{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Interpolation\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Parcels support a range of different interpolation methods for tracers, such as temperature. Here, we will show how these work, in an idealised example.\n", "\n", "We first import the relevant modules\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from matplotlib import cm\n", "\n", "from parcels import FieldSet, JITParticle, ParticleSet" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We create a small 2D grid where `P` is a tracer that we want to interpolate. In each grid cell, `P` has a random value between 0.1 and 1.1. We then set `P[1,1]` to `0`, which for Parcels specifies that this is a land cell\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "dims = [5, 4]\n", "dx, dy = 1.0 / dims[0], 1.0 / dims[1]\n", "dimensions = {\n", " \"lat\": np.linspace(0.0, 1.0, dims[0], dtype=np.float32),\n", " \"lon\": np.linspace(0.0, 1.0, dims[1], dtype=np.float32),\n", "}\n", "data = {\n", " \"U\": np.zeros(dims, dtype=np.float32),\n", " \"V\": np.zeros(dims, dtype=np.float32),\n", " \"P\": np.random.rand(dims[0], dims[1]) + 0.1,\n", "}\n", "data[\"P\"][1, 1] = 0.0\n", "fieldset = FieldSet.from_data(data, dimensions, mesh=\"flat\")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We create a Particle class that can sample this field\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "SampleParticle = JITParticle.add_variable(\"p\", dtype=np.float32)\n", "\n", "\n", "def SampleP(particle, fieldset, time):\n", " particle.p = fieldset.P[time, particle.depth, particle.lat, particle.lon]" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Now, we perform four different interpolation on `P`, which we can control by setting `fieldset.P.interp_method`. Note that this can always be done _after_ the `FieldSet` creation. We store the results of each interpolation method in an entry in the dictionary `pset`.\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100%|██████████| 1.0/1.0 [00:00<00:00, 639.38it/s]\n", "100%|██████████| 1.0/1.0 [00:00<00:00, 663.66it/s]\n", "100%|██████████| 1.0/1.0 [00:00<00:00, 832.70it/s]\n", "100%|██████████| 1.0/1.0 [00:00<00:00, 532.47it/s]\n" ] } ], "source": [ "pset = {}\n", "interp_methods = [\"linear\", \"linear_invdist_land_tracer\", \"nearest\", \"cgrid_tracer\"]\n", "for p_interp in interp_methods:\n", " fieldset.P.interp_method = (\n", " p_interp # setting the interpolation method for fieldset.P\n", " )\n", "\n", " xv, yv = np.meshgrid(np.linspace(0, 1, 8), np.linspace(0, 1, 8))\n", " pset[p_interp] = ParticleSet(\n", " fieldset, pclass=SampleParticle, lon=xv.flatten(), lat=yv.flatten()\n", " )\n", " pset[p_interp].execute(SampleP, endtime=1, dt=1)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "And then we can show each of the four interpolation methods, by plotting the interpolated values on the `Particle` locations (circles) on top of the `Field` values (background colors)\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 4, figsize=(18, 5))\n", "for i, p in enumerate(pset.keys()):\n", " data = fieldset.P.data[0, :, :]\n", " data[1, 1] = np.nan\n", " x = np.linspace(-dx / 2, 1 + dx / 2, dims[0] + 1)\n", " y = np.linspace(-dy / 2, 1 + dy / 2, dims[1] + 1)\n", " if p == \"cgrid_tracer\":\n", " for lat in fieldset.P.grid.lat:\n", " ax[i].axhline(lat, color=\"k\", linestyle=\"--\")\n", " for lon in fieldset.P.grid.lon:\n", " ax[i].axvline(lon, color=\"k\", linestyle=\"--\")\n", " ax[i].pcolormesh(y, x, data, vmin=0.1, vmax=1.1)\n", " ax[i].scatter(\n", " pset[p].lon, pset[p].lat, c=pset[p].p, edgecolors=\"k\", s=50, vmin=0.1, vmax=1.1\n", " )\n", " xp, yp = np.meshgrid(fieldset.P.lon, fieldset.P.lat)\n", " ax[i].plot(xp, yp, \"kx\")\n", " ax[i].set_title(f\"Using interp_method='{p}'\")\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The white box is here the 'land' point where the tracer is set to zero and the crosses are the locations of the grid points. As you see, the interpolated value is always equal to the field value if the particle is exactly on the grid point (circles on crosses).\n", "\n", "For `interp_method='nearest'`, the particle values are the same for all particles in a grid cell. They are also the same for `interp_method='cgrid_tracer'`, but the grid cells have then shifted. That is because in a C-grid, the tracer grid cell is on the top-right corner (black dashed lines in right-most panel).\n", "\n", "For `interp_method='linear_invdist_land_tracer'`, we see that values are the same as `interp_method='linear'` for grid cells that don't border the land point. For grid cells that do border the land cell, the `linear_invdist_land_tracer` interpolation method gives higher values, as also shown in the difference plot below\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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x/fp1YWZmJl599dUG6yotLRUuLi4iJCREO+/RRx8VgwcP1l7E6j3//PPC1dVV1NXVCSH+/zE2e/bsBuU++ugjAUDk5OQ0+zdrTFPJw3PPPdeg3I4dOwQAbYIghBCjR48WHh4eOutsj+NSCP33sT4ACBcXF/Hbb79p5/3rX/8SAMSgQYMaXEg+/fRTAUD85z//EULcuQjZ29uLF154ocE66+rqxMCBA4Wfn5923scff6xzkf9jXeVyeYNjsaKiQtjb24vo6GjtvNDQUGFhYSGuX7/e4PPBwcFCoVBoE/U333xTyGQycfbs2Qblnn322Sa/SLQ03b0/DUkeWjouDTkn7lZbWyt+++03YWVlJVauXKmz7fDw8CY/a6iWttVSPS9cuCAAiAULFjQol5SUJAC0a/IAQHz33XcNynp7e4tRo0Zp/19/3v0xGahn6LWnsb9z/bHVVH23bt2qdz3r1/XJJ580mD9o0CDtF696NTU1wtHRUYwbN047LzY2VpiYmOjch3ft2iUAiLS0NO08KyurRveFofv57nLfffedACD+8pe/CCGEuHXrlpDL5eKll15qUK7+ntHY+aXP9Mf9aUjyoM81SN/75t3qf6R47733hIODQ4PranPX+pa0pS5xcXECQIPtFhcXCwsLC/H6669r5z3xxBOiR48eDb63qNVqYW9v32Ly8Pzzz4tBgwY1W4fm7g0taez8/yONRiNqamrEr7/+KgCIL774Qrus/m/30UcfNfjM7NmzhVwu1+6jAwcOCAANrnlC3PnBx5DkQYjmv0/Vx7N06dIW19PUtXj69OmiW7du4ueff27ys4ZcCwAIGxubFr936qvdh2oVdzXjtdW+fftga2uLF154AbW1tdpp0KBBcHFx0WkSGzBgAB5++GGddQwfPhw9evRosI7g4GAAwNdff92g/OjRo2FqatpgnQC0zUqXLl3C1atXERkZ2WS/48rKShw5cgQvvfQSFApFg+0+99xzqKysbLQr1N1GjBihfX4EAExNTTFx4kRcuXJF22xsaP2a2s61a9fw3//+F5WVlcjIyEBQUBCGDx+O9PR0AHe6tFhYWMDf3x8AcOjQIdTW1iI8PLzBduVyOZ555hntvrly5Qp++eUX7bMsd/8tcnJyGnQXAu50j/qju/dBe2jLNtrjuKynzz7W1/Dhw2FlZaX9v5eXFwAgODi4QZN4/fz6un777bcoLi7G1KlTG9RHo9EgKCgIp06d0mkGbcqgQYPg7u6u/b9cLsfDDz/c4O969OhRjBgxAm5ubg0+GxERgfLycpw4cQIAcOzYMfTt2xcDBw5sUG7SpEk6242KisKpU6danPbu3atXPRrT0jGj7zkBAL/99hvefPNN9OnTB2ZmZjAzM0P37t1RVlaGCxcu6Gz75ZdfbnXchm6rpXoeO3YMAHSeTwsJCYGZWasepWuSi4sL/Pz8dOLR5zxtzbWnub9zU/Wt/3sY4u5Ryby8vCCTybTXbQAwMzNDnz59GtR137596NevHwYNGtSgPqNGjTK4m4i++/nuUXf8/Pzg5eWl7dJ44sQJVFZW6vx9hg4dCg8PD53t6nOenjp1Ci+88ILedfkjfa5Bhtw3jx49ipEjR8LGxgampqbo1q0bli5diqKiIp1RJpu71ndUXSZPngwLC4sGI+Zs374dVVVVmDZtGgCgrKwMp06dwrhx4xp8b7G2ttbr7+zn54dz585h9uzZOHToENRqdTvUrnn5+fmYNWsW3NzcYGZmhm7dummPJ32vW5WVldp91NR1q7H7SXto7Fqi77X4wIEDGD58uPZe3RhDrwUBAQGws7Nrl7q161W+rKwMRUVF6N+/f7utMy8vD7dv34a5uXmjy+/u+9bYSB15eXnYu3cvunXrptc6HBwcGvzfwsICwJ0HnwBo+7g293BTUVERamtr8dlnn+Gzzz7Ta7uNcXFxaXJeUVERevbsaXD9GlM/QtaXX36JXr16oaamBgEBAcjLy8Nf//pX7bJhw4ZpH7Cp73dX39/4biYmJg3KxcTEICYmRq8YW9oH7aEt22iP47KePvtYX3ePUFYfX1PzKysrAfz/fTR+/Pgm111cXNwgMWnK3X9X4M7f9o9/16Kiokb/Jj169NAur/+3V69eOuWa+ps5OTm1GF9bHn5t6ZjR95wA7tywjhw5grfffhuPP/44lEolZDIZnnvuuUaPwdaMQtTabbVUz/r9c/d+MDMza3T/t4U+x1NTWnPtMeRcra9v/d/DEI2dkwqFQucHKXNz8wZf1PLy8nDlypU2Xe/r6bufmzpX67/ANnU8NDVP3xGx/vgjniH0OWb0vW+ePHkSgYGB+NOf/oS1a9dqn4/417/+hQ8++EDnOGzLedoYfepib2+PMWPGYPPmzfjrX/8KU1NTbNq0CX5+ftrnFm/dugWNRqP3Prrb4sWLYWVlha1btyI+Ph6mpqZ4+umn8fe//73BADrtRaPRIDAwENnZ2Xj77bfRv39/WFlZQaPR4Mknn2z1dauxa5Q+9W+Nxo4Ffa/FBQUFLd77Db0WtOex2a7Jw/79+1FXV9euw1bVP8h18ODBRpdbW1s3+H9jXwxUKhUGDBiADz74oNF11H9h0Vf9gzLN/SpsZ2cHU1NTTJkyBXPmzGm0TGNfiu6Wm5vb5Lz6E6A96tezZ088/PDD+PLLL+Hp6QlfX1/Y2tpixIgRmD17Nr777jv8+9//bvDwl0qlAgDs2rWr0V+X7i63ePFijBs3rtEyjzzySIsxSkl7HJf19NnHHa1+H3322WdNjjT0x9aRtnJwcEBOTo7O/PqHNevjcXBwaPbv80fvvfeeXg8nenh4dNhY4vqeEyUlJdi3bx/eeecdvPXWW9r5VVVVKC4ubvQzrU16WrOtltQfl7m5uXjggQe082tra1v1RbqjtOba09K52lh9O+s8Be7UydLSstEHgOuXt5f6euXk5Oh8kcnOzm5wngJNX8vufvdOU1927rZx48ZWv6OnJfreN5OTk9GtWzfs27evQWLX2PszgLb9ONEW06ZNw86dO5Geng53d3ecOnUKq1ev1i63s7ODTCbT+3p6NzMzMyxcuBALFy7E7du38eWXX+Ivf/kLRo0ahaysrHYfSejHH3/EuXPnsGnTJkydOlU7v7GBPvTl4ODQ6DmrT/1b4+5jwZBrsaOjY4s9Dwy9FrTnsdluycP169cRExMDGxsbREdHt9dq8fzzzyM5ORl1dXV44oknWr2OtLQ09O7du12abB5++GH07t0bGzZswMKFC7XZ7R8pFAoMHz4cZ86cwYABA5r8hbolR44cQV5envaLW11dHVJSUtC7d2/txVzf+rX0y/rIkSOxY8cOuLm5YfTo0dq6uru7Y+nSpaipqWnwDo9Ro0bBzMwMV69ebbap/5FHHsFDDz2Ec+fO4W9/+5thfwAja+oXzvY4Luvps4872rBhw2Bra4uff/65xRcTtkcr0IgRI7B7925kZ2c3SG43b94MhUKhTWCGDx+Ojz76COfOnWvQdWnbtm0664yKitLrBXWNna/tRd9zQiaTQQihE8u6detQV1fXrjF1xLbqfyBKSkpqMPrajh07dEaq6QxNHZPtfe1pqr6dOc77888/j7/97W9wcHBo8QcofVtomhIQEAAA2Lp1a4PWtFOnTuHChQtYsmQJgDtDG8vlciQlJTU47r/99lv8+uuvOsnDqVOn9Nq+Pj+wtZa+902ZTAYzM7MGrSAVFRXYsmVLh8XWGoGBgXjggQewceNGuLu7Qy6XIywsTLvcysoKfn5+SE1Nxccff6xNhEpLSw3uymlra4vx48fj5s2bmD9/PjIzM+Ht7d2uPQTqv+jefd3642iehqq/nyQlJWHevHna+Y3dT1rSmroaci0ODg7Gli1bcPHixSZ/XDXkWtDeWpU8/Pjjj9q+Vfn5+fjmm2+wceNGmJqaYvfu3e06VndoaCiSkpLw3HPP4bXXXoOfnx+6deuGGzdu4NixYxg7dixeeumlZtfx3nvvIT09HUOHDsW8efPwyCOPoLKyEpmZmUhLS0N8fLzBX9I+//xzvPDCC3jyySexYMECuLu74/r16zh06BCSkpIAACtXroS/vz+eeuop/PnPf4anpydKS0tx5coV7N27F0ePHm1xOyqVCgEBAXj77bdhZWWFVatW4ZdffmkwlKe+9bO2toaHhwe++OILjBgxAvb29lCpVNoL+4gRI7Bq1SoUFhY2eKvyiBEjsHHjRtjZ2TW4cXp6euK9997DkiVLcO3aNQQFBcHOzg55eXk4efIkrKystL8EJyQkIDg4GKNGjUJERAQeeOABFBcX48KFC/jhhx8aDBMrJf3790dqaipWr14NHx8fmJiYwNfXt12Oy3r67OOO1r17d3z22WeYOnUqiouLMX78eDg5OaGgoADnzp1DQUGB9les+m6JK1euxNSpU9GtWzc88sgjOq0tzXnnnXe0fY6XLl0Ke3t7JCUlYf/+/fjoo49gY2MDAJg/fz42bNiA0aNH4/3334ezszOSkpLwyy+/6KyzR48eBrcitjd9zwmlUomnn34aH3/8sfYc/Prrr7F+/fp2f7lSR2zLy8sLr7zyCj799FN069YNI0eOxI8//ojly5e3+oWMbdG7d29YWloiKSkJXl5e6N69u/Z4aM9rT2pqKszMzPDss8/ip59+wttvv42BAwciJCSkA2vX0Pz58/HPf/4TTz/9NBYsWIABAwZAo9Hg+vXrOHz4MF5//XXtDxr9+/fHV199hb1798LV1RXW1tYGtfI+8sgjiIqKwmeffQYTExMEBwcjMzMTb7/9Ntzc3LBgwQIAd37VjomJwfvvv48ZM2ZgwoQJyMrKwrJlyxrtEtIR3VwMpe99c/To0VixYgUmTZqEqKgoFBUVYfny5R36I0RrmJqaIjw8HCtWrIBSqcS4ceO019F6f/3rXxEUFIRnn30Wr7/+Ourq6vD3v/8dVlZWLbZCvvDCC9p3fDk6OuLXX3/Fp59+Cg8PDzz00EMA2ufeUO/RRx9F79698dZbb0EIAXt7e+zdu1f7DGZrBAYG4umnn8aiRYtQVlYGX19f/N///V+rEsGWvk81xpBr8XvvvYcDBw7g6aefxl/+8hf0798ft2/fxsGDB7Fw4UI8+uijBl0L2p0hT1fXPw1fP5mbmwsnJyfxzDPPiL/97W8iPz9f5zNtHW1JiDsjTixfvlwMHDhQyOVy0b17d/Hoo4+K6OhocfnyZW05Dw8PMXr06EZjLygoEPPmzRO9evUS3bp1E/b29sLHx0csWbJEOzpN/WhLH3/8sc7n0chT9SdOnBDBwcHCxsZGWFhYiN69e+uMxvHf//5XTJ8+XTzwwAOiW7duwtHRUQwdOlS8//77jcZ59zbnzJkjVq1aJXr37i26desmHn30UZGUlNSq+glxZ6i2wYMHCwsLC51RUW7duiVMTEyElZVVg2HQ6kcU+eOIH3/0r3/9SwwfPlwolUphYWEhPDw8xPjx47XDe9Y7d+6cdui4bt26CRcXFxEQECDi4+O1ZZoa0auxkTb01dRoS3cPhVq///84wkdxcbEYP368sLW1FTKZrMGx3B7HpSH7uCX162qsTncf0039Db7++msxevRoYW9vL7p16yYeeOABMXr0aJ1yixcvFj169BAmJiYN9ktTdW1sRKPz58+LF154QdjY2Ahzc3MxcODARkfL+fnnn8Wzzz4r5HK5sLe3F5GRkeKLL75o9fGgT2x3n++GHpf6nBM3btwQL7/8srCzsxPW1tYiKChI/PjjjzrHqz6j3LWkrdtqrJ5VVVXi9ddfF05OTkIul4snn3xSnDhxQmed+mpqtKXG7glTp07VGTVr+/bt4tFHHxXdunXT2X9tufYI8f/vY6dPnxYvvPCC6N69u7C2thZhYWEiLy/PoHrWr+uPwzLW10nf++Jvv/0m/ud//kc88sgjwtzcXDsk+IIFCxqM3Hb27FkxbNgwoVAoGox6ZMh+rqurE3//+9/Fww8/LLp16yZUKpV45ZVXtEPh1tNoNCI2Nla4ubkJc3NzMWDAALF3795Gz6/WMGS0JX2vQfreNzds2CAeeeQRYWFhIR588EERGxsr1q9fr3O8Nnetb0lb6yKEEJcuXdJ+P0tPT290O3v27BEDBgwQ5ubmwt3dXXz44YdNbvuP5/Enn3wihg4dKlQqlfazkZGRIjMzs8Hnmro3tKSx87/+2m9tbS3s7OzEhAkTxPXr13XO76bOqcbWefv2bTF9+nRha2srFAqFePbZZ8Uvv/xi8GhLQjT9faqpeITQ/1osxJ3hb6dPny5cXFxEt27dRI8ePURISEiDa46+14LGvh+0hez3lRKREchkMsyZMwf/+7//a+xQiKgJy5Ytw7vvvouCgoJ2faaAiKgravehWomIiIiI6N7UvgNyE1G7a+kBVBMTkwZDgBJR59NoNNBoNM2Wae93YJD03e/HRVesP++5Lbu/a09kZEKIFrssdevWrdlp+vTpnRQt0f1p2bJlEEI022Xpvffea/Fc7aghgkm6pk+f3uJxcS/raudFZmZmi/G+9957xg7T6PjMA5HEff/9980ub2mEByLqeNnZ2dr3lDSlLcN2U9eUmZnZ4ov7pDD6VEfpaudFdXU1/vOf/zRbRgoj+xkbkwciIiIiItILuy0REREREZFepPWUClEn02g0yM7OhrW1dbu+up2IiO49QgiUlpaiR48eHfrQbGVlJaqrq9u8HnNzc+3bpInaC5MHuq9lZ2fDzc3N2GEQEVEXkpWVhZ49e3bIuisrK9HL0hK57bAuFxcX/Pe//2UCQe2KyQPd16ytrQHcuREolUojR0NERFKmVqvh5uamvXd0hOrqauQCyJLJ0Ja7khqAW24uqqurmTxQu2LyQPe1+q5KSqWSyQMREemlM7q5KgEo27IdjodDHYTJAxEREZHUmJgAbU0e6uraLx6i3zF5ICIiIpIaJg8kUUweiIiIiKSmPZIHog7A9zwQEREREZFe2PJAREREJDVseSCJYvJAREREJDVMHkii2G2JiIiIiIj0wpYHojYSQiA/Px+1tbVwcnJCt27djB1Sm1RUVKCwsBBWVlawt7c3djhtIoRAYWEhqqqq4OTkBHNzc2OH1CaVlZUoLCyEpaUlHBwcjB1OmxUVFaGiogIqlarLv8Squroa+fn5sLCwgEql6pT3AHSk4uJilJWVQaVSwdLS0tjhtElNTQ3y8/NhZmYGJyenrrNv2PJAEsWWB6JWqqqqQlxcHLy9veHi4oKePXvCxcUFMTExyM7ONnZ4Bjt//jwiIiJgZ2cHd3d3ODg4wN/fHykpKRBd7CZUW1uLhIQEDBw4EE5OTnBzc4OjoyPmzZuHzMxMY4dnsEuXLiE6OhoODg5wc3ODSqWCn58fEhMTodFojB2eQTQaDRITE/H4449DpVJp6xMdHY1Lly4ZOzyDZWZmYt68eXB0dISbmxucnJwwaNAgJCQkoLa21tjhGUQIgZSUFPj7+8PBwQHu7u6wt7dHREQEzp8/b+zwDJadnY2YmJgG12dvb2/ExcWhqqrK2OG1zMSk7RNRB5CJrvatgKgdqdVq2NjYoKSkxKA3TJeXl2P06NHIyMjAuHHjEDJhAiwtLXH06FFs2LgRcrkcR44cgZeXVwdG337S0tLw8ssvw9nZGbOiozFo0CDk5+cjcfNmHD16FH+eNQufr1rVJX6xq66uxvjx47F//3688MILmBQWBmtra2RkZGDtunXQaDQ4dOgQfHx8jB2qXo4fP47nn38e1tbWiJo5E0888QSKi4uxZetWHDx4EJMmTcLmzZthampq7FBbVFdXh/DwcGzbtg1BQUGY8sorsLe3x3fffYc1a9eitLQU+/btw9NPP23sUPVy+vRpBAYGwtTUFDNnzIC/vz9KS0uxbft27N27F6NHj8auXbu6RIuXEAJzZs/G6vh4BAQEYGp4OJycnHD27FnEJyQgLy8PqampCA4ONnaoerlw4QJGjBiByspKTJ82DQEBAaioqMCOnTuRmpoKf39/7N+/HwqFwqD1tvae0apt2Ni06Q3TaiFgU1LSobHSfUoQScTXX38tnn/+eeHq6ioAiN27d7f4ma+++ko89thjwsLCQvTq1UusXr3aoG2WlJQIAKKkpMSgz82cMUMoFArxzfHjQmg0Daac7GzRt29f0adPH1FTU2PQeo3h+vXrQqFQiDFjxoiK8nKd+qxbu1YAEPHx8cYOVS+LFi0S5ubm4kBamk5diouKhJ+fn3B1dRVlZWXGDrVFRUVFwtbWVgQEBIhStVqnPjtSUoSJiYmIjY01dqh6iY2NFSYmJmJHSopOXUrVajF8+HBha2srioqKjB1qi8rKyoSrq6vw8/MTxUVFOvU5kJYmunXrJt58801jh6qX1atXCwBi3dq1OnWpKC8XY8aMEQqFQmRlZRk71BbV1NSIPn36iH79+oncnByd+nxz/LhQKBQiauZMg9fd2ntGq7ZhZyeEvX2rpxI7uw6Ple5PTB5IMtLS0sSSJUvEP//5T72Sh2vXrgmFQiFee+018fPPP4u1a9eKbt26iV27dum9zdbcCAoKCoS5ubn4MDZW56ZUP/1w+rQAIFJTU/Ver7EsWbJEWFtbC3VJSZP1CQkJEQ8//LDQaDTGDrdZv/32m1AqleLNRYuarMuVy5eFTCYTGzZsMHa4LVq+fLkwNzdv9AtQ/RQdFSVcXV1FdXW1scNtVnV1tXBxcRHRUVFN1iU3J0d069ZNfPLJJ8YOt0Xr168XMplMXLl8ucn6vLlokbCxsRG//fabscNtVl1dnXjooYdESEhIk3VRl5QIa2tr8T//8z/GDrdF9feQH06fbrI+H8bGCgsLC1FQUGDQujs1ebC3F0KlavVUYm/P5IE6BJMHkiR9kodFixaJRx99tMG86Oho8eSTTzb5mcrKSlFSUqKdsrKyDL64rlu3TpiYmIiC/Pwmb0xCoxG+vr5i4sSJeq/XWB566KE7v8A1U5cv09MFAHHmzBljh9us+i8N165ebbY+I0eOFKNGjTJ2uC16/PHHxYQJE5qty+nvvxcAxNGjR40dbrOOHj0qAIjT33/fbH0mTJgg/Pz8jB1uiwIDA8Wzzz7bbF2uXrnSJX5E+OGHHwQA8WV6erP1iZo5Uzz00EPGDrdFEydOFL6+vs3WpSA/X8hkMrF+/XqD1s3kgUgIPk1DXdaJEycQGBjYYN6oUaPw/fffo6amptHPxMbGwsbGRju5ubkZvN3i4mJ0794dKpWq2XKenp4oLi42eP2drbi4GJ6ens2WqV9eVFTU8QG1Qf3f28PDo9lynh4ekq8L8Pu+aakuv+8bqR9r9fG1eKzdg/tG6vXRe9/cQ9c0lUoFa2trae8bPjBNEsUji7qs3NxcODs7N5jn7OyM2tpaFBYWNvqZxYsXo+T3B8hKSkqQlZVl8HYdHR1RWlqKvLy8ZstduXKlxQRDClQqFa5evdpsmStXrgC4U3cpq4/v2rVrzZa7eu2a5OsC3KnP1RbqUr9vpH6s1cfX4rF29eo9s2/q6yr1+tTHp891QOrHGaDfNS0vLw+lpaXS3jdMHkiieGRRl3b36D/i98HDmhoVyMLCAkqlssFkqLFjx0Iul2Pt2rVNljl58iTOnj2LSZMmGbz+zhYWFobklBTcvn27yTIJa9agb9++6N+/f+cF1gqBgYGws7PD6tWrmyzzyy+/4NixYwgLC+vEyFonLCwMe/bsaXbo34SEBLi5uWHYsGGdGJnhhg0bhp49eyI+Pr7JMjdv3sTevXu7xHkTGhqKo0eP4uLFi02WiY+Ph729vU4LqdT0798f3t7eiE9IaLLM7du3kZyS0iX2TVhYGM6cOYOTJ082WWbt2rWQy+UYO3ZsJ0ZmICYPJFXG7jdF1Bjo8czDU089JebNm9dgXmpqqjAzM9P74dHW9l+dO2eOsLCwEIcPHdLpS3v911/FQw89JLy9vUVtba1B6zWG7OxsYW1tLZ599lnxW2mpTn0+/cc/BACxceNGY4eql7fffluYmpqKf+7apVOXvNxcMWDAAOHu7i4qKiqMHWqLbt26JVQqlRg6dKi4VVysU59NGzcKAGLFihXGDlUvK1asEADEpo0bdepyq7hYDBkyRKhUKnH79m1jh9qiiooK4ebmJgYOHCjycnN16vPPXbuEqampWLp0qbFD1cuGDRsEALHy00916vJbaal49tlnhVKpFNnZ2cYOtUW1tbXCy8tLPPTQQ+L6r7/q1OfwoUPCwsJCvDp3rsHr7tRnHlxchOjRo9VTiYsLn3mgDsE3TFOXNWTIEOzdu7fBvMOHD8PX17fD3/K8/JNPcPXaNYwKCkJwcDAmjB8PhUKBo0ePYmtSElQqFQ4cONAlxt53dXXFF198gTFjxqB3nz6YERmJgQMHoqCgAJsSE3Hq1CnExMRg6tSpxg5VL0uXLsXFixfx8vjxGDFiBMJCQ6FUKpGRkYFNiYlQKBRIT0/vEm80trW1xb59+xAcHIw+Dz2EaRER8PPzw61bt7Bl61ZkZGRg5owZmD9/vrFD1ctrr72Gn3/6CRHTpmHd+vWY8sorsLOzw8mTJ7Fx0yZoNBocPHgQNjY2xg61RXK5HGlpaRg5ciQefuQRTA0Ph7+/P9RqNbYnJ+PIkSMICQnB22+/bexQ9RIREYGff/4Zr82fj6Rt2zA1PByOjo44e/Ys1m/YgLKyMuzZsweurq7GDrVFpqam2Lt3LwICAuDl7Y1XJk9GQEAAysvLsXPXLhw4cABBQUH4ePlyY4faPLYekFQZO3shqldaWirOnDkjzpw5o/019cyZM+LXX38VQgjx1ltviSlTpmjL1w/VumDBAvHzzz+L9evXd8pQrfWqq6vF+vXrhY+PjwAgAIgePXqIZcuWGTz8nxRcunRJzJ07V1hbWwsAQiaTiVGjRol9+/YZOzSD1dXVia1bt4ohQ4Zo942jo6NYvHhxl/jl9G6ZmZli4cKFwu73cdsBiOHDh4tdu3ZJfvjcu2k0GrFr1y4xfPhwbV3s7OzEwoULRWZmprHDM1h2drZYvHixcHR01NZnyJAhYuvWraKurs7Y4Rls3759YtSoUdq6WFtbi7lz54rLly8bOzSDFRQUiGXLlokePXpo6+Pj4yPWr1/f6nfwdGrLQ8+eQri7t3oq6dmTLQ/UIfiGaZKMr776CsOHD9eZP3XqVGzatAkRERHIzMzEV199pV329ddfY8GCBfjpp5/Qo0cPvPnmm5g1a5be22yvt4WWlZWhtrYWSqWyS7yFuTl1dXVQq9VQKBSwsLAwdjhtVl5ejurqaiiVSph08V/xNBoNSkpKIJfLYWlpaexw2qyiogKVlZWwsbG5J/aNWq2Gubm5wW8tlqKqqiqUl5dDqVR2iRbU5gghoFarYWZmBisrqzatq1PfMN2zJ5RtOC/UGg1sbtzgG6ap3TF5oPtaZ9wIiIjo3tCpyYO7e9uTh+vXeX+jdsdnHoiIiIikhs88kETxqCQiIiIiIr2w5YGIiIhIatjyQBLF5IGIiIhIamSytiUPfKSVOghTWiIiIiIi0gtbHoiIiIikpq3dltjyQB2EyQMRERGR1DB5IIli8kBEREQkNUweSKL4zAMREREREemFyQMRERGR1NS3PLRlaoVVq1ahV69ekMvl8PHxwTfffNNk2dTUVDz77LNwdHSEUqnEkCFDcOjQodbWmLoIJg9EREREUmOE5CElJQXz58/HkiVLcObMGTz11FMIDg7G9evXGy1//PhxPPvss0hLS8Pp06cxfPhwvPDCCzhz5kxba08SJhOCneLo/qVWq2FjY4OSkhIolUpjh0NERBLWGfcM7Tb694fS1LT166mrg8358wbF+sQTT+Cxxx7D6tWrtfO8vLzw4osvIjY2Vq919O3bFxMnTsTSpUtbFTdJHx+YJiIiIpKadnpgWq1WN5htYWEBCwsLneLV1dU4ffo03nrrrQbzAwMD8e233+q1SY1Gg9LSUtjb27cyaOoK2G2JiIiISGraqduSm5sbbGxstFNTLQiFhYWoq6uDs7Nzg/nOzs7Izc3VK+RPPvkEZWVlCAkJaVvdSdLY8kBERER0j8rKymrQbamxVoc/kslkDf4vhNCZ15jt27dj2bJl+OKLL+Dk5NS6YKlLYPJAREREJDXt1G1JqVTq9cyDSqWCqampTitDfn6+TmvE3VJSUhAZGYmdO3di5MiRrY+ZugR2WyIiIiKSGpmsbV2W9Ggt+CNzc3P4+PggPT29wfz09HQMHTq0yc9t374dERER2LZtG0aPHt2qqlLXwpYHIiIiIsLChQsxZcoU+Pr6YsiQIVizZg2uX7+OWbNmAQAWL16MmzdvYvPmzQDuJA7h4eFYuXIlnnzySW2rhaWlJWxsbIxWD+pYTB6IiIiIpKat3ZZa8dmJEyeiqKgI7733HnJyctCvXz+kpaXBw8MDAJCTk9PgnQ8JCQmora3FnDlzMGfOHO38qVOnYtOmTa2PnSSN73mg+xrf80BERPrq1Pc8PPkklGat/41XXVsLm3//m/c3andseSAiIiKSGiO0PBDpg0cWERERERHphS0PRERERFLDlgeSKCYPRERERFLD5IEkikcWERERERHphS0PRERERFLDlgeSKCYPRERERFLD5IEkikcWERERERHphS0PRERERFLDlgeSKCYPRERERFIjk7UtAZDJ2i8Woj9gWkpERERERHphywMRERGR1LDbEkkUkwciIiIiqWHyQBLF5IGIiIhIapg8kETxyCJqIyEE8vLycPPmTdTU1Bg7nDarqKhAVlYWiouLjR1KmwkhUFBQgBs3bqC6utrY4bRZZWUlbty4gaKiImOH0i6Kiopw48YNVFZWGjuUNquursaNGzdQUFAAIYSxw2mz4uJiZGVloaKiwtihtFlNTQ1u3ryJvLy8e2LfEBkbkweiVqqqqkJcXBy8vb3h4uKCnj17wsXFBTExMcjOzjZ2eAY7f/48IiIiYGdnB3d3dzg4OMDf3x8pKSld7oZbW1uLhIQEDBw4EE5OTnBzc4OjoyPmzZuHzMxMY4dnsEuXLiE6OhoODg5wc3ODSqWCn58fEhMTodFojB2eQTQaDRITE/H4449DpVJp6xMdHY1Lly4ZOzyDZWZmYt68eXB0dISbmxucnJwwaNAgJCQkoLa21tjhGUQIgZSUFPj7+8PBwQHu7u6wt7dHREQEzp8/b+zwDJadnY2YmJgG12dvb2/ExcWhqqrK2OG1rL7loS0TUQfgkUXUCuXl5QgKCsLrr7+OAQMGYNfOndi/bx+mRURgw4YN8PX1xYULF4wdpt7S0tLg5+eHr776CsveeQcH0tKQuGkTLCwsEBoaijmzZ3eZBKK6uhrjxo3D7Nmz8eCDDyIlORlp+/dj7pw5SE5Ohq+vL06fPm3sMPV2/Phx+Pr6Yt++fVj0xhs4kJaGpK1b4eDggIiICEyZMgV1dXXGDlMvdXV1mDJlCiIiIqBSqZC0dSsOpKXhjZgY7Nu3D76+vjh+/Lixw9Tb6dOn4ePjg+TkZMydMwdp+/cjJTkZvXr1wuzZszFu3Lgu0+IlhMCc2bMRGhoKCwsLJG7ahANpaXhn6VJ89dVX8PPzw4EDB4wdpt4uXLgAX19fbNiwAdMiIrB/3z7s2rkTAwYMwOuvv46goCCUl5cbO8zmMXkgqRJE97GSkhIBQJSUlBj0uZkzZgiFQiG+OX5cCI2mwZSTnS369u0r+vTpI2pqajoo8vZz/fp1oVAoxJgxY0RFeblOfdatXSsAiPj4eGOHqpdFixYJc3NzcSAtTacuxUVFws/PT7i6uoqysjJjh9qioqIiYWtrKwICAkSpWq1Tnx0pKcLExETExsYaO1S9xMbGChMTE7EjJUWnLqVqtRg+fLiwtbUVRUVFxg61RWVlZcLV1VX4+fmJ4qIinfocSEsT3bp1E2+++aaxQ9XL6tWrBQCxbu1anbpUlJeLMWPGCIVCIbKysowdaotqampEnz59RL9+/URuTo5Ofb45flwoFAoRNXOmwetu7T2jVdsYO1aI8eNbPZWMHdvhsdL9iWkpkYEKCwuRuHkzlr79Nvz9/XWWu7i4YMvmzbhy5Qr27t1rhAgNk5CQAFNTU2zdsgVyuVxneWRkJEJCQrBixQrJtz6UlZUhPj4eC+bPR1BQkM5yOzs7bEtKQm5uLlJSUowQoWE2btyI8vJybEtKQvfu3XWWT5gwATNnzEBcXJzkn7epqanBypUrMXPGDEyYMEFneffu3bF92zaUlZVh06ZNnR+ggZKTk5Gbm4ttSUmws7PTWR4UFISFCxYgPj4eZWVlRohQfxqNBitWrEBISAgiIyN1lsvlcmzdsgWmpqZISEgwQoSG2bNnD65cuYLNiYlwdnbWWe7v74+lb7+NxM2bUVhYaIQI9cSWB5IoHllEBvriiy9QW1vb6E223uDBg+Hr69slvqDu2LEDYaGhsLa2brJM1MyZuHTpEs6dO9eJkRnu0KFDUKvViI6ObrJM7969MWLEiC6xb1JSUjB27NhGvwDVi4qKQk5ODjIyMjoxMsNlZGQgNzcXUVFRTZZxdnbGiy++2GX2zciRI9G7d+8my0RFRaGkpASHDx/uxMgMd+7cOVy+fBlRM2c2Wcba2hphoaFdYt/s2LEDvr6+GDx4cJNlIiMjUV1djT179nRiZAZi8kASxSOLyEDFxcXo3r07VCpVs+U8PT27xIhFxcXF8PT0bLZM/XKpj/JT//f28PBotpynh4fk6wL8vm9aqsvv+0bqx1p9fC0ea/fgvpF6ffTeN/fQNU2lUsHa2lry+4ZIipg8EBnI0dERpaWlyMvLa7bclStXWkwwpEClUuHq1avNlrly5QqAO3WXsvr4rl271my5q9euSb4uwJ36XG2hLvX7RurHWn18LR5rV6/eM/umvq5Sr099fPpcB6R+nAH6XdPy8vJQWloq7X3DlgeSKB5ZRAYaO3Ys5HI51q5d22SZkydP4uzZs5g0aVInRtY6YWFhSE5Jwe3bt5ssk7BmDfr27Yv+/ft3XmCtEBgYCDs7O6xevbrJMr/88guOHTuGsLCwToysdcLCwrBnz55mh/5NSEiAm5sbhg0b1omRGW7YsGHo2bMn4uPjmyxz8+ZN7N27t0ucN6GhoTh69CguXrzYZJn4+HjY29sjMDCwEyMzXP/+/eHt7Y34Zp5nuH37NpJTUrrEvgkLC8OZM2dw8uTJJsusXbsWcrkcY8eO7cTIDCSTtS1xkMmMXQO6RzF5IDKQnZ0dIqdPx/sffID09HSd5VlZWXhlyhR4e3sjODjYCBEaJioqCiYmJgiZOLHRBztXrlyJ3bt3IyYmBjKJ34wsLS0xd+5crIyLQ2pqqs7y/Px8TAwNhbu7e6MP7UpNeHg4bG1tMSEkpNHkLjExERs2bsSCBQtgZmbW+QEawMzMDAsXLsSGjRuRmJios/z27duYEBICW1tbhIeHGyFCw4SEhMDNzQ0TQ0ORn5+vszw1NRUr4+Iwd+5cWFpaGiFC/clkMsTExGD37t2Ii4vTWV5WVoaQiRNhZmaGmc08FyEVzz33HLy8vPDKlCnIysrSWZ6eno73P/gAMyIjG33YnYiaJxNSHz6FqAOp1WrY2NigpKQESqVS789VVVXhpZdewsGDBxEcHIwJ48dDoVDg6NGj2JqUBJVKhSNHjjT7MKWUHDt2DGPGjIGVlRVmREZi4MCBKCgowKbERJw6dQoxMTH46KOPJJ88AHdeEDd58mTs2LEDI0aMQFhoKJRKJTIyMrApMREKhQLp6eno16+fsUPVy3fffYfg4GCYmJhgWkQE/Pz8cOvWLWzZuhUZGRmYOWMGEtas6RL7RqPRIDoqCuvWr4e/vz+mvPIK7OzscPLkSWzctAkajQYHDx6En5+fsUPVy48//oiRI0eisrISU8PD4e/vD7Vaje3JyThy5AhCQkKQlJQk+cQOuPOeh0WLFmH58uXw8/PD1PBwODo64uzZs1i/YQPKysqwZ88eDB8+3Nih6uXq1asICAhAUVERXpk8GQEBASgvL8fOXbtw4MABBAUFYffu3bCwsDBova29Z7RqG6GhUJqbt3491dWwSU7u0Fjp/sTkge5rbbkR1NTUYMuWLVi1apX2pWM9evRAVFQU5syZ0yX6Bv/R5cuXERcXh8TERJSWlkImkyEwMBCvvvoqRo8ebezwDKLRaLB9+3Z8/vnnOHHiBIA7/bpnzJiBV199Fa6urkaO0DC//vor4uLisHHjRty6dQsAMHz4cMyZMwfjxo3rEolDPSEEUlNT8fnnn+PYsWMA7rTmTZs2DfPmzWvxYXepycnJwWeffYZ169ahoKAAADBkyBDMmTMHYWFhMOli/c7379+Pzz77DIcOHQJwZ5SlqVOn4rXXXkOfPn2MHJ1hCgsL8fnnn2PNmjXarn8+Pj6YPXs2wsPDW5XUdWryMGlS25OHbduYPFC7Y/JA97X2uhGUlZWhtrYWSqWyS32Ra0xdXR3UajUUCoXBv8pJUXl5Oaqrq6FUKrvcF7m7aTQalJSUQC6XS74rjD4qKipQWVkJGxube2LfqNVqmJubQ6FQGDucNquqqkJ5eTmUSiVMTU2NHU6bCCGgVqthZmYGKyurNq2rU5OHV15pe/KwdSuTB2p30m9LJeoC2npDkhJTU9N7qh+wQqG4J77MAYCJick9tW8sLS3viSQIuLNvbG1tjR1Gu7GwsLgnfjwA7jzTYWNjY+wwiO4ZTB6IiIiIpKatw6128dY8ki4mD0RERERSw+SBJIpHFhERERER6YUtD0RERERSw5YHkigmD0RERERSw+SBJIpHFhERERER6YUtD0RERERSw5YHkigmD0RERERSI5O1LQHo4i8sJeliWkqSsmrVKvTq1QtyuRw+Pj745ptvmi2flJSEgQMHQqFQwNXVFdOmTUNRUVEnRUtERER0f2HyQJKRkpKC+fPnY8mSJThz5gyeeuopBAcH4/r1642Wz8jIQHh4OCIjI/HTTz9h586dOHXqFGbMmNHJkRMREbWz+m5LbZmIOgCPLJKMFStWIDIyEjNmzICXlxc+/fRTuLm5YfXq1Y2W//e//w1PT0/MmzcPvXr1gr+/P6Kjo/H99993cuRERETtjMkDSRSPLJKE6upqnD59GoGBgQ3mBwYG4ttvv230M0OHDsWNGzeQlpYGIQTy8vKwa9cujB49usntVFVVQa1WN5iIiIgkh8kDSRSPLJKEwsJC1NXVwdnZucF8Z2dn5ObmNvqZoUOHIikpCRMnToS5uTlcXFxga2uLzz77rMntxMbGwsbGRju5ubm1az2IiIiI7mVMHkhSZHeNDiGE0JlX7+eff8a8efOwdOlSnD59GgcPHsR///tfzJo1q8n1L168GCUlJdopKyurXeMnIiJqF2x5IIniUK0kCSqVCqampjqtDPn5+TqtEfViY2MxbNgwvPHGGwCAAQMGwMrKCk899RTef/99uLq66nzGwsICFhYW7V8BIiKi9sT3PJBE8cgiSTA3N4ePjw/S09MbzE9PT8fQoUMb/Ux5eTlM7ro4mpqaArjTYkFERERE7YstDyQZCxcuxJQpU+Dr64shQ4ZgzZo1uH79urYb0uLFi3Hz5k1s3rwZAPDCCy9g5syZWL16NUaNGoWcnBzMnz8ffn5+6NGjhzGrQkRE1DZseSCJYvJAkjFx4kQUFRXhvffeQ05ODvr164e0tDR4eHgAAHJychq88yEiIgKlpaX43//9X7z++uuwtbVFQEAA/v73vxurCkRERO2DyQNJlEywfwfdx9RqNWxsbFBSUgKlUmnscIiISMI6456h3cYbb0DZhmf01FVVsPn4Y97fqN2x5YGIiIhIatjyQBLF5IGIiIhIamSytiUATQxzTtRWTEuJiIiIiEgvbHkgIiIikhp2WyKJYvJAREREJDVMHkiimDwQERERSQ2TB5IoHllERERERKQXtjwQERERSQ1bHkiimDwQERERSQ2TB5IoHllERERERKQXtjwQERERSQ1bHkiimDwQERERSQ2TB5IoHllERERERKQXtjwQERERSQ1bHkiimDwQERERSY1M1rYEQCZrv1iI/oBpKVEbCSGQl5eHmzdvoqamxtjhtFlFRQWysrJQXFxs7FDaTAiBgoIC3LhxA9XV1cYOp80qKytx48YNFBUVGTuUdlFUVIQbN26gsrLS2KG0WXV1NW7cuIGCggIIIYwdTpsVFxcjKysLFRUVxg6lzWpqanDz5k3k5eXdE/uGyNiYPBC1UlVVFeLi4uDt7Q0XFxf07NkTLi4uiImJQXZ2trHDM9j58+cREREBOzs7uLu7w8HBAf7+/khJSelyN9za2lokJCRg4MCBcHJygpubGxwdHTFv3jxkZmYaOzyDXbp0CdHR0XBwcICbmxtUKhX8/PyQmJgIjUZj7PAMotFokJiYiMcffxwqlUpbn+joaFy6dMnY4RksMzMT8+bNg6OjI9zc3ODk5IRBgwYhISEBtbW1xg7PIEIIpKSkwN/fHw4ODnB3d4e9vT0iIiJw/vx5Y4dnsOzsbMTExDS4Pnt7eyMuLg5VVVXGDq9l9d2W2jK1wqpVq9CrVy/I5XL4+Pjgm2++abJsTk4OJk2ahEceeQQmJiaYP39+KytLXQmTB6JWKC8vR1BQEF5//XUMGDAAu3buxP59+zAtIgIbNmyAr68vLly4YOww9ZaWlgY/Pz989dVXWPbOOziQlobETZtgYWGB0NBQzJk9u8skENXV1Rg3bhxmz56NBx98ECnJyUjbvx9z58xBcnIyfH19cfr0aWOHqbfjx4/D19cX+/btw6I33sCBtDQkbd0KBwcHREREYMqUKairqzN2mHqpq6vDlClTEBERAZVKhaStW3EgLQ1vxMRg37598PX1xfHjx40dpt5Onz4NHx8fJCcnY+6cOUjbvx8pycno1asXZs+ejXHjxnWZFi8hBObMno3Q0FBYWFggcdMmHEhLwztLl+Krr76Cn58fDhw4YOww9XbhwgX4+vpiw4YNmBYRgf379mHXzp0YMGAAXn/9dQQFBaG8vNzYYTbPCMlDSkoK5s+fjyVLluDMmTN46qmnEBwcjOvXrzdavqqqCo6OjliyZAkGDhzY1hpTVyGI7mMlJSUCgCgpKTHoczNnzBAKhUJ8c/y4EBpNgyknO1v07dtX9OnTR9TU1HRQ5O3n+vXrQqFQiDFjxoiK8nKd+qxbu1YAEPHx8cYOVS+LFi0S5ubm4kBamk5diouKhJ+fn3B1dRVlZWXGDrVFRUVFwtbWVgQEBIhStVqnPjtSUoSJiYmIjY01dqh6iY2NFSYmJmJHSopOXUrVajF8+HBha2srioqKjB1qi8rKyoSrq6vw8/MTxUVFOvU5kJYmunXrJt58801jh6qX1atXCwBi3dq1OnWpKC8XY8aMEQqFQmRlZRk71BbV1NSIPn36iH79+oncnByd+nxz/LhQKBQiauZMg9fd2ntGq7bxj38IER/f6qnkH/8wOFY/Pz8xa9asBvMeffRR8dZbb7X42WeeeUa89tprBtaWuiK2PBAZqLCwEImbN2Pp22/D399fZ7mLiwu2bN6MK1euYO/evUaI0DAJCQkwNTXF1i1bIJfLdZZHRkYiJCQEK1askHzrQ1lZGeLj47Fg/nwEBQXpLLezs8O2pCTk5uYiJSXFCBEaZuPGjSgvL8e2pCR0795dZ/mECRMwc8YMxMXFSf55m5qaGqxcuRIzZ8zAhAkTdJZ3794d27dtQ1lZGTZt2tT5ARooOTkZubm52JaUBDs7O53lQUFBWLhgAeLj41FWVmaECPWn0WiwYsUKhISEIDIyUme5XC7H1i1bYGpqioSEBCNEaJg9e/bgypUr2JyYCGdnZ53l/v7+WPr220jcvBmFhYVGiLBzqdXqBlNTXbaqq6tx+vRpBAYGNpgfGBiIb7/9tjNCpS6CyQORgb744gvU1tY2epOtN3jwYPj6+naJL6g7duxAWGgorK2tmywTNXMmLl26hHPnznViZIY7dOgQ1Go1oqOjmyzTu3dvjBgxokvsm5SUFIwdO7bRL0D1oqKikJOTg4yMjE6MzHAZGRnIzc1FVFRUk2WcnZ3x4osvdpl9M3LkSPTu3bvJMlFRUSgpKcHhw4c7MTLDnTt3DpcvX0bUzJlNlrG2tkZYaGiX2Dc7duyAr68vBg8e3GSZyMhIVFdXY8+ePZ0YmYHaqduSm5sbbGxstFNsbGyjmyssLERdXZ3O9cbZ2Rm5ubkdXl3qOjhUK5GBiouL0b17d6hUqmbLeXp6dokRi4qLi+Hp6dlsmfrlUh/lp/7v7eHh0Ww5Tw8PnJV4IgTcqc+fnnmm2TL1+0bqx1p9fC0eax4e+OGHHzohorYpLi7G4EGDmi3T1c4bfa4DUj/OAP2uaSqVCtbW1tLeN+30noesrCwolUrtbAsLi2Y/JrtriFchhM48ur+x5YHIQI6OjigtLUVeXl6z5a5cudJigiEFKpUKV69ebbbMlStXANypu5TVx3ft2rVmy129dk3ydQHu1OdqC3Wp3zdSP9bq42vxWLt69Z7ZN/V1lXp96uPT5zog9eMM0O+alpeXh9LSUsnvm/agVCobTE0lDyqVCqampjqtDPn5+c22ftL9h8kDkYHGjh0LuVyOtWvXNlnm5MmTOHv2LCZNmtSJkbVOWFgYklNScPv27SbLJKxZg759+6J///6dF1grBAYGws7ODqtXr26yzC+//IJjx44hLCysEyNrnbCwMOzZs6fZoX8TEhLg5uaGYcOGdWJkhhs2bBh69uyJ+Pj4JsvcvHkTe/fu7RLnTWhoKI4ePYqLFy82WSY+Ph729vY6fcilpn///vD29kZ8M88z3L59G8kpKV1i34SFheHMmTM4efJkk2XWrl0LuVyOsWPHdmJkBurk0ZbMzc3h4+OD9PT0BvPT09MxdOjQ9qwZdXFMHogMZGdnh8jp0/H+Bx/oXGSBO03Er0yZAm9vbwQHBxshQsNERUXBxMQEIRMnNvpg58qVK7F7927ExMRIvuna0tISc+fOxcq4OKSmpuosz8/Px8TQULi7uzf60K7UhIeHw9bWFhNCQhpN7hITE7Fh40YsWLAAZmbS7oVqZmaGhQsXYsPGjUhMTNRZfvv2bUwICYGtrS3Cw8ONEKFhQkJC4ObmhomhocjPz9dZnpqaipVxcZg7dy4sLS2NEKH+ZDIZYmJisHv3bsTFxeksLysrQ8jEiTAzM8PMZp6LkIrnnnsOXl5eeGXKFGRlZeksT09Px/sffIAZkZGNPuwuGUYYqnXhwoVYt24dNmzYgAsXLmDBggW4fv06Zs2aBQBYvHixzvl59uxZnD17Fr/99hsKCgpw9uxZ/Pzzz+3yJyBpkgmpD59C1IHUajVsbGxQUlLSoE9oS6qqqvDSSy/h4MGDCA4OxoTx46FQKHD06FFsTUqCSqXCkSNHmn2YUkqOHTuGMWPGwMrKCjMiIzFw4EAUFBRgU2IiTp06hZiYGHz00UeSTx6AOy+Imzx5Mnbs2IERI0YgLDQUSqUSGRkZ2JSYCIVCgfT0dPTr18/Yoerlu+++Q3BwMExMTDAtIgJ+fn64desWtmzdioyMDMycMQMJa9Z0iX2j0WgQHRWFdevXw9/fH1NeeQV2dnY4efIkNm7aBI1Gg4MHD8LPz8/Yoerlxx9/xMiRI1FZWYmp4eHw9/eHWq3G9uRkHDlyBCEhIUhKSpJ8Ygfc6de+aNEiLF++HH5+fpgaHg5HR0ecPXsW6zdsQFlZGfbs2YPhw4cbO1S9XL16FQEBASgqKsIrkycjICAA5eXl2LlrFw4cOICgoCDs3r27xf7/d2vtPaNV21i9Gso2JJ7qigrY/PnPBse6atUqfPTRR8jJyUG/fv3wj3/8A08//TQAICIiApmZmfjqq6+05Ru79nh4eHTJF3KSfpg80H2tLTeCmpoabNmyBatWrdK+dKxHjx6IiorCnDlzukTf4D+6fPky4uLikJiYiNLSUshkMgQGBuLVV1/F6NGjjR2eQTQaDbZv347PP/8cJ06cAHCnX/eMGTPw6quvwtXV1cgRGubXX39FXFwcNm7ciFu3bgEAhg8fjjlz5mDcuHFdInGoJ4RAamoqPv/8cxw7dgzAnda8adOmYd68eS0+7C41OTk5+Oyzz7Bu3ToUFBQAAIYMGYI5c+YgLCwMJm154NUI9u/fj88++wyHDh0CcGeUpalTp+K1115Dnz59jBydYQoLC/H5559jzZo12q5/Pj4+mD17NsLDw1uV1HVq8pCQ0PbkITq6Q2Ol+xOTB7qvtdeNoKysDLW1tVAqlV3qi1xj6urqoFaroVAoDP5VTorKy8tRXV0NpVLZ5b7I3U2j0aCkpARyuVzyXWH0UVFRgcrKStjY2NwT+0atVsPc3BwKhcLY4bRZVVUVysvLoVQqYWpqauxw2kQIAbVaDTMzM1hZWbVpXZ2aPKxZA2UbjiV1eTlsfh8umMkDtSfpt6USdQFtvSFJiampqbT7ARtIoVDcE1/mAMDExOSe2jeWlpb3RBIE3Nk3tra2xg6j3VhYWNwTPx4Ad7rV2NjYGDsMonsGkwciIiIiqWmn9zwQtTcmD0RERERSw+SBJIrJAxEREZHUMHkgieKRRUREREREemHLAxEREZHUsOWBJIrJAxEREZHUMHkgieKRRUREREREemHLAxEREZHUsOWBJIrJAxEREZHUMHkgieKRRUREREREemHLAxEREZHUsOWBJIrJAxEREZHUMHkgieKRRUREREREemHLAxEREZHUyGRtaz2QydovFqI/YPJAREREJDXstkQSxeSBiIiISGqYPJBE8cgiIiIiIiK9sOWBiIiISGrY8kASxeSBiIiISGqYPJBE8cgiIiIiIiK9sOWBiIiISGrY8kASxeSBiIiISGqYPJBE8cgiIiIiIiK9sOWBiIiISGrY8kASxeSBiIiISGqYPJBEMXkgIiIikhqZrG0JgEzWfrEQ/QHTUiIiIiIi0guTB5KUVatWoVevXpDL5fDx8cE333zTbPmqqiosWbIEHh4esLCwQO/evbFhw4ZOipaIiKiD1HdbastE1AHYbYkkIyUlBfPnz8eqVaswbNgwJCQkIDg4GD///DPc3d0b/UxISAjy8vKwfv169OnTB/n5+aitre3kyImIiNoZn3kgiWLyQJKxYsUKREZGYsaMGQCATz/9FIcOHcLq1asRGxurU/7gwYP4+uuvce3aNdjb2wMAPD09OzNkIiIiovsK01KShOrqapw+fRqBgYEN5gcGBuLbb79t9DN79uyBr68vPvroIzzwwAN4+OGHERMTg4qKiia3U1VVBbVa3WAiIiKSHHZbIoliywNJQmFhIerq6uDs7NxgvrOzM3Jzcxv9zLVr15CRkQG5XI7du3ejsLAQs2fPRnFxcZPPPcTGxuLdd99t9/iJiIjaFbstkUTxyCJJkd01tJwQQmdePY1GA5lMhqSkJPj5+eG5557DihUrsGnTpiZbHxYvXoySkhLtlJWV1e51ICIiIrpXseWBJEGlUsHU1FSnlSE/P1+nNaKeq6srHnjgAdjY2GjneXl5QQiBGzdu4KGHHtL5jIWFBSwsLNo3eCIiovbGlgeSKB5ZJAnm5ubw8fFBenp6g/np6ekYOnRoo58ZNmwYsrOz8dtvv2nnXbp0CSYmJujZs2eHxvtHQgjk5eXh5s2bqKmp6bTtdpSKigpkZWWhuLjY2KG0mRACBQUFuHHjBqqrq40dTptVVlbixo0bKCoqMnYo7aKoqAg3btxAZWWlsUNps+rqaty4cQMFBQUQQhg7nDYrLi5GVlZWs8+QdRU1NTW4efMm8vLyuta+4TMPJFE8skgyFi5ciHXr1mHDhg24cOECFixYgOvXr2PWrFkA7nQ5Cg8P15afNGkSHBwcMG3aNPz88884fvw43njjDUyfPh2WlpYdHm9VVRXi4uLg7e0NFxcX9OzZEy4uLoiJiUF2dnaHb7+9nT9/HhEREbCzs4O7uzscHBzg7++PlJSUrnXDBVBbW4uEhAQMHDgQTk5OcHNzg6OjI+bNm4fMzExjh2ewS5cuITo6Gg4ODnBzc4NKpYKfnx8SExOh0WiMHZ5BNBoNEhMT8fjjj0OlUmnrEx0djUuXLhk7PINlZmZi3rx5cHR0hJubG5ycnDBo0CAkJCR0uWGjhRBISUmBv78/HBwc4O7uDnt7e0REROD8+fPGDs9g2dnZiImJaXB99vb2RlxcHKqqqowdHlGXxeSBJGPixIn49NNP8d5772HQoEE4fvw40tLS4OHhAQDIycnB9evXteW7d++O9PR03L59G76+vpg8eTJeeOEFxMXFdXis5eXlCAoKwuuvv44BAwZg186d2L9vH6ZFRGDDhg3w9fXFhQsXOjyO9pKWlgY/Pz989dVXWPbOOziQlobETZtgYWGB0NBQzJk9u8skENXV1Rg3bhxmz56NBx98ECnJyUjbvx9z58xBcnIyfH19cfr0aWOHqbfjx4/D19cX+/btw6I33sCBtDQkbd0KBwcHREREYMqUKairqzN2mHqpq6vDlClTEBERAZVKhaStW3EgLQ1vxMRg37598PX1xfHjx40dpt5Onz4NHx8fJCcnY+6cOUjbvx8pycno1asXZs+ejXHjxnWZFi8hBObMno3Q0FBYWFggcdMmHEhLwztLl+Krr76Cn58fDhw4YOww9XbhwgX4+vpiw4YNmBYRgf379mHXzp0YMGAAXn/9dQQFBaG8vNzYYTaPLQ8kVYLoPlZSUiIAiJKSEoM+N3PGDKFQKMQ3x48LodE0mHKys0Xfvn1Fnz59RE1NTQdF3n6uX78uFAqFGDNmjKgoL9epz7q1awUAER8fb+xQ9bJo0SJhbm4uDqSl6dSluKhI+Pn5CVdXV1FWVmbsUFtUVFQkbG1tRUBAgChVq3XqsyMlRZiYmIjY2Fhjh6qX2NhYYWJiInakpOjUpVStFsOHDxe2traiqKjI2KG2qKysTLi6ugo/Pz9RXFSkU58DaWmiW7du4s033zR2qHpZvXq1ACDWrV2rU5eK8nIxZswYoVAoRFZWlrFDbVFNTY3o06eP6Nevn8jNydGpzzfHjwuFQiGiZs40eN2tvWe0ahs//CDEpUutnkp++KHDY6X7E5MHuq+15kZQUFAgzM3NxYexsTo3pfrph9OnBQCRmpragdG3jyVLlghra2uhLilpsj4hISHi4YcfFhqNxtjhNuu3334TSqVSvLloUZN1uXL5spDJZGLDhg3GDrdFy5cvF+bm5o1+AaqfoqOihKurq6iurjZ2uM2qrq4WLi4uIjoqqsm65ObkiG7duolPPvnE2OG2aP369UImk4krly83WZ83Fy0SNjY24rfffjN2uM2qq6sTDz30kAgJCWmyLuqSEmFtbS3+53/+x9jhtuif//ynACB+OH26yfp8GBsrLCwsREFBgUHr7tTk4cwZIa5cafVUcuYMkwfqEGzTIjLQF198gdraWkRGRjZZZvDgwfD19UVKSkonRtY6O3bsQFhoKKytrZssEzVzJi5duoRz5851YmSGO3ToENRqNaKjo5ss07t3b4wYMaJL7JuUlBSMHTu2yRHHACAqKgo5OTnIyMjoxMgMl5GRgdzcXERFRTVZxtnZGS+++GKX2TcjR45E7969mywTFRWFkpISHD58uBMjM9y5c+dw+fJlRM2c2WQZa2trhIWGdol9s2PHDvj6+mLw4MFNlomMjER1dTX27NnTiZER3RuYPBAZqLi4GN27d4dKpWq2nKenZ5cYsai4uBienp7NlqlfLvVRfur/3vXPyTTF08ND8nUBft83LdXl930j9WOtPr4Wj7V7cN9IvT5675t76JqmUqlgbW0t7X3DZx5IonhkERnI0dERpaWlyMvLa7bclStXWkwwpEClUuHq1avNlrly5QqAO3WXsvr4rl271my5q9euSb4uwJ36XG2hLvX7RurHWn18LR5rV6/eM/umvq5Sr099fPpcB6R+nAH6XdPy8vJQWloq7X3D5IEkikcWkYHGjh0LuVyOtWvXNlnm5MmTOHv2LCZNmtSJkbVOWFgYklNScPv27SbLJKxZg759+6J///6dF1grBAYGws7ODqtXr26yzC+//IJjx44hLCysEyNrnbCwMOzZs6fZoX8TEhLg5uaGYcOGdWJkhhs2bBh69uyJ+Pj4JsvcvHkTe/fu7RLnTWhoKI4ePYqLFy82WSY+Ph729vYIDAzsxMgM179/f3h7eyM+IaHJMrdv30ZySkqX2DdhYWE4c+YMTp482WSZtWvXQi6XY+zYsZ0YGdE9wtgPXRAZU2sffps7Z46wsLAQhw8d0nkQ7/qvv4qHHnpIeHt7i9ra2g6KvP1kZ2cLa2tr8eyzz4rfSkt16vPpP/4hAIiNGzcaO1S9vP3228LU1FT8c9cunbrk5eaKAQMGCHd3d1FRUWHsUFt069YtoVKpxNChQ8Wt4mKd+mzauFEAECtWrDB2qHpZsWKFACA2bdyoU5dbxcViyJAhQqVSidu3bxs71BZVVFQINzc3MXDgQJGXm6tTn3/u2iVMTU3F0qVLjR2qXjZs2CAAiJWffqpTl99KS8Wzzz4rlEqlyM7ONnaoLaqtrRVeXl7ioYceEtd//VWnPocPHRIWFhbi1blzDV53pz4w/dNPQly/3uqp5Kef+MA0dQiZEF1k8HaiDqBWq2FjY4OSkhIolUq9P1dVVYWXXnoJBw8eRHBwMCaMHw+FQoGjR49ia1ISVCoVjhw50uzDlFJy7NgxjBkzBlZWVpgRGYmBAweioKAAmxITcerUKcTExOCjjz6CTCYzdqgtqq2txeTJk7Fjxw6MGDECYaGhUCqVyMjIwKbERCgUCqSnp6Nfv37GDlUv3333HYKDg2FiYoJpERHw8/PDrVu3sGXrVmRkZGDmjBlIWLOmS+wbjUaD6KgorFu/Hv7+/pjyyiuws7PDyZMnsXHTJmg0Ghw8eBB+fn7GDlUvP/74I0aOHInKykpMDQ+Hv78/1Go1ticn48iRIwgJCUFSUhLMzMyMHWqLhBBYtGgRli9fDj8/P0wND4ejoyPOnj2L9Rs2oKysDHv27MHw4cONHaperl69ioCAABQVFeGVyZMREBCA8vJy7Ny1CwcOHEBQUBB2794NCwsLg9bb2ntGq7Zx4QKUzQxk0eJ6Skth4+XVobHSfcrIyQuRUbXlV6Tq6mqxfv164ePjIwAIAKJHjx5i2bJlBg//JwWXLl0Sc+fOFdbW1gKAkMlkYtSoUWLfvn3GDs1gdXV1YuvWrWLIkCHafePo6CgWL17cJX45vVtmZqZYuHChsLOz09Zn+PDhYteuXZIfPvduGo1G7Nq1SwwfPlxbFzs7O7Fw4UKRmZlp7PAMlp2dLRYvXiwcHR219RkyZIjYunWrqKurM3Z4Btu3b58YNWqUti7W1tZi7ty54vLly8YOzWAFBQVi2bJlokePHtr6+Pj4iPXr17f6HTyd2vJw4YIQN260eiq5cIEtD9Qh2PJA97X2+hWprKwMtbW1UCqVXeIX4ObU1dVBrVZDoVAY/KucFJWXl6O6uhpKpRImXfwBQo1Gg5KSEsjlclhaWho7nDarqKhAZWUlbGxs7ol9o1arYW5uDoVCYexw2qyqqgrl5eVQKpUwNTU1djhtIoSAWq2GmZkZrKys2rSuTm15uHix7S0PjzzClgdqd9JvSyXqAtp6Q5ISU1NT2NnZGTuMdqNQKO6JL3MAYGJick/tG0tLy3siCQLu7BtbW1tjh9FuLCws7okfDwBAJpPBxsbG2GEYrq0jJnXxhJyki0cWERERERHphS0PRERERFLDlgeSKCYPRERERFLD5IEkiskDERERkdTIZG1LALr44B0kXUxLiYiIiIhIL2x5ICIiIpIadlsiiWLyQERERCQ1TB5IonhkERERERGRXtjyQERERCQ1bHkgiWLyQERERCQ1TB5IonhkERERERGRXtjyQERERCQ1bHkgiWLyQERERCQ1TB5IonhkEREREREAYNWqVejVqxfkcjl8fHzwzTffNFv+66+/ho+PD+RyOR588EHEx8d3UqRkLEweiIiIiKSmvuWhLZOBUlJSMH/+fCxZsgRnzpzBU089heDgYFy/fr3R8v/973/x3HPP4amnnsKZM2fwl7/8BfPmzcM///nPttaeJEwmhBDGDoLIWNRqNWxsbFBSUgKlUmnscIiISMI6456h3cbt223ahlqtho2tLbKyshqsx8LCAhYWFo1+5oknnsBjjz2G1atXa+d5eXnhxRdfRGxsrE75N998E3v27MGFCxe082bNmoVz587hxIkTrY6dpI0tD0REREQSIyBr8wQAbm5usLGx0U6NJQEAUF1djdOnTyMwMLDB/MDAQHz77beNfubEiRM65UeNGoXvv/8eNTU17fBXICniA9NERERE96jGWh4aU1hYiLq6Ojg7OzeY7+zsjNzc3EY/k5ub22j52tpaFBYWwtXVtY3RkxQxeSAiIiKSGI3mztSWzwOAUqk0qPuTTCZr8H8hhM68lso3Np/uHUweiIiIiCSmvZIHfalUKpiamuq0MuTn5+u0LtRzcXFptLyZmRkcHBwMC4C6DD7zQERERHSfMzc3h4+PD9LT0xvMT09Px9ChQxv9zJAhQ3TKHz58GL6+vujWrVuHxUrGxeSBiIiISGLqWx7aMhlq4cKFWLduHTZs2IALFy5gwYIFuH79OmbNmgUAWLx4McLDw7XlZ82ahV9//RULFy7EhQsXsGHDBqxfvx4xMTHt9WcgCWK3JSIiIiKJ6exuSwAwceJEFBUV4b333kNOTg769euHtLQ0eHh4AABycnIavPOhV69eSEtLw4IFC/D555+jR48eiIuLw8svv9z6wEny+J4Huq/xPQ9ERKSvznzPQ25u27ahVqvh4sL7G7U/tjwQERERSYwxWh6I9MHkgYiIiEhimDyQVPGBaSIiIiIi0gtbHoiIiIgkhi0PJFVMHoiIiIgkhskDSRWTByIiIiKJEaJtCQDH0qSOwmceiIiIiIhIL2x5ICIiIpIYdlsiqWLyQERERCQxTB5IqthtiYiIiIiI9MKWB6I2EkIgPz8ftbW1cHJyQrdu3YwdUptUVFSgsLAQVlZWsLe3N3Y4bSKEQGFhIaqqquDk5ARzc3Njh9QmlZWVKCwshKWlJRwcHIwdTpsVFRWhoqICKpUKcrnc2OG0SXV1NfLz82FhYQGVSgWZTGbskNqkuLgYZWVlUKlUsLS0NHY4bVJTU4P8/HyYmZnBycmpy+wbtjyQVLHlgaiVqqqqEBcXBy8vb7i4uKBnz55wdnZBTEwMsrOzjR2ewc6fP4+IiAjY2dnB3d0dDg4O8B82DCkpKRBdbNiO2tpaJCQkYOCAAXBycoKbmxscHR0xb948ZGZmGjs8g126dAnR0dFwcHCAm5sbVCoV/B5/HImJidB0sW8IGo0GiYmJePzxx6FSqbT1iY6OxqVLl4wdnsEyMzMxb948ODo6ws3NDU5OThg0aBASEhJQW1tr7PAMIoRASkoK/P394eDgAHd3d9jb2yMiIgLnz583dngGy87ORkxMjPb67OLiAm9vb8TFxaGqqsrY4bWoPnloy0TUEWSiq30rIGpHarUaNjY2KCkpgVKp1Ptz5eXleO650cjIyMCTT47D0KEhMDe3xPnzR3Hs2AZYWclx9OgReHl5dWD07SctLQ0vv/wynO3tMeullzDo4YeRX1yMxLQ0HD11Cn+eNQufr1rVJX6xq66uxviXX8b+tDS88MwzmPTcc7BWKJBx5gzWpqZCI5Ph0KFD8PHxMXaoejl+/Dief/55WCsUiAoNxRODBqH49m1s+de/cPDrrzFp0iRs3rwZpqamxg61RXV1dQgPD8e2bdsQNHw4prz8Muzt7PDdDz9gTVISSsvKsG/fPjz99NPGDlUvp0+fRmBgIExNTTFzxgz4+/ujtLQU27Zvx969ezF69Gjs2rWrS7R4CSEwZ/ZsrI6PR0BAAKaGh8PJyQlnz55FfEIC8vLykJqaiuDgYGOHqpcLFy5gxIgRqKysxPRp0xAQEICKigrs2LkTqamp8Pf3x/79+6FQKAxab2vvGa3ZxoULJbC2bv02SkvV8PLq2FjpPiWI7mMlJSUCgCgpKTHoczNmzBRyuUJ88ME3IjVVNJjWr88RHh59Re/efURNTU0HRd5+rl+/LhQKhRjz9NOi4ptvhDh5ssG0bskSAUDEx8cbO1S9LFq0SJibm4sDq1YJ8Z//NJiKMzKEX//+wtXVVZSVlRk71BYVFRUJW1tbETB0qCg9f16Ia9caTDv+93+FiYmJiI2NNXaoeomNjRUmJiZiR0KCENnZDabSy5fF8GHDhK2trSgqKjJ2qC0qKysTrq6uws/PTxQXFQmh0TSYDqSliW7duok333zT2KHqZfXq1QKAWLd2rU5dKsrLxZgxY4RCoRBZWVnGDrVFNTU1ok+fPqJfv34iNydHpz7fHD8uFAqFiJo50+B1t/ae0Zpt/PRTibh+XbR6+umnjo+V7k/stkRkoMLCQmzenIjx45fCy8tfZ7mdnQtefXULrl69gr179xohQsMkJCTAVCbD1nffhdzCQmd55NixCBk5Eis++UTy3ZfKysoQHx+PBa+8giD/RvaNUoltH36I3NxcpKSkGCFCw2zcuBHl5eXY9o9/oLuVlc7yCc89h5kTJyIuLg41NTVGiFB/NTU1WLlyJWZOnowJL7ygs7y7lRW2r1qFsrIybNq0qfMDNFBycjJyc3OxLSkJdnZ2OsuDgoKwcMECxMfHo6yszAgR6k+j0WDFihUICQlBZGSkznK5XI6tW7bA1NQUCQkJRojQMHv27MGVK1ewOTERzs7OOsv9/f2x9O23kbh5MwoLC40QoX7YbYmkiskDkYG++OIL1NbWYuRI3ZtsvQcfHIw+fXy7xBfUHSkpCAsMhHUjX07rRb34Ii5dvoxz5851YmSGO3ToENRqNaLHj2+yTG83N4x44gmkJCd3YmStk5KcjLEjR8LZ0bHJMlFhYcjJyUFGRkYnRma4jIwM5ObmImry5CbLODs64sWgoC5x3qSkpGDkyJHo3bt3k2WioqJQUlKCw4cPd2Jkhjt37hwuX76MqJkzmyxjbW2NsNDQLrFvduzYAV9fXwwePLjJMpGRkaiursaePXs6MTKiewOTByIDFRcXw9KyO5RKVbPlHB09UVRU3ElRtV5xcTE8XV2bLePZoweAO6PjSFlx8Z2/t8fv8TbFs0cPydcF+H3f9OzZbJn65fV1l6r6+Dzd3Jot59mzZ9fZNx4ezZbx9PQE0HXOm/p4m+Lp6Sn54wz4fd+0UBeVSgVra2tJ7xu2PJBUMXkgMpCjoyPKy0tx+3Zes+Xy8q7A0bH5BEMKVCoVrt640WyZK1lZAO7UXcrq47vWQn2u3rgh+boAd+pz9ddfmy1z5fflKpW0j7X6+FqsT2Zm19k31641W+bq1avaslJWH199vE25cuWK5I8z4PdrWgt1ycvLQ2lpqaT3DZMHkiomD0QGGjt2LORyOdLT1zZZ5vLlk7h27SwmTZrUiZG1TtikSUj+8kvcLi1tskzC7t3o6+2N/v37d2JkhgsMDISdnR1W79jRZJlf/vtfHDt5EmFdZN/sOXIE2XlNJ6oJ27bBzc0Nw4YN68TIDDds2DD07NkT8Zs3N1nmZk4O9qand4nzJjQ0FEePHsXFixebLBMfHw97e3sEBgZ2YmSG69+/P7y9vRHfzPMMt2/fRnJKSpfYN2FhYThz5gxOnjzZZJm1a9dCLpdj7NixnRiZYYRoW+Ig8UfUqAtj8kBkIDs7O0yfHol//vN9nD2brrO8sDALK1e+Ai8v7y4xrGFUVBRMTE0R8pe/oKyiQmf5yuRk7P7qK8S88Ybkh2q1tLTE3LlzsTIpCalffqmzPL+oCBPfeAPu7u6YMGGCESI0THh4OGxtbTFh7lzcVqt1lif+85/YsHMnFixYADMzab/z08zMDAsXLsSG5GQkNpLc3S4pwYToaNja2iI8PNwIERomJCQEbm5umBgaivz8fJ3lqampWBkXh7lz50r+JWsymQwxMTHYvXs34uLidJaXlZUhZOJEmJmZYWYzz0VIxXPPPQcvLy+8MmUKsn5vNf2j9PR0vP/BB5gRGdnow+5E1Dy+54Hua60ds7uqqgovvvgSDh06iMceC8aQIRNgYaHA+fNH8c03W+HoqMLRo0eafZhSSo4dO4YxY8bAysICM8aMwcCHHkLB7dvYtH8/Tv30E2JiYvDRRx9JPnkA7rwgbvLkydixYwdGPPEEwoKDoezeHRk//IBNe/ZA0b070tPT0a9fP2OHqpfvvvsOwcHBMAEwbfx4+A0ciFslJdiyezcyvv8eM2fMQMKaNV1i32g0GkRHRWHd+vXw9/PDlPHjYWdjg5NnzmDjjh3QCIGDBw/Cz8/P2KHq5ccff8TIkSNRWVmJqeHh8Pf3h1qtxvbkZBw5cgQhISFISkqSfGIH3HnPw6JFi7B8+XL4+flhang4HB0dcfbsWazfsAFlZWXYs2cPhg8fbuxQ9XL16lUEBASgqKgIr0yejICAAJSXl2Pnrl04cOAAgoKCsHv3blg0MsJcczrzPQ/ff1+C7t1bv43fflPD15fveaAOYNyRYomMqy1jdldXV4v169eLxx7zEQAEAOHq2kMsW7ZMFBQUdEC0HevSpUti7ty5wtraWgAQMplMjAoMFPv27TN2aAarq6sTW7duFUOefFK7bxwdHcXixYtFdna2scMzWGZmpli4cKGws7PT1mf48OFi165dQqPRGDs8g2g0GrFr1y4xfPhwbV3s7OzEwoULRWZmprHDM1h2drZYvHixcHR01NZnyJAhYuvWraKurs7Y4Rls3759YtSoUdq6WFtbi7lz54rLly8bOzSDFRQUiGXLlokePXpo6+Pj4yPWr1/f6nfwdOZ7Hk6eLBE//yxaPZ08yfc8UMdgywNJyqpVq/Dxxx8jJycHffv2xaeffoqnnnqqxc/93//9H5555hn069cPZ8+e1Xt77fUrUllZGWpra6FUKrvEL8DNqaurg1qthkKhMPhXOSkqLy9HdXU1lEolTEy6dk9NjUaDkpISyOVyyXeF0UdFRQUqKythY2NzT+wbtVoNc3Nzg99aLEVVVVUoLy+HUqnsEm8vb44QAmq1GmZmZrBqZkhqfXRmy8PJk21vefDzY8sDtT/pt6XSfSMlJQXz58/HqlWrMGzYMCQkJCA4OBg///wz3N3dm/xcSUkJwsPDMWLECOQ182BpR2rrDUlKTE1N76l+wAqF4p74MgcAJiYm99S+sbS0vCeSIODOvrG1tTV2GO3GwsLinvjxALjzTIeNjY2xwzBYW0dM4mhL1FG69k89dE9ZsWIFIiMjMWPGDHh5eeHTTz+Fm5sbVq9e3eznoqOjMWnSJAwZMqSTIiUiIupYHKqVpIrJA0lCdXU1Tp8+rTOkYWBgIL799tsmP7dx40ZcvXoV77zzjl7bqaqqglqtbjARERERkX6YPJAkFBYWoq6uDs7Ozg3mOzs7Izc3t9HPXL58GW+99ZZBo5nExsbCxsZGO7m18LZbIiIiY2DLA0kVkweSlLsfNhZCNPoAcl1dHSZNmoR3330XDz/8sN7rX7x4MUpKSrRTY2OAExERGRuTB5IqPjBNkqBSqWBqaqrTypCfn6/TGgEApaWl+P7773HmzBnMnTsXwJ3RToQQMDMzw+HDhxEQEKDzuXvpIUAiIiKizsbkgSTB3NwcPj4+SE9Px0svvaSdn56ejrFjx+qUVyqVOH/+fIN5q1atwtGjR7Fr1y706tWrw2MmIiLqKBxtiaSKyQNJxsKFCzFlyhT4+vpiyJAhWLNmDa5fv45Zs2YBuNPl6ObNm9i8eTNMTEx03hDs5OQEuVzeZd4cTERE1BQmDyRVTB5IMiZOnIiioiK89957yMnJQb9+/ZCWlgYPDw8AQE5ODq5fv27kKImIiDqeEG1LAPgKYOoofMM03dc6422hRER0b+jMN0wfOVICK6vWb6OsTI0RI3h/o/bHlgciIiIiiWG3JZIqJg9EREREEsPkgaSK73kgIiIiIiK9sOWBiIiISGLY8kBSxeSBiIiISGKYPJBUsdsSERERERHphS0PRERERBLDlgeSKiYPRERERBLD5IGkit2WiIiIiIhIL2x5ICIiIpIYtjyQVDF5ICIiIpIYJg8kVUweiIiIiCRGiLYlAEK0XyxEf8RnHoiIiIiISC9seSAiIiKSGHZbIqli8kBEREQkMUweSKrYbYmIiIiIiPTClgciIiIiiWHLA0kVkwciIiIiiWHyQFLFbktERERERKQXtjwQERERSQxbHkiqmDwQERERSQyTB5IqdlsiIiIiIiK9sOWBiIiISGLY8kBSxeSBiIiISGKYPJBUMXkgIiIikhgmDyRVfOaBqI2EEMjLy8PNmzdRU1Nj7HDarKKiAllZWSguLjZ2KG0mhEBBQQFu3LiB6upqY4fTZpWVlbhx4waKioqMHUq7KCoqwo0bN1BZWWnsUNqsuroaN27cQEFBAYQQxg6nzYqLi5GVlYWKigpjh9JmNTU1uHnzJvLy8u6JfUNkbEweiFqpqqoKcXFx8PbygouLC3r27AkXFxfExMQgOzvb2OEZ7Pz584iIiICdrS3c3d3h4OAA/yFDkJKS0uVuuLW1tUhISMDAvn3h5OQENzc3ONrbY968ecjMzDR2eAa7dOkSoqOj4WBnBzc3N6hUKvj5+CAxMRGaLvbzokajQWJiIh738YFKpbpTHwcHREdH49KlS8YOz2CZmZmYN28eHB0d4ebmBicnJwwaNAgJCQmora01dngGEUIgJSUF/v7+cHBwgLu7O+zt7REREYHz588bOzyDZWdnIyYmpsH12dvbG3FxcaiqqjJ2eC0S4v+3PrRm6mKXbepCZKKrfSsgakdqtRo2NjYoKSmBUqnU+3Pl5eUYPXo0MjIyMG7kSIQEBcHSwgJHv/sOG3bvhlyhwJEjR+Dl5dWB0beftLQ0vPzSS3A2NcUsW1sMsrREfm0tEm/fxlG1Gn+eNQufr1oFmUxm7FBbVF1djfHjxmF/WhpeADBJCFgDyACw1swMmu7dcejLL+Hj42PkSPVz/PhxPP/cc7Cuq0OUnR2eUChQXFeHLbdv4+Dt25gUGorNW7fC1NTU2KG2qK6uDuFTpmDb9u0IeuQRTBk4EPYKBb7LysKa06dRWluLffv34+mnnzZ2qHo5ffo0AgMDYWpqipkzZsDf3x+lpaXYtn079u7di9GjR2PXrl0wNzc3dqgtEkJgzuzZWB0fj4CAAEwND4eTkxPOnj2L+IQE5OXlITU1FcHBwcYOVS8XLlzAiBEjUFlZienTpiEgIAAVFRXYsXMnUlNT4e/vj/3790OhUBi03tbeM1qzjdWrS2Bp2fptVFSo8ec/d2ysdH9i8kD3tdbeCKJmzkRSUhIOrVkD/7u+hOYWFGDkjBmoEgIXLlyAmZm0Hy3KysrCow8/jJFyOVLc3SE3adggub6oCDOyshAfH4/o6GgjRam/N998E58uX44vNBoE3bXsFoAgU1Nk2dvjSmamwV8cOltxcTF69+qFx2QyfOHpie53JQg7b91CaGYmPvjb3/DWW28ZKUr9ffjhh1iyZAmSJ07EhP79Gyz7raoKY7ZuxZnCQly9dg329vZGilI/5eXl6NOnD9zc3HDwwAHY2dk1WH7w4EGMGTsWCxcuxIcffmikKPUXHx+PP//5z1i3di0iIyMbLKusrMTE0FB8+eWXuHjxInr27GmkKPVTW1sLLy8vyOVyfJmeDmdn5wbLMzIyMCooCK9MnoyENWsMWjeTByJ2WyIyWGFhIRI3b8bSP/9ZJ3EAABdHR2yJjcWVK1ewd+9eI0RomISEBJjW1WGrm5tO4gAAkQ4OCLGzw4qPP5Z896WysjLEf/45FjSSOACAHYBtdXXILShASkpKZ4dnsI0bN6K8rAzb3N11EgcAmGBnh5kODoj7xz8k/7xNTU0NVv7jH5jp66uTOABAdwsLbA8JQdlvv2HTpk2dH6CBkpOTkZubi21JSTqJAwAEBQVh4YIFiI+PR1lZmREi1J9Go8GKFSsQEhKikzgAgFwux9YtW2BqaoqEhAQjRGiYPXv24MqVK9icmKiTOACAv78/lr79NhI3b0ZhYaERItRPW7ostfVha6LmMHkgMtAXX3yB2tpaRL78cpNlBnt7w7dfvy7xBXXHtm0IUyph3Uy3lyh7e1y6ehXnzp3rxMgMd+jQIajLytBc+0hvACNMTJCyfXtnhdVqKdu2YaxSCedu3ZosE6VSISc/HxkZGZ0YmeEyMjKQm5+PqMcfb7KMs7U1XvT27hr7JiUFI0eORO/evZssExUVhZKSEhw+fLgTIzPcuXPncPnyZUTNnNlkGWtra4SFhnaNa9qOHfD19cXgwYObLBMZGYnq6mrs2bOnEyMzjJSTh1u3bmHKlCmwsbGBjY0NpkyZgtu3bzf7mdTUVIwaNQoqlQoymQxnz57tuACpQzF5IDJQcXExultZQdXIr41/5NmjB4q7wKg4xbduwbOFPtn1y6U+yk/9CFEeLZTz1GhQlJ/f8QG1UXFRETybSRyA/79vpD46Vn18ni2dN7a2kj/OgDv18fRo/kjz9PQE0HXOm/p4m+Lp6Sn54wz4fd+0UBeVSgVra2vJ7xupmjRpEs6ePYuDBw/i4MGDOHv2LKZMmdLsZ8rKyjBs2LAu0Y2PmiftzthEEuTo6IjS335DXmEhnFWqJstdycqC16BBnRdYK6kcHHD11q1my1z5fWQSR0fHzgip1erjuwagTzPlrpqYwNHFpVNiagtHJydcvXKl2TL1+0bVzLEoBfXxXS0uhn0zz5pcKS6W/HEG3DnWrl671myZq1evastKWX18V69ebbYl5cqVK5I/zoA7x9ovv/zSbJm8vDyUlpZKet+013se1Gp1g/kWFhawsLBo9XovXLiAgwcP4t///jeeeOIJAMDatWsxZMgQXLx4EY888kijn6tPLrriiHfUEFseiAw0duxYyOVyrN21q8kyJ//zH5y9cAGTJk3qxMhaJ2zKFCSr1bjdzLCSCcXF6Pvoo+jfSF91KQkMDISdUonVzZT5BcAxjQZhkyd3VlitFvbKK9hTUoLsZt5RkVBYCLcePTBs2LBOjMxww4YNQ88ePRD/3XdNlrlZUoK9v/yCSa+80omRtU5oaCiOHj2KixcvNlkmPj4e9vb2CAwM7MTIDNe/f394e3sjvpnnGW7fvo3klJSucU0LC8OZM2dw8uTJJsusXbsWcrkcY8eO7cTIDNNe3Zbc3Ny03YtsbGwQGxvbprhOnDgBGxsbbeIAAE8++SRsbGzw7bfftmnd1DUweSAykJ2dHSKnT8f7CQlIb+RCmZWTg1feegveXl5dYljDqKgomFhYIOT6dZTV1eksX1lQgN23byPmzTclP1SrpaUl5r72GlbKZEhtZHk+gImmpnDv0QMTJkzo7PAMFh4eDlsbG0y4fr3R5C6xqAgbioqwICZG8qN6mZmZYWFMDDacPo3EH37QWX67ogITkpNha2uL8PBwI0RomJCQELi5uWFiaCjyG+kCl5qaipVxcZg7dy4sLS2NEKH+ZDIZYmJisHv3bsTFxeksLysrQ8jEiTAzM8PMZp6LkIrnnnsOXl5eeGXKFGRlZeksT09Px/sffIAZkZGNPux+r8nKykJJSYl2Wrx4cZvWl5ubCycnJ535Tk5OyM3NbdO6qWuQ9t2GSKKWf/IJrl69ilEzZyL4qacwYdQoKORyHP3uO2zdtw8qR0cc2Lu3S4y97+rqii/27sWY559H70uXMMPWFgMtLVFQW4tNJSU4VVqKmJgYTJ061dih6mXp0qW4eOECXt61CyNMTBCm0UCJO+952GRqCoWdHdIPHYJcLjd2qC2ytbXFvgMHEBwYiD4XL2KajQ38rKxw6/f3PGSo1Zg5Ywbmz59v7FD18tprr+Hnn35CxPr1WHf6NKYMHAg7S0ucvHEDG8+cgcbMDAcPHYKNjY2xQ22RXC5HWloaRo4ciYcfeQRTw8Ph7+8PtVqN7cnJOHLkCEJCQvD2228bO1S9RERE4Oeff8Zr8+cjads2TA0Ph6OjI86ePYv1GzagrKwMe/bsgaurq7FDbZGpqSn27t2LgIAAeHl745XJkxEQEIDy8nLs3LULBw4cQFBQED5evtzYoTarvbotKZVKvYZqXbZsGd59991my5w6dQoAGv0hSQgh+R+YqH3wPQ90X2vLmN01NTXYsmULVn3+OU7//ktqjx49EBUVhTlz5nSJvsF/dPnyZcTFxSFx40aUlpVBJpMhcORIvPraaxg9erSxwzOIRqPB9u3b8XlcHE783nXB0c4OM2bNwquvvtolvgD90a+//oq4uDhsXLcOt37vvzz86acxZ948jBs3rkvdsIUQSE1Nxef/+7849tVXAAA7W1tMmz4d8+bNg0cLDyFLTU5ODj777DOsW7cOBQUFAIAhQ4Zgzpw5CAsLg0kjwx9L2f79+/HZZ5/h0KFDAO6MsjR16lS89tpr6NOnuSeJpKewsBCff/451qxZg+zsbACAj48PZs+ejfDw8Fa11nXmex4+/rjt73l44w39Yy0sLGxx6FpPT09s27YNCxcu1BldydbWFv/4xz8wbdq0ZteRmZmJXr164cyZMxjUBZ4LJF1MHui+1l43grKyMtTW1kKpVHapL3KNqaurg1qthkKhaNNDdVJRXl6O6upqKJXKLvdF7m4ajQYlJSWQy+WS7wqjj4qKClRWVsLGxuae2DdqtRrm5uaSf/mgPqqqqlBeXg6lUtklWlCbI4SAWq2GmZkZrKys2rSuzkwe/v73ticPb77Z/rFeuHAB3t7e+O677+Dn5wcA+O677/Dkk0/il19+afKB6XpMHro+dlsiagdtvSFJiamp6T3VD1ihUNwTX+YAwMTE5J7aN5aWlvdEEgTc2Te2trbGDqPdtHVEHimRyWRdoitcV+Hl5YWgoCDMnDlT+9LAqKgoPP/88w0Sh0cffRSxsbF46aWXANwZQvf69evaVqD6wQZcXFzg0gVGv6P/r2v/1ENERER0DxKibSMtdWS/kqSkJPTv3x+BgYEIDAzEgAEDsGXLlgZlLl68iJKSEu3/9+zZg8GDB2u7wYaGhmLw4MGIj4/vuECpQ7DlgYiIiEhi2uuB6Y5gb2+PrVu3Nlvm7l7xERERiIiI6LigqNOw5YGIiIiIiPTClgciIiIiiZFyywPd35g8EBEREUkMkweSKnZbIiIiIiIivbDlgYiIiEhi2PJAUsXkgYiIiEhimDyQVLHbEhERERER6YUtD0REREQSw5YHkiomD0REREQSw+SBpIrJAxEREZHEMHkgqeIzD0REREREpBe2PBARERFJjBBtaz0Qov1iIfojJg9EREREEsNuSyRV7LZERERERER6YcsDERERkcSw5YGkii0PJCmrVq1Cr169IJfL4ePjg2+++abJsqmpqXj22Wfh6OgIpVKJIUOG4NChQ50YLRERUceoTx7aMhF1BCYPJBkpKSmYP38+lixZgjNnzuCpp55CcHAwrl+/3mj548eP49lnn0VaWhpOnz6N4cOH44UXXsCZM2c6OXIiIiKi+4NMCD6PT9LwxBNP4LHHHsPq1au187y8vPDiiy8iNjZWr3X07dsXEydOxNKlS/Uqr1arYWNjg5KSEiiVylbFTURE94fOuGfUb+O110pgYdH6bVRVqbFyJe9v1P74zANJQnV1NU6fPo233nqrwfzAwEB8++23eq1Do9GgtLQU9vb2TZapqqpCVVWV9v9qtbp1ARMREXUgPvNAUsVuSyQJhYWFqKurg7Ozc4P5zs7OyM3N1Wsdn3zyCcrKyhASEtJkmdjYWNjY2GgnNze3NsVNREREdD9h8kCSIpPJGvxfCKEzrzHbt2/HsmXLkJKSAicnpybLLV68GCUlJdopKyurzTETERG1Nz4wTVLFbkskCSqVCqampjqtDPn5+TqtEXdLSUlBZGQkdu7ciZEjRzZb1sLCAhYWFm2Ol4iIqCOx2xJJFVseSBLMzc3h4+OD9PT0BvPT09MxdOjQJj+3fft2REREYNu2bRg9enRHh0lERNQp2PJAUsWWB5KMhQsXYsqUKfD19cWQIUOwZs0aXL9+HbNmzQJwp8vRzZs3sXnzZgB3Eofw8HCsXLkSTz75pLbVwtLSEjY2NkarBxEREdG9iskDScbEiRNRVFSE9957Dzk5OejXrx/S0tLg4eEBAMjJyWnwzoeEhATU1tZizpw5mDNnjnb+1KlTsWnTps4On4iIqN0I0bbWAw7ETx2F73mg+xrf80BERPrqzPc8zJhRAnPz1m+julqNdet4f6P2x2ceiIiIiIhIL+y2RERERCQxHG2JpIrJAxEREZHEMHkgqWK3JSIiIiIi0gtbHoiIiIgkhi0PJFVMHoiIiIgkhskDSRW7LRG1kRACeXl5uHnzJmpqaowdTptVVFQgKysLxcXFxg6lzYQQKCgowI0bN1BdXW3scNqssrISN27cQFFRkbFDaRdFRUW4ceMGKisrjR1Km1VXV+PGjRsoKCjAvTACenFxMbKyslBRUWHsUNqspqYGN2/eRF5e3j2xb4iMjckDUStVVVUhLi4O3t7ecHFxQc+ePeHi4oKYmBhkZ2cbOzyDnT9/HhEREbCztYW7uzscHBzgP3QoUlJSutwNt7a2FgkJCRjYty+cnJzg5uYGR3t7zJs3D5mZmcYOz2CXLl1CdHQ0HOzs4ObmBpVKBb/HHkNiYiI0XeznRY1Gg8TERDzu4wOVSnWnPg4OiI6OxqVLl4wdnsEyMzMxb948ODo6ws3NDU5OThg0aJD2JZZdiRACKSkp8Pf3h4ODA9zd3WFvb4+IiAicP3/e2OEZLDs7GzExMQ2uz97e3oiLi0NVVZWxw2tRfctDWyaijsCXxNF9rbUv/CkvL8fo0aORkZGBccHBCHn+eVjK5Tj67bfYkJICuaUljhw5Ai8vrw6Mvv2kpaXh5XHj4NytG2Y98AAGKZXIr6pCYk4OjhYU4M+zZuHzVasgk8mMHWqLqqurMX7cOOxPS8MLACYJAWsAGQDWmplB0707Dn35JXx8fIwcqX6OHz+O54ODYV1djajaWjwBoBjAFhMTHNRoMCk0FJu3boWpqamxQ21RXV0dwqdMwbbt2xHk7Y0pjz8OeysrfJeZiTUnTqC0pgb79u/H008/bexQ9XL69GkEBgbC1NQUM2fMgL+/P0pLS7Ft+3bs3bsXo0ePxq5du2Bubm7sUFskhMCc2bOxOj4eAQEBmBoeDicnJ5w9exbxCQnIy8tDamoqgoODjR2qXi5cuIARI0agsrIS06dNQ0BAACoqKrBj506kpqbC398f+/fvh0KhMGi9nfmSuNDQtr8kLjmZL4mj9sfkge5rrb0RRM2ciaRt23Bo61b4+/k1WJabn4+RYWGoqqvDhQsXYGYm7UeLsrKy8Ogjj2CkjQ1SBg6E/K4voeuzsjDj/HnEx8cjOjraSFHq780338Sny5fjC40GQXctuwUgyNQUWfb2uJKZafAXh85WXFyM3p6eeKysDF9oNOh+1/KdAEJlMnzwt7/hrbfeMkaIBvnwww+xZMkSJEdEYMJjjzVY9ltVFcasWYMzubm4eu0a7O3tjRSlfsrLy9GnTx+4ubnh4IEDsLOza7D84MGDGDN2LBYuXIgPP/zQSFHqLz4+Hn/+85+xbu1aREZGNlhWWVmJiaGh+PLLL3Hx4kX07NnTSFHqp7a2Fl5eXpDL5fgyPR3Ozs4NlmdkZGBUUBBemTwZCWvWGLTuzkweQkLanjzs2MHkgdofuy0RGaiwsBCJmzdj6Wuv6SQOAODi5IQtK1fiypUr2Lt3rxEiNExCQgJM6+qwdcAAncQBACLd3BDi6ooVH38s+e5LZWVliP/8cyxoJHEAADsA2+rqkFtQgJSUlM4Oz2AbN25EeVkZtjWSOADABAAzhUDcihWSf96mpqYGKz/9FDOHDNFJHACgu4UFtk+dirKyMmzatKnzAzRQcnIycnNzsS0pSSdxAICgoCAsXLAA8fHxKCsrM0KE+tNoNFixYgVCQkJ0EgcAkMvl2LplC0xNTZGQkGCECA2zZ88eXLlyBZsTE3USBwDw9/fH0rffRuLmzSgsLDRChERdG5MHIgN98cUXqK2tRWRYWJNlBvfrB9+BA7vEF9Qd27cjzNkZ1s20kES5ueHS1as4d+5cJ0ZmuEOHDkFdVobm2kd6AxhhYoKU7ds7K6xWS0lKwliNBrpff/6/KAA5BQXIyMjorLBaJSMjA7l5eYjy92+yjLNSiRf79+8a+yYlBSNHjkTv3r2bLBMVFYWSkhIcPny4EyMz3Llz53D58mVEzZzZZBlra2uEhYZ2jWvajh3w9fXF4MGDmywTGRmJ6upq7NmzpxMjM4wQbXveQeK/9VAXxuSByEDFxcXobmUFVQvdKjx79uwSIxYVFxfD09Ky2TL1y6U+yk/939ujhXKeGg2K8vM7PqA2Ki4shGcLZeqXS/1Yq4/Ps6XzxsFB8scZ8Pt549H8kebp6Qmg65w3/6+9e4+Kqtz/B/4eGGCAmAEdEAiUykpI04JDIZ76Sh7UND2VoqigKSq/IlEXeVndbK1afk+nOoVfFSM0C1SK8OQVZXk3NVOh44m+oiCGX+QeDA5ynef3h8GJgGEGmJkNvF9r7dVq5pnNez973DOfefZ+dkvezvj4+Ej+fQb8tm+62Ba1Wg0nJydJ7xteME1SxeKByEiurq6ouX0bJWVlettdKyiAWq02U6ruU6vVyKut1dvm2m/Pu7q6miNSt7Xky++iXZ6VFVzd3U0fqIdchwxBXhcXqV/77b9Sf6+15Mvr4jSRa2Vlkn+fAXffa3n5+t9peXl5rW2lrCVfS97OXLt2TfLvM+C3Y1oX21JSUoKamhrJ7xsiKWLxQGSk6dOnQ6FQIHHHjk7bnM/KQvZPP2HOnDlmTNY94fPmYVdJCar0nDO/pbAQj4wYgVGjRpkxmfFCQ0PholRis542/wvgmE6H8LlzzRWr28IjIrAHgL6Jf7cA8PbwQHBwsJlSdU9wcDC8PD2RoOf0qv+rqsLef/8bc+bNM2Oy7pk9ezaOHj2KK1eudNomISEBgwYNQmhoqBmTGW/UqFHw8/NDgp7rGaqqqrArNbVvHNPCw5GVlYXz58932iYxMREKhQLTp083YzLjcOSBpIrFA5GRXFxcsGjhQrwbH4/MkyfbPV9YVIR5sbHw8/PrE9MaLlmyBFa2tgjLzoa2g3npP7l+HbuLixG3erXkp2q1t7dHTGwsPpHJkN7B86UAZllbY6inJ2bOnGnueEaLjIyEs7MzZlpZoaqD57cD2ApgxWuvSX5WL7lcjpVxcdh69iy2nzvX7vmq2lrM3LoVzs7OiIyMtEBC44SFhcHb2xuzZs9GaQenwKWnp+OT+HjExMTAvovTAi1NJpMhLi4Ou3fvRnx8fLvntVotwmbNglwux2I910VIxbPPPgtfX1/Mi4hAYWFhu+czMzPx7nvvIWrRog4vdpcKFg8kVZyqlQa07k67V19fj+effx4ZGRmYPH48Zk6dCgd7exz97jskp6dD7eqKI0eO6L2YUkqOHTuGaVOnwlEIRHl6YrRSibKGBnx+6xZ+qKxEXFwc3n//fckXD8DdaRrnhofjq7Q0PGNlhXCdDkrcvc/D59bWcHBxQeaxYxg5cqSloxrk+++/x+TQUFhptXipuRmBuDvl7JfW1jjd3IzFUVHY8umnfWLf6HQ6LF2yBJ8lJWHc8OGICAiAi4MDzt+4gW3nz0NnbY2MQ4cQ2MEsZlL073//GxMmTEBdXR3mR0Zi3Lhx0Gg02LlrF44cOYKwsDCkpKRIvrAD7t7nYdWqVfjggw8QGBiI+ZGRcHV1RXZ2NpK2boVWq8WePXswfvx4S0c1SF5eHkJCQlBRUYF5c+ciJCQEtbW1+DotDQcPHsSkSZOwe/du2NnZGbVec07VOn16NWxsuv83Ghs1+PZbTtVKvY/FAw1oPfkgaGxsxJdffolNmzbh4sWLAABPT08sWbIEr7zySp84N/j3rl69ivj4eGzftg01Wi1kMhlCJ0zAq7GxmDJliqXjGUWn02Hnzp3YGB+Ps7+duuDq4oKo6Gi8+uqr8PDwsHBC49y4cQPx8fHY9tln+FWjAQCMf+opvLJsGV544YU+UTi0EEIgPT0dG//nf3Ds+HEAgIuzM15auBDLli3DsC4uQpaaW7duYcOGDfjss89Q9tt1UEFBQXjllVcQHh4OK6u+NcC/f/9+bNiwAYcOHQJwd5al+fPnIzY2FsOHD7dwOuOUl5dj48aN+PTTT1FUdPfkP39/f7z88suIjIzsVlFnzuLhued6Xjzs3cvigXofiwca0Hrrg0Cr1aKpqQlKpbJPfZHrSHNzMzQaDRwcHIz+VU6Kamtr0dDQAKVS2ee+yP2RTqdDdXU1FAqF5E+FMcSdO3dQV1cHlUrVL/aNRqOBra2t5G8+aIj6+nrU1tZCqVT2ibuX6yOEgEajgVwuh6OjY4/WZc7iYcqUnhcP+/ezeKDeJ/2xVKI+oKcfSFJibW0t6fOAjeXg4NAvvswBgJWVVb/aN/b29v2iCALu7htnZ2dLx+g1dnZ2/eLHA+DuNR0qlcrSMYj6DRYPRERERBLT04ueecE0mQqLByIiIiKJYfFAUsXigYiIiEhiWDyQVPXtK9SIiIiIiMhsOPJAREREJDFC9Gz0gHNpkqmweCAiIiKSGJ62RFLF05aIiIiIiMggHHkgIiIikhiOPJBUsXggIiIikhgWDyRVPG2JiIiIiIgMwpEHIiIiIonhyANJFYsHIiIiIolh8UBSxdOWiIiIiIjIIBx5ICIiIpIYjjyQVLF4ICIiIpIYFg8kVSweiIiIiCSGxQNJFa95ICIiIiKD/frrr4iIiIBKpYJKpUJERASqqqo6bd/Y2IjVq1dj1KhRcHR0hKenJyIjI1FUVGS+0NRrWDwQERERSYwQ/xl96M4ihOmyzZkzB9nZ2cjIyEBGRgays7MRERHRafva2lpcunQJb775Ji5duoT09HTk5uZi2rRppgtJJsPTloiIiIgkRqcDZLKevd4Ufv75Z2RkZODcuXN44oknAACJiYkICgrClStX8PDDD7d7jUqlQmZmZpvHNmzYgMDAQPzyyy8YOnSoacKSSXDkgYiIiKif0mg0bZb6+voere/s2bNQqVSthQMAPPnkk1CpVDhz5ozB66muroZMJoOzs3OP8pD5sXggIiIikpienLL0+4utvb29W69NUKlUWL9+fY9yFRcXw83Nrd3jbm5uKC4uNmgddXV1WLNmDebMmQOlUtmjPGR+PG2JiIiISGJ667SlwsLCNl/Q7ezsOmy/bt06vPPOO3rX+cMPPwAAZB0EE0J0+PgfNTY2Yvbs2dDpdNi0aVOX7Ul6WDwQERER9VNKpdKgX/djYmIwe/ZsvW18fHzwr3/9CyUlJe2eKysrw5AhQ/S+vrGxEWFhYbh+/TqOHj3KUYc+isUDERERkcSY+4JptVoNtVrdZbugoCBUV1fj/PnzCAwMBAB8//33qK6uxtixYzt9XUvhcPXqVRw7dgyDBw82LiBJBq95ICIiIpKY3rrmobf5+vpi0qRJWLx4Mc6dO4dz585h8eLFmDp1apuZlkaMGIHdu3cDAJqamjBjxgxcuHABKSkpaG5uRnFxMYqLi9HQ0GCaoGQyLB6IiIiIyGApKSkYNWoUQkNDERoaikcffRRffvllmzZXrlxBdXU1AODmzZvYs2cPbt68iTFjxsDDw6N1MWaGJpIGnrZEREREJDFSvc8DAAwaNAjJycl624jf3aXOx8enzf9T38bigYiIiEhipFw80MDG4oGIiIhIYlg8kFTxmgciIiIiIjIIRx6IiIiIJEaIno0e8BIDMhUWD0REREQS09PTjnjaEpkKT1siIiIiIiKDcOSBiIiISGI48kBSxeKBqIeEECgtLUVTUxPc3NxgY2Nj6Ug9cufOHZSXl8PR0RGDBg2ydJweEUKgvLwc9fX1cHNzg62traUj9UhdXR3Ky8thb2+PwYMHWzpOj1VUVODOnTtQq9VQKBSWjtMjDQ0NKC0thZ2dHdRqNWQ9mSZHAiorK6HVaqFWq2Fvb2/pOD3S2NiI0tJSyOVyuLm59Zl9w+KBpIqnLRF1U319PeLj4+Hn5wd3d3d4eXnB3d0dcXFxKCoqsnQ8o12+fBkLFiyAi4sLhg4disGDB2PcuHFITU3tczf3aWpqwpYtWzB69Gi4ubnB29sbrq6uWLZsGQoKCiwdz2i5ublYunQpBg8eDG9vb6jVagQGBmL79u3Q9bFvCDqdDtu3b8ef/vQnqNXq1u1ZunQpcnNzLR3PaAUFBVi2bBlcXV3h7e0NNzc3jBkzBlu2bEFTU5Ol4xlFCIHU1FSMGzcOgwcPxtChQzFo0CAsWLAAly9ftnQ8oxUVFSEuLq7N8dnPzw/x8fGor6+3dDyiPksm+tq3AqJepNFooFKpUF1dDaVSafDramtrMWXKFJw+fRovvPACwmbOhL29PY4ePYqt27ZBoVDgyJEj8PX1NWH63nPgwAG8+OKLcHMbgqioaDz66BiUlZUiJWU7jh8/iujo/4dNmzb2iV/sGhoaMGPGDOzfvx/PPfMM5kyfDidHR5y+cAGJu3ZBB+DQoUPw9/e3dFSDnDx5ElOnTsU99zhh4cIl+NOfnsCvv1Zix44vkZmZgTlz5uCLL76AtbW1paN2qbm5GZGRkdixYwfGj5+EmTMj4Ow8CJcufY/k5E+h1dZg3759eOqppywd1SAXL15EaGgorK2tsTgqCuPGjUNNTQ127NyJvXv3YsqUKUhLS+sTI15CCLzy8svYnJCAkJAQzI+MhJubG7Kzs5GwZQtKSkqQnp6OyZMnWzqqQX7++Wc888wzqKurw8KXXkJISAju3LmDr77+Gunp6Rg3bhz2798PBwcHo9bb3c+M7vwNT89qWFl1/2/odBoUFZk2Kw1QgkhCNm7cKHx8fISdnZ14/PHHxcmTJ/W2P378uHj88ceFnZ2duO+++8TmzZuN+nvV1dUCgKiurjbqdYujooSDg4M4dfKkEDpdm+VWUZF45JFHxPDhw0VjY6NR67WEX375RTg4OIgpU6aJyso7orZWtFk2bfpMABAJCQmWjmqQVatWCVtbW3Hw88+FKChos1T++KMIHDNGeHh4CK1Wa+moXaqoqBDOzs7iv/4rRJSW1rTbN8nJXwkrKyuxfv16S0c1yPr164WVlZX49NOvRHGxaLPk5dWI4ODxwtnZWVRUVFg6ape0Wq3w8PAQgYGBorKiot1x4OCBA8LGxkasXr3a0lENsnnzZgFAfJaY2G5b7tTWimnTpgkHBwdRWFho6ahdamxsFMOHDxcjR44UxbdutdueUydPCgcHB7Fk8WKj193dz4zu/A1392rh6Sm6vbi7mz4rDUwsHkgydu3aJWxsbERiYqLIyckRsbGxwtHRUdy4caPD9vn5+cLBwUHExsaKnJwckZiYKGxsbERaWprBf7M7HwRlZWXC1tZW/Pf69e0+lFqWSxcvCgAiPT3d4PVayuuvvy6cnJxESYmm3ZfTluXFF8PEQw89JHQ6naXj6nX79m2hVCrF6ujodoVDy3LtxAkhk8nE1q1bLR23Sx988IGwtbUV168Xd7pvFi1aKjw8PERDQ4Ol4+rV0NAg3N3dRWTk0naFQ8ty+XKxsLGxER9++KGl43YpKSlJyGQyce3q1U6PA6tXrRIqlUrcvn3b0nH1am5uFg8++KAICwvrdFs01dXCyclJvPHGG5aO26VvvvlGABCXLl7sdHv+e/16YWdnJ8rKyoxaN4sHIiF4zQNJxkcffYRFixYhKioKvr6++Pjjj+Ht7Y3Nmzd32D4hIQFDhw7Fxx9/DF9fX0RFRWHhwoX44IMPOv0b9fX10Gg0bRZjffvtt2hqasKiRYs6bfPYY48hICAAqampRq/f3L766ivMnBkOJyenTtssXLgEubm5+PHHH82YzHiHDh2CRqPB0rlzO23zwLBheCY4uE/sm9TUVEydOh1DhgzptM3ChUtw69YtnD592ozJjHf69GkUFxdj3rwlnbZxdR2CSZP+2mf2zYQJE/DAAw902mbJkiWorq7G4cOHzZjMeD/++COuXr2KJYsXd9rGyckJ4bNn94l989VXXyEgIACPPfZYp20WLVqEhoYG7Nmzx4zJjKPT9XwhMgUWDyQJDQ0NrecP/15oaCjOnDnT4WvOnj3brv3EiRNx4cIFNDY2dvia9evXQ6VStS7e3t5GZ62srMQ999wDtVqtt52Pjw8qKyuNXr+5VVZWYtgwH71tWp6vqKgwfaAeaOnvYffeq7edj5eX5LcFMG7fSP291pLP29tHbztvb58+s298hg3T28bHxwdA3/l305K3M33pmNbVtqjVajg5OUl637B4IKli8UCSUF5ejubm5na/sA4ZMgTFxcUdvqa4uLjD9k1NTSgvL+/wNWvXrkV1dXXrUlhYaHRWV1dX1NTUoKSkRG+7a9eudVlgSIFarUZ+fp7eNnl51wDc3XYpa8mX/8svetvl3bgh+W0B7m6PoftG6u+1lnwFBfq3p6DgWp/ZN3n5+Xrb5OXltbaVspZ8LXk705eOaV1tS0lJCWpqaiS9b1g8kFSxeCBJ+eNsPkIIvTP8dNS+o8db2NnZQalUtlmMNX36dCgUCiQmJnba5vz588jOzsacOXOMXr+5hYeHIy1tF6qqqjptk5S0BY888ghGjRplvmDdEBoaChcXF2xOTu60zf9eu4ZjZ88iPDzcjMm6Jzw8HPv379E79W9S0hZ4e3sjODjYjMmMFxwcDC8vL3zxRUKnbW7d+j8cPry3T/y7mT17No4ePYorV6502iYhIQGDBg1qN0IqNaNGjYKfnx8StmzptE1VVRV2pab2iX0THh6OrKwsnD9/vtM2iYmJUCgUmD59uhmTEfUPLB5IEtRqNaytrduNMpSWlnZ6vre7u3uH7eVyuUlvoOXi4oJFCxfi3ffeQ2ZmZrvnCwsLMS8iAn5+fn1iWsMlS5bAysoKERFh0Gq17Z7fuPET7NmzG3FxcZKfqtXe3h4xMTH4ZNs2pGdktHu+tLwcs159FUOHDsXMmTMtkNA4kZGRcHZ2xrx5Mzss7pKTt+OLL7ZixYoVkMulfc9PuVyOlStXYufOrUhN3d7u+erqKixePBPOzs6IjIy0QELjhIWFwdvbG7Nmz0ZpaWm759PT0/FJfDxiYmIkf5M1mUyGuLg47N69G/Hx8e2e12q1CJs1C3K5HIv1XBchFc8++yx8fX0xLyKiw9HlzMxMvPvee4hatAguLi4WSGgYIXo26sCJ+MlUpP1pQwOGra0t/P39kZmZieeff7718czMzE5/GQoKCsLevXvbPHb48GEEBASY/C7PH3z4IfLy8zFx0iRMnjwZM2fMgIODA44ePYrklBSo1WocPHiwT8y97+HhgW+//RbTpk3DyJEPYP78KDz66GiUlZUhOflzXLz4A+Li4jB//nxLRzXIW2+9hStXruDF6Gg8ExyM8GnToLznHpz+4Qd8/s03cHB0RGZmZp+4o7GzszP27duHyZMnY9So4YiIeAkBAYH49ddfsXPnlzhz5jSiohZj+fLllo5qkNjYWPz0Uw5iYxdgx47PMGNGBFQqF2RlnUdq6jYIoUNGRgZUKpWlo3ZJoVDgwIEDmDBhAh56+GHMj4zEuHHjoNFosHPXLhw5cgRhYWF48803LR3VIAsWLEBOTg5ily9Hyo4dmB8ZCVdXV2RnZyNp61ZotVrs2bMHHh4elo7aJWtra+zduxchISHw9fPDvLlzERISgtraWnydloaDBw9i0qRJ+LueyTWkQKcDevJ7DYsHMhlLT/dE1KJlqtakpCSRk5Mjli9fLhwdHUVBQYEQQog1a9aIiIiI1vYtU7WuWLFC5OTkiKSkJLNM1dqioaFBJCUlCX9/fwFAABCenp5i3bp1Rk//JwW5ubkiJiZGODk5CQBCJpOJiRMnin379lk6mtGam5tFcnKyCAoKat03rq6uYu3ataKoqMjS8YxWUFAgVq5cKVxcXFq3Z/z48SItLU3y0+f+kU6nE2lpaWL8+PGt2+Li4iJWrlzZ+m+9LykqKhJr164Vrq6urdsTFBQkkpOTRXNzs6XjGW3fvn1i4sSJrdvi5OQkYmJixNWrVy0dzWhlZWVi3bp1wtPTs3V7/P39RVJSUrfvwWPOqVpVqmrh7Cy6vahUnKqVTIN3mCZJ2bRpE95//33cunULI0eOxD/+8Y/Wu80uWLAABQUFOH78eGv7EydOYMWKFfjpp5/g6emJ1atXIzo62uC/11t3C9VqtWhqaoJSqZT8qT1daW5uhkajgYODA+zs7Cwdp8dqa2vR0NAApVIJK6u+faamTqdDdXU1FAqF5E+FMcSdO3dQV1cHlUrVL/aNRqOBra2t0XctlqL6+nrU1tZCqVT2iRFUfYQQ0Gg0kMvlcHR07NG6zHmHaSenashk3f8bQmhQU8M7TFPvY/FAA5o5PgiIiKh/MGfx4OjY8+JBq+XnG/W+vv1TDxERERERmQ0vmCYiIiKSGF4wTVLF4oGIiIhIYlg8kFTxtCUiIiIiIjIIRx6IiIiIJIYjDyRVLB6IiIiIJIbFA0kViwciIiIiiWHxQFLFax6IiIiIiMggHHmgAa3lHokajcbCSYiISOpaPivMcX9dITQ9HD3g5xqZBosHGtBqamoAAN7e3hZOQkREfUVNTQ1UKpVJ1m1rawt3d3cUF/f8c8nd3R22tra9kIroP2TCHOUzkUTpdDoUFRXByckJsh6cXKrRaODt7Y3CwkIolcpeTNg/sH/0Y/90jX2kH/tHv97qHyEEampq4OnpCSsr0535XVdXh4aGhh6vx9bWFgqFohcSEf0HRx5oQLOysoKXl1evrU+pVPKDWw/2j37sn66xj/Rj/+jXG/1jqhGH31MoFPzST5LFC6aJiIiIiMggLB6IiIiIiMggLB6IeoGdnR3efvtt2NnZWTqKJLF/9GP/dI19pB/7Rz/2D1Hv4QXTRERERERkEI48EBERERGRQVg8EBERERGRQVg8EBERERGRQVg8EBERERGRQVg8EBERERGRQVg8EBlo06ZNuO+++6BQKODv749Tp07pbX/ixAn4+/tDoVDg/vvvR0JCgpmSWoYx/ZOeno6//OUvcHV1hVKpRFBQEA4dOmTGtOZn7PunxXfffQe5XI4xY8aYNqCFGds/9fX1eP311zFs2DDY2dnhgQcewNatW82U1jKM7aOUlBSMHj0aDg4O8PDwwEsvvYSKigozpTWfkydP4rnnnoOnpydkMhn++c9/dvmagXZ8JupVgoi6tGvXLmFjYyMSExNFTk6OiI2NFY6OjuLGjRsdts/PzxcODg4iNjZW5OTkiMTERGFjYyPS0tLMnNw8jO2f2NhY8be//U2cP39e5ObmirVr1wobGxtx6dIlMyc3D2P7p0VVVZW4//77RWhoqBg9erR5wlpAd/pn2rRp4oknnhCZmZni+vXr4vvvvxffffedGVObl7F9dOrUKWFlZSU++eQTkZ+fL06dOiUeeeQR8de//tXMyU3vwIED4vXXXxfffPONACB2796tt/1AOz4T9TYWD0QGCAwMFNHR0W0eGzFihFizZk2H7VetWiVGjBjR5rGlS5eKJ5980mQZLcnY/umIn5+feOedd3o7miR0t39mzZol3njjDfH222/36+LB2P45ePCgUKlUoqKiwhzxJMHYPvr73/8u7r///jaPxcfHCy8vL5NllAJDioeBdnwm6m08bYmoCw0NDbh48SJCQ0PbPB4aGoozZ850+JqzZ8+2az9x4kRcuHABjY2NJstqCd3pnz/S6XSoqanBoEGDTBHRorrbP9u2bUNeXh7efvttU0e0qO70z549exAQEID3338f9957Lx566CHExcXhzp075ohsdt3po7Fjx+LmzZs4cOAAhBAoKSlBWloapkyZYo7IkjaQjs9EpiC3dAAiqSsvL0dzczOGDBnS5vEhQ4aguLi4w9cUFxd32L6pqQnl5eXw8PAwWV5z607//NGHH34IrVaLsLAwU0S0qO70z9WrV7FmzRqcOnUKcnn/Pkx3p3/y8/Nx+vRpKBQK7N69G+Xl5Xj55ZdRWVnZL6976E4fjR07FikpKZg1axbq6urQ1NSEadOmYcOGDeaILGkD6fhMZAoceSAykEwma/P/Qoh2j3XVvqPH+wtj+6fFzp07sW7dOqSmpsLNzc1U8SzO0P5pbm7GnDlz8M477+Chhx4yVzyLM+b9o9PpIJPJkJKSgsDAQDz77LP46KOP8Pnnn/fb0QfAuD7KycnBsmXL8NZbb+HixYvIyMjA9evXER0dbY6okjfQjs9Eval//6RF1AvUajWsra3b/cJXWlra7terFu7u7h22l8vlGDx4sMmyWkJ3+qdFamoqFi1ahK+//hoTJkwwZUyLMbZ/ampqcOHCBWRlZSEmJgbA3S/LQgjI5XIcPnwYISEhZsluDt15/3h4eODee++FSqVqfczX1xdCCNy8eRMPPvigSTObW3f6aP369QgODsZrr70GAHj00Ufh6OiIP//5z3j33XcH9K/rA+n4TGQKHHkg6oKtrS38/f2RmZnZ5vHMzEyMHTu2w9cEBQW1a3/48GEEBATAxsbGZFktoTv9A9wdcViwYAF27NjRr8/DNrZ/lEolLl++jOzs7NYlOjoaDz/8MLKzs/HEE0+YK7pZdOf9ExwcjKKiIty+fbv1sdzcXFhZWcHLy8ukeS2hO31UW1sLK6u2H/HW1tYA/vMr+0A1kI7PRCZhoQu1ifqUlmkSk5KSRE5Ojli+fLlwdHQUBQUFQggh1qxZIyIiIlrbt0wFuGLFCpGTkyOSkpL69VSAxvbPjh07hFwuFxs3bhS3bt1qXaqqqiy1CSZlbP/8UX+fbcnY/qmpqRFeXl5ixowZ4qeffhInTpwQDz74oIiKirLUJpicsX20bds2IZfLxaZNm0ReXp44ffq0CAgIEIGBgZbaBJOpqakRWVlZIisrSwAQH330kcjKymqdxnagH5+JehuLByIDbdy4UQwbNkzY2tqKxx9/XJw4caL1ufnz54unn366Tfvjx4+Lxx57TNja2gofHx+xefNmMyc2L2P65+mnnxYA2i3z5883f3AzMfb983v9vXgQwvj++fnnn8WECROEvb298PLyEitXrhS1tbVmTm1exvZRfHy88PPzE/b29sLDw0PMnTtX3Lx508ypTe/YsWN6jyc8PhP1LpkQA3z8koiIiIiIDMJrHoiIiIiIyCAsHoiIiIiIyCAsHoiIiIiIyCAsHoiIiIiIyCAsHoiIiIiIyCAsHoiIiIiIyCAsHoiIiIiIyCAsHoiIiIiIyCAsHoiIiIiIyCAsHoiIiIiIyCAsHoiIiIiIyCD/Hy+SELFeTIgBAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(\n", " pset[\"linear\"].lon,\n", " pset[\"linear\"].lat,\n", " c=pset[\"linear_invdist_land_tracer\"].p - pset[\"linear\"].p,\n", " edgecolors=\"k\",\n", " s=50,\n", " cmap=cm.bwr,\n", " vmin=-0.25,\n", " vmax=0.25,\n", ")\n", "plt.colorbar()\n", "plt.title(\n", " \"Difference between 'interp_method=linear' \"\n", " \"and 'interp_method=linear_invdist_land_tracer'\"\n", ")\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "So in summary, Parcels has four different interpolation schemes for tracers:\n", "\n", "1. `interp_method=linear`: compute linear interpolation\n", "2. `interp_method=linear_invdist_land_tracer`: compute linear interpolation except near land (where field value is zero). In that case, inverse distance weighting interpolation is computed, weighting by squares of the distance.\n", "3. `interp_method=nearest`: return nearest field value\n", "4. `interp_method=cgrid_tracer`: return nearest field value supposing C cells\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.6" } }, "nbformat": 4, "nbformat_minor": 4 }