\n",
+ "\n"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#Imports\n",
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import holoviews as hv\n",
+ "from holoviews import opts\n",
+ "\n",
+ "hv.extension('bokeh', 'matplotlib')\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "19db26b0",
+ "metadata": {},
+ "source": [
+ "## Task 2: Creating a Tabular dataset.\n",
+ "\n",
+ "Create a single dataframe named All_Streams and combine all streamflow monitoring data into this dataframe. Your dataset should look like the diseases dataset in [2-Customization.ipynb](./2-Customization.ipynb). Hint, the following columns should be present:USGS_flow, variable, USGS_ID, year month, day,s tate (Idaho, Utah, Wyoming), and streamflow_class (e.g., headwater, below reservoir, GSL Terminus)\n",
+ "\n",
+ "Check to see that everything worked by running the .unique() function on the USGS_ID column, making sure all sites are present.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "e3e4bf75",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/tmp/ipykernel_4162/85560717.py:42: SettingWithCopyWarning: \n",
+ "A value is trying to be set on a copy of a slice from a DataFrame\n",
+ "\n",
+ "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+ " ID1.dropna(subset=['USGS_flow'], inplace=True)\n",
+ "/tmp/ipykernel_4162/85560717.py:43: SettingWithCopyWarning: \n",
+ "A value is trying to be set on a copy of a slice from a DataFrame\n",
+ "\n",
+ "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+ " ID2.dropna(subset=['USGS_flow'], inplace=True)\n",
+ "/tmp/ipykernel_4162/85560717.py:44: SettingWithCopyWarning: \n",
+ "A value is trying to be set on a copy of a slice from a DataFrame\n",
+ "\n",
+ "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+ " UT1.dropna(subset=['USGS_flow'], inplace=True)\n",
+ "/tmp/ipykernel_4162/85560717.py:45: SettingWithCopyWarning: \n",
+ "A value is trying to be set on a copy of a slice from a DataFrame\n",
+ "\n",
+ "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+ " UT2.dropna(subset=['USGS_flow'], inplace=True)\n",
+ "/tmp/ipykernel_4162/85560717.py:46: SettingWithCopyWarning: \n",
+ "A value is trying to be set on a copy of a slice from a DataFrame\n",
+ "\n",
+ "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+ " WY1.dropna(subset=['USGS_flow'], inplace=True)\n",
+ "/tmp/ipykernel_4162/85560717.py:47: SettingWithCopyWarning: \n",
+ "A value is trying to be set on a copy of a slice from a DataFrame\n",
+ "\n",
+ "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+ " WY2.dropna(subset=['USGS_flow'], inplace=True)\n"
+ ]
+ }
+ ],
+ "source": [
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6975c5a8",
+ "metadata": {},
+ "source": [
+ "## Task 3: Make an HoloViews Curve Plot for each state\n",
+ "\n",
+ "Use the hv.Curve function to plot the streamflow for each state. Set the kdims to Datetime and the vdims to USGS_flow. combine into a layout and print"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "40e25290",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a36b9889",
+ "metadata": {},
+ "source": [
+ "## Task 4 Add functionality\n",
+ "\n",
+ "To the existing plot, change the line color to red and add a hover tool. Stack the plots as rows"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "aa1f3487",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d898dc50",
+ "metadata": {},
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "p310env",
+ "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": "3.10.19"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Matplotlib/Part1-Figures_Subplots_and_layouts.ipynb b/Matplotlib/Part1-Figures_Subplots_and_layouts.ipynb
index c3996ad..b41fd65 100644
--- a/Matplotlib/Part1-Figures_Subplots_and_layouts.ipynb
+++ b/Matplotlib/Part1-Figures_Subplots_and_layouts.ipynb
@@ -3,6 +3,7 @@
{
"cell_type": "code",
"execution_count": 2,
+ "execution_count": 1,
"metadata": {
"collapsed": false,
"slideshow": {
@@ -65,6 +66,7 @@
{
"cell_type": "code",
"execution_count": 3,
+ "execution_count": 2,
"metadata": {},
"outputs": [
{
@@ -94,6 +96,7 @@
{
"cell_type": "code",
"execution_count": 1,
+ "execution_count": 3,
"metadata": {},
"outputs": [
{
@@ -356,6 +359,7 @@
{
"data": {
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",
+ "image/png": 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",
"text/plain": [
""
]
@@ -378,7 +382,7 @@
"# Now add a scatter plot on top of the line plot\n",
"ax.scatter([0.3, 3.8, 1.2, 2.5], # x values\n",
" [11, 25, 9, 26], # y values\n",
- " #c=['red', 'blue', 'green', 'purple'], # colors, get more colors here: https://matplotlib.org/stable/tutorials/colors/colors.html\n",
+ " c=['red', 'blue', 'green', 'purple'], # colors, get more colors here: https://matplotlib.org/stable/tutorials/colors/colors.html\n",
" # s=[50, 100, 200, 500], # marker size\n",
" #marker='^' # marker style, other styles include 'o', 's', 'x', 'D'\n",
") # Close the scatter function\n",
@@ -387,8 +391,8 @@
"ax.set_title('Line and Scatter Plot Example') # Set the title\n",
"ax.set_ylabel('Y-Axis Label') # Set the y-axis label\n",
"ax.set_xlabel('X-Axis Label') # Set the x-axis label\n",
- "#ax.set_xlim(0.5, 4.5) # Set the x-axis limits, notice this removes points outside this range\n",
- "#ax.set_ylim(0, 35) # Set the y-axis limits\n",
+ "ax.set_xlim(0.5, 4.5) # Set the x-axis limits, notice this removes points outside this range\n",
+ "ax.set_ylim(0, 35) # Set the y-axis limits\n",
"plt.show()"
]
},
diff --git a/Matplotlib/Part2-Plotting_Methods_Overview.ipynb b/Matplotlib/Part2-Plotting_Methods_Overview.ipynb
index c506204..812a4fe 100644
--- a/Matplotlib/Part2-Plotting_Methods_Overview.ipynb
+++ b/Matplotlib/Part2-Plotting_Methods_Overview.ipynb
@@ -203,12 +203,12 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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WLFggTvlp+84kJCTgvffeQ1pamix56du3L5YuXYrQ0FAEBgaK511cXLB48WKMGzcOXbt2xUMPPQQvLy9cvHgR69atQ3x8PD799FMADf+5boy7774b77zzDrZt21ZtavfgwYPIzs7G3Xff3ej7EgHgkm5que68807Bzs5OKCwsrPWaCRMmCNbW1sL169fFJd3z5s2r8doLFy4I//vf/wRfX1/B2tpaCAgIEO644w7hp59+Eq8pLi4Wnn/+ecHPz0+wt7cX4uPjhd27d1dbgl2bkJAQYcSIEfVeV9P9rl69Kjz88MNCq1atBBsbGyE6OlpYsWJFtffu2rVLiI2NFWxsbBq8vNvb21sAIFy9elU8999//wkAhISEhGrX17RUurbPrW1J9syZM4WG/BOmxJLujh07CgcOHBB69+4t2NnZCSEhIcKnn35a7drS0lJh7ty5QseOHQVbW1vB3d1diI2NFd566y0hLy9PvC4xMVHo27evYG9vLwCQxZ2fny9YWloKzs7OQnl5uXj+22+/FQAI48aNqzHOLVu2CEOGDBFcXV0FOzs7oXXr1sKECROEAwcOyK5ryM+1dkn3/v37q31G1e+pIAhCp06dhEcffbRaTC+//LIQHBwsWxZO1BgqQaijDJ2IiEjHVq5ciUmTJuHixYviyr2SkhKEhobilVdewZQpU5QNkEwWa2qIiMigxowZg+DgYFmB/ooVK2Btbd3sTVmpZeNIDRFRA2RnZ9e5eamlpWWtPWeIyDCY1BARNUD//v3r7LwcEhIi2zeJiAyPSQ0RUQMcPHiwzqZx9vb2iI+PN2BERFQVkxoiIiIyCywUJiIiIrPQoprvqdVqpKenw9nZ2ezashMREZkrQRBQUFAAf3//OveRa1FJTXp6eoM2iSMiIiLjk5aWJuuQXVWLSmq0reDT0tLg4uKicDRERETUEPn5+QgKChJ/j9emRSU12iknFxcXJjVEREQmpr7SERYKExERkVlgUkNERERmgUkNERERmQUmNURERGQWmNQQERGRWWBSQ0RERGaBSQ0RERGZBSY1REREZBaY1BAREZFZYFJDREREZoFJDREREZkFJjVERERkFpjUEBERmZjS0lJ89913OHjwoNKhGJUWtUs3ERGRqSstLcWoUaOwbt062NnZ4fjx42jTpo3SYRkFjtQQERGZiPLycowdOxbr1q0DABQXF2P23LkKR2U8mNQQERGZALVajcceeww//vij7PzKb75Benq6QlEZFyY1RERERk4QBEyePBlff/01AMDK2hqd4/sBAMpKS/HBgg+VDM9oMKkhIiIycq+//jo+++wzAICFpSWmLViCyXM+hrWNLQBgyZIlyMnJUTJEo8CkhoiIyIhdvnwZc+bMAQCoVCo8M/sj9Lx9GNy9vDFg1IMAgKLCG1i4aJGSYRoFJjVERERG7Pjx41Cr1QCAof83Af3uuld87e5Hn4KFheZX+ccff4yioiJFYjQWTGqIiIiM2NmzZ8Xj8Mho2Wu+QSGIG3YXACD7+nV88eWXBo3N2DCpISIimeLiYtx11124/fbbkZeXp3Q4LZ40qfEPC6/2+j0TJ4nHc9+fh7KyMoPEZYyY1BARkcyff/6JP//8E//++y9WfP2N0uG0eOfOnROP/UKqJzWhHTqia7+BAIDLaRexevVqg8VmbJjUEBGRzKVLl8TjE4mJCkZCQOVIjYOzC1w8PGu85p6Jz4jHi5YsNUhcxohJDRERyVy7dk08Tk5OUS4QQnFxMVJTUwEA/qHhUKlUNV4XEdsD/qGaUZwD+/YiPz/fYDEaEyY1REQkc/36dfE47dYvVFJGUlISBEEAAPiFhNV6nUqlQkyf/gCAivJy/LtpU4M/IysrC1lZWc2K01gwqSEiIhnpSM3ltFTxlyoZnqxIOLR6PY2UtsMwAKzd8Fed1wqCgG3btuGee+6Bl5cXwsPDzWLHbyY1REQkI01qim7cQHZ2toLRtGzSpMavnqSmY484WFlbAwD+3fhPjdeUlZXhm2++QWxsLPr374/ffvsNgiAgPz8fzz3/gu4CVwiTGiIikpFOPwFASkqKMoFQvSufpOwdHdGhaw8AQFpKCs6fP1/tmnHjxmH8+PE4fPhwtdd2bNuKzZs3NzNiZTGpISIiGelIDQCcT0pSKBKSj9TUXlOj1Tm+r3i8rsoU1OHDh7FmzRrxeeuozpg671NMmlW5GeYrr71u0tONJpXUXL58GWPHjoWnpyfs7e0RHR2NAwcOKB0WEZHZKC8vrzbddPY8kxqlaJMat1ZecHR2qfd6bbEwAKz7S57UaDfEBID/vTgDc39cj4Q7R6Hf3fchsE07AMD+Pbvx999/6yByZZhMUpOTk4P4+HhYW1tjw4YNOHXqFD744AO4u7srHRoRkdmoqX4mKTlZgUiooKAAGRkZAOpe+SQV2qEjXD1bAQB2btuG0tJSAEBubi5WrVoFALB3dMLgB8eJy8MtLS3x0DOV9TTTmzhaM3HiRMybN0/RgmMrxT65kebOnYugoCCsWLFCPBcW1rD/k4mIqGGqTj0BQAqXdStCVk9TT5GwloWFBTrH9cX2P39BUeEN7Nq1C/3798dXX32FmzdvAgD63X0f7J2cZO/rOXg4QjtEIiXxFI4cOog//vgDd999d4NjTU9Px+effw4AiIuPx87//mvwe3XJZEZq/vjjD3Tr1g33338/vL290aVLFyxfvrzO95SUlCA/P1/2ICKi2tWU1FxkobAiGrOcW6qzZArqz/UboFarZVNPQ/9vQrX3WFhY4KFnXxSfv/r6DHFn8LS0NHz//ff4/fffax3B2bp1q3jctXefBseqayaT1CQlJWHx4sVo27Yt/v77bzz11FN49tln8fXXX9f6ntmzZ8PV1VV8BAUFGTBiIiLTU3XlEwCkp1006eJRU9WYlU9SMZJ+Nf/8sxGbNm0S7xXVMx5Bt+pnquo2YDDaRMcAAE6dOI4777wTrVu3RnBwMP7v//4PI0eOxFdffVXje7ds2SIe94hnUlMvtVqNrl27YtasWejSpQsef/xxTJw4EUuWLKn1PdOnT0deXp74SEtLM2DERESmp6aRmuKbRTUmO6RfTR2pcWvlhbCIjgCAE0cP45133hFfGzp6fK3vU6lUeOjZl8Tn69evR1KVlW9ffvNtje/VJjVW1jbo2qNXg2PVNZNJavz8/BAZGSk7FxERgYsXL9b6HltbW7i4uMgeRERUO2lS4+HjJx5X/eVG+qdNalQqFXyCQxr1Xml34R07dgAAPLx90X3gkDrfF9OnH6J7VY60WFnbILJbL7i4ewAA9u76Dzdu3JC9Jy0tDRcuXAAAtOvcFXb29o2KVZdMJqmJj4/HmTNnZOfOnj2LkJDG/R9NRES1k47ItInuLB5f4AoogxIEQUxqPP38YWvXuERBurRb6/YHx4odh2ujUqnw0qdf4Nn3F+Ktr3/CN/tP451vf0GvwSMAAGWlpbKpJkBeT9OxR+9GxalrJpPUPPfcc9izZw9mzZqF8+fP47vvvsOyZcswadIkpUMjIjIb0pGa1lGVSc25C0xqDCkrKwu5ubkAGjf1pNWha3fYSkZMLK2scPv9Yxr0XgcnZ/S7615E9YwTk6kufQeIr/+2dp3semmSE9UzvtGx6pLJJDXdu3fHr7/+iu+//x5RUVF455138NFHH2HMmIb9n0RERPWTJjVtbxWNAsCFZE4/GVJT62m0rG1s0bFHnPi85+3D4O7t0+R4onv2EUd5/vn7b1nhuDapsbaxRbuYrk3+DF0wmaQGAO644w4cP34cxcXFOH36NCZOnKh0SEREZkU7/WRlbY2Q9pV1jCkp7FVjSLLtERqx8kmq95A7AGimlEaMe6xZ8dg7OSEiticA4FJqihhfSkqKuDdYu5hY2NjaNetzmstkmu8REZH+aUdqnN084OrZCjZ2digtLsali0xqDKkpjfeq6j/yflhZW8PVsxU6dO3e7Ji6JAzA8T2apnp/rl2H9u3by+pponrG1fJOwzGpkRoiItIfQRDEpMbFwxMqlQreAZr+XpcvsleNITV3+gnQNNTre+codI7rW//FDdCl723i8Z/rNwAwrnoagEkNERHdUlBQgLKyMgCAi4dmCa93YDAAoLSkGFevXlUstpZGm9RYWlmJiaXSgtq0Qys/fwDAnp07UFRUJI7U2NjaoW2nGOWCu4VJDRERAZAXCWv7kngHBIrnkrms2yDUajXOnz8PAPAJDIallXFUiqhUKsT00ayCKi0pwRdffCH2imvftRusbWyVDA8AkxoiIrpFntR4AgC8JKME5y5wBZQhpKeno6ioCEDT62n0patkCuqdd98Vj41h6glgUkNERLdIG++5eGiSGp+AYPHcuSSO1BiCLlY+6Ut07z7iyNG1zEzxfJTCTfe0mNQQERGAmqefpCM1ySlMagxBuvLJP8y4khoHJ2d06NpDds7W3h6to2KUCagKJjVERASgSlJza6TGO7CypiYlOcXQIbVIulj5pE9dJd2FAaBD1x6wtrFRKBo5JjVERASgyvTTrZoaZzcP2Dk4AgDS2KvGIOTTT2EKRlKzLgm3yZ5H9VC+P40WkxoiIgJQ8/STtFfNlUtpUKvVisTWkiQmJgIA7BwcZDulG4vgdh1kcRlD0z0tJjVERASg5kJhAPC6tay7rLQUV65cMXhcLUlJSYm4dN4/tDUsLIzv17RKpcJtox4EoJkeC+/YSeGIKhnH4nciIlKcdKTG2c1dPPYJrFwBlZycjICAAIPG1ZJcuHABFRUVAICA8DYKR1O7B555Hl0SBiCoTTtxo0tjYHwpIBERKUKb1Di5uskavsl61XBZt15pp54A405qLC0t0aFrdzi6uCodigyTGiIiAlA5/aStp9HyZgM+gzGVpMZYMakhIiKUlJQgPz8fgLyeBgC8AyW9arhVgl7JkpowJjWNxaSGiIhkRcLOdYzUpKZyWbc+aZMalUoFv1DjW85t7JjUEBGRLKlxrTJS4+jiCgcnZwDAxdQUQ4bVogiCICY13oHBsLG1Uzgi08OkhoiIatzMUkulUolTUBmXL4mrc0i3rly5goKCAgCsp2kqJjVERCRfzl1l+gkAvPw1vWoqysvZq0ZPWE/TfExqiIio1sZ7WtqkBmCxsL5w5VPzMakhIiLZSE3VmhpAntSc58aWesGkpvmY1BARUZVuwjVMP0lWQF1gUqMXTGqaj0kNERE1avopJSXFECG1ONqkxsnVvVoDRGoYJjVERFRl+qmmkZrKpIa9anTvxo0bSEtLAwAEhLeGSqVSOCLTxKSGiIjEpMbGzg629g7VXndx94CNnaZvyqW0iwaNrSU4e/aseMypp6ZjUkNERJX7PtUw9QTc6lVzq67myqVLEATBYLG1BPLl3K0VjMS0MakhImrh1Go1srKyAACu7jUnNUBlXU1J8U3ZdBU1H4uEdYNJDRFRC5eTkyN2Ca6p8Z4We9XoDxvv6QaTGiKiFq6+lU9a0mLhJK6A0iltUmNlbQ3vwGCFozFdTGqIiFq4uvZ9kpI14EtK0WdILUpFRYVYKOwbHAora2uFIzJdTGqIiFo4eVLTwOknjtToTGpqKkpKSgCwnqa5mNQQEbVwTZl+StFhr5rk5GR8++23KCoq0tk9TQnraXSHSQ0RUQsnG6mpofGelruXjzg1cumibnrV5ObmIi4uDuPGjcPkZ5/VyT2VkJubi8ceewze3t5YsmRJo97LlU+6w6SGiKiFa+j0k4WFBVr5BQAA0i/pJql57733kJGRAQDYtXefTu5paBs2bEDHjh3xxRdf4Nq1a5j+6mtQq9UNfj+TGt1hUkNE1MLJpp/qKBQGKutqCgsKkJub26zPTU5OxieffCI+z5LEYQry8/Px2GOPYfjw4UhPTxfP5+Zk48iRIw2+jzSp8WfjvWZhUkNE1MLJp5/qSWoCdLex5SuvvILS0lLxefb1aybTqTgxMRGdOnXCF198IZ7z8PETjzf8s7FR9wI003uOzi66C7IFYlJDRNTCaZMaC0tLOLq41nmtdAVUUjMa8O3evRs//PCD7FxFeTlycnKafE9DSU9Px5AhQ8SNPe0cHPHk2/Mw88vV4jV/b2xYUpOVlSV+/zn11HxMaoiIWjjt9JOzmzssLOr+tSDrVZOc0qTPEwQB06ZNE587ODmLx5mZmU26p6Hk5+dj2LBhuHirUDq0QyQ+/GMzbn9gDALC28DD2xcAsG/XLnGZdm0uXryIBx54QHzOpKb5mNQQEbVgFRUVuHLlCgDArZV3vdfLR2pSmvSZP/74I/bs2QMACGzdFgNGPSi+lnH1apPuaQilpaUYNWoUjh07BgDwDgjC68u/g3egZqNPlUqFTr0TAGj2x9q9e3eN9xEEAd988w2io6OxefNm8b39777PAF+FeWNSQ0TUgl29ehVlZWUAAC//gHqv1+7UDTStpqakpASvvPKK+Px/L86Ah4+v+PzylYxG39MQ1Go1HnnkEWzatAkA4OTqjteXr4K7lzwRjO7dRzxe//c/1e6TnZ2N++67D+PHj0d+fj4AoJWfP2auWIN2MbF6/ApaBiulAyAiIuVclPSbaeXnX+/1Hj6+sLCwgFqtRlpa45d1f/755+JmmNG9+6Brv4HIz8kWX7+SYZwjNa+//jpWrVoFALCxtcOrS76ucbpImtT8u2lztdfHjBmDv/76S3ze7+778Ohr79Rby0QNY7IjNXPmzIFKpcLUqVOVDoWIyGSlpaWJx9oeNHWxsrYWR1bSJe9tqH/+qRy9GDvtVahUKrh6thLPGeP0U3JyMubMmQNA06tn6geL0L5Ltxqv9fTxE5OdY4cOiKMxALBv3z4xoXFydcMLHy/Hs3M/YUKjQyaZ1Ozfvx9Lly5Fp06dlA6FiMikyUdq6k9qgMq6mtzsLBQWFjbq8w4ePAgAcHB2QXhHzb/hbkae1CxatEhcaj7qyWfRc9CwOq+P7qUZramoqMCWrVvF83PnzhWPx73wGnoPGaH7YFs4k0tqbty4gTFjxmD58uVwd3dXOhwiIpPW2OknAPCS1NWkNmIPqIyMDFy+fBkAEB4ZLa60ko7UGNvqpxs3buDzzz8HAFjb2GL42EfrfU+nuATxWNuv5syZM/j1118BaPrR9GNRsF6YXFIzadIkjBgxAoMGDar32pKSEuTn58seRERUqbHTT0DTV0BpR2kAoHVU5Ui7tOHfdUkjQF1IT0/H8ePHm/z+lStXIi8vDwCQcMdIuNbTnBAAonrEiQmbdnXTvHnzxNGeOyZMhLWNbZNjotqZVFKzevVqHDp0CLNnz27Q9bNnz4arq6v4CAoKqv9NREQtiHakxsLCQuyxUh95r5qGN+A7cOCAeNy6Y2VSY21jK9aVXL+mu5GajIwMREZGolOnTliwYEGj3y8Igmwbh2FjH2nQ+xxdXMWptXOnT+HQoUP45ptvAGim3QY/OK7RsVDDmExSk5aWhilTpmDVqlWws7Nr0HumT5+OvLw88ZHWhKI2IiJzpk1qPHx8YWnVsAWx3pKtEi40YqRGltREdZa9ph0Byb6uu5GatWvXiqMsL774IjY2sMuv1r///ituYRDRrSfCI6Mb/F5tvxoAeOihh8Rl80NHj5c1GyTdMpmk5uDBg8jMzETXrl1hZWUFKysrbNu2DZ988gmsrKxQUVFR7T22trZwcXGRPYiISOPmzZtii35P34bV0wDykZrG9KrRTj85urjCJyhE9pq2rqawoADFxcUNvmdddu7cKR6r1Wo8+NBDjYpXOkozYtxjjfps6dLuc+fOAdCMSI34X+PuQ41jMknNwIEDcfz4cRw5ckR8dOvWDWPGjMGRI0dgaWmpdIhERCbl0qVL4nFD62kAoJWkSV9De9Wkp6eLnYvDO0ZDpVLJXnf19BKPdVUsLE1qACAnOxt3jxyJoqKiet97/vx5rFu3DoCmgLrHwCGN+uz2XbpVq5sZMOpBuLXyquUdpAsmk9Q4OzsjKipK9nB0dISnpyeioqKUDo+IyORIVz41pJuwlo2tnfjLuaG9amRFwh2rt+OQroC6qoNl3VevXhVHSELaR8IvJBwAcOzoUUx8/Il6dwOXLuMe+n8TGjw1p2VrZ48Osd3F5xYWFrj7kScbdQ9qPJNJaoiISLea0qNGS7us+1rGlXo3bgTqrqcBIFtVdEUHSc2uXbvE45g+/fDSp1/AzsEBAPDdqm9lU0tVFRQU4MsvvwSgSeAG3fd/TYqhU6/KupreQ++Eb3Bok+5DDWfSSc3WrVvx0UcfKR0GEZFJki/nbnhNDSAf2WnIIgz5cu4akhrJtIwu9n+STj116NodwW3bY9KsD8Vzzz//PNavX1/je99//32xBUjfu0bB2d2jSTHcdu9D8A4IgqevH0ZPealJ96DGMemkhoiImq5ZIzWSYuHkeopvBUEQR2qcXN1km2JquXpIuwo3v6ZGmtS076KZBoobeifumfgMAE233/sfeECWbAHAp59+infffReAZufshjTbq41bKy8s3rQXSzbvh19IWJPvQw3HpIaIqIXSVVJTX6+a9PR0sU6mdcdO1YqEAeh0/6ebN2+KyYp/WGvZ1Nb/PfcKeg+9EwBQVFiI4cNHiCuivv76a0yePFm8duzzryKkfUSzYgEgNuIj/eN3moiohdJOG9na28PJ1a1R75WOtpw6fabOa6X1NOE1FAkD8v2fmlsovH//frEvTIeu3WWvWVhY4Nm5HyMitgcAIDPzKoYMHYbPP/8cjzxS2Vzv3ienYORjk5oVBxkekxoiohZIEARxpKaVX0CNoyd1CY+sXJb95++/1bmaqL56GkA+UnOtmV2Fq9bTVGVja4eXF62Af1hrAMDZM4mYOHEi1Go1AGD4uEdZA2OimNQQEbVA2dnZYr+Wxk49AYC7tw869ogDAKQmXahWmyJV2/YIUg7OLrCytgHQ/P2fpElNRNceNV7j7OaO15evqtY35rZRD+Lh6W81Oskj48CkhoioBWpqjxqphDtGisdfrfy2xmukRcLObu7wkmyxIKVSqeDqqal9yWpGUqNWq8Xl3C4envALDa/1Wp/AYExf/I241Lv30Dvx5DvzWQNjwvj/HBFRCyRdht2YLRKkeg0eAStrawDAjz/8UON2NZcuXRK3YgivpUhYS7sCKifrujgV1FinT59GTk4OAE1X3/pGXNpEd8YHv2/Ca8u+xXMffMbu9CaOSQ0RUQvUnJVPWk6ubuiSMAAAkJlxBdu2bat2TX1N96S0dTXqigoxMWms+uppauIbFIKufW9jQmMGmNQQEbVAuph+AoCEO+4Rj79Z9V211+vbHkFKuv9TU1dANaSehswXkxoiohZI3k246UlNtwG3izUpv/7yM0pLS2Wvy0dq6ktqKvvJNLVXjTapsbaxRXjH6Cbdg0wXkxoiohZIOlLj6evX5PvY2jugx8ChAID83Fz89ddf4muCIIgjNS4envUmT9KuwukZjU9qMjIycOHCBQCaWpmqu2ST+WNSQ0TUAmmTGlfPVrCxtWvWvfqMGCkea1dBqdVqPPvss7h+/TqA2jsJS0n3f0pvwv5P8noaTj21RExqiIhamPLycqSnpwNo3tSTVuf4fnB2cwcAbFi3DtnZ2Rg9ejQ+/fRT8ZrbHxhb733k+z81fqSmKUXCZF6Y1BARtTDp6enikmldJDVW1tboPeQOAEDxzSJ06dIFP/zwAwDAwtISk2Z9iJ63D6v3PtKamquZjesqnJmZidWrV4vP23fp1qj3k3lgUkNE1MLIl3M3rUdNVX0kq6C097exs8PLn36J20Y92KB7uDVx9VNFRQVGjx6NK1euAAC69hsojhxRy8KkhoiohdFFj5qqImJ7yAqOnVzdMPPLNeg24PYG38PZ3UM8bsxWCW+++SY2b94MAHD38sHT737Q4PeSeWFSQ0TUwkiXc3vpKKmxsLDAXQ8/CQBo5R+Ad1f91ui6FmsbG3G38KzrDUtq1q9fj3fffVcTg6Ulpn24BO5e3o36XDIfVkoHQEREhiVbzq2j6ScAGPG/xxDbfxBa+fk3eTm1q2cr3MjLRVYDdupOTU3F2LGVBchjp72KyG49m/S5ZB44UkNE1MLIugnraKQG0GxK6RcS1qz+MNoVUDcLC8VdxGtSWlqK+++/X9xOocegobjrkSeb/LlkHpjUEBG1MNrpJytra1lvGGMgjedaHXU1v/32G/bv3w8A8AkKwTOzPqy3Dw6ZPyY1REQtjHakxtPXHxYWxvVrwNVDslVCRu0N+KQ9aR6e/hYcXVz1GheZBuP6aSYiIr26ceOGOGXTyld39TS6ot2pGwCu1LFVwt69e8VjNtojLSY1REQtiGwjy2bszq0v0l416bX0qiktLcXhw4cBAH4h4exJQyImNURELYg+etTokmyk5krNSc3Ro0fF3cDbdu5ikLjINDCpISJqQYw/qZHU1GTWnNTs27dPPG4bHaPvkMiEMKkhImpBLly4IB57+QcqGEnNXCXTT5m17P8kradp27mr3mMi08GkhoioBUlMTBSPA8LbKBhJzaTTT7UlNdqRGitrG4R2iDRIXGQamNQQEbUg2qTGxs5OZ5tZ6pK9o5PYvK+mrsI5OTk4c+YMACAsomOzGv2R+WFSQ0TUQpSVlYnTTwFhrY2uRw2g6Urs2kozWpN1/Xq117UN9wCgDetpqArj+4kmIiK9uHDhAsrLywEA/mHGN/Wkpd0qITfrOioqKmSvyYqEWU9DVTCpISJqIaT1NIFGWE+jpa2rUavVyM7Olr0mKxLmSA1VwaSGiKiF0NaiAIB/WGsFI6mbWy3FwoIgiCM1Tq5u8AsNN3hsZNyY1BARtRDGvvJJy0WS1FyUdEBOTU0Vk5w20THcwJKqYVJDRNRCSJMafyMe5ZDGNv+DBRAEAYC8nqZNpxhDh0UmgEkNEVELIAiCmNR4+QfC1t5B4Yhq12fESLEx4OZ/N2LdunUA5PU07TqxSJiqY1JDRNQCZGZmIjc3F4BxTz0BgK2dPf730gzx+ZSpz6G0tLTKSA33fKLqmNQQEbUAplJPo9V7yB2I6NYTAJB04TwWLFiAgwcPAgC8A4Ph6uFZ19uphWJSQ0TUAphaUqNSqfDIq2+LxcAzZszAzZs3AQBtWU9DtWBSQ0TUAsiSGiNuvCcVHhmNgfeNBgCxaSAAtGU9DdWCSQ0RUQtgaiM1WqOnvAwHJ2fZOY7UUG1MJqmZPXs2unfvDmdnZ3h7e2PkyJGyRlJERFQ7bVLj4OwCt1ZeCkfTcG6tvHDfU1PF5xaWlgiLjFYuIDJqJpPUbNu2DZMmTcKePXuwceNGlJWVYfDgwSgsLFQ6NCIio1ZUVITU1FQAmo0sTa1p3fBxjyKwTTsAQJc+A2BrZ69wRGSsrJQOoKH++usv2fOvvvoK3t7eOHjwIPr27atQVERExu/cuXNiAztTqaeRsraxwazvfsfhHVvQOY7/3lPtTCapqSovLw8A4OHhoXAkRETGzVTraaQcXVzRZ8RIpcMgI2eSSY1arcbUqVMRHx+PqKioWq8rKSlBSUmJ+Dw/P98Q4RERGRVzSGqIGsJkamqkJk2ahBMnTmD16tV1Xjd79my4urqKj6CgIANFSERkPJjUUEthcknNM888g7Vr12LLli0IDAys89rp06cjLy9PfKRJdnslImoptCtFLSwt4RMUonA0RPpjMtNPgiBg8uTJ+PXXX7F161aEhYXV+x5bW1vY2toaIDoiIuOkVqvFpMY3KATWNjYKR0SkPyaT1EyaNAnfffcdfv/9dzg7OyMjIwMA4OrqCnt7Lu8jIqrJpUuXUFRUBIBTT2T+TGb6afHixcjLy0P//v3h5+cnPtasWaN0aERERov1NNSSmMxIjbbHAhERNZwp7vlE1FQmM1JDRER1S0xMRKdOndC7d2989dVXKC4uliU1/mGtFYyOSP9MZqTG2KWlpcHKygp+fn5Kh0JELdQrr7yC48ePAwD27NmDF198EdbW1uLrAUxqyMxxpKaZDhw4gOjoaAQHB+Ozzz5TOhwiaqGysrKwfv162bnr16/jypUrAAAXD084u7MDO5k3JjXNFBAQgBMnTgAAfl+7TuFoiKil+uGHH1BWVgYA6D30TvQZMRKWVpWD8aEdIpUKjchgOP3UTH5+fujatSsOHTqE40cOIyMjA76+vkqHRURmShCEGnfZ/vbbb8Xj+56agtD2kRj/0hvY+MO3uHjuDO598llDhkmkCI7U6MCwYcPE43VVhn+JiHRh/fr1cHFxwahRo1BeXi577cKFC9i1axcAILhdBELba0ZlPHx88eDkF/DiJ8sRHhlt8JiJDI1JjQ4MHz5cPOYUFBHpw/Tp01FQUIDffvsNixcvlr22atUq8bjf3fcaOjQio8GkRgd69uwJZzd3AMCWTf+K89pERLpw6tQpHDt2THz++ow3cO3aNQCa6aiVK1cCAFQqFRJGjFQiRCKjwKRGBywtLdE1oT8A4EZ+vjgMTESkC1U7p+fn5eLlV6YDAPbt24fz588DAKJ6xcPT19/g8REZCyY1OtKt30Dx+Le1axWMhIjMiSAIWL16NQDNSIy9oxMA4KsVX2Lfvn3iKA0A9L2TU0/UsjGp0ZHYhP7iioQNG/5SOBoiMhdHjhzB2bNnAQCR3XvjwckvANAkO089PUlMeGxs7dBr8PBa70PUEjCp0RFXz1ZoEx0DADhz8gQuXbqkbEBEZBa0SQsA9Bl+N4aNeRiBbdoBAA4dPICsrCwAQPeBQ+Dg5KxIjETGgkmNDnXte5t4vHYdV0ERUfNIp54sLC3Ra8hwWFlb47HX3612bb+7OPVExKRGh7rK6mqY1BBR8+zZswcXL14EAHSO6wsXd08AQHSvPug99E7xOhcPT3SO76dIjETGhEmNDoV37AQXD80/Oju2bEFpaanCERGRKZNNPVVZqj3+pRlwdHEFAAx+aBysJBtXErVUTGp0yMLCAl0SBgAAigpvYMeOHQpHRESmqqKiAj/88AMAwNrGFt0HDpG97uUfiPd//guvfPYVHpj0vBIhEhkdJjU6Jq2r+e1PTkERUdNs374dGRkZAICu/W6Do7NLtWt8g0LQ/bbBsLS0NHR4REaJSY2OdY7vBwsLzbd1wwbuA0VETSOdeooffreCkRCZDiY1Oubs5o52MbEAgAtnzyA5OVnhiIjI1JSVleGnn34CANg5OCC23yCFIyIyDUxq9KBr38pVUD/+/IuCkRCRKdq3bx+ys7MBALH9b4edg4PCERGZhkYnNX/99Rf+++8/8fmiRYsQExOD//u//0NOTo5OgzNV0q6e31fZs4WIqD7aDsIA0KFLNwUjITItjU5qXnzxReTn5wMAjh8/jueffx7Dhw9HcnIypk2bpvMATVFAeBuEtI8EABw5sB+pqakKR0REpkS7QSUA+IaEKRgJkWlpdFKTnJyMyEjNL+yff/4Zd9xxB2bNmoVFixZhw4YNOg/QVMUNq2yMtfqHHxWMhIhMjSypCQ5VLhAiE9PopMbGxgZFRUUAgH///ReDBw8GAHh4eIgjOATEDblDPF59q9cEEVFDaJMaC0tLePkHKhwNkelodFLTp08fTJs2De+88w727duHESNGANDMAQcG8j8+Lf+w1gjtwCkoImocQRDEpMbLPxDWNjYKR0RkOhqd1Hz66aewsrLCTz/9hMWLFyMgIAAAsGHDBgwdOlTnAZoy6d4snIIiooa4fv26OOrNqSeixrFq7BuCg4Oxdu3aauc//PBDnQRkTuKG3IHvP5oLQLMK6uUXX1A4IiIydtJ6Gr+QUOUCITJBDRqpkdbK5Ofn1/mgStIpqKMHDyAlJUXZgIjI6MmLhLnyiagxGpTUuLu7IzMzEwDg5uYGd3f3ag/teZKLG3qXeMwpKCKqD1c+ETVdg6afNm/eDA8PD/FYpVLpNShz0nvoHfjuozkANFNQr7z0osIREZExk08/caSGqDEalNT069dPPO7fv7++YjFL/qHhCIvoiOTTJ3Hs0EGkpKQgNDRU6bCIyEhpkxqVSgXvwCCFoyEyLY1e/fTmm29CrVZXO5+Xl4fRo0frJChz03tI5Sqo79cYR8+avLw8PP3003j//feVDoWoRSkqKsKgQYPQu3dvXL9+vdrr2qTG088fNrZ2hg6PyKQ1Oqn54osv0KdPHyQlJYnntm7diujoaFy4cEGnwZmL3kMrG/H9/MuvCkZSaenSpVi8eDFefvllHDp0SOlwiFqMNWvWYNOmTdizZw8+/ewz2WvZ2dniRpZ+LBImarRGJzXHjh1DYGAgYmJisHz5crz44osYPHgwxo0bh127dukjRpPnHxoO7wDNMPKpE8chCILCEQEnTpwQj0+dOVvHlUSkS/v37xePt2zfIXuN9TREzdPoPjXu7u744Ycf8Oqrr+KJJ56AlZUVNmzYgIEDB+ojPrMR1KY9Mi+n4WZRIdLS0hAcHKxoPNIOx1cyrioYCVHLcvDgwcrjvXtRUVEBS0tLAFz5RNRcjR6pAYCFCxfi448/xujRoxEeHo5nn30WR48e1XVsZiWwTVvx+MTJkwpGoiFNaq7eWq5PRPpVVlYm+7ey8EaBbNRUvjt3qCFDIzILjU5qhg4dirfeegtff/01Vq1ahcOHD6Nv377o1asXi07rENi6nXh89PiJGq8RBAGpqal6n54qLy/HpUuXxOdMaogM49SpUygpKZGd27Jtu3gsm35iTQ1RozU6qamoqMCxY8dw3333AQDs7e2xePFi/PTTT9wqoQ7BbduLx8dqGal57rnnEBoaigkTJug1lvT0dFRUVIjPM5nUEBmEdOpJa6ukrkaa1PgEKTtFTWSKGp3UbNy4Ef7+/tXOjxgxAsePH9dJUOYoIKyNeJx4+nS119VqNVasWAEAWKPnzsNVdwy/fu2aXj+PiDRqSmp279opjs5qkxoPHz/Y2jsYNDYic9CkmpratGrVSpe3Myv2Tk5o5a/Z0fz8mcRqU0znz58X984qKb6Jmzdv6i2WaknNdSY1RIYgTWpaR3UGAGReScfFixeRl5eHa7f+wPBjkTBRkzRp+mn+/Pno0aMHfH194eHhIXtQ7YJu1dXcyM/HlStXZK8dOHBA9jwrK0tvcVy8eFH2PIdJDZHelZeXi0XCvsGh6NZ/kPjatu3bZX2+WCRM1DSNTmreeustLFiwAA8++CDy8vIwbdo0jBo1ChYWFnjzzTf1EKLcokWLEBoaCjs7O/Ts2RP79u3T+2fqirRY+GSVupqqSU1NnUZ1pepITUFeHkpLS/X2eUSkKRIuLi4GAIR3jEaH2B7ia5u37eBybiIdaHRSs2rVKixfvhzPP/88rKysMHr0aHz++ed44403sGfPHn3EKFqzZg2mTZuGmTNn4tChQ+jcuTOGDBliMoWu0mXdR6qsgKqa1FzN1N/oSdWkBoA47E1E+iGbeurYCW07dYXFrf40u3bt5MonIh1odFKTkZGB6OhoAICTkxPy8vIAAHfccQfWrVun2+iqWLBgASZOnIiHH34YkZGRWLJkCRwcHPDll1/q9XN1JUgyUnPs5CnxuKKiotpWBZnXDDdSA3AFFJG+SZOa8I6dYO/oiLAOHQEA5xNPyzoNc/qJqGkandQEBgaK9SCtW7fGP//8A0DT+tvW1la30UmUlpbi4MGDGDSoch7awsICgwYNwu7du2t8T0lJCfLz82UPJQW2rhypSTxVmdQkJiaisLBQdm2GnkZOtL1wqmJXYSL9kiU1kZo/DLVTUIIgyP4o9A0KNWhsROai0dsk3HPPPdi0aRN69uyJyZMnY+zYsfjiiy9w8eJFPPfcc/qIEYCmxqSiogI+Pj6y8z4+PkhMTKzxPbNnz8Zbb72lt5ikVFX+tyZOLq7w8PZFdmYGEk+fxrrzGVCpVPh3/aZq1x5MSsP6C7pPNPKyrte4suqv4+eAdl10/nlEBFSUl+PwEU2RsE9QCJxd3QAAEV17YN03nwPQdBsGALdWXnBwclIkTqLmUnpnw0YnNXPmzBGPH3zwQQQHB2P37t1o27Yt7rzzTp0G11zTp0/HtGnTxOf5+fkICgrSy2d18nZBbnFZvde1j4jA7swM3MjLQWbmNbh6tkLi0SPVrivIyUZxuVrncaZdTBOPHZxdUFSgGb3Kz87Sy+cREZB65gxKijV/TIR37IR2Ho4AAPeB/TC/yrW+waHi60SmRqVSwd/ZTrHPb3RSU1Xv3r3Ru3dvXcRSp1atWsHS0hJXr8pHL65evQpfX98a32Nra6vXKTGpAGd7BDjb13tdj5hO2L1tCwAg7fxZuHq2woUTx6pdl5+TrfMYAeBaeuX2CF27xuK/W7HkZeuvhoeopbtwsvK/8X69eqCjl4vmiZcLWrduLVvO3aFt28rXiahRmtV8z8XFBUlJSbqKpU42NjaIjY3Fpk2VUzVqtRqbNm0ySFKlK5GRkeJx2vkzKC8rQ0qiZnm3m2dl88KC3By9fL40qYnt3k08zs9iUkOkL0mSpKZ3j+6y1/r06SN73qZtGxBR0zQ4qUlPT692Tt8bL1Y1bdo0LF++HF9//TVOnz6Np556CoWFhXj44YcNGkdzSJOaSxfOIu38GZSWaHpX9OrTF5a3lngWGGCkpmePyj4ZeXps9kfU0kmTmvge3WSvVU1q2rdtCyJqmgYnNR07dsR3332nz1jq9eCDD2L+/Pl44403EBMTgyNHjuCvv/6qVjxszCIiIsTjtPPncOHEUfF59x494OnpCQDIz9VPUnP9ymXxuFe3WFhYaH4EOP1EpB8V5eVIvjUa6xcUIv43rhUfHy973rF9OxBR0zQ4qXnvvffwxBNP4P7770d2tuYX7tixY+HiYti532eeeQapqakoKSnB3r170bNnT4N+fnN5enqKSdilC2dl9TRxPXuI+2fdqGX66ezRQ5g5/n789f3XTfp87UiNhaUlgoKCxM/L4/QTkV5cTjqP0ludhKNiYqq93qFDB1mi06EdR2qImqrBSc3TTz+NY8eOISsrC5GRkfjzzz+xePFibmLZBNopqLys6ziycxsATcV4XPdY8ftZXFQkTktJ/bBoAU7s3Ykv3n29SXU31y5rRmq8/fxhZWUFb29vTSzZ1w0+naikxEP78PrYe5qcHBI1lLRIuGvX2Gqvq1QqjB49GgAQFdsD7u7uBouNyNw0qlA4LCwMmzdvxuuvv45Ro0ahU6dO6Nq1q+xB9ZPW1WRe0mwuGdy6LVxcXGR/sdWUtFxN0zTOU1dU4MzhA9Ver8vNwkLcyNPc0z9Qs7Tdy8sLAFBaXIzioqJG3c+UfbtgNk4f2Nvk5JCooWRFwt2713jNggULsHPnTuzZvsVQYRGZpUYv6U5NTcUvv/wCd3d33H333bCyavaq8BZHmtRodeqiSQilI18FOdnw9PGTXZeTWbmkPfHQfnQbcHuDP1daJBwYHAwA4kgNoBmtsXc0//4YFRUVYi2TuqICp/bvQc/bhykcFZmr88cr6+bie3ar8Rpra2vExcUZKiQis9WojES7keWgQYNw8uRJ8a98apyOHTtWO9f91l9w0pGaqr1qbhYW4mbhDfF54uH9aAxpUhNcQ1KTn3UdvkEhjbqnKUpPviDWOADA8T3/MakhvTi6cxvOHtVsjxAYFs7peiI9a3BSM3ToUOzbtw+ffvop/ve//+kzJrNX00hNn16a5dWykZoq0yI51+SNB88fO4Ky0hJY2zSswaA0qQkL1SQvVUdqWoKkU8dlz4/v3alQJGTOSkuKseztV8Xnz057QcFoiFqGBtfUVFRU4NixY0xodMDLy0uWvFhYWqJHV82+S1Wnn6SkU08AUFZagqST8l/QdZEmNW1CwwBUTWpaRq+aqt+zS+fPIucadykn3fp12afISE0GAHTq0QvTnnpc4YiIzF+Dk5qNGzciMDBQn7G0KNLRmrB2HeB4q5alrkLh7MyMavdJPNTwKahrlyuTmratqyc1+S2kAZ+0cFPrBEdrSIfSky/gl2WfAgAsraywbMlisbEmEelPs7ZJoKaTJjWdu1SuGpOO1FStqak6UgMApw/ta/BnXpeM1ISGtMzpJ7VajeTTJ6qdZ1JDuiIIApa9NR3lZaUAgAlPT0bPLjHKBkXUQjCpUUh0dLR43LNn5XYFdU0/ZdeQ1Jw5fKDB/WWuXdFsdeHeygv29prNN2VJTQtowJdxMUUstu7d/zbY2NgAAI7vYVJDurFj7a84vuc/AIBPYBAWvPeOwhERtRxMahQyduxYDBw4EHEDBuHxh8eL5xs6/dS+fXsAQH52Fq6k1L+paFlpKXJuvd/vVo8aoOWN1CRLioR7xcWLm6FeTUtF5qU0pcIiM3EjLxdfzXlTfD7/w4/h4mT+bRKIjAWTGoW4uLjg33//xc7NG+Hm7Cyed3V1rXVTS+n00/333y8eV52CUqvV2PvvBqQnXxDPZV29Io7oBARVJjXOzs6wtdWsnmoJm1pKVz717BaL2267TXzOKShqrm2//ySOePYfdgfG3nePwhERtSxMaoyMhYUFPDw8AFSvqcm+taTb0dkFgwcPFs9XLRZeOe8dvP/Mo3hh1GBcPHcGgLxIODiksheNSqUS+w21hJEaaVLTp2d3WVLDpd3UXNItEd5+4zUFIyFqmZjUGCFtXY10+kkQBHH6qJWPD7p16wZra2sA8qQmPfkC1q38AgBQcvMmPnphEspKS2TLuUNvNd7T0k5B5WdnQa1W6+ErMg6CIIjLuT28vBHg748ePXrAwcEBAHBiz84Wtf8V6V7yKU0RuqWVFXp06aJwNEQtD5MaI1S5qWUhykpLAABFNwpQcvMmAMDb1w/29vaIjdVsjpeefEHsMfPtgtmoKC8X75V65hS++2iubOVT67BQ2edpkxp1RQUK83L18jUZg2uXL+HGra8volMMAMDGxgYJCQkANDVL0ik7osYoKb6JS0nnAGjaNGindYnIcJjUGCFZsXCOZrRG2k3Y10+zH1R8fLx47szh/Th9cC/2blwPAHBx9xBX9vzx5RLs+nuteG3b8DDZ57WUBnzSqacYyRLbgQMHisecgqKmSjt3FuqKCgBAx+hOCkdD1DIxqTFCsl41uZq6GmmRsL+fPwCgT58+4rnTB/fh6/crl45Of/NtzJ49W3yedqu2BgBah9WR1Jjxsm5pUtOre+XGgrJiYS7tpiaS9j/qwqknIkVwi20jJB+p0SQ10h41AQGapEa6q+8/q1eiuKgQABDStj2ef+pxWFpaYsOGDfj333/F6xycnODm5ib7PFlX4RYyUhPfo7I3UExMDNzc3JCbm4sTe3dCrVbDwoL5PjVOSmJlUtMztmsdVxKRvvBfbiNU06aWOZIeNUEBAQA0yUjbtm0BQExoAOC9OXNhbW0NCwsLfPXVV+JqKgDwDQiCSqWSfV5L6FWjKRLWrExxcfdAaEhlsbSlpSX69+8PQPP9vnj2tBIhkg7cLCzEgmlPYdaT/0N+jmETdG2RMAD06sakhkgJTGqMUE1bJUhHaoIDA8RjaV0NAMTG98X/3XOX+DwgIADLli0Tn7e+1bRPqiVMP2VnZohfW0R052qJnXQK6pdln6K4qMig8ZFurFk4HzvX/46DW//FqgVzDPa5FRUVSL2VDPsFhVQbDSUiw2BSY4Sk0083bo3USJOa0KDKjUWldTUqlQoLPphX7Rf2vffei2XLlmHoXXfjvXfervZ5LaFQWLozd+ca6h2GDRsmNj3cuf53vDhqMM4dO2yw+Kj5Ll04h/XffiE+3/LrGoN1ic5ITRYT4QjJFihEZFhMaoxQTSM10uknf39/8XjgwIHiKqfh9z2IvpJ9pKQmTpyIDb//hu6dqv+D2xJGaqTbI/ToFlvt9TZt2uCLL76A3a09sdJTkvDq6Lvww6IFsiXyZJwEQcCX782Q/X9VUV6On5d+YpDPT0k8KR7HxLBImEgpTGqMUE2bWmpHapzd3GFnZye+Hhoaij/++AMz35uN71d8gabQdhQGmlZTs3PDH1j/7ZdG/cu/aifhmowfPx5HjxxB126alVHqigqsWTgf8559jE35jNy+TX/h6K7tAAAv/wC4uLgAMNxoTZJk5VO3rkxqiJTCpMYIVd3UUtNNWJPUtPLxqXb9kCFD8Oarr8DZ0aFJn2dnZwfnW/tPNXak5vzxo1jw3JP44t3Xse2Pn5v0+YagTWocnV3Qrk2bWq9r164d9uzahTfeeEOcjtq/+R+xXoKMT0nxTXw1+03x+Xtz52Hq1KkADDdak3K6cqQmvke3Oq4kIn1iUmOE3NzcxCXF+TnZuJGXK3YW9vH108tnSrdKaIyzRw6Ix2cO76/jSuXkZV1HVsYVAECH6E7Vao6qsra2xltvvYW33npLPCdd2ULG5Y8vlyDzsmY0Jja+Lx79vwcxdepU2WjN1UsX9fb5giCIPWpc3D0QFBhYzzuISF+Y1Bgh6aaWBTnZyLmWKb6m7Sasa9qkRpNAlTb4fZeTz4vHly6c03lcunD26EHxuFNMTIPf10PSy0ZaM0HG41r6JfyybCEAwMLSEp8t/AQWFhZwd3eXjdb8osfRmtxrmeIIZ4eo+pNmItIfJjVGSrqpZW1FwrokLRYuqLI7eF0uJ1XulXTpwnmjrD3ZteFP8fi2W/1oGqJz587icfJpJjXG6NsPZqG0uBgAMPqRx9GjS+X/Z1OnToWrqysAYMuvP+httEZaTxMt+ZkhIsNjUmOktEnNzcIbyLxcuRllgH9AbW9plqY24LucVDlScyMvx+g6EhcXFWHfpr8AAE6ubrj/rjsa/F5vb28xiUxJPGmUCVtLdrOwEHv+qdzr7MPZ78perzpa8/OSj/USh7SepntXNt0jUhKTGiMlLRaWdrgNCtT/SE1DE5OiGwXIlowiAcY3BXVgyz9i/5Ahd97d6J2TtXv4FObn4ZokuSTlndi7E+VlmqnSIXeNhJenR7VrpKM12//4BeVlZTqPQ7rnEzsJEymLSY2Rki7rTj1TmdSE6KkIsSkN+NKTk6qdu5RkXEnNjrW/iscTxo1t9PtjJDU4yYksFjYmh3dsEY/vHD6sxmvc3NwwZMgQAEBZaQky9TAFlXyr3srWzh5RkRE6vz8RNRyTGiMlHamRLicOCTTA9FMDl3VLi4S1jGmkpiA3B0f+2woAaOXrh6G39W/0PaRJTQrraoyGIAg4vH0zAMDK2hojhw2p9dr2kq1BavqZbY6iGwXISE0GALTuECG2ASAiZTCpMVLSkZobebnisZ+eVz8BjUhqkqr/grhsREnNnn/Wi9MNI+65F1ZWjd+UXjZSc5ojNcbictJ5cRl3TM84sc9STTp06CB7ny6lnjklHkd3jtHpvYmo8ZjUGClpUqPl5tlK3BJB15rSVVj6C0LbVyfNiJIa6dTTo/9r/NQTAISHh4u/MJO5rNtoHLo1SgNAnF6qjXyk5kIdVzaetH9Rly4xOr03ETUekxojJZ1+0vLy8dXb5zVn+snK2gbdu2u2Hsi+egVFNwp0H2AjZWWk49T+3QCAwLDW6FPLnlj1sbCwEJd2X0+/jIJbG4ySsg7vqExq7q1nRZssqdHxSI28SLj6nmJEZFhMaoxUTSM13npMajw9PcWmYZeTL0CtVtd5fUVFBa6kaGoJgsLCERUVJb6m618cTbFz/R/iEuxRDzzYrIZosrqaxFO1X0gGcbOwEKf27wUAePsHIiY6qs7rnZycEBCgqUVL1/VIza3ROwsLC3SLYY8aIqUxqTFSNSU1vv76qacBACsrK/Tu3RsAkJGaLJu6qcm1y2nictrwtm0REVG56sMYioV1MfWkxboa4yJdyt1/8JAGJazaupqC3Bzk5+iml1JZaQnSzp0FAASGt4ajo6NO7ktETcekxkjVNP3k76efHjVa775b2bzsu4/moLSkuNZrpaMx7dt3kCc1Ci/rvpx0XtzAsn2nGHRq5jJbba8agNslGIOGLOWuSjoFpavRmtQzp8XkqlMM+9MQGQMmNUZKuqmlVmCAfpZzaw0YMADDhw8HoKkfWf/tl7VeK01qOkZEyJIapVdA/bfuN/H4/gcfavb9IiMjxZVT3C5BWfKl3Da4e+jgBr1PugLqko6mR88fPyIeS/cJIyLlMKkxUpaWlnB3d5ed01c3Yam5c+eKydTPSz6pdR8oab+Pzh0jEBISAnt7ewCaPaCUpG2dr1Kp8Oi4Mc2+n52dnZi0Xbpwts4RLNKvy8mVS7m79Oxd51JuKWlSo6uRmnPHjojHfeN66eSeRNQ8TGqMWNW6Gn11E5aKiorChAkTAABFBfn4eenCGq+TjtRERUbAwsJCHOK/mpaCstISvcdak+KiIqSdPwMAaBfVCaFBuvmeaaeg1BUVYh1FbRIP7cOK2W/iyq2mbKQ7h7ZVrnoaXM9Sbil9rIA6f/wwAE3zvx5du9RzNREZApMaI1Y1qQnWUzfhqt566y1x1GXDqhU17m6s7ffh6eMr7q2jHc1Qq9XiyihDk2482amL7uocGrpdQmlJMWY/9TDWfr0Mi2e8qLPPJw3pUu777r6zwe8LDAyEg4MDAN2M1BQW5IvJUesOkeJ/L0SkLCY1RkxaLKxSqeDrq78l3VKBgYF47rnnAADlZaX4/qO5stcLcrLFTS/D2rQVzxtDsXDSyWPicbdY/SQ1dW2XcOS/rbiRp+llc/rgXty8cUNnMbR00qXcPgFB6BzVscHvtbCwQLt27QAAGWmpKCstbVYsSSePiclzl27dm3UvItIdk0hqUlJS8OijjyIsLAz29vZo3bo1Zs6cidJm/sNk7KQjNe6tvJrU5r+pXnrpJfHzd6z9VVxNBMi7srZtVzmsbwzLuqVx9u7eTWf31TbgA+pe1r37r7XisbqiAqcP7dNZDC1ZeVkZflj0gbjaqN/tgxvde0hbV6OuqMDVtNRmxSMtEu7dxMaORKR7JpHUJCYmQq1WY+nSpTh58iQ+/PBDLFmyBK+++qrSoemVdKTGy1d/PWpq4urqihkzZojPf/t8kXgsLRKOiOggOTaGpEaTcFhYWqK7DtvWe3h4ICQkBICmAV9NzQlLS4qxf/M/snPH9/ynsxhaqovnzmD6g3fgjy+XiOcevO/eRt9HlxtbSouE+8X1bta9iEh3TCKpGTp0KFasWIHBgwcjPDwcd911F1544QX88ssvSoemV9KRGn12E67NxIkTxe0Tdv+1Fhm3/rqVFlpGR0aKx23bthV3Kb6swPRTaUmxWCQc1q4D7OzsdHp/7RRUcVFhjX/pH/lvK24WyqebTu7dpdMYWpKKigr89sVneHHUEHEEzsLSElNefQP3DB/a6PvpcmNLbZGwvZMToprZB4mIdMckkpqa5OXlwcPDo85rSkpKkJ+fL3uYEmlS46fHbsK1sbe3x+TJkwFoin/XfrUMgLzQMiaqMqmxsbFBmzZtbl2ThIqKCgNGC1w8mwj1rc/Ux47J9dXVSKeetBuPJp8+gcL8PJ3H0hJ89MLTWDnvXXHKKbhte/y7fSc+eu+tJm17oasGfNlXM5CVcQUAENm5i5jIE5HyTDKpOX/+PBYuXIgnnniizutmz54NV1dX8REUFGSgCHVDWhgcqFDsTz/9tLhqZNPP3yM/J0v8K9fW3h7BVeLSTkGVlhTjWvolg8aadLKynqZrV913eJUmNUlV6mqkU0+Ozi545JFHAGiSwVMH9ug8FnNXVlqKXRv+BKApkh//9GScOnIYA+J6Nvme2kJhALic1PSk5vyJI+JxbKzu6raIqPkUTWpeeeUVqFSqOh+JiYmy91y+fBlDhw7F/fffj4kTJ9Z5/+nTpyMvL098pKWl6fPL0bmBAwfitttuQ1i79nj84YcVicHDwwOPPfYYAKC0uBh/frVcnIYKDm9Treuxkp2FpUXCcT10v2OyNFHa+tuPKCyoHPk7unObOPV02/ARGDq0cnrk+J6dOo/F3En3Z+o/ZDi+WvQJHB2at2za0dFR/MMmPeWCuHqpsaT1NL17NT3JIiLdUzSpef7553H69Ok6H+Hh4eL16enpGDBgAOLi4rBs2bJ6729rawsXFxfZw5TY2tpi06ZNSDqTiPatwxSL47nnnhOH2P/4cok4xdNG8pevlpLFwtqkRqVSoYceRmqCg4Mx5FbDt+yrV/DN+++Ir+2STD2NfuAB9O3bV5wiOcG6mkbLy7ouHnv7eOvsvtq6mht5uWJbgsa6IFn51J9FwkRGRdGkxsvLCx06dKjzoa1NuHz5Mvr374/Y2FisWLGi2ggB6U9oaCgeeOABABDrGwDNRpZVKdWrprysDKlnTgMAgsLbNLh9fmMtXboUTk5OAIB/f1yFo7u2a6aeNv0NQDP1NGrEMLi7u4sjO6lnTulsZ+iWQppweHl56ey+8hVQjZ+CUqvVOH/iKADAw8sbIcGmNaVNZO5MIjPQJjTBwcGYP38+rl27hoyMDGRkZCgdWovx4ovVu+PWtOpDtsLEgCM1aefPiAlXlB6KhLVCQkIwd25lM8IlM17E3n/Wi1NPA4YNh62treZ4wADxupP7WFfTGHmSpMbX20dn923uCqiM1GSx8Du6a2yTCpaJSH9MIqnZuHEjzp8/j02bNiEwMBB+fn7igwyjS5cuGDRokOxc546R1a5zcnIS6xYunjsjm0bQJ2k9jT6KhKWefPJJ9O/fHwCQeTkNn814QXxt9K0RLUCe1JzYy341jSEdqfHx1t1IjXxjy8YnNeckU0/du7PpHpGxMYmkZsKECRAEocYHGc5LL70kHqtUKkR2aF/jdb16aXYsvll4A2+Mvw851zL1Hpt05ZMuOwnXxMLCAp9//rm4309psWbXbgcnZ4waMUy8LiEhQaxFYl1N40iTYT9f3Y3UyDe2bPz00/ljh8XjOHYSJjI6JpHUkHEYNGgQevbUrPZo3ylGXOpd1Zw5cxBwa0fxS+fP4o1xo5B19YpeY0uWbY+g+5VPVbVu3RqzZs2Snbtt6HBZwz9nZ2d0767ZF+jShXMGSe7MhbQGyd9Hd0lNQEAAHB0dATStq7B0pKZvb658IjI2TGqowVQqFX7//XcsWrwEa3//rdbrwsPDsX3bNgQFBwMA0lOS8Ma4e/XWt6aiogLJiZpmeP7BoXB3d9fL51Q1efJkxMXFic9HP/RgtWvkdTUcrWkofY3UqFQqcbQm89JFlJWWNPi9ZaWlYtPFwLBw2TYmRGQcmNRQo/j4+ODpJ59A65DgOq8LDw/Hju3bERqqWYqecTEFb4y7F9lXdV/cnZ58QZwC6ijZeFLfLC0tsXr1atxx1914ZNKzeOieu6tdc9ttt4nH7FfTcPnZ2eKxrpMHcWNLtRpXUlMa/L6LZxPFJKhzVzbdIzJGTGpIb0JCQrBjx3a0adMWgKao9nfJpoS6Ii0S7tKli87vX5egoCD8+ftv+OLTj2tsMxAXFwdra2sAwAmO1DRYXrZmpMbFzV38/ulKU7dLOHe8sp6mRw/W0xAZIyY1pFeBgYHYvHmT+PzMkQM6/wxpkXCvWzUsxsLBwUEsnM5ITcb1K5cVjsg0aFc/uelhike6Auri2dMNfp+02LtvXC+dxkREusGkhvQuKCgIbdtqRmtSE0+hvKxMp/dPOnlMPI7vYXzTAtIpqD0bNygYiWkoLSkW+/54ttLdcm4t6ZL/jT9+h9KS4nrfU1ZaiiM7tgAAnFzdEM+VT0RGiUkNGURsrGZFUmlJMS5dOKuz+6rVaiTf2lzS2z8A3t66a6mvK/fff794vO6bzw2+e7mpkfao8ZTsVK8rbdq0wV133QVAs93Fvz+sqvc9pw7sEROtvoMG63xKjIh0g0kNGUS3bpUjKBckIyvNlXExRfxlE9nJcEXCjdGxY0cMHjwYgGbFjXZLBapZXpZkiwQ9JalvvvmmePzLsk9RUnyzzusPbNkoHt995516iYmImo9JDRmEdqQGAC6caHhSk5+ThZKbRbW+niwrEtZvJ+HmmDZtmnj851dLFYzE+El71HjrcN8nqS5duuCee+4BAORcu4qNdYzWCIIgJjWWVla4/+479BITETUfkxoyCGkdQ1IDR2qO7/kPj8R1wqTB8SgsyK/xmovnz4jHsTHGOVIDAIMHD0ZkpGZbicRD+3FO0pmW5KQ9anx0uO9TVdLRml+Xf1pr8px2/iwyL10EAHTpGQd3Nze9xUREzcOkhgzCxcUF7dq1AwCkNLBYeN3KLyAIAnKuXcXx3TXvnSRdkhsTHaWbYPVApVJVGa1ZpmA0xk1f+z5V1alTJ9x7770AgNxrmfh79coarzuw5R/xePiIEXqLh4iaj0kNGYx2CqqstARpkhGWmpQU38SxXdvF55eSat7xW7t/j6WVFdq1aa2jSPVjzJgx8Lo1nbL777V667Bs6rQ9agDA309/IzUAMHPmTPH4t88Xobio+miNtJ7mwXvv0Ws8RNQ8TGrIYBpTLHxiz06U3Kws3rx8oXpSo1arcSUlCQAQEBJq9CtS7Ozs8PTTTwMA1BUVWP/tlwpHZJykIzW63PepJtHR0Xjg1s7qeVnX8ff3X8tez8vOwtkjBwEAIW3aIbJdW73GQ0TNw6SGDKYxxcLSv44BzYaQVV1Pvyz2GAlvYxq/bJ566inY2toCAP79YRVu3rihcETGR7r6yVfPSQ2gGa1RqVQANLU10gaJh7ZtgiAIAIDbhw3XeyxE1DxMashgunTpIv7yqKtYWLraROty8nmo1eoq5yrradq17wBT4OPjg7FjxwIAim4UYNMvqxWOyPhoVz+pVCqDbBoZGRmJ0aNHAwAKcnMw5+kJuFlYCECeXN8/svreXkRkXJjUkMFULRYuKy2t8bqkk8eRnSnf+LLk5k1cv5IuO5eefF48jujQHqbiueeeE4///u4r5QIxUtrVTy7uHrC0tDTIZ3788ccICw8HACSfPomPX5yEkuKbOPLfVjGW2/r2MUgsRNR0TGrIoLR1NeVlpbUWC+/fXNmcTtp87XKVYmHpSE3njpG6DFOvOnbsiPj4eABAekoSMi+zYFhKO1LjboBRGq1WrVph3dq1cHV1BQDs3/wP3ps4FsVFmhGbvoMGw8rKymDxEFHTMKkhg5LW1dQ2BXVga+WQ/+RnnxWPq9bVSJdzR0dG6CpEgxg0aJB4fGLvTgUjMS4lN4vEFUj62PepLhEREfjhhx/E0aGT+3eLr428i12EiUwBkxoyKNkKqBqKha9fuYzkU5q9nNpHd8ZgyS//qknN5STN9JOLuwda6WGPIH2SbnJ5UrL7c0uXl50tHhs6qQE0TRIXLlwoO2dlbY1772R/GiJTwKSGDEpaLFzTsu4DW/8Vj4cMH4EOHSoLgKXTTzdv3BDrbsJMZOWTVM+ePWFvbw8AOL73P3GFTUuXL+lR46XHxnt1eeqppzBlyhTxeddecXC7NS1FRMaNSQ0ZlJOTE9q31xT1pp45Xa1Y+MDmyu6tD44aCVdXV/j7+wOQj9RI62la3yo+NiW2trbo00dTeJqVcQVXUpMVjsg45El61Hjpad+nhvjggw/w7LPPIqJTZ7w/933F4iCixmFSQwYnKxY+lyiev1lYiON7NPUlrfz80bu75rqICE29TEFujvhLLz2lMqmJ6GAay7mrGjBggHh8glNQAOT7Pvnqcd+n+lhaWuLjjz/GqaNH0K93D8XiIKLGYVJDBictFj4vqas5unMbyss0IzcDhw4Tp6m0SQ1QOVpzWbKcu2OEaSY10rqaE3tr3tuqpZHu0O3ro9xIDRGZJiY1ZHDSYmHpCijpxoGj7rpLPJYmNdrtErR7PgFATMeOeolT32JjY+Hs7AwAOL5nJ+tqIB+p8fdVbqSGiEwTkxoyuJiYGHEU5sTeXVj14Ry8PvYebP/zFwCAnYMD7hxyu3i9bKTmVrGwdjm3pZUV2rQON1ToOmVlZYV+/foB0Ox3lHau7k0+W4J8yeonf19fBSMhIlPEpIYMzsnJSUxUrqQm4Zeln+D0gb2oKC8HACQMGiKuDAKqTz9JN7IMDA0z+o0s6yKvq2G/GukO3T6SxotERA3BpIYUkZCQUO2cf0go7h03HksXfiw77+PjAzc3NwCaZd3SjSxNcTm3lLSu5jiTGnGHbgsLC3h4eCgcDRGZGvb9JkW8/fbbEFQWKCyrQL++CRh62wAEBQbUeK1KpUJERAR2796N61fSZf1t2pvIRpa16dSpEzw8PJCdnY2T+3ajoqLCYPsdGSPtSI2rhycsLPg3FxE1DpMaUoS3tzeWLv6swddrkxpAvjdUpAltZFkTCwsLDBgwAD///DMK8/OQmngS4R07KR2WIgRBEEdq3D1Nq0M0ERkH/ilEJkFaV3NgS+XeUKa251NNpHU12j49LVFxURFKizXTih4mtu0FERkHJjVkEqRJTWF+nnhsDkkN62o0pD1qlOwmTESmi0kNmQRpUqPl6uFpchtZ1qRDhw7wvbV8+fSBPSgvK1M4ImVIe9S0YlJDRE3ApIZMQkhICOzs7GTnQk185ZOWSqUSR2uKi4pw4cRRg8cgCAK2//kL9vyzXrEmgPmSfZ+8uZybiJqASQ2ZBEtLS3EjTK02bU1vI8vaSOtqTu7fbfDP3/33Wnz84jOY9+xjWP3JPIN/PsAeNUTUfExqyGRUnYKKMNE9n2oSHx8vHp8/fsTgny8tvv5p8UdY+83nOrt37vVrOLR9M7Iy0uu8TjpS4+fDpIaIGo9LuslkVE1qTHUjy5q0b98ezs7OKCgoUCSpOX1wn+z5illvwNnNHf3uurfR96qoqMCF40dwcPsmHN62Wewr1Mo/AB/9uRX2jo41vi8vi0kNETUPkxoyGVWTGlPdyLImFhYW6NatG7Zs2YKsjCvIybwKd2/DbOiYdfUKMi9dBADY2Tug+GYRAGDRq8/BydUNsf0GNvheZaWlePWhO5F06ni1166nX8aJvf+h+21DanyvdPVTAPd9IqIm4PQTmQxpUmNlbW2yG1nWpnv37uLx+RNHDPa5pw/sFY8feXoSnnjiCQBARXk55k+ZiMRD+xt8r3PHDldLaHwDg8TjI/9trfW90tVPLBQmoqZgUkMmo23btrCy0gwuBoaGi8fmQprUnDt2xGCfe/pgZVJzW79+WLRoER544AEAQGlxMZa++UqD7yWtm7l3zDikpqXhzMkT4v9XR/7bVut7tTU1llZW4l5fRESNwaSGTIatrS1mzJgBL28fTHu54b9oTUWPHj3EY0PW1Zw6oKmnsbCwwKC+fWBpaYmVK1ei463pvYtnT+NGXm6D7pV9NUM8HjZkCIIDA+Hi4oK4uDgAQMbFFGRcTKnxveK+T+4e3PeJiJrE5P7lKCkpQUxMDFQqFY4cOaJ0OGRgb7zxBjKvZmDyoxOUDkXngoKCxGmXCyeOGqRfzI28XKSdSwQAtOkYDVdXVwCAjY2NbJl5TTUyNcnOrExqQoIqNygdMqSyjubIzuqjNZp9n7IBAB6t2HiPiJrG5JKal156Cf7+/kqHQaRzKpVKHK25kZdb64iGLiUe2i8mT73i4mWvxcbGisdJkp3R6yJNasKCKmtpZElNDXU1NwtvoKy0BAD3fSKipjOppGbDhg34559/MH/+fKVDIdILWbGwAaagTh+qXMo9oG9f2WuypKahIzWS6aeAgMqRmi5duoj7OZ3Ys7PaVhDSHjXc94mImspkkpqrV69i4sSJWLlyJRwcHJQOh0gvDF1XI135NHhAP9lrERER4tYUF042LqlxdnOXbWthYWGB22+/HYBmVObMkYOy98n2feL0ExE1kUkkNYIgYMKECXjyySfRrVu3Br+vpKQE+fn5sgeRMZP+fOs7qSkpvinuMxUYFg5/P3lvGCsrK3Tu3BkAkJGajMKCuv/7EQQB2ZlXAQDevn7VXq9rCkrao8aHjfeIqIkUTWpeeeUVqFSqOh+JiYlYuHAhCgoKMH369Ebdf/bs2XB1dRUfQZI5fiJj1KpVK4SFhQHQTPlUlJfr7bPOHzsiTgN17x1X4zXyupq6R2sKcrNRXlYKAPD1q173NnjwYPH4aJWkRjpS4+PNkRoiahpFk5rnn38ep0+frvMRHh6OzZs3Y/fu3bC1tYWVlRXatGkDQPNX7fjx42u9//Tp05GXlyc+0tLSDPWlETWZdgqqtLgYaefP6O1zpP1p+lWpp9FqTLGwtJ7G17/6SI2vr6848pN06jjyJHU00i0SfH0M00mZiMyPot3LvLy8GlQU+Mknn+Ddd98Vn6enp2PIkCFYs2YNevbsWev7bG1tYWtrq5NYiQyle/fuWLNmDQBNE77QDvrZDuKUpJ5myID+NV4jTWou1JfU3Jp6AoAA/4AarxkyZAiOHtUsVz+2azsS7rgHGRdTsH7Vl+I1IRxRJaImMomamuDgYERFRYmPdu3aAQBat26NwMBAhaMj0i1DFAtXlJfjzOEDAAAPbx+0b9umxusiIyPFPwzqm37KvnpFPA4KrD2p0Try3zbkZF7F24+ORu61TABAx9ju6N2je43vJSKqj0kkNUQtSdeuXcWOuuePH9bLZ6SeOYXiokIAQLdecVCpVDVeZ21tLU4ZXUlNqrNYWDr9FFzLHxvx8fHi6sUj/23B24/9H66mpWre07Y9/lm3lt2EiajJTPJfj9DQUAiCgJiYGKVDIdI5R0fHyi0Kzp1Bya1ds3Xp1MHK/jQJCX3qvFY6BZV86kSt12VJkprQ4JqTGltbW7FTce71a7h49jQAwDsgEJv++Qf+XPlERM1gkkkNkbnTNuFTV1Qg+fRJnd9f3p+mf53XNrQJX46kpqauuhjpFBQAuHq2wl9//4M2ocF1xkFEVB8mNURGSN+dhRNvdRJ2cHJGbEznOq/t2rWreFzXCqjsTE1NjaWVVZ0LAIYOHSoeOzg54/e169ClY0SD4iYiqguTGiIjpM9i4Zs3biD3+jUAQESnzrC0tKzz+o4dO8LGxgZA3SugtNNPnt4+ddbFtG3bFnPmzEFcv/74Ze069OvVo9ZriYgag0kNkRGKjo4WVx2d03FSk5VZuUrJP6DmVUpSNjY26NSpEwDgSkoSbt64Ue2astJScf8mnxoa71X18ssvY+fWLRjSL6GhYRMR1YtJDZERsra2RpcuXQBotijQjqzogmzTyVr6yVSlrasRBAFJp6sXC+fcWpINAD6+vtVeJyIyBCY1REaqf//+4vHxPf/p7L5ZGZUjNYG19JOpqr7OwtIeNQ0Z/SEi0gcmNURGauDAgeKxLpMa6UhNSHDDuvfWl9RIVz4FMKkhIoUwqSEyUvHx8WJdzbFdOyAIgk7umy2pqQlr4JYEUVFRdRYLZ2VWJkpBTGqISCFMaoiMlL29PeLiNLtnX0u/JHbebS5pk7yQoIZtM2JjY4Po6GgAQHryhWrFwtLpp4bek4hI15jUEBmxQYMGicfHdutmCir7Vk2NhYUFfBtR1CstFk45I28IKJ3SCmvglBYRka4xqSEyYtK6mmO7d+jkntqpIg8vb1hZWTX4fdImfOePH5W9Jt2hO5DTT0SkECY1REYsNjYWLi4uAIATe/6DWq1u1v3Ky8qQd2t5uI9//f1kpHr16iUeJx7aL3tNO1Lj4OQEZ2fnZsVIRNRUTGqIjJiVlZW4tLsgNwepZ04163651zPFgmPfBjTJk4qKioKrqysA4PTBveJ9BEEQi4+9fP2aFR8RUXMwqSEyctK6muPNrKuR1r40tp+MpaWlWLicl3UdV1KTAQBFNwpQcvMmgIZ1EyYi0hcmNURGTpd1NdLGe03pJ9OnTx/xOPGgZlNMaaLk68eRGiJSDpMaIiMXEREBv1vJwqkDe1BWWtrke0n7yQQHNn7pdUJC5V5Npw/uBSBfzs3Ge0SkJCY1REZOpVLhtttuAwCU3LyJc8cON/le0gQktAlLr7t37y424Tt9UFMsLF/5xB41RKQcJjVEJkDWr2bX9ibfp7n9ZOzs7NC9e3cAwJXUJORcy5TdMyiQNTVEpBwmNUQmQFf7QElraoKaMP0EVKmrObS/SdsuEBHpA5MaIhMQFBSEtm3bAgDOHTuMm4WFTbpP9q2aGkdnFzg6OjbpHtK6msRD+5q07QIRkT40vJ0oESlq4MCBOHfuHCrKy7F05ksIbNMOTq5ucHH3QKfeCXBydavz/YIgiFNF3s1YpaRd1g0Apw/shcpC87eRSqVq1LYLRES6xqSGyEQMGjQIS5YsAQDsWPur7DVPXz98+vdO2Nja1fr+G3m5KC0pBgD4+jd9lZK7uzuioqJw4sQJJJ8+AQdnTcdj91ZesLa2bvJ9iYiai9NPRCZi2LBh6NChQ42vZWVcQeqZ03W+X1rQ69fILRKq0k5BqdVq3MjLBQB4s/EeESmMSQ2RiXBwcMDx48dx8uRJbN++HT/+8gtGjxkjvn456Xyd78+S9pNpxkgNIC8W1vLhFglEpDBOPxGZECsrK0RGRorP7W1s8P2qVQDqT2qkPWqauvJJS1osrOXfzNEfIqLm4kgNkQmLiIgQjy8lnavz2mwdrlIKCgpCcHCw7FxAILsJE5GymNQQmbCQkBDY2toCaMj0U2VSExrS/H4yVaegAps5pUVE1FxMaohMmKWlJdq3bw8AyLiYgvKyslqvldbUhOqgSV7VKahQ9qghIoUxqSEycdoVURXl5chIS6n1Ou30k5W1NVq1atXsz606UtOUvaSIiHSJSQ2RiZPW1Vy+UPsUlLZQuJWPLywsmv+ffmRkJNzd3cXnQaypISKFMakhMnHS3jW11dWUlhSjIDcHAOCto6XXFhYWuPfeewEAIW3byxIcIiIlcEk3kYlrSFKTnXlVPPYL0F3ty0cffYRhw4ajR+/eUKlUOrsvEVFTMKkhMnHt2rWDSqWCIAi1LuuW7s4doMN+Mo6Ojhg16h6d3Y+IqDk4/URk4hwcHBASEgJAM1IjCEK1a6SN99hPhojMFZMaIjOgLRa+WXgD2ZkZ1V6XNt4LbmY3YSIiY8WkhsgM1FdXI010QoOZ1BCReWJSQ2QGZMu6a0hqpN2Ew6tsb0BEZC6Y1BCZAelIzaUL1YuFszPSxeOAANbUEJF5YlJDZAZk00/JNYzU3Jp+cvXwFPeKIiIyN0xqiMyAl5cXPD09AVTvKqxWq5Fzq0+NrhrvEREZIyY1RGZCO1qTnZmBohsF4vn87CxUlJcDAHx12KOGiMjYmFRSs27dOvTs2RP29vZwd3fHyJEjlQ6JyGhIi4XTky+Ix9LGe35MaojIjJlMR+Gff/4ZEydOxKxZs3DbbbehvLwcJ06cUDosIqNRtVi4TXQMACA7szKpCWSPGiIyYyaR1JSXl2PKlCmYN28eHn30UfF8ZGSkglERGZfaetVIl3NzJ20iMmcmMf106NAhXL58GRYWFujSpQv8/PwwbNiwekdqSkpKkJ+fL3sQmSvp9JN0D6hT+3eLxyGBQQaNiYjIkEwiqUlKSgIAvPnmm3j99dexdu1auLu7o3///sjOzq71fbNnz4arq6v4CAriP+hkvkJCQsTl2tqRms2/rMHO9X8AAOwcHNCndy/F4iMi0jdFk5pXXnkFKpWqzkdiYiLUajUA4LXXXsO9996L2NhYrFixAiqVCj/++GOt958+fTry8vLER1pamqG+NCKDs7S0RPv27QEAGRdTkHz6BJa/PV18fc5HC+HVylOp8IiI9E7Rmprnn38eEyZMqPOa8PBwXLmiKXSU1tDY2toiPDwcFy9erPW9tra2bDRGLUqHDh1w7NgxVJSX493Hx6K0uBgAcM+Y8Zgy8RGFoyMi0i9FkxovLy94eXnVe11sbCxsbW1x5swZ9OnTBwBQVlaGlJQUhISE6DtMIpMhravJvZYJAAjvEIlvln6mVEhERAZjEqufXFxc8OSTT2LmzJkICgpCSEgI5s2bBwC4//77FY6OyHhIV0ABgJ2DI3788Uc4OTooFBERkeGYRFIDAPPmzYOVlRXGjRuHmzdvomfPnti8eTPc3d2VDo3IaFRNauYtXISuUWx9QEQtg0oQBEHpIAwlPz8frq6uyMvLg4uLi9LhEOlcWVkZOnXqhMTERIx+9Al89/kSpUMiImq2hv7+NpmRGiKqn7W1Nfbs2YNz5y8gtmsXpcMhIjIoJjVEZsbV1RXdYrsqHQYRkcGZRPM9IiIiovowqSEiIiKzwKSGiIiIzAKTGiIiIjILTGqIiIjILDCpISIiIrPApIaIiIjMApMaIiIiMgtMaoiIiMgsMKkhIiIis8CkhoiIiMwCkxoiIiIyC0xqiIiIyCy0qF26BUEAAOTn5yscCRERETWU9ve29vd4bVpUUlNQUAAACAoKUjgSIiIiaqyCggK4urrW+rpKqC/tMSNqtRrp6elwdnaGSqXS2X3z8/MRFBSEtLQ0uLi46Oy+VB2/14bB77Nh8PtsGPw+G4Y+v8+CIKCgoAD+/v6wsKi9cqZFjdRYWFggMDBQb/d3cXHhfzAGwu+1YfD7bBj8PhsGv8+Goa/vc10jNFosFCYiIiKzwKSGiIiIzAKTGh2wtbXFzJkzYWtrq3QoZo/fa8Pg99kw+H02DH6fDcMYvs8tqlCYiIiIzBdHaoiIiMgsMKkhIiIis8CkhoiIiMwCkxoiIiIyC0xqdGDRokUIDQ2FnZ0devbsiX379ikdklmZPXs2unfvDmdnZ3h7e2PkyJE4c+aM0mGZvTlz5kClUmHq1KlKh2J2Ll++jLFjx8LT0xP29vaIjo7GgQMHlA7L7FRUVGDGjBkICwuDvb09WrdujXfeeafe/YOobtu3b8edd94Jf39/qFQq/Pbbb7LXBUHAG2+8AT8/P9jb22PQoEE4d+6cQWJjUtNMa9aswbRp0zBz5kwcOnQInTt3xpAhQ5CZmal0aGZj27ZtmDRpEvbs2YONGzeirKwMgwcPRmFhodKhma39+/dj6dKl6NSpk9KhmJ2cnBzEx8fD2toaGzZswKlTp/DBBx/A3d1d6dDMzty5c7F48WJ8+umnOH36NObOnYv3338fCxcuVDo0k1ZYWIjOnTtj0aJFNb7+/vvv45NPPsGSJUuwd+9eODo6YsiQISguLtZ/cAI1S48ePYRJkyaJzysqKgR/f39h9uzZCkZl3jIzMwUAwrZt25QOxSwVFBQIbdu2FTZu3Cj069dPmDJlitIhmZWXX35Z6NOnj9JhtAgjRowQHnnkEdm5UaNGCWPGjFEoIvMDQPj111/F52q1WvD19RXmzZsnnsvNzRVsbW2F77//Xu/xcKSmGUpLS3Hw4EEMGjRIPGdhYYFBgwZh9+7dCkZm3vLy8gAAHh4eCkdiniZNmoQRI0bIfq5Jd/744w9069YN999/P7y9vdGlSxcsX75c6bDMUlxcHDZt2oSzZ88CAI4ePYr//vsPw4YNUzgy85WcnIyMjAzZvx+urq7o2bOnQX4vtqgNLXXt+vXrqKiogI+Pj+y8j48PEhMTFYrKvKnVakydOhXx8fGIiopSOhyzs3r1ahw6dAj79+9XOhSzlZSUhMWLF2PatGl49dVXsX//fjz77LOwsbHB+PHjlQ7PrLzyyivIz89Hhw4dYGlpiYqKCrz33nsYM2aM0qGZrYyMDACo8fei9jV9YlJDJmXSpEk4ceIE/vvvP6VDMTtpaWmYMmUKNm7cCDs7O6XDMVtqtRrdunXDrFmzAABdunTBiRMnsGTJEiY1OvbDDz9g1apV+O6779CxY0ccOXIEU6dOhb+/P7/XZorTT83QqlUrWFpa4urVq7LzV69eha+vr0JRma9nnnkGa9euxZYtWxAYGKh0OGbn4MGDyMzMRNeuXWFlZQUrKyts27YNn3zyCaysrFBRUaF0iGbBz88PkZGRsnMRERG4ePGiQhGZrxdffBGvvPIKHnroIURHR2PcuHF47rnnMHv2bKVDM1va331K/V5kUtMMNjY2iI2NxaZNm8RzarUamzZtQu/evRWMzLwIgoBnnnkGv/76KzZv3oywsDClQzJLAwcOxPHjx3HkyBHx0a1bN4wZMwZHjhyBpaWl0iGahfj4+GotCc6ePYuQkBCFIjJfRUVFsLCQ/5qztLSEWq1WKCLzFxYWBl9fX9nvxfz8fOzdu9cgvxc5/dRM06ZNw/jx49GtWzf06NEDH330EQoLC/Hwww8rHZrZmDRpEr777jv8/vvvcHZ2FudlXV1dYW9vr3B05sPZ2blanZKjoyM8PT1Zv6RDzz33HOLi4jBr1iw88MAD2LdvH5YtW4Zly5YpHZrZufPOO/Hee+8hODgYHTt2xOHDh7FgwQI88sgjSodm0m7cuIHz58+Lz5OTk3HkyBF4eHggODgYU6dOxbvvvou2bdsiLCwMM2bMgL+/P0aOHKn/4PS+vqoFWLhwoRAcHCzY2NgIPXr0EPbs2aN0SGYFQI2PFStWKB2a2eOSbv34888/haioKMHW1lbo0KGDsGzZMqVDMkv5+fnClClThODgYMHOzk4IDw8XXnvtNaGkpETp0Ezali1bavw3efz48YIgaJZ1z5gxQ/Dx8RFsbW2FgQMHCmfOnDFIbCpBYGtFIiIiMn2sqSEiIiKzwKSGiIiIzAKTGiIiIjILTGqIiIjILDCpISIiIrPApIaIiIjMApMaIiIiMgtMaoioRdm6dStUKhVyc3OVDoWIdIxJDREpoqKiAnFxcRg1apTsfF5eHoKCgvDaa6/p5XPj4uJw5coVuLq66uX+RKQcdhQmIsWcPXsWMTExWL58OcaMGQMA+N///oejR49i//79sLGxUThCIjIlHKkhIsW0a9cOc+bMweTJk3HlyhX8/vvvWL16Nb755ptaE5qXX34Z7dq1g4ODA8LDwzFjxgyUlZUB0OzoPmjQIAwZMgTav9eys7MRGBiIN954A0D16afU1FTceeedcHd3h6OjIzp27Ij169fr/4snIp3jLt1EpKjJkyfj119/xbhx43D8+HG88cYb6Ny5c63XOzs746uvvoK/vz+OHz+OiRMnwtnZGS+99BJUKhW+/vprREdH45NPPsGUKVPw5JNPIiAgQExqqpo0aRJKS0uxfft2ODo64tSpU3ByctLXl0tEesTpJyJSXGJiIiIiIhAdHY1Dhw7Byqrhf2/Nnz8fq1evxoEDB8RzP/74I/73v/9h6tSpWLhwIQ4fPoy2bdsC0IzUDBgwADk5OXBzc0OnTp1w7733YubMmTr/uojIsDj9RESK+/LLL+Hg4IDk5GRcunQJAPDkk0/CyclJfGitWbMG8fHx8PX1hZOTE15//XVcvHhRdr/7778f99xzD+bMmYP58+eLCU1Nnn32Wbz77ruIj4/HzJkzcezYMf18kUSkd0xqiEhRu3btwocffoi1a9eiR48eePTRRyEIAt5++20cOXJEfADA7t27MWbMGAwfPhxr167F4cOH8dprr6G0tFR2z6KiIhw8eBCWlpY4d+5cnZ//2GOPISkpSZz+6tatGxYuXKivL5eI9IhJDREppqioCBMmTMBTTz2FAQMG4IsvvsC+ffuwZMkSeHt7o02bNuID0CRAISEheO2119CtWze0bdsWqamp1e77/PPPw8LCAhs2bMAnn3yCzZs31xlHUFAQnnzySfzyyy94/vnnsXz5cr18vUSkX0xqiEgx06dPhyAImDNnDgAgNDQU8+fPx0svvYSUlJRq17dt2xYXL17E6tWrceHCBXzyySf49ddfZdesW7cOX375JVatWoXbb78dL774IsaPH4+cnJwaY5g6dSr+/vtvJCcn49ChQ9iyZQsiIiJ0/rUSkf6xUJiIFLFt2zYMHDgQW7duRZ8+fWSvDRkyBOXl5fj333+hUqlkr7300kv48ssvUVJSghEjRqBXr1548803kZubi2vXriE6OhpTpkzB9OnTAQBlZWXo3bs3WrdujTVr1lQrFJ48eTI2bNiAS5cuwcXFBUOHDsWHH34IT09Pg30viEg3mNQQERGRWeD0ExEREZkFJjVERERkFpjUEBERkVlgUkNERERmgUkNERERmQUmNURERGQWmNQQERGRWWBSQ0RERGaBSQ0RERGZBSY1REREZBaY1BAREZFZYFJDREREZuH/AaWkrJiuUze7AAAAAElFTkSuQmCC",
+ "image/png": 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",
"text/plain": [
""
]
@@ -229,16 +229,16 @@
" )\n",
"\n",
"#fill a different color above the y=0 line\n",
- "# ax.fill_between(x, y, 0, # X, y data, fill to y=0\n",
- "# where=(y >= 0), # Condition for filling\n",
- "# color='lightgreen' # Fill color\n",
- "# )\n",
+ "ax.fill_between(x, y, 0, # X, y data, fill to y=0\n",
+ " where=(y >= 0), # Condition for filling\n",
+ " color='lightgreen' # Fill color\n",
+ " )\n",
"\n",
"# # fill a different color below the y=0 line\n",
- "# ax.fill_between(x, y, 0, # X, y data, fill to y=0\n",
- "# where=(y < 0), # Condition for filling\n",
- "# color='salmon' # Fill color\n",
- "# )\n",
+ "ax.fill_between(x, y, 0, # X, y data, fill to y=0\n",
+ " where=(y < 0), # Condition for filling\n",
+ " color='salmon' # Fill color\n",
+ " )\n",
"\n",
"\n",
"\n",
@@ -265,12 +265,12 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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",
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",
"text/plain": [
""
]
@@ -330,22 +330,22 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
- "/scratch/local/u1154915/734320/ipykernel_1900281/968936615.py:18: RuntimeWarning: Second argument 'y2' is ambiguous: could be a format string but is in 'data'; using as data. If it was intended as data, set the format string to an empty string to suppress this warning. If it was intended as a format string, explicitly pass the x-values as well. Alternatively, rename the entry in 'data'.\n",
+ "/scratch/local/u1154915/865487/ipykernel_2635637/968936615.py:18: RuntimeWarning: Second argument 'y2' is ambiguous: could be a format string but is in 'data'; using as data. If it was intended as data, set the format string to an empty string to suppress this warning. If it was intended as a format string, explicitly pass the x-values as well. Alternatively, rename the entry in 'data'.\n",
" ax.plot('x','y2',# X, y data,\n",
- "/scratch/local/u1154915/734320/ipykernel_1900281/968936615.py:26: RuntimeWarning: Second argument 'y1' is ambiguous: could be a format string but is in 'data'; using as data. If it was intended as data, set the format string to an empty string to suppress this warning. If it was intended as a format string, explicitly pass the x-values as well. Alternatively, rename the entry in 'data'.\n",
+ "/scratch/local/u1154915/865487/ipykernel_2635637/968936615.py:26: RuntimeWarning: Second argument 'y1' is ambiguous: could be a format string but is in 'data'; using as data. If it was intended as data, set the format string to an empty string to suppress this warning. If it was intended as a format string, explicitly pass the x-values as well. Alternatively, rename the entry in 'data'.\n",
" ax.plot('x', 'y1', # X, y data\n"
]
},
{
"data": {
- "image/png": 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",
+ "image/png": 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4gWEYj/1ZIObnjavowxarV68mMDCQ8PBwatasyaVLl3jvvfds6ypVqoSnp+czPUe0/+4X0WclPbhfOJL/7g/RbXv27AGeb/98UO3atfnmm284evQoq1evpmTJkvj7+1OzZk1Wr15NmzZt2Lhxo93g8EuXLnHz5k1Spkz5xOeN6z7r5eX10AePu7s79+7dsy1H/76e9AHl4eHx1N/rmTNnqFKlCvnz5+fjjz8mZ86ceHh4sHXrVrp16/bQ/WPzvnLt2jUCAwMf2u5Rv8tnERoayrVr1yhatKitrU2bNvz+++8MHTqUsmXL4uPjg8VioUGDBrHat6Oioqhbty7nz59n6NChFC1alFSpUhEVFUX58uWf+hjZs2fn6NGjhIaG2sLuf0WfDv7f95qn7eOPEtt9KnrsVnIfPKwwkwy8/vrrdO3alUOHDnHixAkuXLjA66+/blufPn16AAYOHEjTpk0f+Rj58+d/ZHv0G9+FCxceWnf+/HlcXFxImzatXfvFixftTo2OiIjg2rVrtseKrueHH36wfWt6Frly5YrTWWFp06bFxcXlsT/Lg7XFVdasWcmXLx+rV68mZ86clClThjRp0lCrVi26du3Kli1b2Lx5s+206+Tk4sWLj2z77/7wLPvng2rVqgVYQ+OqVatsg2pr1arFkCFDWL9+PWFhYXZjltKnT0+6dOkeOpsoWnTPaHztsw+Kfszr168/dpvr168/9fTjJUuWEBoayo8//mhX2+7du5+5tnTp0j329xYfli9fTmRkpG3geXBwMD///DPDhw+3O1MoLCzsia/Pg/bv38+ePXuYNWsWHTp0sLVHj6V7mjp16rBy5Up++uknWrVq9dB6wzBYtmwZfn5+doP44en7+KPEdp+KHgN47ty5WP0cSZXCTDLQunVrgoKCmDVrFidOnCBLlizUrVvXtj5//vzkzZuXPXv22AbPxVb+/PnJkiUL8+bNo2/fvrau1NDQUBYtWmQ7w+lBc+fOtftj//7774mIiLC9cb344ou4ublx/PhxmjVr9ow/ddylSpWKcuXK8eOPP/LBBx/YekiioqKYM2eOLZDAs/V21K5dm++//55s2bLZBiTmy5eP7NmzM2zYMMLDw586r4aj97I8i++++46goCDbvnP69Gk2btxI+/btgbjtn096fTJlykShQoVYtGgRO3bssD1WnTp16Ny5M5MnT8bHx8fum3DDhg2ZP38+kZGRlCtX7rHPmxD7bI4cOfD09Hzs2UoRERGcPXuWBg0aPPFxol/X6NcGrB+8X3zxxTPXVqNGDSZMmMCePXvsDjXNmzfvmR8z2pkzZ+jbty++vr62AcoWiwXDMOx+BrCeYfTfkyMetw886nUA7M6YepI333yTiRMnMnDgQGrWrPnQ4b8JEyZw+PBhxo0bR4oUKezWPW0ff5TY7lP58uUjd+7cfP311wQFBT3080VLiu8dD1KYcUD79+8nIiLiofbcuXM/8Uycx0mTJg1NmjRh1qxZ3Lx5k759+z7U7f35559Tv359XnzxRTp27EiWLFm4fv06hw4dYufOnXanFT/IxcWFCRMm8Nprr9GwYUM6d+5MWFgYEydO5ObNm4wbN+6h+/z444+4ublRp04dDhw4wNChQylevDivvvoqYD1NeNSoUQwePJgTJ05Qr1490qZNy6VLl9i6dSupUqVKsB6MsWPHUqdOHWrUqEHfvn1JmTIln376Kfv37+e7776zvRkVKVIEgBkzZuDt7Y2HhweBgYFP/KZVq1YtPv30U65evcpHH31k1z5z5kzSpk370De6//L29iZHjhwsXbqUWrVq4efnR/r06Z16grjLly/TpEkT3nrrLYKDgxk+fDgeHh4MHDjQtk1s98+n/V5q1arFlClT8PT0pFKlSoD1VNXAwEBWrlxJ48aNcXOLeVts1aoVc+fOpUGDBvTs2ZMXXniBFClScO7cOdasWcPLL79MkyZNEmSfTZkyJRUqVGDz5s2PXL93717u3LlDjRo1nvg4derUIWXKlLRu3Zr+/ftz7949pk+fzo0bN+JUz4N69erF119/zUsvvcTo0aPJmDEjc+fO5fDhw3F6nOj3uoiICC5fvsyff/7JzJkzcXV1ZfHixbb3Ox8fH6pWrcrEiRNt+/u6dev46quvHpoA7nH7QIECBcidOzfvvvsuhmHg5+fHTz/9ZHc225OkSZOGH3/8kYYNG1K6dGn69etH8eLFCQkJYcGCBcydO5eWLVvaToF+UGz28f+Kyz41bdo0GjVqRPny5enduzfZs2fnzJkz/Pbbb8ydOxfAdsju448/pkOHDqRIkYL8+fPbjbt0aiYOPpb/eNLZTIDxxRdf2LYFjG7duj30GDly5DA6dOjwUPvKlSttj3PkyJFHPv+ePXuMV1991fD39zdSpEhhBAQEGDVr1jQ+++wz2zaPO2tlyZIlRrly5QwPDw8jVapURq1atYy//vrLbpvo0fo7duwwGjVqZKROndrw9vY2WrdubVy6dOmhepYsWWLUqFHD8PHxMdzd3Y0cOXIYzZs3N1avXv2kl9FW48KFC5+43aPOZjIMw/jzzz+NmjVrGqlSpTI8PT2N8uXLGz/99NND9//oo4+MwMBAw9XV9ZGP8183btwwXFxcjFSpUhn379+3tUefzdW0adOH7vOoM4lWr15tlCxZ0nB3dzcA2+/7cWcjRe9XTzuLwayzmb799lvjnXfeMTJkyGC4u7sbVapUMbZv3/7Q9rHZPw3jyb+XpUuXGoBRp04du/u89dZbBmB88sknDz1veHi48cEHHxjFixc3PDw8jNSpUxsFChQwOnfubBw9etRu29jssx06dDBSpUr10PP892wWwzCMr776ynB1dTXOnz//0PZDhw410qdPb9y7d++hdf/1008/2erPkiWL0a9fP2PFihUP/c6qVatmFC5c+KH7d+jQwciRI4dd28GDB406deoYHh4ehp+fn9GpUyfb6xvbs5mibylTpjT8/f2NatWqGWPGjDEuX7780H3OnTtnNGvWzEibNq3h7e1t1KtXz9i/f/8j3/Metw9E1+zt7W2kTZvWaNGihXHmzJnHniH4KGfOnDG6detm5MqVy0iZMqXh6+trVK1a1ZgzZ85DZwzGZR9/1O/fMGL/Prhp0yajfv36hq+vr+Hu7m7kzp37oTNHBw4caGTOnNlwcXGJ89+ro7MYxn+GjIskkBEjRjBy5EiuXLnyzGNPRJKTe/fukT17dvr06cOAAQNs7ZGRkeTJk4c2bdrw/vvvm1ihxJfevXvz7bffPte11ZIznZotIuKgPDw8GDlyJJMnTyY0NNTWPmfOHG7fvv3IQxriXC5fvszSpUv58ccf7a6/JXGjMTMiEq8Mw3jkjNUPcnV1TdArBCclb7/9Njdv3uTEiRO2cQ9RUVHMnTs3SV4wMLn55Zdf6N69O+XLl+fjjz82uxynpcNMIhKv1q5d+9RBqTNnznzomlIiIs9KYUZE4tWtW7eeOiPv0878EhGJC4UZERERcWoaACwiIiJOLckPAI6KiuL8+fN4e3trwKGIiIiTMAyDW7dukTlz5qdeky/Jh5nz588/9QKDIiIi4pjOnj371AtpJvkwEz1V89mzZ/Hx8TG5GhEREYmNkJAQsmXLFqtLLiT5MBN9aMnHx0dhRkRExMnEZoiIBgCLiIiIU1OYEREREaemMCMiIiJOTWFGREREnJrCjIiIiDg1hRkRERFxagozIiIi4tQUZkRERMSpKcyIiIiIU1OYEREREaemMCMiIiJOTWFGREREnJrCjIiIiDyb0FCzKwAUZkRERORZrFoFOXPCjtXAdVNLUZgRERGRuCtYEIx70LIuhPQwtRSFGREREYmjO5B1OMy6DRUNcLltajUKMyIiIvJkhgHffQfBwcABoBQwCxoCsy2Q2s3U8hRmRERE5PFu3YJ27aBNG3i7NhilgGNAlNmV2SjMiIiIyKPt3g2lS8Pcudbl77fD+vtApJlVPURhRkREROwZBkybBuXKwdGj1jZvYD5QzczCHs3cg1wiIiLiWG7cgE6dYPHimLbSwAIgt1lFPZl6ZkRERMRq82YoWdI+yPQC/sJhgwyoZ0ZEREQAdu6EKlUgIsK67AfMAhqZWFMsmdozM336dIoVK4aPjw8+Pj5UqFCBFStW2NYbhsGIESPInDkznp6eVK9enQMHDphYsYiISBJVsjg0zGf9fyVgN04RZMDkMJM1a1bGjRvH9u3b2b59OzVr1uTll1+2BZYJEyYwefJkpk6dyrZt2wgICKBOnTrcunXLzLJFRESSmMtgqQdfHYSxwFogm8klxYHFMAzD7CIe5Ofnx8SJE3njjTfInDkzvXr1YsCAAQCEhYWRMWNGxo8fT+fOnWP1eCEhIfj6+hIcHIyPj09Cli4iIuIcIiPhvfegYkWomwJ4FbjBs51ybQGaAIvis8I4fX47zJiZyMhIFi5cSGhoKBUqVODkyZNcvHiRunXr2rZxd3enWrVqbNy48bFhJiwsjLCwMNtySEhIgtcuIiLiNP75B157DdatA/9UsDsUMrngSJPgxZXpZzPt27eP1KlT4+7uTpcuXVi8eDGFChXi4sWLAGTMmNFu+4wZM9rWPcrYsWPx9fW13bJlc6J+MhERkYS0YgWUKGENMgBXQ62HlJw4yIADhJn8+fOze/duNm/ezP/+9z86dOjAwYMHbestFovd9oZhPNT2oIEDBxIcHGy7nT17NsFqFxERcQrh4dC/PzRoAFevWtuyYA0yrU2sK56YfpgpZcqU5MmTB4AyZcqwbds2Pv74Y9s4mYsXL5IpUybb9pcvX36ot+ZB7u7uuLu7J2zRIiIizuLUKWjd2jqHTLSGwEwgvUk1xTPTe2b+yzAMwsLCCAwMJCAggFWrVtnW3b9/n3Xr1lGxYkUTKxQREXESP/5onQQvOsikACYDy0gyQQZM7pkZNGgQ9evXJ1u2bNy6dYv58+ezdu1afv31VywWC7169WLMmDHkzZuXvHnzMmbMGLy8vGjTpo2ZZYuIiDi+a9fg9dch+kSYQKyXJChrZlEJw9Qwc+nSJdq1a8eFCxfw9fWlWLFi/Prrr9SpUweA/v37c/fuXbp27cqNGzcoV64cK1euxNvb28yyRUREHF+6VPD5C9B6tfXM6xmAr9lFJQyHm2cmvmmeGRERSTYiI8HVFfgbaAYcgnVRUBXrdDAJQvPMiIiIyPMKDYUePcDFBb6sBnQGwoEoqGZybYlAYUZERMSZ7dsHLVvCoUPW5ZpfQRsLkKQPvNhxuLOZREREJBYMA774Al54ISbIpOLfw0nJJ8iAemZEREScT0gIvP02LFgQ01Yc69lK+c0qyjwKMyIiIs5k+3brYaUTJ2LaugKTAA+zijKXDjOJiIg4A8OAjz+2Xuk6Osj4Aj8A00i2QQbUMyMiIuIcDAN+/tl6nSWAcsB3WCfDS+bUMyMiIuIMXG7AtwYEAP2AP1GQ+Zd6ZkRERBxRVBScPQs5cgAbgBYQcAUOAWnMLc3RqGdGRETE0Vy6BPXrQ+XKcG0w1pnvrgCRCjKPoDAjIiLiSH7/HUqUgJUr4dw5eHMMEAVEmlyY41KYERERcQQRETB0KNSpAxcvWtsCgB6mVuUUNGZGRETEbOfOQZs28OefMW11gW8Bf7OKch7qmRERETHTzz9bDytFBxlXYBywAgWZWFKYERERMcvgwdCoEVy7Zl3ODqwHBqBP6DjQSyUiImKWnFlj/v8KsAuoaFItTkxjZkRERExxHN78HP4CSgPd+feK1xJX6pkRERFJDHfvwg8//LuwACgGlgMwE+sZSwoyz0xhRkREJKEdPgzly0OLFrDsRaAVcBeIUIiJBwozIiIiCembb6B0adi717rcdSWEARhmVpWkKMyIiIgkhNu3oUMH6NgR7tyxthUCfgXcTawrCdIAYBERkfi2Zw+0bAl//x3T1gn4BPAyq6ikSz0zIiIi8cUwYPp0KFcuJsikBuYCX6Igk0AUZkREROLLe+9B164QFmZdLgnsBNqYWVTSpzAjIiISXzo2gbQprP/vAWwC8ppZUPKgMTMiIiLxYjNkbw6zIyEC64y+kijUMyMiIvIsrl6FLl0g5CbwAVAZuAgNoxRkEpl6ZkREROJq/Xpo3RrOn4eQpTD3oia/M5F6ZkRERGIrMtI6yLdGDWuQAVh9Ec6bW1Zyp54ZERGR2LhwAdq2hT/+iGmrCcwBMplVlIB6ZkRERJ5u5UooUSImyLgAo4CVKMg4AIUZERGRxwkPh4ED4cUX4fJla1tm4A9gKOBqYm1iozAjIiLyON9/D+PGxSw3AHYD1UyqRx5JYUZERORx2lSChmmsI0w/AH4CMphbkjxMA4BFRESiRUWBS/T3/CVgaQ+z7sBx4AUT65InUs+MiIgIwLFjUL48/L4C6A40AW5DukgFGQennhkREZH58+Htt+HWLXitMeyJhIwAhtmVSSyoZ0ZERJKvO3fgrbess/neumVt842AGwoxzkQ9MyIikjwdPAivvgoHDsS0tQM+BVKbVZQ8C/XMiIhI8mIY8PXXUKZMTJDxAmYBs1GQcULqmRERkeTj1i3rla7nzYtpKwosAAqaVZQ8L/XMiIhI8nHxIixdGrPcBdiCgoyTU5gREZHkI28IfOYBPlh7Y6YDnibXJM9NYUZERJKuGzfg7l2sp1hPAcpD25twFHjV1MokHinMiIhI0rRpE5QsCb3+B7wMvANEAJHgb25pEr9MDTNjx46lbNmyeHt74+/vzyuvvMLff/9tt03Hjh2xWCx2t/Lly5tUsYiIOLyoKJgwAapUgdOnYcY3sHC52VVJAjI1zKxbt45u3bqxefNmVq1aRUREBHXr1iU0NNRuu3r16nHhwgXb7ZdffjGpYhERcWiXL0ODBjBgAERGWtsqAeWjTC1LEpapp2b/+uuvdsszZ87E39+fHTt2ULVqVVu7u7s7AQEBiV2eiIg4kzVr4LXX4MIF67IFGASMQBORJHEONWYmODgYAD8/P7v2tWvX4u/vT758+Xjrrbe4fPnyYx8jLCyMkJAQu5uIiCRhkZEwfDjUqhUTZDICK4HRKMgkAxbDMBziAhSGYfDyyy9z48YN/vzzT1v7ggULSJ06NTly5ODkyZMMHTqUiIgIduzYgbu7+0OPM2LECEaOHPlQe3BwMD4+Pgn6M4iISCK7cQOaNIF162LaagPfAurQTyQWrFcYXxSvjxoSEoKvr2+sPr8dJsx069aN5cuXs2HDBrJmzfrY7S5cuECOHDmYP38+TZs2fWh9WFgYYWFhtuWQkBCyZcumMCMikhRFRkKdqrBmI7gCo4B3cbDjDkmd+WHGITrfevTowbJly1i/fv0TgwxApkyZyJEjB0ePHn3kend390f22IiISBLk+ivM3Q+NgI+AyibXI6YwNcwYhkGPHj1YvHgxa9euJTAw8Kn3uXbtGmfPniVTpkyJUKGIiDiUU6fg+nUoVQTr6N5JkMkFtmHtIJBkydQw061bN+bNm8fSpUvx9vbm4sWLAPj6+uLp6cnt27cZMWIEzZo1I1OmTJw6dYpBgwaRPn16mjRpYmbpIiKS2BYtgk6dwDcV7MoAfnv/XRGlIJPMmXpUcfr06QQHB1O9enUyZcpkuy1YsAAAV1dX9u3bx8svv0y+fPno0KED+fLlY9OmTXh7e5tZuoiIJJZ796B7d2jeHIKD4cx5GLoX6yUKRBzgMNOTeHp68ttvvyVSNSIi4nCOHIGWLWH37pi2V4ExCjISQ+O9RUTEMc2ZA6VKxQQZD+BzYD7ga15Z4ngc4mwmERERm9BQ6NEDZs6MaSsAfA8UNasocWQKMyIi4jgiI6FqVdi5M6btdWAKkMqsosTR6TCTiIg4DldXeKu+9f+psM7k+zUKMvJE6pkREREHYQCfQ+fxcM4C7Q3IZ3ZN4gzUMyMiIubZvh0++AAIxnqa0v/AEgGjFWQk9tQzIyIiic8w4OOPoX9/CA+HghPgpetmVyVOSj0zIiKSuK5dg1degd69rUEGYPoVINLMqsSJKcyIiEji2bABSpSAZcti2voBi80qSJIChRkREUl4UVEwZgxUrw7nzlnb0gO/ABOAFOaVJs5PY2ZERCRhXboE7drBqlUxbVWBeUAWs4qSpEQ9MyIikrA6d44JMhZgGPA7CjISbxRmREQkYX3UDHwtEACsBkai4wISr7Q7iYhI/DIMsFiACGA45BwLy7BeX8nf3NIkaVLPjIiIxJ+ffoLKleH2YaAKMBYwoKqhICMJRmFGRESe3/37EBQEjRvDxo3QtRiwHeslCkQSlg4ziYjI8zl+HFq1sl6aINqtcAgD3E2rSpIR9cyIiMiz+/57KFUqJsikBD4BfkRBRhKNemZERCTu7t61Xo7g889j2vIAC4BSZhUlyZXCjIiIxM2hQ9CyJezbF9PWBvgM8DarKEnOdJhJRETi5pdfYoKMJ/AVMAcFGTGNemZERCQODOidBn53gTNR1sNKhc2uSZI7hRkREXmyq1chfXrgNtAFXOZae2I8AC9zSxMBHWYSEZHHMQz49FPIkQPWfAEUB+Zb1/mhICMOQz0zIiLysJs34c03YdEi6/Jrb8MeF8gQZWpZIo+iMCMiIva2bLFOgnfqVExbC8BHQUYckw4ziYiIVVQUTJpkvbZSdJBJCywGPkaT4InDUs+MiIhYB/l26GA97TpaReA7ILtZRYnEjnpmRESSu82boXhx+yAzEFiLgow4BfXMiIgkd2nSwM3r1v/7A98CdU2sRySO1DMjIpKsRUKBBfDpPagJ7EZBRpyOwoyISHKzbp31QpGcB2oAI6EDsArIZGplIs9EYUZEJLkID4eBA6F6dejTAigCbAIM63p9IoiT0pgZEZHk4MwZ69wxmzZZl6cvh5YWqGaYW5dIPFAOFxFJ6pYuhRIlYoKMG/ABUEVBRpIGhRkRkaQqLAx69oRXXoEbN6xtOYENQB/0CSBJhnZlEZGk6NgxqFgRPvkkpq05sAsoZ1ZRkpTs21eEtm2/5cqV9GaXojEzIiJJzt691ksS3LplXXYHPgS6ABYT65Ik484dT6pWXc/Nm2nJlu0cY8duM7Ue9cyIiCQ1hQpBySzW/+cDtgD/Q0FG4o2X1126d58GwMKFLYmI6GZqPQozIiJJSii4vQ3zDkNXYAdQ3OyaxJlt3VqW5s0XcvVqun9brKm4d+95fPjhBvbuzYybW03zCkRhRkTEuRkGfPUVbN0K7AdKAt9AFmAakNrU6sSJbdpUnvr1f6Fcua0sWtScyZP7/LsmM/A5fn676NWrMl5e5l9OXWNmREScVUgIdOkC330HgelhZzCkiQKizK5MnNiGDZUYNWoYq1bZX9di2bKmjB6dEReXdkAKc4p7DPXMiIg4o507oXRpa5ABOHkVFoUDkaaWJc5r3bqq1Kz5O1WqbLALMjlynOPzzzeyc2cuXFzewNGCDKhnRkTEuRgGTJkC/frB/fvWNh/gS6CFmYWJszp5MicdO85i/fpqdu2BgWcYPPgf2rcvS4oUWU2qLnZM7ZkZO3YsZcuWxdvbG39/f1555RX+/vtvu20Mw2DEiBFkzpwZT09PqlevzoEDB0yqWETERNevQ9Om1onwooNMGaxzxyjIyDPKkOEKBw4Uti3nyXOKWbM28/ffWejUqQIpUjh+v4epYWbdunV069aNzZs3s2rVKiIiIqhbty6hoaG2bSZMmMDkyZOZOnUq27ZtIyAggDp16nArev4EEZHkYNMmKFkSliyJaQsC/gJymVSTOB3DgEOHCti1pU59l6CgyeTPf4Jvv93MoUPZ6dChPClSuJpUZdxZDMNwmItzXLlyBX9/f9atW0fVqlUxDIPMmTPTq1cvBgwYAEBYWBgZM2Zk/PjxdO7c+amPGRISgq+vL8HBwfj4+CT0jyAiEv+uX4fs2SH6i54f8A3Q0MyixJkYBvz8c0NGjRrGvn1FOXEiF5kzX8I6WLwwYWGjcXNrjKur4wyljcvnt+NUDQQHBwPg5+cHwMmTJ7l48SJ168YMRHJ3d6datWps3LjRlBpFRBKdXxoYX8v6/8rAbhRkJFaioiwsWfIypUvvoHHjn9i+vSxhYR5MnNgPKAIsAfbh7v6KQwWZuHKYA2GGYRAUFETlypUpUqQIABcvXgQgY8aMdttmzJiR06dPP/JxwsLCCAsLsy2HhIQkUMUiIonhEtAWuq6GNEBLHOidWxxVVJSFxYubMGrUMPbutZ81sXjxv6lRozLQi6QyLbTD/El0796dvXv3smHDhofWWSz2L7ZhGA+1RRs7diwjR45MkBpFRBJcRAS89x6Eh8OY2ljTyw3rZ85rJtcmDi8y0oVFi5rx3ntD2b+/qN260qUPMWzYHRo1KvXYz1Bn5RBhpkePHixbtoz169eTNWvM6V8BAQGAtYcmU6ZMtvbLly8/1FsTbeDAgQQFBdmWQ0JCyJYtWwJVLiISj/75B9q0gfXrrctVx0I9FzQJnsTWt9+24/XXZ9m1vfDCAYYNu0+DBiWSXIiJZuoBMsMw6N69Oz/++CN//PEHgYGBdusDAwMJCAhg1apVtrb79++zbt06Klas+MjHdHd3x8fHx+4mIuLwfvkFihePCTKuwFFQkJG4aNVqPpkynQegQoX9/PrrHjZvLsRLL5VMskEGTO6Z6datG/PmzWPp0qV4e3vbxsj4+vri6emJxWKhV69ejBkzhrx585I3b17GjBmDl5cXbdq0MbN0EZH4cf8+DB4MH3wQ05YN+A6oZFZR4ujCw92YM6ctp0/nYMSI6KEVbnh4hDFlyuf4+jajVq1iJOH8YsfUU7MflxJnzpxJx44dAWvvzciRI/n888+5ceMG5cqVY9q0abZBwk+jU7NFxGGdPAmtWv17kch/NQZmYj39WuQ/7t9PwezZ7RkzZhAnT+bCzS2co0cLkjPncaA2MIKkkoLj8vntUPPMJASFGRFxSIsWQadO8O+UFKQAJgLvkFROMJF4FBaWklmzOjJ27EBOn85pt27SpBkEBRUDyptSW0KJy+e3QwwAFhFJViIjYdy4mCCTG5iP9dIEIg+4d8+dr77qxLhx73LunP3JLHXr7mTYME8qVXrbpOoch8KMiEhic70P8/NCqe3QAPgc68UiRR4wb15r+vWbyPnzWezaGzTYztCh3pQvX8qkyhyPwoyISGIIDgZfX+Aw0AxyH7bO5JsTHVaSR7p719MuyDRqtI2hQ30pW1ZdeP/lvHMXi4g4g9BQeP11KF8eQr8ASgJ/A1EQiIKMAHD7diouXfK3a2vffh6BgSd45ZWt7NhxjGXLylK2bD6TKnRsCjMiIgll714oUwZmzYLDh6H728A9INLkwsRR3LqVmnHjBhAYeJKgoMn/troBFlKkaMKePeEsXvwCpUrlMbNMh6cwIyIS3wwDZsyAcuWsIQYgNdYzZ0WA4GAf3n9/EDlznmLgwHFcvZqB+fNb8fff+YHWwCFgHt7e+U2u1DlozIyISHwKDoa334bvv49pKwEsAHSEINm7edOXjz/uyUcf9eLmzbS2dheXSFq12krKlL9iHUglcaEwIyISX7Zvh5Yt4cSJmLZuwAeAh1lFiSO4fj0tH33Ui48/7klIiK+t3cUlkrZttzBoUDby569gYoXOTWFGRCQ+TJkCffpYr3YN4At8DTQ1syhxFA0a/MKWLTGT2rm6RtC+/RYGDcpJnjyPvtagxJ7GzIiIxIfQ2zFBphzW064VZORfPXt+DICbWzhvvvkXR45c5uuvK5EnT5an3FNiQz0zIiLP7Sr0Xw9rgWLA+1gvTyDJzqVL/kyc2I82beZRqtSuf1tdefXVJRw8+BtvvlmcHDmSxrWTHInCjIhIXEVGwubNUKkS8CfQAlyuws/oXTWZOn8+ExMn9uOzz7pw754nx4/nZvHiFlh3iK64uvbjvfcymV1mkqXDTCIicXHxItSrB1Wrwp9vAtWAK0CkgkwydO5cFnr0+IRcuU7w0Ue9uXfPE4DffnuRixeHAaeByYCCTEJSmBERia3Vq6F4ceu/UVHQ9isIM4AosyuTRHbmTDa6dp1G7tzHmTq1B2Fh1tPVPD3v0Lv3Bo4fv0tAwDAgo7mFJhP6HiEi8jQRETBiBIwZY50QD6xftGcB7uaVJYnvzh1PevX6iFmzOhIentLW7uUVSrduO+nTpwgZM1Y2scLkSWFGRORJzp6FNm1gw4aYtheB2YD/4+4kSZWn5122by9jCzKpU9+ie/fdBAUVJUOGKiZXl3zpMJOIyOP89BOUKBETZFyB8cAvKMgkE+fO2Z86bbHAsGGj8fEJZsiQPzl1ymDs2CpkyJDGnAIFUJgREXm0Dz+Exo3h+nXrcnasJy71R++cycDhw/lp1242OXKc5q+/oie1swBpaNy4LKdOWXjvvSqkS+djZpnyL/1Jiog8yos1wPPfI/FNsE6Cp9nmk7yDBwvSps1cChU6yJw57YiKcuW994YCaYFxwFlcXAaSNq1CjCOJc5j59ddf2fDAseNp06ZRokQJ2rRpw40bN+K1OBERcxyDQh1heiRMARZh/SyTJGvfviK8+uoCihTZz3fftcEwrB+Pfn7XqVo1NVFRZ7F2y6U2tU55tDiHmX79+hESEgLAvn376NOnDw0aNODEiRMEBQXFe4EiIgnu7l14/30ICwPmA8WBA9DBgO5Yjy5IkrR7d3GaNfuBYsX2sXDhq7YQkz79VcaN28CpUx4MGlQZF5dUJlcqTxLns5lOnjxJoUKFAFi0aBENGzZkzJgx7Ny5kwYNGsR7gSIiCergQeuVrvfvh0vz4JODWNOLYXZlksD27ClGyZK77dr8/a/Qv//fdOlShlSpdIq1s4hzz0zKlCm5c+cOAKtXr6Zu3boA+Pn52XpsREQcnmHArFlQtqw1yAB8dRDOgYJM8lCs2F4qVvwLgICAS3z44V+cPOlDnz6VSZXKw+TqJC7i3DNTuXJlgoKCqFSpElu3bmXBggUAHDlyhKxZs8Z7gSIi8e7WLejaFebMiWkrAiwA9DaWJG3aVJ5Fi5oxcWI/LBYACxaLwfvvf8T+/dCpU1k8PXUBSGcV556ZqVOn4ubmxg8//MD06dPJksV6Dv6KFSuoV69evBcoIhKvdu+GMmXsg8xbwBagkEk1SYLZsKESdeqspGLFTUya1Jfff6/975pswFdUrz6P7t0r4emZ8kkPIw7OYhhGku5PDQkJwdfXl+DgYHx8dCqdSLJlGPDpp9Cnz78DfQFvYAbQyszCJCGsXVuNUaOGsWZNTbv2li1/Yv7860AbIIUptUnsxOXzO1aHmUJCQmwP9LRxMQoMIuKQ5s2D7t1jlkthPayUx6yCJL4ZBvzxR01GjRrG+vXV7NblynWGwYP/oV27+uhKPklPrH6jadOm5cKFC/j7+5MmTRoslofPUzQMA4vFQmRkZLwXKSLy3FrWhel+8Nd16In1sgS6SGSSsW1bGXr3/pC//rI/AylPnlMMGXKR114ri5tbdpOqk4QWqzDzxx9/4OfnZ/v/o8KMiIjj2gxuzeG7m7ALaGx2PRLfIiLc7IJM/vwnGDLkCq1alcXNLad5hUmi0JgZEUl6rlyBt9+GwQOhzDpg4L8r1HOcFBgGXLmSAX//Kw+0ulKnzgrOnw9k6NDrtGhRBldXXbHHmcXl8zvOv+mhQ4c+8lBScHAwrVu3juvDiYjEr3XrrFe6XrIEWlaH4P5YQ4yCjLMzDFiy5GVKl97Biy/+hvWruOu/a4swb14k+/blplWrFxRkkpk4/7Znz55NpUqVOH78uK1t7dq1FC1alFOnTsVnbSIisRcZCSNHQs2acP68te32XTj+5LuJ44uKsrBoUVNKltxFkyZL2LWrFLt3l+TnnxtivfTEcmAXGTLUw8VFwyCSoziHmb1795IzZ05KlCjBF198Qb9+/ahbty4dO3a0uwCliEiiOX8e6tSBESMgKsraVhPYg/WsJXFKkZEufP99C4oX30Pz5ovYs6eEbV3p0ofw8RkKbAcaoAtoJW9xPj/N19eX+fPnM3jwYDp37oybmxsrVqygVq1aCVGfiMiT/fYbtGtnHScD1q9oI7EOk3F9wv3EYUVGurBgQUtGjx7CoUP2Mxm+8MIBhg27T4MGJXQyitg800HFKVOm8OGHH9K6dWty5crFO++8w549e+K7NhGRxwsPh3ffhXr1YoJMFmANMAQFGSfWs+fHvPbaPLsgU6HCfn79dQ+bNxfipZdKKsiInTiHmfr16zNy5Ehmz57N3Llz2bVrF1WrVqV8+fJMmDAhIWoUEXnY4cMweXLM8kvAbqCqSfVIvOnU6Svb/ytX3suqVXv5668ivPhicYUYeaQ4h5mIiAj27t1L8+bNAfD09GT69On88MMPfPjhh/FeoIjIIxX1hokB1oPlk4CfgPQm1yRxcv9+Cr78shM//dTwgVY3SpbczdChc/jjj/2sX1+M2rWLoQwjTxKv88xcvXqV9Okd691E88yIJBFhYeDqCm5uwI9ARzDuwOFIKGhybRInYWEpmTnzdcaOHciZMzkoUOAQ+/eXwNX1PlAPGAGUM7dIMV28X5spthwtyIhIEnH0KLRqBfVqw/u3gU8BC1gMBRkncu+eO1991Ylx497l3LlstvbDhwuydm1fatV6BShrWn3ivOIcZiIjI/nwww/5/vvvOXPmDPfv37dbf/369XgrTkSEefOgc2e4fRt27YTqFqgDkKQnL09S7t714Isv3mL8+AGcP5/Fbl2DBtsZOtSb8uXfN6k6SQriPGZm5MiRTJ48mVdffZXg4GCCgoJo2rQpLi4ujBgxIgFKFJFk6c4dePNNeO01a5AByAv4K8Q4k08+6UGuXCfo2fMTuyDTqNE2tm07yvLlZShfPr+JFUpSEOcwM3fuXL744gv69u2Lm5sbrVu35ssvv2TYsGFs3rw5IWoUkeTmwAEoWxa+ijmrhfbADqwTvorT2LKlHBcvZrItN2mylZ07j7NsWVnKlMlrYmWSlMQ5zFy8eJGiRYsCkDp1aoKDgwFo2LAhy5cvj9/qRCR5MQxrgClbFg4etLZ5AbOAb4DU5pUmT3frVmrCw+1HLwwZMg5X1wiaN9/C7t0n+PHHFyhZMrdJFUpSFecwkzVrVi5cuABAnjx5WLlyJQDbtm3D3d09fqsTkeTj9m1o29Z6aOnuXWtbMay9MR3MLEyeJjjYh9GjB5Mz5ym++Sb6l+UGWChYsCSnTp1m4cJyFC+ey8wyJQmLc5hp0qQJv//+OwA9e/Zk6NCh5M2bl/bt2/PGG2/Ee4EikkykSAGHD8QsdwE2AwXMKkie5uZNX0aOHEbOnKcYOnQ016+nY8yYQYSHpwTaAUeA2WTNqp4YSVhxPptp3Lhxtv83b96crFmzsnHjRvLkyUPjxo3j9Fjr169n4sSJ7NixgwsXLrB48WJeeeUV2/qOHTvyzTff2N2nXLlyGpsjkhS574P5l60XiJwMtDC7IHmc69fT8tFHvfj4456EhPja2l1dI6hS5SK3bx8hbdocJlYoyc1zzzNTvnx5ypcv/0z3DQ0NpXjx4rz++us0a9bskdvUq1ePmTNn2pZTpkz5TM8lIg7m+nW4cQNy5wI+AfpCXgOOA/ozd0hXr6bjww97M2VKD27dipnEzNU1gg4dtjBwYE7y5KloYoWSXD1XmPHx8WH37t3kyvVsx0Hr169P/fr1n7iNu7s7AQEBz/T4IuKgNm60ToLnkwq2BoLXiph1CjIO6fbtVOTLd4QbN/xsbW5u4bz++lYGDgwkMLCSidVJchfrMTPnzp17qC0er4TwWGvXrsXf3598+fLx1ltvcfny5SduHxYWRkhIiN1NRBxEVBSMGwdVq8LZs3DgMAz61eyqJBZSpw6lWbNFAKRIcZ8uXTZw7Ng1ZsyoRGBgZpOrk+Qu1mGmSJEifPvttwlZy0Pq16/P3Llz+eOPP5g0aRLbtm2jZs2ahIWFPfY+Y8eOxdfX13bLli3bY7cVkUR06RLUrw8DB0JkpLWtCtBXk+A5mvPnMzFo0PvcvevxQKsrAwdOpnv3DRw/fpPp0yuTI4d6zcVBGLE0bdo0w9vb22jatKlx9epVwzAMo0uXLsaVK1di+xBPBBiLFy9+4jbnz583UqRIYSxatOix29y7d88IDg623c6ePWsARnBwcLzUKSLP4PffDSMgwDCsM8kYhgXDGIJhhGMYhm6Ocjt7NovRvfsnhrv7XQMM45NPuhuG4WIYhodhGP0Mw7j0hF+ySPwKDg6O9ed3rHtmunbtyp49e7hx4waFCxdm2bJlTJ8+PVEvLpkpUyZy5MjB0aNHH7uNu7s7Pj4+djcRMUlEBAwbBrVrw8WL1raMwCrgPeL5UrfyrM6cyUbXrtPInfs4U6f2ICzM2iMzZco7GMYA4CwwAfA3s0yRx4rTW0lgYCB//PEHU6dOpVmzZhQsWBA3N/uH2LlzZ7wW+KBr165x9uxZMmXK9PSNRcRckZHw4ovwxx8xbXWAb7EGGjHdqVM5GDt2IDNnvv7v3DBWXl6hdOu2k759C2OxjDGxQpHYifP3otOnT7No0SL8/Px4+eWXHwozcXH79m2OHTtmWz558iS7d+/Gz88PPz8/RowYQbNmzciUKROnTp1i0KBBpE+fniZNmjzzc4pIInF1hZqlrWHGFRgN9OcZpuqU+HbhQgBDh77HN990ICIiha09depb9Oixm969i5IhQxUTKxSJmzglkS+++II+ffpQu3Zt9u/fT4YMGZ7rybdv306NGjVsy0FBQQB06NCB6dOns2/fPmbPns3NmzfJlCkTNWrUYMGCBXh7ez/X84pIYvgZ3v0cjlngTQN05q5DmTOnrS3I+PgE8847++jVqxjp0inEiPOxGEbszq+uV68eW7du5aOPPqJ9+/YJXVe8CQkJwdfXl+DgYI2fEUlIJ0/CX39B21eBgVin8bUAOlvJbCEh3vj43LJre+edT5g9uz29eu2lZ8/ipE2r90dxLHH5/I51z0xkZCR79+4la9asz12giCQxP/xgvUDk7duQ6z2oGD1IX0HGTAcOFGL06CH8/nstjh/Pjbf3bawBMw3Dhxu8954rvr7qiRHnF+uj16tWrVKQERF79+5B167QogUEB1sH/Q45ikKMufbuLcqrry6gaNF9zJ/fmitX/Jk+vSuQDpgInCVdunfw9U1tcqUi8UMnRorIszl8GFq2hL17Y9paAZ8ryJhl9+7ijBo1jMWLm9q1Z8hwBR+fF4ERgKcZpYkkKIUZEYm72bOtPTKhodZlD2AK0AnrUQxJVNu3l+a994aybNnLdu0ZM16mX78jdOlShlSpappUnUjCU5gRkdi7fRu6d4dvvolpKwQsAIqYVVTyNmtWB15/fZZdW6ZMFxkw4BhvvVUWL6/K5hQmkogUZkQk9tq1gyVLYpbfAD4BUplUj9Cw4c+kSnWb0NDUZMlygXffPcGbb5bFw0MhRpIPhRkRib1Rr8GvS8HNgM+BNmYXlLxs2FCJkycDadduzr8tFtKnv8aoUR/i6VmLN94oi7u7ZkiX5CfW88w4K80zIxIfDOAzoCf8GAlFoyCv2TUlH2vXVmPUqGGsWVMTH59gTp3KRdq014FArIN626DvppLUxOXzWxOLi8ijbdsGr74K9y8DzYGuQDg0VZBJDIYBv/9ek2rV1lKjxlrWrLEO4A0J8eXrr/sCc4GjQHsUZCS501+AiNgzDPjoIxgwAMLDIesKmHzX7KqSDcOAlSvrMmrUMDZutL8GRN68Jxky5DJt2vTHesErEQGFGRF50LVr0LEj/PxzTNum2xAGuJtVVPKxenUthgwZzZYt5e3a8+c/wdChV2jZsixuboEmVSfiuBRmRMRqwwZo3RrOnYtp64/1atcpHncniU+bN5e3CzKFCh1j6NDrtGhRBlfXXCZWJuLYNGZGJLmLjIT334fq1WOCTHrgF2A8CjIJJCrKwt27HnZtPXp8Spo0Nyha9AgLF25n377ctGr1Aq6ueqsWeRL9hYgkZxcvQr16MGSINdQAVAf2APVNrCsJi4qy8MMPzShZchdDhoz+t9U6/sXXNxebN+9l9+68NG9eBhcXTacsEhsKMyLJ2eefw+rV1v+7YD3LdzWQ2bySkqrISBcWLHiVYsX20qLFD+zdW5zp0//H5csZgNLAr8A28uevphAjEkcaMyOSnA0qC7+6wulImIe1V0bilTXEtGT06CEcOlTIbl3Roie5cmUZ/v7l0EWtRJ6dwoxIcnLvHnh4AOHAMEgxDhZarGcqZTC5tiQmIsKVefPa8P77gzlyJL/dugoV9jN8eCR16xbHogwj8twUZkSSi2XLoEsX+PkLKPUesNXanjVJTwJumho11rBhQxW7tipV9jJ8uIWaNYsqxIjEI42ZEUnqwsKgVy94+WW4cAFaNoZb27FeokASSpMmi23/r159N2vW7GPdumLUqqUgIxLf1DMjkpQdPw4tW8KOHTFtRaMg0rySkpqwsJTMnPk6DRr8QvbsZ/9tdaNz58/ZtKkJPXqko2rVEmaWKJLkqWdGJKlasABKlowJMimBqcAiII15ZSUV9+65M21aV/LkOcb//vcZ48a9S8z3w3qkSrWOhQurULVqoSc9jIjEA4UZkaTm7l3o3BlatYJbt6xteYHNQDd00sxzunvXg48/fodcuU7Qvfs0zp3LBsBXX3Xi6tVWwE7gJ6CMmWWKJCs6zCSSlBw+DC1awP79MW2vAdMBb7OKShru3PHks8+6MGFCfy5dCrBb17jxNoYOTUP69N+aVJ1I8qYwI5KUhIRYAw2AF9bDSh1Rb8xzuHfPnSlTevDBB325fDmj3bomTbYydGg6SpYsa1J1IgIKMyJJiAEv7IfxBswEFgAarvHcXFyimDq1u12Qad58C0OG+FO8+AsmViYi0TRmRsSZHToEERHALaAt0Al6R1qnkFGQeSZhYSntllOmDGfgwAlYLFG0bLmZfftOsXBhOYoXDzSpQhH5L4UZEWdkGDBtGpQoAe91BYpj7YrBekjJ07zSnNWNG2kYOXIYWbL8w5Ejef9tdQNcef31+xw4cJb588tTpEhOE6sUkUdRmBFxNjdvQvPm0L073L8P730BG0+jyWOezbVrfgwdOoqcOU8xYsRIrl1Lz5gxg7EGmY7AUdzdv6BgwRzmFioij6UxMyLOZPNm6ynXp0/HtPUESkeZVpKzuno1HZMnBzFlSg9u34451cvNLRx391wYxjEsFgUYEWegMCPiDKKiYNIkGDTo3zEyQFpgFtDYxLqc0OXLGZg0qQ/TpnUjNDS1rT1Fivt07LiNgQNzERhY5QmPICKORmFGxNFduQIdOsCKFTFtlYB5QHazinJOO3eWpHLlDdy962VrS5kyjE6dtjFgQF5y5KhkYnUi8qw0ZkbEkR06ZB3kGx1kLMAgYC0KMs+gWLG9ZM16DgB393t0776B48eD+fTTyuTIkfEp9xYRR6UwI+LIAgMhw7+nJvkDvwLvoz7VWDh3LgtfftnJrs3NzWDkyPfp2fNPTpy4zZQplcma1d+kCkUkvugtUcRhRYLHOPj+OPQDPgcCnnYfOXMmG2PHDuTrr9/g/n13ypXbQtGiBwEPoCetWwfRunV6s8sUkXikMCPiSH79FXLmhAI+QCtgA+QDlppbljM4eTInY8cOZNasjoSHx0x8N378YObMOQD0BvxMq09EEo7CjIgjCA+HIUNgwgQomhO23ATPW4BhcmGO7/jxXIwZM4jZs9sTEZHC1p469S169NhNUFA9rMFQRJIqhRkRs506Ba1bW+eQAdh3CmZaoKuCzJMcO5ab0aOHMGdOWyIjY97KfHyC6dlzL716FcfPT6dYiyQHCjMiZlq8GN54wzqrL0AKYBzwPwWZp9mzpzjffNPRtpwmzU169drHO+8UJ21ahRiR5ERhRsQM9+5Bv34wdWpMWyAwH9CFmB8pPNyNFCkibMtNmiymSJF9nD+fhaCg/XTvXgpfX4UYkeRIYUYksR09Ci1bwq5dMW0tgC8AX7OKclx79xblvfeGcueOF8uXN/y31YKLix8LFmwnW7ZceHtXNbVGETGXwoxIYrp+HcqWheBg67I78DHwNtYJ8cRm164SvPfeUBYvbmpr27r1BV544SQwGHibQoV0eXAR0aR5IonLzw961bT+vwCwFeiMgswDduwoxcsvL6FUqV12QSZjxstcuDAMOIP16poKMiJipZ4ZkUQTCnSHoYutn8PdgNRPuUsysnVrWUaNGvbAoSSrTJkuMmDAcd5+uwyeni+ZVJ2IODKFGZGEYhjw1Vdw5w68UwNoBhwHV2CAybU5mP79xzNxYn+7tqxZz/Puuyfp1KksHh6a+lhEHk+HmUQSQkgItGkDb70FfXrD5lLASSDK7MocUo0aa2z/z579HNOnb+TYsQx061YJD4+UT7iniIjJYWb9+vU0atSIzJkzY7FYWLJkid16wzAYMWIEmTNnxtPTk+rVq3PgwAFzihWJrR07oFQpmD/fuhwRBSsjgIgn3i05MAxYu7Ya27eXfqDVhXr1fqVFi+V88cUmjh4NoEuXiri7p3js44iIPMjUMBMaGkrx4sWZ+uBcGw+YMGECkydPZurUqWzbto2AgADq1KnDrVu3ErlSkVgwDPjkE6hQAY4ft7b5AAuBYWYWZj7DgNWra1Gt2jpq1FhLv34TiXn7yYXFMpfvv6/Hm29WIGVKHf0WkbixGIbhEFONWiwWFi9ezCuvvAJYe2UyZ85Mr169GDDAOsAgLCyMjBkzMn78eDp37hyrxw0JCcHX15fg4GB8fHwSqnxJ7q5ft87ku/SBK0K+gHUSvECzijKfYcDKlXUZNWoYGzdWslu3YUNrKlV6BWiOdSCRiEiMuHx+O+yYmZMnT3Lx4kXq1q1ra3N3d6datWps3LjxsfcLCwsjJCTE7iaSoDZuhBIl7INMH+BPkm2QMQxYvrwB5ctvpl693+yCTIECx5kzZwvlys0FWqIgIyLPy2HDzMWLFwHImDGjXXvGjBlt6x5l7Nix+Pr62m7ZsmVL0DolmYuMhLffhrNnrcvpgJ+BD4BkOG7VMGDZskaULbuNhg2Xs3VrOdu6woWPMX/+VvbvD+S118rh5uawbz8i4mQc/t3EYrGfTcwwjIfaHjRw4ECCg4Ntt7PRHzIiCcHVAnOqW2fyrQrsBpLxVCgWC3z8cU927Chjayta9AgLF25n797ctGz5Aq6uDv+2IyJOxmFH2gUEWOeVuHjxIpkyZbK1X758+aHemge5u7vj7u6e4PVJMhYeDilSAJeA1lBiDawHSuHAf1EJIyrKgsVi8OD3i2HD3uePP2pRosTfDBsWyssvl8TFRVMci0jCcdivSIGBgQQEBLBq1Spb2/3791m3bh0VK1Y0sTJJtiIiYNgwqFYN7q8ACmMdGIN1sG8yCjKRkS7Mn9+SokX3sWJF/X9brWNfqlULZd26rezcmY8mTUopyIhIgjP17ff27dscO3bMtnzy5El2796Nn58f2bNnp1evXowZM4a8efOSN29exowZg5eXF23atDGxakmWzp2zToL357/hZXADmOhCcpsELyLClQULWjJ69BAOHy4IwMiRI6hffwUWSzlgFFCTqlUVYEQk8ZgaZrZv306NGjVsy0FBQQB06NCBWbNm0b9/f+7evUvXrl25ceMG5cqVY+XKlXh7e5tVsiRHy5dDhw5w7Zp12RVID8kpyEREuDJ37mu8//5gjh7NZ7fO1dWLGzf+xM+vsknViUhy5zDzzCQUzTMjz+z+fRg4ECZPjmnLDnwHJJMjneHhbnz7bTvef38wJ07ktltXpcpehg+3ULNmUZ4wJl9E5JnE5fM7GR3lF4mDEyegVSvYti2m7WXga8DPrKISV3CwDyVL7uLkyVx27dWr72b4cDeqVSumECMiDsFhBwCLmOaHH6BkyZggkxL4GFhMsgkyAL6+IRQqdNC2XLv2LtatO8iaNSWoXr2IgoyIOAz1zIj81+bN1qteA+QGFgCln3QH53fvnjsLFrSkXbtvcXGJPvLsxrBhowgPz8zw4Z5UrFjS1BpFRB5HYUbEzl0Yc9N6xnUu4HOsF4tMou7e9WDGjLcZP34AFy5kJlWqUJo3X4r1Ct8v8cILw/ntN4UYEXFsCjMix45BnjzAIaAZpPwbVgHeQBI9lBIa6sVnn3Vh4sR+XLoUYGt/772hNGsGFsswoJh5BYqIxIHGzEjydfu29ZTrIkVg72isU/geAaKsvTFJMMjcvp2KCRP6ERh4kr59J9kFmaZNt/DNN6mxWH5AQUZEnIl6ZiR52rsXXn0V/v7butxyqPW6Skn0ShghId5Mm9aNSZP6cO1aelu7xRJF8+ZbGTIkI8WKlXvCI4iIOC6FGUleDAM+/xx69YKwMGtbamAoSTbIAJw9m41Bg8bali2WKFq23MqQIZkoXLi8iZWJiDw/HWaS5CM4GFq2hP/9LybIlAR2AknsChn/nQqzcOGDNG/+Ay4ukbz22iYOHjzHd9+Vp3DhHOYUKCISjxRmJHnYts06d8zChTFtPYBNQF6ziop/1675MXToKMqU2U5EhOu/rW6AG+PG7eLQofPMmVOBAgWym1mmiEi80mEmSfpmzoTOnSE83LqcButMvk1MrCmeXb2ajsmTg5gypQe3b1uvXTZvXlvat58LvAm8S+7c6oURkaRJYUaSvoL5wYi0/r88MB9IIp/rly9nYNKkPkyb1o3Q0NS29hQp7nP6dAtgNJDVtPpERBKDwowkcVeh/HswNgquYP1sT2F2Tc/v4sWMTJzYj+nT/8fdu1629pQpw+jUaRsDBuQlR46XTKxQRCTxKMxI0hIZCXPnwmuvgetfQAvgGvQ1u7D4M39+S15/fSb37nna2tzd7/HWW9sZMCAfWbNWNrE6EZHEpzAjScfFi9C2Lfz+O5z+BoauwTrzXZTZlcWrsmW3ER5u7V7y8LhL58476N+/AJkzK8SISPJkMYz/nsSZtISEhODr60twcDA+Pkn4IjvJ3apV1iBz+bJ1OQVwHMhmZlHP7/Tp7Jw8GUj16useaHXhf//7DC+vgvTrV5CAgHSm1SciklDi8vmtnhlxbhERMGwYjBsXM7lKZmAeTh1kTp7MyZgxg5g1qyMBARc5diwP7u4RgCcQxPTpzQA/k6sUEXEMCjPivM6cgdatYePGmLb6wDdABrOKej7HjuVmzJhBzJ7dnshI65/nuXPZmDWrC507pwPewXpuuYiIRFOYEee0bBl07Ag3bliX3YCxQBBOORXkkSN5ef/9wcyd+5otxAD4+ATTs+deWrR4D+vVL0VE5L8UZsT5LFxovUhktBxY545xwksMHTpUgPffH8x337UmKsrV1p4mzU16997HO+8UJ02aKiZWKCLi+BRmxPk0rANF0sH+a9AU+BJIa3ZRz2batG7MndvWtuznd52goP10714KX1+FGBGR2NDZTOJkjgHN4OA+WGvA/7Cefe0kDAMsD9R79mxWcuc+jq9vCH37HqJr19J4e3s9/gFERJKJuHx+O+HoAklW7tyBHj3gyBGsx5KKAwehkAFdcZogs3NnSZo0+ZHJk4P+bbEAFrJlu8/PP//CyZOpGDCgioKMiMgzUM+MOK6DB61jYw4cgBJ+sOk6eFgA59llt28vzahRw/jpp8YA+Ptf4uTJQLy8fIEhQCfAw8wSRUQcknpmxLkZBnz9NZQpYw0yAEeuw05wliCzZcsLvPTSz5Qtu90WZADc3KL4++/ZwCmgGwoyIiLPT2FGHMutW9CuHXTqBHfvWtuKANuBimYWFjsbN1bgxRd/pXz5LfzyS8yFHrNmPc/UqX9x/Hg6SpZsDribV6SISBKjs5nEcezaBS1bwtGjMW2dgQ+xTnzrwAwDmjRZzNKlr9i1Z89+jkGDztCxY1nc3TObU5yISBKnMCPmMwyYNg369IH7961t3sAXQEszC4s9iwXy5o0JYYGBZxg06B/aty9LypRZTaxMRCTp02EmMd+ePfDOOzFBpjSwC4cNMoYBq1fX4uZN3wdaXejb9wOKFTvE119v5u+/s/DmmxVImVLfF0REEprCjJivRA4YnNf6/17AX0BuE+t5DMOA336rS6VKf1GnzmqmTOlBzJ9QPjJm/ITdu/Px+uvlSZHC9UkPJSIi8UinZkvii4qyHpexWIBNQHOIuAgboqC6ybU9gmHAL780YNSoYWzdWs7WnjbtdU6dqoePzwCgCfpuICISf+Ly+a0+cElcV65A+/ZQpzYERQCDAAu4OV6QMQz46adGjBo1jB07ytitK1z4GEOH3iBVqs0oxIiImEthRhLP2rXw2mtw/jz8/htUMaCs2UU9LCrKwtKlLzNq1DB27y5pt65YsSMMGxZCkyalcXFxkumHRUSSOIUZSXiRkTB6NIwaZT3EBJDWgFBzy3qcW7e8ef31mQQHp7G1lSx5mGHDQmncuJRCjIiIg1H/uCSs8+ehdm0YMSImyNQC9uBwh5Wi+fqG0LPnFADKlDnIsmW72LEjP6+8ot4YERFHpDAjCefXX6F4cevhJbDubaOB34AA88qKFhHhyty5bShTZhtXrqT/t9V6FlLPnhtZvnwPW7cWpFGjklgsCjEiIo5KYUbiX3g4DBgA9evD1avWtizAWmAw0XnBNBERrnzzTXsKFTpI27Zz2bGjDJMn9/13bSVgLX5+K2jQoLhCjIiIE9CYGYl/9+7Bj4tilhsCM4H0j7tD4ggPd2P27PaMGTOIEyfsJ7LZu7cahrEei6WKSdWJiMizUs+MxD/vq7AgJaQGJgPLMDXI3L+fghkz3iJv3qO8+eZXdkGmRo3drFmzn+XLyyvIiIg4KfXMyPO7dw9CQsDfH1gEdIRS9+A04Gduabt3F6dx42WcPZvdrr127V0MG+ZOlSolzClMRETijcKMPJ8jR6xXuvbygLXFIMUMwAIYpgcZgDx5jnH3bswlt+vV28HQoamoWLHkE+4lIiLORIeZ5NnNnQulS8Pu3bBxM4yc8e8Kc66QceeOJ2vWVLdrS506jL59P+Cll7axZcsRVqwoTcWKBUypT0REEobCjMRdaCh06gRt28Lt29a2Aph2levQUC8mTQoiV64T1Kv3K//8kxlrp6MFeIX+/dvy889leeGFfOYUKCIiCUphRuJm/3544QX4+uuYto7AdqBo4pZy+3YqJkzoR2DgSfr2ncSlSwHcv+/OhAkDgGbAPmAhFksiFyYiIonKocPMiBEjsFgsdreAAAeYbS05Mgz44gsoWxYOHrS2pQJmYz3tOlXilRIS4s3Yse+SM+cpBgyYwJUr/gBYLFG0aLGFTp0aAfOBwolXlIiImMbhBwAXLlyY1atX25ZdXU2ecS05ioyEdu3gu+9i2ooB3wP5E6+Mmzd9mTKlBx9+2JsbN2JGF1ssUbRsuZUhQzJRuHC5xCtIREQcgsOHGTc3N/XGmM3VFfx9Y5a7ApMAj8Qt47vvWjNs2Hu2ZReXSNq02crgwVkoUKB84hYjIiIOw6EPMwEcPXqUzJkzExgYSKtWrThx4sQTtw8LCyMkJMTuJs9rO4xfbr1A5EJgGokeZABef30mmTP/g6trBB07/sXhwxf49tsKFCiQ/el3FhGRJMuhw0y5cuWYPXs2v/32G1988QUXL16kYsWKXLt27bH3GTt2LL6+vrZbtmzZErHiJOL6dVi5Eusp1h8BFcD9PKwCmif801+9mo6BA8fQq9eHD7S64uERyTffLOLvvy8zc2Yl8ubNmvDFiIiIw7MYhmHOpCDPIDQ0lNy5c9O/f3+CgoIeuU1YWBhhYWG25ZCQELJly0ZwcDA+Pj6JVarz+usvaN0arlyBbS9AkfWJ9tSXLvkzaVIfPv20K6GhqXFzC+fIkYIEBp4BugD9AQUYEZHkICQkBF9f31h9fjv8mJkHpUqViqJFi3L06NHHbuPu7o67u3siVpVEREXB+PEwdKh1wC9At/WwLuGf+sKFACZO7Mdnn3Xh7l0vW7uLSxSbNg0jMLA2kDnhCxEREafkVGEmLCyMQ4cOUaWKLggYry5dsp6ttGpVTFtVYF7CPu0//2RmwoT+zJjxNvfuxVxywN39Hm+/vY3+/fOTNWv7hC1CREScnkOHmb59+9KoUSOyZ8/O5cuXGT16NCEhIXTo0MHs0pKO1autM/leumRdtgBD/70l4N4xduy7jBgxgvv3Y3rRPDzu0qXLdvr1K0jmzAqsIiISOw4dZs6dO0fr1q25evUqGTJkoHz58mzevJkcOXKYXZrzi4iAESNgzBjrhHgAAcBcoGbCP31AwEVbkPHyCuV//9tJ376FCAhQiBERkbhxqgHAzyIuA4iSlTZt7CfBqwt8C/jH/1OdPJkTi8UgZ87Ttrbw8JSULr2D+vVv0KdPEfz908b/E4uIiNOKy+e3Q5+aLQmoazNwxXobB6wg3oPMsWO5eeONr8ib9ygDB479t9UF8CZFisHs3p2V8eOrKMiIiMhzUc9MsvQT0A6m34LiUVAxfh/9yJG8vP/+YObOfY3ISOuRTIslioMHy1GgwCtAd8D3SQ8hIiLJXJI9NVue0YkTMHUqfDAGXAZinQjPAv+L3xx76FABRo8ewvz5rYiKirmGVpo0N+ndex8BAX8A3vH6nCIiIgozSd3ChfDmmxASAunnw6CL/66IvyCzf39hRo8ewvffv4phxBy59PO7TlDQAXr0KIWPjwb2iohIwlCYSaru3oWgIPjss5i22RegDxCPcwoaBrRu/R379xe1taVLd42+fQ/RrVspvL0VYkREJGFpAHBSdPgwlC9vH2RaAVuJ1yADYLHA4MFjAMiQ4SoTJmzg1Ckv3n23Mt7eXk+5t4iIyPNTmElqZs+G0qVh717rsifwBdbZfJ9z/PO2bWVo3Hgp27eX/rfFAkCLFuuZMWMNp06lpl+/yqRO7fn4BxEREYlnOsyUVNy+Dd26WcNMtELAAqDI8z305s3lGDVqGCtWNADAYjFYuvQVrNdLGoarawfeekvXwxIREXMozCQV48bZB5lOwCfAcxzp+euviowaNYyVK1+0a9+1qwzBwbPw9W0NpHz2JxAREYkHOsyUVAx8CQqlgNRYL0nwJc8cZNavr0KtWqupXPkvuyCTPfs5PvtsI0eP+uPr2wEFGRERcQTqmXFWhmEdfYsBTIdUveCHSOtvNO+zPeT162lp2vRH1q2rbtceGHiGQYPO0759GVKmzPpcZYuIiMQ39cw4o61boWRJOL4LaAZ0A8KhYNQzBxmAtGlvcOtWzKR2uXOf5uuvN/P331l4883ypEyp7CsiIo5HYcaZREXBpElQqRLs2QMty0HY0md6KMOATZvK27VZLC4MGzaKfPlOMnv2Fg4fzsbrr5cnRQrXxzyKiIiI+RRmnMXVq9C4MfTtCxER1rYU4XAzKk4PYxjw888vUa7cFipW3MSGDZWI2Q0K0LhxOw4ezEG7duVwc9PuISIijk+fVs7gzz+hRAlYvjymbQCwHsgYu4cwDFi6tDFlymynUaOf2bbtBQBGjRoGFAYWA/uwWJrj6qrdQkREnIcGQTiyyEgYOxaGD7ceYgLIAMwG6sXuIaKiLCxZ8gqjRg1jz54SduuKFTtC585+GMYeLBZLfFYuIiKSaBRmHNWFC9C2LfzxR0xbDWAO1rnqniIqysKiRc14772h7NtXzG5dyZKHGTYslMaNS+HiohAjIiLOTWHGUe3fHxNkXIDhwGAglmNxN26syKuvLrRrK1PmIMOH3+Oll0qqJ0ZERJIMDY5wVHWi4F0Pay/MH8AwYh1kACpV+ovKlTcAUK7cAX75ZTdbtxakYcNSCjIiIpKkKMw4ikuXrKN0CQfeBerBqDDYA1R7/N0iIlz55pv2tG37rfXuALhiscAHH8xl5cq9bNpUmPr1SyjEiIhIkqQw4wiWLoWCBWHqKKAyMMHansKA9I++S3i4G1999Qb58/9Nx47fMHduW1avjr70QHXgT8qVm06dOsVQhhERkaRMYcZMYWHQsye88grcuAF9R8DOHVgvUfBo9++nYMaMt8ib9yhvvvkVJ07ktq1bseJtYCOwGmsoEhERSfo0ANgsx45By5awc2dMW2MgV+QjNw8LS8nXX7/B2LEDOXs2u926OnV2MnSoB1WqNE3AgkVERByTwowZvvsOOneGW7esy+7Ah0AX4BGHhH7++SW6dPmMf/6xv8hjvXo7GDYsFRUqlEroikVERByWwkxiunPHeljpyy9j2vIBC4ASj79b+vRX7YJMw4bbGDrUlxdeKJ1QlYqIiDgNhZnEcuKE9dpKBw7EtLUFpgOpY5pCQ734558s5Mt31NZWvvwOXnzxVzw80jF0aFpKly6baGWLiIg4OoWZxJIuHdwNtv7fC5gGdMB2WOn27VRMm9aNDz7oS5Ys/7BrV0ksFjcgEmjO0qU5cHcvaErpIiIijkxhJlEY4LsQ5l+C/wHfAv/mkpAQb6ZO7c7kyUFcu2Y9D/vq1Qz89FNjGjf2BoYABXB3N6l0ERERB6cwk1B27YL06SGbL9AZmA9lgW2ABW7e9GXKlB58+GFvbtzws93NYomiVast5M//MZDTlNJFREScicJMfDMMmDYN+vSBFwrBmuvg9o9t9fUbafn44558/HFPgoPT2NpdXCJp02YrgwdnpUCBCiYULiIi4pwUZuLTjRvQqRMsXmxd3rAbPrdAt5hJ8N555xPmzm1rW3Z1jaBdu60MGpSdvHkVYkREROJKMwDHl02boGTJmCAD0Bt4y3423759PwDAzS2cTp3+4u+/LzNzZkXy5rWfQ0ZERERiR2HmeUVFwYQJUKUKnD5tbfODS9/4099tPN8vafHAxq6UKHGQadO+5+jRq3z5ZSVy585sStkiIiJJhQ4zPY/Ll6F9e/jtN1vThbIBTCzej8+6dOHuXS/y5z9Ms2ZLcHW1AF2B/nTtmsm0kkVERJIahZlndf269bDS+fMA/ENmxpcZwIy9bxO2zcO22alTOdm9ezylS7cGAkwqVkREJOnSYaZn5ecHTSpxhmx085xKrhQnmLL9HcLCrEHGw+MuvXr9yYkTtyldujcKMiIiIglDPTPPyDCge8TbfOEyh/C7KW3tXl6h/O9/O+nbtxABAVVMrFBERCR5UJh5RhYLBN9ORXiUNcikSnWb7t13ERRUBH9/hRgREZHEosNMz2HIkI34+t5k0KA/OXUqknHjquDvn9bsskRERJIV9cw8hwIFenP+fBReXuqJERERMYvCzHNxwctLnVsiIiJm0iexiIiIODWFGREREXFqCjMiIiLi1BRmRERExKk5RZj59NNPCQwMxMPDg9KlS/Pnn3+aXZKIiIg4CIcPMwsWLKBXr14MHjyYXbt2UaVKFerXr8+ZM2fMLk1EREQcgMUwDMPsIp6kXLlylCpViunTp9vaChYsyCuvvMLYsWOfev+QkBB8fX0JDg7Gx8cnIUsVERGReBKXz2+H7pm5f/8+O3bsoG7dunbtdevWZePGjY+8T1hYGCEhIXY3ERERSbocOsxcvXqVyMhIMmbMaNeeMWNGLl68+Mj7jB07Fl9fX9stW7ZsiVGqiIiImMShw0w0i8Vit2wYxkNt0QYOHEhwcLDtdvbs2cQoUUREREzi0JczSJ8+Pa6urg/1wly+fPmh3ppo7u7uuLu7J0Z5IiIi4gAcumcmZcqUlC5dmlWrVtm1r1q1iooVK5pUlYiIiDgSh+6ZAQgKCqJdu3aUKVOGChUqMGPGDM6cOUOXLl3MLk1EREQcgMOHmZYtW3Lt2jVGjRrFhQsXKFKkCL/88gs5cuSI1f2jzzzXWU0iIiLOI/pzOzYzyDj8PDPP69y5czqjSURExEmdPXuWrFmzPnGbJB9moqKiOH/+PN7e3o89A+pZhYSEkC1bNs6ePasJ+RKQXufEodc5ceh1Thx6nRNHQr7OhmFw69YtMmfOjIvLk4f4Ovxhpufl4uLy1ET3vHx8fPTHkgj0OicOvc6JQ69z4tDrnDgS6nX29fWN1XYOfTaTiIiIyNMozIiIiIhTU5h5Du7u7gwfPlyT9CUwvc6JQ69z4tDrnDj0OicOR3mdk/wAYBEREUna1DMjIiIiTk1hRkRERJyawoyIiIg4NYUZERERcWoKM8/o008/JTAwEA8PD0qXLs2ff/5pdklJytixYylbtize3t74+/vzyiuv8Pfff5tdVpI3duxYLBYLvXr1MruUJOmff/6hbdu2pEuXDi8vL0qUKMGOHTvMLitJiYiIYMiQIQQGBuLp6UmuXLkYNWoUUVFRZpfm1NavX0+jRo3InDkzFouFJUuW2K03DIMRI0aQOXNmPD09qV69OgcOHEi0+hRmnsGCBQvo1asXgwcPZteuXVSpUoX69etz5swZs0tLMtatW0e3bt3YvHkzq1atIiIigrp16xIaGmp2aUnWtm3bmDFjBsWKFTO7lCTpxo0bVKpUiRQpUrBixQoOHjzIpEmTSJMmjdmlJSnjx4/ns88+Y+rUqRw6dIgJEyYwceJEpkyZYnZpTi00NJTixYszderUR66fMGECkydPZurUqWzbto2AgADq1KnDrVu3EqdAQ+LshRdeMLp06WLXVqBAAePdd981qaKk7/LlywZgrFu3zuxSkqRbt24ZefPmNVatWmVUq1bN6Nmzp9klJTkDBgwwKleubHYZSd5LL71kvPHGG3ZtTZs2Ndq2bWtSRUkPYCxevNi2HBUVZQQEBBjjxo2ztd27d8/w9fU1Pvvss0SpST0zcXT//n127NhB3bp17drr1q3Lxo0bTaoq6QsODgbAz8/P5EqSpm7duvHSSy9Ru3Zts0tJspYtW0aZMmVo0aIF/v7+lCxZki+++MLsspKcypUr8/vvv3PkyBEA9uzZw4YNG2jQoIHJlSVdJ0+e5OLFi3afi+7u7lSrVi3RPheT/IUm49vVq1eJjIwkY8aMdu0ZM2bk4sWLJlWVtBmGQVBQEJUrV6ZIkSJml5PkzJ8/n507d7Jt2zazS0nSTpw4wfTp0wkKCmLQoEFs3bqVd955B3d3d9q3b292eUnGgAEDCA4OpkCBAri6uhIZGcn7779P69atzS4tyYr+7HvU5+Lp06cTpQaFmWdksVjslg3DeKhN4kf37t3Zu3cvGzZsMLuUJOfs2bP07NmTlStX4uHhYXY5SVpUVBRlypRhzJgxAJQsWZIDBw4wffp0hZl4tGDBAubMmcO8efMoXLgwu3fvplevXmTOnJkOHTqYXV6SZubnosJMHKVPnx5XV9eHemEuX778UCqV59ejRw+WLVvG+vXryZo1q9nlJDk7duzg8uXLlC5d2tYWGRnJ+vXrmTp1KmFhYbi6uppYYdKRKVMmChUqZNdWsGBBFi1aZFJFSVO/fv149913adWqFQBFixbl9OnTjB07VmEmgQQEBADWHppMmTLZ2hPzc1FjZuIoZcqUlC5dmlWrVtm1r1q1iooVK5pUVdJjGAbdu3fnxx9/5I8//iAwMNDskpKkWrVqsW/fPnbv3m27lSlThtdee43du3cryMSjSpUqPTS9wJEjR8iRI4dJFSVNd+7cwcXF/qPN1dVVp2YnoMDAQAICAuw+F+/fv8+6desS7XNRPTPPICgoiHbt2lGmTBkqVKjAjBkzOHPmDF26dDG7tCSjW7duzJs3j6VLl+Lt7W3rCfP19cXT09Pk6pIOb2/vh8YhpUqVinTp0ml8Ujzr3bs3FStWZMyYMbz66qts3bqVGTNmMGPGDLNLS1IaNWrE+++/T/bs2SlcuDC7du1i8uTJvPHGG2aX5tRu377NsWPHbMsnT55k9+7d+Pn5kT17dnr16sWYMWPImzcvefPmZcyYMXh5edGmTZvEKTBRzplKgqZNm2bkyJHDSJkypVGqVCmdMhzPgEfeZs6caXZpSZ5OzU44P/30k1GkSBHD3d3dKFCggDFjxgyzS0pyQkJCjJ49exrZs2c3PDw8jFy5chmDBw82wsLCzC7Nqa1Zs+aR78kdOnQwDMN6evbw4cONgIAAw93d3ahataqxb9++RKvPYhiGkTixSURERCT+acyMiIiIODWFGREREXFqCjMiIiLi1BRmRERExKkpzIiIiIhTU5gRERERp6YwIyIiIk5NYUZEkoW1a9disVi4efOm2aWISDxTmBGRRBUZGUnFihVp1qyZXXtwcDDZsmVjyJAhCfK8FStW5MKFC/j6+ibI44uIeTQDsIgkuqNHj1KiRAlmzJjBa6+9BkD79u3Zs2cP27ZtI2XKlCZXKCLORD0zIpLo8ubNy9ixY+nRowfnz59n6dKlzJ8/n2+++eaxQWbAgAHky5cPLy8vcuXKxdChQwkPDwesV1mvXbs29erVI/r72c2bN8mePTuDBw8GHj7MdPr0aRo1akTatGlJlSoVhQsX5pdffkn4H15E4p2umi0ipujRoweLFy+mffv27Nu3j2HDhlGiRInHbu/t7c2sWbPInDkz+/bt46233sLb25v+/ftjsVj45ptvKFq0KJ988gk9e/akS5cuZMyYkREjRjzy8bp168b9+/dZv349qVKl4uDBg6ROnTphflgRSVA6zCQipjl8+DAFCxakaNGi7Ny5Eze32H+/mjhxIgsWLGD79u22toULF9KuXTuCgoL4+OOP2bVrF/ny5QOsPTM1atTgxo0bpEmThmLFitGsWTOGDx8e7z+XiCQuHWYSEdN8/fXXeHl5cfLkSc6dOwdAly5dSJ06te0W7YcffqBy5coEBASQOnVqhg4dypkzZ+wer0WLFjRt2pSxY8cyadIkW5B5lHfeeYfRo0dTqVIlhg8fzt69exPmhxSRBKcwIyKm2LRpEx9++CFLly6lQoUKdOrUCcMwGDVqFLt377bdADZv3kyrVq2oX78+P//8M7t27WLw4MHcv3/f7jHv3LnDjh07cHV15ejRo098/jfffJMTJ07Qrl079u3bR5kyZZgyZUpC/bgikoAUZkQk0d29e5cOHTrQuXNnateuzZdffsm2bdv4/PPP8ff3J0+ePLYbwF9//UWOHDkYPHgwZcqUIW/evJw+ffqhx+3Tpw8uLi6sWLGCTz75hD/++OOJdWTLlo0uXbrw448/0qdPH7744osE+XlFJGEpzIhIonv33XeJiopi/PjxAGTPnp1JkybRr18/Tp069dD2efLk4cyZM8yfP5/jx4/zySefsHjxYrttli9fztdff83cuXOpU6cO7777Lh06dODGjRuPrKFXr1789ttvnDx5kp07d/LHH39QsGDBeP9ZRSThaQCwiCSqdevWUatWLdauXUvlypXt1r344otERESwevVqLBaL3br+/fvz9ddfExYWxksvvUT58uUZMWIEN2/e5MqVKxQtWpSePXsycOBAACIiIqhUqRI5c+ZkwYIFDw0A7tGjBytWrODcuXP4+PhQr149PvzwQ9KlS5dor4WIxA+FGREREXFqOswkIiIiTk1hRkRERJyawoyIiIg4NYUZERERcWoKMyIiIuLUFGZERETEqSnMiIiIiFNTmBERERGnpjAjIiIiTk1hRkRERJyawoyIiIg4NYUZERERcWr/BxvmuZ9HKjIjAAAAAElFTkSuQmCC",
"text/plain": [
""
]
diff --git a/Matplotlib/Part3-Plotting-2D-Arrays-Images.ipynb b/Matplotlib/Part3-Plotting-2D-Arrays-Images.ipynb
index 09c1951..2f4161e 100644
--- a/Matplotlib/Part3-Plotting-2D-Arrays-Images.ipynb
+++ b/Matplotlib/Part3-Plotting-2D-Arrays-Images.ipynb
@@ -23,7 +23,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 2,
"id": "0a38a0db",
"metadata": {},
"outputs": [],
@@ -46,7 +46,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 2,
"id": "d71c9c2d",
"metadata": {},
"outputs": [
@@ -66,6 +66,27 @@
"print(\"Data Mean:\", np.mean(data))\n"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "a088bb89",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(15, 15)"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data.shape"
+ ]
+ },
{
"cell_type": "markdown",
"id": "142d8251",
@@ -80,13 +101,13 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 3,
"id": "a14adfd9",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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",
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",
"text/plain": [
""
]
@@ -126,13 +147,13 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 8,
"id": "ec1cabc8",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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",
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",
"text/plain": [
""
]
@@ -398,13 +419,13 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 3,
"id": "786704c5",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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LBgwYIPe6TZs2AOQ/1/J4eXnhzz//RHJyMnJzc3H+/Hn07dsXnp6eiI6OBlBSBZFKpejWrVuN9qm8GHNzc8sd1fSmjh074t69ezh27BgWLFiALl264NSpUxg5ciQGDBggO3cOHToEMzMz+Pn5yX1fXV1dYWNjU+lop06dOuHFixcYPnw49u/fX2m34tujnUq/Q6VV0jfnV3X8jx49Ck9PT1kb6qLs+VQqJycHv/32G4YMGYIGDRrI5uvo6MDf3x8PHz4sU3Go6Dtma2sr111nbm4OKysruLq6ws7OTja/vN8kZf+PGDFihNzvnKOjI9zd3REbG1tubKQcURKPli1bws3NDW5ubujbty/+8Y9/wNvbG3PnzsWLFy8qXM/c3BwDBgzAli1bZCXfyMhIdOrUSa4POTAwEIsWLcKnn36KgwcP4rfffkN8fDzatm1bbnm0ov7et40YMQLh4eEYN24cjh8/jkuXLiE+Ph6NGjWqtOxaqrSPdciQIdDT05ObVqxYAUEQ8NdffykUC1AyRHPSpEnYuHFjmW4TAHj27FmF+2dnZyd7v5SRkRFMTEzK3Za5ubnca319/Urn5+bmAigpV3t7e2PPnj2YO3cuTp06hUuXLuHixYsAoNBxU1ZOTg6ePXsm9+Pztvfffx8nT56ElZUVJk+ejPfffx/vv/8+fvjhB6W2pei5AwA2NjYVznv7s1C1Z8+eVXgelLd9CwsLuddSqRRA1Z9XaffJyZMncf78eRQUFKBnz57o1auXLNE9efIkunbtCkNDw+rtTA1jBAA9PT306dMHy5cvx/Hjx5Gamiob1n/06FEAJd/XFy9eyK4/e3NKT0+vNJnw9/fHpk2b8ODBAwwePBhWVlb46KOPZMnXm5T5bpV+ryry5MmTal3YXHrtRnJyskLLK3s+lXr+/DkEQVBq3Yq+Y28fH6DkGFX1mwQo/39ERd9ddX9v3xWijGopT5s2bXD8+HHcuXMHnTp1qnC50aNHY9euXYiOjoaDgwPi4+Oxfv16uWW2bt2KkSNHyq61KPX06VOYmZmVaVORK6QzMzNx6NAhLFmyBPPnz5fNz8vLUzhZsLS0BACsWbOmwqvRS0dhKOqrr77Cpk2bsGDBgjIX8JX+MD9+/LjMeo8ePZLFU0odV4rfuHEDV69eRWRkJAICAmTz374AVZUOHz6MoqKiKodhdu/eHd27d0dRUREuX76MNWvWYMaMGbC2tsawYcMU2pYyxyw9Pb3CeaWflYGBAYCS8+pNNb0Q18LCosLzAECZc6G6GjdujA8++AAnT56Ek5MT3NzcYGZmBi8vL0yaNAm//fYbLl68WGGVTlMsLCwwY8YMnD59Gjdu3EC/fv1gaWkJCwuLMhcmljI2Nq60zdGjR2P06NHIycnB2bNnsWTJEvTv3x937tyRVfxUrVGjRnj48KHS6/Xp0wcLFizAvn37FBoKXt3zqWHDhqhXr55S66rjd0nZ/yMq+u6+nfxS9WjszqVJSUkAILuavSLe3t547733sHnzZmzevBkGBgYYPny43DISiUT210+pw4cPIy0trdrxSSQSCIJQpt2NGzeWueCuor+8unbtCjMzM9y6dUtW8Xl7Ks3OFWVhYYF58+bh119/xaVLl+Te69KlCwwNDbF161a5+Q8fPpSVStWt9Efj7eP25ogTVUpJScHs2bNhamqKCRMmKLSOjo4OPvroI6xduxYAZN0eyvwFrYibN2/i6tWrcvO2bdsGY2NjtG/fHgBk9325du2a3HKlI7beJJVKFY7Ny8sLMTExchfYASXdnkZGRiodltmrVy/ExMQgOjoavXv3BgB88MEHcHBwwOLFi1FQUFDhhaWlVH3sSxUUFFT4V2ppib30L+/+/fvj2bNnKCoqKve72rx5c4W2Wb9+ffj4+GDhwoXIz8/HzZs3VbMz5fDx8UFsbGyVI5De1r59e/j4+OCnn35CTExMuctcvnwZKSkpAKp/PtWvXx8fffQR9uzZI/fZFhcXY+vWrbLEVd2U/T9i+/btct23Dx48wIULFzRy07i6SJSKx40bN1BYWAigpKy2Z88eREdHY+DAgXB2dq50XR0dHYwcORKrVq2CiYkJBg0aBFNTU7ll+vfvj8jISLRo0QJt2rRBQkICvv322xrdW8HExAQff/wxvv32W1haWsLJyQlnzpzBTz/9VCZDdnFxAQBERETA2NgYBgYGcHZ2hoWFBdasWYOAgAD89ddfGDJkCKysrPDkyRNcvXoVT548KVO9UcSMGTOwdu1aWYm4lJmZGRYtWoQFCxZg5MiRGD58OJ49e4alS5fCwMAAS5YsqfbxUFSLFi3w/vvvY/78+RAEAebm5jh48GC5JWdllZ5HhYWFyMjIwLlz57B582bo6Ohg7969lSaxGzZsQExMDHx9feHg4IDc3Fxs2rQJwH+7C4yNjeHo6Ci7eZK5ubnss68OOzs7DBgwAMHBwbC1tcXWrVsRHR2NFStWyO6X0rFjRzRv3hyzZ89GYWEhGjZsiL179+L8+fNl2mvdujX27NmD9evXo0OHDqhXr57cfU3etGTJEhw6dAienp5YvHgxzM3N8csvv+Dw4cP45ptvynyHasLLywvr1q3D06dP5e6s6uXlhc2bN6Nhw4ZyffPlUfWxL5WZmQknJycMHToUvXr1gr29PbKzs3H69Gn88MMPaNmyJQYNGgSg5N4Vv/zyC/r164fp06ejU6dO0NPTw8OHDxEbG4tPPvkEAwcOLHc748ePh6GhIbp27QpbW1ukp6cjNDQUpqam6NixY432oTLLli3D0aNH8fHHH2PBggVo3bo1Xrx4gWPHjiEwMBAtWrSocN0tW7agb9++8PHxwZgxY+Dj44OGDRvi8ePHOHjwILZv346EhAQ4ODjU6HwKDQ1F79694enpidmzZ0NfXx/r1q3DjRs3sH37dlHu0aHs/xEZGRkYOHAgxo8fj8zMTCxZsgQGBgYICgpSe6zvBHVeuVreqBZTU1PB1dVVWLVqlZCbmyu3PCq4qv3OnTuy9aOjo8u8//z5c2Hs2LGClZWVYGRkJHTr1k04d+5cmSvPS69Y3rVrV5k2yhtF8PDhQ2Hw4MFCw4YNBWNjY6Fv377CjRs3BEdHRyEgIEBu/bCwMMHZ2VnQ0dEpc1X3mTNnBF9fX8Hc3FzQ09MT3nvvPcHX17fcON709qiWN0VERMiOSemollIbN24U2rRpI+jr6wumpqbCJ598Ity8eVNumYCAAKF+/frlbheAMHnyZIViKe+Y3rp1S+jdu7dgbGwsNGzYUBg6dKiQkpJS5vNVdlRL6aSvry9YWVkJPXr0EEJCQoSMjIwy67w90iQuLk4YOHCg4OjoKEilUsHCwkLo0aOHcODAAbn1Tp48KbRr106QSqUCANnn/PYIosq2JQglo1p8fX2FX3/9VWjVqpWgr68vODk5lRm5IAgl57e3t7dgYmIiNGrUSJg6dapw+PDhMufjX3/9JQwZMkQwMzMTJBKJ3DbL++5cv35d8PPzE0xNTQV9fX2hbdu2cuelIFT8nShvdEJFnj9/LtSrV0+oX7++kJ+fL5v/yy+/CACEQYMGlVnn7e+mICh/7BU5f/Ly8oSVK1cKPj4+goODgyCVSgUDAwOhZcuWwty5c4Vnz57JLV9QUCCsXLlSaNu2rWBgYCA0aNBAaNGihTBhwgTh7t27FcYfFRUleHp6CtbW1oK+vr5gZ2cnfPbZZ3KjvSoanVXR/pX3HS3vc05NTRXGjBkj2NjYCHp6erJt//vf/67wuJR6/fq1sHr1aqFLly6CiYmJoKurK9jZ2QmDBg0SDh8+LLesIudTRefNuXPnhJ49ewr169cXDA0Nhc6dOwsHDx6UW6ay0Ws9evQQWrVqVWZ+6ffsbW//hin7f8TPP/8sTJs2TWjUqJEglUqF7t27y42ooZqRCEIVwwGIiIjeAadPn4anpyd27dqFIUOGaDqcOotPpyUiIiLRMPEgIiIi0bCrhYiIiETDigcRERGJhokHERERiYaJBxEREYlGY7dMF0txcTEePXoEY2NjUW5UQ0REqiUIAl6+fAk7OzvUq6eev5dzc3ORn5+vkrb09fVlj0Ogsup84vHo0aMyT1QkIqLaJzU1tUZ3pK5Ibm4uGhkaIltF7dnY2CA5OZnJRwXqfOJR+mCn1CNHYPLGY96JiKh2yMrJgX2/flU+qK+68vPzkQ1gJgBpVQtXIQ/A9+npyM/PZ+JRgTqfeJR2r5jUrw+TBg00HA0REVWXurvLDQHUNFXghZNVq/OJBxERkSLqoeaJAxOPqjHxICIiAhMPsfAYERERkWhY8SAiIgIrHmJh4kFERAQmHmKpFcdo3bp1cHZ2hoGBATp06IBz585pOiQiIiKqBq1PPHbu3IkZM2Zg4cKFuHLlCrp37w4fHx+kpKRoOjQiIqpD6qloospp/TFatWoVxo4di3HjxqFly5YICwuDvb091q9fr+nQiIioDmHiIQ6tPkb5+flISEiAt7e33Hxvb29cuHCh3HXy8vKQlZUlNxEREZF20OrE4+nTpygqKoK1tbXcfGtra6Snp5e7TmhoKExNTWUTn9NCRESKYMVDHLXiGL19m1xBECq8dW5QUBAyMzNlU2pqqhghEhFRLSdBzZMOPgO9alo9nNbS0hI6OjplqhsZGRllqiClpFIppNKaPuaHiIiI1EGrKx76+vro0KEDoqOj5eZHR0fD3d1dQ1EREVFdJFHRRJXT6ooHAAQGBsLf3x9ubm7o0qULIiIikJKSgokTJ2o6NCIiqkN0/jPVtA2qnNYnHp9//jmePXuGZcuW4fHjx3BxccGRI0fg6Oio6dCIiKgO4Z1LxaH1iQcATJo0CZMmTdJ0GERERFRDtSLxICIiUjdWPMTBxIOIiAhMPMTCY0RERESiYcWDiIgIrHiIhYkHERERmHiIhceIiIiIRMOKB9UthYWajqB20OVXn+htrHiIg78+REREUM0tz3nL9KoxOSMiIiLRsOJBRESEkr/Ea/qsFf41XzUmHkREROA1HmJh4kFERAQmHmLhMSIiIiLRsOJBREQEVjzEwsSDiIgITDzEwmNEREREomHFg4iICKx4iIWJBxEREZh4iIXHiIiIiETDigcRERH4rBaxMPEgIiJCye3Sa3rL9Jqu/y5gVwsRERGJhhUPIiIilHST1PSvcXa1VI0VDyIiIvx3VEtNJ2WcPXsWfn5+sLOzg0Qiwb59+6pc58yZM+jQoQMMDAzQpEkTbNiwQcmtahYTDyIiImgm8cjJyUHbtm0RHh6u0PLJycno168funfvjitXrmDBggWYNm0adu/ereSWNYddLURERBri4+MDHx8fhZffsGEDHBwcEBYWBgBo2bIlLl++jJUrV2Lw4MFqilK1WPEgIiKCaiseWVlZclNeXp5KYoyLi4O3t7fcvD59+uDy5csoKChQyTbUjYkHERERVJt42Nvbw9TUVDaFhoaqJMb09HRYW1vLzbO2tkZhYSGePn2qkm2oG7taiIiIVCw1NRUmJiay11KpVGVtSyTyY2cEQSh3vrZi4kFERATVPqvFxMRELvFQFRsbG6Snp8vNy8jIgK6uLiwsLFS+PXVg4lFbFBZqOoLagceJVEmXP5Hvktpwy/QuXbrg4MGDcvNOnDgBNzc36OnpqXnrqsFrPIiIiDQkOzsbSUlJSEpKAlAyXDYpKQkpKSkAgKCgIIwcOVK2/MSJE/HgwQMEBgbi999/x6ZNm/DTTz9h9uzZmgi/WpjOExERQTPParl8+TI8PT1lrwMDAwEAAQEBiIyMxOPHj2VJCAA4OzvjyJEjmDlzJtauXQs7OzusXr261gylBZh4EBERAVDtNR6K8vDwkF0cWp7IyMgy83r06IHExEQlt6Q92NVCREREomHFg4iICHxInFiYeBAREUEzXS3vIiYeREREYOIhFq0+RqGhoejYsSOMjY1hZWWFTz/9FLdv39Z0WERERFRNWp14nDlzBpMnT8bFixcRHR2NwsJCeHt7IycnR9OhERFRHaPKZ7VQxbS6q+XYsWNyrzdv3gwrKyskJCTg448/1lBURERUF7GrRRy16hhlZmYCAMzNzTUcCREREVWHVlc83iQIAgIDA9GtWze4uLhUuFxeXh7y8vJkr7OyssQIj4iIarna8KyWuqDWVDymTJmCa9euYfv27ZUuFxoaClNTU9lkb28vUoRERFSb6ahoosrVisRj6tSpOHDgAGJjY9G4ceNKlw0KCkJmZqZsSk1NFSlKIiIiqopWd7UIgoCpU6di7969OH36NJydnatcRyqVQiqVihAdERHVJby4VBxanXhMnjwZ27Ztw/79+2FsbIz09HQAgKmpKQwNDTUcHRER1SVMPMSh1cdo/fr1yMzMhIeHB2xtbWXTzp07NR0aERERVYNWVzwqe1QwERGRKvEhceLQ6sSDiIhILOxqEQcTDyIiIjDxEAuPEREREYmGFQ8iIiKw4iEWJh5ERETgLdPFwuSMiIiIRMOKh6oUFmo6gpoTYx9yc9Xbvhj7UFCg/m3o6am3fV0RvvoGBurfhrr3Q4zzSYzPghSiimet8FktVeMZT0REBF7jIRYeIyIiIhINKx5ERERgxUMsTDyIiIjAxEMsPEZEREQkGlY8iIiIwIfEiYWJBxEREdjVIhYmHkRERGDiIRYeIyIiIhINKx5ERERgxUMsTDyIiIjAxEMsPEZEREQkGlY8iIiIwIqHWJh4EBERgYmHWHiMiIiISDSseBAREYEVD7Ew8SAiIgITD7HwGBEREZFoWPEgIiJCyQPeJJKaPeZNIgiqCaYOY+JBREQEALq6QA0TDwgCUFiomnjqKCYeREREABMPkfAaDyIiIhINKx5ERESA6ioeVCkmHkRERAATD5G8O4lHYWHt7nfLzVX/Nl6+VP82nj1Tb/tPn6q3fQB4/Vr92zA0VG/7lpbqbR8ALCzUvw1jY/W2b2Cg3vYBcX6XdN+dn3rSfjwbiYiIAEBHB6hXw0sfi4tVE0sdxsSDiIgIKKkMMfFQO45qISIi0rB169bB2dkZBgYG6NChA86dO1fhsqdPn4ZEIikz/fHHHyJGXH2seBAREQEaq3js3LkTM2bMwLp169C1a1f84x//gI+PD27dugUHB4cK17t9+zZMTExkrxs1alStkMXGigcRERFQknioYlLSqlWrMHbsWIwbNw4tW7ZEWFgY7O3tsX79+krXs7Kygo2NjWzS0dGp7p6LiokHERGRimVlZclNeXl55S6Xn5+PhIQEeHt7y8339vbGhQsXKt1Gu3btYGtrCy8vL8TGxqosdnVj4kFERASUjGqpabXjP1UHe3t7mJqayqbQ0NByN/n06VMUFRXB2tpabr61tTXS09PLXcfW1hYRERHYvXs39uzZg+bNm8PLywtnz55V7fFQk1p1jUdoaCgWLFiA6dOnIywsTNPhEBFRXfJG4lBt/7kBWWpqqtz1F1KptIrV5G9cJghChU/Kbd68OZo3by573aVLF6SmpmLlypX4+OOPqxu5aGpN4hEfH4+IiAi0adNG06EQEVFdpMLEw8TERC7xqIilpSV0dHTKVDcyMjLKVEEq07lzZ2zdulW5WDWkVnS1ZGdn44svvsCPP/6Ihg0bajocIiIildDX10eHDh0QHR0tNz86Ohru7u4Kt3PlyhXY2tqqOjy1qBUVj8mTJ8PX1xe9evXC3//+90qXzcvLk7uIJysrS93hERFRXaDCiocyAgMD4e/vDzc3N3Tp0gURERFISUnBxIkTAQBBQUFIS0vDli1bAABhYWFwcnJCq1atkJ+fj61bt2L37t3YvXt3zWIXidYnHjt27EBiYiLi4+MVWj40NBRLly5Vc1RERFTnaCjx+Pzzz/Hs2TMsW7YMjx8/houLC44cOQJHR0cAwOPHj5GSkiJbPj8/H7Nnz0ZaWhoMDQ3RqlUrHD58GP369atZ7CKRCIL2PkovNTUVbm5uOHHiBNq2bQsA8PDwgKura4UXl5ZX8bC3t0fmqVMwadBAjLDVgw+JUwwfEqcYPiROMWI8JE4MtfwhcVnZ2TDt0QOZmZkKXTehdPtZWTA1NUVm+/YwqWHikVVUBNPERLXFWhdo9dmYkJCAjIwMdOjQQTavqKgIZ8+eRXh4OPLy8srcMEUqlVZ59TAREVEZpcNpSa20+gh7eXnh+vXrcvNGjx6NFi1aYN68ebXmLm1ERFQLVPPOo6QcrT7CxsbGcHFxkZtXv359WFhYlJlPRERE2k+rEw8iIiLRsOIhilp3hE+fPq3pEIiIqC5i4iGKWnEDMSIiIqobmNoREREBqhnVor13qNAaTDyIiIgA1XS1MPGoEhMPIiIigImHSHiNBxEREYmGFQ9VKSxUb/ti3M78/n31b+PqVfW2n5Sk3vYB4MkT9W+jUSP1tu/qqt72AeA/jzlQKycn9bYvxggHjqLQHqx4iIJnPBEREcDEQyTsaiEiIiLRsOJBREQEqGY4bXGxamKpw5h4EBERAarpamHiUSV2tRAREZFoWPEgIiICWPEQCRMPIiIigImHSNjVQkRERKJhxYOIiAhgxUMkTDyIiIgA1QynLSpSTSx1GBMPIiIiQDUVDyYeVeI1HkRERCQaVjyIiIgAVjxEwsSDiIgIYOIhEna1EBERkWhY8SAiIgJUM6qlsFA1sdRhTDyIiIgA1XS11HT9dwC7WoiIiEg0TM2IiIgAVjxEwiNEREQEMPEQCY8QERERwMRDJLzGg4iIiETD1IyIiAhQzXBaHR3VxFKHMfEgIiIC2NUiEh4hVcnNVW/7z56pt30AuHpV/dv4+We1Nv+Huj8HAE/VvgXA8v59tbbf4vp1tbYvGmNj9bZvaKje9gGgQQP1b4NIizDxICIiAljxEAmPEBEREcDEQyQc1UJERESiYWpGREQEcFSLSJh4EBERAexqEQm7WoiIiEg0TM2IiIgAVjxEovUVj7S0NHz55ZewsLCAkZERXF1dkZCQoOmwiIiorilNPGo6UaW0+gg9f/4cXbt2haenJ44ePQorKyv861//gpmZmaZDIyKiuoYVD1Fo9RFasWIF7O3tsXnzZtk8JycnzQVERET0jhk1ahTGjBmDjz/+WCXtaXVXy4EDB+Dm5oahQ4fCysoK7dq1w48//ljpOnl5ecjKypKbiIiIqlQ6nLYmUx0cTvvy5Ut4e3ujWbNmCAkJQVpaWo3a0+rE488//8T69evRrFkzHD9+HBMnTsS0adOwZcuWCtcJDQ2FqampbLK3txcxYiIiqrV4jUe5du/ejbS0NEyZMgW7du2Ck5MTfHx88Ouvv6KgoEDp9rQ68SguLkb79u0REhKCdu3aYcKECRg/fjzWr19f4TpBQUHIzMyUTampqSJGTEREVPdYWFhg+vTpuHLlCi5duoSmTZvC398fdnZ2mDlzJu7evatwW1qdeNja2uLDDz+Um9eyZUukpKRUuI5UKoWJiYncREREVCUNVjzWrVsHZ2dnGBgYoEOHDjh37lyly585cwYdOnSAgYEBmjRpgg0bNlRru8p6/PgxTpw4gRMnTkBHRwf9+vXDzZs38eGHH+L7779XqA2tTjy6du2K27dvy827c+cOHB0dNRQRERHVWRpKPHbu3IkZM2Zg4cKFuHLlCrp37w4fH58K/8hOTk5Gv3790L17d1y5cgULFizAtGnTsHv37poegXIVFBRg9+7d6N+/PxwdHbFr1y7MnDkTjx8/RlRUFE6cOIGff/4Zy5YtU6g9re6MmjlzJtzd3RESEoLPPvsMly5dQkREBCIiIjQdGhERkUqsWrUKY8eOxbhx4wAAYWFhOH78ONavX4/Q0NAyy2/YsAEODg4ICwsDUNITcPnyZaxcuRKDBw9WeXy2trYoLi7G8OHDcenSJbi6upZZpk+fPgrf6kKrE4+OHTti7969CAoKwrJly+Ds7IywsDB88cUXmg6NiIjqGhU+JO7tEZVSqRRSqbTM4vn5+UhISMD8+fPl5nt7e+PChQvlbiIuLg7e3t5y8/r06YOffvoJBQUF0NPTq8kelPH9999j6NChMDAwqHCZhg0bIjk5WaH2tLqrBQD69++P69evIzc3F7///jvGjx+v6ZCIiKguUmFXi729vdwIy/IqFwDw9OlTFBUVwdraWm6+tbU10tPTy10nPT293OULCwvx9OlTFRwIebGxseWOXsnJycGYMWOUbk/pxOPYsWM4f/687PXatWvh6uqKESNG4Pnz50oHQEREVNekpqbKjbAMCgqqdHmJRCL3WhCEMvOqWr68+aoQFRWF169fl5n/+vXrSm9vURGlE485c+bISkjXr1/HrFmz0K9fP/z5558IDAxUOgAiIiKtoMKKx9ujK8vrZgEAS0tL6OjolKluZGRklKlqlLKxsSl3eV1dXVhYWKjgQJTIyspCZmYmBEHAy5cv5W7M+fz5cxw5cgRWVlZKt6t0Z1ZycrJsiGvpVa4hISFITExEv379lA6AiIhIK2jgWS36+vro0KEDoqOjMXDgQNn86OhofPLJJ+Wu06VLFxw8eFBu3okTJ+Dm5qbS6zvMzMwgkUggkUjwwQcflHlfIpFg6dKlSrer9BHW19fHq1evAAAnT57EyJEjAQDm5ua8PTkREdVeGnpIXGBgIPz9/eHm5oYuXbogIiICKSkpmDhxIoCSG2OmpaXJujUmTpyI8PBwBAYGYvz48YiLi8NPP/2E7du31yz2t8TGxkIQBPTs2RO7d++Gubm57D19fX04OjrCzs5O6XaVPkLdunVDYGAgunbtikuXLmHnzp0ASu6v0bhxY6UDICIiepd9/vnnePbsGZYtW4bHjx/DxcUFR44ckd2z6vHjx3L39HB2dsaRI0cwc+ZMrF27FnZ2dli9erXKh9L26NEDQElPh4ODg8quH1E68QgPD8ekSZPw66+/Yv369XjvvfcAAEePHkXfvn1VEhQREZHoVDicVlmTJk3CpEmTyn0vMjKyzLwePXogMTGxWttSxLVr1+Di4oJ69eohMzMT169fr3DZNm3aKNW20kfYwcEBhw4dKjNf0VulakxREVBYqL721dk2AKhhiFQZSUlq38Sd3Fy1tn9Wra2XeCTCNtRdO9RV8+cAAE3/+EPt24CLi3rbZxX33aKhrhZt5OrqivT0dFhZWcHV1RUSiUQ2cuZNEokERUVFSrWt0BHKysqSPfOkqus4+GwUIiKi2i05ORmNGjWS/VuVFEo8GjZsiMePH8PKykp2levbSsccK5v5EBERaQVWPGTefCaaqp+PptARiomJkV3NGhMTo5YblBAREWkUE49yRUVFwdLSEr6+vgCAuXPnIiIiAh9++CG2b9+udGKi0BEqvbIVADw8PJTaABEREdVeISEhWL9+PYCS58SEh4cjLCwMhw4dwsyZM7Fnzx6l2lP6zqWLFi0qtzslMzMTw4cPV7Y5IiIi7VA6qqUmUzVHtWiz1NRUNG3aFACwb98+DBkyBH/7298QGhqKc+fOKd2e0onHli1b0LVrV/zrX/+SzTt9+jRat26N+/fvKx0AERGRVlDhLdPrkgYNGuDZs2cASu6Q2qtXLwCAgYFBuc9wqYrSice1a9fg5OQEV1dX/Pjjj5gzZw68vb0xatQouYfHERERUe3Xu3dvjBs3DuPGjcOdO3dk13rcvHkTTk5OSrendGpmamqKHTt2YOHChZgwYQJ0dXVx9OhReHl5Kb1xIiIircGLS8u1du1afPXVV0hNTcXu3btlD6JLSEio1iUW1TpCa9aswffff4/hw4cjISEB06ZNw7Zt29C2bdvqNEdERKR5TDzKZWZmhvDw8DLzq/OAOKAaiYePjw/i4+OxZcsWDBkyBK9fv0ZgYCA6d+6MpUuXYu7cudUKhIiISKOYeFToxYsXuHTpEjIyMlBcXCybL5FI4O/vr1RbSh+hwsJCXLt2TfZEOkNDQ6xfvx79+/fHuHHjmHgQERHVIQcPHsQXX3yBnJwcGBsby93LS5TEIzo6utz5vr6+lT5EhoiISJsVox6KlR9zUaaNumbWrFkYM2YMQkJCYGRkVOP2VFoTsrS0VGVzREREoiksrPnzPtX9vFBNSEtLw7Rp01SSdADVGE5bVFSElStXolOnTrCxsYG5ubncRERERHVHnz59cPnyZZW1p3TFY+nSpdi4cSMCAwOxaNEiLFy4EPfv38e+ffuwePFilQVGREQkJlY8yufr64s5c+bg1q1baN26NfT09OTeHzBggFLtKZ14/PLLL/jxxx/h6+uLpUuXYvjw4Xj//ffRpk0bXLx4EdOmTVO2SSIiIo1j4lG+8ePHAwCWLVtW5r3qPJVe6a6W9PR0tG7dGkDJbVQzMzMBAP3798fhw4eVbY6IiIi0WHFxcYWTskkHUI3Eo3Hjxnj8+DEAoGnTpjhx4gQAID4+HlKpVOkAiIiItEFpxaOmU12Wm5tb4zaUTjwGDhyIU6dOAQCmT5+ORYsWoVmzZhg5ciTGjBlT44CIiIg0oaio5klHNQoAWq+oqAj/+7//i/feew8NGjTAn3/+CaDkafU//fST0u0pfY3H119/Lfv3kCFD0LhxY1y4cAFNmzZV+gITIiIi0m7Lly9HVFQUvvnmG9n1HgDQunVrfP/99xg7dqxS7dX4Ph6dO3dG586da9oMERGRRvHi0vJt2bIFERER8PLywsSJE2Xz27Rpgz/++EPp9mp0izUTExNZyYWIiKg24zUe5UtLS0PTpk3LzC8uLkZBQYHS7SmceDx8+LDMPEEQlN4gERGRNmLiUb5WrVrh3LlzZebv2rUL7dq1U7o9hbtaXFxcsGbNGqUfBqM1dHRq91MDxYhdR0ftmyiuehGtbh9Q8XMGKmCi5vZt1Nw+AKBbN/Vvw8NDve03bqze9sWSna3e9lUw0oG015IlS+Dv74+0tDQUFxdjz549uH37NrZs2YJDhw4p3Z7CFY+QkBBMnjwZgwcPxrNnzwAAX375JUxM1P0TSUREpH4c1VI+Pz8/7Ny5E0eOHIFEIsHixYvx+++/4+DBg+jdu7fS7Sn8x9ukSZPg4+ODsWPHolWrVoiIiMD69euV3iAREZE24sWlFevTpw/69OmjkraUqho7OzsjJiYG4eHhGDx4MFq2bAndt7oAEhMTVRIYERERaV6TJk0QHx8PCwsLufkvXrxA+/btlR5konR39YMHD7B7926Ym5vjk08+KZN4EBER1UaseJTv/v375d4aPS8vD2lpaUq3p1TW8OOPP2LWrFno1asXbty4gUaNGim9QSIiIm3ExEPegQMHZP8+fvw4TE1NZa+Liopw6tQpODk5Kd2uwolH3759cenSJYSHh2PkyJFKb4iIiIhqj08//RRAyRNoAwIC5N7T09ODk5MTvvvuO6XbVTjxKCoqwrVr19C4rgwvIyIiegMrHvKKi0tuUODs7Iz4+HhYWlqqpF2Fh9NGR0eLnnQUFhbiq6++grOzMwwNDdGkSRMsW7ZMdjCIiIhUhcNpy5ecnKyypAMQ515I1bZixQps2LABUVFRaNWqFS5fvozRo0fD1NQU06dP13R4RERE74RTp07h1KlTyMjIKPPH/6ZNm5RqS6sTj7i4OHzyySfw9fUFADg5OWH79u24fPmyhiMjIqK6hl0t5Vu6dCmWLVsGNzc32NraQiKR1Kg9rU48unXrhg0bNuDOnTv44IMPcPXqVZw/fx5hYWGaDo2IiOoYJh7l27BhAyIjI1X2yBStTjzmzZuHzMxMtGjRAjo6OigqKsLy5csxfPjwCtfJy8tDXl6e7HVWVpYYoRIRUS3HxKN8+fn5cHd3V1l7Cl9cqgk7d+7E1q1bsW3bNiQmJiIqKgorV65EVFRUheuEhobC1NRUNtnb24sYMRERUd0ybtw4bNu2TWXtaXXFY86cOZg/fz6GDRsGAGjdujUePHiA0NDQMmOKSwUFBSEwMFD2Oisri8kHERFVqXRUS03bqGtyc3MRERGBkydPok2bNtDT05N7f9WqVUq1p9WJx6tXr1CvnnxRRkdHp9LhtFKpFFKpVN2hERFRHcOulvJdu3YNrq6uAIAbN27UuD2tTjz8/PywfPlyODg4oFWrVrhy5QpWrVqFMWPGaDo0IiKid0JsbKxK29PqxGPNmjVYtGgRJk2ahIyMDNjZ2WHChAlYvHixpkMjIqI6hhUPeYMGDapyGYlEgt27dyvVrlYnHsbGxggLC+PwWSIiUjsmHvLefCicKml14kFERESasXnzZrW0y8SDiIgIrHiIhYkHEREROJxWLFp9AzEiIiKqW1jxICIiArtaxMLEg4iICEw8xPLuJB4GBiWTujRurL62AaBBA/W2L9I2WrRsqd72VXBXvSqp+7MGgNmz1dr8lnuqe+BTRcLD1b4JPIxUb/suLuptHwC8vNS/DQ8Pc7W2366dWptHvkgP+9T2xOP58+eYNm0aDhw4AAAYMGAA1qxZAzMzswrXGTVqVJnnm3300Ue4ePGi+gKtwruTeBAREdViI0aMwMOHD3Hs2DEAwN/+9jf4+/vj4MGDla7Xt29fuaGx+vr6ao2zKkw8iIiIoN2jWn7//XccO3YMFy9exEcffQQA+PHHH9GlSxfcvn0bzZs3r3BdqVQKGxsb9QRWDRzVQkREhP92tdR0AkqejP7mlJeXV6PY4uLiYGpqKks6AKBz584wNTXFhQsXKl339OnTsLKywgcffIDx48cjIyOjRrHUFBMPIiIiFbO3t4epqalsCg0NrVF76enpsLKyKjPfysoK6enpFa7n4+ODX375BTExMfjuu+8QHx+Pnj171jgRqgl2tRAREUG1F5empqbCxMRENl8qlZa7fHBwMJYuXVppm/Hx8QBKHsj2NkEQyp1f6vPPP5f928XFBW5ubnB0dMThw4cVegicOjDxICIigmoTDxMTE7nEoyJTpkzBsGHDKl3GyckJ165dw7///e8y7z158gTW1tYKx2drawtHR0fcvXtX4XVUjYkHERGRhlhaWsLS0rLK5bp06YLMzExcunQJnTp1AgD89ttvyMzMhLu74sPjnz17htTUVNja2lY75priNR5ERERQ7cWlqtayZUv07dsX48ePx8WLF3Hx4kWMHz8e/fv3lxvR0qJFC+zduxcAkJ2djdmzZyMuLg7379/H6dOn4efnB0tLSwwcOFA9gSqAFQ8iIiJo93BaAPjll18wbdo0eHt7Ayi5gVj4W3fqu337NjIzMwEAOjo6uH79OrZs2YIXL17A1tYWnp6e2LlzJ4yNjdUXaBWYeBAREdUC5ubm2Lp1a6XLCIIg+7ehoSGOHz+u7rCUxsSDiIgIJdUOHZ2at0GVY+JBREQEJh5iYeJBREQEJh5i4agWIiIiEg0rHkRERND+US11BRMPIiIilCQd9WrYD8Culqqxq4WIiIhEw4oHERERWPEQCxMPIiIiMPEQC7taiIiISDSseBAREYEVD7Ew8SAiIgKH04qFXS1EREQkGlY8iIiIUFLtkEhq3gZV7t1JPOrXBxo0UF/7ZmbqaxtAcYsP1do+ADx5313t2/i32xi1tp+UpNbmAQAbN6p/G+e6XlTzFmaquX0AuCfCNhqrtfXHj/urtX0ASEryVfs21F3+NzRUb/vZ2eptvxQTD3G8O4kHERFRJZh4iIPXeBAREZFoWPEgIiICKx5iYeJBRESEkmthapp4cDht1djVQkRERKJhxYOIiAiq6SZhV0vVmHgQERGBiYdYNNrVcvbsWfj5+cHOzg4SiQT79u2Te18QBAQHB8POzg6Ghobw8PDAzZs3NRMsERER1ZhGE4+cnBy0bdsW4eHh5b7/zTffYNWqVQgPD0d8fDxsbGzQu3dvvHz5UuRIiYiorissVM1EldNoV4uPjw98fHzKfU8QBISFhWHhwoUYNGgQACAqKgrW1tbYtm0bJkyYIGaoRERUx6liRApHtVRNa0e1JCcnIz09Hd7e3rJ5UqkUPXr0wIULFypcLy8vD1lZWXITERERaQetTTzS09MBANbW1nLzra2tZe+VJzQ0FKamprLJ3t5erXESEVHdwK4WcWht4lFK8tbdXARBKDPvTUFBQcjMzJRNqamp6g6RiIjqACYe4tDa4bQ2NjYASioftra2svkZGRllqiBvkkqlkEqlao+PiIjqlsJCQBBq1gav8aia1lY8nJ2dYWNjg+joaNm8/Px8nDlzBu7u6n98OxEREameRise2dnZuHfvnux1cnIykpKSYG5uDgcHB8yYMQMhISFo1qwZmjVrhpCQEBgZGWHEiBEajJqIiOoiVjzEodHE4/Lly/D09JS9DgwMBAAEBAQgMjISc+fOxevXrzFp0iQ8f/4cH330EU6cOAFjY2NNhUxERHVUUVHNE4/iYtXEUpdpNPHw8PCAUMmnLJFIEBwcjODgYPGCIiIiIrXR2otLiYiIxFRYCNSr4ZWPrHhUjYkHERERmHiIRWtHtRAREVHdw4oHERERWPEQCxMPIiIilIxqqWniUNNRMe+CdyfxyMsD9PTU1352tvrahjh9YtaNzETYinr3pGlTtTYPAPD1Vf82cnM7q7X9+PgP1dp+iecibMNSra137Fhfre0DwKefqn0T8PJSb/stWqi3fT7rs255dxIPIiKiShQWApU8CkwhrHhUjYkHERERmHiIhYkHERERmHiIhcNpiYiISDSseBAREYEVD7Ew8SAiIgIAFEMQanojDt7IoyrsaiEiIiLRsOJBREQEACj6z1TTNqgyTDyIiIgAMPEQB7taiIiISDRMPIiIiAD8t+JR00k9li9fDnd3dxgZGcHMzEyhdQRBQHBwMOzs7GBoaAgPDw/cvHlTbTEqgokHERERgJIRKaqY1CM/Px9Dhw7F//zP/yi8zjfffINVq1YhPDwc8fHxsLGxQe/evfHy5Uu1xVkVJh5ERES1wNKlSzFz5ky0bt1aoeUFQUBYWBgWLlyIQYMGwcXFBVFRUXj16hW2bdum5mgrxsSDiIgIgCq7WrKysuSmvLw8cXcFQHJyMtLT0+Ht7S2bJ5VK0aNHD1y4cEH0eEox8SAiIgJQ0k1S06SjpKvF3t4epqamsik0NFTcXQGQnp4OALC2tpabb21tLXtPE5h4EBERAVBlxSM1NRWZmZmyKSgoqNwtBgcHQyKRVDpdvny5Rnslees+8IIglJknJt7Hg4iISMVMTExgYmJS5XJTpkzBsGHDKl3GycmpWjHY2NgAKKl82NrayuZnZGSUqYKIiYkHERERAE3cQMzS0hKWlpY13Gb5nJ2dYWNjg+joaLRr1w5AyciYM2fOYMWKFWrZpiLY1UJERARA24fTpqSkICkpCSkpKSgqKkJSUhKSkpKQnZ0tW6ZFixbYu3cvgJIulhkzZiAkJAR79+7FjRs3MGrUKBgZGWHEiBFqi7MqrHgQERHVAosXL0ZUVJTsdWkVIzY2Fh4eHgCA27dvIzMzU7bM3Llz8fr1a0yaNAnPnz/HRx99hBMnTsDY2FjU2N/ExIOIiAiAtj+rJTIyEpGRkZUuIwiC3GuJRILg4GAEBwerLS5lMfEgIiICoO2JR13BazyIiIhINKx4EBERAWDFQxzvTuKRmwvoqnF3c3PV1zYAPH2q3vZFYl1YqN72od72AcDdp4HatzHPXz3D60oV29iptX0AyM6u+h4G2q6B+j9q1MvOUv9G3hj1oBb31du+vrrjlym9c2lN26DKsKuFiIiIRPPuVDyIiIgqpYr7cLDiURUmHkRERAB4jYc4mHgQEREBYOIhDl7jQURERKJhxYOIiAgAKx7iYOJBREQEgImHODTa1XL27Fn4+fnBzs4OEokE+/btk71XUFCAefPmoXXr1qhfvz7s7OwwcuRIPHr0SHMBExERUY1oNPHIyclB27ZtER4eXua9V69eITExEYsWLUJiYiL27NmDO3fuYMCAARqIlIiI6j4Bij32vrJJKNMqydNoV4uPjw98fHzKfc/U1BTR0dFy89asWYNOnTohJSUFDg4OYoRIRETvDHa1iKFWXeORmZkJiUQCMzOzCpfJy8tDXl6e7HVWlgi3IyYiIiKF1JrhtLm5uZg/fz5GjBgBE5OKnwERGhoKU1NT2WRvby9ilEREVHsVqWiiytSKxKOgoADDhg1DcXEx1q1bV+myQUFByMzMlE2pqakiRUlERLUbEw8xaH1XS0FBAT777DMkJycjJiam0moHAEilUkilUpGiIyIiImVodeJRmnTcvXsXsbGxsLCw0HRIRERUZ/HiUjFoNPHIzs7GvXv3ZK+Tk5ORlJQEc3Nz2NnZYciQIUhMTMShQ4dQVFSE9PR0AIC5uTn09fU1FTYREdVJfDqtGDSaeFy+fBmenp6y14GBgQCAgIAABAcH48CBAwAAV1dXufViY2Ph4eEhVphERPROYMVDDBpNPDw8PCAIFd9spbL3iIiIqPbR6ms8iIiIxFOMmlcs2NVSFSYeREREANjVIo5acR8PIiIiqhtY8SAiIgLAUS3iYOJBREQEgF0t4mBXCxEREYmGFY/aorCQ29CG9gEgO1v923j6VK3N17t/X63tA4CJgYHat6F2uiL8RIpxztZ2YnznALDiIQ4mHkRERACYeIiDXS1EREQkGlY8iIiIAPAGYuJg4kFERASAw2nFwcSDiIgIAK/xEAev8SAiIiLRsOJBREQEgBUPcTDxICIiAsDEQxzsaiEiIiLRsOJBREQEgBUPcTDxICIiAsDhtOJgVwsRERGJhhUPIiIiALxzqTiYeBAREQHgNR7iYFcLERERiYYVDyIiIgCseIiDiQcREREAJh7iYOJBREQEgImHOHiNBxEREYmGFQ8iIiIAvIGYOFjxICIiAvDf+3jUZFJf4rF8+XK4u7vDyMgIZmZmCq0zatQoSCQSualz585qi1ERTDyIiIhqgfz8fAwdOhT/8z//o9R6ffv2xePHj2XTkSNH1BShYtjVQkREBEDbLy5dunQpACAyMlKp9aRSKWxsbNQQUfUw8aD/0hXhdFD3NgoL1dt+XSHGZy3GZ8HziVRKdYlHVlaW3FypVAqpVFrDtqvn9OnTsLKygpmZGXr06IHly5fDyspKI7EA7GohIiJSOXt7e5iamsqm0NBQjcTh4+ODX375BTExMfjuu+8QHx+Pnj17Ii8vTyPxAKx4EBER/YfqRrWkpqbCxMRENreiakdwcLCsC6Ui8fHxcHNzq1Y0n3/+uezfLi4ucHNzg6OjIw4fPoxBgwZVq82aYuJBREQEQJVdLSYmJnKJR0WmTJmCYcOGVbqMk5NTDWP6L1tbWzg6OuLu3bsqa1NZTDyIiIg0xNLSEpaWlqJt79mzZ0hNTYWtra1o23wbr/EgIiICUPN7eKiiYlKxlJQUJCUlISUlBUVFRUhKSkJSUhKys7Nly7Ro0QJ79+4FAGRnZ2P27NmIi4vD/fv3cfr0afj5+cHS0hIDBw5UW5xVYcWDiIgIgLYPp128eDGioqJkr9u1awcAiI2NhYeHBwDg9u3byMzMBADo6Ojg+vXr2LJlC168eAFbW1t4enpi586dMDY2VlucVWHiQUREBOC/dy6taRvqERkZWeU9PARBkP3b0NAQx48fV1s81aXRrpazZ8/Cz88PdnZ2kEgk2LdvX4XLTpgwARKJBGFhYaLFR0RERKql0cQjJycHbdu2RXh4eKXL7du3D7/99hvs7OxEioyIiN49xSqaqDIa7Wrx8fGBj49PpcukpaVhypQpOH78OHx9fUWKjIiI3j3afY1HXaHV13gUFxfD398fc+bMQatWrRRaJy8vT+6ObG/ftpaIiIg0R6uH065YsQK6urqYNm2awuuEhobK3abW3t5ejRESEVHdod3DaesKrU08EhIS8MMPPyAyMhISiUTh9YKCgpCZmSmbUlNT1RglERHVHUw8xKC1ice5c+eQkZEBBwcH6OrqQldXFw8ePMCsWbMqvX2sVCqV3apW0VvWEhERkTi09hoPf39/9OrVS25enz594O/vj9GjR2soKiIiqrt4cakYNJp4ZGdn4969e7LXycnJSEpKgrm5ORwcHGBhYSG3vJ6eHmxsbNC8eXOxQyUiojpPu28gVldoNPG4fPkyPD09Za8DAwMBAAEBAVXenY2IiIhqH40mHh4eHnK3d63K/fv31RcMERG941RxAzBWPKqitdd4EBERiasINR9zwWs8qsLEg4iICAATD3Fo7XBaIiIiqntY8SAiIgLAioc4mHgQEREB4MWl4qjziUfpqJmsnBwNR1JDhYWajqB2KOJfGwrR0dF0BKqhW+d/wgj//f1WZhRk9ajid5a/1VWp89/aly9fAgDs+/XTcCRERFQTL1++hKmpqcrb1dfXh42NDdLTT6qkPRsbG+jr66ukrbpIIqg/hdSo4uJiPHr0CMbGxgo9bC4rKwv29vZITU2t1c95qQv7wX3QDnVhH4C6sR/v6j4IgoCXL1/Czs4O9eqpZ0xEbm4u8vPzVdKWvr4+DAwMVNJWXVTnKx716tVD48aNlV6vrjxgri7sB/dBO9SFfQDqxn68i/ugjkrHmwwMDJgsiITDaYmIiEg0TDyIiIhINEw83iKVSrFkyRJIpVJNh1IjdWE/uA/aoS7sA1A39oP7QHVBnb+4lIiIiLQHKx5EREQkGiYeREREJBomHkRERCQaJh5EREQkGiYeb1m3bh2cnZ1hYGCADh064Ny5c5oOSWGhoaHo2LEjjI2NYWVlhU8//RS3b9/WdFg1EhoaColEghkzZmg6FKWlpaXhyy+/hIWFBYyMjODq6oqEhARNh6WwwsJCfPXVV3B2doahoSGaNGmCZcuWobhYex+CdfbsWfj5+cHOzg4SiQT79u2Te18QBAQHB8POzg6Ghobw8PDAzZs3NRNsJSrbj4KCAsybNw+tW7dG/fr1YWdnh5EjR+LRo0eaC7gcVX0Wb5owYQIkEgnCwsJEi480h4nHG3bu3IkZM2Zg4cKFuHLlCrp37w4fHx+kpKRoOjSFnDlzBpMnT8bFixcRHR2NwsJCeHt7I6eWPiAvPj4eERERaNOmjaZDUdrz58/RtWtX6Onp4ejRo7h16xa+++47mJmZaTo0ha1YsQIbNmxAeHg4fv/9d3zzzTf49ttvsWbNGk2HVqGcnBy0bdsW4eHh5b7/zTffYNWqVQgPD0d8fDxsbGzQu3dv2TOdtEVl+/Hq1SskJiZi0aJFSExMxJ49e3Dnzh0MGDBAA5FWrKrPotS+ffvw22+/wc7OTqTISOMEkunUqZMwceJEuXktWrQQ5s+fr6GIaiYjI0MAIJw5c0bToSjt5cuXQrNmzYTo6GihR48ewvTp0zUdklLmzZsndOvWTdNh1Iivr68wZswYuXmDBg0SvvzySw1FpBwAwt69e2Wvi4uLBRsbG+Hrr7+WzcvNzRVMTU2FDRs2aCBCxby9H+W5dOmSAEB48OCBOEEpqaJ9ePjwofDee+8JN27cEBwdHYXvv/9e9NhIfKx4/Ed+fj4SEhLg7e0tN9/b2xsXLlzQUFQ1k5mZCQAwNzfXcCTKmzx5Mnx9fdGrVy9Nh1ItBw4cgJubG4YOHQorKyu0a9cOP/74o6bDUkq3bt1w6tQp3LlzBwBw9epVnD9/Hv1q6ZOek5OTkZ6eLvcdl0ql6NGjR639jpfKzMyERCKpVRW14uJi+Pv7Y86cOWjVqpWmwyER1fmHxCnq6dOnKCoqgrW1tdx8a2trpKenayiq6hMEAYGBgejWrRtcXFw0HY5SduzYgcTERMTHx2s6lGr7888/sX79egQGBmLBggW4dOkSpk2bBqlUipEjR2o6PIXMmzcPmZmZaNGiBXR0dFBUVITly5dj+PDhmg6tWkq/x+V9xx88eKCJkFQiNzcX8+fPx4gRI2rVg+NWrFgBXV1dTJs2TdOhkMiYeLxFIpHIvRYEocy82mDKlCm4du0azp8/r+lQlJKamorp06fjxIkTtfpJkcXFxXBzc0NISAgAoF27drh58ybWr19faxKPnTt3YuvWrdi2bRtatWqFpKQkzJgxA3Z2dggICNB0eNVWV77jQMmFpsOGDUNxcTHWrVun6XAUlpCQgB9++AGJiYm19thT9bGr5T8sLS2ho6NTprqRkZFR5i8kbTd16lQcOHAAsbGxaNy4sabDUUpCQgIyMjLQoUMH6OrqQldXF2fOnMHq1auhq6uLoqIiTYeoEFtbW3z44Ydy81q2bFlrLlQGgDlz5mD+/PkYNmwYWrduDX9/f8ycOROhoaGaDq1abGxsAKBOfMeBkqTjs88+Q3JyMqKjo2tVtePcuXPIyMiAg4OD7Hv+4MEDzJo1C05OTpoOj9SMicd/6Ovro0OHDoiOjpabHx0dDXd3dw1FpRxBEDBlyhTs2bMHMTExcHZ21nRISvPy8sL169eRlJQkm9zc3PDFF18gKSkJOjo6mg5RIV27di0zlPnOnTtwdHTUUETKe/XqFerVk/+J0NHR0erhtJVxdnaGjY2N3Hc8Pz8fZ86cqTXf8VKlScfdu3dx8uRJWFhYaDokpfj7++PatWty33M7OzvMmTMHx48f13R4pGbsanlDYGAg/P394ebmhi5duiAiIgIpKSmYOHGipkNTyOTJk7Ft2zbs378fxsbGsr/sTE1NYWhoqOHoFGNsbFzmmpT69evDwsKiVl2rMnPmTLi7uyMkJASfffYZLl26hIiICERERGg6NIX5+flh+fLlcHBwQKtWrXDlyhWsWrUKY8aM0XRoFcrOzsa9e/dkr5OTk5GUlARzc3M4ODhgxowZCAkJQbNmzdCsWTOEhITAyMgII0aM0GDUZVW2H3Z2dhgyZAgSExNx6NAhFBUVyb7r5ubm0NfX11TYcqr6LN5OlvT09GBjY4PmzZuLHSqJTbODarTP2rVrBUdHR0FfX19o3759rRqKCqDcafPmzZoOrUZq43BaQRCEgwcPCi4uLoJUKhVatGghREREaDokpWRlZQnTp08XHBwcBAMDA6FJkybCwoULhby8PE2HVqHY2NhyvwMBAQGCIJQMqV2yZIlgY2MjSKVS4eOPPxauX7+u2aDLUdl+JCcnV/hdj42N1XToMlV9Fm/jcNp3h0QQBEGkHIeIiIjecbzGg4iIiETDxIOIiIhEw8SDiIiIRMPEg4iIiETDxIOIiIhEw8SDiIiIRMPEg4iIiETDxIPoHXH69GlIJBK8ePFC06EQ0TuMiQeRyIqKiuDu7o7BgwfLzc/MzIS9vT2++uortWzX3d0djx8/hqmpqVraJyJSBO9cSqQBd+/ehaurKyIiIvDFF18AAEaOHImrV68iPj5ea563QUSkaqx4EGlAs2bNEBoaiqlTp+LRo0fYv38/duzYgaioqAqTjnnz5uGDDz6AkZERmjRpgkWLFqGgoABAyZOJe/Xqhb59+6L0b4kXL17AwcEBCxcuBFC2q+XBgwfw8/NDw4YNUb9+fbRq1QpHjhxR/84T0TuNT6cl0pCpU6di7969GDlyJK5fv47FixfD1dW1wuWNjY0RGRkJOzs7XL9+HePHj4exsTHmzp0LiUSCqKgotG7dGqtXr8b06dMxceJEWFtbIzg4uNz2Jk+ejPz8fJw9exb169fHrVu30KBBA/XsLBHRf7CrhUiD/vjjD7Rs2RKtW7dGYmIidHUV/1vg22+/xc6dO3H58mXZvF27dsHf3x+BgYH44YcfcOXKFXzwwQcASioenp6eeP78OczMzNCmTRsMHjwYS5YsUfl+ERFVhF0tRBq0adMmGBkZITk5GQ8fPgQATJw4EQ0aNJBNpX799Vd069YNNjY2aNCgARYtWoSUlBS59oYOHYpBgwYhNDQU3333nSzpKM+0adPw97//HV27dsWSJUtw7do19ewkEdEbmHgQaUhcXBy+//577N+/H126dMHYsWMhCAKWLVuGpKQk2QQAFy9exLBhw+Dj44NDhw7hypUrWLhwIfLz8+XafPXqFRISEqCjo4O7d+9Wuv1x48bhzz//hL+/P65fvw43NzesWbNGXbtLRASAiQeRRrx+/RoBAQGYMGECevXqhY0bNyI+Ph7/+Mc/YGVlhaZNm8omAPjnP/8JR0dHLFy4EG5ubmjWrBkePHhQpt1Zs2ahXr16OHr0KFavXo2YmJhK47C3t8fEiROxZ88ezJo1Cz/++KNa9peIqBQTDyINmD9/PoqLi7FixQoAgIODA7777jvMmTMH9+/fL7N806ZNkZKSgh07duBf//oXVq9ejb1798otc/jwYWzatAm//PILevfujfnz5yMgIADPnz8vN4YZM2bg+PHjSE5ORmJiImJiYtCyZUuV7ysR0Zt4cSmRyM6cOQMvLy+cPn0a3bp1k3uvT58+KCwsxMmTJyGRSOTemzt3LjZt2oS8vDz4+vqic+fOCA4OxosXL/DkyRO0bt0a06dPR1BQEACgsLAQXbt2hZOTE3bu3Fnm4tKpU6fi6NGjePjwIUxMTNC3b198//33sLCwEO1YENG7h4kHERERiYZdLURERCQaJh5EREQkGiYeREREJBomHkRERCQaJh5EREQkGiYeREREJBomHkRERCQaJh5EREQkGiYeREREJBomHkRERCQaJh5EREQkGiYeREREJJr/B+jNphLjOO+uAAAAAElFTkSuQmCC",
"text/plain": [
""
]
@@ -440,13 +461,13 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 4,
"id": "42acc528",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
""
]
diff --git a/Matplotlib/Part4-HowToSpeakMPL.ipynb b/Matplotlib/Part4-HowToSpeakMPL.ipynb
index 641da8d..df0e94e 100644
--- a/Matplotlib/Part4-HowToSpeakMPL.ipynb
+++ b/Matplotlib/Part4-HowToSpeakMPL.ipynb
@@ -70,7 +70,7 @@
"outputs": [
{
"data": {
- "image/png": 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Mll27dk188cUXRQcHB9HLy0scM2ZMqS48WKg837fLly+Lb775pli9enXR3t5etLOzE+vXry9OnjxZzMnJeeL9kvUQRLEKzlIjsgAJCQkICwvDvHnzKmQ0hh7N19cXb775ZpGL8pmTzZs34/nnn8epU6fQsGFDqeMQVWmcw0NEVufcuXPIz89/6snCFW3Xrl3o168fyw5ROeAcHiKyOvXr1y9yrRpzZM6jT0RVDUd4iIiIyOJxDg8RERFZPI7wEBERkcVj4SEiIiKLx0nLMNyXKDk5Gc7OzpV2OXQiIiJ6OqIoIjs7GwEBAY+88THAwgMASE5OLnJnayIiIqoaEhMTUa1atUduw8IDwNnZGYDhDXNxcZE4DREREZVGVlYWgoKCjL/HH4WFB/fv6uvi4sLCQ0REVMWUZjoKJy0TERGRxWPhISIiIovHwkNEREQWj3N4Skmv10OtVksdw6wplcrHnhZIREQkBRaeUlCr1YiPj4der5c6ilmTyWQICwuDUqmUOgoREZEJFp7HEEURN2/ehFwuR1BQEEcwSlB48cabN28iODiYF3AkIiKzwsLzGFqtFnl5eQgICICDg4PUccyat7c3kpOTodVqoVAopI5DRERkxOGKx9DpdADAwzSlUPgeFb5nRERE5oKFp5R4iObx+B4REZG5YuEhIiIii8fCQ0RERBaPhcdCdezYEdHR0VLHICIiMgssPERERFRhzt0+h9v5t6WOwcJjiQYNGoQ9e/ZgwYIFEAQBgiAgISFB6lhERGRl9KIeH+39CN3+1w2Hkg9JmoXX4SkjURSRr5HmtGt7hbxUZ0ItWLAAFy9eRIMGDTBt2jQAhmvkEBERVaZdibuQkJUAZ4UzGno1lDQLC08Z5Wt0qDfpL0le+99p3eCgfPwfmaurK5RKJRwcHODn51cJyYiIiEyJoojvznwHAOhXpx+clE6S5uEhLSIiIip3R1OP4vSt01DKlHi97utSx+EIT1nZK+T4d1o3yV6biIioKvjurGF056WaL8HL3kviNCw8ZSYIQqkOK0lNqVTyFg9ERCSJuDtx2J+0HzJBhoH1B0odBwAPaVms0NBQxMbGIiEhAbdu3YJer5c6EhERWYnC0Z2uIV0R5BwkcRoDFh4L9f7770Mul6NevXrw9vbG9evXpY5ERERW4Eb2DWxN2AoAeKvBWxKnuc/8j83QE6lVqxYOHZL2mgdERGR9fjz3I/SiHq0DWqOuZ12p4xhxhIeIiIjKxe3829hweQMAYEiDIRKnMcXCQ0REROVizYU1UOlUaODZAC38WkgdxwQLDxERET21XE0u1l5YCwAY0nBIqe4MUJlYeIiIiOip/XLxF2SpsxDqEopng56VOk4RLDxERET0VDQ6DVb+uxIAMKj+IMhl5nehXBYeIiIieiqbrm5CWl4avO298UL4C1LHKRYLDxERET0xvajH9+e+BwAMqDcASrlS4kTFY+EhIiKiJ7YrcRfiM+PhrHDGf2r9R+o4JWLhISIioiciiiK+O2O4jcSrdV6Fk9JJ4kQlY+GxQvn5+WjXrh0EQcD8+fOljkNERFXU0dSjOH3rNJQyJfrX7S91nEdi4bFQHTt2RHR0dJHlWq0Wffv2RXp6OhYsWIDx48dj1apVRbb7+uuv0a5dO7i7u8Pd3R1RUVE4fPhwJSQnIqKqovAmob1r9IaXvZfEaR6N99KyIqIoYtCgQUhKSsLevXvh4+ODkJAQ9O/fHx4eHujZs6dx2927d+O1115D69atYWdnhzlz5qBr1644d+4cAgMDJfwuiIjIHMTdicP+pP2QCTIMqj9I6jiPxREeCzRo0CDs2bMHCxYsgCAIEAQBCQkJiI6OxuXLl7Fr1y74+PgAAHr16oUNGzZg0KBB2L9/v3Efq1evxvDhw9GkSRPUqVMH33zzDfR6PXbs2CHVt0VERGakcHSna0hXBLkESZzm8TjCU1aiCGjypHlthQNQikt1L1iwABcvXkSDBg0wbdo0AIC3tzcWLFhQ7PZdunRBenr6I/eZl5cHjUYDDw+PsucmIiKLciP7Bv5K+AsA8FaDtyROUzosPGWlyQNmBkjz2h8nA0rHx27m6uoKpVIJBwcH+Pn5lctLjx8/HgEBAYiKiiqX/RERUdX147kfoRN1aB3QGnU960odp1RYeOixZs+ejbVr12L37t2ws7OTOg4REUnodv5tbLi8AUDVGd0BWHjKTuFgGGmR6rUr2eeff47Zs2dj+/btaNSoUaW/PhERmZc1F9ZApVOhvmd9tPRrKXWcUmPhKStBKNVhJakplUrodLqn2sfcuXMxY8YM/PXXX2jevHk5JSMioqoqV5OLtRfWAgCGNBwCoRTzSs0FC4+FCg0NRWxsLBISEuDk5AQPDw/IZKU/KW/OnDmYNGkS1qxZg9DQUKSkpAAAnJyc4ORkvlfSJCKiivPLxV+Qpc5CiEsIOgV1kjpOmfC0dAv1/vvvQy6Xo169evD29sb169fL9PylS5dCrVajb9++8Pf3Nz4+//zzCkpMRETmTKPTYOW/KwEAg+sPhlwmlzhR2UhaePbu3YsXXngBAQEBEAQBGzduNFkviiImTZoEf39/2NvbIyoqCpcuXTLZ5s6dO+jfvz9cXFzg5uaGIUOGICcnpxK/C/NUq1YtHDp0CHl5eRBFEaGhoWV6fkJCAkRRLPKYMmVKheQlIiLz9mf8n0jLS4O3vTdeCH9B6jhlJmnhyc3NRePGjbF48eJi18+dOxcLFy7EsmXLEBsbC0dHR3Tr1g0FBQXGbfr3749z585h27Zt2LRpE/bu3Ythw4ZV1rdARERk8fSi3nihwTfqvQGlXClxorKTdA5P9+7d0b1792LXiaKImJgYfPrpp+jVqxcAYOXKlfD19cXGjRvRr18/nD9/Hlu3bsWRI0eMk2q/+uor9OjRA59//jkCAiS6Xg4REZEF2Z24G/GZ8XBWOOOVWq9IHeeJmO0cnvj4eKSkpJhc6M7V1RURERE4dOgQAODQoUNwc3MzOYMoKioKMpkMsbGxJe5bpVIhKyvL5EFERERFiaKIb89+CwB4pfYrcFJWzRNXzLbwFJ4V5Ovra7Lc19fXuC4lJcV4T6hCNjY28PDwMG5TnFmzZsHV1dX4CAoy/3uAEBERSeFY6jGcTj8NpUyJN+q9IXWcJ2a2haciTZgwAZmZmcZHYmKi1JGIiIjMUuHoTq8aveBl7yVxmidntoWn8B5QqampJstTU1ON6/z8/JCWlmayXqvV4s6dO4+8h5StrS1cXFxMHkRERGQq7k4c9ifth0yQYVD9QVLHeSpmW3jCwsLg5+eHHTt2GJdlZWUhNjYWkZGRAIDIyEhkZGTg2LFjxm127twJvV6PiIiISs9MRERkSQrPzOoS0gXBLsESp3k6kp6llZOTg8uXLxu/jo+Px8mTJ+Hh4YHg4GBER0dj+vTpqFmzJsLCwjBx4kQEBASgd+/eAIC6deviueeew9ChQ7Fs2TJoNBqMHDkS/fr14xlaRERETyEpJwl/JfwFoGrdJLQkkhaeo0eP4tlnnzV+PW7cOADAwIED8cMPP+DDDz9Ebm4uhg0bhoyMDLRt2xZbt241uWP36tWrMXLkSHTu3BkymQwvv/wyFi5cWOnfCxERkSX58dyP0Ik6RPpHop5nPanjPDVBFEVR6hBSy8rKgqurKzIzM4vM5ykoKEB8fDzCwsJMilZVlp+fj65du2L//v348ssvMXbs2HLZryW+V0RE1uhOwR10+6UbCnQF+Lrr12jl30rqSMV61O/vh5ntHB56Oh07dkR0dHSR5VqtFn379kV6ejoWLFiA8ePHY9WqVUW2+/XXX9G8eXO4ubnB0dERTZo0KXY7IiKyPKvPr0aBrgD1Pesjws8y5sTybulWRBRFDBo0CElJSdi7dy98fHwQEhKC/v37w8PDAz179jRu6+HhgU8++QR16tSBUqnEpk2bMHjwYPj4+KBbt24SfhdERFSRMlWZWHN+DQDD3B1BECROVD44wmOBBg0ahD179mDBggUQBAGCICAhIQHR0dG4fPkydu3aZbxgY69evbBhwwYMGjQI+/fvN+6jY8eOeOmll1C3bl2Eh4djzJgxaNSokck2RERkeX489yNyNDmo6V4TUSFRj39CFcERnjISRRH52nxJXtvexr5UTXvBggW4ePEiGjRogGnTpgEAvL29sWDBgmK379KlC9LT00vcnyiK2LlzJ+Li4jBnzpwnC09ERGbvbsFdrD6/GgAwovEIyATLGRdh4SmjfG0+ItZIczwz9vVYOCgcHrudq6srlEolHBwcHnkBxsfJzMxEYGAgVCoV5HI5lixZgi5dujzx/oiIyLx9f+575GnzUNejLjoFd5I6Trli4aESOTs74+TJk8jJycGOHTswbtw4VK9eHR07dpQ6GhERlbNb+bew9sJaAMCIJiMsZu5OIRaeMrK3sUfs6yXfib2iX7syyWQy1KhRAwDQpEkTnD9/HrNmzWLhISKyQN+f/R752nw08GyA9tXaSx2n3LHwlJEgCKU6rCQ1pVIJnU5XrvvU6/VQqVTluk8iIpJeel461sWtAwCMeMbyRncAFh6LFRoaitjYWCQkJMDJyQkeHh6QyUo/+WzWrFlo3rw5wsPDoVKpsHnzZqxatQpLly6twNRERCSFb858A5VOhSbeTdAmoI3UcSoEC4+Fev/99zFw4EDUq1cP+fn5iI+PR2hoaKmfn5ubi+HDh+PGjRuwt7dHnTp18H//93949dVXKy40ERFVupTcFPx88WcAlju6A7DwWKxatWrh0KFDT/z86dOnY/r06eWYiIiIzNE3Z76BRq9BM99mFnNV5eJYzgn2REREVCbJOcn436X/AbDMM7MexMJDRERkpVacXgGtXosI/wi08GshdZwKxcJDRERkhRKzErHx8kYAhtEdS8fCQ0REZIWWn14OnahDm4A2eMbnGanjVDgWnlISRVHqCGaP7xERUdWQkJmAP67+AcA6RncAFp7HksvlAAC1Wi1xEvNX+B4VvmdERGSelp1eBr2oR4dqHdDQu6HUcSoFT0t/DBsbGzg4OCA9PR0KhaJMF++zJnq9Hunp6XBwcICNDX+siIjM1dWMq9h8dTMAYHiT4RKnqTz8zfQYgiDA398f8fHxuHbtmtRxzJpMJkNwcLBFn9ZIRFTVLT21FCJEdA7ujHqe9aSOU2lYeEpBqVSiZs2aPKz1GEqlkiNgRERm7OLdi9iasBUA8G7jdyVOU7lYeEpJJpPBzs5O6hhERERPbOlJw/0Qu4Z0RW2P2hKnqVz833EiIiIrcP72eWy/vh0CBKuau1OIhYeIiMgKLDm1BADQPaw7wt3CJU5T+Vh4iIiILNzZW2exO3E3ZIIM7zR+R+o4kmDhISIisnCLTy4GADxf/XmEuYZJnEYaLDxEREQW7GTaSexP2g+5IMc7jaxzdAdg4SEiIrJoS04a5u70qtELQS5BEqeRDgsPERGRhTqWegyHbh6CjcwGwxoNkzqOpFh4iIiILFTh3J0+Nfog0ClQ4jTSYuEhIiKyQIdvHsaRlCNQyBQY2mio1HEkx8JDRERkYURRxKKTiwAAfWv1hZ+jn8SJpMfCQ0REZGEOJR/CibQTsJXb4r8N/yt1HLPAwkNERGRBRFE0zt15pfYr8HHwkTiReWDhISIisiD7kvbh9K3TsJPb4a0Gb0kdx2yw8BAREVmIB0d3XqvzGrzsvSROZD5YeIiIiCzErsRd+Pf2v3CwccDgBoOljmNWWHiIiIgsgF7UG6+q3L9uf7jbuUucyLyw8BAREVmA7de2I+5uHJwUThhYf6DUccwOCw8REVEVp9FpsOD4AgDAgHoD4GrrKnEi88PCQ0REVMWti1uH69nX4WnniUH1B0kdxyyx8BAREVVhmapMLDu9DAAw8pmRcFA4SJzIPLHwEBERVWErTq9ApioTNdxq4KUaL0kdx2yx8BAREVVRidmJWHNhDQDg/ebvQy6TS5zIfLHwEBERVVExx2Kg1WvROqA12gS2kTqOWWPhISIiqoJOpp3E39f+hkyQ4b3m70kdx+yx8BAREVUxoihi3tF5AICXaryEWu61JE5k/lh4iIiIqpi/rv2F0+mnYW9jjxFNRkgdp0pg4SEiIqpC1Do1Yo7FAAAGNxgMbwdvaQNVESw8REREVcia82uQlJMEH3sfDKzHW0iUFgsPERFRFZFRkIEVp1cA4EUGy8qsC49Op8PEiRMRFhYGe3t7hIeH47PPPoMoisZtRFHEpEmT4O/vD3t7e0RFReHSpUsSpiYiIqoYy04vQ7YmG7Xda+PF8BeljlOlmHXhmTNnDpYuXYpFixbh/PnzmDNnDubOnYuvvvrKuM3cuXOxcOFCLFu2DLGxsXB0dES3bt1QUFAgYXIiIqLylZCZgHUX1gEA3mv+Hi8yWEY2Ugd4lIMHD6JXr17o2bMnACA0NBQ//fQTDh8+DMAwuhMTE4NPP/0UvXr1AgCsXLkSvr6+2LhxI/r16ydZdiIiovIUczwGWlGLdoHtEBkQKXWcKsesR3hat26NHTt24OLFiwCAU6dOYf/+/ejevTsAID4+HikpKYiKijI+x9XVFRERETh06FCJ+1WpVMjKyjJ5EBERmaujKUex4/oOXmTwKZj1CM9HH32ErKws1KlTB3K5HDqdDjNmzED//v0BACkpKQAAX19fk+f5+voa1xVn1qxZmDp1asUFJyIiKid6UY/Pj34OAHi55ssIdwuXOFHVZNYjPOvXr8fq1auxZs0aHD9+HD/++CM+//xz/Pjjj0+13wkTJiAzM9P4SExMLKfERERE5WtL/Bacu30ODjYOGN5kuNRxqiyzHuH54IMP8NFHHxnn4jRs2BDXrl3DrFmzMHDgQPj5+QEAUlNT4e/vb3xeamoqmjRpUuJ+bW1tYWtrW6HZiYiInlaBtgALji8AAPy34X/hZe8lcaKqy6xHePLy8iCTmUaUy+XQ6/UAgLCwMPj5+WHHjh3G9VlZWYiNjUVkJCd0ERFR1fZ/5/8PN3NvwtfBF2/Ue0PqOFWaWY/wvPDCC5gxYwaCg4NRv359nDhxAl9++SXeeustAIAgCIiOjsb06dNRs2ZNhIWFYeLEiQgICEDv3r2lDU9ERPQU7hTcwTdnvgEAjGk6BvY29hInqtrMuvB89dVXmDhxIoYPH460tDQEBATg7bffxqRJk4zbfPjhh8jNzcWwYcOQkZGBtm3bYuvWrbCzs5MwORER0dNZcnIJcjW5qOtRFz2r95Q6TpUniA9etthKZWVlwdXVFZmZmXBxcZE6DhERWbmrGVfR5/c+0Ik6fNftO7TwayF1JLNUlt/fZj2Hh4iIyBrNPzYfOlGHjkEdWXbKCQsPERGRGTl88zB239gNuSDH2GZjpY5jMVh4iIiIzMSDFxn8T63/oLprdYkTWQ4WHiIiIjOx6eomnL9zHk4KJ7zb5F2p41gUFh4iIiIzkK/NN7nIoIedh8SJLAsLDxERkRlYeW4l0vLSEOAYwIsMVgAWHiIiIondyr+Fb89+C8BwkUFbOW9/VN5YeIiIiCS2+ORi5Gvz0cCzAZ4Le07qOBaJhYeIiEhCl+5ewq+XfgUAfNDiA8gE/mquCHxXiYiIJPTFsS+gF/WICo5CU9+mUsexWCw8REREEtl3Yx8OJB2AjWCD6GbRUsexaCw8REREEijQFmBm7EwAwGt1X0OIS4jEiSwbCw8REZEEvjnzDW7k3ICPgw9GNBkhdRyLx8JDRERUyRIyE/Dd2e8AAONbjIejwlHiRJaPhYeIiKgSiaKI6bHTodFr0CawDbqEdJE6klVg4SEiIqpEW+K3IPZmLJQyJT5u+TEEQZA6klVg4SEiIqok2epszDs6DwDw30b/RbBLsMSJrAcLDxERUSVZdGIRbuXfQohLCIY0GCJ1HKvCwkNERFQJ/r39L9bGrQUAfBLxCZRypcSJrAsLDxERUQXT6XX47NBn0It6dA/tjsiASKkjWR0WHiIiogr2y8VfcPb2WTgpnPBBiw+kjmOVWHiIiIgq0K38W1hwfAEAYOQzI+Ht4C1xIuvEwkNERFSBvjj6BbI12ajrURf9aveTOo7VYuEhIiKqIIdvHsamq5sgQMCkyEmQy+RSR7JaLDxEREQVQKPTYHrsdADAK7VfQQOvBhInsm4sPERERBXgh3M/ID4zHh52HhjddLTUcaweCw8REVE5u5F9A8tPLwcAvN/8fbgoXSRORCw8RERE5UgURcw+PBsqnQot/Vri+erPSx2JwMJDRERUrnYm7sSeG3tgI7PBJ60+4c1BzQQLDxERUTnJ0+Rh9uHZAIDB9Qejumt1iRNRIRYeIiKicrLs1DKk5KYg0CkQQxsNlToOPYCFh4iIqBxcunsJq/5dBQCY0HIC7G3sJU5ED2LhISIiekp6UY/p/0yHVtSiU1AndAjqIHUkeggLDxER0VP67fJvOJ52HPY29vio5UdSx6FisPAQERE9hYyCDHx57EsAwLuN34W/k7/Eiag4LDxERERPIeZ4DDJUGajhVgNv1HtD6jhUAhYeIiKiJ3Qy7ST+d+l/AICJrSZCIVNInIhKwsJDRET0BLR6Lab/Y7g5aO8avdHUt6nEiehRWHiIiIiewJrzaxB3Nw6utq4Y12yc1HHoMVh4iIiIyiglNwWLTy4GAIxtOhbudu4SJ6LHYeEhIiIqo7lH5iJPm4fG3o3xUs2XpI5DpcDCQ0REVAbbr23HtmvbIBfkmNhqImQCf5VWBfxTIiIiKqU7BXfw2T+fAQAGNxiM2h61JU5EpcXCQ0REVAqiKOKzQ5/hTsEd1HSviXcbvyt1JCoDFh4iIqJS2By/Gduvb4eNYIOZbWdCKVdKHYnKgIWHiIjoMdLy0jAzdiYA4O3Gb6OORx2JE1FZsfAQERE9giiKmHJwCrLUWajnWQ9DGg6ROhI9ARYeIiKiR9h4eSP2Je2DUqbEjDYzePuIKoqFh4iIqATJOcmYc2QOAGDkMyNRw72GxInoSZl94UlKSsIbb7wBT09P2Nvbo2HDhjh69KhxvSiKmDRpEvz9/WFvb4+oqChcunRJwsRERGQJ9KIekw5OQq4mF028m+DNem9KHYmeQrkUnoyMjPLYTRF3795FmzZtoFAosGXLFvz777/44osv4O5+/xLec+fOxcKFC7Fs2TLExsbC0dER3bp1Q0FBQYVkIiIi67A+bj1ib8bCTm6H6W2nQy6TSx2JnkKZC8+cOXOwbt0649evvPIKPD09ERgYiFOnTpVruDlz5iAoKAjff/89WrZsibCwMHTt2hXh4eEADKM7MTEx+PTTT9GrVy80atQIK1euRHJyMjZu3FiuWYiIyHpcz7qOL499CQCIbhaNEJcQiRPR0ypz4Vm2bBmCgoIAANu2bcO2bduwZcsWdO/eHR988EG5hvv999/RvHlz/Oc//4GPjw+eeeYZfP3118b18fHxSElJQVRUlHGZq6srIiIicOjQoXLNQkRE1kGn12HigYnI1+ajpV9LvFbnNakjUTmwKesTUlJSjIVn06ZNeOWVV9C1a1eEhoYiIiKiXMNdvXoVS5cuxbhx4/Dxxx/jyJEjGD16NJRKJQYOHIiUlBQAgK+vr8nzfH19jeuKo1KpoFKpjF9nZWWVa24iIqq6/u/8/+F42nE42DhgWptpvFeWhSjzn6K7uzsSExMBAFu3bjWOroiiCJ1OV67h9Ho9mjZtipkzZ+KZZ57BsGHDMHToUCxbtuyp9jtr1iy4uroaH4UFjoiIrNvVjKtYeHwhAODDFh8i0ClQ4kRUXspcePr06YPXX38dXbp0we3bt9G9e3cAwIkTJ1CjRvmerufv74969eqZLKtbty6uX78OAPDz8wMApKammmyTmppqXFecCRMmIDMz0/goLHBERGS9tHotPtn/CdR6NdoGtkWfmn2kjkTlqMyFZ/78+Rg5ciTq1auHbdu2wcnJCQBw8+ZNDB8+vFzDtWnTBnFxcSbLLl68iJAQw+SxsLAw+Pn5YceOHcb1WVlZiI2NRWRkZIn7tbW1hYuLi8mDiIis23dnv8PZ22fhrHTGlMgpEARB6khUjso8h0ehUOD9998vsnzs2LHlEujhfbZu3RozZ87EK6+8gsOHD2PFihVYsWIFAEAQBERHR2P69OmoWbMmwsLCMHHiRAQEBKB3797lnoeIiCxT3J04LD21FAAwoeUE+Dr6PuYZVNWUqvD8/vvv6N69OxQKBX7//fdHbvviiy+WSzAAaNGiBTZs2IAJEyZg2rRpCAsLQ0xMDPr372/c5sMPP0Rubi6GDRuGjIwMtG3bFlu3boWdnV255SAiIsul0Wnw8f6PodVr0Tm4M56v/rzUkagCCKIoio/bSCaTISUlBT4+PpDJSj4KJghCuU9crgxZWVlwdXVFZmYmD28REVmZr058hRWnV8Dd1h0bem2Ap72n1JGolMry+7tUIzx6vb7Yz4mIiKqys7fO4tsz3wIAPm31KcuOBSvXiwvk5eWV5+6IiIgqTIG2AJ/s/wQ6UYfuYd3RNbSr1JGoApW58HTu3BlJSUlFlsfGxqJJkyblkYmIiKjCLTqxCFczr8LL3gufRHwidRyqYGUuPHZ2dmjUqJHxflp6vR5TpkxBu3bt0KNHj3IPSEREVN6Opx7Hyn9XAgCmRE6Bq62rxImoopX5tPQ///wTixcvxltvvYXffvsNCQkJuHbtGjZt2oSuXTkcSERE5i1Pk4dPD3wKESJ61+iNDkEdpI5ElaDMhQcARowYgRs3bmDOnDmwsbHB7t270bp16/LORkREVO7mH5uPxOxE+Dn64cMWH0odhypJmQ9p3b17Fy+//DKWLl2K5cuXG28eumTJkorIR0REVG7+ufkP1satBQBMaz0NzkpniRNRZSnzCE+DBg0QFhaGEydOICwsDEOHDsW6deswfPhw/Pnnn/jzzz8rIicREdFTyVHnYNKBSQCAV2u/isiAkm9BRJanzCM877zzDvbu3YuwsDDjsldffRWnTp2CWq0u13BERETlZc6RObiZexPVnKphXLNxUsehSlaqKy1bOl5pmYjIsv1x5Q98vP9jCBDw/XPfo5lvM6kjUTko9ystFycvLw/Xr18vMqrTqFGjJ90lERFRubuaeRWf/fMZAOCdxu+w7FipMhee9PR0DB48GFu2bCl2fVW8lxYREVmmfG0+3tv9HvK1+Yjwi8Dbjd6WOhJJpMxzeKKjo5GRkYHY2FjY29tj69at+PHHH1GzZs3H3kmdiIioMs2KnYXLGZfhaeeJ2e1nQy6TSx2JJFLmEZ6dO3fit99+Q/PmzSGTyRASEoIuXbrAxcUFs2bNQs+ePSsiJxERUZn8fuV3bLi8ATJBhrnt58LL3kvqSCShMo/w5ObmwsfHBwDg7u6O9PR0AEDDhg1x/Pjx8k1HRET0BK5kXMH0f6YDAN5t/C5a+reUOBFJrcyFp3bt2oiLiwMANG7cGMuXL0dSUhKWLVsGf3//cg9IRERUFnmaPOO8nVb+rTC04VCpI5EZKPMhrTFjxuDmzZsAgMmTJ+O5557D6tWroVQq8cMPP5R3PiIiojKZETsDVzKvwNveG7Pbcd4OGZS58LzxxhvGz5s1a4Zr167hwoULCA4OhpcXj48SEZF0NlzagN+v/A6ZIMOc9nPgae8pdSQyE2U+pPWgAwcOQC6Xo2nTpiw7REQkqUt3L2Fm7EwAwIgmI9DCr4XEicicPFXh6d69O5KSksorCxER0RPJ0+ThvT3voUBXgDYBbfDfhv+VOhKZmacqPLwrBRERSU0URXz2z2eIz4yHj70PZrabCZnwVL/eyALxJ4KIiKq0DZc3YNPVTZALcsztMBcedh5SRyIzVObCM3DgQOzduxcAsHz5cvj6+pZ7KCIiotKIuxNnnLcz8pmRvE8WlajMhSczMxNRUVGoWbMm4uPjkZGRUQGxiIiIHi1Xk4v397wPlU6FdoHt8FaDt6SORGaszIVn48aNSEpKwrvvvov169cjNDQU3bt3xy+//AKNRlMRGYmIiEyIooiph6YiISsBvg6+mNF2Buft0CM90U+Ht7c3xo0bh1OnTiE2NhY1atTAgAEDEBAQgLFjx+LSpUvlnZOIiMjol0u/YEv8FsgFOeZ1mAd3O3epI5GZe6o6fPPmTWzbtg3btm2DXC5Hjx49cObMGdSrVw/z588vr4xERERGF+5cwOzY2QCAMU3H4BmfZyRORFVBmQuPRqPB//73Pzz//PMICQnBzz//jOjoaCQnJ+PHH3/E9u3bsX79ekybNq0i8hIRkRXLUefg/T3vQ61Xo0O1DhhYf6DUkaiKKPOtJfz9/aHX6/Haa6/h8OHDaNKkSZFtnn32Wbi5uZVDPCIiIoPCeTvXsq7Bz9EP09tM57wdKrUyF5758+fjP//5D+zs7Ercxs3NDfHx8U8VjIiI6EHr49Zja8JW2Ag2+LzD53Czc5M6ElUhZS48AwYMqIgcREREJTp/+zzmHJkDAIhuFo3G3o0lTkRVDccCiYjIrGWrs/Henveg0WvQMagj3qz3ptSRqApi4SEiIrMliiImH5yMxOxEBDgGYHqb6RAEQepYVAWx8BARkdlac2ENtl3bBhuZYd6Oq62r1JGoimLhISIis3Qw6SDmHZkHABjXbBwaejeUOBFVZSw8RERkdq5kXMF7e96DTtThxfAX8UbdN6SORFUcCw8REZmVuwV3MXLHSORoctDUpykmR07mvB16aiw8RERkNtQ6NaJ3ReNGzg1Uc6qGmGdjoJQrpY5FFoCFh4iIzELhlZSPpx2Hk8IJizov4k1Bqdyw8BARkVn47ux3+P3K75ALcnze4XOEu4VLHYksCAsPERFJbsf1HVhwfAEAYHzL8WgT2EbiRGRpWHiIiEhS52+fx4R9EyBCRL/a/fBandekjkQWiIWHiIgkk5aXhpE7RyJfm4/WAa0xvuV4qSORhWLhISIiSeRr8zF652ik5aWhumt1fN7hc9jIynxPa6JSYeEhIqJKpxf1+GT/Jzh3+xzcbN2wqNMiOCudpY5FFoyFh4iIKt3ik4uN98iKeTYGQS5BUkciC8fCQ0RElWrT1U1YcXoFAGBy5GQ0820mcSKyBiw8RERUaU6mncSkA5MAAG81eAu9a/SWNhBZDRYeIiKqFEk5SRizaww0eg06BXXCmKZjpI5EVoSFh4iIKlyOOgcjd4zEnYI7qOtRF7PazYJM4K8gqjxV6qdt9uzZEAQB0dHRxmUFBQUYMWIEPD094eTkhJdffhmpqanShSQiIhM6vQ7j943H5YzL8Lb3xsJOC+GgcJA6FlmZKlN4jhw5guXLl6NRo0Ymy8eOHYs//vgDP//8M/bs2YPk5GT06dNHopRERPSwL459gb039sJWbouFnRbCz9FP6khkhapE4cnJyUH//v3x9ddfw939/p1zMzMz8e233+LLL79Ep06d0KxZM3z//fc4ePAg/vnnHwkTExERAPx88Wes+ncVAGBG2xlo4NVA4kRkrapE4RkxYgR69uyJqKgok+XHjh2DRqMxWV6nTh0EBwfj0KFDJe5PpVIhKyvL5EFEROUr9mYsZv4zEwAwsslIdAvtJnEismZmfw3vtWvX4vjx4zhy5EiRdSkpKVAqlXBzczNZ7uvri5SUlBL3OWvWLEydOrW8oxIR0T0JmQkYu3sstKIWPav3xLBGw6SORFbOrEd4EhMTMWbMGKxevRp2dnbltt8JEyYgMzPT+EhMTCy3fRMRWbtMVSZG7hyJbHU2Gns3xtTWUyEIgtSxyMqZdeE5duwY0tLS0LRpU9jY2MDGxgZ79uzBwoULYWNjA19fX6jVamRkZJg8LzU1FX5+JU+Ks7W1hYuLi8mDiIieXq4mF+9ufxfXsq4hwDEAMc/GwFZuK3UsIvM+pNW5c2ecOXPGZNngwYNRp04djB8/HkFBQVAoFNixYwdefvllAEBcXByuX7+OyMhIKSITEVmtAm0BRu0chTO3zsDN1g2LOy+Gl72X1LGIAJh54XF2dkaDBqYz+h0dHeHp6WlcPmTIEIwbNw4eHh5wcXHBqFGjEBkZiVatWkkRmYjIKml0GozbPQ5HUo7AUeGIZV2WoYZ7DaljERmZdeEpjfnz50Mmk+Hll1+GSqVCt27dsGTJEqljERFZDZ1eh4/2fYR9SftgJ7fD4s6LUd+zvtSxiEwIoiiKUoeQWlZWFlxdXZGZmcn5PEREZaAX9Zh8cDI2Xt4IG5kNFnVahDaBbaSORVaiLL+/zXrSMhERmS9RFDH3yFxsvLwRMkGGee3nseyQ2WLhISKiJ7Lo5CKsPr8aAPBZm88QFRL1mGcQSYeFh4iIyuy7s99hxekVAIBPIj7Bi+EvSpyI6NFYeIiIqEzWx63H/GPzAQDRTaPRr04/iRMRPR4LDxERldofV/7A9H+mAwCGNhyKIQ2HSJyIqHRYeIiIqFR2XN+BiQcmQoSI1+u8jlHPjJI6ElGpsfAQEdFjHUw+iA/2fACdqEOv8F4Y33I8749FVQoLDxERPdLx1OMYs3MMNHoNuoR0wZTWUyAT+OuDqhb+xBIRUYn+vf0vRuwYgQJdAdoEtsGcdnNgI6vyF+knK8TCQ0RExbqScQVvb3sbOZocNPNthvkd50MhV0gdi+iJsPAQEVERidmJGPb3MGSoMtDAswEWdVoEext7qWMRPTEWHiIiMpGam4qhfw9FWn4aarjVwNKopXBSOkkdi+ipsPAQEZHRnYI7GLptKJJykhDsHIwVXVbAzc5N6lhET42Fh4iIAABZ6iy8s+0dxGfGw9fBF193/RreDt5SxyIqFyw8RESEXE0uRmwfgfN3zsPDzgPfdP0GAU4BUsciKjc8t5CIyMrdLbiLd7e/i3O3z8FZ6YwVXVYg1DVU6lhE5YqFh4jIiqXmpmLYtmG4mnkV7rbuWNplKWp71JY6FlG5Y+EhIrJS17OuY+jfQ5GcmwxfB1+s6LoC1V2rSx2LqEKw8BARWaG4O3F4e9vbuF1wGyEuIVjRZQXn7JBFY+EhIrIyJ9NOYviO4chWZ6O2e20s67IMXvZeUsciqlA8S4uIyIocTDqIYduGIVudjWd8nsF3z33HskNWgYWHiMhK/J3wN0bsHIF8bT7aBLbB8i7L4aJ0kToWUaVg4SEisgK/XvoVH+z9AFq9Ft1Cu+GrZ7/ivbHIqnAODxGRhfvx3I/4/OjnAICXa76Mia0mQi6TS5yKqHKx8BARWShRFPHVia/w9ZmvAQCDGwzG2KZjIQiCxMmIKh8LDxGRBdKLesyMnYl1cesAAGOajsF/G/5X4lRE0mHhISKyMBq9Bp/u/xSb4zdDgIBPW32KV2q/InUsIkmx8BARWZACbQHe2/Me9t7YCxvBBjPbzUT3sO5SxyKSHAsPEZGFyFHnYOTOkTiWegy2clt82fFLtK/WXupYRGaBhYeIyALcKbiDd7a9g/N3zsNJ4YRFnRehmW8zqWMRmQ0WHiKiKi4lNwXDtg1DfGY8POw8sDRqKep51pM6FpFZYeEhIqrCEjITMGzbMNzMvQk/Rz+s6LICYa5hUsciMju80jIRURV1NOUo3tzyJm7m3kSoSyhWPreSZYeoBBzhISKqgtbHrces2FnQilrU9aiLpVFL4WnvKXUsIrPFwkNEVIVo9BrMOTzHeEHB50Kfw7Q203hfLKLHYOEhIqoi7hTcwbjd43As9RgECBjddDSGNBjCW0UQlQILDxFRFRB3Jw6jd45Gcm4yHBWOmN1uNjoGdZQ6FlGVwcJDRGTmtl3bhk/2f4J8bT6CnYOxsNNChLuFSx2LqEph4SEiMlN6UY8lJ5dg+enlAIBI/0jM6zAPrrauEicjqnpYeIiIzFCuJhcf7/sYOxN3AgAG1BuAcc3GwUbGf7aJngT/5hARmZnE7ESM3jkalzMuQyFTYHLkZPSq0UvqWERVGgsPEZEZib0Zi/f2vIdMVSa87L0Q82wMGns3ljoWUZXHwkNEZAZEUcSaC2sw78g86EQdGng2QMyzMfB19JU6GpFFYOEhIpKYWqfGjNgZ+PXSrwCA56s/j8mRk2FnYydxMqJyoCkAbp4EgltJGoOFh4hIQrfyb2HsrrE4mX4SMkGGsU3HYmD9gbyYIFVtOenApb+AuC3AlZ2AtgB4/xLg6CVZJBYeIiKJnLt9DmN2jkFqXiqcFc6Y22Eu2ga2lToWUdmJInDrIhC32VByEg8DEO+vdw4A7sSz8BARWZvNVzdj0sFJUOlUCHUJxcJOC3mnc6padFrg+iHg4lZD0blz1XS9f2OgVnegdnfD5xKPWrLwEBFVIo1Og4UnFuKHcz8AANoFtsOc9nPgrHSWNhhRaRRkApd3GEZxLv0NFGTcXydXAmHtDQWn1nOAazXJYhaHhYeIqJJczbiKj/Z9hPN3zgMA3mrwFkY/MxpymVziZESPcPfavVGcLUDCfkCvub/O3sNQbmo/B4R3AmzNt7iz8BARVTBRFLEubh0+P/o5VDoV3GzdMCVyCjqHdJY6GlFRej2QfPx+yUk9a7res6ZhFKd2DyCoJVBFCrtZF55Zs2bh119/xYULF2Bvb4/WrVtjzpw5qF27tnGbgoICvPfee1i7di1UKhW6deuGJUuWwNeX164gIundyr+FyQcnY++NvQCA1gGt8Vmbz+Dj4CNxMqIH5N81nE118W/g8nYg79b9dYIMCI68d6iqO+BVQ7qcT8GsC8+ePXswYsQItGjRAlqtFh9//DG6du2Kf//9F46OjgCAsWPH4s8//8TPP/8MV1dXjBw5En369MGBAwckTk9E1m7vjb2YeGAi7hTcgVKmxNhmY/F63dchE2RSRyNrJ4pA2r/Axb+AS9uAxFhA1N1fb+sChD9rGMWp2RVw8JAuazkRRFEUH7+ZeUhPT4ePjw/27NmD9u3bIzMzE97e3lizZg369u0LALhw4QLq1q2LQ4cOoVWr0l3kKCsrC66ursjMzISLi0tFfgtEZAXytfn44ugXWBe3DgBQ070mZrebjVrutSRORlZNnQtc3WOYbHxpG5B1w3S9d12gZhegVjcgKAKQK6TJWQZl+f1t1iM8D8vMzAQAeHgYmuaxY8eg0WgQFRVl3KZOnToIDg5+ZOFRqVRQqVTGr7OysiowNRFZk/O3z2P8vvGIz4wHYLjL+ZimY2Art5U4GVml21cM5ebSX4YJxzr1/XU29oazqmp1BWp0AdxDpMtZCapM4dHr9YiOjkabNm3QoEEDAEBKSgqUSiXc3NxMtvX19UVKSkqJ+5o1axamTp1akXGJyMro9Dr8+O+P+OrEV9DqtfC298b0NtPROrC11NHImmhVwLWD90Zx/gZuXzZd7xYM1OxmGMUJbQso7KXJKYEqU3hGjBiBs2fPYv/+/U+9rwkTJmDcuHHGr7OyshAUFPTU+yUi65SSm4KP93+MIylHAACdgztjcuRkuNu5S5yMrMKdq4Zr41zeASTsA9Q599fJbAwTjmt1M8zF8aol+QUApVIlCs/IkSOxadMm7N27F9Wq3b+QkZ+fH9RqNTIyMkxGeVJTU+Hn51fi/mxtbWFry+FlInp6W+O3Yto/05Ctzoa9jT0+avkRXqrxEu+FRRVHlQ3E7wOu3Cs5d+NN1zv5Gubi1OwKVH8WsOPcVMDMC48oihg1ahQ2bNiA3bt3IyzM9LLrzZo1g0KhwI4dO/Dyyy8DAOLi4nD9+nVERkZKEZmIrESOOgczY2fij6t/AAAaejXErHazEOJi2fMgSAJ6PZB6xlBuruwErv9jevE/mQ0Q1Aqo0QkI7wz4NQJkPBPwYWZdeEaMGIE1a9bgt99+g7Ozs3FejqurK+zt7eHq6oohQ4Zg3Lhx8PDwgIuLC0aNGoXIyMhSn6FFRFRWJ9JOYMK+CUjKSYJMkGFow6F4u/HbUMjM/6wWqiJy0g3l5sq9kpObbrrePQyo0dlQcMLamfUVjs2FWZ+WXtKQ8Pfff49BgwYBuH/hwZ9++snkwoOPOqT1MJ6WTkSlodFrsPzUcnx95mvoRT0CnQIxs+1MNPVtKnU0qup0GsO1cC7vMJScm6dM1yscDWdU1ehsuIWDZ7g0Oc1MWX5/m3XhqSwsPET0OFczr2Li/ok4fes0AOCF6i9gQsQE3vSTnowoArcuAVd3Gx7xewF1tuk2fo3uj+IERQA2SimSmjWLvQ4PEVFly9fmY8XpFfjh3A/Q6rVwVjpjUqtJeC7sOamjUVWTdROI32O4+N/V3UB2sul6By/D6E3hKI4Tbz9Snlh4iIiKIYoidiXuwpzDc5Cca/jF1L5ae3wa8Sn8nfwlTkdVQkEWcO3A/VGc9Aum6+W2QEgkENbBcBsHv8acbFyBWHiIiB6SmJ2I2YdnG2/46e/oj49afoRng57l6eZUMq0auHHk3ijObuDGUdP7U0EAApoA1TsaHkERVnXhP6mx8BAR3aPSqfD92e/xzZlvoNKpYCOzwaD6gzC04VA4KBykjkfmRq833ICzcATn2kFAk2u6jUf1+wUntJ1F3ISzqmLhISICcCDpAGbGzsT17OsAgAi/CHzc6mNUd60ucTIyG6JouDdVwl7Dfani9xY9XdzB637Bqd7BcCsHMgssPERk1VJyUzD3yFxsu7YNAOBt740PWnyA50Kf4+ErayeKhts2JOw33LIhYT+QfdN0G4UDENLmfsnxqcd5OGaKhYeIrJJGr8H//ft/WHpqKfK1+ZALcrxe93UMbzwcTkonqeORFEQRyLhmuG1DYcnJSjLdRq4EqrU03HgzrJ3hc54uXiWw8BCR1TmScgQzY2ficobhTtLP+DyDTyI+QW2P2hIno0qXcf3e4al9hoKTmWi6XqYAqjU3zL8JbQsEteRE4yqKhYeIrMat/Fv44ugX2HR1EwDA3dYd45qPw4vhL0Im8DCEVci8YVpwMq6ZrpfZAIHNHig4EYCSE9YtAQsPEVk8nV6HdXHr8NWJr5CjyYEAAf+p9R+MbjoarrauUsejilI4yfj6QeDaIcPHuwmm2whyIOAZw+Gp0HaGgmPLQ5qWiIWHiCzaqfRTmPHPDJy/cx4AUM+zHia2mogGXg0kTkblTq8DUs/eLzfXDgG5aabbCDLAv8n9ghPcijfetBIsPERkka5mXMWSU0vwV8JfAABnpTPGPDMGfWv1hVwmlzgdlQutCkg+Ybia8bVDhptvqrJMt5ErDYeoQloDwa0Nc3DseM9Ea8TCQ0QWJTErEUtPLcWf8X9CL+oBAC+Gv4hxzcbB095T4nT0VFTZQOJhwwX+rh8yXMlYpzLdRulsKDUhrQ2PgKaAwk6avGRWWHiIyCIk5yRjxekV2Hh5I3T3LuffKagThjcZzrOvqqrsFMOozfV/DCUn5TRwr8QaOXgZ7kcV0gYIjgR8GwBy/mqjovhTQURVWlpeGr4+/TV+ufQLtHotAKBtYFuMbDIS9b3qS5yOSk2nBdLOGUZwEmMNj4zrRbdzCzYcmiosOZ41AF4gkkqBhYeIqqTb+bfx3dnvsC5uHVT3DmtE+EVg5DMj0cSnibTh6PHy7xoOSRWWmxvHit6HSpABPvWBoBb3S45rNWnyUpXHwkNEVUqmKhM/nPsBq8+vRr42H4DhwoEjm4xES/+WEqejYokicPvy/XKTeBhIv1B0O1sXoFoLw6nhQS0Nk405wZjKCQsPEVUJ2eps/N+//4eV/65EjiYHAFDfsz5GPTMKrQNa875X5kSVYzh76sbh+4eo8u8W3c4j/H65CYoAvOvwPlRUYVh4iMis5WnysObCGnx/9ntkqQ2nHNdyr4WRTUaiY1BHFh2p6XVA2nkg6SiQdMxwaCr9fNHJxTZ2hhGbwnJTrQXg6CVNZrJKLDxEZJYKtAVYH7ce3579FncK7gAAwlzDMLzJcHQN6cpbQUhBFA0300w6Zph/k3QMSD5ZdO4NALhUM8y9KRzB8W3Im2ySpFh4iMis5GnysPHyRnx75luk5RuukhvkHIR3G7+LHmE9eNHAylSQZTg0lXQUSDpuKDk5KUW3UzoDgc8Agc0NN9oMbAY4+1V+XqJHYOEhIrOQmJ2ItRfWYsOlDcjWZAMA/B398U7jd/BC+AtQyBQSJ7RwWrXhUFThYamko0B6HADRdDtBDvjWv19sApsDXrU494bMHgsPEUlGFEX8c/MfrDm/Bntu7IF475drsHMwBtQbgD41+0Ap52GQcqfTAGn/Gg5H3TxpGMVJPQfo1EW3dQ0GqjW7P3rj14h3D6cqiYWHiCpdniYPf1z5A2surMHVzKvG5W0C2+D1Oq+jbWBbztEpLzqNYVJx8ol75ebkvXKjKrqtnavhzuEPHppy8qnsxEQVgoWHiCpNYlYifor7CRsvbTQetnKwcUCvGr3wWp3XEOYaJnHCKq6w3BQWG+PITQnlxr8JENDk/kf3MF61mCwWCw8RVShRFHHo5iGsOb8Ge2/sNR62CnEJwWt1XkOv8F5wUjpJnLIK0hQY5tyknLl/aCrlbPHlxtYVCGh8r9g8w3JDVomFh4gqRJ4mD79f+R1rLqxBfGa8cXmbwDboX6c/2gS24WGr0sq9DaSeMZSbwkd6HHDvJqkmbF0B/0b3i41/E8CjOssNWT0WHiIqV9ezruOnCz9h4+WNxisiO9g4oHeN3uhXpx8PWz2KXg9kJJgWm5QzhmvfFMfeA/BraCg4haM37mE8Y4qoGCw8RPTUNHoNDiUfwvq49TxsVVoPHpIyPs4C6uzit3cPM5Qbv0b3PjYEXAI4ckNUSiw8RPRE9KIeJ9JOYEv8FvyV8BcyVBnGdW0D26J/3f5oHdCah630eiDjmuE08LR/gdR7H29fBvTaotvLlYBPPdNy41ufN9EkekosPERUaqIo4uLdi/gz/k9sid+ClNz7V931sPNAj7AeeLX2qwh1DZUupJRy0h8oNucMZ0ylnS/+1gsAYO/+wIjNvY9eNQE5L7JIVN5YeIjosRKzErE5fjO2xG/BlcwrxuWOCkd0Du6MnmE90dK/JWxkVvJPiirHMGk47dz9EZu0f4Hc9OK3lysBr9qAbz3D6I1PPcPnLoE8JEVUSazkXyciKqtb+bfwV8Jf2Hx1M07fOm1crpQp0b5ae/So3gPtAtvBzsZOwpQVTJ0L3LpoKDeFj7RzwN2EEp4gAO6hhkNQPvUAn7qGzz3CATn/uSWSEv8GEpFRtjob269tx+b4zTicchh6UQ8AkAkyRPhFoEf1Hugc3BnOSmeJk5az/Lv3C82ti0D6BSD9IpB5veTnOPrcG7Gpf6/Y1AO86wBKx8rLTUSlxsJDZOUKtAXYe2MvtsRvwd4be6HW37+fUiPvRugR1gPdQrvBy95LwpTlQBSBnDRDmTGWmnslJzet5Oc5eBmKjHct08NSjlX8/SCyMiw8RFYoLS8NB5IO4GDyQexL2ofcBybVhruGo0f1Huge1h1BzkESpnxCWhVwJ95wFtTty8DtS4bRmltxQEFmyc9zqWYoNd51DHf/9q5tKDiOnpWXnYgqDAsPkRXQ6DQ4kXYC+5P340DSAVy8e9Fkvb+jP7qHdUePsB6o5V4LgrlPpNXrgawb9wrNlQfKzWUg4zpw71BcEYLMMMfmwVLjXdvwua2FHaYjIhMsPEQWKjE7EQeSDuBA0gHEpsQiX5tvXCdAQAOvBmgd0BptA9uikXcj87tejigCeXcMIzQPFprbV4A7VwFtQcnPVToDnuGGU7w9wu8fjvKsASgseJI1EZWIhYfIQuRp8nA09aih5CQfwLWsaybrPe080SawDdoEtEFkQCTc7dwlSvoAvR7ISTEcgrobf//j3QRDsSnIKPm5MoXhHlGeNQzlxrPG/YeTD0/3JnoCer0IlVYPlVYHlVaPAo3ho0pjWFagKW5d4df3193f1rC+QKvH5/9pBB9n6f6Hg4WHqIoSRRFXMq7gQPIB7E/aj2Opx6DRa4zrbQQbNPFpYiw5tT1qSzOKo1UBd6/dLzIPlpuMa48eqQEA16CHCk1Nw9euQTzVmyySXi9CrTMtGwVaXbGlw/h1KUqHSUkpLDWaBz/qodaVcDi4HGQXaOEj4ZFj/mtBVEXoRT0SshJwOv00TqSdwIGkA0jNSzXZJsAxwFBwAtsgwi+icu5fJYpA7i3D3JmMhAcKTYKh4GQlAffurVUsQQ64BRvm1niEGe4Z5R56b/QmHFDYV/z3QPSQwtJRqrLxQGG4Xyh0Dz23mOc/vP7ecyuydJSFXCbAzkYGW4UctjYy2N37aHjIYau4/9HO+LVhmV3hOhuZcb2Xk62k3w8LD5GZylRl4sytMzidftrwuHUa2Q/dWNJWbovmfs3RNqAt2gS2QahLaPlPOC487JSRaCg1mdfvlZvCr28AD8wPKpbSyVBkPELvfbxXatzDOFJDJRJFsdjRiIdHLYo91FJCyXj0qMn97dRa8ygdMgGwU8hNysb9z01Lx8Nlo7jSYfvAMuN+itveRgYbuZnN63tK/FeGyAxo9VpczriM0+mncSr9FE6nn0ZCVkKR7WzltqjvWR+NvBuhlX8rNPNt9vRXOtZpDaMwmYn3i8yDpSbzBvDAobLiCYY7d7sFFy00HmGAgyfn1FRRolh4eOXRIxmlmfPxcMko7hDLg4dnVGZSOgQBsHuwECiKFo+Hy8WDZcSuuJJxb+TEzkYG5b3lxZUaSysdUmLhIZLArfxbxmJzOv00zt0+Z3IWVaFg52A08m5kfNRyrwWFrAw3ltRpgeybQFayodRkJT/w+b2vs1MAUffo/QhywDUQcA02lBq3IMNH13sfXQIBG2UZ3wUqrcLSYSwNJYxsmM7HKKZQaB4+JPPoQzCF68xBYekoTdmwKzLycb9sKG1kxsM0Dx6uMR3xMC0nNjLB/C/VQI/FwkNUgURRRGpeKq5mXMWljEs4e+ssTqefRnJucpFtnRROaOjV0FhuGno1fPSZVFp1MWUmybTY5KSWfE2aB8mVgGu1B0pMiGmpcfa3+sNOoihCoxNLHqEodo7HA6MVJUwafXDkpLiyUbgv8RHToCqLIKDoIZWHDo3YlTCy8WCRKGlOSEkjKEobGZRyGUsHPRXr/heMqJzoRT1SclNwJeOK4ZF5BVczruJK5hWTqxgXEiCghnsNNPJqhMbejdHIuxHCXMMMZ1FpCgxzZtIuGj7mpBlGYXJSgOzU+x8fdTuEB8kUgIu/YRTGJeDeo9q9j/eWOfkCMvMfOi8sHUVGKB41olFM6SjtyMbDBcYcSgeAIodIDIdEHjFHo4QRDdsic0FKGDm5t2+FnCMdVHWx8BCVgU6vQ3JOMq5kGorN1cyrxo/FHZICALkgR7BLMKo7BaG+YyAa2XqhvuAAp/y7hiJz808g+1vDaExO6qNvf1Bk57amxaXwc9fA+587eJV7mdHoSigUD12bo+ARIxuqUo5sPDyCojeT0lGaSZ8PTy599IhGyWe52Cnur+NIB9GTYeEheohe1ONOwR3czLmJ5NxkXMu6Ziw18ZnxUOlUxT7PRpAh1MYF4TJ7hIsyVFdrEZ6fi5Dcu1AkHCzFxN8Hd2ZnGHVx8gWcfQEnvwc++gFOPtA6BUClcDOUiuImfeboocrQo0CTUobTZEs3uVRnJq1DWaRYFHcGy/1ljxq9eLBsPO5MFpYOoqqHhYesTr42Hym5KbiZe9PwMScZN7NvICX7BpJzU5BScBsaUVvi821FEWEaLaqr1QhXaxCu0aC6RoMgjfaxf6HUNs7IU3ohV+mJbIUnMuWeyJR74K7cA7cFd9yCO9JFd2To7aDSilAVGIpLQZERlCTo9DfK9415QsoHRixs7x1aKcu1OYorF/fPWinu8IzhOUq5DDIZSwcRlQ4LD1V5Ov29OR0qNbKz03A78wbSsxKRmpWAtLybSFel45b6Dm7psnFLzEemUHKZKSQTRXjrdPDX6hCk0SJco0a4WotwjQYBWi3k97bLFW1xR3TBbbjgquiC26IL7sAFt0QX3BGdcRuu9z53wR04Q4XSnMmUe+9Rekr5w5NCHywYjxutuL/d/UMnjy4bdiwdRFTFWEzhWbx4MebNm4eUlBQ0btwYX331FVq2bCl1LKuh04tQP2Ky56NOpS1Qa6HVqCCqciBTZUFQZUGuyYZMkwmd9g40+rvQ6jOhQTY0yIVayIdKpkK+TIN8uQ45cj2yZUCmXED+4+aq3Pvd7KDXI0CrhZ9WB3+tFv5aHby1ejhrlbDV2EOmdUSu6IwM0RF34Yw00QXnjUXGUGxuwwUFuH/lUIVcKDJiUVhAgm1kqPnQpFHT+R4PlJPHjGzY2TwwSVUhZ+kgIioFiyg869atw7hx47Bs2TJEREQgJiYG3bp1Q1xcHHx8fKSOV2kevunbo+dhFL3AV9FCcm+9RgeNRg29psBwXyRNvuH+R7oCyLQqyHV5sNUXwAEqOAgFsEc+FLI8KOR5kAkFkMsKIJMXAIIakGugFzTQy7TQybTQynRQy/QokAnIEQRkyOXIkMlwRy5DloP88d80BACm29mIItx0Ijy1Ajx0CjjrbOEkOsFBdIG94AF7mTcEhRe0SndoHd2gtXVDjp0b8pROsFWalhIHGzk8FDLUe8whGqWNDHKWDiIisyWIormcaPnkIiIi0KJFCyxatAgAoNfrERQUhFGjRuGjjz567POzsrLg6uqKzMxMuLi4lFuuuPjjyC3Ig1qrgUarg0arhUarg1qnM3zUaqHVGj7X6HTQ6vSGj1otNDoddDo91FoddHodtFoddHoNdFoN9Hot9Do1RL3hc1GvMVxgDlrIoINM0EEOw0OQGT7KoIccWgiCHjLoIRO0EAQNBEEHQdBCkOkgCjoAOkDQQZTpoYceoqCHXtBDKwAaQYBGEKAWBGgEQAPD53kyAfmCDHkyAXmCAFU5nxHkLMrhKijgItjBVW4PFxtnuCld4GbnDg8HL3g4+sDT2R9eLoHwcg2Ck70HJ5QSEVmBsvz+rvIjPGq1GseOHcOECROMy2QyGaKionDo0KFin6NSqaBS3T/TJisrq0KyRe94EzcUT/mLt/BPqNIuYiugvH4sbCDAQaaAo0wBB5ktHOS2cLCxg4PCEQ42DnBQOMHR1hkOShc42LrAwc4d7vaecLdzh7utO9zs3OCidIGNrMr/mBIRkcSq/G+SW7duQafTwdfX12S5r68vLly4UOxzZs2ahalTp1Z4NhtRgO0Dp+8+WH0eVYOKbmf4r+zeZzIIkN37KAgC5BAgEwTDwR1BZlgvCJBBZvgoyB74WgZBkEEh2EAhs4FCroBSpoRCroBCroRCbnv/YWMLpY09FDZ2UNjYQ2FjD6XCHgq5LWweeK69jT0cjSXGwfi5Ql6GWyAQERFVoCpfeJ7EhAkTMG7cOOPXWVlZCAoKKvfX+WPomXLfJxEREZVdlS88Xl5ekMvlSE1NNVmempoKPz+/Yp9ja2sLW1vbYtcRERGR5TH/m+c8hlKpRLNmzbBjxw7jMr1ejx07diAyMlLCZERERGQuqvwIDwCMGzcOAwcORPPmzdGyZUvExMQgNzcXgwcPljoaERERmQGLKDyvvvoq0tPTMWnSJKSkpKBJkybYunVrkYnMREREZJ0s4jo8T6uirsNDREREFacsv7+r/BweIiIiosdh4SEiIiKLx8JDREREFo+Fh4iIiCweCw8RERFZPBYeIiIisngsPERERGTxWHiIiIjI4rHwEBERkcWziFtLPK3Ci01nZWVJnISIiIhKq/D3dmluGsHCAyA7OxsAEBQUJHESIiIiKqvs7Gy4uro+chveSwuAXq9HcnIynJ2dIQhCue03KysLQUFBSExM5D26KhHfd2nwfZcG33dp8H2XxsPvuyiKyM7ORkBAAGSyR8/S4QgPAJlMhmrVqlXY/l1cXPgXQgJ836XB910afN+lwfddGg++748b2SnESctERERk8Vh4iIiIyOKx8FQgW1tbTJ48Gba2tlJHsSp836XB910afN+lwfddGk/zvnPSMhEREVk8jvAQERGRxWPhISIiIovHwkNEREQWj4WHiIiILB4LTwVavHgxQkNDYWdnh4iICBw+fFjqSBZt7969eOGFFxAQEABBELBx40apI1mFWbNmoUWLFnB2doaPjw969+6NuLg4qWNZvKVLl6JRo0bGC7BFRkZiy5YtUseyKrNnz4YgCIiOjpY6isWbMmUKBEEwedSpU6dM+2DhqSDr1q3DuHHjMHnyZBw/fhyNGzdGt27dkJaWJnU0i5Wbm4vGjRtj8eLFUkexKnv27MGIESPwzz//YNu2bdBoNOjatStyc3OljmbRqlWrhtmzZ+PYsWM4evQoOnXqhF69euHcuXNSR7MKR44cwfLly9GoUSOpo1iN+vXr4+bNm8bH/v37y/R8npZeQSIiItCiRQssWrQIgOF+XUFBQRg1ahQ++ugjidNZPkEQsGHDBvTu3VvqKFYnPT0dPj4+2LNnD9q3by91HKvi4eGBefPmYciQIVJHsWg5OTlo2rQplixZgunTp6NJkyaIiYmROpZFmzJlCjZu3IiTJ08+8T44wlMB1Go1jh07hqioKOMymUyGqKgoHDp0SMJkRBUvMzMTgOGXL1UOnU6HtWvXIjc3F5GRkVLHsXgjRoxAz549Tf6Np4p36dIlBAQEoHr16ujfvz+uX79epufz5qEV4NatW9DpdPD19TVZ7uvriwsXLkiUiqji6fV6REdHo02bNmjQoIHUcSzemTNnEBkZiYKCAjg5OWHDhg2oV6+e1LEs2tq1a3H8+HEcOXJE6ihWJSIiAj/88ANq166NmzdvYurUqWjXrh3Onj0LZ2fnUu2DhYeIys2IESNw9uzZMh9bpydTu3ZtnDx5EpmZmfjll18wcOBA7Nmzh6WngiQmJmLMmDHYtm0b7OzspI5jVbp37278vFGjRoiIiEBISAjWr19f6kO4LDwVwMvLC3K5HKmpqSbLU1NT4efnJ1Eqooo1cuRIbNq0CXv37kW1atWkjmMVlEolatSoAQBo1qwZjhw5ggULFmD58uUSJ7NMx44dQ1paGpo2bWpcptPpsHfvXixatAgqlQpyuVzChNbDzc0NtWrVwuXLl0v9HM7hqQBKpRLNmjXDjh07jMv0ej127NjB4+tkcURRxMiRI7Fhwwbs3LkTYWFhUkeyWnq9HiqVSuoYFqtz5844c+YMTp48aXw0b94c/fv3x8mTJ1l2KlFOTg6uXLkCf3//Uj+HIzwVZNy4cRg4cCCaN2+Oli1bIiYmBrm5uRg8eLDU0SxWTk6OSduPj4/HyZMn4eHhgeDgYAmTWbYRI0ZgzZo1+O233+Ds7IyUlBQAgKurK+zt7SVOZ7kmTJiA7t27Izg4GNnZ2VizZg12796Nv/76S+poFsvZ2bnI3DRHR0d4enpyzloFe//99/HCCy8gJCQEycnJmDx5MuRyOV577bVS74OFp4K8+uqrSE9Px6RJk5CSkoImTZpg69atRSYyU/k5evQonn32WePX48aNAwAMHDgQP/zwg0SpLN/SpUsBAB07djRZ/v3332PQoEGVH8hKpKWl4c0338TNmzfh6uqKRo0a4a+//kKXLl2kjkZU7m7cuIHXXnsNt2/fhre3N9q2bYt//vkH3t7epd4Hr8NDREREFo9zeIiIiMjisfAQERGRxWPhISIiIovHwkNEREQWj4WHiIiILB4LDxEREVk8Fh4iIiKyeCw8RET3dOzYEdHR0VLHIKIKwAsPEhHdc+fOHSgUCjg7O0sdhYjKGQsPERERWTwe0iIis5Oeng4/Pz/MnDnTuOzgwYNQKpXYsWNHsc85cuQIunTpAi8vL7i6uqJDhw44fvy4cf3u3buhVCqxb98+47K5c+fCx8cHqampAIoe0lqyZAlq1qwJOzs7+Pr6om/fvuX8nRJRZWHhISKz4+3tje+++w5TpkzB0aNHkZ2djQEDBmDkyJHo3Llzsc/Jzs7GwIEDsX//fvzzzz+oWbMmevTogezsbAD3y8yAAQOQmZmJEydOYOLEifjmm2+Kvanv0aNHMXr0aEybNg1xcXHYunUr2rdvX6HfNxFVHB7SIiKzNWLECGzfvh3NmzfHmTNncOTIEdja2pbquXq9Hm5ublizZg2ef/55AIBarUZERARq1aqFs2fPok2bNlixYoXxOR07dkSTJk0QExODX3/9FYMHD8aNGzc4p4fIAnCEh4jM1ueffw6tVouff/4Zq1evhq2tLa5fvw4nJyfjo/CwV2pqKoYOHYqaNWvC1dUVLi4uyMnJwfXr1437UyqVWL16Nf73v/+hoKAA8+fPL/G1u3TpgpCQEFSvXh0DBgzA6tWrkZeXV+HfMxFVDBupAxARleTKlStITk6GXq9HQkICGjZsiICAAJw8edK4jYeHBwBg4MCBuH37NhYsWICQkBDY2toiMjISarXaZJ8HDx4EYDgj686dO3B0dCz2tZ2dnXH8+HHs3r0bf//9NyZNmoQpU6bgyJEjcHNzq5Dvl4gqDg9pEZFZUqvVaNmyJZo0aYLatWsjJiYGZ86cgY+PT7HbOzs7Y8mSJRgwYAAAIDExEcHBwZg/f75xIvKVK1fQpEkTLFy4EOvWrYNarcb27dshkxkGux88pPWw3NxcuLm5Yd26dejTp0+FfM9EVHE4wkNEZumTTz5BZmYmFi5cCCcnJ2zevBlvvfUWNm3aVOz2NWvWxKpVq9C8eXNkZWXhgw8+gL29vXG9TqfDG2+8gW7dumHw4MF47rnn0LBhQ3zxxRf44IMPiuxv06ZNuHr1Ktq3bw93d3ds3rwZer0etWvXrrDvmYgqDufwEJHZ2b17N2JiYrBq1Sq4uLhAJpNh1apV2LdvH5YuXVrsc7799lvcvXsXTZs2xYABAzB69GiT0aAZM2bg2rVrWL58OQDA398fK1aswKeffopTp04V2Z+bmxt+/fVXdOrUCXXr1sWyZcvw008/oX79+hXzTRNRheIhLSIiIrJ4HOEhIiIii8fCQ0RERBaPhYeIiIgsHgsPERERWTwWHiIiIrJ4LDxERERk8Vh4iIiIyOKx8BAREZHFY+EhIiIii8fCQ0RERBaPhYeIiIgsHgsPERERWbz/B4KL3tUSGH/qAAAAAElFTkSuQmCC",
+ "image/png": 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",
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]