{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Module 10** \n",
"**ATMOS 5340: Environmental Programming and Statistics** \n",
"**Derek Mallia and John Horel** \n",
" \n",
"\n",
" \n",
"\n",
"> # Announcement: \n",
"> Your final programming assignment on 2D and map plotting will due at the end of the final week of class.\n",
"\n",
"> # Today's Objective \n",
"> Introduction to 2D plotting with Python using the Matplotlib library \n",
"> Create simple 2D plots \n",
"> Adjust plotting elemements of 2D plots \n",
"> Working with different 2D plot types (contour, color-filled contour, & vector maps) \n",
"
\n",
"In addition to todays lecture, it is *highly* recommended that you review **Chapter 12** of the DeCaria text\n",
"
\n",
"Before starting: Make sure that you open up a Jupyter notebook session using OnDemand so you can interactively follow along with today's lecture!\n",
"
\n",
"Today's juypter notebook lecture can be copied from my Atmos 5340 directory on CHPC:
\n",
"*/uufs/chpc.utah.edu/common/home/u0703457/public_html/dereks_homepage/Atmos_5340/module_10/*\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Python: 2D Plotting"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Contour plots are usually employed to display 2D data such as those from numerical weather prediction models. Usually, this data is provided to the contour plotting function as a 2D array. Contour plots are created using the pyplot.contour function `pyplot.contour()` or through the `axes.contour()` method. In reality, this is not that much different than creating a 1D plot... \n",
" \n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Before we can make some plots, lets grab some sample data that we can play around with. Open up a linux terminal and copy the following files into your working directory. In addition, maybe it would be good to create a working directory specifically for todays lecture.\n",
"
\n",
"Copy the following files:\n",
" \n",
"*/uufs/chpc.utah.edu/common/home/u0703457/public_html/dereks_homepage/Atmos_5340/class_files/heights.npy*\n",
"*/uufs/chpc.utah.edu/common/home/u0703457/public_html/dereks_homepage/Atmos_5340/class_files/uandv.npz*\n",
" \n",
" \n",
"Once you do this, we should be ready to make some slick looking plots! First, lets import some libraries.\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"#Lets load our predefined python array object 'heights.npy'\n",
"z = np.load('../class_files/heights.npy')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" \n",
"\n",
"# Do it yourself! #1\n",
"\n",
"Lets look at the data we just read in. What can you tell me about this data? Can you tell me the size of our array? What is the minimum and maximum value? What is the mean?\n",
"\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ultimately, it looks like we are working with a 2D numpy array with 101 rows and 75 columns. With values ranging between 5656.42 and 5818.78. Lets see what this data looks like visually using the `plt.contour()` function! In this example, the array will also be transposed before contouring as this data sets first dimension is for columns, and the second is for rows. This is opposite of how matplotlib interprets the ordering of rows vs. columns."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.contour(np.transpose(z))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If a single arguement is fed into the `plt.contour` function, the x and y axes are assumed as \n",
"being consecutive integers that span the length of our array `z` dimensions (0-100 & 0-74). \n",
"In most case, 2D data sets often contain information about our axes, else the data would be rather \n",
"useless. For the pruposes of this example, lets assume our array has a grid spacing of 10 km, \n",
"with the lower left corner of our being positioned at 0 km. \n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"x = np.arange(0,z.shape[0])*10 #1D array of x values\n",
"y = np.arange(0,z.shape[1])*10 #1D array of y values"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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8sire3X2SU/Hp+Lk68OEDswn10m37B1lEejhO1hZy1EonI0kSv0TGMdDDmZC+rrp2p9cyPsiHYb4efH00gvWnr3D8eiqPTw1nxZgQjAy6162vTtHIdycus/5UNEIInps9htXjh3SJUvnd6ycpc89Ym5lQWSeXP+lMEnILSSko4a+LJ+valV6PmbEhz80Zy7ywID789Qwf/nqGrReu8dzsMUwZ5NflK14om1vYG5XAuoPnKamuY9bgAJ6dPRpX267TOkAWkR6OlakJVfUKXbvRq9h3JREjA31mhvrr2hWZNnxd7PnysYWcT8zkw1/P8ML6/fi7OfLEtBFMHODb5cRE2dzCvugbfHMskpzSSkL6uvLpw/MI7oIzW1lEejgtktQpseIy/5+zCRmE+3liaSp3mOxqjA7wItzPk4MxiXx9NJJn//0r/V0deGjCUKaH9tf5MledoolfoxNYf/oK2SUVBPZx4rOH5zFhgE+Xrbcmi0gPR6FUYiQnuXUa2SUVZJVUsFKu0ttlMdDXY25YEDMHB3DwahLfHrvEK1sO8+GvZ1kychCLRwzCxcayU33KLqlg+4VYdl6Ko7pewQAPZz59eB4Tu7B4tKNVERFC2ADfAQMBCXgESAK2AV5AJrBUkqRy0fqT+hSYBdQBD0mSdEWb/vUG6hubtFJ0Teb2RCS31iobE+ClW0dk7oqBvh5zhwYyZ0gAF5Oz2Xwuhm+ORfLNsUjCfNyZOdifaSH9sTYz0cr4JdW1HL6azIEricRm30RfTzBlkB/3jx1MiJdrlxePdrR9d/kUOCRJ0mIhhBFgBrwCHJck6T0hxMvAy8CfgJmAX9tHOPBl22cZNSiqrMXJylzXbvQa4nIKsTU3xUNuedttEEIwyr8vo/z7klNawf4rieyPTuStHcf52y8nGOjpwsj+nozw8yTI3VnlfIzqegXxOYVcTM7iYkr2f6Im/d0ceX7OWGYO9u/0GZAm0JqICCGsgHHAQwCSJDUCjUKI+cCEttN+Ak7RKiLzgfVSa7eZCCGEjRDCVZKkAm352BsoKK/Cw95G1270GuJzCgnycO42T5Ey/42HvQ1rp47g8SnhJOYVczwulYvJ2Xx77BJfH41ECPC0t6G/mwMe9jbYW5rjYGmGtZnJf37nLZJEZV0DJdW1lFbVklVSQVJ+MXllVQAY6OkR4uXK72eMYvIgX/q5dO9kVG3ORHyAYuBHIUQIEA08Azi3C4MkSQVCiPYiL32AnFuuz2079l8iIoRYA6wB8PT01KL73Z/mlhbyyioZ0V/+OXUGTc3NpBWWMi7IW9euyKiJEIJAdycC3Z34/YxRVNU3EJ2WR2J+MSkFxSTll3AyPv2uxR6NDPRxs7VioIcLi8IHEdDHkSHefTA3Meqk70T7aFNEDIAhwB8kSYoUQnxK69LVb3G7R7f/U35WkqRvgG8AwsLC5PK0dyCzqJz6RiUBbo66dqVXUFhRQ3OLhKc88+txWJmaMHGgLxNv6cshSRJV9QpKq2v/KxdLILA2N8HB0hwLE6MePyvVpojkArmSJEW2vd9Bq4gUti9TCSFcgaJbzve45Xp3IF+L/vV4EnJbCy8O8HDWsSe9g4Ly1uWKrpQIJqM9hBBYm5lobeO9u6C1BAJJkm4COUKI9oyryUACsBd4sO3Yg8Cettd7gQdEKyOASnk/RD2uZRVgamSIt5NmeyrL3J7CyhoAXGy73+aojIyqaDs66w/AprbIrHTgYVqFa7sQ4lEgG1jSdu4BWsN7U2kN8X1Yy771eCKSsxnm6y4nG3YSNQ2NAFj0oPVuGZm7oVURkSTpKhB2my/9n6JCbVFZT2nTn95EflkVWSUVLB8domtXeg21ilYRMTeWRUSm9yA/ovZQziZmAMgd9TqRhsYmgE5vCiQjo0tkEemhHI1NwcvRVt4P6UR6ehSOjMztkEWkB1JRW09UWi5Tg/3kG1sn0v6zluTAc5lehCwiPZCjsSk0t0hMCe6na1d6FQZtAQw9ua+3jMz/IotID2Rf9A18nO0I7ON095NlNEZ7FnJ7lJaMTG9AFpEeRm5pJVcy8pk7NFBeyupkLP8jInITMJnegywiPYzdl+MRAmYPCdC1K72O9sxluR2xTG9CFpEehLK5hV2RcYz295JLb+gAe8vWkvvFVbU69kRGpvOQA9p7EGdvZFBUVcsr903StSsdpkHRRFFJNWUVtZRV1lFX34ixkQGmJoaYmRjh6W6HvY15t1iac7JuFZGSallEZHoPsoj0ILZfjMXRyrxLlyKvqmkg4ko615PyiU/KJy2rmOaWO8fE2liZ4uftRGiQB5NH++PuattJ3t4bdhZmGOjpcbOiWteuqE1zSwul9XUU1tYiAFMDA0wNDbEzNcXEQLWmTDI9E1lEegg5JRWcT8pk7dQRGOp3rZ7qikYl5y6ncuxsIhExGTQpmzEzNSLIz5X77wunbx87bK3NsbMxw9zUiIZGJQ0NTdTUKcjMLSUlo4jkjCK+3XKOb7ecI8DXmWnjgpg7ZRCmXahOlb6eHi62luSVVunalXumtK6Os9mZnMrKIDo/n8LaGpQt/7dXhgA8rW3ob29PgIMjo9w9GeLq1uX+5mQ6D1lEegg/X4xFTwgWjRika1f+Q1VNA3uPXmP7vmjKKupwsLPgvhmhTB4TgL+PM/r6d9+SCwv+/2VbCkuqOHEhiePnEvnsx5Ns3BXJqgXDmT8tBBMVW5ZqGnc7a/LKKnXtRoeJys/js8iLnM/JQgLsTU0Z6e6Jp7UNLhYWOJtbAFCvbKK+qYmCmhpSykpJKS3hREY66y5FYGFoxCgPT2b06890336YGnaN34VM5yCLSA+goUnJzkvxTBroi7O1ha7doaq6np9+iWDv0VjqG5oIC+7LX58expCBnh0Sjt/C2cGKFfOGsWLeMK4n5vHd1vOs+/cpNu2+xJOrxzN9fJDO9048HKw5ci1Fpz50hLiiQj66eJ7TWRk4mJnx++EjmOzty0AnZ/Q6+DOsUii4mJvNmaxMTmVmcCQ9FQsjI+b4+bNswCBCXFy1/F3IdAVkEekBHIxJorKugRWjQ3Xqh7K5hb1Hr/HdlvPU1CmYOjaQ5fPC8PPSfNLjoIA+fPrGUq4l5PLlxjP8bd1BTkek8Me1U7GzMdf4eB2lr6MtlXUNlNfUY2thqjM/fosWSeKLy5F8EnEeaxMT/jR6LA8ED1Zp9mBlbMx0Xz+m+/rRIklczstlx4149iTdYGv8dcLc+rBmSBiTvH07LEwy3Q8hdeNCP2FhYVJUVJSu3dApkiSx/J+baVQ2s/PF1Tp7Ek9IKeD9Lw6Tll3CkIEePP3wJPp5dU5b3ubmFrbvj+bbzecwNTHipSemMT7cr1PG/l/OJKTz1Pd7WP/7pQz27qMTH36LaoWC5w4f4ERmOvP9A3lzwmSsjI01Pk5NYyM/J8TxQ0w0edVV+Nra8Uz4SGb5+cti0kUQQkRLknS7Nh33jJwn0s25nn2ThNwilo0K0YmANDYp+XrTWda+spnqWgXv/HEen76xtNMEBEBfX48V84bxw4cP4Opkxav/2MNPOyLQxQOSt3Nr1eSMovJOH/tO5FdXsWTHVs5kZ/LG+El8PG2mVgQEwMLIiIdDh3DywUf55/RZ6AvB04f2M3/rRk5lZujk9yKjPeTlrG7OlvNXMTc2Yu7QwE4fOzWzmLc/3U9adgmzJw3kDw9NxMJcOzemjuDlbs+//raC9788zLdbzpFTUMZLa6dh1In9PfrYWmNiaEDqzdJOG/NuVCkaeHjPTgpqqvlh3n2M8eycHjMGenrM8w9ktp8/vyYn8knEBR7Zu5OR7p78ddwEAhw670FDRnvIItKNKa2u4/DVFJaMHPSf4n+dxdGzN3jvi8NYmBvzj1cWMmqob6eO/1sYGxnw16dn4elmx3dbz1NQWMU/XlmIuVnniJuensDb2Y60LiIiypYWntj/K5kV5fw4fxGjPDw73Qd9PT0WBAQxy8+frXGx/DPyAnO2bGDVoBCeGzEKG5Out3ck03Hk5axuzK5LcTQ1N7NsVHCnjalUNvPZjyd585/78fd15scPH+gyAtKOEIKHlozk9WdnE5ecz0t/30V9J1bW7edsT2ph1xCRDy6c5WJuNn+fPE0nAnIrRvr6PBAymOOrH2HVoBA2X7/G5PU/8HNCnLzE1Y2RRaSb0tIisSPiOsN83fFxtu+UMatrG3jurR1s3xfN4llD+OyNpTqNhLobU8cG8tozs7ielMef39+DolHZKeP2c7GnqLJG54UYD6Wm8O2VKO4fFMKiwAE69eVWbE1NeXPCZPatfAAfWzv+dOwwK3duJ62sawivzL0hi0g35UJyFnllVSztpFlIaXktf3htG9eT8vjLH2by7KOTMDDo+lnKk0cH8OcnpxMVm8VfP9yLUqn9hlH9XB0ASCko0fpYv0V5fT2vnDhCsLMLr46doDM/7oS/vQPbFi/n3UlTSSwpYdbm9ay7dFFu6tXN0KqICCEyhRDXhRBXhRBRbcfshBBHhRApbZ9t244LIcRnQohUIUSsEGKINn3r7vx8MRY7C1MmD9R+98L8wgqe/MsWcgvKef/lhcyY0HWeajvCzIkDeXHNFC5Ep/Pxd8e1Pp6fS+vMUJeb6+suR1ClUPDe5GkYG3TdrU89IVg2MJijqx9muq8fn0RcYMG2TcQVFeraNZkO0hkzkYmSJIXeEpP8MnBckiQ/4Hjbe4CZgF/bxxrgy07wrVtSUlXL6YR05ocFYajl2UBWbilPvLqF6poG/vnGUsIHd93ijndiwfRQ7l84nL1HY9l7NFarY7nYWGJpYqyzmUhGRTkbY6+ybMCgbhMB5WBmxmcz5/D17PmU1texcNsmPrxwDoWyc5YgZVRHF8tZ84Gf2l7/BCy45fh6qZUIwEYIIddNuA17oxJobpFYGD5Qq+PkF1bwzJs/I0kSn7+9nIH93bQ6nrZ5bMUYhod48cl3x0lIKdDaOEII+rnY60xEPrxwDmN9fZ4NH6WT8dVhqm8/Dq96iIWBQXwRFcl8eVaiUfKqq/ghJlqjNrUtIhJwRAgRLYRY03bMWZKkAoC2z+01MfoAObdcm9t27L8QQqwRQkQJIaKKi4u16HrXRJIk9kQlEOrlireTndbGKS2v5bm3dqBoVPLJa0vw8XTQ2lidhb6+Hm88Nxt7W3Ne++hXqqrrtTaWn6sDqYWlnR51lFhSzMHUZB4ZPBRH864b9HAnrE1M+MeUGXw3dyEVDfUs3LaJTyLO0yjvlajF4bQU5mzewCcR5zVqV9siMlqSpCG0LlU9JYQYd4dzb5du/X/+AyVJ+kaSpDBJksIcHbvHVF2TxOcUkl5Yxvxh2tuXqK5t4Pm3d1BaXsMHr96Hb9+e83O2sjTlrRfmUlJew3tfHtHaTd7XxZ7qegVFndzl8IvLkZgbGvJwaPffUpzk7cPhVQ8xt38A6y5FsGj7ZhJLet+Do7oolEpeP3WcJ/bvxcPKir0rVmvUvlZFRJKk/LbPRcAuYDhQ2L5M1fa5qO30XMDjlsvdgXxt+tcd2ROVgLGBPtND+mvFvrK5hVf/sYesvFLe/dOCbr+EdTuC/FxZs2IMZyJTOHEhSStjtG+ud2bSYXZlBftTklgdPLjHJPBZm5jw8fRZfDV7HjdraliwdRNfXI68ba8Tmf9LSmkpC7ZtYkPsVR4JHcrPS1bgbaPZpm5aExEhhLkQwrL9NTANiAP2Ag+2nfYgsKft9V7ggbYorRFAZfuyl0wryuYWjlxLYfwAHyxNtZOB/cX601yJy+FPT0xnWIiXVsboCiybG0aArzOf/nCC6lrN53O05+6kd2LS4Y6EeIQQrA7WbTVnbTDN149Dqx5kso8vH148x5Kft5Aq55X8JpIksen6NeZt3UhJXS3fz1vIX8ZN0EqknjZj/5yBXW1FAQ2AzZIkHRJCXAa2CyEeBbKBJW3nHwBmAalAHfCwOoPXNjZytbCAy3l5JJeWUFBTTUFNNWX19ZgYGGBpZISlkTFBjk5M9vZlbN++WBmbqDOk1olKy6Wspo4Zof5asX/oVDzb90WzZPYQZnazMN57RV9fjz+uncZjf9rI1xvP8uLjUzVq387CFCtTY9KLyjRq97dokSR+uRHPGI++uFpadp9WUS8AACAASURBVMqYnY29mRmfz5zD/pQkXj91nDlbNvDCyNE8EjoUfT055a2d0ro6XjlxhKPpaYz17MuHU2dqdX9MayIiSVI6EHKb46XA5Nscl4Cn1BiP1LIyjqSncDQ9jfiiQpolCQF42djiZmnJuL5eOJia09CspKZRQUV9A6ezMtiddAMDPT0me/vy+viJuFh0zX/Cw9eSMTUyZGyg5sNsUzKK+MfXRxk8wIOnHhivcftdEX8fZxbPGsLP+6OZNWkgQX6aCwYUQuDjbEd6YeeISERuDgU11fx5zJ22Hbs/Qgjm9A8g3N2Dv544xrvnznAoNYX3Jk/Hz75zKjd0ZU5kpPPy8cNUNSh4Zcx4Hhk8VOvl97tuFlIHyauuYmdbI5z08tby26HOrjwRFk6YWx9CXVzvWPK6uaWFq4UFHE1LZUPsVWZsyuaN8ZOY7x+o8y55t9LSInEqPo2xgV6YaLgqbV19I3/96FesLEx464U53SITXVP8bvlojp9L5NMfTvDlOyvR09Pc77yvoy3nEzM1Zu9O/JqciLmhIVN8ulYdM23haGbOl7PnsTc5kTdPn2Dulg38IXwEa4YM65X93msaG3n33Gm2xMUS4ODI+gWLOy1HqFuLSEZFOeN+/BYJGNHHgwdDhjDVx/eeZhL6enoMde3DUNc+LBsYzEtHD/H8kYMcSkvhgykzsNRSz4V7JS7nJiXVdUwcoPmbxBcbTpN3s5xP31iKrXX3DAtVFTNTIx5bOYb3vjjMmcgUJozUXMBCXwdb9lQnUKdoxMxYe1WWm5qbOZyWwhSffpgY9J7+5kII5vsHMsrDkzdPneCji+c5mJLMO5OnEeLsomv3Oo3zOVm8fOwI+dVVPDYkjOdHjO7UKgXdeiFRD8HT4SM589Dv2LxoKauDQ9VaivK2sWXromW8PHocx9PTePrQPpq7SBTIqYR09PWExpeyoq9ns/vwNZbOHsqQgbqt8qorZk4YQN8+dny/7TwtLZoL+fV0tAEgu6RCYzZvx4WcbCoaGpjjp529sq6Oo5k5n8+ayxez5lFSX8d92zbx5ukTVCsUunZNq1QrFPzl5DFW79qBkb4+25cs589jxnd6mZtuLSJ9bWx4JnwU7lbWGrOpr6fHmqHDeGviFE5nZfJJxAWN2VaH84mZhPR1xdpMc5v/ikYlH3x9lD4uNqxZOUZjdrsb+vp6PLBoBBk5pVyITteYXXe71r/LvLIqjdm8HYfTUjA3NOy0ZlNdlRn9/Dhy/8PcHxzK+msxTN/4b/YlJ/a4MvOSJHEgJYmpG39ky/VrPDp4KPtXrmaoq27aMXdrEdEmKwYGs3zAIL6IiuRQaopOfSmrqeNGXhGj/L00anfjzkhyC8p5cc0UjI17zzLI7Zg82h8XRys27orU2E2nj50VoF0RaW5p4Wh6GhO8vLt0ocXOwsrYmDcnTGbn0pXYm5nx9KH9rPhlOzeKi+5+cTcgu7KCR/bu4vcH9+FgasbOpSt5dewEnS5jyiJyB14fP4lQZ1f+ePQgmRW665kdkZyNJMFof809aeYWlLNx1yWmjQvs0fkgHcXAQJ8V84cRl5TP9STN5Lham5lgZmxIfnmlRuzdjpibBZTW1zHN109rY3RHQlxc2b1sFe9MmkpKWQlzt27k1RNHKayp0bVrKlGtUPDe+TNM2/BvLufn8urYCexefj8hLrovLyiLyB0wNjDg81lz0NfT483TJ3Tmx5WMPMyNjQjo43T3kzvIt1vOoa8veLKXhPN2hFkTB2BuZsTuw1c1Yk8IgbO1JUWV2rtxncxMx0BPj/F9u2d1ZW2ir6fHioHBnHjgUR4IDmVHQhwT13/PBxfOUqXQbcOwjtLY3Mym69eYtP57vom+zFz/AI6tfphHBw/FoIvkxsjz37vgZmnFE2HDef/8WaIL8nSy7hidnkdIX1cM9DXzR5OcXsjx80k8sGgEDrYWGrF5LzQrmyksqCA/q5T8nDIUDU0YGRtgaGSAhZUp/QJdcXW36/QQa1MTI2aMH8Deo7H84aGJ2FqbqW3Tycqcokrt1c86n5NNiLPLHcPYezvWJia8Nn4SD4UO4eOI83wZdYlN16/xYMhgHgoZgq1p1ysR09TczM7EBP51OYLcqiqGufXhh/kTGeTkrGvX/g+yiHSA1cGD+T4mmk8jLrJ+4eJOHbu6XkHqzVKmh2ou9PSH7RewtDBhxfywu5+sIWqrG4g8k8i5o/FEX0hF0dB0x/Otbc0ICPZkwsxBjJk6AEMN58b8Fgumh/DLwRgOn05g+Tz1fz6O1uZcSddOCbgqRQNxRYU8NSxcK/Z7Gp7WNvxz+mweGxzGuksRrLsUwfcx0awcGMyDIUPoY2WlaxepaWxk5414foiJJruqkkFOzrw5YTIT+np3qby1W5FFpAOYGRry6OChvH/+LNeLCjv1aSAxr3VDcIC7ZsbMyCnh3OU0Hlk2Cktz7Zd5KcgtY/PXJzl1IJampmbsnSyZtmAI/QLd6NPXHlcPe8zMjWhqbKZRoaS8tIbkuFwSr+dw7XIGkacT+eaDg8xYFMacZeHYO2q3moC3hwP9fZw5cSFJIyJiZ2FGea12Ss5H5ubSIkmM9ujdUVn3ygAnZ76aM5+k0hK+jrrEj1ev8H1MNBO8fFg1KITxfb06vYxKenkZm6/Hsj3hOjWNjYQ6u/LX8ROZ5OXTZcWjHVlEOsjKgSF8cfkSX16O5IvZ8zpt3Bt5raWvA901sx+yZW8UxkYG3DdDu0X6im9WsPnrUxzZcwV9fT1mLApj4qwQAoLd0bvNP6hp28qRg7MVfkFuzF46nJaWFq5cSOXXrZFs/fY0ezZd5KGnpzJn2fDb2tAUk0b156uNZykoqsTVSb3wcVtzU+obm2hoUmq80sDF3GxMDAx6VWKdJvG3d+Dj6bN4YdQYtsVdZ2t8LL/7NR1ncwtm9vNjdn9/Bru4aa1sSHFdLfuTk9iddIPYwpsY6Okxo58fD4cMYbBr96meLYtIB7E0NmZ1cChfRkWSXl6Gj632GkLdSlJ+MQ6WZjhYqp9JXl5Zy5EzCcybEoyNlfrr/b/FmSNx/PP1XTQ1Kpm9ZDjLHh2HvdO9LxXo6ekRNqY/YWP6k5dVwr/e3ccX7+7j/LF4XnxnEY4uNlrwHiaO9OerjWc5E5nCsrnqzUba83oqautxsdHsLOpibg5DXd3k0F416WNpxfMjR/P74SM4lp7K3qRENsfF8u9rMTibWzDS3YMR7h6MdPfE3cpK5ZlBTWMjsYU3OZedxbnsTOLawo6DHBz585hxzOsfiLNF5+9Rqov813cPPBg6mO+uRPHj1Su8PXFKp4yZWVT2n7Li6nLwVAJKZQsLtTQLaWpS8v3Hh9m96SIBwR68/P5SXPpopndBn74OvPPlgxzZfYUv39vPk0v+xd++eBD/Qe4asf9fY7nY0LePHZExmWqLiKVJ64Z3bUOjJlz7D6V1dSSVljC3f+9NEtU0Rvr6zPLzZ5afP9UKBccz0jmekcrZ7Ex2J90AwMbEBD87e/rbO+BpbY29qRl2pmb/CWyQkGhukSirr6eotoai2loyK8qJLy4iq7K1coGBnh5DXNx4fsRopvn2o7999+4aKovIPeBoZs6CgEB+uRHPn0aPw8JIe/WQoDUzNaO4nJkaKP0uSRIHTlxnoL8b3h6a/6OtKK3hzWc3ceNaDgtWjeTR56drfDNcCMH0hUMZOKQvf3niJ15+7Afe+nw1g8I0H946PNSLPUdjUSia1ErENDNp/RupVWhWRCLzWjtJj3T3uMuZMqpgaWzMgoBAFgQEIkkSKWWlROblklhSTHJpCXuTEqluvHtZFX0h6GNpRaCjE/cFBjHA0Zlhbn26TE0+TSCLyD2yKGgA2xPiOJqWysLAIK2OVVWvoLpe8Z8aTOqQmllMZm4Zf9Rw3wyAuloFrz7xE7mZJbzywTLGTR+k8TFupU9fBz748TH+vOZHXvv9Bv7xw+/wC9LsGvLwEC9+3n+FuOQChg5SvaaYmVGrANUp7hyNdq9cyM3B3NCQgV0w5LOnIYSgv73Df80YJEmiprGRsvp6yurrqFQo0BMCIUBPCGyMTXCysMDOxLTH9zrp2d+dFhjq2gd3Kyt2JyVofazCtiQ1Tayln72cihAwLryf2rZupalJyd9e2EJGSiF/+WiF1gWkHQdnK9779mEsrU157ffrKczXbEWBAf6tohSfrF54rlFbWf2m5ma1fbqViznZDO/j0SvLnncFhBBYGhvT18aGwa5uTPDyZlxfL8Z6ejHaoy8DnJxxNDPv8QICsojcM3pt5afP52RTVKvdEgrtmc7OVupvtp27lMpA/z4aLfUuSRL/fH03Vy6k8uzr8xk2Vjt9338Leycr3v7iQRQNTbz/559pVmruRm1lYYKXux3xyep1aG5PEG1q1lw16ILqajIqyuWlLJkugSwiKrAwIIgWSWJvUqJWxympas10tlczkqq0vJbkjCJGDfXRhFv/Ye+WCI7vu8rqpyYzbcFQjdruKH19nXjqlbkkxGRzYEeURm0H9nMlMfWmWjban0Q12VLgQm42AKM9emfpfpmuhSwiKuBja0ewswu7E7W7pFXd0LpxZ2WqXlJgbGIugEb7hRTfrOTfnx0lbLQfK9dM0JhdVZg0O4TgYd5s+OI41VWaS+zz9rCntKKW6lr16yxpMtfgXHYW9qZm+HdS5zoZmTshi4iKLAwIJKGkmMSSYq2NUVPfKiLmanbFu5aQh7GRAf4+mivg+PUHB2hubuGpV+fqPKNWCMHjf5xFdWU9m786qTG7fd1bQ6uzclXvk94+A9HUz0iSJC7mZjPKw1PrvbNlZDqC1kVECKEvhIgRQuxre+8thIgUQqQIIbYJIYzajhu3vU9t+7qXtn1Thzl+ARjo6bHzRrzWxqhrbMLE0EDtwos3UgsI9HPRWO/0pLhczh2NZ9nvxuPq3jlJl3fDN8CVaQuGsG9bJBWlmtmr8nBrzXHJKVB90765rVOigYZ6t2dWVlBUW0t4H83nx8jIqEJnzESeAW7c8v594BNJkvyAcuDRtuOPAuWSJPUDPmk7r8tib2bGJG8fdiXe0HjkTTvKlha1ozskSSIztxRfT80tfWz7/gwWliYsvH+UxmxqgsUPjaGpqZmDv2hmb6S9wnFpueqiVN/YGtpraqSZpkEXc1r3Q0bIm+oyXQStiogQwh2YDXzX9l4Ak4Adbaf8BCxoez2/7T1tX58sdL1OcheWBA2ktL6OM9mZWrHf0iKhp+YTbHFZDbV1jXi5aybrPTu9iAvHE5i7YgRm5l0rYcrD25HQcB8O7YzSSHdCM1MjzEyNKClTvZR7XVuSocZEJDcbF3MLvG00UwlARkZdtD0T+SfwEtAemmIPVEiSpGx7nwu0N+joA+QAtH29su38/0IIsUYIESWEiCou1t5+REcY6+mFlbExB1KStTeImvfC3Lb8ifalGXU5tDMaAwN95q8cqRF7mmbS7BAK8yvISFYvqqodW2szyivrVL6+pq3ciZma+1oALZLExZwcRrh76HwfSkamHa2JiBBiDlAkSVL0rYdvc6rUga/9/wOS9I0kSWGSJIU5Ouo2OsVIX58Zvn4cSUuhQanZjGQAY0MDFErl3U+8A6UVrU/RDnbq55pIksS5Y/EMGdUPGzvN5ZtokuBhrWHMcVeyNGLP1MSQxkbVfwcVbWXg7SzUb3wUX1xEWUM94/p6qW1LRkZTaHMmMhqYJ4TIBLbSuoz1T8BGCNFebsUdaE8JzgU8ANq+bg2oHhbTScz1D6C2qYkTGekat21iaECjspmWFtWnI2VtImJno/5NPzu9mKL8CkZMCFDblrZwdrPB0cWauCuZGrFnYmxIvRolS8prG9ATQu0wbYCzWZkAcv8QmS6F1kREkqQ/S5LkLkmSF7AcOCFJ0irgJNDeHvBBYE/b671t72n7+glJEwvbWmZEHw+czM3ZpYWckfbQXnWK91XXNCAEWGpg/yLhauumbuhwzSYtahIhBP6D3ElLVC/TvB0DfT2UagROlFbXYmthqvbeFsDprAwCHRxxNO+as0CZ3oku8kT+BDwvhEildc/j+7bj3wP2bcefB17WgW/3jL6eHgsCgjiVmUFxnWZ7abcvgZTVqL4m36RswdBAXyNr6LkZxRgZG+CsofLu2sLZzZbim5Ua2VxXNrdgoEZ9qoLyalw1UPusoqGeKwX5TPLuugIu0zvpUBVfIYQN8ADgdes1kiQ93ZHrJUk6BZxqe50ODL/NOQ3Ako7Y62osDhzAN9GX2ZN4g98N0VzfcjuL1nInZTV19HVU7catVDajr2aeSTvZGcW4ezlozJ62cHK1plGhpLK8Tu29G6WyGUM1ZnEFFdX0c1E/l+ZMVibNksQkL1lEZLoWHb0bHKBVQK4D0bd8yAD97OwZ4uLKlrhYjTz9tuNo3boZfrNCjeQ5gcZ8KiuuxtFZvXaxnYGVdav4VqsRVdVOfYPq/USaW1rIK6vEzVb9n9mx9DTsTc0IllvhynQxOtpPxESSpOe16kk3Z9WgUF44epALudka2/h0t2u9+eSUVqhsw9zMmAaFkubmFrVnEE1NzRgad/0WNFJbUJ8m9iHKK+sYYq1aAcz88ioalc34OKs3E1EolZzMTGeef2CvKC0u073o6F/kBiHEY0IIVyGEXfuHVj3rZszy64+tiQmbr8dqzKaZsSEOlmbklFSqbqOts16dBtqzKpuaMTTs+v0r2qPZhJoiolQ2U1XTgK2KIpJR2Bpc6OOk3r/KhdxsapuamOaj2V4wMjKaoKMi0gh8AFzk/y9labbudjfH2MCABQFBHEtPpaRO/WWUdryd7EgrLFX5ehur1s358gr1fTI01EfRoPl8GE1TU9mam2Fmpl5EWlFpNQCOKubYJBeUAOCj5p7IkbRUzA0N5VInMl2SjorI80A/SZK8JEnybvuQd/j+hxUDg2lqaeGXG3EasxnQx4nk/GKUKjY1cm3bw8gvUn020469sxUlRVVq29E2N/PKMTE1wlrNTfWc9mx/V9WCGuJzCvF0sFErR0TZ0sLRtFQmevtgbND1lxJleh8dFZF4QHOP1z2Ufnb2DHPrw5brsbRoaDM70N0JhbKZjCLV8i7dnFpFpKBQfRFxcLai+Kb6drRNQW45Lu62aoc1t1fv9XBTbSaRkFtEkLt65fcv5+VS1lDPDN/O7RopI9NROioizcBVIcTXQojP2j+06Vh3ZXVwKNlVlZzISNOIvUGerdE4VzNV6/Vtb2uBuZkRadnq1xnz9HaivKSGspJqtW1pC0mSSI7Lxbu/+lFMyRlF2FiZYmdz73siNyuqyS+vYpCnq1o+/JqciJmhIRO8vNWyIyOjLTo6Pz4P7P6fY1Ya9qVHMKNff9wsz/DdlWimaGAjtK+DDY5W5lxOy2XJyOB7vl5PT+Dv46x2m1eAQUO9gNa6VOOmDVTbnjbISiuivLRGI1n1Ccn5BPm5qjSjiUpr7SY5zFf1vh8KpZIDqclM8+mHmaFmqgCriyRJpFWXEFWaRXx5PqWKWsoUdZQ31mGop4+VoQkWhsY4m1gSYONCoLUL/tYumBuoX4BSpmvSURFZCTwoSdJ1ACHECuB+YJ22HOuuGOjp8VDIEP5+7jTXCm8SomZcvxCCMF93LqfmIEmSSje0gH4ubN8XjaJRibGR6uvq/QJdMTUz4mpkWpcVkasRrTPA0HD1RKS6toGsvDKmjA1U6fqo9FwsTYzp7+agsg+nszKoUiiY76+aD5pCkiSul+ezLSOKkzeTKW9sXdm2NTLD2dQSO2Nz3M1tULa0UNXUQJmiluvleezIigFAXwgG23kywcWP8S798bV0kKsQ9yA6ekdZDOwQQqwCxtCavT5Na151c5YNGMS/Lkfy+aWLfDt3odr2Rvbvy8GYJG7kFRHk7nzP14cEurN592Vib+QxLET1HBZ9A31GTAjg1MFYfvf8jC7XT0SSJI7ujcGrnzPOapa+v3I9G0mC0MB7n0lIksT5xCyG9XNXK69je3wcTubmjPbUTcHFZqmFvdmxbEy/REJFAWYGRkx2DWC4Q1+GOXjhaf7b+06SJFHYUM2NiptcK8vh1M0UPow/xofxx+hv5cSivoOZ6xGMrbFq4dMyXYcOiYgkSelCiOW0LmnlANMkSarXqmfdGEtjYx4ZPIRPIi6QWFJMgIN6JevHB3mjJwQn4tJUEpEhAz0wMtQn4kq6WiICsGDVKE4eiOXIrmgWdLHOhtcupZOWWMAzry+4+8l3ISImA3MzIwb6u93ztckFJdysqOaJaSNUHr+guppTWRmsHTocAx0kGMaU5vD2tQPcqLyJn5UTfw2ZxTyPYCwMO/bgIITAxdQKF1MrJrr259kBkymoq+TEzST2ZF/j3euH+TD+GDP6BPGI3ygCrOVM/O7KHf86hRDXhRCxQohYWrsN2tFa/iSy7ZjMb7A6OBRTAwO+j1G/OoydhRmDvd04fj1VpetNTYwIHeDB+eh0tUug+A9yJyjUk92bLqrVZ0PTSJLE9h/PYmNnzuQ5IWrZammRuHglg2HBfVXqS3/2RgYAYwK8VPbhlxvxtEgSS4I6d9mwXFHHy1G7WXnmB8oUtXw8bDF7Jq1lpc+wDgvIb+FqZs0qn+Fsn/AYuyetZZnXUI4XJLHwxNesubCJyOIMjZYNkukc7vaIMweYe8tHOK3LWO3vZX4DGxNTlg8MZndiApkV5WrbmxbSn9SbpSTlqxZlNT7cj9yCcpLSCtX2ZeWaCdzMK2fXhvNq29IUEacSuXIhlSWPjMNIxVpX7cTeyKWkrIaxw/1Uuv7ItRQGebrgZK1akmJzSwvb4q8zysOTvjY2KtlQhZjSHO47+TUH8uL4nd9o9k/9PTPdB2hl/8Lf2plXQ2ZyYvqzPBs0iYSKAh46t56Hzq0npjRH4+PJaI87iogkSVl3+ugsJ7sra4cOx1Bfn39djlTb1sxQfwz09NgXfUOl6yeN9sfIUJ+Dp+LV9iVsTH9GTQpk89enKCpQva6Xpmioa+TL9/fj1c+Z+StUX0Jq5/CZG5iaGDIu/N6j67KKy7mRV8T0UNXzOs5kZ5JXXcXKgerNqDqKJEmsT43ggbP/xlBPn63jH+WFgVM6JaLK2siUx/3Hcmz6M7wSPIO06mJWnvmBJy5uIbmqSOvj9zZyasv5LlmzD39yNTct4mhuzqpBIexKTCCtTPXSJQC2FqaMCfRiX/QNmlRokmRpbsLY4X4cOXuDBjU69bXz+EuzAPjsrT00K1Vv2qQJ1n9xnKL8Cn7/l7kYqFnbq0HRxMmLSYwL98PU5N5vogdikgCYHqy6iGyKvYaDmRlTfXxVttFRGluaeSlqF+9eP8x4Fz92TFhDkI16uS2qYKJvyGrfcI5Me5rngiZxpTSbhce/4o2YfZQqNNunp7dyKC+eRSe/5pvksxq1K4uIllk7dDhmhoa8e+6M2rYWjxhESXWdynsj980MpbqmgX3Hr6vti7ObLWtenEnU+RQ+e3uvztayD/4Sxc7155mzLJyBQ7zUtnfgZBw1tQrmTbn3nJyWFok9l+MZ3s8DF1vVGlGll5dxMjOdFQODMVSjGVZHqFU28uTFLezLvc6zQZNYF74MKyP12/iqg5mBEWv8x3J42tOs8h3GL1kxzDiyju+Tz9PYotuHle5KvbKJ12N+5blLO/CxcGTXxLUatS+LiJaxNzPjqWHhnMhM53yOeiuAYwO88bC3ZvPZqypdHxLo3hruu+cyTU3q/0POXjqcFWsmcHhXND9+ekRte/fK2SNxrHt7D8PG9Ofxl2aqba+5uYVtv0YT5OdKcGCfe74+IiWbvLIqFo8YpLIPP1y9gqG+PvcHh6psoyOUK+p45Nx6Lhal886QeTzuP7ZL5W7YGJnySvBM9kx+gqH2nnwYf4wFx7/kfJFmKkH0FhIrb7Lk1Ddsz7zCY/1Hs2HcQ/Qx1+w+mywincBDIUNwtbDkH+fPqlVTS09PsGJMKDGZ+VzPVi0DffWicIpKqjlwUjNFIh94ajKzlwxn+w9n+enzY502Izl7JI73X/6ZgBAPXv1oOYaG6hcnPBWRTN7NClbOH6bSDfXni7HYmJkweZBqy1CldXXsvBHPAv9AHM2010e9pKGG1Wf/TWLlTT4NX8p9fQdrbSx18bF04KtRK/ly5AqapRZ+d34jT0duJ7+u69dw0yWSJLEhLZKlp76jqqmBH0av5vkBUzDU0/zsVhaRTsDYwIAXRo7melEhuxIT1LJ13/CBWJuZ8OWRCJWuDw/1YpC/G99vO09tnUItX6A1H+DJV+YwfeFQtnxzitee2qDV2lrKpmY2fHGcv/9xG/0H9uGtdasxMVV/A1ipbObbLefx8XRg7PB731DPKangRFwai0YMwkjFarvfx0SjUCp5TIMtlv+XisZ6Hj2/gfy6Cr4ZtYopbgFaG0uTTHDpz97JT/JM0ETOFqYw59i/+DbpnLzEdRuKG2pYe3ELf489xGgnX3ZPWstIJ+0VXZdFpJNYEBBEqLMr/zh/lppG1RtEmZsY8dCEoZy9kUFsVsE9Xy+E4OlHJlJWUcf6X9SPGgPQ19fj2TcW8OSf53DtcjpPLFrHxZOqRZHdiZyMYp574Bs2fXWSSbNDePebh7Fo65eiLnuPxZJbUM7a+8eq1AFy/Zkr6OvpsWqsastQlQ0NbIiNYbafP7529irZuBu1TQoev7CJjJpSPh+xnHDH7lXU0VjfgLX+49g35SlGOfnyccJxFh7/iojiDF271mU4mn+Dece/ILI4g78Ez+SLEcuxM9berBa0KCJCCBMhxCUhxDUhRLwQ4s22495CiEghRIoQYpsQwqjtuHHb+9S2r3tpyzddoCcEr42fSHFdLZ9GXlDL1orRodiYmfD5oQsqLR8F9nNl5oQBbN8XTUZOiVq+tCOEYN6KEazb+iQOzta8+cwm/rzmR2Ii0tRe4ioqqOD7Tw7z1NJ/S/B26gAAIABJREFUcTO3jFc/XM4f/74YYxPNFCWsrm3gx+0XCQ1yZ+SQe39iK62uY/eleGYPCcDRSrXckJ+uxVDb1MQTYcNVuv5u1CkbeSJiC/EV+XwybDGjtPhkqm36mNnw+YhlfDVyJU1SMw+fW8+Ll3+hqL7rVpfWNtVNDbwavYenI7fTx8yGnZMeZ5Xv8E7Z59LmTEQBTJIkKQQIBWYIIUYA7wOfSJLkB5QDj7ad/yhQLklSP+CTtvN6FKEurqwYGMyPV69wrVD1qrrmJkasmRrOxeRsziZmqmTjidXjMDcz4q1PD9DYpLnM876+Tvxz0+M89sIM0pMK+POaH3li0ef8ujWSm3kdT7pUNDRx+Wwybz6ziYdmfsQvP51j1KQgvtr5NGM1XPxx3Y8nqaqu5+mHJ6r0T/f9ics0Kpt5ZJJqy1AVDfV8FxPFFG9fAh3V6z9yO5qlFp6/tIPokmzeH7qQyd1kCetujHfxY+/kJ3gqYDxH828w69jn/DvlIk29bInrzM0U5h3/kt3Z13i8/xg2j38UH0vVC3/eK6IzNkKFEGbAOeAJYD/gIkmSUggxEnhDkqTpQojDba8vCiEMgJuAo3QHB8PCwqSoqO7VpbdKoWDGxn9jY2rK3uX3q1wXqam5mfs+2ADAzj+uVikc9NzlVF5+bzcrFwzjydXjVfLjTjQqmjh1MJZdGy+Skdwqmm6e9oSG++DmYY+9oyV2jpYgoLqynurKegpyy4i7kkny9TyUymasbc2ZuSiMWUuG4eSq+eztC9FpvPT3Xay+L5zHV4295+sLK2uY9fcfmDnYn78tn66SDx9eOMcXUZHsX/kAgWrWWbsd71w7yMb0S7wWMosVPsM0br8rkF1TxjuxhzhTmILv/2PvvMPbqu4+/rmesuW998y24wxn7wFJyCZACAQKYbelUOCljLZQ2lJGX0qhrATKSEIIgewQsqcTZzvbTuI94i1bki1Z87x/WA4hL4REkS2P+3kePbauru49Ojq633t+5zd8Q/lj2pRWXQdoD6iNet48tYVVxcdJ9g3ltfRZ9A28Nq9CSZKOCiEcsvjWqvU2JUlypbkeezfgfSAPqBdCtNz6lgItnzqa5uSO2ARGDQQDjrG3tBP8PD15aewEfrNxHf/NOsKj6faZL9xdXXl25hh++9+1LN2TxYLx1z8eRg3uxsyb0/hq7WEGpMTaZcq5Gh6e7kyanc7NswZSUlDNscw8sjJz2bXxJLrGn17Ud3VzoXufaG69dwSp6QkMGJaMxw2kr78atXWNvPHBFpLiQlgwd7hdx/hwSyZWq+Cxm+2LlK9qbODzE8eY3r1nqwjIZxf2szT/EAu6De+0AgIQ5xPER8PvYlfFeV47tZkH9i3h5qjePJt6M7HKG8vo3N4QQrCh9BRvnNpCvVHHIz1G8dteY/FwdU755FY9qxDCAvSXJCkAWA38VGGElpnGT9kR/t8sRJKkR4BHAOLi4i5tN1otYKu34SJJuErt12dgcnI3JiV14+3M/YxPSKJHsH1Tz9G9Exmfksz7m/YzITWZ+NDr/7E8sWA82bkVvPL2dyx6fT5x0faVgr0akiQRlxRGXFIYs+cPRwiBrsGAqkZLbZUGSZLw9ffC198L/0DlDee+uhbMFit/eXsDDToDb/35djzscBE+W1rJqoOnmT96ADHB/na1463MfZgsFp4ePtKu91+NtcUnePP0VqZEp/A/qTc7/PjtDUmSGB/ZkxFhyXyWu59F5zLYVXGee5KG8FjPMU4PpHQEBdpa/nZiI5nV+aQFRrNoxHynZBi4nDYxZwFIkvQyzXXan8NB5qzgXgmi/zu/p86gQ2/5cSoPP3cF4bZU1HHKQPoFxdA/KJYY74B2EVRVrWvklqVfEOXnx8o77rI7OrlK3cDsNxfTIyqET399By4u1//ZKqrUPPTcUry9PFj42t0E+reuN0d74IMlu1m25jB/fHwKt4y//jUWIQT3v7+Cwuo61j9/P35e13+BOlNVyczlS3lo4CBeGOVYc2JWbQn37f2c9JB4Fg6/22l3qc6kUq/h3bM7WV18HD93Lx7rNZq7Egfj2QH7Qm3U80HObpblH0bh6s5TKRO5MzHd7ptlR5qzWk1EJEkKBUxCiHpJkryALTQvlt8HrBRCLJck6SPgpBDiA0mSfgv0FUI8ZqtdMkcIMfdq54jo003ct/ifBHsq8fNQICEhEFisVuqMOir0Wir0agq0NehsIhPsqWRcRA8mR/dhaGgiHq0QfHOtbLxwnse/X89vBw/lmeGj7D7OqoOneXnFVp6dOZZfjR1o1zHOnC/niZe/Jj46iH+/fAd+vo5xnW2PrNqUxb8+3s6sSf149lH77tBXHzrDS19v4S933MRtdkSoCyGYv+obcmqr2XXfg/h5Ou4uuUxXz7xdn+Dt5sHX4x4mwKPzfpfXQnZ9Bf88vZXM6nzCFb78utcYbo0f4NTf/rVisJhZUXiU97N3ozU1cVvCAH7XezyhCvu8AFvoKCKSBnwBuNLsBbZCCPFXSZKSgOU01ybJAu4RQhgkSVIAS4ABgAqYJ4TIv9o5rnVh3Wy1ckFTxYm6Uo7UFLGr4jyNZiN+7gqmxaRyb/JQEtvQm+Fyntu2mW/PnmbJrXcwIjbul9/wEwgh+P3n69mTXcDS391JSqx9BX4OZBXwwutrSIoP4e2X7sDPp+NP/6/k+11nePU/3zNyUDKvPjvTrnohleoGbr3B2d+6c9n8fvNG/j7+Ju7u67hsvVpTE/P3fEaFXs2yMQ/Szc/x6ywdlYPVBfz77A6Oq0qJ9g5gQffhzIkbgJdb+6hffzlGi5mVRVksPLeXyiYtw0ITea7vJIcV7+oQItIW2OudZbSY2VeVz/dlZ9hUdgaT1cLY8O480H0EQ0ITHN/Qq6AzmZi5fAmNRhMb7/4VgV723TWqdU3c/tZS3F1dWPH0fHwU9hUQyjyaz4tvriUxLoS3/jSnU5m2dh84z5/fWs+AlFjefHGOXfXmhRD87tO1HLxQwsr/uZe4kOv3GNMaDNy89DPClT6smnv3DZXQvRyz1cpjmcs4WF3AohHzO713kj0IIdhTmctH5/ZwXFVKoIc385OHMC9xEMGtHJR3LWhNTawszGJx3gHK9RoGBMXyeO9xDA9NdKgZXhYRG45w8a1pauDrgiN8VXCEWkMjI8OSearPBFICr78sqr2cqapkzopljIiN55MZs+2+qGQVlLHgg28Y2yeJt++bYdcdMjQLyR//dx3BAUreeGE2SXEd/252/baT/O+ibfTpFsFbf74dbztTpTjCdPiXXdtZcvI4q+beTb8Ixy2KvnZyE4vzDvL3ATO5LaH95sNqDwghOFpbzCfn97G78gLukgsTo3oxNyGdoaHN5ajbklxNNcsLDrO66Dg6i4n04Dh+3XMMI8KSWmUNVxYRG46MEzFYzCzLP8TCcxmoTXqmRKfwbOrNRHnb53VzvXx56gR/3rmNxwcPuyFPnaV7jvHG2t08NHEwT061f53lzPlyXnxzDTq9kZeenGZXPqn2gMVi5cOle1i+7ghD+ifw16dn4KO0b5aWV1HLvH8vo39CFAsfmWOXSB8qK2Xeyq+5v98AXho7wa52/BQrC7P4U9Y67k0eyotpUxx23K5AvraGrwuOsLb4BGpTE1He/kyO6sOk6D70C4xuNUecCr2GjaWn2VByimx1Be4urkyNTuXe5CGtfhMri4iN1gg21Jqa+OxCJp/nZiJJEr/vM4G7kwa3usuwEIIXtm9hxdnTfDRtJpOS7SvNKoTglW+3sfLAaf4+bxKzBqfY3abqWi0vvLGGnLxK7p49mIfnjcL9Bos+tSU6vZG/vvMdGYfzmDOlP088MAE3O/JiAegMRu565yvqG5v49pn5dqU3aTKbuOXLxViF4Pv59+Ht7hhb/NGaYhZkfMHg0AQWDp9vdwBrV8dgMbO57CwbS0+zvyoPk7ASrvBlaGgiQ0ISGBKacEPenWqjntN1F9lXlce+qrxLlRvTAqOZHtuXqTGpbWZSk0XERmtGrJc11vPKie/YW5lLb/8I/tJ/OmlB119j4nowmM3cufJr8lUqvpl7Fz3tjB8xWSz8etFqjhaU8d4DsxjZK8H+NhlMvPPZTtZtPUlyfCh/fHwKPZLC7T5eW3HsVDGvfbCJyhotTy4Yz21T7TM9QXOxqacXb2Dn6TwWPTqHod3tc4D46+4dfH4iiyW33s7I2Hi723M5RQ0q5u3+BH93L74e9xD+XdwTy1FojE3srDjHrorzHKouRGXUAeDr7kk33zC6+YUS6x1IoKc3QZ5KfN2bnVCEEJhFs3dodZOW6qYGihpUZKvLL6Wvd3dxJT04jpFhydwU1YsEn9ZJuHk1ZBGx0dppT4QQbCo7yxunNlNjaODRnqN5rOeYVsnJ30K5VsucFctwdZFYPXc+oUr77kw0+iYe/OBbimrqWPjIHAYk3pgAZhzO458Lt1Cv1nHnjEHcd/swlN72mYVaE53eyIdL97B603FiIgN58fEppPW6sc/+7+8y+O+Ow/xh1ljuHWOfGO0pKuT+tSu5r98AXnaQGavBZODOXZ+gMjayfOxDxPs4PlBUpvk6kKut5khNEec1VVzQVJGrqUZt0v/iez1cXInxDqRXQAS9/MPpExDJwKA4p3uEySJio61yZ2lNTbx6YhNrS06QGhDF6+mzSW5F18lTVZXM+3Y5PYJD+Oq2uSjsHHA12kYWvP8N1ZpGPn7sNvrG3Zh7oKahife/2MV3O04T6O/NQ/NGMm1iX7tNRI7EYrGydW82i5ZlUK3SMndaOg/fPQrFDUa/rz18hj8t38Ltw/ry0u0T7TJl1Op0TF22mECFgjXz5tv9fV6OVQh+e2A5GZW5/HfUvQwJSbjhY8pcHzqzkTqDDpWxEa3JgIsk4YKEJEkEeHgRpvDFz13RLoKbr0QWERttnYBxc9lZXs7aQJPFxAtpk5mbkN5qA2RL3gV+/d06JiQm8eG0WXbbuSvqtdz//grUuibee3AW6UkxN9y2nLwK3v1sJyezy4iJCOCO6encMi7Fbo+nG8FisZJxOJdPlu+joKSWnsnhPPnAhBuefQBsO3mB/1nyHYOSY/jw4VvtyipgFYIH160is6SE1fPmOyw/1hunNvN57gH+1O8W5ie1Tvp4mc6LLCI2nJHFt7qpgReOrmFfVR5TovvwSv8ZrZaTZ8nJ47y8azt39Enl9YmT7BasijotDy9cSUW9ln/fP+OG1khaEEKw91AuS1YfJPtCBT5KT2belMbUCakkxLS+jbdeo2PD9lOs3XKC8ioNsVGBPDRvJOOH97Tbtfly9pzN58nP19MnJpxFj8xBqbBPIP9zKJO3D+znb+NvYr6Dggq/zDvE309+z73JQ3gx7cZry8t0PWQRseGsVPBWIfj0wn7eObuDcC8/3hlyR6u55P37wH7ePZTJo+mDeW7kGLuPU6vV8diiVeRW1PLXeZOYkf5TuTCvHyEEp89d5OsNR9lz8AJWq6BbQigTR/ZiRHoSSXEhDput1Wt0ZB4rYM/BCxzMKsBosjAgJZZbp/RnzNDuDjOr7T9XxO8+XUu3iGA+fuw2u/JiAWQUF3Hfmm+Z1bM3b026xSH9sK8qj0f2fcm4iB68O2xuu040KtN+kUXEhrPriRxXlfL0oW+oNTTyYtqUVjFvCSF4add2vjx1gieHDufJoSPsPpZWb+D3n6/nUG4JD980hMcnj3DIXXsLNXUN7Nh3jm0ZOZy90Fy6N8DPi369Y0jpGUViTDBx0UFEhPpdtQStEAJto4GKKjXnC6rIya0gO6+C8/mVCAGhQT6MHdaDmTenkRTn2HQ1W09e4PkvvychNJD//vp2ApT2eTsV1tcxZ8UyQr2VrL5zvkPceS9oqpi/51MivPz5aswDKN3bn2ODTMdAFhEbzhYRgDqDjj8cWUVGVR4zYvvycv/pKN0cuzZgFYLntm1mZfYZnho2gt8Nsa/2BYDJbOHVVTtYefA0E1KTefWuyXanSLkalTUaDp8o4sTZUo6fLaG8SnPpNXc3V/x8FfgqFfj6KHB1lbCYrZjMFnR6E9UqLfqmH7IyK7096JUcQVrvaEakJ9EzKcKh4tfC0j3HeHPdbvrFR/KfB2bZLSAag4HbVyyjRq9j9dz5xAfceDGtKr2Webs/wSysLB/7UJsFwcp0TmQRsdEeRASaL/ILz+3lvexdJPuF8v6weQ4vhGOxWnlu22ZW5ZzlmeEj+e1g+4ogQfOd/rKM4/xz3W5igwP4319No2dU66Y2qdfoKL5YR3GpipLyOjQNejTaJrSNTVitAjc3V9xcXVAo3AkL9m1+hPjSLT6UmMjAVhGNFqxWwb827OWL3UeZ2Lcbr8+/BYUd9UWgOX/VQ+tWs7+0mC9m3cZwO5NqXk6j2ci9ez6jqKGWJWMWOL1+hEzHRxYRG+1FRFrYX5XP04e+QQCvp9/K+MgeDj3+5ULyWPoQnh0x6obMZ0fySnl2yXdo9Aaenj6au0f1b5fuiK1JrVbHC8u+J/N8MXeN7M9zs8fanbtMCMEfbDPG1yZO4s6U608RfyUmq4XfHljOvso8Phx+F2Mi7MtkICNzOY4UEXlVzoGMCEvi2/GPEKMM5DcHvuLfZ7ZjEVaHHd/VxYU3b57C/L79+OjoIf60cxsWq/3HH5Qcw7fP3Muw7nG8vmYXjy1azUWV5pff2Ek4nFfKHf9ayrH8Mv5yx028OGf8DWXUfWP/XlZmn+HJocMdIiBCCF453pw14eX+02QBkWmXyDORVsBgMfP3Exv5tiiLseHdeXPQHIe6AQsheCtzHx8cOciU5O68PXkqnm72V2sTQrAi8yRvrd+LJMFT00Yzd3haq5qQnInJbOGTHYf5aMsB4kIcY877+NhhXsvYwz19+/HKOPuCEq/k/exdvJezm8d6jubJPo5L1igjI5uzbLRXEWlhWf5hXju5iShvf94ZOtdhBWVa+DTrKH/fu4v0yCgWTp9FkJf3DR2vTKXmlW+2kXm+mNTYcP4wa+wNp0tpb5wsKuflFVvJrahl6oBevHT7RLtjQFpo+R6mde/BvydPc0h9kGX5h/nbiY3MjuvHPwbO6nJmRpnWRRYRG+1dRACO1Rbz1KFvURv1/HXADGbGpTn0+BsvnOeZLd8TrlTy8Yxb6R58Y4F+Qgi+O5bD2xv2UqVp5Oa07jw1bRSxdhRfak+odU18sDmTr/YdJ8zPhz/dNoFxKck3fNwWAZmS3J13pkyzK6r9Sr4vPcMzh79tjgUZeqeclVfG4cgiYqMjiAhAraGRpw99y6GaQu5LHsYzqTc5NInj8YpyHtmwhiazmXenTGdcQuINH1NnMPHF7qN8tvMwJouVW4ek8MD4wcQEdyzXUoPJzPL9J1i09SDaJgN3jujHk1NHOsSt+ZNjR/hHxm6HCsj+qnwe2/8laUExfDLyHhSu7a90q0zHRxYRGx1FRKDZy+bNU1tYmn+IgUGxvDXkdiK8/Bx2/DKthkfWryGnppqnho3kN4OHOqQ6W5W6gYVbD7L60BmswsotA3py/7hBre4SfKPoDEZWHzrD57uOUlGvZUSPeJ6eMdoh7RZC8M/9GXx09BC3dOvBvydPdYiAHKkp4uH9S4lTBrF49P1yWneZVkMWERsdSURa+K7kFC9lrUfh6s7bQ+5waE13vcnECzu2sO5cDmPjE/nXpFvsrtl+JZXqBhbvPso3mSfRG830i49k7og0JvXrYXdMRWtQqW5g+b7jrNh/Eo3eQP+ESB6fMsLuGiBXYrJYeHHHVlZmn+Gu1DT+Om6iQ9ZATtWVsSBjMeEKP74YfR8hiusveiUjc63IImKjI4oIQJ6mmicOrqCosZZnUm7i/m7DHbZwKoRg6akTvLpnF8He3rx7yzTSIx23OK7WNbHuyFlW7D9JYXUdvgpPJvRNZnK/HgzrHoe7W9tXPtQZTOw8k8f6o9lknisCYGLfZH41Np3+CY7LadZgNPK77zewu6iAp4aN4PHBwxzyvZ1TV3Lf3s/xdVewdMwCwh04Q5WR+Sk6hIhIkhQLLAYiACuwSAjxjiRJQcDXQAJQCMwVQtRJzb/Gd4CpgA64Xwhx7Grn6KgiAs0FhV48tpatF7MZH9GDf6TPJsCB5otTVZX8buN6yrQafjN4KI8PHuYQk0sLQggO5Zaw7kg2O07n0tBkxNfLk2Hd4xjeI47hPeJbdf2kTKUmI6eQvdkFHMotQW80Exnoy4z0Pswe0ofYYMc6AuTXqXhsw1oK6uv42/ibmJfqGAeJHHUFCzIW4+nixtIxC4hxcKYDGZmfoqOISCQQKYQ4JkmSL3AUmA3cD6iEEK9LkvQ8ECiEeE6SpKnA72gWkaHAO0KIoVc7R0cWEbDNGvIP8c9TWwj18uXfQ+6gb6DjZg1ag4G/7N7B6pyzpIaF89bNt9yw99ZPYTSbyTxfzNaTF8g8X0yVugGAMH8fUmLCSYkNp1d0KLHBAcQE++FxHTEtZouV8noNJTVqcsqqOF1SwaniSirqtQBEB/kxqlcik/v3ID0xulViW7YX5PHU5o14uLjyn1umOySVCTQLyP17F+Pt5s7no+4jTq5MKNNGdAgR+X8nkqS1wHu2xzghRLlNaHYJIXpKkrTQ9v9Xtv3Ptez3c8fs6CLSwklVGU8d/oZqvZZn+07inqQhDo0L2JR7gT/t2EqDycjTw0ayoP9Ah85KLkcIQUGViszzxZwsquBsaSWF1XWXXpckCPXzIdjHGz8vT/y8FXi6/9AWs8WKRmdAo2+irlFPZX0D5sui8mOC/ekbG0G/hEhG9IwnITSw1WIozFYr/zmUyXuHDtAnNIyPps0i2s8xpqaz9eU8kLGkXQuIylhHXkMeVYZqag0qao216Mw6rAiEsOIiueDn7kegewABHgHEeEWTqEwkwKNjefB1RTqciEiSlADsAVKBYiFEwGWv1QkhAiVJ2gC8LoTIsG3fDjwnhDhyxbEeAR4BiIuLSy8qKmr19rcF9UY9Lx5dw86K84yP6MGrA2cR6HljwYOXU61r5M87trElP5deIaG8Ov4mBkS2Tg2UK9HqDeRV1lJSq6a0pp5SlQa1To9a14RGb8Botlza11WS8PNW4OetwN9LQVSQL3HBAcSGBJAcHkygT9t4LJWo1Ty9ZSNHyy9yW+8U/jpuIl4OSOcOkFVbwqOZX+Lj5tmuBERn1pFVf4IT9SfJbcil1qi69Jq3qzfBHkEo3ZS4SC644IJFWFCbNdQb69FZdJf2DfIIoodPdwYE9iPNvy/ebo4bxzKOoUOJiCRJPsBu4FUhxCpJkup/RkS+A167QkT+IIQ4+nPH7iwzkRYumbdObyXQw5t/DprjUO8tIQRb8nN5ZdcOKhsbuKtvP/5n+EgCFLIraQtCCNaey+alXdsB+Pv4m5jZ0zEFvAAyq/J5/MByQhS+fDbqV05P6W62mjlSd5TM2oOcVp/BLMz4u/vT07cH3X2SSfZJJsorEi/Xq4+RJksTxboS8hsLyG8o4KwmG61Zi6vkSm/fXowOHUl64EDcXeS4l/ZAhxERSZLcgQ3AZiHEv2zbLpmpZHPWT3O2vpynD31LcaOKR3uO5je9xjo0OLHBaORfB/ax+EQWfp6ePDFkOPP79ms1E1dH4aJWw8u7trO9IJ/0yCjenjyVGD/HXeS3Xczh6cPfkuATzH9H3kuoE91464x17Krew66q3dSb1AR7BDE4aBCDgwaRpEzE5QYrJlqFldyGPLLqjnNIdYQaYw0+bj6MChnBTeETCPVs33FGnZ0OISI2b6svaF5E//1l2/8J1F62sB4khPiDJEnTgMf5YWH9XSHEkKudo7OKCDTXkHj1xPesLj5OWmA0bwy6lQQfxy6K59RU8/e9u9hfUkxiQCDPDB/FlG7dHRKk2JEwW60sPpHFvw7sQwjBU7Z1I0fEf7SwvOAIfzu+kdTAKBaOmO9QT7zrodZQy/qL37GnJgOrsNLXP5WbwifS1z/lhoXj57AKK2c0Z9lVtYes+uMIIRgWPJTpUVOJ9mobk6rMj+koIjIK2AucotnFF+BF4CCwAogDioE7hBAqm+i8B0yh2cV3wZXrIVfSmUWkhU1lZ/hL1gZMVgvPp03h9vgBDl1IFkKws7CA1zJ2k1enondIKE8NG8HExOQukfRvd2EB/8jYzQVVLeMSEvnruIkOnX0IIXgvZxcf5OxhTHh33h5yO94Ornx5LdQb61lzcT17qvcCMDZ0NFMiJhOuCGvTdqiMdWwq38zO6t2YrCYGBQ7ktpg5RHo5NjmpzNXpECLSFnQFEQGo0Gt44egaDlQXMD6iB68MmOFwU4jFamXduRzePZRJkbqe1NAwHk4fzC3denTKBICnqyr55/697C0uIt4/gOdHjWFSUjeHCqfRauHlrPWsKT7BnLj+/GXAdIeaJa+tDSa2Vmxl3cUNmISZMSGjmBE1jWBPx7t6Xw9ak5YtldvYUrEVo9XE2LAxzI6aKXt2tRGyiNjoKiICzSV4l+Qd5O0z21G4uvNS/6lMjUl1+HnMViurc87y0ZFDFNTXEePnx4MD0pnTKwVfT8fXYm9rjpVf5P3DB9lZmE+AQsHjg4dxT1p/PBy8HlRn0PHEwRUcqS3i8V5j+U2vsW06sxNCcLTuGF8Vr6DGWMOAgP7cFTeXcEV4m7XhWtCYNKwtW8/O6t24SW7MiprO5IhJuLm0n1Q6nRFZRGx0JRFpIV9bwwtH13Cyroybo3rzUr+prZJnySoE2/Jz+fjYEY6WX8Tb3Z0ZPXpxV2oaaeEdy/RgtlrZUZDHFyeyyCwtIVCh4IEBg7g3rT9+rSCM+doafp35FRV6Nf8YOItpsTde5fB6qDWoWFL0JVn1x4nxiuHuuDtJ8e/Tpm24XiqaKllevIKs+uNEKMK5J/5u+vo7/iZJphlZRGx0RRGB5oviZ7n7eS97F16uHjzfdxKz4vq12p3uicoKvjqYuaKTAAAgAElEQVR1gvXnc9CbzfQMDmFmz17M7NHbYcF3rUGZVsPq7LN8dfok5Q1aIn18WNA/nbv79sPbQTEfV7Kj/BzPHVmNp6sb/xl6JwOCY1vlPD+FVVjZVrmdlaWrsSKYEz2bSRE34Sp1HK+7E/Wn+LJoGZWGKgYHDeKeuLsI8OjYtWzaI7KI2OiqItJCvraGPx9bxzFVCcNDk3i5/zTiWzFwTWMwsO5cNmvPZXO0/CIAAyMimZCYzITEJHoGhzh9Mb66sZHvc8+z/nzOpTaOio3nnrR+TEhMbrX1HYuw8n72bj48t4eUgEjeHXpnm8aAVDRV8nH+p+Q25NLXP5Vfxd9DmKJjutGarCa+r9jMurL1uLu4Mzf2DsaGjm4177GuRIW+ggOqQ9waM0sWEbh2ETFYDFzUl1OqL6W8qYJ6oxqNWYPapMZkNSOwIgS4urji46pE6abE182HMEUYEYpwwhXhRCki26Wd1ioEXxcc4V9ntmO0mnm052ge6j4SD9fWbWuJWs268zlszrvA6apKAKJ8fRkeE8eQ6BiGRMUQ5+/f6qKiM5k4UVHO3uIi9hQVcLamGoAeQcHM6NmLGT16EeffuneyKkMjzx1ZTUZVHnPi+vNS/2l4tnL/t9Ay+/imdBVukhv3xN/NiGDHZBd2NhVNlXxesJhsbQ49fLrzQOL9shfXDZBRs5/FhUtxk9z4cNB/ZBGBnxeRBlMDOdpzZGtyyNGeo0x/EUHz53ST3PB398PP3R8/N188XT2RAAkXzMJMo7mRBnMDGrMWtUl96ZjukjsJyniSfZLo4dudPn69fzGKty2patLy+snNfF92hgSfYP6YNoVR4d3a5NyVDQ3sKsxnZ1EBh8tKqWtqAiBI4UVKWBh9QsPoFRJKgn8Acf4BBCgU132RE0JQ1dhIXp2KvDoVOTXVnKgo51xtDRYhcHNxYWBEFGPiE5iQmESvkLa5Cz9UU8izh1dRb9TxYtoU5iakt9kFXGVU8XH+fzmryaGff18WJN5HoEfnygIshGBvzT6WF3+N0Wrk1uhZTImc3KFMdM5Gb9GzuPBL9tdm0tO3B48lP0ywZ7AsIvBjEVEZ6zhad4yjqmPkaM8hEHi4eNDDpzvdfJOJ9YolxjuaMM/Qa54WN1maqGyq5GJTBQUNBeQ15lPYWIRZmHGVXOnu0420gL4MCkxvc3/7nyOjMpe/nfie4kYVEyN78nzfyW2aXtwqBLmqWg6VlXKqqpKz1VWcr63BdFkSRR8PD0K8lQR7eRHk5YXS3QM3VxfcXVxxkSSazGYMZjN6swmVXk9VYyPVukaMFsuPjtE/PJL+Ec2PwVHRbeo9ZrJa+OjcHj7K2UucTxD/Gnw7vQPa7i75YO1hPi9cjEVYuDtuHmNDR3eK2cfPUW9Us7hoKUfrjpHgHc9DSQ8Q6x3j7Ga1e/IbCvgobxFVhmpmRc1gVvQMXCQXeU2khfRB6eLdTe+RUZPBWU0OAFGKSNKDBtLPP41EZYLDTVAmq4m8hnxOqk9xSn2aYl0JAAne8QwJHszw4KEEeTg3oZ7RYuaL3AN8eG4PFmFlQfcRPNx9JEp357joGi0WCuvrKFbXU6RWU6pRU6vTUavXo9Lr0JtMmKwWjBYrVmFF4eaGws0dhZsbwV7ehCqVhHp7E+XrR3JQEMmBQYQrfZx20czX1vD80dWcqrvIrNh+/Ln/VJRtFEDYZGliSdGXZNTsJ0mZyKPJDxPRztx2WwshBIfrjrC48Et0Fh0zo6YzPXJquzQzOxursPJ9xWZWlq7G392fR5Meopdfz0uvyyJiI6xPmLjl8xmEeoYwMmQEQ4MGE9XGaRRqDbUcUh3hoOowBY0FSEik+acyJnQ0/QP6OXWAV+g1/O/prXxXepoQTyW/6z2eOfEDOmXwYFtgEVaW5h26FKvzlwHTmBKd0mbnL2ws4sO8hVQ2VTEzajozo6Z3yQuo1qRladFXHFAdJM47locSFxCvjHd2s9oNtQYVnxQ0mzkHBabzQOJ9KN2UP9pHFhEb3ft1F+v2rqenb4924blR2VTF3poMMqr3U2eqw8/Nj/FhYxkfNtaptuoTqlLePLWFY6oSkn1DeKL3eG6O6t2pzR+OJkddwctZGzhZV8a4iB68MmA6YQrfNjm3VVjZUrGVFaUr8XPz49Hkh+jt16tNzt2eOVaXxeeFS9CatEyLvIWZ0TPw6OJZgg/UHuSLwqW/aOaURcRGe3XxtQorJ9Wn2Fm1mxP1J3GRXBgUmM4tEZNJ9ElwSpuEEGy9mMM7Z3eQ31BDn4BInuw9ntHhjk310dnQmY28n7ObL3Iz8Xf34vm0yUyP6dtmfdZgamBR/n85oT7JwID+PJi4AB9352X/bW80mhtZVvw1GTX7iFRE8mDi/XT3bRuHkvZEg6mBJUXLOKA6SLIyiUeTH7pqdgJZRGy0VxG5nMqmKnZU7WRP9V50Fj19/HoxNeIWUv1TnHLxNlutbCg5yXs5uynT1ZMWGM1veo1ljCwmP0IIwXelp3nrzDYq9Bpujx/AM6k3t2n23RzNORbmf4zGpGVe3FxuCpsgf0c/w6n603xW+AUqYx3jw8ZyR8xtXaYY1tG6Y3xRuIQGcyOzomYwPWrqL3qvySJioyOISAt6i56dVbvZXLGVelM9cd6xzIyaTnrgQKeY4oxWC6uLslh0PoOLOjWpAVE83GMUE6N64toOTIPO5KSqjNdObeK4qpQ+AZG82HcK6SGOqat+LViFlXUXN7CmbB1hnqH8utujJCoT2uz8HRW9Rc+q0rVsrdyGv7sf98TfzaDAtnO5bms0Ji1f/mht6AHildc2TmURsdGRRKQFs9XM/toDbCz/nvKmCqIUkUyPmsbw4KFOEROT1cK64pMsOr+X4sY64pSB/Cp5GLfG93dKynJncl5dyX+yd7GtPIcQTyW/7zOR2fH92lRU641qFuYv4qwmhxHBw/hVwj3tKh6pI1DQUMinhZ9TrCuhr38q98TdRUQnClK0Cit7a/bxdfE3NFmbmBU1g2mRt1yXk4UsIjY6ooi0YBVWDquOsv7iBkr0pUQqIpgVNYOhwUOcIiYWYWX7xRw+vZDJibpS/NwVzInvz12Jg9tNDfDW4py6koXn9rKp7AxKN0/u7zaM+7oNx6eNXaJP1Z9mUf5/abI2cW/8fEaHjOy0d9GtjUVY2Fa5g9VlazFajUyJmMzMqGkoXBXObtoNUaIrZXHhUs43XKCHb3fuT/iVXYW9ZBGx0ZFFpAWrsHK07hhrytZRqi8jShHJrTGzGBSY7jSPs6zaEpbkHWTrxWwswsqo8G7cHj+AcRE9Wj2dSlshhOBgTSH/Pb+PjKo8vF3duSd5KAu6j2jzqoNmq5mVZavZWL6JGK9ofp38KDHe0W3ahs6K2qRmRclKMmr24e/uz63RsxgTOqrDRbxrTBpWla5hV/UevF29mRd3B6NCRtp9jZBFxEZnEJEWrMLKkbqjrC5dy8WmcuK8Y5kTPZv+Aa2XnfeXqGrS8k3BUVYUHqOqSYu/uxfTY1OZHptGv8DoDnmXrDE2sb7kJN8UHuOcppIQTyXzk4cwL3GwU0rWVhtq+DB3IXmN+YwPHcvd8fPwcOlaZsS2ILchj+XFK7jQkEukIpK5sbcxIKB/ux/DBouBbZXbWV++EaPVyISwccyOmnnDHnqyiNjoTCLSglVYyaw9yJqydVQZqkhWJnFH7G1OjQuwCCuZVfmsLj7BtovZGK0Worz9uSU6hSnRKfQJiGzXddnNVisHqwvYUHqKTWVnaLKYSQmI5M7EQcyMTWuzZIlX0py65AsE8EDifQwJGuyUdnQVhBAcq89iRcm3VDRVEu8dx8yo6QwMHNAu4swux2AxsKNqFxvLN6Exa+gf0I95sXMdloBSFhEbnVFEWjBbzWTU7GPtxfWojHWk+PXhjpjbnBZn0oLW1MT2izlsLDtDZlU+ZmElVOHD2PDujI3owZCQBPw8nG931ptNHK4pZEfFObaUZVNn1KF082BaTCpzEweREhDptLYZLAaWFn/Fnuq9JCuTeCz5kQ6btr0jYraayaw9wPqLG6k0VBLtFcWUiEkMCx7q9FmgxqRhZ9VutlXuQGPWkOLXh9nRM+nh292h55FFxEZnFpEWjFYj2yt3sqF8Iw3mBgYHDeK26FvbRUrsOoOO3ZUX2F1xnozKPBrMBiSgl38Eg0Pi6R8US9/AKKK9A1rdbKA3mzhdf5HjqhIOVBdwpKYIo9WCl6s74yJ6MDUmldHh3Zw262ihqLGYD/MWUtFUybTIW7g1elaXTF3SHrAKKwdrD7GhfCOl+jKUrt6MCR3NuLCxbZqPTAhBfmMBO6p2cqD2EGZhpq9/KjOjpjtcPFroECIiSdKnwHSgSgiRatsWBHwNJACFwFwhRJ3UfIV5B5gK6ID7hRDHfukcXUFEWtCZdWyq2MKmii2YrCZGh45kdvRMpyd7bMFktXBcVcqhmkKO1BSRVVuCwWoGIMDDi5SAKJJ8Q5ofPiFEevsTrvC97oV6ndlIpV5Dqa6eXE0VFzTVnNdUck5diVk0ZwpO9g1ldHgyo8K6kR4Sh8LV+akwWlKXfFO6Ch83JY8mP0wfv97ObpYMzRfxc9rzbKvcztG6LKxYSVQmMDRoCEOCBhPs6fjfmBCC8qZyDtQeIrP2IFWGKjxdPBkVMoKbwicS5dW6M+WOIiJjgAZg8WUi8iagEkK8LknS80CgEOI5SZKmAr+jWUSGAu8IIYb+0jm6koi0oDFpWHdxAzuqduGCxMTwCcyInNbuUmEYLWYuaKo4XX+Rk3Vl5KgrKdDWoLeYfrRfoIc3QZ7eKN088XH3xMvVHWiZtQh0ZhONZgMNJgO1hgbUpqYfvT/EU0k3vzDSAqPpHxRD/6BYAj3bV6RynbGOj/M/5YzmLAMD+vNA4v34urdN3i2Z60NlrONg7SEOqg5R0FgINGcGT/HvQx+/3iQpE/F3v/5ia0IIqg01FDQWcFpzljPqM9QaVUhI9PbrxfDgYQwKHNhmUfYdQkQAJElKADZcJiLngHFCiHJJkiKBXUKInpIkLbT9/9WV+13t+F1RRFqoNtSwpmwt+2oy8XTxZGrkFCZH3Nyu/eCtQlCh11DQUEOlXkOFXkOVXku9Ud8sFGYDevOPRcbbzQOlmwc+7p4EeHgT6eVHhJc/kd7+dPMNbXeCcSWHVUf4rGAxJmHi7rh5jAsd0+49gmSaqWiq5FhdFmc12ZzTnsdoNQLg4+ZDrFcMYYowW4E7P3xclUiShKBZMBrMDahNatQmNZVNVZToS9Fb9AB4u3rR2683KX59GBDYnyAnJGftyCJSL4QIuOz1OiFEoCRJG4DXhRAZtu3bgeeEEP9PISRJegR4BCAuLi69qKio1drfESjVlbGybDXH6rLwc/NjZtR0xoWNwb2LZzN1No3mRpYULSOz9gCJykQeTXqoXaxjydiHyWoiv7GA4sYSSvSllOhKqDXWojFpL1VNvRJXyRU/Nz9CPIOJ844l1juWeO844pVxTo9TcaSItJcVvZ+6NfvJb0YIsQhYBM0zkdZsVEcgxjuaJ7s/Tl5DPitKvmVp8TI2VWxhdvQMRoQMd/pg7YqcrD/FZ4VfUG9UMzt6JjMip8mL5x0cdxd3evr2oKdvjx9ttworDeYGGsyNl7ZJSPi4KVG6Kdud63Br0NYju1KSpMjLzFlVtu2lQOxl+8UAF9u4bR2aZJ8knu/1LKc1Z/i2ZBWfFHzGhvKNzI6exdCgwV1iMDubRrOOr4qXs7dmH1GKSF7q87jTXbJlWhcXyQU/m0mrq9LWIrIOuA943fZ37WXbH5ckaTnNC+vqX1oPkfn/SJJEX/9UUv1SOFafxarSNXyUt4gNFzcyJ2YWAwMGyPb4ViKr7jifFy5BY9IwPXIqs6JndvkCSTJdg9b0zvoKGAeEAJXAy8AaYAUQBxQDdwghVDYX3/eAKTS7+C74qfWQK+nKC+vXglVYOag6zJqytVQ0VZLgHc+cmNmk+bddUaXOjspYx5dFyzhSd4wYr2geSnxAnn3ItHs6zMJ6ayOLyLVhERb212Sy9uJ6qg01JHjHMyt6JgOcmJero2MVVrZX7eTbklVYhIVZ0TO4JWKyvPYh0yGQRcSGLCLXR3Mtk0zWXfyOakM1Cd7xzIiazsDA/vKayXWQq81lcdGXFOmKSfHrw30J9xKuCHN2s2RkrhlZRGzIImIfLbmD1l38jipDFdFeUUyPnMbQ4MGyN9dVqDeq+bZ0JXtr9hHoHsjd8XcyOHCQPJuT6XDIImJDFpEbwyIsHKo9zPry7yjTXyTEI4TJETczNnQ0nq5tW5CpPWOwGPi+YjMbyzdhFmYmR9zMrKgZ7TqwU0bmasgiYkMWEcdgFVaO159gY/kmLjTk4uPmw8Sw8UwIG0+Ah7+zm+c0LMLCvpr9rCpdS52pjkGBA7kj9vY2Tc4nI9MayCJiQxYRx3NBm8uG8o0crz+Bm+TG0KAhTI64iXhlvLOb1ma01HRZW7aOSkMVScpE7oq7s9UyqsrItDWyiNiQRaT1qNBXsKVyOxk1+zBYDSQrkxgfNpahwUOcXnOhtWhxPNhYvonypgrivGO5NXq27MUm0+mQRcSGLCKtT6NZR0bNPnZW7aa8qRwfNx9GBg9ndOgoYr1jnN08h6C36NlTncGmis2ojHXEeccyM2o66YEDO53XmhCCJks19YZsdOaL6EwV6C0VGC1arMKEFRMIgburHx4u/ni4+uPjHoOvezJ+Hkl4ugbLgtoJkEXEhiwibYcQghztObZV7iCr/jgWYSFRmcDIkBEMCRqEv3vHWzsp1pWwo2oXmTWZNFkN9PTtwYzIaaT6p3SaC6UQAq0pn0rdPqr1R6gznMVgqb30uovkgZdbOB4u/rhI7rhIzVH2JqsWo0WD0VKHWegu7a9wDSHUawihXoMJ8xqCt3tUm38mmRtHFhEbsog4B41JS2btAfZWZ1CiL0VCopdvT4YGDyE9cEC7ziPUYGrgoOoQ+2oyyWvMx11yZ2jwYCaEjSfZJ8nZzXMIQghUhhOUaL+nXLcHvbkCAF/3RAIVqQR69ibAszc+7nF4uAReVTCbZy41aI35aIx5qAynqNYfviREgZ4pxPhMIcZnEl5ucqxMR0EWERuyiDifUl0Zh1SHOag6REVTJRIS3XySGRg4gH4BaUQpIp1+V68xaTlZf5Kjdcc4oT6FRViI9YphZMgIRoeMbHcFvexFZ66gULOaYu136MxluEoKwr1HEO49knDvEXi7OSYVfcvspqIxg9KGzdQbswGJCO9RJPvfTZjXUKd/5zJXRxYRG20lIhZrEw2m4ksPvbkKk1VrezQg4YIkueKCG+6uvihcQ/B0DcbLLRxfjwR83RNxc/Fq9XY6EyEExboSjtVlcaw+i2JdCQAB7v709utNb79eJCsTifKKavV1BoPFQF5jPuc05zmjOUtuQx4CQaB7IEODBzMyZARx3rG/fKAOgBCCmqaj5KmXU964C4GVMK+hxPpOJUo5AXcXZau3QWsspFj7HYXaVRgsKnzdE+kWcA/xvjMumcdk2heyiNhoLRExWRuo0h2gpikLVdMJ6g3nEJgvve7u4ouHiz9uLj62H6nAKsxYMWOyajGYa39kRwbwdosi0DOVYEU/gr364+/RAxep8+ZZqjHUcEaTzVl1NtnabNQmDQCeLp4kKOOJ9Yoh2juaGK9owjzD8HP3vW5xsQorGpOGKkM1JboSinTFFOtKKNaVYBEWJCTivOPoH5DGwMABxHvHdZo7ZCGslOt2k1P3CfWGs7i7+JHgdytJfnNROmmdwiKMlDZsJq/+K+qN2Xi7RdIz8CFZTNohsojYcKSIGCwqyhp2UN64kyr9IQRmXCUFgZ4pBCnSCPDsidI9Fh/3ONxdftn8Ybbq0JnL0RoL0JoKUBtyURlOXrJPu7v4Eu49nHDvUYR7jUThFuSQz9EeEUJQ2VRJXmMB+Q35FDQWUqYvo8lquLSPm+RGoEcgge4BeLl62R4KkCQQzbXjjFYjOouORnMjWrOWWkMtJvGDuCtdlcQrY0lQJtDLtyfdfLqhbKOa1W2FEIKLjdvIqfsYtfEC3m7R9Ai4nzjfae1mtiuEoFK/n2zVR9QZTqN0iyE1+AmilDd1GhHv6MgiYuNGRUQIK1X6QxRqVnGxcScCM0q3GKKU44lUjiNI0dfhd1A6cwW1+iyq9Aep0GXYFihdCFWkE+0ziWifiXi6tn3N5bZGCEGtsZZSfRnVhhpURhUqQx1qkxqdRU+TRY/e0oRAICEhSeAueeDt5oXSVYmPm5IQzxBCPUMI8QwhxiuGII+rLxJ3dKp0Bzitepd6QzY+7gn0CnyQGJ8p7XZGK4SgQpfBGdV/0BgvEKIYSFrIswR49nJ207o8sojYsFdELNYmirTruFC/lEZzCR4u/sT6TiPedyb+Hj3a7EIkhJV64znKG3dS2rCFBlMREq6Ee48k0W8O4d4j2+0FQqbtUBvOc6r2bar0B/Byi6BP4K+J852G1EGSZVqFmULNGs6q3sdoVZPodxspQU/g4err7KZ1WWQRsXG9ImKyNpKv/ppc9TIMlloCPfvSzf8uopQTcHVxbsJBIQRq43lKGzZRpF2PwVKLwjWUBL/ZJPrdLrtPdkEMlnqyVR+Sr/kWDxdfegU+TKL/HbhKHTNjgNGiJaduIbnqr/B0DaRfyLNEKyd16tlje0UWERvXKiIWYaRA/S3n6j7BYK0jzGs4PQMfIESR3i4HsFWYqNBlUKBZSaVuPxKuxPjcTLL/XQQp+jq7eTKtjBAWCjQrOaN6H7O1kUS/2+kT9Gs8XDteQOdPUWfIJqv6b9QbsonwHs2A0D/JN0ltjCwiNn5JRIQQlDZs5ozqP+jMFwlVDCYl+HGCFGlt2Mobo8FUTL56BYXatZitDQQrBtAz4AHCvUe2SwGUuTHqDNkcr36VOsMZQhWDSQv5A/6e3ZzdLIdjFWby1V9zRvUeLpIbacHPEuc7Qx7TbYQsIjauJiJqwwVO1LxBTdNR/D16khr8+w4dBGWyNlKkWcsF9RL05gr8PXrSK/BBopQTkTpZfqeuiMnayFnVB+Spl+PpGkha8DPE+EzpsOP1WmkwlXC06mVqm7KI8B7DwNA/o3ALcXazOj2yiNj4KRExWRs4q/qAfPUK3F18SQl+nATf2R1mEfKXsAoTJdrvOVf/GQ2mQvw8utEr8GGilTfJYtJBKW/cy/Gaf6A3V5LodzspQb/rUovOQljJUy/ntOpd3CQvBoT+mWifCc5uVqdGFhEbV4pIWcMOTtS8TpOlxvZj/G2nsSNfiRAWShu2kFP3MVpTAX4e3egT9Fsivcd2+rvXzoLBouJEzT8pbdiEr3sSA8NeIljRz9nNchpaYwGHq/5IvSGbON+Z9Av5Q5tE3HdFOq2ISJI0BXgHcAU+EUK8frX9W0REb67mRM3rXGzcgb9HdwaEvkSQIrVN2uxsmsVkK9l1H9JgKibIM43U4CcI8Up3dtNkfgYhBGWNWzhe/TomawO9Ah+iZ+ADclQ3zTPtbNUiztV/itItisHhr3WZ33Jb0ilFRGq2N50HbgZKgcPAXUKIsz/3nkGDBolVO//CiZp/YhEGegc+QveAe7vkj9EqTBRp15Ot+ogmSzUR3qNJCXqiUy7KdmSazLUcr/kHFxt3EOiZQnrYK/h5JDu7We2OGn0WR6r+iN5cTe+gx+gZcH+nMUm3BxwpIu3JiD4EyBVC5AshjMByYNbV3mAVZrKqX8XPI4mJMV936bs5F8mdRL85TI5bR0rQE9Q2ZXG48nnay02CTDO56qVU6DJIDXqSsdGfywLyM4R4DWBCzNdE+0wkW/UhamOus5sk8zO0p5nI7cAUIcRDtuf3AkOFEI9fsd8jwCO2p6nA6TZtaPslBKhxdiPaCXJf/IDcFz8g98UP9BRCOMR7oz3l1Pip1eD/p3BCiEXAIgBJko44akrW0ZH74gfkvvgBuS9+QO6LH5AkyWHpz9uTOasUuLzIQwxw0UltkZGRkZG5BtqTiBwGukuSlChJkgcwD1jn5DbJyMjIyFyFdmPOEkKYJUl6HNhMs4vvp0KIM7/wtkWt37IOg9wXPyD3xQ/IffEDcl/8gMP6ot0srMvIyMjIdDzakzlLRkZGRqaDIYuIjIyMjIzddFgRkSRpiiRJ5yRJypUk6Xlnt6c1kSQpVpKknZIkZUuSdEaSpCdt24MkSdoqSdIF299A23ZJkqR3bX1zUpKkgc79BI5HkiRXSZKyJEnaYHueKEnSQVtffG1zzkCSJE/b81zb6wnObLejkSQpQJKkbyVJyrGNj+FddVxIkvSU7fdxWpKkryRJUnSVcSFJ0qeSJFVJknT6sm3XPQ4kSbrPtv8FSZLuu5Zzd0gRsaVIeR+4BegD3CVJUh/ntqpVMQPPCCF6A8OA39o+7/PAdiFEd2C77Tk090t32+MR4MO2b3Kr8ySQfdnzN4C3bX1RBzxo2/4gUCeE6Aa8bduvM/EOsEkI0QvoR3OfdLlxIUlSNPAEMEgIkUqzc848us64+ByYcsW26xoHkiQFAS8DQ2nOIPJyi/BcFSFEh3sAw4HNlz1/AXjB2e1qw8+/luYcY+eASNu2SOCc7f+FNOcda9n/0n6d4UFzDNF2YAKwgeZA1RrA7crxQbO333Db/262/SRnfwYH9YMfUHDl5+mK4wKIBkqAINv3vAGY3JXGBZAAnLZ3HAB3AQsv2/6j/X7u0SFnIvwwYFootW3r9Nim3QOAg0C4EKIcwPa3pcZoZ++ffwN/AKy258FAvRDCbHt++ee91Be219W2/TsDSUA18JnNtPeJJElKuuC4EEKUAf8LFAPlNH/PR+ma46KF6x0Hdo2Pjioi15QipbMhSZIPsBL4vRBCc7Vdf2Jbp+gfSZKmA1VCiKOXb/6JXcU1vNbRcQMGAh8KIQYAjfxgsvgpOm1f2Mwus4BEIC2BXY8AAALOSURBVApQ0my2uZKuMC5+iZ/77Hb1SUcVkS6XIkWSJHeaBeRLIcQq2+ZKSZIiba9HAlW27Z25f0YCMyVJKqQ50/MEmmcmAZIktQTPXv55L/WF7XV/QNWWDW5FSoFSIcRB2/NvaRaVrjgubgIKhBDVQggTsAoYQdccFy1c7ziwa3x0VBHpUilSJEmSgP8C2UKIf1320jqgxYPiPprXSlq2/8rmhTEMULdMazs6QogXhBAxQogEmr/3HUKI+cBO4Hbbblf2RUsf3W7bv1PccQohKoASSZJ62jZNBM7SBccFzWasYZIkedt+Ly190eXGxWVc7zjYDEySJCnQNrObZNt2dZy9GHQDi0hTaS5ilQf80dntaeXPOormaeVJ4LjtMZVmG+524ILtb5Btf4lm77U84BTNHitO/xyt0C/jgA22/5OAQ0Au8A3gaduusD3Ptb2e5Ox2O7gP+gNHbGNjDRDYVccF8AqQQ3N5iCWAZ1cZF8BXNK8FmWieUTxozzgAHrD1SS6w4FrOLac9kZGRkZGxm45qzpKRkZGRaQfIIiIjIyMjYzeyiMjIyMjI2I0sIjIyMjIydiOLiIyMjIyM3cgiIiNzA0iSlHB55lQZma6GLCIyMjIyMnbTbmqsy8h0dCRJSqI5Nc0ymtOzuAKpwFuAB3AvYACmCiE6W4oNmS6KPBORkXEAttQjK4EFNGfWTQXuprkuw/+1d8c2DQRBFED/FUE1tOCAAhA9UAQVOSIiJLXkMogQNpId3BCsg4v3Tpx0fi/anWiDlb52g5m3JL/VmiR+JnlZ65ywNCEC8z2k9SV6rqrDrfZRVT9V9ZXWZnx/qx/T5j7AJggRmO87bQ7D46R2mazHyX6Mb2Q2xGWG+a5JnpK8D8NwWvsw8J+8RGABVXVOskvymjabAu6CLr4AdPMSAaCbEAGgmxABoJsQAaCbEAGgmxABoJsQAaDbHxW62CpOF+RjAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Now lets plot up our data again... Also lets add some labels!\n",
"plt.contour(x,y,np.transpose(z))\n",
"plt.xlabel('km')\n",
"plt.ylabel('km')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Neat! What do you think we are looking at?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The 4th argument for `plt.contour()` can be used to specify the number of evenly spaced contours (which are automatically defined by matplotlib):"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.contour(x,y,np.transpose(z),2)\n",
"plt.xlabel('km')\n",
"plt.ylabel('km')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.contour(x,y,np.transpose(z),20)\n",
"plt.xlabel('km')\n",
"plt.ylabel('km')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"While we just made some cool looking contour plots, we have only just scratched the surface on the 2D plotting options available when using matplotlib! For example:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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iAMJe+Hy49txLCCEGCiEChBAB6upi/WJpaQkrKyulZciCk5MTEhISEBUVpbQUFRWjQs4gYgagFoBFJD8C8Bz/77p6Ha/rI3nlsZDkYpJuJN2KFCkijVKVPE+NGjUAAEFBQQorUVExLuQMIuEAwkme1h5vRkZQiczsptK+Rr1wfckXPl8CQISM+lTeQF7s0vnoo48ghEBgYKDSUlRUjArZggjJhwDChBCZebUbAbgKYAeAXtpzvQBs1+7vANBTO0urLoC4zG4vFf2SGwfO30XBggXh5uaG9PR0paWoqBgVcq8T+RbAWiGEBYA7APogI3BtEkL0A3APQEfttXsANAdwC0CC9loVPbJjxw6cOHEC5cuXh62tLRo3bgw7OzulZemN06dP56kAShLBwcH4999/kT9/fgwcOBAA4OjoiKdPn8LU1BTm5uYoVqwYOnfujHHjxgHISBHj6OiYp35WKm9G1iBC8jyA19XxbfSaawlgqJx6VN5MYGAgvvnmG3h5eSE4OBgAcOTIEXh6euLzzz9XWJ1+yLwpajQamJjk3mQOwcHB8Pb2xq5duxASEgIAaNWqlS6IfP/994iMjER6ejpSUlIQHh4OM7OMW0ViYiKcnJxQtGhRNGzYEJ6envDw8FBX++dhhDH3f7u5uTEgIEBpGbmChQsXIiYmBj///DMSExNx9epVHD9+HHfv3sWgQYPg7OystETZSU9PxyeffIIGDRpg1qxZSsuRjQ4dOmDXrl1o0qQJPDw80KxZM5QpUyZLn33+/DlWrVqFo0eP4uDBg3j8+DEKFCiA5cuXw9PTU2blKlIhhAgk+boH/Pcm9z5uqbwXFStWxOrVq3HixAl88MEHcHV1Rfv27WFiYoLZs2fnicF2U1NTFClSBD4+Prnq+z5//hzfffcdbt++DQCYPXs2QkNDsWPHDgwePDjLAQQArKysMHjwYKxfvx4PHjzA/v370alTJ1SpUgUAcOrUKSxZsgQJCQmyfBcVA4Sk0W6urq5UkY6FCxeyS5cuXLp0KVNSUnTnv/zyS965c0dBZfpj+fLlBMAzZ84oLUUSAgICWLFiRQohuGjRItn9fffddwTAwoULc+bMmXz27JnsPlXeHwABlOg+rLZE8jgrV67ETz/9hIsXL2LQoEFo164dgoKC0LdvX6xbtw6zZs1CdHT0ez2tGjNt2rSBubk5NmzYoLSUHLNs2TK4u7sjISEBvr6++Prrr2X3OW/ePBw5cgSurq748ccf4eTkhIULF8ruV0U51CCSh/H29sby5csRFxeH9u3bIyYmBm3btkW/fv3QokULLF26FPHx8Vi/fr3SUvWGnZ0dPDw8sGHDBqOe7rtt2zb0798fDRs2xPnz5/U2OUIIgc8++wx79+7FiRMnUKtWLcTHxwPI6PXQaDR60aGiP9SB9TzK06dP0bRpU2zcuBGlSpVC7969YWlpibCwMHTo0AF9+mTMsCaZ56Zy+vn5ISQkBN27d4e5ubnScrJFQkICZs2aBS8vL1hYWCiqJfNvaOPGjZgzZw4WLFiAunXrKqopr6MOrKvkiMy+zIoVK2Lr1q3w8/PD2rVrMXjwYHTq1Alr1qzBokUZSZTzWgABgIYNG6JPnz5GGUBOnjyJ+Ph45M+fHxMmTFA8gAD//xuysLDA/fv34e7ujkGDBiEmJkZhZSpSoAaRPIqNjQ1atWqFs2fPwtvbG71790aNGjXQq1cveHl5ISAgAElJSUrLVIzo6GjMnz8fz549U1pKlrl+/TqaNGmCb7/9Vmkpr6Vdu3a4fv06RowYgWXLlqFSpUrw8fFRWpZKDlGDSB4jOTkZBw8eBJAxiDx//nz89ttvSEtLw9GjR5Geno7NmzfDzs4uTy8gu3btGoYPH47NmzcrLSVLpKWloXv37rC0tMTUqVOVlvNGChQogDlz5iAoKAgVK1Z85/XLli3DjBkz9KBMJbuoYyJ5jN69e8PJyQkTJ0586fyCBQvg7++PuLg4pKam4sCBA8oINBBIolKlSnBwcMCxY8eUlvNO5s2bh++//x6bNm1Cx44d3/0BA0Cj0UAI8cYu09u3b6NBgwYoVaoUihQpgilTpqBq1ap6Vpk7kXJMRPG1HjnZ1HUi78fu3bv54s/s6NGj3LBhA9euXUuSPHfuHK9du8bw8HClJBoUM2bMIABevXpVaSlvJTw8nNbW1mzevDk1Go3SciSjQYMG/OOPP0iS8+fPZ7169fj8+XOFVeUOIOE6EbkTMBoV/v7+ePToETQaDUxNTVGrVi0UL/5KXSyjZeXKlXB2dkZCQgL++ecf/P3336hZsyauXLmCgwcPYtGiRciXL5/SMg2GXr16YezYsVi6dCnmzJmjtJw3kpKSgs8++wwLFizINRMhrl69itu3byMsLKNO3bBhwzBw4EBYWloiMTERaWlpKFCggMIqVYA82p0VExODffv2Yc+ePYiLi8OOHTsAAI0aNcKhQ4deuvaLL76Ar6+vJHqV5vjx49i/fz9iY2OxZcsWHDhwAC4uLoiMjMSPP/6IWbNmoWjRou82lIfo3LkzSGLTpk1KS8lzREdHY9SoUbCxscG8efMQHR0Nf39/+Pj44P79+/jiiy/w008/KS3TKFGn+GaTXbt2oUGDBihatCi6deuGvXv3wtzcHJmBdNGiRQgMDMS5c+dw8uRJzJs3D+3atQOQMXD5888/wxhL8h4+fBg9e/bEp59+ir59+6JSpUrw8vKCi4sLAMDBwQHXrl1DaGiowkoNj7Vr1xp0AFmyZIku63Ju4MmTJ7r9QoUKYdiwYbhx4wYAYPTo0Thx4gQ8PT11ed5++eUXpKWlKSXX6EhKSsLhw4elNSpVv5gS27vGRDQaDU+cOMHHjx+TJJctW8bKlStz7Nix9Pf3Z1pa2jt6Dv/P8ePHaW5uTnt7e27cuDHLnzMEGjVqxJUrV+qOU1JS+ODBA93xzz//zB49eighzWiIjY1VWsIr3LlzhyYmJvTy8lJaimQsXryYjRo1YlRUFMmMfG6TJ0/mwoULWbFiRS5cuJBBQUEkyfT0dJ4/f15JuUbF9evXWbNmTVpYWEg6JqJ4IMjJ9qYgkpqayk2bNrFOnToEwAULFpAk09LScjTweOXKFdatW5cmJiY8dOhQtu3ok7Fjx7Jdu3YkyeTkZI4cOZJffvklR40axa1bt/LMmTNs2LChQd4kDYXVq1fTwsKC9+7dU1rKS4wdO5YmJiYGpyunTJ8+nZUrV2bXrl3p6enJGTNm8NNPP2Xv3r25dOlSOjs7c+vWra/9bFJSkp7VGj4ajYYrVqyglZUVCxUqxJ07d6pBJHP7bxDRaDRcsmQJy5QpQwAsV64cvb29Jc0kGh8fT2dnZzo4ODAiIkIyu3IxcuRIOjk5ce/evRw+fDiHDRvGEydO8LfffmPbtm357Nmzl1olKq9y+/ZtAuDkyZOVlqIjLS2NJUqUYLNmzZSWIgs3btzgtm3beP/+ffr6+nLixIkMCwsjSW7ZsoWTJ0/WPRCmp6czJCSEs2bNYqlSpbh7924lpRsUGo2GPXr0IAA2aNBAN/NSyiCSK2ZnkdTNN1+/fj0KFSqEOXPmoHXr1jA1NZXUl7W1NTZv3oyOHTsiKioKjo6OktqXmtmzZ6NJkyYYPnw4kpKScPXqVVhaWsLd3R2HDx/G2bNn0bBhQ6VlGjRly5bF559/jr///hteXl4GUfXw0KFDCA8PN+hZYzmhYsWKusWIDx8+xK1bt1CiRAkAwLp161CuXDkIIXD37l1MmzYN9vb2CA4ORq1atdRaJi8ghEC5cuXw66+/4qeffpL8fgjAuFsitWrV4tKlS1mxYkXdU0pMTIxe5sqnp6fL7kNqMvuSSTIkJITOzs5qKySLrFq1igB45MgRpaWQJBctWkRHR0cmJiYqLUV2IiIi2Lx5c3p6enLChAksX748Hz9+zJ49e3Ly5Mnct28fL126xPHjx3POnDmMjo4mSUZHR/PmzZsKq9c/qampnDRpEg8ePPjGa6DWE8ngypUr6N+/P2xsbBAbGwsgI5W3PubKm5iYID4+HjNnzkRycrLs/qTgo48+0u336NEDQ4cOxYcffqigIuOhffv2sLa2xooVK5SWAgD4+uuvERYWlidS0zg6OmL37t2oV68eKleujG3btqFQoUKIiorCgQMHUKFCBQQGBuL58+do1KgR7O3tceTIEXh4eKBfv35o0KDBS7O+cjO3b9/GZ599hp9//hm7du3Sj1OpopESW6FChbht2zbFVunu37+fALhs2TJF/GeX6Oho/vnnn0rLMDp27tzJ0NBQpWW816zC3M7MmTNZrFgxfvLJJ9y/fz/JjP9LT09PLl26lCQ5ZMgQLl68WEmZsqPRaLh06VJaW1vTxsaG69ate+v1MJaWiBDirhDikhDivBAiQHvOXghxQAhxU/tqpz0vhBALhBC3hBAXhRC13mXfyckJbdq0UWyVbuPGjVG2bFmDzkQaHh4OPz+/l87Z29tj0KBByggyYlq2bIlSpUopLQNjxoyBm5tbni7wlJqaCgAYMGAAmjVrhsjISNy4cQPXr1/H7t27UadOHfTr1w8AEBcXh4z7Zu5l165d6N+/P9zc3HDx4kV07dpVb7710Z31Ocma/P/qyDEAfElWAOCrPQYADwAVtNtAAIv0oC1HCCHQvn17+Pr6Ii4uTmk5r2XMmDHw8PAwykWShsju3bsxZcoURTXs27cPNjY2BjHArxTm5ubQaDTYsmULbG1tsW3bNnTv3h2XLl3C06dP0b9/fwDApUuXUKJECZQtW1ZhxdJDEjdv3gSQ8YCzefNm+Pr66v1BR4m/wjYAVmr3VwJo+8L5VdrW1ikAtkIIw576hIwaCampqdi9e7fSUl7h7NmzWLt2LUaOHIkiRYooLSdX4Ofnh4kTJypWUCkmJgaXLl1Co0aNFPFvSJiYmKBfv37o1asXqlWrBltbW0yfPh2NGjWCnZ0doqOjcfr0acTFxWUp7bwxcf36dXzxxRdwc3PDgwcPIISAp6enIg8WcnskgP1CiEAhxEDtOQeSDwBA+5qZrKk4gLAXPhuuPfcSQoiBQogAIUSAITxd161bF0WKFMHt27eVlvIKXl5eKFy4MH788UelpeQaOnfujLS0NGzfvl0R/6dPnwYAuLu7K+LfEKlevToA4Pnz56hSpQqaN28OANixYwcuXLiAJk2aGEQ3pBQkJSVhwoQJqFGjBs6fP4+ZM2fCwcFBUU1yrxOpRzJCCFEUwAEhxPW3XPu6gY1XOjJJLgawGMhIwCiNzOxjYmKCsLAwg8t+e+jQIfj6+uK3335DwYIFlZaTa3B1dUXp0qWxefNmXR16fXLq1CmYmJjAzU2aUhC5CSsrK5QvXx41atTAp59+iufPn6N37966/HfGztOnT/HRRx/hzp076NatG+bOnat4AAFkDiIkI7SvUUKIrQBqA4gUQjiSfKDtrorSXh4OoOQLHy8BIEJOfVJhaAEEyHhSXbRokSI3uqxAUjch4urVq7hz5w7S09ORL18+ODk5wcnJySCnrwoh0KFDByxYsABPnjyBra2tXv3Xrl0bo0ePhrW1tV79GgsTJkxA06ZNER4eruvWMnbu3buHUqVKoWDBgvjqq6/QoEEDw+rOlGqa1383AFYACrywfxJAMwCzAIzRnh8DYKZ2vwWAf5HRIqkL4My7fBhKUarQ0FB+/vnn3Lt3r9JSDJbk5GQePnyYY8aMYe3atWlra8uEhASS5HfffUdktDp1m6mpKVNSUkiSly5dMqgUMydOnGCVKlV44cIFpaWovIM3Tf9PT0/nxo0bdX9jhkhQUBBbt25NU1NTXrx4UVLbMIbcWQDKArig3a4AGKs9XwgZs7Jual/ttecFgIUAbgO4BMDtXT4MJYg8e/aMJiYmHD9+vNJSqNFo2LVrV4PKNLxu3TpaW1sTAM3MzFi/fn0OHTqUMTExJDOC8NmzZxkYGMhjx45x9erVnDdvnu7zDRs2JADWq1ePPj4+TE1NVeqrkHzzjUlu4uPjeevWrVxVvVAp9u3bRwAsVaoUFy5caFAVE/39/dmuXTsCoI2NDX/55RfGxcVJ6sMogog+NkMJIiRZpUoVtmjRQmkZPHToEAHoyooqQXp6OtetW72ORwcAACAASURBVMfTp0+TJIODg9mvXz9u3bo1W/8MFy5c4JQpU3SJNZ2cnLhixQqpZb83KSkpel34p82+ymPHjunNZ25Fo9Fwz549/OSTTwiAtra2HDFiBJ8+faqortjYWFpaWtLGxoYTJkyQLbu2GkQMMIh06dKFpUuXVloGW7RowSJFiiiWU+nYsWPUTnjg0KFDJbWdlpbGf/75h/Xq1ePy5csltf2+nDhxggUKFNDrDX3KlCkEIPlTaV5Go9Hw6NGj7Ny5M8uXL697KDh69CgjIyNl9338+HEOHjyYTZo00Z0/dOgQ4+PjZfWtBhEDDCKTJk0iANl/+W/j+vXrBMAJEybo3feDBw/YsWNHAmDx4sW5evVqWZNUZnbp/PHHHxw+fLjeuyNiY2NpamrKcePG6c2noTyo5FaSk5NJZjysODg40NTUlF988QWnTZvG06dPS9aNeurUKQ4cOJClSpUiAH7wwQfs3LmzXh/8pAwieXfJq8TUqVMHTZs21SWCVAJvb29YWFhg8ODBevf9559/YufOnfjll18QHByM7t27y7rwKXNmV0hICH777Td8+umnePDggWz+/outrS0+/vhjHDx4UG8+L1++jGrVqunNX17DwsICQMa0/f3792PMmDGIioqCl5cX6tSpo1tvlZiYiD///BMHDhzAhQsXEBERgcTERKSnpwPISMkSEhKCkydPYsuWLZg+fTq6dOmC69czVjhcvXoVGzZsQK1atbBy5UpERkZiw4YNBjkbMUtIFY2U2AypJWIIbN26ldOnT9ebv9TUVN66dYtkxvjAjRs39Ob7RXbt2kUrKyuWKlWKly9f1ptfLy8vmpmZSVr07E2kpKTQ3NycY8aMkd2Xyss8fPiQ69evZ2BgIEkyMDDwldmEAHTjdIcPH37lPScnJ1011KSkJMUnh0DClojIsGecuLm5MSAgQGkZL0FSsYSQ+iQ+Ph7t27fH9evXcf36dVhZWSmqJygoCC1atEBSUhKCg4P1kuZl79698PDwwMGDB2Wft5+SkoIdO3agQoUKqFGjhqy+VN4OSdy7dw/37t1DVFQUHj16hNjYWLRs2RLVqlXDo0ePsHPnTjg6OsLR0RFOTk56X0/0LoQQgfx/PsMckSsqGxoKTZs2hZ2dHTZs2KB33+vXr0f9+vV11d/kJCYmBs2aNUNQUBAWL16seAABgFq1auHUqVPYv3+/3vKEubu7Y9y4cXpJqWFhYYEOHTrI7kfl3QghULp0aZQuXfq17xcpUgR9+/bVsyrlUMdEJMTExESXVVOf3L9/H1999RX+/vtv2X09evQIjRo1woULF/DPP/8Y1D9L6dKlMWDAAAAZySfDw8Nl9VewYEFMmjQJFSpUkNUPkNHSOnbsmOx+VFTeFzWISEiZMmUQEhKid78+Pj4gic6dO8vu68cff8T169exY8cOtG7dWnZ/2SExMRGtWrVCq1at8OzZM1l9xcfHw8/PD3J3C8+ZMwc9evSQ1YeKSnZQg4iElC1bFrGxsXovxenj44OaNWuiUqVKsvvy9vbGsWPH0LRpU9l9ZZcPPvgAK1aswMWLF9G3b19Zb/Dr1q3D559/jtDQUNl8ABkzeipXriyrDxWV7KAGEQnJLHxz584dvfl8/Pgx/P390aZNG1n9rFmzBk+fPoWVlZVRZJBt1qwZpk6dCh8fH1nHqDLTkF+6dEk2H+np6bh+/TqqVKkimw8VleyiBhEJqVatGvr374/8+fPrzeeZM2cAZFQ2k4tNmzahR48emDdvnmw+5OCHH35AnTp1MGzYMDx+/FgWHy4uLgAy1nDIxd27d5GUlKQGERWDRJ2dJSEVKlTAkiVL9OqzefPmiIqKgr29vSz2Q0JC0LdvX7i7u8PLy0sWH3JhamqKpUuXwsfHBwUKFJDFR8GCBVGqVClcuXJFFvsAcOPGDQDQS3elisr7ogYRidFoNIiLi9NrHYPChQvLYpckhgwZAiEENmzYoFvRa0xUrVoVVatWldVH+fLlZa1s2aBBA5w6dUr276Gikh3U7iyJadKkCVq1aqUXX6GhoWjatCnkWnC5ZcsW7N27F5MnT0bJkiXf/QEDZseOHRg+fLgstidPnowFCxbIYhvIqNhXp04dg1iPo6LyX9QgIjFlypTR5ciRmxMnTmD//v0wM5OnQenm5obhw4dj6NChstjXJxcvXsT8+fMRFBQkue1PPvkEH3/8seR2M1m8eLFec3SpqLwPahCRmCpVqiA6OhqPHj2S3df58+dhYWGhG9yVGicnJ8ybN0+2IKVPvv32W1hZWcHb21ty2w8fPsT69esRExMjuW2S8PLygo+Pj+S2VVSkQA0iEpN5Q5dzoDWTCxcuoGrVqjA3N5fUbkJCAvr06aMb0M0N2NjYoFu3btiwYQPi4uIktX3x4kV069YN165dk9QuAERFRSEmJkadmaVisKhBRGL0MeUzE7lSgy9fvhwrVqxAVFSU5LaVZMCAAUhMTMTmzZsltVu0aFEAQGRkpKR2gf//HcnV2lRRySlqEJGYYsWKYfLkyfjkk09k9ZOeno4KFSrA1dVVUrsk8ddff8HV1RX169eX1LbSuLm5oVOnTpInaLSxsQEAPH36VFK7QEYrB/j/okYVFUPD+Du7DQwhBMaOHSu7H1NTU/j5+UluNygoCJcuXcIff/whuW2lEUJg48aNktstWLAgAHmCyI0bN/Dhhx/qWjsqKoaG7C0RIYSpEOKcEGKX9riMEOK0EOKmEGKjEMJCez6f9viW9n0nubXJxfPnz+Hn54fk5GSlpbw3GzduhLm5Obp06aK0FNmIjY2VdOKDtbU1AMiS7HHRokW61oiKiiGij+6s7wC8OOI4A8A8khUAxALopz3fD0AsyfIA5mmvM0r27duHzz//HOfPn5fNx7Zt2+Di4iJ54r8iRYqge/fuel0sqU+SkpLg4OCA3377TTKbFhYWOHv2LPr06SOZzUyEEHqrj6Kikh1kDSJCiBIAWgBYqj0WAL4AkDmyuRJAW+1+G+0xtO83EkZaIrBu3boAgFOnTsnmIywsDFevXpU8T9eoUaP0UpdEKSwtLVGjRg34+/tLZlMIATc3Nzg6OkpmE8hI6tirVy9ZV8OrqOQUuVsivwH4EYBGe1wIwBOSadrjcADFtfvFAYQBgPb9OO31LyGEGCiECBBCBOhjLUZ2KFasGEqVKoXjx4/L5iNzmmrmoK4UJCQkQKPRvPtCI+fjjz9GUFCQZCniSWLRokU4d+6cJPYyOXr0KFatWpUr1umo5F5kCyJCiJYAokgGvnj6NZcyC+/9/wS5mKQbSTdDbuY3bNhQ1mJFqampACDpGpEJEybAwcEh1weS8uXLIy4uDrGxsZLYS0lJwZAhQ7B3715J7GXi7+8PR0dHvZTfVVHJLnK2ROoBaC2EuAtgAzK6sX4DYCuEyHy0KgEgQrsfDqAkAGjftwEg/RJgPVG/fn08fvxYtnK5qampMDU1hZQ9fufPn0fp0qVhYpK7Z36XK1cOACTrJkpKSgKQ0VUmJf7+/qhbt66kv2MVFamR7W5B0otkCZJOALoAOETyKwCHAXTQXtYLwHbt/g7tMbTvH6LcNUdlpFWrVjh16pSuUJXUlC9fXvJEjzdu3MgTK6MbNGgAPz8/yWqjx8fHA4CkCRIfPHiAO3fuwN3dXTKbKipyoERn62gAG4QQkwGcA7BMe34ZgNVCiFvIaIEY9RxTBwcHODg4yGa/b9++6Nu3r2T2SCIyMlLywWFDxNbWFg0aNJDMXnR0NABpU/Lfv38fzs7OaNiwoWQ2VVTkIEtBRAhhC6AnAKcXP0NyWFY+T9IPgJ92/w6A2q+5JglAx6zYMxYCAgKwZcsWTJ061eC7JOLi4pCSkiJr4MutZFZNLFTolXkg2cbNzU2WXFwqKlKT1e6sPcgIIJcABL6wqbyFy5cvY/r06bhw4YLktn18fODo6CjZOhEhBMaNGyfpE3peoX79+rhx44akKWhy++QGldxDVoOIJcnvSS4nuTJzk1VZLsDDwwNCCOzcuVNy29bW1nj48CEiIiLefXEWsLGxwaRJkyTPxZUXsLCwQMWKFXUr13PKw4cPUaRIEfzzzz+S2FNRkZOsBpHVQogBQghHIYR95iarslyAg4MDateuLUsQyRy7kCqIaDQaREVFISEhQRJ7eYmNGzdKukDz8OHDiImJUaf2qhgFWQ0iKQBmAfDH/7uy5KnJmsto06YNzp49i3v37klqt3Tp0gCAkJAQSewlJibCwcEB8+fPl8SeIXLr1i2cPHkSO3fuxKFDhySz6+3tLWkQ2bdvH+zs7PDRRx9JZlNFRS6yGkS+B1CepBPJMtpNnrmruYxOnTqhaNGiCA4OltSunZ0dihYtKtngq5WVFWxtbREeHi6JPUODJAYMGIBp06bh6NGjWLZsGTp16gQfH58cLQglKWldF41Gg3///RfNmjWDqampJDZVVOQkq1N8rwBQ+zmyQbly5RARESHLDaF///4oUaKEZPZKliyJsLAwyewZEgsXLkT+/Pmxc+dOPHz4EPHx8fD398eBAwcghECHDh3ebeQ13L9/H0+ePJEsiAQGBiIqKgrNmzeXxJ6KitxkNYikAzgvhDgMQJffPKtTfPM6pqam0Gg0SExMlHRB2pQpUySzBQAVK1ZEUFCQpDYNherVq+tabR9++CE+/PBDODg4wNraGn/++SecnZ1RtWrV97Z79uxZAJCs66lw4cIYOXIkmjVrJok9FRW5yWp31gkAUwCcxP/HROTJ55ELSU1NhbOzMyZMmCC57fj4eMmKIdWtWxchISG5riwuAFSrVg13795F7dq1sWbNGmg0GhQsWBDt27eHtbU1rl69mi27wcHBsLS0RK1atSTRWaZMGcyePVvShYtSQhJXr17F9u3bdeeGDRuGChUqwMXFBfXq1UPz5s3x3Xff6d5PS0t7nSmVXEJWg0g3AEEvTO1NAdBdPlm5C3Nzc1SuXBnr169Henq6ZHYfPHgAW1tbrFwpzWzrVq1aYcmSJciXL58k9gwJOzs77N69G99//z3+/fdfNG7cGF5eXli1ahX8/f3RunXrbNkdPXo0Hj16JMnP7N69ezh8+LDB3XRJ4syZM+jbty+KFi0KFxcXdOnSRVd07cMPP4SbmxuqVKmC/PnzIyoqCrdu3dJ9vmHDhmjQoAFmzZqFq1evZnkM6uHDh7J8HxWJIfnODUBZAEEAKgMYAOAYAJusfFbOzdXVlcbCli1bCIA7duyQzKZGo2GZMmXYqlUryWzmNsLCwrhy5UoOHjyY4eHhJMkHDx7Q19eXffr04bRp03j8+HGFVWbg5eVFU1NTPnz4UGkpLzFv3jwCoLW1Nbt3786lS5fy5s2b1Gg0Wfr8pEmTWL16dSIjKzerVavGjRs3vvUz9+7do52dHfv27cvIyEgpvobKCwAIoET34axfCFQEcBXAPgAfSCUgJ5sxBZGUlBQ6OjqyefPmktodOnQo8+fPz8TEREnsRUZG8q+//mJaWpok9pTmyy+/5NixY9mpUyeWKlWK+/btk8z2jh076OHhwQcPHuTYVnp6OkuVKkUPDw8JlOWcEydO8Ny5cyTJkJAQLly4kHFxcTmyee/ePXp7e9PNzY0LFy5867WdOnXiiBEjOG3aNFaoUOGd16u8H3oLIshIc3Lxhe0hgBuZx1KJyO5mTEGEJMePH08hBO/cuSOZzT179hAA//33X0nsbdy4kQB46NAhSewpyfHjx1mnTh3d8datW9mzZ09dwA0ODs7y0/Tr6NevH21sbJiamiqJVgBcvXp1jm3lhEePHrFnz54EwDZt2sjmJz09/Y3vHT9+nHZ2drrj27dv89KlSzx79iy3bt0qm6a8hD6DSOm3bVKJyO5mbEHk/v373Lp161v/gd6XxMREFixYkD179pTE3vPnz2lra8sOHTpIYk9JFixYwNmzZ5PMaAnGxMSwcePGvHv3LknS2dmZERER2bKdkpLCQoUKsUuXLpJo7d+/P62srPj06VNJ7GWHkydPskSJErSwsODo0aMZHx+viA4/Pz/Wq1ePbdq04bVr13Tng4KC2KhRI7Zp04YXL15URFtuQZHuLEPcjC2IyMX27dt569YtyeyNHj2aJiYmvHnzpmQ2leDBgwc8f/78S+fGjRvHX375hX/++WeOAu+///5LANy+fXtOZTI9PZ0VKlRgnz59cmwru/j5+dHMzIxly5ZlUFCQIhr+2yqcM2cOx48f/8p1c+fOZbFixejl5UWNRpOj1mRe4/bt25wxY4YaRDI3YwwiGo2G48eP58yZM5WW8kYePHjAfPnyKXpTyymZrY3/3mCePXvG2rVr08HBgRcuXMi2/Z49e9LGxoZJSUk50plJSkoKHz9+LImt7JCcnMyffvqJsbGximkICwtjcnKy7nj16tVs06aNruWeOU43depU9ujRg3PnziX56u9Y5fVs2rSJNjY2tLGxkTSI5O46qAaIEAJXrlzB5MmT8eTJE8nsHjlyBN9//70ktj788EN88803iIyMNLjpplnh/v37GDVqFFJSUl6p42JlZYWGDRuiYcOGqF69erZ91K5dGyNHjszx1F6SSEtLg7m5uaT1SLLC8+fPMXjwYDx69AgWFhaYMmUKbG1t9arhRXbs2AE3NzccOnQIcXFxOHfuHNzc3PDs2TMAGVPap02bhhUrVmDChAkYMWIEAGD27Nno06cPtmzZoph2QyYhIQGDBg1Cp06dULlyZZw/f15aB1JFIyU2Y2yJkOS5c+cIgL/++qtkNufPn08APHPmjCT2UlJSjPYJb+TIkfTy8iJJhoaGcs+ePfz666+5cOFCajQahoWF8d69ewqrzODEiRMsXrw4AwMD9er38ePHrFOnDk1MTAxqsHrPnj2sXbs2PTw8OGzYMF1r8fHjx+zSpQv79evHU6dOkST9/f05ZswYNm/enFu3bqWLiwuPHj2qpHyDQ6PRsG7dugTAMWPGMCUlhSTV7qzMzViDCEm2bt2adnZ2knUfxMXFsUCBApIN9GYSEhLCf/75R1KbchIfH8/ixYtz//79JMnevXuzd+/enD9/Pps3b87ffvstR/bT09O5fv36l7pdckKnTp1oY2Oj10Hshw8fskqVKsyXL59BBZAXuX37tm7/0qVLbNWqFfv06aNbQ5OQkMDhw4dz9uzZurG7iRMncuLEiYroNTReHCvaunUrDx48+NL7ahDJBUHk3LlzFELwxx9/lMzm6NGjKYTg5cuXJbPZqVMn5suXT7dmwNC5du0aO3XqxMmTJ3P48OGsUqWK7r1Tp06xY8eOfPToUbbtb9u2jQC4YcOGHGu9efMmTUxMOHr06BzbyirR0dGsVq0a8+fPbxTTuK9cuUJPT09+++23L81qXL9+Pb/55hv6+/uTzGg5N23alLt37yZJHjhwgLNnz+aCBQsU0a0kDx48YPPmzfn777+/8Ropg4g6JqIQNWvWxOzZs9GlSxfJbI4aNQrW1taS5uj6/fffUaRIEbRt2xaPHj2SzK5clCxZErNnz0aJEiUQFxeH4cOH694zMTHBw4cPs52XiiSmTZuGMmXKwNPTM8da586dCzMzs5c0yk1iYiJMTU2xfft2fP7553rzm12qVKmCRYsWYeLEiTAxMUF6ejpI4tGjR6hQoQIqV64MIKMwWMWKFVGyZEn4+vqib9++KFiwIHx8fODl5YXU1FSFv4l+2Lp1K6pWrYpDhw7B3NxcP06likb/3QBYAjgD4AIyUsn/oj1fBsBpZCRw3AjAQns+n/b4lvZ9p3f5MOaWiFzMnTuXc+fOlXQ84+zZs7S0tKS7uzufPXsmmV2pmTFjBrt37647jo+PfymFSPv27blkyZJs2z9w4AAB8I8//siRTjJjUZ+lpSX79++fY1tZ4fnz57pFkcacjSDz77pv3766J+2wsDD27t2bq1at4r59+zh48GDd7/nGjRts1KiRJAtCDZknT56wT58+BEBXV9eX1te8DhhJSyQZwBckawCoCaCZEKIugBkA5pGsACAWQD/t9f0AxJIsD2Ce9rpcT2xsLHr06CFZpb0RI0ZgxIgRr8xKyglubm5Ys2YNTp06hYkTJ0pmV2r27NmDb7/9FgBw/PhxzJ07F3/99RfWrVuHK1euoGDBgujfv3+2bGs0Gvz4448oXbo0+vTpk2OthQoVwtatWzFmzJgc23oX6enp6NSpE3r37g0ARl3sSggBkihWrBju3r0LAPj222/h6OgIFxcXXLt2DVZWVrrf89mzZ1G9enWYmZllPtzmSs6fP4/Vq1fjp59+wsmTJ+Hs7Kw/51JFo7dtAPIjI4FjHQCPAZhpz38CYJ92fx+AT7T7ZtrrxNvs5oaWSGJiIsuUKUMXFxfdzImcotFouGLFCq5du1YSe5ns3bvXYFsia9as0Y1/JCYm0s3NjZMnT+b06dPZvHnzHI/pREREsGbNmlyzZo0UcvXKt99+K1kLylCIjo5m8+bN6eHhwb59+5LMaN15enrqZmiFh4dz+vTpnDhxotHONHwbMTEx9PHx0R2HhoZm+bMwloF1AKYAzgN4hoyWRWEAt154vySAy9r9ywBKvPDebQCF32Y/NwQRMmP2BADOmjVLEnsajYafffYZ7e3ts53W4208e/aM3bp1k3SVfE7Zu3cvnZ2d2aRJEzZu3PilwWpvb28OGzYsxz7S09MlSVkzatQo/vTTT3q5sc2ePZsAOHLkSNl9KcGTJ0903XNr166lu7s7yYwuu23btnHAgAEGk6VZKjQaDdesWcOiRYvSwsKC9+/ff28bUgYRWQfWSaaTrAmgBIDayEgl/8pl2tfX9b+80v4UQgwUQgQIIQJeHOh9cVGcRqPJiWy906ZNG7Ru3Ro///yzJLXYhRD466+/kJCQgAEDBkjejA8ODsbevXvh5uaGXbt2SWo7uzRt2hTXrl1D//79YWJigo4dO+reCw0NzVFFyY0bNyI2NhYmJiYwMcnZv8z169cxd+5cPHnyRNIux9exevVq/PDDD+jUqRNmzpwpqy+lsLGx0XXPubi4wMHBAQCwfv16HDx4EFWrVkW9evWUlCgpwcHBaNKkCbp37w4nJyecOnUKxYoVU1aUVNHoXRuACQBGQcLuLGtra5YuXZr58+d/aUDV0tKStra2rFq1Kps1a8ZvvvnmlXnShkZERARtbW3ZsmVLyWxmLkD866+/JLOZyZ07d1izZk0CYJ8+fRgTEyO5j6zwrvUaYWFhLFu2LKOjo7Nl/8yZMxRCcNSoUdn6/H9p1aoVCxYsyKioKEnsvQ0/Pz927txZstQsho5Go+HgwYNZtWpVNm7cmAcOHFAsiaQcPH36lAUKFGDBggW5cOHCHE2QgDF0ZwEoAsBWu/8BMgpZtQTgA6CL9vyfAIZo94cC+FO73wXApnf5sLe3Z48ePThy5Ehu27ZN9wOaPHkyv/nmG7Zt25aurq60srLiuHHjSGYsUho0aBD//fdfyRaMScWhQ4ckqU2RSXp6Ohs3bsz8+fPLUugoMTFRV0jJ09NTcvtvIyQkhB06dGCzZs3e2C2Unp7OwMDAbNeiSEhIoIuLCx0dHfnkyZOcyCVJ+vr6EgCnTp2aY1tvQ6raMsZKVFTUG//eZ86caVTjI4mJidy8efNLCweluEcYSxCpDuAcMmqPXAYwXnu+LDKm/t7SBpR82vOW2uNb2vfLvstHVsdEUlNTdU8kAQEBLFCgAAHQ1taWQ4YM4Y0bN7L+09cDaWlpko1lPHjwgFu2bJHE1psICgri1atXSZK3bt3i77//LtsAfHBwMIcOHcp8+fIxf/78/OWXX2Sbvjlo0CAC4N69e3NsS6PRsFq1aixbtqysN/knT56wWrVqBp3gUymSkpJ0D5vJyclcvHgxnz9/rrCq15OUlMQ//viDxYsXJwDJx3WMIojoY8vuwHpiYiJ37tzJ7t2708LCggAMqj5Bly5d6OLiwoSEBEntnj9/Xvb58tOnTycAFipUiCNHjuTp06clq5+yefNmCiFoYWHBvn37MiwsTBK7b/IFQNLV5JcvX+aJEycks/dfUlNT2aRJE5qZmRl8963SZE5mKVy4MH/99VeDKcGbkJDAOXPmsGTJkgRAd3d3HjhwQPLWkxpEchhEXuThw4f09vbW/ZL+/vtvBgQE5NhuTti3bx8BcMCAAZLZvHHjBs3Nzfn111/L3pw/fvw427ZtS3NzcwJg5cqVdT6Dg4Pf2krRaDS8f/8+Dx48yLlz59LDw4OLFy8mScbGxnLixImSdvm9iYiICI4YMUKSaddSPwy8ieHDhxMAly1bphd/xoxGo+HRo0fZokULAqC5uTk7duyo2BhKZhmApKQkFi1alPXr1+e+fftk+19Vg4iEQeRFkpKSWKJECQJgp06d3mvetdR4eXlJfkP48ccfCYBjx46VzObbiImJ4apVqzhv3jzduUqVKhEACxYsyLJly/Ljjz/WjVeR1P38M7cKFSrIMjHgTcTGxkq2XofMGJdp2LAhBw8eLJnN17F06VIC4HfffSern9zItWvXOGLECDZs2FB30167di39/f1lfeAKCwvjrFmzWLNmTZYsWVLXYtfHpAs1iMgURMiMPuWff/6Z+fPnp7W1NefPn69Imoi0tDQ2btyY+fLlk6zSnEaj4YABAwhAsT7znTt3cvLkyRw2bBi7devGpk2b8ueff9a9/9NPP/H333+nr6+vLGtc3kZCQgLd3d3ZsmVLyW4eixYtIoAcpVvJCkuXLmWLFi1yfXoPOcn8naelpbFw4cIEwOLFi7NHjx5ctmyZZOUDtmzZwmrVqukelGrXrs358+frdaKPGkRkDCKZhISEsFmzZjQ1NdUNGuubqKgo1q1b95USrzkhLS2NnTt3JgD6+vpKZtfYSU5O1nVtbNq0SRKbwcHBtLKyYuPGjWV7on1xvMmYZh0ZOrGxsVy1ahU7duzIIkWKEICuRs2TD43UsAAAIABJREFUJ084cOBATps2jUuXLuX27dt55MgR3YywqKgorl+/nnPnzuWoUaPYpk0bli5dmidPniSZ8SDVqFEjzpgxg8HBwYp8PzWI6CGIkBn/lC+2Anbs2CFpV0dWNWQi1VNmSkoKly1bpt50tKSmprJDhw6SpgZJTk6mq6sr7ezsZJsA8OTJE7q6uhpsTZDcgkaj4eXLl3Ully9dukR7e/uXul0BcPny5SQzCo1lnsuXLx+dnZ3ZpUsXxWrXvw41iOgpiLzI+fPnCYBubm6KtExGjBjBjh07SjbTKZObN2/y+++/13twNCQyp/Jm1uyWgvPnz9PW1la2gl7p6els2bIlzczM6OfnJ4sPlbfz7NkzhoSE8MyZMzxw4IAu/cjz5895+fJlxsTEGOyDmhpEFAgiJOnj40N7e3taWlryzz//1OsfyKxZs3QDp1L6XbBgAQHwiy++yPaqbmPn/Pnzby3gk13kXMX//fffEwC9vb1l86GSe1GDiEJBhMxYvNekSRMCYK9evfTmV6PR6KZwTp48WVLby5cvp4WFBUuXLi1ZjXZDJzQ0lHPmzJHcbnBwMOfNmyfrA8bvv/9OAJIklVTJm6hBRMEgQmZ0JcyYMYMrVqzQu98ePXoQABctWiSp7dOnT7NUqVI0NzfP9QPuhw8fZtGiRVmwYEFJxyuePXvGqlWr0t7eXta1LN999x1bt25t1MWlVJRFDSIKB5H/snr1ar11b6WkpLB9+/ayDKZGR0dzxIgRusVxue0mlZaWxgkTJtDExIQVK1bklStXJLXdpk0bmpiYcN++fZLZfZEX/77y8hiWSs5Rg4gBBRGNRsN27doRAL/66iu9rHh98WZy+/ZtWXw8e/aM1apV44IFC3JNMGnbti0BsEePHnz69KmktkeMGEEAXLBggaR2M4mIiGC9evV44cIFWeyr5C3UIGJAQYTM6GaaNGkSTUxMWLVqVdlu7P/Fz8+PZmZmsgyuPnz4kE2bNiUA1qlTh6dOnZLchz5ISUnRBcF169Zx5cqVkvu4dOkSTUxM+O2330pum8yoFf/RRx/RysrKoKaJqhgvahAxsCCSyYEDB2hnZ0c7Ozu9JHRLSkpi69atCYC//vqr5N1pGo2Ga9eupYODAwGwXbt2RlOfQaPRcM+ePXRxcdHLDKZTp07J0mJLSUlhs2bNaGJiwj179khuXyVvogYRAw0iZEaxpvnz5+vNX0pKim6wffDgwbLcyOLj4/nrr7/Sw8NDF6iyU5JTXxw+fJj16tUjAJYpU4a7d++Wxc8///zzUh0bqdFoNOzXr59shcVU8i5qEDHgIPIip06doqenJ2NjY2X1k56erkuuKFXKjteRGUAiIyNpaWnJRo0acefOnQaVrylz/USxYsW4aNEi2fIR7dy5k+bm5qxfv75sEyoSEhL4xRdfvJSgUkVFCtQgYiRBZMWKFTQzM2O5cuUkzX/1Jg4dOvRSEjm5ePr0KWfOnMlixYoRAIsWLcrhw4dLlqDufbhy5QrHjx/P8PBwkuT+/fs5d+5cWdOvb9q0iWZmZnRzc5PtASEzM0FKSorBrnpWMV7UIGIkQYTMqK1RrFgxWlpacvXq1Xrxee3aNVasWJHHjh2T1U9ycjK3bdvG9u3bM1++fLx16xZJ0t/fnzt27GBcXJzkPlNTU3ns2DGOGzeOlStXJgAKIbhq1SrJfb2O5cuX08TEhJ9++qkkJXNfx8aNG+nu7q5Y3XqV3I8aRIwoiJAZ3T8NGjQgAO7atUt2f9euXWOFChVoZmbGhQsX6uVJ9sUps927/6+9e4/vse4fOP767BhmZs6H0DZzCMUWliU142ZKdLvlUOjnUIn7joRbI8rhlhSSnArdYmVFCCE3U8SINhnmkE1kbGwZO33fvz++3102Ic2+p+3zfDyux/d7Hfa93te1a3t/P4frc/U1/rnff//98vzzz8uiRYuM9XcSj8lkkkuXLsmePXtk6dKlRrvG5cuXxcXFRVxcXOSxxx6TuXPn2nTI+JEjR0p4eLjVHv+7efNmcXd3l9DQUJs9zEorfXQScbIkImKulvjggw+MaqbiHkjxRmlpadK5c2fjAVvWbpcp6Nq1a7JlyxaZOHGidOrUSXx9faVx48bG+vbt20uVKlUkMDBQWrVqJY888oi89NJLxvqQkBDx9PQsNEJqly5djPVbtmwxngRnC9nZ2UYpy2QyWa2dZceOHVKmTBlp2rSpLoVoVlWcScQNzSbc3d158cUXAThz5gydO3dm9uzZPProo1bZn4+PD2vXrmX69OlERkZSv3593nrrLavs60aenp6EhYURFhYGmL+oXLp0yVjfqVMnAgICSEtLIy0tjZycHNzcrl+KHTt2JDQ0lKpVqxIQEECjRo3w8/Mz1ud/ri1cunSJf/zjH8THx5OQkIC3tzceHh7Fvp+9e/cSERFB3bp12bx5MxUrViz2fWiaVRRXNrLH5EwlkYKOHj0qDRs2FFdXV5kxY4bVq5tiY2ONqpHjx4/b9AlqziwuLk4CAwPF3d1dPvroI6vuKzExUR5//HGjg4CmWRPOUJ0F3AtsAw4Dh4B/Wpb7ApuBY5bXipblCpgNJAI/AS3+bB/OmkREzHX73bt3F0CeeOIJmwzDnp2dLfXr15emTZvK3r17rb4/Z2UymWTRokVSpkwZqV69umzfvt1q+zp16pTVqzY17UbFmURcrFjIyQVGikgjoDUwVCnVGBgDbBWR+sBWyzxAJ6C+ZRoMzLNibHbn7e3NqlWrmDVrFhs3bmTcuHFW36e7uzvvvPMOFy9epFWrVowePZrMzEyr79cZrV69mjZt2nDgwAHatm1rlX0cPHiQFi1aMH78eKt8vqbZRHFloz+bgDVAOHAEqGFZVgM4Ynk/H+hVYHtju1tNzlwSKWjv3r1Gw7ctnoaWlpYmAwcOFEDq1KkjJ0+etOr+nMU333xjjHuWkZFh1Xtt9u/fL76+vnLvvfcajfaaZis4SUnEoJSqBzQHfgCqichZSwI7C1S1bFYLSCrwY8mWZTd+1mClVKxSKjYlJcWaYdtMcHAwPj4+5OTk0KFDB7p27cqFCxestj8fHx8WLlzIjh07aNeuHXXq1AEgLS3Navt0ZGlpaQwcOJAOHTowadIkALy8vHB1dbXK/r7//nsee+wxypUrx7Zt2/D397fKfjTNJoorG91qAryAfUB3y/ylG9anWV7XA6EFlm8Fgm732SWlJJLPZDLJrFmzxMPDQ2rWrCnbtm2z2b5TU1OlYsWK0qtXLzl27JjN9mtPubm5Mn/+fKlUqZK4uLjI6NGj5erVq1bdZ0ZGhlSqVEkCAgLkl19+seq+NO1WcJaSiFLKHYgGlovIF5bFvymlaljW1wDOW5YnY26Mz1cb+NWa8TkapRTDhw9n9+7dlCtXjscff5zIyEhycnKsvm9XV1deeOEFVq9eTaNGjRgyZAjHjx+3+n7tafbs2QwZMoTGjRuzb98+pk2bxj333GPVfXp5eREVFUVMTIxRAtQ0Z6bMSckKH6yUApYCqSLyrwLL3wYuisg0pdQYwFdEXlNKRQAvA52BVsBsEWl5u30EBwdLbGysVeK3t99//51hw4axZ88eYmNjKVOmjE32e/bsWd566y0WLVpEXl4eiYmJ1KtXzyb7toXvvvsOk8nEI488QkZGBhs2bKBHjx6YL1frmT9/Ph4eHgwYMMCq+9G0O6GU2iciwcXyYcVVpLlxAkIx3238E3DAMnUGKmGuqjpmefW1bK+AucBxIA4I/rN9lLTqrJvJH38qPT1dPvnkE5sNxnfmzBn58MMPjfkpU6bIZ5995pSPZTWZTLJp0yYJDw8XQNq3b2/TfY8fP14A6dq1qx5MUXMIOMN9IraYSkMSyTdjxgzjnpKzZ8/adN/Z2dkSGBgogFSvXl1Gjx4t8fHxNo2hqKKjo6Vx48ZG7NOnT7fauFc3ysrKkn79+gkgAwYMcMoErJVMOomUwiSSl5cn7777rtxzzz3i6+srK1eutOn+c3NzZf369RIRESGurq6FnifuSDfL5eTkyPr1642xtRYuXCgtWrSQZcuWybVr12wWR3Z2tjHo5htvvKFLIJpDKc4kYrU2EVsoyW0it5KQkED//v354YcfeOutt2xyk+KNzp8/T1RUFBEREfj5+fHFF18wZswYnnjiCcLCwggNDcXb29tm8Vy8eJGNGzeyfv16Nm7cSFpaGh988AEvvvgiJpMJpZTV2zxuZsqUKdSrV4/evXvbfN93Kzc3l1OnTnH06FE8PDxo3749AB9//DFXrlzB29ubihUrUr9+ffz9/XF3d7dzxNpf4RRtIraYSlNJpKCcnByZPn26nDhxQkTM3Ubt+U1369at0rFjR/Hw8BBAXFxcJCgoyBgePiUlpdjG67p69aocPHhQ4uLiRMR846RSyng4Vr9+/eTLL7+02/hga9asseowKdY2btw4adKkifG7BKRVq1bG+gYNGhQaXRmQ8PBwY/2GDRsc+tHJmhm6JGJWGksiNxIRunTpQnZ2NvPmzSMgIMBusWRmZrJ79262b9/OwYMH+fLLL1FK0adPH1auXEmdOnXw8/PDz8+PgIAARo8eDUBMTAyXLl0yvs1mZmbi5eVFhw4dABg7diw//fQTiYmJJCYmYjKZ6NKlC2vXrgXg/fffp2XLlgQHB+PiYpP7Z/8gLy+PiRMn8uabb9K5c2fWr19vlzj+itOnT7Ny5Uq+//5743f18ssvc/LkSRo3bkyjRo1o2LAhtWvXNrojX7t2jYyMDNLT07lw4QJHjhzBx8eHJ598kt9//52KFSuSm5tLs2bN6NWrF71799ZdmR2QLomU8pJIQSaTSebOnSve3t7i6ekpkyZNsmnd/53YuHGjREZGSp8+faR169ZSrVo1adasmbE+NDT0D99ug4ODjfWdOnWS5s2bS/fu3SUyMlJWrFghhw8ftseh3NT58+elY8eORgO6tW9YvBvZ2dmycuVKeeSRR4xz3bJlS0lJSbnrz87Ly5N9+/bJ9OnTJSQkxPh8a4+ArP116JKImS6JXHf27FleeeUVoqKiCAwMJDo6miZNmtg7rFsSEaOd4tixY1y+fJnc3FxEhLJly+Lj40PdunXtHOWfS0pKonXr1ly8eJFZs2YxePBgu7S/3Kno6Gj+/ve/4+/vz4ABA3jmmWesNuzKiRMnWLFiBb179+a+++7j22+/Zf/+/QwePNimbWbaH+mSiC6J3NLGjRulTZs2xoCOjtRzqiQymUwyfPhw+fHHH+0dyk1duHBBxo0bJ3PmzBERc0lk3bp1drkuRo0aJYBUrFhRpk6darOu1tofobv46iRyJ3JycqRly5Yybty4Qs9A1+7O4cOHJSwszKFHP87IyJDx48dL+fLlRSlV6PHD9hQbGysRERECSJUqVWThwoX2DqlUKs4kYp9WSM0mrly5gr+/P5MnT6Z+/fosWLCA3Nxce4fltPLy8njvvfdo3rw5Bw4c4MSJE/YO6abWrVtHYGAgkyZNomPHjsTFxTF37lx7hwVAUFAQ69atY9euXTRr1uxPn2czfvx4JkyYYKPotCIprmxkj0mXRO7M7t27pU2bNgJIo0aNHPobtKM6cOCAtGrVSgDp0qWL/Prrr/YO6Q/yq6hiYmKkdevW8t1339k5oj93u2q1HTt2yL333isRERHSoUMHiYmJsWFkJRu6Oksnkb/KZDJJdHS0PPnkk5KTkyMiIqdPn9Z3Ut+hF154QapUqSL//e9/He6cnT9/Xvr37y/Dhg0zljlajEXRrFkzWb16tYiILF68WP7xj3/YOaKSoziTSKmrzkpJSeH777835qdOnUpQUBC1a9emfPnylC1bltq1axvrX331VUJDQ3nmmWeIjIxk2bJlOGOPMKUU3bt3Z82aNbi5ufH7778TFBRESEgIX3/9tfkbhWYQET799FN2794NwLRp00hISKBPnz4O0/tKRFi4cCENGjTgv//9L15eXsbv0VFiLKoDBw6Qnp7Ojh07MJlMPP/886xcuZL9+/fTrl07tm/fbu8QNYsSn0QuXrxIVFQUL7zwAg0bNqRq1aqEhoZy9epVANzc3KhevTodOnRg0KBBDB06lEGDBhk/7+Pjg4eHB3v37mXKlCn069ePvn37Gus//PBDVq9ezeXLl21+bHfDw8ODN998k3PnzhEREUHLli354osvyMvLs3dodrdnzx7atGlDnz59WLBgAQAVKlTA19fXzpFdd+rUKcLCwhg8eDDNmjXj4MGDTJkyxemTR74HH3yQ+Ph4rl27xtixY8nKykIpRYsWLRgxYgRjx47l1Vdf1derIyiuIo09pltVZ/32229y5coVEbk++m358uUlIiJC/vOf/8g333xTpGExsrKyJCEhQfbs2WMsq1evngDi6uoqDz/8sEyePNmpngyYnZ0tixcvFn9/fwGcoh7dWuLi4qRbt24CSLVq1WTx4sUO20U6MTFRatSoIQsWLCgRVVf5Ll68WGh+9+7dEh4ebvy95lfFxsfHS8OGDaVdu3YOfXOno1mzZo088cQTuk0kfyqYRHJzc2XDhg3SvXt3cXNzk+XLl4uIOaHs3r3buPiKW1ZWlmzfvl1ef/11eeihhwSQV1991Ygpf3wrR5ebmysbN240/iGNGTNGRowYIYmJiXaOzPryj/mdd94Rb29veeONN4znuDiSY8eOyfjx4414HW1kguIwf/58adu2rZw+fVpERObMmSMjRowo1EX9t99+k3bt2snrr79utJlot3f16lUZNmyYANK8eXOdRPKnoKAgyc7Olrffflvq1q0rgFSuXFlGjhxpt9LA6dOnJTk5WURENm/eLIC0bdtWFi9eLBkZGXaJqSief/55cXNzE6WUdOrUSVatWlWi/mmZTCZj4MjFixeLiEhmZuYfvgk7gry8PJk9e7aUKVNGKlSoUOJ7182aNUsaNmwoTz/9tHTp0kU+//xzY92nn34qPXv2lL59+xb6mSVLlsiECRMKbauZJSQkyIMPPiiA/POf/5Rr167pJJI/BQUFiclkkqZNm8qjjz4qUVFRDvWP7tdff5XJkycbD3Ty9vaWoUOHGneTO7ozZ87IG2+8ITVr1hRARo4cKSLmf8DOWoWSlpYmc+bMkWbNmhWqtnJUSUlJ0r59ewGkU6dOxheUki45OVk2bdpUaEyvSZMmSWhoqCxatEhyc3NFROSHH36QUaNGSZcuXWTFihUSEhIiPXr0sFrNg7MxmUzSvHlzqVSpkqxdu9ZYrpNIgSQiIg5Z9VCQyWSSnTt3St++fcXPz894wl1iYqLxx+DI8qu6jhw5IiIi//vf/6RevXry2muvyd69ex223SBfwfjyHxQVFBQkCxcudOj69Ly8PGnQoIGULVtW5s+f77SJ+279+OOPMnjwYGnTpk2h4WWSkpJk3Lhx8tJLLxk1Dzk5OTJ//nx7heowUlNTjXbh+Pj4PwzPr5PIDUnEmeQnkKysLKlZs6YEBATI+++/b/zCncGuXbukc+fO4ubmJoDUqFFDBg4cKKmpqfYOzXDlyhX5+uuv5YUXXpCaNWsa1VQ7d+6Uffv22Tm620tLSzO+XGzbtk2OHj1q54js6/Lly/LJJ59IbGysiFz/UrBixQrx8/OTZ599Vh5++GFZunRpofVHjx6VdevWOeSNoda0detWqV279m2HutFJxImTSL6cnByJioqS1q1bG205EydOdMg6+Vu5cOGCLF26VHr06CH16tUzqhDefvtt+de//iVRUVFy4sQJm36D/umnnyQ8PFw8PT0FkLJly0rPnj2dph1h69atUqtWLZkyZYq9Q3FY+Qk2MjJSIiMjRcTcs65Hjx5GA/zq1aulefPmMmDAAKldu3ahqpyS6urVq/LKK68IIA0aNJC9e/feclunSCLAR8B5IL7AMl9gM3DM8lrRslwBs4FE4CegxZ3sw5mTSEExMTHSpUsXAWTjxo32DqdICiaKQYMGyT333GM8T6JSpUoyePBgY/2BAwfk+PHjRWq/ys3NlYSEBNmwYYPMmDFD+vfvL8HBwbJs2TIRMQ+O2LhxYxkxYoRs2rRJMjMz7/7gbODGfwD537q1m8vMzJT27dsbpYxvvvlGOnXqJJcuXZJ9+/bJww8/LF988YWIiHz00Ufy8ssv2zNcq4uLi5MmTZoIIC+99NKf1mwUZxJxs8KtJ/mWAO8DywosGwNsFZFpSqkxlvnRQCegvmVqBcyzvJYKoaGhhIaGcuTIEQIDAwGYMGECqampjB49utAd9I6q4E1uCxYsYM6cOcTHxxMbG8uePXsKPT8iIiKCM2fOAFC5cmWqVKnCU089xZQpUwDo2bMn2dnZiAhXrlwhPT2dbt26MWbMGDIzM2nYsKHxWdWqVeP++++nXLlyADRs2JBDhw7Z4pCLTVxcHL179yY+Pp6XXnqJ6dOnG8ej3ZyLiwsBAQG899579O/fn9WrV9OqVSvS09P5+OOPCQsLo1u3buTk5JCenk6NGjWAws+xKUnKlClDdnY2X3/9NZ06dbLpvq2WRERkh1Kq3g2LuwLtLO+XAv/DnES6AsssGXK3UspHKVVDRM5aKz5H1KBBA+P95cuX+fDDD1mwYAGDBg1izJgxTpFM8nl6ehIUFERQUBBDhgwptG7JkiUkJSWRnJzMmTNnuHjxIlWqVDHWnzx5kqysLAC8vLzw9fXFx8cHgPLly7N8+XJq165N48aNqVy5su0OykquXLnCpUuX7PIPwFl5enoyc+ZMhg0bxujRo2nZsiVDhgzh0KFDxMbGsnXrVgBSU1NJSUkxRhsoSQlk165drFq1ihkzZuDv78/PP/+Mq6ur7QMpriLNzSagHoWrsy7dsD7N8roOCC2wfCsQfIvPHAzEArF16tS58/KeEzp16pQMGTJE3N3dxcPDw6G7omp/zenTp2XevHnGvCN1TXc2Fy5cMN4//fTT8sEHH4iIuUE+OjpaOnfuXKK6RqempsrgwYMFkNq1a/+h59WdoAQOwHizrwc3HRFQRBaISLCIBBf89loS1a1blw8//JBjx47Rr18/HnroIQCSk5M5d+6cnaPTimrlypU0a9aMUaNGGb9HT09PO0flvCpVqmS8f+ihhzCZTACsXr2ar776ij59+lCrVi17hVdsTCYTy5Yto2HDhixatIhXXnmFn3/+mZo1a9o3sOLKRjeb+GNJ5AhQw/K+BnDE8n4+0Otm291uKikN639V7969pUyZMjJq1KhCN2Npji01NVV69+4tgLRu3bpUDClja7t375bAwEAJCwuTvn37lqg72DMyMqR69erSsmVL2b9//119Fs7QO0tunkTeBsZY3o8BplveRwAbMJdIWgN77uTzS2sSOXr0qPTt21eUUlK+fHmZMGGCw99wWdrl5ORIYGCguLq6ysSJE/Ud1Va2ffv2P60idIa/mfj4eBk+fLhxf9nx48eL5eZep0giwArgLJADJAP/B1TC3N5xzPLqa9lWAXOB40Act2gPuXEqrUkk36FDh+Tpp58WQEaNGmXvcLSbyMzMNLo/r1y58rZ997Xid6t7lI4ePSply5aVoUOHGoM9OpJDhw5Jz549RSklXl5ehUYOLw5OkURsMZX2JJIvNjZWzp07JyLmR4rOnDnToYfzKC1iYmLE39/fuIdFcxzJyckyaNAgcXNzE3d3d3n22WeL/R91UaSlpckTTzxhJI9///vfhToOFJfiTCKO0rCu3YWgoCCqVasGmBsTR4wYQUBAAAsWLCAnJ8fO0ZU+mZmZjBw5krZt22Iymahbt669Q9JuUKtWLRYsWEBiYiJDhgzhyy+/5JFHHiE1NRXAaJy3hfPnzxtdkitUqEBGRgavv/46J0+eZPLkyYU6Djik4spG9ph0SeTmvv32WwkJCRFA/P39JTo62t4hlRoxMTESEBBg3DnsTMP/l2aXL1+Wb775xphv27atPPXUU7JixQqrlATOnj0rS5Yskb/97W/i6uoqFSpUsGk3b3RJRLudxx57jO+++461a9fi5eXFqVOnAMjLy7PpN6zS6OLFi4gI3377LXPnzsXLy8veIWl3wNvbm/DwcMD8d9KiRQt2795Nr169qFKlCsHBwSxfvhwwf/H+K39HeXl5JCQkkJmZCcDMmTOpUaMG/fv35/Dhw7z22mvs3LnTabt5K3NSck7BwcESGxtr7zAcmslkIi8vD3d3d5YuXcqMGTOYMGEC3bt3x8VFf4e4WyJCdHQ0586d4+WXXwYgKyvLaf8haNfl5eWxZ88etmzZwubNm3nuuecYOHAgJ0+epEmTJvj7+1OtWjWqVatGpUqVeO655wgKCuLQoUNMnTqVc+fOce7cOU6cOMHVq1fZsmULYWFh7N+/n82bNxMeHs6DDz5ol79DpdQ+EQkujs+y5thZmgNwcXExLtLKlSuTm5tLjx49aNq0KRMmTKBbt246mRTRL7/8wtChQ1m/fj0hISG8+OKLuLq66gRSQri6uhISEkJISAiRkZGFlg8aNIiTJ0/y22+/kZiYSGpqKm3atCEoKIirV6+ya9cuqlevToMGDejQoQMPPPAA999/PwAtWrSgRYsW9jqsYqdLIqVMXl4eUVFRTJo0iSNHjtCjRw8+++wze4flVK5du8aMGTOYMmUKLi4uvPnmmwwbNgw3N/2dTHMOxVkS0UmklMrLy+Ozzz7D19eXjh07cvnyZdasWUOvXr1wd3e3d3gO7eDBg7Ro0YJu3boxc+ZM6tSpY++QNO0vKc4kousxSilXV1d69epFx44dAVi+fDn9+vUjICCAOXPmGI2AmtnBgweZMWMGAA888ACHDx9m1apVOoFopZ5OIhoAL774IuvWraNOnToMHz6cOnXqMH78+FLfmys5OZkBAwbQvHlzpk6datxHkP/cF00r7XQS0QDzcxYiIiKIiYkhJiaG0NBQ9u7dazS6//rrr3aO0LZSU1ONmzY//fRTRowYQWKm2Cr+AAAI3UlEQVRiovFcCk3TzHSbiHZLOTk5uLu7k5SUhJ+fH+3atWPYsGFERETY5+E3NmAymXBxceH8+fMEBgby9NNPExkZSb169ewdmqYVG90motlEfgO7l5cXEydOJCEhga5du3LfffcxceJELl68aOcIi8/x48cZMmQI7dq1Q0SoWrUqv/zyC4sXL9YJRNNuQycR7U9VrFiRf//735w8eZJVq1bRuHFjJk+ezLVr1wBISkoyHmfrTESELVu20K1bNwIDA1myZAmNGjUyjqVChQp2jlDTHJ+uztKKJCUlxXguenh4OPv27aNnz5706NGDtm3bOvQ9EyKCUooVK1bQu3dvKleuzMCBAxk+fDg1atSwd3iaZnW6Okuzu4KPJn7ttdfo3LkzS5cuJSwsjOrVqzNt2jQ7RvdHqampLF26lPDwcGbNmgVA165d+eSTT0hKSmLq1Kk6gWhaETju10XNaYSHhxMeHk5mZiabNm0iOjraqApKT0/nmWeeITw8nLZt2/LAAw/YtJQyb948oqKi2LlzJ3l5efj5+VGuXDkAypYtS9++fW0Wi6aVRLo6S7OquLg4evTowZEjRwBzI31ISAhTp04lKCiIrKwslFJ4eHgUeR8iQlJSEnFxccTFxZGSksI777wDQFhYGCkpKTz55JN07dqV4OBglFLFcmya5qz0AIya02jatCkJCQkkJyezc+dOYmJi+P77740uwitXrmTAgAHUqlULPz8/6tatS6VKlRg7dixVq1blwIED7N+/HxcXF7KyskhPTyc9PZ3IyEg8PDyYMGEC7777LhkZGcY+GzRowLRp03B3d+err74ySh6aphU/XRLR7Grfvn189dVXnDx5klOnTnH69GlSU1M5fPgwtWrV4q233io0giqYb4w8f/48lStX5vPPPycmJoZGjRrRtGlTmjRpgo+Pj52ORtOcgx6A0UInkZIvPT2dS5cukZeXh6enJ97e3pQrV05XSWnaXdDVWVqp4e3tjbe3t73D0DTtFhyqi69S6m9KqSNKqUSl1Bh7x6NpmqbdnsMkEaWUKzAX6AQ0BnoppRrbNypN0zTtdhwmiQAtgUQROSEi2cBKoKudY9I0TdNuw5HaRGoBSQXmk4FWN26klBoMDLbMZiml4m0QmzOoDFywdxAOQp+L6/S5uE6fi+saFNcHOVISuVl3mz90HRORBcACAKVUbHH1MHB2+lxcp8/FdfpcXKfPxXVKqWLr1upI1VnJwL0F5msDpetJSJqmaU7GkZLIXqC+Uuo+pZQH8AzwlZ1j0jRN027DYaqzRCRXKfUysAlwBT4SkUN/8mMLrB+Z09Dn4jp9Lq7T5+I6fS6uK7Zz4dR3rGuapmn25UjVWZqmaZqT0UlE0zRNKzKnTSKlaYgUpdS9SqltSqnDSqlDSql/Wpb7KqU2K6WOWV4rWpYrpdRsy7n5SSnVwr5HUPyUUq5KqR+VUuss8/cppX6wnIsoS+cMlFKelvlEy/p69oy7uCmlfJRSq5RSCZbrI6S0XhdKqVcsfx/xSqkVSql7Sst1oZT6SCl1vuB9c0W5DpRS/SzbH1NK9buTfTtlEimFQ6TkAiNFpBHQGhhqOd4xwFYRqQ9stcyD+bzUt0yDgXm2D9nq/gkcLjD/H+Bdy7lIA/7Psvz/gDQRCQDetWxXkswCNopIQ+ABzOek1F0XSqlawHAgWESaYO6c8wyl57pYAvzthmV/6TpQSvkCEzDf5N0SmJCfeG5LRJxuAkKATQXmxwJj7R2XDY9/DRAOHAFqWJbVAI5Y3s8HehXY3tiuJEyY7yHaCjwOrMN8o+oFwO3G6wNzb78Qy3s3y3bK3sdQTOfBGzh54/GUxuuC6yNe+Fp+z+uAjqXpugDqAfFFvQ6AXsD8AssLbXerySlLItx8iJRadorFpizF7ubAD0A1ETkLYHmtatmspJ+f94DXAJNlvhJwSURyLfMFj9c4F5b1ly3blwR+QArwsaVqb5FSqhyl8LoQkTPADOA0cBbz73kfpfO6yPdXr4MiXR/OmkTuaIiUkkYp5QVEA/8SkfTbbXqTZSXi/CilugDnRWRfwcU32VTuYJ2zcwNaAPNEpDlwhetVFjdTYs+FpdqlK3AfUBMoh7na5kal4br4M7c69iKdE2dNIqVuiBSllDvmBLJcRL6wLP5NKVXDsr4GcN6yvCSfnzbAk0qpU5hHen4cc8nERymVf/NsweM1zoVlfQUg1ZYBW1EykCwiP1jmV2FOKqXxumgPnBSRFBHJAb4AHqZ0Xhf5/up1UKTrw1mTSKkaIkUppYDFwGERmVlg1VdAfg+KfpjbSvKXP2fphdEauJxfrHV2IjJWRGqLSD3Mv/dvRaQPsA34u2WzG89F/jn6u2X7EvGNU0TOAUlKqfwRWcOAnymF1wXmaqzWSqmylr+X/HNR6q6LAv7qdbAJ6KCUqmgp2XWwLLs9ezcG3UUjUmfgKHAcGGfveKx8rKGYi5U/AQcsU2fMdbhbgWOWV1/L9gpz77XjQBzmHit2Pw4rnJd2wDrLez9gD5AIfA54WpbfY5lPtKz3s3fcxXwOHgRiLdfGaqBiab0ugIlAAhAPfAJ4lpbrAliBuS0oB3OJ4v+Kch0Az1vOSSIw4E72rYc90TRN04rMWauzNE3TNAegk4imaZpWZDqJaJqmaUWmk4imaZpWZDqJaJqmaUWmk4im3QWlVL2CI6dqWmmjk4imaZpWZA7zjHVNc3ZKKT/MQ9N8inl4FlegCfAO4AE8C2QBnUWkpA2xoZVSuiSiacXAMvRINDAA88i6TYDemJ/LMBnIFPMgibuA5+wVp6YVN51ENO3uVcE8LlFfETlgWbZNRDJEJAXzMONrLcvjMD/3QdNKBJ1ENO3uXcb8HIY2BZZlFXhvKjBvQlcjayWIvpg17e5lA08Bm5RSv9s7GE2zJV0S0bRiICJXgC7AK5ifTaFppYIexVfTNE0rMl0S0TRN04pMJxFN0zStyHQS0TRN04pMJxFN0zStyHQS0TRN04pMJxFN0zStyHQS0TRN04rs/wHngD6YpGcqDQAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Lets add some labels to our contour lines, in addition \n",
"#to manually specifying the contours we want to plot, along \n",
"#with the color and contour line style.\n",
"\n",
"contour_l = plt.contour(x,y,np.transpose(z),\n",
" levels = range(5400,6000,60),\n",
" colors='black',linestyles='--')\n",
"plt.clabel(contour_l,fmt='%.0f',inline=True)\n",
"plt.xlabel('km')\n",
"plt.ylabel('km')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There are other ways we can control contour plot labels \n",
">- `fontsize`: This is a point value for the size of contour labels\n",
">- `colors`: Specifies the color of our labels and is provided as a string.\n",
">- `inline_spacing`: Numerical value that specifies the number of pixels to leave blank surrounding in-line contour labels\n",
">- `rightside_up`: A boolean value that determines whether labels can be placed upside down. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"What happens if we set inline to false? What happens if we don't specify a color? Play around with this for a few minutes and see what happens!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Matplotlib also has options for displaying data as an array of pixels with \n",
"different colors based on the value within the pixel. This is potentially a \n",
"good way to plot particurly noisey data sets, which exhibit extreme variability \n",
"(like anthroponenic emissions). Sometimes it takes a little trial and error to \n",
"determine the best method for plotting a specific data set!\n",
"
\n",
"In the example below is the same data we plotted above, but using the `plt.pcolormesh()`\n",
"function instead of `plt.contour()`: "
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.pcolormesh(np.transpose(z[::5,::5]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For pcolormesh plots, you can also define the edges of gridcells by defining the edgecolor arguement:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.pcolormesh(np.transpose(z[::5,::5]),edgecolors = 'black')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Similar to a pcolormesh plot, we can also add colors to contour plots using \"color-filled contours\". To call color-filled contours, we simply evoke the `plt.contourf()` function, which should not to be confused the contour only function `plt.contour()` that we went overly earlier. An example of the `plt.contourf()` function in action can be seen below:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Now lets plot up our data again... Also lets add some labels!\n",
"plt.contourf(x,y,np.transpose(z))\n",
"plt.xlabel('km')\n",
"plt.ylabel('km')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also change our color table that we are using (default) to something a bit more \n",
"exciting by using the cmap arguement within the `plt.contourf()` argument 'cmap':"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cmap = plt.cm.rainbow #Lets define a color map\n",
"plt.contourf(x,y,np.transpose(z),15,cmap = cmap)\n",
"plt.xlabel('km')\n",
"plt.ylabel('km')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"or..."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cmap = plt.cm.Oranges\n",
"plt.contourf(x,y,np.transpose(z),15,cmap = cmap)\n",
"plt.xlabel('km')\n",
"plt.ylabel('km')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Matplotlib even gives you the ability to overlay different plots on top of each other. \n",
"For example, what if I wanted both a contour and a color-filled contour map?"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cmap = plt.cm.Oranges\n",
"cf = plt.contourf(x,y,np.transpose(z),15,cmap = cmap)\n",
"cl = plt.contour(x,y,np.transpose(z),15,colors='black')\n",
"plt.clabel(cl,fmt='%.0f',inline=True)\n",
"plt.xlabel('km')\n",
"plt.ylabel('km')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"While a tad redundant in this case, we can also add a color bar...."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cmap = plt.cm.Oranges\n",
"cf = plt.contourf(x,y,np.transpose(z),15,cmap = cmap)\n",
"cl = plt.contour(x,y,np.transpose(z),15,colors='black')\n",
"cb = plt.colorbar(cf)\n",
"cb.set_label('meters')\n",
"plt.clabel(cl,fmt='%.0f',inline=True)\n",
"plt.xlabel('km')\n",
"plt.ylabel('km')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looking pretty spiffy, right? 😎 👌 \n",
"
"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" \n",
"\n",
"# Do it yourself! #2\n",
"\n",
"Now that we've gone over a bunch of plotting options, lets see what kind of contour maps \n",
"you can come up with! For the next 10 minutes, go ahead and play around our python numpy array \n",
"of Geopotential heights and show me what you can come up! Have your plot match your personality \n",
"and style! For example, my favorite color is green, so I would totally run with a green themed \n",
"contour plot. If you are brave, you could even come up with your own numpy array to show off!"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cmap = plt.cm.Greens\n",
"cf = plt.contourf(x,y,np.transpose(z),15,cmap = cmap)\n",
"cl = plt.contour(x,y,np.transpose(z),15,colors='darkgreen')\n",
"cb = plt.colorbar(cf)\n",
"cb.set_label('meters')\n",
"plt.clabel(cl,fmt='%.0f',inline=True) \n",
"plt.xlabel('km')\n",
"plt.ylabel('km')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
\n",
"## Vector, wind barbs, and streamline maps"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In addition to making contour maps, Python also has the ability to create two-dimensional \n",
"plots of vector quantities such as winds. Data representing a vector field can be plotted \n",
"using the `plt.quiver()` function. Unlike the `plt.contour()` function, we will need to supply \n",
"and x and y component to plot our vector field (technically, u and v components for wind). \n",
"
\n",
"The `plt.quiver(x,y,u,v,mag)` function has the following arguments:\n",
">- `x`: An array of x coordinates that represents the location of our vector.\n",
">- `y`: An array of y coordinates that represents the location of our vector.\n",
">- `u`: An array of the x-components of our vector field.\n",
">- `v`: An array of the y-components of our vector field.\n",
">- `mag`: Optional argument for defining the magnitude of our vector. If this is included, vectors are also plotted as colors that represent different magitudes. If this is omitted, vectors are plotted with the same color.\n",
">- `pivot`: denotes where the tail of the arrow is drawn relative to the data point and is provided as a string (`tip`,`middle`,`tail`).\n",
"
\n",
"\n",
"As a starting point lets load up some data!\n",
"
\n"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"#Read in our data. Will load gridded geopotential height data and wind data. \n",
"z = np.transpose(np.load('../class_files/heights.npy'))\n",
"V = np.load('../class_files/uandv.npz')\n",
"x = np.transpose(V['x'])\n",
"y = np.transpose(V['y'])\n",
"u = np.transpose(V['u'])\n",
"v = np.transpose(V['v'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" \n",
"Ok, lets try plotting up our wind data as a starting point....\n",
"
"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.quiver(x,y,u,v,pivot='middle')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looks like a wind field! Lets play around with a few things, for example, \n",
"lets set something for the `mag` argument:\n",
"
"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Streamlines:** Finally, we also have the streamline function `plt.streamplot()` at our disposal for plotting wind fields as stream lines. Like the `plt.barbs()` and `plt.quiver()` functions, we need arguments for both x and y- components of our vector:\n",
"
\n"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cmap = plt.cm.Blues #Define a color map\n",
"wspd = np.sqrt(u**2 + v**2) #Compute our wind speed \n",
"#Make our plot...\n",
"cf_wspd = plt.contourf(x,y,wspd,10,cmap = cmap)\n",
"plt.streamplot(x,y,u,v,density=1,color='black')\n",
"cb = plt.colorbar(cf_wspd,orientation='horizontal')\n",
"cb.set_label('kts')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note how we also changed the position of the color bar to horizontal in this example..."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
\n",
"## Aspect ratio"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Before we wrap up basic 2D plotting, its worth noting that the programmer \n",
"also has the ability to change the aspect ratio of plots. For example in the maps above,\n",
"our plots our longer in width than height since our axes run from 0 to 70 (y) and 0 to 100 (x). \n",
"Unsurprisingly, this results in a plot that is longer in width, and shorter in height. \n",
"Fortunately, we can control this behavior by using the axes.set_aspect() method, which \n",
"requires a single argument provided as a string:\n",
">- `auto`: Default setting\n",
">- `equal`: Forces x and y axes to have equal length when being physically plotted.\n",
">- `num`: Set as either an integer or floating number which represents the aspect ratio of\n",
" y/x\n",
"\n",
" \n",
"Lets looks at a few examples.."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
\n",
"'wrf_hght_Utah.npy' contains terrain height data for northern Utah in units of meters\n",
"
\n",
"'wrf_temp_Utah.npy' contains 2-m temperature data for northern Utah in units of Celsius\n",
"
\n",
"For this excercise, students are encouraged to plot up each of these files as seperate contour/filled contour maps. While plotting up this data try (1) zooming in on different areas by subsetting the arrays, (2) creating contour maps with different python color tables, (3) adding color bars, (4) overlaying the contour maps on top each other, and (5) identifying whether there is any sort of relationship between terrain height and temperature.\n",
" \n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"