8KWSjCy69KUSc2fE4QRXKu3z1Uyn7ZxXfC6/29MAACAASURBVGll20mhpCOTABAh2y4t4h6GxoJn0oXUOnt91RUmq2LaagLprkXW+XZNZ90IUepAuZyxe12ORGW86ogZoDA8nqLekmt+YlF8yIRyUZgsezrrgapnlXjtdSUdWOQstUXOyciiyTo3vdU82vYeTt263PTltSjHVZF0UJOOI4c+VRMycEVk6fMj2vdsz85jbKfExFGsJPhJpFwQ6o7Q2lQWTtYMrzItoX1B8UVs5B+lXIKksCh+csgSdemuLf+V7QS6pytaW5F8O+ALpf3FgbWhbBrnxKUO2U5Fa72izh3J2Nwz+XakWDKdf+FUIORCOjRir3r2GUtUWpvQOuOZrAoL90XGh+2c2uQFxaLn0CcLfKUkY8WX8JFffj1/9P++jnwnUqzlZJsT/KSmc67aq+5s8JLvuoN0oCQTJd9RJmsHm5oxB0ajQTkxAm3ua1laf+XSJj4ZTKzIpJNbJ7kkgTTFXX0VWtdoVaH9XUvoTaEKISBpCmVJ3O4TdnbsO914n6XXNTIXsei6rmcRuVtYOICzcumgCkVMLrodNC7FCK4G7tt3f1r58mCPv/QSHI+sH0xzXnOkQ3NGlD3BVULWt17K4yNJQ7jmgw2ZFagkE4vCQiaUPUuaLd4zIRlNxUXTmvykpu6Zj7luWon60iLr1maFH1Wkw5TohXSn0d+KgtaZIS50qLqectHROxVJd00y2Xl6SvesFQaMD3v8RNGm/7TUdhmvAnXHosbJqrDy+TCremxvRKqub5J01ngp5HDkY0XjFFFkUiGJw3lHGirK5RQJsPmcjOP/dcua1zgs2q4CkJKMI65SuucC516YsHRXbZf0Q3OLTFaF7ulAsZKQDpSVz1nhTb5ZsfqpFBcUP4mEliNmQrZTkm4X1EsZvoy4SWnFDE0rSsCSpt6SspoK7Qs1oeVIxvY5qBOSRlpAoHPexhhTmxyzHZvExocdi/dGtp/hWPmssvksoVgRqm5O95z1OXH1XgzSPl8gdWD36T26J8ckg/tX5rzsO96DG9lk0TlXNYVJnpf+n+/hD3/pySsNv/3G1xvBVsHIsJWbZpwmUEyMdGNEssxIdzwxAiUi2wNo5Wg7N9fGaIxkGe7wIeLZ8yggg6Htc9Z2wBH7u2hV41o5vr1s+nJR7hWhhGhXP2k6s9ABxN1dXJpwa3VlVgl+KW6NJwOXgpwfqvLlMVXEiMj3YbLIw+IVt78TP6ip2xnJ2CLazoWakNkPMBkFYubwhVpTpAbZrs68ycWiVer5UvGVlVu7MiKVRYfTL2xMmuRgI2sYWflGLnG0NirqrqfuJKQLHWRnODvelNyk8T8Xy55824o3soGVmpeLQudcpOqa86O1FRge8WS7Sr6tjNcc/es9y5+rqDpmhZNgrgSwCL97NrL57JwjwxZ+yzyoMqlxGAH73JNMzK0C9j7UeWI7ZefmDkt3jlEv1F3P6a9xpH0oVhIkKtlOsPfY8yS7JXXXk4xrQsvbJNLzpONI2q8ol9JZ0q9Yy2mfHJBuF7jBxBJSU120aa4Tc0+2NaFcaaHauFVqWxrJXBvOouEQiV7wlVoyc8dkJ19ok0/wDI472udNXz70KUtajtcck2XbvnOu5NavehuuCjCpICjZTpNj2B7bQqb7v4vRErG+jNTdBPVCvvWlN1h6sOrNh8JtX/EmXFEZIQe1znBRTYpot8zDLIJ2cmhnyNkNS+Slyf36uzAa2w9wX89l3dohVvbdmBJs3O6jdYUkdg7EiZV01+aX1hCQtG2FKNMeG6XJPNJuozt9xBuxXYnEDEbO9WWgMT8Ql8Kt8VCVL4+pIkZV36uqL3qkNbt+94N/l8mhjLplybnooW6ZnFH1HL6IZDsVrjIN15eNltuPhNQux+uONQ6SaPrl8KqMyZplFrNti0Jj7kmGAV9a9O1LI/72Rpi5QEJuyUlNhMFNK7MxxkRIR5GyZ84BV9nr834gHSlV10jf1db4P2mcEa4wcguZTToSoXsmghcWTlbULSEdWaIr37Z+IZvP9sQUNp/boz7UM3KuatyoRGIkGdX4Uln9WKNMhYgmjs1buoRUOPfiDhvPzRiteY79QWTtE4GsH0iH0aoio5JtlYROQjqoCamDqE0yFYhK3UnwRSQdVEhU/DhSL7Wauti6SS5FcJ7YssvpdGNI3cuayNaO5SeBZGSk6UolHQTS3dqKjWoj42QcSQeRZBKbyDuycDKQDZoJ1UvjWLEcwfCYZ3gsY3htm/HxjrlUvND+4g5uYoTrhgW3fvXbeOWt76C1UZNvlpQ9YXw4Iz9n+nTMHa9+2U8+ip/DxfjIB15/P0fIw0FihNEY7bWR/gCpY5OoGzeyUEPSqsiwQKfJvMwkCWKzTbAlqKgqpNc1z3Mrx7VyS/KVJVpV4MTu09jukgRpejvraIx0O1AHdDzZc20MzCGiw5Fp0vHyW4f0seBylTUuBTn/OvDXGtfGy4CdpvHHHwM3icjTRCTD2uX9+iU4nn0x1QoUOus6K9cGqDueqpeQb9W42nTf1mYw4q5gvGod39IBDK4WygVH3g9UXUdoJbOEmgTFhca/mwnjQ9Jo1EbovojkmxNL5p0ds/Dn50AVV1RoIowO+1nSr1rwptnWSjqKZH0jI0uymTPAV9q4UMyu114PSIDB1Y7+tYl5dcs965+KsHhvMEvZ2Ug6VkZXt/ca1dTB3ktUOqesuTqqaJ6wdcsSVdf2t3AysnhvoHOhJuvX+Ekk3yyRSnFVxJUBqZXQsrXmfNG4XIIR5tTxglo0PH2NKwJuewi7A4v6ALyzqDBYEtNVEVfbFYuropXeZ55kVFsSUSzJS9y7CnKVzipDJSqdM2OzKTpoX6hpbdRWpbkVWbx7Qu9UTTK28946PyEdmMddU28OiDDtVWxfoJg56o75rquuMLqmQ912dE4OCbnna7/xS1uBJaaP7qcm/SGEaD2WwYhxZcEmuNFoT4qImGUuSYxko1o0XFZGzN6bk2O6304bOm1i00ODdsua6zeFU7GY4NotXLttx2jlyNLiXmFVu4WOJ+hkglteIg6GhO1tYlmCRvt7hUIRanUX3Q4ajzg9iMgvYy3w1kTkJGa6TgFU9eeA/wJ8I3AnMMIaTqOqtYj8LeBDWK/T96nqJx/vgF/27e/BjyJFahGttfcUumcqJmuJyQm7gZA7sn5AoqdcsOg0pIILkAyMTJKxWcaiF1xt8oamnnx9THmoTbFsl/dVW8j65vxIB4FyMSEmMrOvFYdbtMeF6XupJxkF8qSRKk71KY4tMD6c0j1dgEJ9OMPVFiGno0ix7OhcCOaGmERi4sxpsBEpKpsUipXEGiw1lW7tTdNFF06aa6S9XiNR2XrJUXr3TUi/uI7sRlzqcRv9RjdMGV+zSDJRVu4M94uAk2FlE8AI/LAkwwilWszI18ekgyYiHZZUi03fX9S84oWRrwTdE64EI4o0tagPoOvtMn3aTzhEYuJtoi3NYlcvWP8GPzF5KuSeZFhTdxLzY2NXGDERBKFYzcnPjXFlPruSkQjtsxMmR1qk/ZrQ8WQbBX57ZOtb1AHN0qYncWUEpGolzrVNBBKUpS8UuNJKn+uFDDcJZNVjJ6FXveLtuCLw6he/ld/8Y6tZuO1Fb7EgoKnslDra+ZpW2Q1H0OuCEysWacZIM36RxqHhBHHOCHkaQTfRs7RydHN7z79c1fjFBXQ8Jp5fR5JkJklM/5Jne5PpdJWUxj4nWUrctSV+4qRAvDc5RCPiPa+O38FvVr/8mM/PQUPhypQ1VPU7VPWYqqaqeo2q/oKq/lxDzDQujR9Q1RtV9Xmq+tF9r/0vqnpz89wlWcU06wfq3KHOCMmq/az4AKDqOkt4JWIJpAQ++v7XWWSXNktRFWrN+TOLcKuuI98KZFsT+5EEbTzNVpnXO1uT75hFLNmtSEYBX0aS7RF+EnCVUq9aNluGE1wZ8ZNI+3zF+PolYubMF91NqHsJWb8mHUWSQskGkc6FgCsjdS/BT8Is6o+pva98xyLWvB9nhSHWTc882TGByaGEnadnpANLgmnPlhaaEbMIo5vW8EWktV6RDGuScbAikEnduDys8jL0ciO/qCTDiphaJz6LYi1Z6gt7nSsCyc5kRszJ1tDOfdH0eKgarTLP0HZmkaraTZ3gJzXqBCmDRc1bk8avLvhRbV5sZ1c7UuvM3uaCNhG3EtsJUpujJN2tWPhcn2oxIxk1JBOV5MymSSx1QM9dQIrSSprHE8JqFzex8wZ2ZeIrpVpMqXsprqhwZSS2PMn6wIj1MeC3fveNtpL1fldIHWefCwDjiVX1ZelMVzYPcoCisMTcFFOvcbtlidX9fZen+1PTqWdFIyLm6EkSkyyqmrC7S9jdxfd6uHabOJ4Qt7b3JqvR2I5bN0na8QTX6RA2t3BpQ+yNZ1qjgkZulW99zL/pg4aqUEZ/0e2gcfDCymPArS//KcYtR7FstqvB8YR0rHRPV/giUPU84zXH4l0VxVJiRvsGEi3SRkwaKBbtEjkZK62NmmRUE1oJvgiUa21iKmT9MCP9YtmxdOcYV9ZkO4IfFPZDF/CFRXn1kUWSe8+T3n0ef2QZqQKj6xcRtUkj3wlkGwWjq9u01kuiT6wiMYGYWDOiZKckdC05o16Qtl1ep015c8g8vZMldc8zOuwplsQsd0FZvrNkfDil/7Q2C18U0ruaHo7NGnC+aGSEoPdriC+14qa9OaqIimm+mpjVUGIwcV8VTV1DYoqEiHpH7GSWTK0CYamNmwRCN8M1GiXBSriljmiWNLp4MNdMK8GPKysnjkpsp2jqLGL1gisCMfV2zCahOxu3gisDoeXJzw2pl1okOxM0cfhJIDvb33MYwN4l+tVXoXlKzBJY7tr58EK6M6FaapEMA1XPXCjRCzKp8WWNn1ZU1pFXv/St9tZaCb/1u298xO/ub/7hm7ntK940a04ko8aXLGIWSO9Nb566MuoaLUpExCJqgG7X3kMIRoibGxa9tnJL3u30TYqYwonpxnlOOHfeLG91TRyPLdHnPa7dRmNEnMMfWSNubBE3t0z6gL1I3Dlb0DVEXN40Q2q06qm0YUnFwK3u22akLfs07ct1lW6LnA9exnggrhhyfsVrfobt4yl1Wxr3BOR9I6W6a/olqrTX7a+rLTGVAV/9f7ybqm1JophYh7mYWvOcui1Agh5J6d1XmNOhTEFlRszDo96cGms56SAh22qqqBK/F3UWNW5snlldXaRezEnXh4iaRp2MoxH5sCDfTqjb3po1DS3JJmrkVKy1yLZLe74261/dFuqOp31uQjpKGF6doQL5dqS1aYnQzrmSpF9AhGS3xJ9eZ9osvTy22FRJClIYEUltTCNVE9EF08tjnqLdDD8o0NQTU4/fGlmykSZhFTGJoZEmpo+7oiI22q0fVbM+I9NtpzIQmMYrqvhiL2JFI6QeNyiIbSMHCYoPNnFKIz1MMS0MckWgWm7ZOdwdU123ahrvpDBy9uYy0E4+O/Z0knC7BdrJbGLpZogqMfUk40Zm2hpRr3VJz/abRU4Dbjgh5F3UO5Kdgtte9BaqxUZWUci2JrhhwYc+8dP3+w5Pzy9B0VZqkoaI2RsTb6uLLC7A0qL1uEgStKngk6OH7b0MRjYOjUa+ZWnkFyLuqsMWkEyTglFNVwbcwgLaFI345WXqDWvxOSVpu6NIu2XOjyybJQCpA3g1j/qgcSQ1SUCNahOES4hVbcffT8xRZ4/dKt96WRL0NHK+3HBFkPMrbn+nSQWlBXBJYYm63pkmaRKVYrWJNpvff75ZElNP2XOWJIpY6e5WoFqwdajiRJpKPEfvVE3dS0g3gumowb5jw7XEVtkeRNKdcma9kv4QXejgdgsjrOHYMuCHVqgXc4qVFLRLvj5hdKw9K9Eu17pkF0ZMrupaL2gnJKOamPlm3BPcqCRzQsit+1syESs3by7dk9He5Tc09sHU4YYFca1NbPnZ2sHx8BI0+/LjumliZBYtN65N2CoiOIh5itQ1yWZFWGxBBDeu0DwxaaEOe/04phJAI1HIuEJT8zJLWe9rqCRGKs1lve6/tJ+Rsr0+dnMjrsxKkacTVkwbO5kqIuDHFaGTWsQ7vXJJzR5ZH1smO7VNWDHnypSY43IXgmnk6r1NpFWwBU9FiL3ctP7M4RsNfTo5u3FNfahHst4k2ERmjaamEoCEiEQh7Vd2VeCceZW7LWRnMNuf1HXTdGgCRYlMF02dkmHjtJBuBx2P0bK0yLiJpq0FqIcsQ8Rd7E2NjSTSEK6OxpClRsCNrU6b5J2GAFVtk0AIlgtochN7x7LJLQ6Ge4Uw+zAl4Gl03Dxo+4+KSxvSbnA5EvQ8cn4cKBc9VTehvR5wlcNVVkFXdZxVmfU82bbpk3XLzyLGYjVtKsSilWMD5VJiVjY1r7Gv7DVV15H3m6h7EogtT7mSmDadCCET8jIgdaReTnD7M+rjiV06e09cyAmtZJZgrBZb1vFuECxa73g4a5axupuSnR9RL+Xk5wbETnMpKQJR8RNL8iWAH1aEbkq6e//ya1dZ75DYSBC+3PcDUp2VZ/tJaBwuTeTcEJVMGukmghsVaMuqBt24MuLKPTKskRBxk3pWVWkra5SQettfjCi2WrPsDNHRyMzuU2kp8fcb9xQSo60iE6KRg3NQxcZTK0aoHvbYvnHSlLE5rqK+SQRWEU2drQTSECvem5Yb1CZREdy4QOpI7LWsD0Vivm0ctl8xLdwPJlSrHbuCObs9u4xHBFxq0X8diVlCslOQDJpFU5vj4P3e1UOvY0tFLfZQETTPjKjLyvzf/V2TLZyz+9uNf3hKskVhq5RAEx0H4u7uXqTq/f0lnGmvlanPOeos2sW5RmMeG7kWNtHEwdBajPZ3jayzzCaKdsser+/fBWpmodPY9OBojrlPi8b7vcZLDS43glaEMCfnx46v/d/ehezUoEnT/zia66I2y1m5nNC5b4SEwPjqHu37BgyftjCzfE3/JuOIL2MTqRo5VwuekIotXbXsyDYKYq+FqwL1glX/5Zs1mlint9BOkSrgqkg8tIRb3zbSKYq9H6OYB1oi+HGNK/eiPl+AlMGSQ7WS9ks09xb5NfsmKOocyfbINNcssUjUezRrlgxSTCOeJm4Sh1Pr6ZGuD5HNps9BluGHTcFArbgqzCJONy5x/TFx0TqXyTTKrCPiLVElkxJxJgHIpEaKCvJ0LzprImU3rom9HCJIWaOj0d4HmPiGcJoih2m0XAd8UIuWq5q41JklCi3CnTbijsi4KbxoJg1EEC9IENNs496E5KYTZlDihQ3kxuua99+4IoYFcalLWMqQEE3zntQkjU6urtG5M0dc7QAW8ZbXrFiTrAsDGE+QzQJJvPmRq2ANh3rt5lxF+6xybAJv5XBhE1aXbQzjwjrCNZIDkwJ6XeKps7hDK1Ze3XyX8N6cFqFJIIYIEzu/kmUWBYuzJN/uAMnSfbq0oNNEYghN4jBCkhAnBa7dRrwnDAa4TsdIOs/N/dFYMjVGdF/fDI26J1fYA3Z8b5G4y5vovG4IW6NFz2WJJCla2+QxTRxeDiStypfU6EhEloGfB27BAvC/CXwW+BXgBuAe4NtUdavZ/g3Aa4EA/JCqfujh9n/5TRcPRLTMfb5jHtz26RHJKOILJevXllhrearVNtlORb3SIt+uKJa92d0SwQ9LkqG5AmJmUVbM3f2SS8ufH+OqMIt86rb1IM52SrKmPNuPK9yoxA0mFuWVpelxUSFJ0CXTIVvnx7TODEl2JvhxhVTRiHpKHJPCotbYkGBtybRpwsoN95qWS1kTuzmxZZf60zFr6meaJU2T+bDQol5u770pNX3YTQKurPc83GVAJnUTrWrjwmi80THuuQGmY6gCbmQTkBSV9cmYXYIrmnhcf2zfJgfS6yLi9qJm2IvowAhmmpwrKhtHFSyCVovoiTRRJ3YTwU1qI4zmnFk/k+Y9Du2cuv4YzpzHX9jGHT2yd36DFW3ElS4kDjepKNZaaCP51L1G446W9EwGJcmw2ssZ7Fp0Wa90iYcW99wQRY3UdeOO8TaJVbV9P0Iz4e0OoGdETx0sMp5OhkVp5B0C7qrD6O5gFi3jZE8Wkn1/Wzl027aCyfRznkb1Uy246S4neWYOjU7bIuA8hxDx3Q5xPCYMBs24aiNr5yxqnuYHHiBl7CdmDWH2v3iPyzJiMSE+oDBlpkunyawScYrLw91hkfMDb48C/wj4oKo+C3gB8Gngx4EPq+pNwIeb+zRN374deC7WSO5nm+ZwD4nLnpzTQU2+Zf5gPzFy8U3yr255XFGTbI3w42BJG7W2otPm9K0zTaGBiGmunlnHsWw3kA5tSaWql1Cu2qzvBgWdeweo0BRhNJVRmac+1GualDc2qKn5PvFIGfCDAjexCj0js4CrAm5nZFn66Y+6rPdcC3W0Y9T7fgghztwNNmFgk0cdrQwZTJudkpRa8sqPHuBMqI0oNLHI2ixjwT55jXue2N2REejU+7x/TFOSmSLxe9uo2sKhgyGuP0Ym5o3VEGZuAcCiw6q2hN7+y9xgFqxpNz8iyMiI1iJHi4ylqExS2Z+8miU1A5qnuJ0RurllVW1NP4jphISqRf1YQhBV0p0SP65n/bpRxY8qkvUhBCV0UpM7mqKVpF/Mzj3djmm444nJFZHGldKcn2qfBtvtmGbspEnm2XeAqrbn6qZ/Rj2t1Kv2LHFRZ1a2GarKzuewObdT+QDACXF3YEUjjctDG+fHlMAls85yfmlp9vr7a8bNeZ5Wdj4YNN7vuWniz+UtKwHXaH+nu/Tekpf1xasMHzRB2wWJXHR7OIjIIvC1wC/YPrRU1W2sudsvNpv9IvAtzf/fDHxAVQtVvRurC3nJwx3jsifnD//eG3HDwqxOW2OqlRYxceQXRuCFmBkpxkSoDy9QLiWUS1YhmIwjoZs2P3RLvu3JDRE/Mb9yaHzT0vR2QJXYzcjXJ40GbS6EqmmUFJe61ti86Xc77XkbO7mRzzS6G5dGXkWTVBOZEbBUjR85bYoAxg3JO9BWakTWaJqAEer+v1PSafpbSx1NGhnv+2GLaxwV2tjn3B7piTR6ZRPhpOkeidVhVjEn00h2Wood4p4LAppIMLWVM4pyb1Xm1WW0qs1nO9Vgm9LyWURY1chojHbaNoHkqeneqTX1mRHw9LWTeo9gmonKkm/YZ9FKrbNans2SkNRh3/kwTdii2zBLqLqmp4rU5gYJy21iN2NaieqKgDpn9sCdkbWezTzl8f+/vS8NtjarynvW+57xTt/AR7ctKGgCJmhFJRZqSCkEMUBMTKrAgENICkNh4VQVjeAPU7GKKqpSZaKl2OlCgpYa7KBol9V2Aw7RGEGGQBQQ0wGiDd39TXc4557hHfbKj7XW3vuce+695w7fvefcbz9Vt+4Z3vecfd5h7bWf9ay1LoXAWSaUFYAJRQkAX6MCgChWSlktwHTEWQYuStRPPjVpJF10bqKVDA9HQLOJenvH64tFnSHbZCvqpatxpFZTPOhO238GtdtgSw7SJBJ/jJSCcv2+BPumvGD/GZqAAqjxreu9xlc5cY6OwaLhmPWcvxzADQD/hYj+FxG9nYhWAdyrGdLQ//fo9vsViNsXC2+cAeDRP3sL8pFE1vPdCs2dAlTWyAfK/6610fr8FqrVBtq3C7Rvl+Lxqg4WTvoGgiSZIR+UaG6PJbPNAY1RjfbtEepOFikOatRrTVgqN5jRuTGUllBbPaDZEA6vljY9aLV8ogHnWr6zrLyRgYMYeqUHULPQI5UTKqGRB+40y4A88ze798J0LMZNZ9uDYKR1eT9xRl0NGhbicaoRZjVQMqY6BDWdCwaNWV53rAV4XPgzKmc8BrZUXkYkr5kmdnfgx8tW1YxZDEhVi0GqnWh511eEBihr0LiEW+8IJ4sQvGSbTHKS1YL+NzleNihkJfL/viDHzqq4xVl1LsjwiBnUH4GUxjGtca7UCOeiY88KXantjgEC8q2hJKzsjkCFlIz152p7V3hm6DkYl6Cbt4HernjXGxtCZ9k5HgzEO9UVCa2KQaU8DxrjTAsa2eSm54nW1+Q8mPdq6oi6Fm85I6lSl+f6PEzC1GmDOm1UTzwZUq4pk9WOjS3PUO/09C3xgl1ZzVRkmPF1KumLjbmpOKYN/CLCOdrzB8mK/nD0FxdmawB4PoCfZ+avhTR2PaihyJEKwdkXLAVaT+7I0vdpK+A8Q6YzvWtmaN4cYvg3r6F9fRejL15D6/YYdaeB5nbp1QXtm0PUqy0x8s0cdTuHa+eo29K1g0q52YgZKErk2wMAK+ItFTVaW2MUVzvofPpJKWj++eu+hgEaDV9oH5CbnztNXY5XcgOOCh+MwXAEWu0CTgw0ervgqxvgTFUSzVwyxq6s+8CMycZEdlYE3rIU3S13mmEpGmNcgKq2eM11rTTEOJSAHI5AZR6UBVkmxrXZALLcl6b0HCkQjJ4pBAA1ElI7GGUJvn5TONjIIxOqQQ2STQJD8RwxGovHlmWefoCT40VOJiMqpUceSAOBZvSdetit1oQhmvheQLz2HTmuvNbRolUZyDnkmwNwK4drN/zrADQ+0UQ2KMHdplBNK224ro6xqiSwp7psrwHvtMLEVRTymzRDEbWOdaz1lk39YsfKVgfNdvCei0Kus8FQaAmot6oGkNAUvtiKHwFSYN+uEx+bYFTXb8j+yv9m3U7IImSG21Ee2jL/YKeYQVmYDCTBBF4r7YOFZsRt4tiPGlkQCK0x00+9eUAhtscBPM7MH9Tn74YY56eI6D5mfkLr2l+Ptp+7EBywJJ4zADzyF29Fee8a2DyNqkJW1mjcGoBX2mj2SvVYGeVGC1lZw7VzNG+KaH58rQsqHZpbY0lQyISDbgwtkCJ0R7nRhrvnsnR5sCpcrRzZoED7iZ60/3nihjfMtKHJGVUt/KgZBgvgWGptIw9Faxp54BwBfwNRrbK2ynle1xsafd+/N5TmnFSUWisZfjv/nBcZngAAIABJREFU/U4MKg2LwHc7p2nULuhZrX0RIDd2Uw2G3VR19N9uuKoOQShAXqudKDW63cCBmkF3LlAnRCo/nPLaG3koyg+ARiWyWztSo9oMrFZpy3bHoiaJ+HeOi+9YALIoNJAqf3xZz5cFf2tG/tQW3EYXbq0jwdJaPj+ebLPdkSTltBpwGgfwWZZN0YHDsv3sHKh8kGvllO0/R+fVVBllqRRFCLbJaiHzCSX+WNkKoNXylEHd3xXP17F4y/Z7R1q5TldFsWGmZkM8c0Ndo97e3peaALtAo/i3KIx3eh9g4Q0zILRGXWd7/g7ch/lJAH9NRF+hL70E0ln7IQCv1ddeC+C39PFDAF5NRG0i+jJI56g/Peg7lsZzBoDf+/0fx0u//t+j7jZRXlsTydNqG+WVtvDF3dzXT667DbRuiwHgdhPtGwPJfiNCY3uE4ppG7TU9mNWTzsYiN8tqJwEupQA4z32GGqnBpTyXm6bT1ptIC9mUlSzd262wHM3VoBWletu53NTK2VpKNMpKMtni6DwAQGgL0+qikQOFUQQNUKelQTi7KYJkDSTeIYYyMVimHADw1ctiULa2xYszo+D3t+pogR4AXKAorDhORpLi2+nAXb8R5Fgc7xfBOSns09+VoFieadBMylyiK7U4iNnTBVQKf09GvwBAqwlu5eJRP/dZoMevh2PgnHyeHQ+lhZgA1mshf+IW3L1XQKNCfwdABaO+1BUvuTGp0yYnNJRrqYdd11K4vtuRVOvxGDRk8PqqHNfhCLSyAt5RmVujIRNGloVJA5BmqlUJoB2urbj7SUai5DBPu3agjXUpKmWcce1ARrfZSgiQTikAHu29EwDw0sY/l99inbQBuN0BfAp2RJUYYhmcedCu3LsqX1Re+UAw4PjgAOA++AEAv6JVNz8DKfqWAXiQiF4H4K8AvAoAmPkTRPQgxIBXAN7IzAcerKUyzgCQP7UFvu+qpCJX4uHkHYmkVxttsHow3JBgYaZBM26ot7w9gNvoSsEdVS9wRsiGJRpAUCm0W2IsOrqEdBJ8IgBOK34BsDURwKV8V1mJ0R26kBRABKx2A6cLSBquGdpmQ27+/kBu6lKXvhmJEqLbAQp57iuGxRKn2PvhvTeMGFD11rUmArdyUEYS2LTaDXUNFAjGjQgAB2+3LGUiKjQ1e1Vle1UVAoMmwyIKBigjLejjwlJfOVZPpTSF7vFBrN5QxqyBVf85Yx1ru+kDnFQzuHK+iziaagQBeEUKETAYwl1ZQ7a1C27myG5son7mNf2tLU+V0GYPaG2ERJZKVkAmd+RMSp+6TlM81fFYDDOgbaEa4fh1O8oPR9RCqyXaYSK5jizg2WiKYdVrGFXI3oMaXOp2dHKevHVNp+yGQy1sVIKaEgznsgrJKArKc/B4HNK3zcOdZZgjqmJC4xw2mPSQj0hlLITW+RB1xsx9mD8GYBbt8ZJ9tn8LgLkLwC0NrWF45HP/EY1bfWRFjfyJW2K8AJRXumKAbclXSgYZWk1kN7fVkBconnEJ5eU2sqKWVOyGaFq5kYns7fqWpNZaUMmgS282jxbqJZRluBBNGeAY2NCgjepSudUAOi3waBTSYp2T57XzBpKsEllGEkxqNoWvNuWBRfrZBWPnuVd4dccemPFUyoKGhRg6WwK3JKjJw1FoQWRBPHts2V5Evp6D/26t92AlJQ3MTg1rFsZs9MPWTvjsqlYVSC2f1dCEm+FIJwOlUVhoF27mnuqwDMVsdyzjr2vxyONO0qZk2B0Dvb6exxo0lj+wFH/KbmzBXVmVutMcCkJxtyWetBlskuxEPPPesCqwQOhoDCpKqZlRlkCWg1a6wgGPxt5Q08Z6+P3OIb9yCW6s46+d9PurqgkPmzUblYdDcH/XG8q61xOPttGEG46Efy5LSSKpSvB4jG+hV4rXPGU89/V2dZtZao0JAx0b9vj/kkBi49mev/PGXJ4zEb0MIrjOAbydmd869f6PAviu6DP/NoCnM/NtIvocgB4kK6Y6rNPJXOjvItebrX76ZaE04AIfXTs0NgdSeazdhLuygsZT23KRX2qLfK7bQGNcorElrZ1M0sbrq6CtHWBtVbhZIPB3loKciQEmC6SYAaCQNMBEUkRtewfE6yC7Kc17Vu+K1NuE0aVZHpbjrJRCWQJOIupotbSLtUmncu8ZkotqI5RTvCEAvnUbdPUyCG31UqeCZ1XkYUXSrYnHQKBcAPEc+7vabUOax7Jz8ruMb7a+gQbjWTOSQj+ApC8DMq5YC228q8G6gBjlkGWSlUgaxIsDkFGmG1Tny0SgbgfZEzfg7nu6l/DZOXZXNuTzjLbIMrmix5D0bk1rN2kfN3MJTpelpF/bb9hYl3hAnvvJjkdjoEs+W9GfIxtzo4H86hW4nb6krKtMjzUYmFlGYaMBt7kNykgSP1S5wVUZOGCtNMfOBc8bSknkRk3QBDe8x4uOEKdnnyYWwWsGFnM+OfRoaxbLzwF4OYDnAXiNZrt4MPN/YOavYeavAfBmAP+dmeOO3S/W909umAE88oWfBfq7qO97mo+2A/AV0jjPUF1dFaVFf4h8R0swrrZF37wzRGNzIEqK4UhuwJpDIR67mNW79ckhGcRTt/RYKxRTu0m6gUg8YAsI7Q5CwKjVlOfDEXhze1ImlWeTHiIgN/ZKRB/YEtkrAbQLho3ZPPnmpEHk/q5MMLc2wZ9/UgxCFGz0v8VXIot+v2lo7TVLCTYed6Ublu2A1oTQidKW315H7bROcSVL+LKUMVnQKw6WAYEKaLdlYqqd91SpclK8yPTgDsHT9wXjKxl3syleaAahlDbWJUGnN5AaIcygm1tCAzQaQb6YwSswsls7gYMGJL6QZUC3I4G3nR3NBlwNRfPr2vP22dXLQF1LDQtblcXXknMgysBVCVcUIl8rK7iyAjWbPrHHbe8g67SlM3Zz0r/y5TuzDE5bW2WtVgjyWR0MBAMdJ4vY6/7/lFzPP5/ykr3SxI7N1PNZWBTDDKaF9JznGcELADzGzJ9h5gLAuyDZLvvhNQDueDuER558G/KbO1GSht6w8Q3ODHd5Veo36AWX90fCHQ8LkTKpJpmqOmS7qffgEx2cA+2ORXfcaCC7clkMnTbBFCOm/wdDMT5Riiu1gjSMywrUacPtDmRZa8YHgMnCAHgdMIoieJOmNQZkO/MKi0IMZlkGdYibWqqaMYd4VajrYGTV6PJYNcxZJoaw3fL8M5uX55znhX0xfU1l94Vx4mCW7QOAN7fB2z3wYAhWSoN3+qIayHMfVBSKRbLY0DSJIElgMIuOVe1kwjStdibf7W5vTWbj1XZ+9JywAza3pTlqfwC6tYns8evAJfHis1GYfGhcIxuXavx1haRxCdrpC83R7chKyHS9W9sqn9RkHZMjKrfstcdEQj1ECg6ua+Tr6xMGM9P0bjvv1GrpvhXYSe2KadT9PriufTp1jPiz96sop2/6beLnszzo+DMsIeUgT3thDLOBae/fOWMe4zx3ZgsRrUDyxn89epkBvJeIPjIl4j45xmPk/ZE3Oo2dsRQ7GsjNmu+qR1Qz3L3SgNUnV5hBHI2DUa1q4ZnNmGRZVDtDuw6r5IvrWpapQOCDAdl/XChvqhpT61ix05MgzO4AmfVn08CPUSW+lkKm3mKcvBEZWGSq2DCFhY/6B92spwMaOajbDckNANz2jhg/o0GyTLz68Vhpk8rzy1490G4D7bb8bpsYKDKojiUYaB42AK4quF4ffMsazNaTyRcrXdm32xGKQ7umeM/flA1WBVDTwL33PK5CN+itPuiea8jWVgP371cEcmxpWEjArKrA910D3/M0uPueDmysS8nUXV1J2WrKzq/K8LInbkktDZ20sqEER+mea4FXLivp32desVYsRF0r3SCBXfb1pnMxtEWpk1Tm6zAHSZ2uwtj5cy1SOJm88suXka+v+8JDByJKWvEG2Lzput5TP2PCs55hcKfrZUzonGdg4QwzAF/DJf47Z8xjnGdNITMkAQCAfwzgj6cojRcy8/MhtMgbieibZn4J0estE2eOMeFlz/xBMQLDkdwggJRuvNUHazNNpwXNs61dZLd6PuMOzslNbjfPYBiCfzc3vbH12VzbO7L9YCjeNrMs1+Plt3lo40JSmYtSHjv2FAmtrogBu3o5GF4rBL+5PZm0AOhEIWoAv7TvtMVwxZNLuyVG2TxFymCp217Cp59nmWioHdzWdmTsxcBynClov988woEoTOiK1GRgqwdhdEbkwXFda0NQ5dqbDVnKq6GnlRXht033beOIlQ66n1A1HCaS8VgnSv1dNukQAf1dMWC5JPIgyraT3y3jorVVqQOSQVthiQKDW6JwMF14dmsbvghTLRMt3d6RLFFWTlolllhfRXb1imTw1dKZJG4dxYOh/l6VHtoxjgKvlkQyqaCI6CebMJVPBiCGXAO21GmLsaQMWasFqRg3STFwVcJqX/jsPbtmItpDPnwyEWXCezbDPqNexn5YSMPMANe05++8MY9xPkpmy6sxRWkw8xf0/3UA78E+xT6Y+QFm/rp5eelHHv8ZeVA76aS8W0gqrio2GltDNG7vSkGfqpq8oZnFoEXLSwuysSUtWEqy3uD+RjPjNQ2jNix5o6qCVEovdrcpATNvLE0BUVVCcRglsb4Wiq/rpMGDQfDCLGDmb3K9uUwDa5ygZaNNgTLhNeMOGOyPjwv0AgBfF0InGR6JkoXWVmXZ3N8VI19VIQnEVgP62dn6Wmgkuroi9IfWEA4BvCx4/GaYGw2VpjX98fTncDQW+mggTQ4wKsDrq6Lk2B1G47aJhqX0phlC5fGpqEWdMxiKXK6qRQ+fk/DZV0VSRzc2tS5I5p0CrItWHlkmQeStncDRt5TjZobb7skxAuBGY3BRwvV3Aw3kIoPoCxhJzWWY2sUQJRkZveEpnKry9FNMdVhVuBi+1sU0h2znIuy89317/YhYSMOsIEd7/s4b86g1PgTgOZrV8nmIAf7O6Y2I6BKAbwbw3dFrqwAyZu7p428F8JOnMXCPsvTeR7Y9QPX0DTRu7/rU5FgziizyImMFgnkksCI2NBEY48FQvF2VjrkbN5VHjIJXXu8s6gUej8Gb28i/+F55vrklfOLVjSArY5aeblvbyC5fkufjAjzeCh4uswaJKvCNW2IUe30Z7+4gBOPKUm5QS+KYpXcGxLu6fAkYDuFGY+RawJ20uE52eUM0srEiIyPxgKtKDDsAGo6Qra9JMGy7J+8b12iTBTQwtLISVgWjsW+/RJmqK6oaaGbBIMfefDwRVXWgntrtkDmn8jqqNCZw373C++r5s3NClzYkAFnXXoIJIKxE1HBnPQnYIs+l1GdRgp92BXjqRvhNnTZcp6U1TZxy5C1wIwftDkB6THl3ICsK/U356grq3YHn2M1AW2F7zDKijpE3G2Gy0nPiaTDAOxSk168v5WmKjHlSqWdpnWdw0AspbTgJmIAFMMbTONQ4M3NFRN8P4FGIlO4dmu3yBn3/ft30nwF4LzPvRrvfC+A9KtBvAPhVZn7k1EbvWLL8BgXqyyugRiathCzbzJb0TW3DMy0P80kgYph8Ld2GJoVUUiidN7cmpHDsWCL9KyvBCDo1kN0OqNuRtj7sUH/hKeEG223xlsoK9c3byLSkI1ltjqIUz9O8qZbUYqBuR7Wuznu4RJmnPCZSqJ0DqpH81s4B3GNZIr/n6aiv3/B95QxcluDRGNSdSkTotAHXAg8GoG5XPMbawT15A9mlddS3t2SprCnFglwmmV3Va3c7PshIZSmTgJ0T45iNvjCe1ibLrR3Zf1wAjW7QoWcAGq3AyTuCu35dVyy67DY+lzlQC0ZpAT4w7AOkNpFYuvVoDNzekony0rpMSJmqhDQdnjalQD6NoyCg0l++oJBONvnaKur+rtS0qCOv1KSNarid15tH9IZ5ykAw0NYde79VnZ3DjMDuaAkiM7c9Rr2MRfaaAYjQd8Ewl86ZmR8G8PDUa/dPPX8ngHdOvfYZSBHqOwJmp+mykr6c9bXP2rAW42oGVQNKqKrJzCqLogPBUNuNORx5zyS7fAlOPd8JTyLydJgdSI0E9yRSnjUboh4YjQGMAXbeaFutXQC+1i2YvXyJd/rI1lbFaKsnnG2s+yW61c3wRsSSFEZjNZBR0BOQ4xEfA6sbsr2D/N57hMM0RUZVgTU7DQCsaD6jlsCi9ZzLc9BqV2s5aN2FsvLR+qyVy3hWuqFNlY1pY10TbiqhGNgBw8LrmJHnQjvVtU/v5oF5nDmw0gqrlbhLSKWG2CbcQoObeeaz8rLLlzTwGl1LKjWkla6X3iEjmeRbLfH4V6RYFbZ2pKuJc5Mp3lbDQldEZkip0w6Zf6b4kIsmDMD4Y4szFAWybgdOu8pwUYSA7nQQmCgoh4BJjnher3ka83jYM+CVGssExkLQGNNYuvTtmaidyJ/MCDsHlOHCNbkX11nQ3ep/t72DbHVFhP/WCFNTbAGIwRwMkV25DNfrS/ZVnkugpKqkVRA7WXp3gPrJp3Q/MVZcjiei33HdW4tyW5lHX43MesdFRdazFSnKLn3fVIZlHp9ts7YalBA0dbGVlfzWrigKqNEIdRR0OW+8JOdiVLE66T2zlrnk0RjZxpoYHIjh8EkN7OCKGlmrJYEx8wZrB1AVahMTiVHWtGp0O7DiSXB1MEDNBrC9ExIkskzKbe7uhonWkkCsUJEdSwva5rnULm63RSUzS4NrhtmUEcafr3S97M+Sh7gspfCUtXXqlyFGYcddZXJ2PVEzakDQH0wYOKkqB6/asNcAIF9bE1mcEw06ZZlcy2b81fP2x38/xEWL7mCluKUzzIb9JA7niOU2zsa5MUtiQbsVPCItyGPNK+VmV8/RAilFgWxtFW67N5mF5oNIzi8b6/7uRH0B+36ua08NcK+P7NIGeHcoN1yzoUZYukNwUUh6LsQAU57DjUeSJKBKkmx9XdQENvaowadJ37goxMg0G0IxGBVgQaI4scU54UzZiQdn0rRWU7ze/q54m3Ut3LZSE6wJDDJY0sDeOlyvB+p2tR+dLNup2/VGwpUVsmZDPrvXF8oklhUOR8GLNg8/UjSg3QRGTlQXVRWKS9VOuG7HukppqG68lMfRZEQ2AelEVW9uo/GM+3TStoBqHa2WclC7pTJCaRDgen05noOhaNOtaNG4kN87HmvdjFI03rWsKuCcqFgAuda6smLhovBaaGq3o2p5Woi+qsRAR960tYyK4Z/XNaZrXOyRv8WKilmKi1PAPJ7ywlMaDNACqDOmsdzGmRlWxB4AfEW1TI2BcbrNpjTNtCpco7G2zKmCga+ksIx50H7Z3mqJ4e33RZ7UbExe9MORLEUzguuPQFXDS4vccOjTa/d4NaRcKmWSJGDUgd7YbPRDVYmXjhrYFSOaX9qQSnY2yTTyKW8oBwYyQbjtHeSXL098thiHQKv4ur8Z+RUH17XvuuKTJyK5l3mE3thPF8wpypDsUhRiAFtN33CU1lYBFIGLNuwI78+VZMVZph2tdCV5BU4oinEhRrl2YFdOpJ27fl+MxmgstFSnHeqcZBl4NBKqxiYJNY6mW+ednhhk89RzOzfDkP2osj1Tk5Bjua58mVW9FnUy8UkqgwGo3Ua+vg6nNE3W7sj3RZSb9fBz2q2Eq1KpotZeYzgr3dpZ1/J9aI5TwtJ6ylOgO7OQOBGW2zhPKy6qeuKGC4GTzMuqeDwOnpD3QvQj1Ms2PtgVJagovbfr5Um2RAQALsG74QJ1ozGyZiMsM3WJTI3ORKaW1UEQoy3eh6cZ1KueqE8c891WohQIKoOcpKznuIDb2glpvI0mqtubPsuMtIWRyeDAYkAJACslxIVSLnFGm/5uGwv7hBn1GIHw+6Yleo4BHgN1OxRmN6UJZYHGsCxLKzIFbf7abkkgzyrYWaDP5IrNRuD/jXv3heFlgnP9Xc/hB56bvXSP8lzUFnoNZJ22JIysyOqCNtYlhmEp5NP1Sxq5L/pETU3msfMV0Sg+iGzyOcrA1Qj52loYD0slOVcUQkOpZ27nbVr25g2kGl4rfO9fmyDXT9EKLUEh/bmxgD9jHp3z4sIrJYLszcM8MtMo2/u25NNtXdxs1H9uKAIznfo6vd1EthUQ9jEDbsZolodh+8ayJw0gGvdoqeTxTcg7PaEjLBimsjre6UtQTyvE5evryDbWJBkBCMkKVh+4KgHKwvLZfoPyo24wkGCm6mip3fYrCWo1hdJoS0alK4rwPQ0JhFKjIdvrSoTHovG1BBW3uSW1KKySnC3Lx4U30CAKleYMdr5jyZ0F4ZiRra35ZT2Px8HIDYahuFOU4u8Dh/68UFBYmDyNWWR1Da3FbSun3YGnZrJuF9nqCqjRQLa+Hnjm6Qater1QoxkMtM+qs0lfamJQnoveWV+bTviYMMzR/1jXvF+di3nqX8yL6SzBZQIprTH9N9e+RLn2EPxtfX6ViN5HRP9H/1+Jtn0zET1GRJ8mon942GcvtXG24uF7YBlZm9twN26KFzODuzPDPJO7sxtBb8Ks3ZnIpoqVG5SJ58VV6W+erNVCvrbqe6/FnwXAJxiYJ+RvVFN5qKE2Y2j7kqVcl5K2zINBoCiYQ0owEGR3eSYUSKQb5tEY+fq6fG6jESYQpS/M+8pWV4TGyLKgHKgqOaZmSLIM+SUpd5k1G2qEC/B4jHqnBzcYgB2rkex4g00N6V7CozF4awe8tR2kbnHluuh7vPccvcflpMGyycK8SO99FoVOJiwG34VVAbWaYaUylflJK92QSWpp/rWUR2XT2ds5iHhf5DnccDSpELJEkTo0VSVL7a7rMClE9Mke3jn+jvDinvdjzDLEp0lJHJQleN7dtecBub1/c+KHAHwqev4mAL/LzM8B8Lv6HFos7tUAvhJS4uJtWlRuXyy1cQYQvJ8oIw3MqJ+6ITfGrF2iJAl9ITSiVGO5pymlD9xIxbC5vA6rSTGrUExRTHDNE1640/Twug6GR9NwqdXyumgzMm44BI8LNUAyCeSXLklgrJbGANRuyV+ehxRp9fZcr4e615PPtgAcdBWwO5BC7vqbOUqbtoaiPBqHOiN2fNUYU0bIVlaQr63KBFdVqLd3pP5wLAebCmKSqVVqB3Yu8NcRiLKoqBSHTDqNC1gWnE0UFiDm8RjsVNaoheR5NBYP2dNVkRfvU8ubQofkEi8wXtgnNk2DSCYrqyQ45R278UgmEFPzeCmc/H7Srtx7frcVv5+mFWwCn6XauBP0g35mvrZ2+p99luDjGWcieiaAfwTg7dHL3w7gF/XxLwL4p9Hr72LmMTN/FsBj2Cdb2rDcnDN09h8XkhzgRA3gG1SytNIxz9ZvH3m8/nOiAIooKTBBabiy8gY0X12BSdnMI/SIdKVuOPTc83RDmji4Q3kLrqyQb6yI57zSFaOgnld+aQPUQqTZlWW1Gwy8qoP918tyvt7e9rUVkGkHa9sXCKoOHXOmraDYSo7mObKmqDukePuMGz7S1ca95OLnYUnOoFYTda8nE8Jo7D83W1mRuIB28QDgeVaywksmbfQJHeRriZiiw/V3Qa0m3GAgGuFo3OxYutiMxkI9tJpev+2DbjqxeSmjGdS2lSpVD7nZkNVHXUuSELugBedofEUZVCpWQ8Ngx8eooCiLkPS7WSsAchFWMn61JT9q7zlhB67hr2VfL2OGN31aqPv9Q7cx73lRlRvHDAj+JwD/FsB69Nq9zPwEAGiT13v09WcA+EC03b4F5AzL7znHtYyLQgyzeiMG84JdWe3xYie6PKj2eM92ptKAGD8zLPYcCDeZcYXmtXneMKoI54deVhMeutsdeG9SJGod5Bvrvp2QeXkWHDQjQt2ujIdI6gBrANMe283uMwF9/eh8gsJAXYtCQrcx/XJ8rKY5eJNtuaII1AwrB93uiIHxWW9Cf4CkSLx5gM4KJAGaKVmGlYHRBRYAjWV3PmNOPVltfpBfvQIwo3Htql8lmYfNVRkkkjFq58fjj7HSDO7mbZEWmtEGQqAziln4SoVWNU+9XzcU5Uzd76OOysnaMY35Zs9vAxPBwKMaV7uuJva9KMG708b+nvM1K8amf76qJhF9G4DrzPyROb9lFol94Eldes8ZAKx8pdvuec/CdMTW9cFzu3nLGw9DnNLKVSk63U5bumQoV2xUhmW+ubIC5UHWNO1lZ5rG7MajicDPnhuEnfS/A0CZJsZokIksKcG4VaNBHMONR8hXr4gHNxaFiBuOJgxkflmLuw8G2qCzEgNtvKd6huxY+HIXFCwTATJMD3nauBQTPLxNZG48Cs+V1zYeHbXUuWYtmBRWFkGj6/l1QKVvosMWvtaKPEXJRhnJ65CkHa5rSZXu9UDNhkgblVrxNSgK4X+NsvIlN70yxYG6HUmHL4pAc2Qk58AKU2kyj5/cTD1CpPEFlhUCsyQSNZr+ejINvJdG6m+qLZAdj2dOxCuGZJQPBgGg2czUzQMKsb0QwD8holcA6ADYIKJfBvAUEd2nXvN9AK7r9kcpIAfgInjO5k06Fy5CLXNo3nIc+PCqiji6bEG/bjfwvqOx97ZiSiT2gO3GmsU/u/FoInjoS0BGUXVvhNSzdkWh/LGoNZyOwbxobxStPdGOZCxm6+sT3LUPUKoG2RJifKq3LdkdS6Ggbkc+TyvfmbGeXoHs6ZgRy7qM74wzFtU7BmU+JdzHBpqRoqPdRtZpyzjU2FGzESXLrEwmCeU2EdCEJ+2zOyHGUjTrQUFiQVtSzTUAuH5fAqamirDfaCU0AfjGBEpt1Ns7QFHq9TJZeMgfG+OKdZL1qfD2PVEwGEAooG+T/WgcvPgZZT8Pg+17YNbgaeAOtK46cxyDc2bmNzPzM5n52ZBA3+8x83cDeAjAa3Wz1wL4LX38EIBXE1Fbi8g9B8CfHvQdy+85OwZYki3itjvmMdgN6XutYdLzM2Stlma9CU/tjRUwIYVz08vYGsHoHuCh7PGclRv0N14kgZKRYypFAAASyklEQVTvku+re+LN8XDk6RKnyRC2bb21JR5qt4M4tdvqS+Tr6z4wiLLyWXVuOJJ2R9Yx+rYmiGQEWGq5XxaHYzArMj9B26hCRDxcpYtaLeF7Wy24fl94Z+V6s3ZnojKcSf6o0Qgc7lSVvYOMFZcVqNlAfs811NdvKj1QTiTR2DawlHFvlGnSZbHEFTO03Q7Q6wndMRojb7WAmoOKRPeRlOxmeKznK06Vn9Au+/FQWOWpBl4ulyPQGnGS1CkqMi40Tm9x8VYADxLR6wD8FYBXAYAWi3sQwCcBVADeyDwdiZrE8hvnKYO4p1Mwl2osJBPLaAbKaILw8coJlbVN0BTR4z2t4dUwyyQQDG+cycWOJWpvxjx82AQ/a3UUMlVNUKslFEdGIA665KzdESM9pRrxGWdraz7ZxBs7NQA+1bwoRYc7GoN56H+D6ZVDsfccXBfhtwFKkZgHKhTFgXpwQDhbIPDhw1Cy0xUFKDJY2caaT42Hdg2R5CIHclPJN0ppsdZJ9iuEbkdKvea5z9T0q5MZyR2URysp1TZ7WVtd+1KmXJT+PFEjSmSKa5lYNqWl1M+aSKZe86srsJ/8fDD5qMG8O1w/Y0K3fxEoE96X1phvd+Y/APAH+vgWgJfss91bALxl3s9dfuO8D+wC98WFLB0XYXluRkZfnLyo40yrqSI1fntg4vPiG2LaWM00XpFhd0UBsrRvNZCmnDCu2bxNN9bfNpHcEiYC1gCUXxJHdSbQaKiaoSve31j5zyZNUj1ao8TGbRzphOSvKr3RPRGUd7dzUd/eRObbahHq7R1ka6symcQTpTW+zbQIVacNLktkly9JqrfV89Zjmq+tiVNMmXjxnXZwkmu3p1mqHeNQAJ/Em4/et8nUknGsup+fnGPjbAoMYCIo6Hlu5Z79ebPrajo1fs5jui9OaLiP640vqlIDOJzGOA/MdcaJ6GWa1fIYEb1pxvsvIqJtIvqY/v3EvPueBN/a/s4JryLuJGzLbEsM4boOXpumxk4sz2cY4D2psjGm+e2pJJO5ESW7xBe9UwkbIAaCmg3PQ9r3TvC7ypebdxh/lq8WNxxJhlzk1VOjKXWFLQ2aQrbgxCqkDs1C3Xh0pNZEx4EbDlHv9FBvbgs/XFVibHOr6if0DI8lSEfdjkxK4zGqLzwRBTanmpvqdSFSu6FMPtZRxgxxLjW2qdP2tZWRkW96gLqWyaPZQLayMtGbkYdD6XSiqxp/jowbZ95rHPPAbftJEIE3lienaD2OY+xPiEU2zMDROeezwKGes2ax/ByAl0Iijh8iooeY+ZNTm/4RM3/bMfc9FlxZwRcQj7830th6XlPrXRxqRI9yE8y77VE9lch7NxqEgD1evvfGVVNttI3pm30ShgtL5XgfH9G3eswk7av8cZvVBeMsYbxpUYqhVOPmhiPkG+uisihLT1FYQSdLjpGPYORXr/hkHfHIZYWQr63BV6XTwkQAQt1lAJyphrnVlI42VeWP9UT2omb5UbsNp1puD8ts9NI/wLhkQOiofH1dddlRgPVO1q64CHTEKYF4MYzxNOaZPl8A4DFm/gwzFwDeBcl2mQcn2fdQTNMOpPUiTI9rgTMAez3lOBp/p3HUG2EGjz5RA2SGHA/AHn2z98hnebmRp25G3PYPacyLccXKOZWx1Ds9SQIyLbL1LozSyz0nb+nk/V3xYk3nrd21Weszo67hdvpSh6PXg9sdiGrGUsvZyYpjRSatbGVFZYIUFCKWUWierufMM584w1aPeYpDzlZWJMU9mkzvKM7y2l8SLKXnDMli+evo+eMAvn7Gdt9IRB+HaPd+hJk/cYR9j4XJJqXOe9Ax32zb7OHJFsTwzIU7OVajMYxjPwvjcAy4wQBZW6R2luWHupb615qhl62s+Ow919PUfdNXM8tnKO1jnm99ezN8iWWgTwWHUVVg9YyztnQnyeIWZaYXVyUNIBNl1u1OpF5Tlkk2XSSjBJtHnQFcTgaM7+R5P+FnT8Rrlh0L6jnPY5znyWz5KIBnMXNfRdm/CdHxzZ0Vo9k3r5/13oGDyyUhxPqxWbIBEIx0iMhbB5MLclGdAuJjsegRePPs86tXRP6W50FqB0jAbXcIWo0ohdqBazexqog/a19ESUmzLlhqtaTxwMpKSEk3r1oDrrM6XsdJLlzLJOFOI6h6FJzC+b1o99BJ1Bp3CvOsbQ7NbGHmHWbu6+OHATSJ6No8+0af8QAzf90BGTl78H5+d+BfBwMJWB1woVsWWMJyo769iXp7W5QiRSk8sxYzMm/Y01nj0eGG+Dhj2JKeknWvJ99jHrNV7psqRcvOyTYanAUQGjGcYunOhGPgmIWP7jTmMc4fAvAcIvoyImpBsmEeijcgoi8ibbFNRC/Qz701z74nxXtHv7z3xZhTS9zahYUrClGwmOHT1OiZ3ULOGFyVqPt9PNp7Jx7tvROUZRMBaoOnNy4wFl6pgcU0zofSGsxcEdH3A3gUEmJ+h2a7vEHfvx/AKwF8HxFVAIYAXs3MDGDmvqf9I97P7w41Y/cpo5hwMRHX0GatWXFYQsx5wGqPv7T5mlBsar96KwlnCwaoXrw4y1xJKEpVPDz12v3R458F8LPz7nsn4A10utDvTlhpzAWjrb6FXglQhve7BwEo76zJLhJ4nWrGmoz1uWARPOVpXNgMwYS7DIts0NiFlR1Lh3Iz1t9Cr4SvingB6Y1FpzQAAAxkCxgQTMY5IeGsEU8kszxlldqdN29+t8A450XDhZqql2KWhoxzWcaacPqwc7+nt95UiVZfqTCuebJE3vUyXePkeM/feSN5zmeM+IKNHy9DE8yEO4ApLzpkbe6zzZJgmQwzGKC9DdLPHRfOOE8oNxYMB12w0+8t6m9IODksSHgovaFYNnpjqQwzoDrno3nKRPQlAH4JwBdBqkE/wMw/TURXAfwagGcD+ByA72DmTd3nzQBeBykh+YPM/OhB33HhjPNFwawL/DwN9mE3XJpMjojIEL+f3w3wnMdwwb3opTPMimNwzhWAf8PMHyWidQAfIaL3AfiXAH6Xmd+qVTjfBODHiOh5kDyPrwTwxQDeT0TPPajgfjLOS4Sz9K6PepMlz/8UkGR05wJiRnZEnbN22LYu2z0i+hSkltC3A3iRbvaLkCL8P6avv4uZxwA+S0SPQQrD/cl+33EhjfMiUxunif0M6HF++2l7PPsGvRL24KIco2X1moGTqTWI6NkAvhbABwHcq4Yb2uT1Ht3sGQA+EO32uL62Ly6kcb7bsUg3STLSR8A5eM0zKzbebWBIH8i9uEZEH46eP8DMD8QbENEagF8H8MPMvEM0q9abbLrPN++LZJwTzgTJSC8mfAo5cKLJYZEcguNgH1rj5kGF2IioCTHMv8LMv6EvP0VE96nXfB+A6/r63EXg/JjmHfyyYREvlmSYksZ7IaFdd46LZT+fxEfXOWuht18A8Clm/qnorYcAvFYfvxbAb0Wvv5qI2kT0ZZCSyn960HdcaM/5buGelxHJk15+LLtRjnGMwkcvBPA9AP6MiD6mr/04gLcCeJCIXgfgrwC8CgC0WNyDAD4JUXq88SClBnDBjTOQDPSiIxnp5cRFMsxgPrJxZub/gdk8MgC8ZJ993gLgLfN+x4U3zgnLgWSklwMXyigblrlkKBG9DMBPQ2oyv52Z3zr1/ndBtHwA0Afwfcz8cX3vcwB6kKyY6iidTk4LyXteHiQjvXi4kAZ5GgtQS2MahxpnIsoB/ByAl0Iijh8iooeY+ZPRZp8F8M3MvElELwfwACYbub6YmW+e4rgTLjjShHq+uCsMsoEBqhYv+Wcez/kFAB5j5s8AABG9C5Lt4o0zM//PaPsPQGQiCQknQvKizxZ3lUGOQGCQW07j/AwAfx09fxyTXvE0Xgfgd6LnDOC9RMQA/vO0iPtuwt168Z8UyUjfGaTrUbHEnvPcmS1E9GKIcf770csvZOYvaBrj+4joL5j5D2fs+3oAr59jPMdCWiYn3G1IxndeMLCknvNcmS1E9HcAvB3Ay5n5lr3OzF/Q/9eJ6D0QmmSPcVaP+gH9rDvCzicDvdxIHvTBSMb4mNg/fftcMY9x/hCA52hWy+chZe++M96AiL4UwG8A+B5m/svo9VUAmVZtWgXwrQB+8rQGfxwkA738uNvPYTLCpwwGqFq8+iKHGmdmrojo+wE8CpHSvUOzXd6g798P4CcAPA3A27Twh0nm7gXwHn2tAeBXmfmRO/JLjoC7/ea+CLjoXnQywGeJ5aU1wMwPA3h46rX7o8ffC+B7Z+z3GQBffcIxJiTsi4tipJMxPkcwgHpJjfNFRPKeLxYW8Xwmg7skYAaqxWsieNcaZ2Axb+iE42NRvOhklJcQy0prJJwc6YY9O5yHkU7nd4nBDCxgw4G73jjfae853bTnh7Mw0un8XgQwsIxqjbsBd8JAp5t2cXASI53O410AxkK26krGWXFaXla6mRcX6dwkzMQxaY3DqnWeFMk4T+G4XnS68RMSlhUMPqJaY85qnSfChe0heBIcxdCmnngJCUsOhnjO038Hw1frZOYCgFXrPDUk47wPDjO4ySgnJFwMMDO4rvf8HYJZ1TqfcZrjSrTGAYh56GSIExIuJnrYfPR91a9dm/FWh4g+HD1/ICp5PHe1zuMiGec5kAxzQsLFBTO/7Bi7zVWt8yRItEZCQkLC0eGrdRJRC1Kt86HT/ILkOSckJCQcEftV6zzN7yDmxSsyfaeK7SckJFw4fETLE184zEVrENHLiOjTRPQYEb1pxvtERD+j7/9vInr+vPsmJCQkJOzFocY5Elu/HMDzALyGiJ43tdnLATxH/14P4OePsG9CQkJCwhTm8ZznEVt/O4BfYsEHAFwmovvm3DchISEhYQrzGOd5xNb7bXPHhdoJCQkJFxHzqDXmEVvvt83cQm0iej2EEgGAMYA/n2Nsi4ZrAG6e9yCOgTTus0Ua9+nhWec9gDuFeYzzPGLr/bZpzbEvAEAzbx4AACL68DJGYNO4zxZp3GeLZR33smIeWmMesfVDAP6Fqja+AcA2Mz8x574JCQkJCVM41HPeT2xNRG/Q9++HdOZ+BYDHAAwA/KuD9r0jvyQhISHhAmGuDEFmfhhigOPX7o8eM4A3zrvvHHjg8E0WEmncZ4s07rPFso57KbGQGYIJCQkJdztS4aOEhISEBcS5GeeTpISfJ+YY94uIaJuIPqZ/P3Ee45wGEb2DiK4T0UyJ4gIf78PGvajH+0uI6PeJ6FNE9Aki+qEZ2yzcMZ9z3At5zC8cmPnM/yDBwf8L4MshcruPA3je1DavAPA7EK30NwD44HmM9RjjfhGA3z7vsc4Y+zcBeD6AP9/n/YU73nOOe1GP930Anq+P1wH85ZJc4/OMeyGP+UX7Oy/P+SQp4eeJpU1HZ+Y/BHD7gE0W8XjPM+6FBDM/wcwf1cc9AJ/C3uzYhTvmc4474QxwXsb5JCnh54l5x/SNRPRxIvodIvrKsxnaibGIx3teLPTxJqJnA/haAB+cemuhj/kB4wYW/JhfBJxXsf2TpISfJ+YZ00cBPIuZ+0T0CgC/CanWt+hYxOM9Dxb6eBPRGoBfB/DDzLwz/faMXRbimB8y7oU+5hcF5+U5nyQl/Dxx6JiYeYeZ+/r4YQBNIprVPHLRsIjH+1As8vEmoibEwP0KM//GjE0W8pgfNu5FPuYXCedlnE+SEn6eOHTcRPRFRET6+AWQY3zrzEd6dCzi8T4Ui3q8dUy/AOBTzPxT+2y2cMd8nnEv6jG/aDgXWoNPkBJ+nphz3K8E8H1EVAEYAng1M5/7UpWI/iskyn6NiB4H8O8ANIHFPd7AXONeyOMN4IUAvgfAnxHRx/S1HwfwpcBCH/N5xr2ox/xCIWUIJiQkJCwgUoZgQkJCwgIiGeeEhISEBUQyzgkJCQkLiGScExISEhYQyTgnJCScCw4rajVj++8gok9qQaZfvdPjO28ktUZCQsK5gIi+CUAfUl/kqw7Z9jkAHgTwD5h5k4juYebrZzHO80LynBMSEs4Fs4paEdHfIKJHiOgjRPRHRPS39K1/DeDnmHlT973QhhlIxjkhIWGx8ACAH2DmvwvgRwC8TV9/LoDnEtEfE9EHiOhl5zbCM8J5FT5KSEhImIAWW/p7AP6bZocDQFv/NyDFlV4EqUHyR0T0Vcy8ddbjPCsk45yQkLAoyABsMfPXzHjvcQAfYOYSwGeJ6NMQY/2hsxzgWSLRGgkJCQsBLU36WSJ6FeDbeH21vv2bAF6sr1+D0ByfOZeBnhGScU5ISDgXaFGrPwHwFUT0OBG9DsB3AXgdEX0cwCcQOg09CuAWEX0SwO8D+FFmvtCV8JKULiEhIWEBkTznhISEhAVEMs4JCQkJC4hknBMSEhIWEMk4JyQkJCwgknFOSEhIWEAk45yQkJCwgEjGOSEhIWEBkYxzQkJCwgLi/wPFxsipn/NIsAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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eQ9OXiikSzNvNMD2NpH8NLAW+mVvdmIX6TkmrZlvQZpU4QczGXGWu06kWS8UU6c1SZBbqhhOBW5qaWArNQp0Cfd+CvZmNVmUCeUDsqF5NvFmRYF5kFuqGk2lqYik6C3VETAAT0HrauFbc/9ysd81Btx/XVGUCeaIadE0sEsyLzEKNpJ8Hjgc+mFs3kFmo8xzQzYopGmBbpevmGqtaICcEswjmkpYCF5BN6HxpRJzftF1p+3KyCZ0/HBF3Fck7Gx2DecFZqAHeA3w7In6ayz6QWaibOaCbTdfPoNrYV6frrHKBvGFHd8lzvfxOIGu9uF3Smoh4MJdsGbAgLYuALwCLCubtWqE7QCNiLbC2ad3FTc9XA6ub1m0AjuylgEU5oJsNPpi2C+qVDeIAMatmlp29/AAkNXr55QPyScCXIyKAdZL2kjQfOKRA3q7V6nZ+B3QbR6MIpJUO3q20/pVuXtONjhPptz1o3ctvUVP+dj0Bi+TtWq2Cudk4qV1AHZUAte7Nsm2GGx2L9PJrl6abHoKF1S6Yu3Zudecg3n/qvl95kV5+7dLMLZC3a9W7Z7UAn+xWR2Ue26Tyur9paGcvP0lzyXr5rWlKswb4kDLHAs9ExJaCebtWu5p5Q9Ff382qwEF8cNS+maWtgr381pJ1S1xP1jXxIzPl7fV91DaYN7jZxarOgXzwZtHM0rGXX+rF8tGieXtVy2aWZr4YrKp87g5BZMG8eama2tfMG1xDH2/5oFiV88CBfHiqGLybjUXNvME/IBlUI0hWoYy1UZOa+VgF8wZfKOOlap931cpbdQK0Y/pSNWMZzMEXzLgr6+df1nLVmmvm1edml/FWts++bOUZKzWYnGKsg3mDL6LxVZbPvizlGEtRj2aWsenN0olvMhpfo/7sHchHr4rNKs0K1cwlLZX0kKT1ks5tsX2xpGck3Z2W84rmLRs3vdRLN59l47Mf5ufvc60cxqLNPDeQ+jJgIbBC0sIWSW+OiKPS8mdd5i0dX2TjbRhB3edYOWiMfgDdOQh7RLwMNAZSL6KXvCPnWnq19eOzG9Q54POqXMYlmLcbYL3Z2yXdI+kaSW/uMm+p+cKzfjbB+HwqmZrUzIv8AFpkIPW7gIMj4nlJy4GryOa9KzwIu6RVwKoC5RmJUf9IZt0ZZMCc7dAADuLlVcXeK82KBPOOg7BHxLO5x2slXSRpXpG8uXwTwASApJ5n3RiU5gvSwb1chh0wHaBrIKpZE29WpJml40DqkvaTpPT4mLTfJ4rkrTq3q5eHPwebDTEmzSwFB2F/L/B7kiaBF4CT01i+AxmEvYzcDDNaDuQ2awHaUdrGgMKUxdxyKXMzSzcc2IfDgXys3TnDpMuF7DHvoFh44n+atv6O1R/ved/D5DtAB6iKY2hXiYO49UXALmPyA6j1gQN7fziAW7812sz7uk9pb+BrwCHAw8D7I+KpFumWAheQNUNfGhHnp/V/CpwBPJ6S/kmaaq4tB/MRcGDvnoO4DZKm+t6yey5wQ0Scn4YxORf4o1e95it3yJ9A1vPvdklrIuLBlOR/REThAOFgPmJ17OrowGuVEqDJvu/1JGBxenw58L9oCubk7pAHkNS4Q/5BZsHBvGRaBcIyBngHbKuNGEjNfN+I2AIQEVsk7dMiTas75Bflnp8l6UPAHcDHWzXT5DmYV8Aoa+8O2jYO2rSZz5N0R+75RLq5McsjfQfYr0W+TxZ92RbrGv9VvgB8Oj3/NPDXwO/MtDMH8wpqF2D7FeQdwG2cKIJdWvcz3zZT18SI+PW2+5QekzQ/1crnA1tbJGt7h3xEPJbb1yXA1TO/CwfzWpltkHfwtnE3gDs+1wCnAeenv//YIs3OO+SBR8nukP8AQOMfQUr3HuD+Ti/oYD4GHKzNZhBA/+8APR/4uqSVwP8D3gcgaX+yLojL291dn/L/laSjUukeBn630ws6mJvZ2GvTzDJrEfEE8Gst1m8GlueerwWm9R+PiFO7fU0HczMbaxpMb5ahczA3s7FXh4G2HMzNbLxFOJibmVVeTYbALTI5BZKWSnpI0vo0zkDz9lMk3ZuWWyUdmdv2sKT7JN3d1AHfzKwcpmL6UjEda+YFBoMB2AgcHxFPSVpGNv1b/rbUJRGxrY/lNjPrjwBNVnBqoSZFmlk6DgYTEbfm0q8ju5PJzKz0RKCp6gfzIs0srQaDOWCG9CuBa3LPA/i2pDslreq+iGZmA5Rq5s1L1RSpmc80GMyrE0pLyIL5r+ZWHxcRm9OoYddL+kFE3NQi7yrAwd7MhixgTGrmbQeDyZP0FuBS4KR09xOw844nImIrcCVZs800ETEREW+r0px7ZlYDjdv5m5eKKRLMdw4GI2ku2WAwa/IJJL0B+BZwakT8MLd+D0mvbTwG3kWBAWPMzIYmQJM7pi1V07GZpd1gMJLOTNsvBs4DXgdcJAlgMtWw9wWuTOt2Ba6IiGsH8k7MzGalHs0shW4aajUYTArijcenA6e3yLcBOLJ5vZlZaQSwY0yCuZlZbUXAZP8nAR02B3Mzs3FpZjEzq60I2FG9HzybOZib2ZgLqGDvlWYO5mY23gKiBjXzQqMmmpnVVqOZpXnpgaS9JV0v6Ufp779pk+4ySVsl3T+b/HkO5mY25oKYnJy29Ohc4IaIWADckJ63shpY2kP+nRzMzWy8BX2vmZONLHt5enw58B9bvnQ2TtWTs82f5zZzMxtrETGINvN9I2JL2v+WNNDgQPM7mJvZWHuOp667fvJr81ps2r1pdrSJiJhoPJH0HWC/Fvk+2e8yFuFgbmZjLSJatVkXyffr7bZJekzS/FSrng9s7XL3Xed3m7mZWf+tAU5Lj08D/nHQ+R3Mzcz673zgBEk/Ips/+XwASftL2jlooaSvALcBb5K0SdLKmfLPRBHlG4RdUvkKZWZldKcntMkUqplLWirpIUnrJU3r76jM59L2eyUdXTSvmZn1rmMwlzQHuBBYBiwEVkha2JRsGbAgLauAL3SR18zMelSkZn4MsD4iNkTEy8BXyTq0550EfDky64C90i+wRfKamVmPigTzA4BHcs83pXVF0hTJa2ZmPSrSz1wt1jX/QNkuTZG82Q6kVWRNNAAvUc2Jn+cB20ZdiFlwuYfL5e6fg0ddgLIoEsw3AQflnh8IbC6YZm6BvACkO6smACTdUcVfqF3u4XK5h6uq5R4XRZpZbgcWSDpU0lzgZLIO7XlrgA+lXi3HAs+kcQWK5DUzsx51rJlHxKSks4DrgDnAZRHxgKQz0/aLgbXAcmA98DPgIzPlHcg7MTMbY4XGZomItWQBO7/u4tzjAD5aNG8BE52TlJLLPVwu93BVtdxjoZR3gJqZWXc8NouZWQ2MLJj3MkTAKBUo92JJz0i6Oy3njaKczdrNNZjbXtbj3ancZT3eB0n6rqTvS3pA0tkt0pTumBcsdymP+diLiKEvZD+G/hh4I1n3xXuAhU1plgPXkPVVPxb43ijKOotyLwauHnVZW5T9ncDRwP1ttpfueBcsd1mP93zg6PT4tcAPK3KOFyl3KY/5uC+jqpn3MkTAKFV2eIJoP9dgQxmPd5Fyl1JEbImIu9Lj54DvM/3u59Id84LlthIaVTDvZYiAUSpaprdLukfSNZLePJyi9ayMx7uoUh9vSYcAbwW+17Sp1Md8hnJDyY/5OBrVtHG9DBEwSkXKdBdwcEQ8L2k5cBXZaJJlV8bjXUSpj7ekPYFvAn8QEc82b26RpRTHvEO5S33Mx9Woaua9DBEwSh3LFBHPRsTz6fFaYDdJrSaLLZsyHu+Oyny8Je1GFhD/PiK+1SJJKY95p3KX+ZiPs1EF816GCBiljuWWtJ8kpcfHkB3jJ4Ze0u6V8Xh3VNbjncr0JeD7EfHf2yQr3TEvUu6yHvNxN5JmluhhiIBRKlju9wK/J2kSeAE4OSJG/tVZ2VyDi4F5kjYBnwJ2g/IebyhU7lIeb+A44FTgPkl3p3V/ArwBSn3Mi5S7rMd8rPkOUDOzGvAdoGZmNeBgbmZWAw7mZmY14GBuZlYDDuZmNhKdBlFrkf79kh5MA4BdMejyVY17s5jZSEh6J/A82fg0R3RIuwD4OvDvI+IpSftExNZhlLMqXDM3s5FoNYiapF+QdK2kOyXdLOnwtOkM4MKIeCrldSBv4mBuZmUyAXwsIn4ZOAe4KK0/DDhM0i2S1klaOrISltSoBtoyM3uVNLjXrwDfSKMFALwm/d2VbDCvxWRj2Nws6YiIeHrY5SwrB3MzK4tdgKcj4qgW2zYB6yJiO7BR0kNkwf32YRawzNzMYmalkIba3SjpfbBzWr0j0+argCVp/TyyZpcNIyloSTmYm9lIpEHUbgPeJGmTpJXAKcBKSfcAD/DKTF7XAU9IehD4LvCJiPBIjTnummhmVgOumZuZ1YCDuZlZDTiYm5nVgIO5mVkNOJibmdWAg7mZWQ04mJuZ1YCDuZlZDfx/8vG17e0udKIAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ap = ml.plot(mflay=11);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Summary\n",
"\n",
"This notebook demonstrates some of the simple plotting functionality available with flopy. Although not described here, the plotting functionality tries to be general by passing keyword arguments passed to the `plot()` and `plot_data()` methods down into the `matplotlib.pyplot` routines that do the actual plotting. For those looking to customize these plots, it may be necessary to search for the available keywords. The `plot()` method return the `matplotlib.pyplot` axis objects that are created (or passed). These axes objects can be used to plot additional data (except when plots are saved as image files).\n",
"\n",
"Hope this gets you started!"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.6"
}
},
"nbformat": 4,
"nbformat_minor": 1
}