From 3cd5b8d18fb7408ed1349a6b4b57fdea51d6ff3c Mon Sep 17 00:00:00 2001 From: stijnvanhoey Date: Sun, 20 Nov 2022 21:16:43 +0100 Subject: [PATCH 01/10] Remove time and reference mask option from nb11 --- notebooks/13-raster-processing.ipynb | 17 +++-------------- notebooks/13-raster-processing.md | 4 +--- 2 files changed, 4 insertions(+), 17 deletions(-) diff --git a/notebooks/13-raster-processing.ipynb b/notebooks/13-raster-processing.ipynb index 35bcc97..e511c8c 100644 --- a/notebooks/13-raster-processing.ipynb +++ b/notebooks/13-raster-processing.ipynb @@ -4062,7 +4062,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Alternatively to masking the nodata value manually, you can do this explicitly when loading the data, using the `mask_and_scale=True` keyword:" + "__Remember__ Alternatively to masking the nodata value manually, you can do this explicitly when loading the data, using the `mask_and_scale=True` keyword (see also notebook [11-xarray-intro.ipynb](11-xarray-intro.ipynb)):" ] }, { @@ -7777,7 +7777,6 @@ } ], "source": [ - "%%time\n", "green_area = focal.focal_stats(green_arr, kernel, stats_funcs=[\"sum\"])" ] }, @@ -7833,24 +7832,14 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": null, "metadata": { "tags": [ "nbtutor-solution" ] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 28.7 ms, sys: 76.5 ms, total: 105 ms\n", - "Wall time: 107 ms\n" - ] - } - ], + "outputs": [], "source": [ - "%%time\n", "green_area_arr = signal.convolve(green_arr, kernel, mode='same')" ] }, diff --git a/notebooks/13-raster-processing.md b/notebooks/13-raster-processing.md index 75a1b0c..1685397 100644 --- a/notebooks/13-raster-processing.md +++ b/notebooks/13-raster-processing.md @@ -514,7 +514,7 @@ dem_masked = dem.where(dem != dem.rio.nodata) dem_masked.plot.imshow(robust=True, cmap="terrain") ``` -Alternatively to masking the nodata value manually, you can do this explicitly when loading the data, using the `mask_and_scale=True` keyword: +__Remember__ Alternatively to masking the nodata value manually, you can do this explicitly when loading the data, using the `mask_and_scale=True` keyword (see also notebook [11-xarray-intro.ipynb](11-xarray-intro.ipynb)): ```{code-cell} ipython3 dem_masked = xr.open_dataarray("zip://./data/gent/DHMVIIDTMRAS25m.zip", engine="rasterio", mask_and_scale=True).sel(band=1) @@ -1085,7 +1085,6 @@ kernel = convolution.circle_kernel(x, y, 500) ```{code-cell} ipython3 :tags: [nbtutor-solution] -%%time green_area = focal.focal_stats(green_arr, kernel, stats_funcs=["sum"]) ``` @@ -1104,7 +1103,6 @@ from scipy import signal ```{code-cell} ipython3 :tags: [nbtutor-solution] -%%time green_area_arr = signal.convolve(green_arr, kernel, mode='same') ``` From a4fed9857b30e884b00a697798d6182ac01a1bff Mon Sep 17 00:00:00 2001 From: stijnvanhoey Date: Sun, 20 Nov 2022 21:17:18 +0100 Subject: [PATCH 02/10] Fix typo --- notebooks/14-combine-data.ipynb | 2 +- notebooks/14-combine-data.md | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/notebooks/14-combine-data.ipynb b/notebooks/14-combine-data.ipynb index 166da34..b2f09f5 100644 --- a/notebooks/14-combine-data.ipynb +++ b/notebooks/14-combine-data.ipynb @@ -2517,7 +2517,7 @@ " \n", "- Prepare all the links by composing the base_url ('http://www.esrl.noaa.gov/psd/thredds/dodsC/Datasets/ncep.reanalysis/surface/air.sig995') with the required years\n", "- Use the list of file links as the inputfor the `xr.open_mfdataset` to create a single `xarray.DataSet`.\n", - "- Whereas this i 600MB of data, the initial loading is not actually reading in the data.\n", + "- Whereas this is 600MB of data, the initial loading is not actually reading in the data.\n", " \n", "
\n", " \n", diff --git a/notebooks/14-combine-data.md b/notebooks/14-combine-data.md index 2b14674..d6f35be 100644 --- a/notebooks/14-combine-data.md +++ b/notebooks/14-combine-data.md @@ -214,7 +214,7 @@ We want to download the surface temperature data from 1990 till 2000 and combine - Prepare all the links by composing the base_url ('http://www.esrl.noaa.gov/psd/thredds/dodsC/Datasets/ncep.reanalysis/surface/air.sig995') with the required years - Use the list of file links as the inputfor the `xr.open_mfdataset` to create a single `xarray.DataSet`. -- Whereas this i 600MB of data, the initial loading is not actually reading in the data. +- Whereas this is 600MB of data, the initial loading is not actually reading in the data.
From 2987ac78234b172b125c95b2f2816cead501012b Mon Sep 17 00:00:00 2001 From: stijnvanhoey Date: Sun, 20 Nov 2022 21:20:29 +0100 Subject: [PATCH 03/10] Adjust solution with legend on ax level --- notebooks/case-argo-sea-floats.ipynb | 116 +++++++++++++++------------ notebooks/case-argo-sea-floats.md | 8 +- 2 files changed, 69 insertions(+), 55 deletions(-) diff --git a/notebooks/case-argo-sea-floats.ipynb b/notebooks/case-argo-sea-floats.ipynb index 17f4191..6f3a548 100644 --- a/notebooks/case-argo-sea-floats.ipynb +++ b/notebooks/case-argo-sea-floats.ipynb @@ -424,11 +424,11 @@ "Data variables:\n", " salinity (level, date) float64 35.64 35.51 35.57 35.4 ... nan 34.94 nan\n", " temperature (level, date) float64 18.97 18.44 19.1 19.79 ... nan 3.714 nan\n", - " pressure (level, date) float64 6.8 6.1 6.5 5.0 ... 2e+03 nan 2e+03 nan
    • " ], "text/plain": [ "\n", @@ -565,7 +565,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "metadata": { "collapsed": false, "jupyter": { @@ -575,7 +575,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -626,7 +626,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "metadata": { "tags": [ "nbtutor-solution" @@ -658,7 +658,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "metadata": { "collapsed": false, "jupyter": { @@ -672,16 +672,16 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 9, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -729,7 +729,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 7, "metadata": { "tags": [ "nbtutor-solution" @@ -742,7 +742,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "metadata": { "collapsed": false, "jupyter": { @@ -756,16 +756,16 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 11, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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VVdUxt92+fbuysrKUk5Ojq6++Wjt37gxjpKFHUgMAgAOsxETbiyRlZ2crPT3duxQWFjZ4vN69e2vZsmVatWqVHnvsMZWWlqpfv37at29fOE87pOKm+ckYI8NUxECDuDeAOmG9F4LUp6akpERpaWne1S6Xq8HNhwwZ4v1/t27d1LdvX5122mlaunSpJk+e3PQ4IkjcJDUAAMSitLQ0n6SmsVq0aKFu3bpp+/btIYjKGTQ/AQDghISEH2prmrTY+wqvqqrSxx9/rHbt2gXphJxHTQ0AAA4I94jCd955p4YOHaoOHTpo7969mjVrlsrKyjR69OgmxxBpSGoAAIgDX375pa655hp9++23atOmjfr06aMNGzaoY8eOTocWNCQ1AAA4wbLZUdgKbN8VK1Y0/VhRgqQGAAAnODCicKyjozAAAIgJ1NQAAOCAcHcUjgckNQAAOIHmp6CLm6TG858FgD/uDaBOWO+F+nFq7OwPH1wRAAAQE+KmpgYAgEhy5KSUTd0fvkhqAABwQkKCvSYkmp/8cEUAAEBMiJuaGiMpnDPKA8FgWf7rGvs+bmjfY+He8Gfn2iN6hfVXzNNPQRc3SQ0AAJHESkiUZSMxsbNvrKL5CQAAxARqagAAcIJls6OwRb3E0UhqgAhmpw8H/T/s4foh1Gh+Cj7SPAAAEBOoqQEAwAlMkxB0jl6RhQsX6uyzz1ZaWprS0tLUt29fvfzyy97XjTHKz89XVlaWkpOTNXDgQG3ZssXBiAEACJL6wffsLPDh6BVp3769Zs+erY0bN2rjxo36+c9/rssuu8ybuMyZM0fz5s3TggULVFRUpMzMTA0ePFgHDx50MmwAAGyrnybBzgJfjjY/DR061Ofn+++/XwsXLtSGDRvUpUsXzZ8/X9OmTdPw4cMlSUuXLlVGRoaWL1+ucePGBXQsjzHy0PMPaBD3BlCHeyG6RUzdldvt1ooVK3T48GH17dtXu3btUmlpqfLy8rzbuFwuDRgwQOvXrz9mOVVVVSorK/NZAACIOPUjCttZ4MPxpObf//63WrZsKZfLpZtvvlkvvPCCunTpotLSUklSRkaGz/YZGRne1xpSWFio9PR075KdnR3S+AEAaBKSmqBzPKn5yU9+og8++EAbNmzQLbfcotGjR2vr1q3e162jJmAxxvitO9LUqVN14MAB71JSUhKy2AEAQORw/JHupKQknX766ZKkXr16qaioSA899JDuuusuSVJpaanatWvn3X7v3r1+tTdHcrlccrlcoQ0aAACbrIQEWTaeYLKzb6xyPKk5mjFGVVVVysnJUWZmptasWaPu3btLkqqrq7Vu3To98MADgZerMM++GkEaqtcK17U4Vp1aY4/vZOzxJBKvKb97BFNj309hfY9ZNpuQLJqfjuZoUvP//t//05AhQ5Sdna2DBw9qxYoVeuONN/TKK6/IsixNnDhRBQUFys3NVW5urgoKCpSSkqIRI0Y4GTYAAIhAjiY1X3/9ta699lrt2bNH6enpOvvss/XKK69o8ODBkqQpU6aooqJC48eP1/79+9W7d2+tXr1aqampToYNAIB9lmVvUsrj9C+NV44mNU888cRxX7csS/n5+crPzw9PQAAAhIuVYDOpoU/N0bgiAAAgJkRcR2EEn5OdK+0em46h8YvfPYIpEt9PxkqQsVHbYmffWEVSAwCAE2h+CjquCAAATrAs+0uUO3z4cFDLI6kBAACOyMjI0NixY/XWW28Fpby4aX7ymLoFgD/uDaBOWO+FhIS6xc7+Ue7pp5/WkiVL9Itf/EIdO3bU2LFjdd111ykrK6tJ5UX/FQEAIArVdxS2s0S7oUOH6u9//7t2796tW265RU8//bQ6duyoSy65RM8//7xqa2sDKi/6rwgAAIhqrVq10qRJk/Thhx9q3rx5Wrt2rS6//HJlZWXp3nvvVXl5eaPKiZvmJwAAIgpPP3mVlpZq2bJlWrx4sYqLi3X55Zfr+uuv1+7duzV79mxt2LBBq1ev/tFySGoAAHACSY2ef/55LV68WKtWrVKXLl00YcIEjRo1SieeeKJ3m3POOcc7sfWPIalpIhNAZ7KGnrpraP8YeDqv0eL9/I92rPeTk9ckFmMKxTnZ/SywKxTHD9V1bmyZfD7Ej9/+9re6+uqr9fbbb+vcc89tcJtTTz1V06ZNa1R5JDUAADiBmhrt2bNHKSkpx90mOTlZ06dPb1R5JDUAADjAWJbNaRKiv/rqjTfeUGJioi688EKf9atWrZLH49GQIUMCKi/60zwAABCV7r77brndbr/1xhjdfffdAZdHTQ0AAE6g+Unbt29Xly5d/NafccYZ2rFjR8DlxU9SYwLrvBbUQzfyuE7FFyni/fwbEq5rEshxIvH3ZDemSLzOkXj8UMQfcZ+P4fwd2Z2/KQaan9LT07Vz50516tTJZ/2OHTvUokWLgMuL/jQPAIBoVF9TY2eJcpdeeqkmTpyozz77zLtux44d+t3vfqdLL7004PKi/4oAAICo9Ic//EEtWrTQGWecoZycHOXk5OjMM89Uq1at9OCDDwZcXvw0PwEAEEHszt8UC3M/paena/369VqzZo0+/PBDJScn6+yzz1b//v2bVB5JDQAATrBsztIdA0mNJFmWpby8POXl5dkuK26SGo+MPGHtAQZED+4NoA73Qvi9+uqrevXVV7V37155PB6f1/7yl78EVFajk5rhw4c3utDnn38+oCAAAIg7PNKtGTNm6L777lOvXr3Url07WTaf6Gp0UpOenm7rQAAA4AgkNfrzn/+sJUuW6Nprrw1KeY1OahYvXhyUAwIAAEhSdXW1+vXrF7Tympzm1dbWau3atXr00Ud18OBBSdLu3bt16NChoAUHAEDMYpwa3XDDDVq+fHnQymtSR+EvvvhCv/rVr1RcXKyqqioNHjxYqampmjNnjiorK/XnP/85aAECABCLmNBSqqys1KJFi7R27VqdffbZOuGEE3xenzdvXkDlNSmpueOOO9SrVy99+OGHatWqlXf9r3/9a91www1NKRIAAMSZzZs365xzzpEkffTRRz6vNaXTcJOSmrfeektvv/22kpKSfNZ37NhRX331VVOKBAAgvtBRWK+//npQy2tSUuPxeBqcKvzLL79Uamqq7aAAAIh5TGgZdE1KagYPHqz58+dr0aJFkuqqiA4dOqTp06froosuCmqAwWIcnKUbiHTcG0CdsN4LDtXUPPLII/rDH/6gPXv26KyzztL8+fN1wQUXND0Om4qKivTss8+quLhY1dXVPq8FOu5dk67IH//4R61bt05dunRRZWWlRowYoU6dOumrr77SAw880JQiAQBAiD3zzDOaOHGipk2bpvfff18XXHCBhgwZouLiYkfiWbFihc477zxt3bpVL7zwgmpqarR161a99tprTRofzzKmaXlpRUWFnn76ab333nvyeDzq0aOHRo4cqeTk5KYUFzJlZWVKT09X0fYStUxNczocwHFnZPjfB598XeZAJEDkOXSwTOfmZuvAgQNKSwvNd0b999LXe3bbOkZZWZky2mUFFGvv3r3Vo0cPLVy40LvuzDPP1LBhw1RYWNjkWJrq7LPP1rhx4zRhwgSlpqbqww8/VE5OjsaNG6d27dppxowZAZXXpOan8vJypaSkaOzYsRo7dmxTigAAIL6FufmpurpamzZt0t133+2zPi8vT+vXr296HDZ89tlnuvjiiyVJLpdLhw8flmVZmjRpkn7+858HnNQ06Wq2bdtWo0aN0qpVq/wmnwIAAOFTVlbms1RVVTW43bfffiu3262MjAyf9RkZGSotLQ1HqH5OPvlk7wC+p5xyivex7u+//17l5eUBl9ekmpply5bp6aef1q9//WulpaXpqquu0qhRo3Tuuec2pbiw8Ji6BYA/7g2gTjjvhbrB95r+BFP9vtnZ2T7rp0+frvz8/GPud/T4L8YY2xNJNtUFF1ygNWvWqFu3brryyit1xx136LXXXtOaNWv0i1/8IuDympTUDB8+XMOHD9fBgwf13HPP6emnn1a/fv2Uk5OjUaNG6d57721KsQAAxA27T+XW71tSUuLTp8blcjW4fevWrZWYmOhXK7N3716/2ptwWbBggSorKyVJU6dO1QknnKC33npLw4cP1z333BNweU3uKHy0rVu3auTIkdq8eXODY9g4pb5D1juf0lEYkKQumf73wdZSOgoDUl1H4d6dw9NReE/p17Y7CrfLzAi4o3DPnj31yCOPeNd16dJFl112mSMdhYPN1nCElZWV+tvf/qZhw4apR48e2rdvn+68884mlVVYWCjLsjRx4kTvOmOM8vPzlZWVpeTkZA0cOFBbtmyxEzIAABHBY4ztJVCTJ0/W448/rr/85S/6+OOPNWnSJBUXF+vmm28OwRn+uIEDB2rZsmWqqKgISnlNan5avXq1nnrqKa1cuVKJiYm6/PLLtWrVKg0YMKBJQRQVFWnRokU6++yzfdbPmTNH8+bN05IlS9S5c2fNmjVLgwcP1rZt2wIeuZjB94Bj494A6oTzXjD/WezsH6irrrpK+/bt03333ac9e/aoa9eu+uc//6mOHTvaiKTpevbsqSlTpui2227TlVdeqeuvv159+vRpcnlNqqkZNmyYysvLtXTpUn399ddatGhRkxOaQ4cOaeTIkXrsscd00kknedcbYzR//nxNmzZNw4cPV9euXbV06VKVl5cHdZpyAADiyfjx4/X555+rqqpKmzZtUv/+/R2LZe7cufrqq6+0bNkyffPNN+rfv7+6dOmiBx98UF9//XXA5TUpqSktLdWzzz6rYcOG+U0THqgJEybo4osv1i9/+Uuf9bt27VJpaany8vK861wulwYMGHDc5+mrqqr8Hm8DACDS1D+Va2eJBYmJibrsssu0cuVKffXVVxoxYoTuueceZWdna9iwYXrttdcaXVaTkpq0tDR99tln+q//+i9dc8012rt3ryTplVdeCajPy4oVK/Tee+812Dmpvnd2oM/TFxYWKj093bsc/agbAACRwBhje4kl7777ru699149+OCDatu2raZOnaq2bdtq6NChje6v26SkZt26derWrZveeecdPf/88zp06JAkafPmzZo+fXqjyigpKdEdd9yhJ598Us2bNz/mdoE+Tz916lQdOHDAu5SUlDQqHgAAwomamrrHyefOnauuXbvqggsu0DfffKMVK1bo888/14wZM7Ro0SL94x//0J///OdGldekjsJ33323Zs2apcmTJ/t02B00aJAeeuihRpWxadMm7d27Vz179vSuc7vdevPNN7VgwQJt27ZNUl2NTbt27bzb/Njz9C6Xq8Fn9N3GyB1jWS0QLNwbQB3uhfBq3769TjvtNI0dO1ZjxoxRmzZt/Lb52c9+1ujBfZuU1Pz73/9usLNumzZttG/fvkaV8Ytf/EL//ve/fdb99re/1RlnnKG77rpLp556qjIzM7VmzRp1795dUt28FevWrWMmcABATIj3FOrVV1/VBRdccNxt0tLS9PrrrzeqvCYlNSeeeKL27NmjnJwcn/Xvv/++TjnllEaVkZqaqq5du/qsa9GihVq1auVdP3HiRBUUFCg3N1e5ubkqKChQSkqKRowY0ZSwAQCIGHabkGKh+ak+ofnmm2+0bds2WZalzp07N1hj0xhNSmpGjBihu+66S88++6wsy5LH49Hbb7+tO++8U9ddd12TAmnIlClTVFFRofHjx2v//v3q3bu3Vq9eHfAYNQAAIPKUl5fr1ltv1V//+lfvbASJiYm67rrr9PDDDyslJSWg8po0TUJNTY3GjBmjFStWyBijZs2aqba2ViNHjtSSJUuUmJgYaJEhUz8c9dufFDNNAiDp7Kx0v3Wbdx9wIBIg8hw6WKbzzugQlmkSdhTvVqqNYxwsK9PpHbJCGmuojRs3TmvXrtWCBQt03nnnSZLeeust3X777Ro8eLAWLlwYUHlNqqk54YQT9NRTT2nmzJl677335PF41L17d+Xm5jaluLCocRvVuH/I3xIDeO7L7QlBQAEIJNZgO9a5OxnTsTQUq904G1um3esUiuscyPu2KcOth1oofp/hFC3xBxKnnXMK5D1u99rZuW+P/J4INc9/Fjv7R7u///3veu655zRw4EDvuosuukjJycm68sorQ5fUTJ48+bivb9iwwfv/efPmBRQEAACIP+Xl5Q0+0dy2bVuVl5cHXF6jk5r333+/UdsdbwwZAABQx+6chBFYwRqwvn37avr06Vq2bJl3zLqKigrNmDFDffv2Dbi8Ric1jX2cCgAA/DiefpIeeugh/epXv1L79u3105/+VJZl6YMPPlDz5s21atWqgMtrUp8aAAAAu7p27art27frySef1CeffCJjjK6++mqNHDlSycnJAZcXN0mNxxifzpAet4PBBCgSY43EmBoSijgDKdPu8cN1ncPZOdKOaHnfHUu0xB+J7/GwHSeMbTp252+KlbmfkpOTdeONNwalrLhJagAAiCQ8/SQtW7bsuK8HOvYdSQ0AAA4wstlROGiROOeOO+7w+bmmpkbl5eVKSkpSSkpKwElNBI6aAAAA4sH+/ft9lkOHDmnbtm06//zz9fTTTwdcXtzU1NR6jGo8sVBZBwQf9wZQpzaMjxQd3dezKfvHotzcXM2ePVujRo3SJ598EtC+cZPUAAAQSYzsNSHFZkpTJzExUbt37w54P5IaAADgiBdffNHnZ2OM9uzZ4zMXVCBIagAAcACD70nDhg3z+dmyLLVp00Y///nPNXfu3IDLI6kBAMAJNqdJiIX2J88R/fnq/5+Q0PRnmOImqTlY7ZanKkpGvgqyxAT/+bjcsZDiB1lD16khgVy7aLn2B8N4b4TrmkTitY/EmAIR7fE3xuHq+PyecNITTzyhP/7xj9q+fbukuo7CEydO1A033BBwWXGT1AAAEEk8MvLYqG6xs2+kuOeee/THP/5Rt912m3cCy3/961+aNGmSPv/8c82aNSug8khqAABwALN0SwsXLtRjjz2ma665xrvu0ksv1dlnn63bbruNpAYAgGhAR2HJ7XarV69efut79uyp2tragMtjRGEAAOCIUaNGaeHChX7rFy1apJEjRwZcXtzU1BibIzdGM0+UzMDstFBcp0i89i99/LXfusTG9ZEOinBdk0i89pEYUyCiPf7GCOfM1/Ha/DR58mTv/y3L0uOPP67Vq1erT58+kqQNGzaopKQk4HmfpDhKagAAiCTx2lH4/fff9/m5Z8+ekqTPPvtMktSmTRu1adNGW7ZsCbhskhoAABA2r7/+esjKJqkBAMAB8dr8FEokNQAAOIBZuoMvbpKaGo9RTSw8/waEALcGUIfviegWN0kNAACRxO2pW+zsD18kNQAAOIDmp+Bj8D0AABAT4qamxu0xMTebLAAguML5PeExRm5qaoIqbpIaAAAiSd3cT3aSmiAGEyNIagAAcAAdhYOPPjUAACAmUFMDAIADePop+OImqWHwPQDAjwnn94TbZkdhO/vGKpqfAABATIibmhoAACKJR/aeYKKfsD9Ha2ry8/NlWZbPkpmZ6X3dGKP8/HxlZWUpOTlZAwcO1JYtWxyMGACA4KgfP83OAl+ONz+dddZZ2rNnj3f597//7X1tzpw5mjdvnhYsWKCioiJlZmZq8ODBOnjwoIMRAwCASOR481OzZs18amfqGWM0f/58TZs2TcOHD5ckLV26VBkZGVq+fLnGjRsX0HFq3R7Vhvih/oQEq8H1HrLpJmvomtq9nuH8PYUi/ljEdYpesfa7C/X3xJGMzaefDB2F/TheU7N9+3ZlZWUpJydHV199tXbu3ClJ2rVrl0pLS5WXl+fd1uVyacCAAVq/fv0xy6uqqlJZWZnPAgBApHEb+wt8OZrU9O7dW8uWLdOqVav02GOPqbS0VP369dO+fftUWloqScrIyPDZJyMjw/taQwoLC5Wenu5dsrOzQ3oOAAAgMjja/DRkyBDv/7t166a+ffvqtNNO09KlS9WnTx9JkmX5Vm0aY/zWHWnq1KmaPHmy9+eysjISGwBAxGHwveBzvPnpSC1atFC3bt20fft2bz+bo2tl9u7d61d7cySXy6W0tDSfBQCASMPTT8HneEfhI1VVVenjjz/WBRdcoJycHGVmZmrNmjXq3r27JKm6ulrr1q3TAw88EHDZnjC0P7pp4Ay6UFzTcP6eeE80DtcpesXa7y6ceQI1NcHnaFJz5513aujQoerQoYP27t2rWbNmqaysTKNHj5ZlWZo4caIKCgqUm5ur3NxcFRQUKCUlRSNGjHAybAAAEIEcTWq+/PJLXXPNNfr222/Vpk0b9enTRxs2bFDHjh0lSVOmTFFFRYXGjx+v/fv3q3fv3lq9erVSU1OdDBsAANvsPsEUY5VkQeFoUrNixYrjvm5ZlvLz85Wfnx+egAAACBOan4IvovrUhFJVrVsJtW6nwwAARLAqvieiWtwkNQAARBKPx9gafTmaR24OlYh6pBsAgHjhaeSowcdaQpnTdOrUyW/C6bvvvjt0BwwSamoAAICf++67TzfeeKP355YtWzoYTeOQ1AAA4IBI7yicmpra4ITTkSxukpryWrc8NXQAA+JFYgOzRzMCK35MZRg7CruNkdtGYlK/79ETN7tcLrlcLluxSdIDDzygmTNnKjs7W1dccYV+//vfKykpyXa5oRQ3SQ0AALHo6PkNp0+fbnsolDvuuEM9evTQSSedpHfffVdTp07Vrl279Pjjj9sqN9RIagAAcECwnn4qKSnxmefwWLU0+fn5mjFjxnHLLCoqUq9evTRp0iTvurPPPlsnnXSSLr/8cj3wwANq1apVk2MONZIaAAAc4JbNEYX/829jJ2++9dZbdfXVVx93m06dOjW4vk+fPpKkHTt2kNQAAABf4e4o3Lp1a7Vu3bpJx3r//fclSe3atWvS/uESN0lNRbVH5gQ6CgMAjq2y2uN0CI7717/+pQ0bNmjQoEFKT09XUVGRJk2apEsvvVQdOnRwOrzjipukBgCASBKsp5+CzeVy6ZlnntGMGTNUVVWljh076sYbb9SUKVNCcrxgIqkBAMABHo+xNcxAqKZJ6NGjhzZs2BCSskONaRIAAEBMoKYGAAAHuG3W1DCYpL+4SWoqq910FAYAHFdVdRhHFCapCTqanwAAQEyIm5oaAAAiidtjr7bFzdPnfkhqAABwAM1PwRc3SU1FjVueMLaVAgCiT1UN3xPRLG6SGgAAIgk1NcFHUgMAgAMidfC9aEZSAwCAA9zGZk1NiKZJiGY80g0AAGJC3NTUVFS75W5GBzAAwLFVM/heVIubpAYAgEhCUhN8ND8BAICYQE0NAAAOqPUYJdqobamlpsYPSQ0AAA6g+Sn44iapOVRVq6TEWqfDQAxITLD81vHhAsSG6iq+J6JZ3CQ1AABEEgbfCz6SGgAAHOA2xtYAegy+54+nnwAAQEygpgYAAAfQUTj44iapqayplbuaDmAAgGOrqQnf9wRJTfDFTVIDAEAkIakJPsf71Hz11VcaNWqUWrVqpZSUFJ1zzjnatGmT93VjjPLz85WVlaXk5GQNHDhQW7ZscTBiAAAQiRxNavbv36/zzjtPJ5xwgl5++WVt3bpVc+fO1YknnujdZs6cOZo3b54WLFigoqIiZWZmavDgwTp48KBzgQMAYJPbeOT22FiMx+lTiDiONj898MADys7O1uLFi73rOnXq5P2/MUbz58/XtGnTNHz4cEnS0qVLlZGRoeXLl2vcuHGNPlZ5tUcnJDJLNwDg2Gqqw5coME5N8DlaU/Piiy+qV69euuKKK9S2bVt1795djz32mPf1Xbt2qbS0VHl5ed51LpdLAwYM0Pr1650IGQAARChHk5qdO3dq4cKFys3N1apVq3TzzTfr9ttv17JlyyRJpaWlkqSMjAyf/TIyMryvHa2qqkplZWU+CwAAkaa+o7CdBb4cbX7yeDzq1auXCgoKJEndu3fXli1btHDhQl133XXe7SzLd64dY4zfunqFhYWaMWNG6IIGACAIaj2SZWuW7iAGEyMcralp166dunTp4rPuzDPPVHFxsSQpMzNTkvxqZfbu3etXe1Nv6tSpOnDggHcpKSkJQeQAACDSOFpTc95552nbtm0+6z799FN17NhRkpSTk6PMzEytWbNG3bt3lyRVV1dr3bp1euCBBxos0+VyyeVy+a2vrHarlo7CAIDjqK0O3/eE22OUwDg1QeVoUjNp0iT169dPBQUFuvLKK/Xuu+9q0aJFWrRokaS6ZqeJEyeqoKBAubm5ys3NVUFBgVJSUjRixAgnQwcAwBaSmuBzNKk599xz9cILL2jq1Km67777lJOTo/nz52vkyJHebaZMmaKKigqNHz9e+/fvV+/evbV69WqlpqY6GDkAAIg0jk+TcMkll+iSSy455uuWZSk/P1/5+fnhCwoAgBCjpib4HE9qAACIRwy+F3xxk9TU1rqlGjoKAwCOrbY2vB2F7TzSTU2NP8cntAQAAAiGuKmpAQAgkhhjZGzUthhDTc3RSGoAAHCAx2Ns9YuhT42/uElqaqrcMhZ9agAAx1ZbxfdENIubpAYAgEhijLHVhETzkz+SGgAAHGA8NvvU0Pzkh6efAABATKCmBgAAB9BROPjiJqlxV7ulBDqAAQCOzR3GWbqNp26xsz980fwEAABiQtzU1AAAEEl4+in4SGoAAHAAfWqCj6QGAAAH8Eh38MVNUlNb65Zhlm4AwHG4wzhLN4IvbpIaAAAiis2aGlFT44ekBgAAB3iMkWWjs6+HjsJ+eKQbAADEBGpqAABwgDE2OwpTU+MnbpKa2hojk8DwiwCAY3PXhC9R4Omn4KP5CQAAxASSGgAAHODx/DAAX9OW0MV2//33q1+/fkpJSdGJJ57Y4DbFxcUaOnSoWrRoodatW+v2229XdXV16IJqhLhpfgIAIJJE8jQJ1dXVuuKKK9S3b1898cQTfq+73W5dfPHFatOmjd566y3t27dPo0ePljFGDz/8cMji+jFxk9TUVrtlLAZVAgAcWzhn6Y5kM2bMkCQtWbKkwddXr16trVu3qqSkRFlZWZKkuXPnasyYMbr//vuVlpYWrlB90PwEAIADjMf+IkllZWU+S1VVVchj/9e//qWuXbt6ExpJuvDCC1VVVaVNmzaF/PjHQlIDAIAD7PWn+WEyzOzsbKWnp3uXwsLCkMdeWlqqjIwMn3UnnXSSkpKSVFpaGvLjHwtJDQAADqh/pNvOIkklJSU6cOCAd5k6dWqDx8vPz5dlWcddNm7c2Oj4LcvyPydjGlwfLnHTpwYAgFiUlpbWqD4st956q66++urjbtOpU6dGHTMzM1PvvPOOz7r9+/erpqbGrwYnnOImqamprpVbtU6HAQCIYJ7q8H1PhHvwvdatW6t169ZNPt6R+vbtq/vvv1979uxRu3btJNV1Hna5XOrZs2dQjtEUcZPUAAAQSSJ5Qsvi4mJ99913Ki4ultvt1gcffCBJOv3009WyZUvl5eWpS5cuuvbaa/WHP/xB3333ne68807deOONjj35JJHUAACAo9x7771aunSp9+fu3btLkl5//XUNHDhQiYmJ+t///V+NHz9e5513npKTkzVixAg9+OCDToUsiaQGAABHRPLcT0uWLDnmGDX1OnTooJdeeilkMTQFSQ0AAA5glu7gi5ukprbGrQRGFI4JuxZd3uD6nJueC3MkAGKNp4bviWgWN0kNAACRxBwxgF5T94cvkhoAABwQyRNaRitHRxTu1KlTgyMaTpgwQVLdLyw/P19ZWVlKTk7WwIEDtWXLFidDBgAAEcrRpKaoqEh79uzxLmvWrJEkXXHFFZKkOXPmaN68eVqwYIGKioqUmZmpwYMH6+DBg06GDQCAbcGaJgE/cLT5qU2bNj4/z549W6eddpoGDBggY4zmz5+vadOmafjw4ZKkpUuXKiMjQ8uXL9e4ceMCOpa7ulJGzs1HgdBzV1c4HQKAKOeprgzfsTxGspGY2OmPE6siZkLL6upqPfnkkxo7dqwsy9KuXbtUWlqqvLw87zYul0sDBgzQ+vXrj1lOVVWV3zTsAABEGuNx217gK2KSmpUrV+r777/XmDFjJMk7dfnRE2NlZGQcd1rzwsJCnynYs7OzQxYzAACIHBGT1DzxxBMaMmSIsrKyfNYfPYX5j01rPnXqVJ8p2EtKSkISLwAAdlBTE3wR8Uj3F198obVr1+r555/3rsvMzJRUV2NTPwOoJO3du/e405q7XC65XC6/9e7qCvH0W2xzV9GnBoA9nprwfY4Yj8dWYmI8niBGExsioqZm8eLFatu2rS6++GLvupycHGVmZnqfiJLq+t2sW7dO/fr1cyJMAAAQwRyvqfF4PFq8eLFGjx6tZs1+CMeyLE2cOFEFBQXKzc1Vbm6uCgoKlJKSohEjRjgYMQAA9hm3W8Zto6bGxr6xyvGkZu3atSouLtbYsWP9XpsyZYoqKio0fvx47d+/X71799bq1auVmprqQKQAAASPMfb6xRhDUnM0x5OavLy8Yw71bFmW8vPzlZ+fH96gAABA1HE8qQkXd3UlHYVjHIPvAbDLUxO+wffsPsHE00/+4iapAQAgkpDUBF9EPP0EAABgFzU1AAA4gJqa4COpAQDAAQy+F3xxk9TUVlco4YiewjzfH3tqKg45HQKAKGfC2FHY43FLNpIaDzU1fuhTAwAAYkLc1NQAABBJ6FMTfCQ1AAA4gKQm+Gh+AgAAMSFuamrclYflqa11OgyEECMKA7DL1FaF72But0yCjdoWHnjxEzdJDQAAkcQYe08/MaGlP5qfAABATKCmBgAABxiPx15NDYPv+YmbpMZdXSnLwzTdscxdHb5BswDEpnD2qTE2B9/j6Sd/ND8BAICYEDc1NQAARJK65qemNyHR/OSPpAYAAAfQ/BR8JDUAADiApCb44iapqa2ulOWmqi6W1VYx+B4Ae4y72ukQYEPcJDUAAEQSj8cti5qaoCKpAQDAAcbtkSwbSQ2tD354pBsAAMQEamoAAHAAcz8FX9wkNe7qClmJzrwBqt//i9+6pO5jG7VdINs2tJ3d44eizGAcvyENzdIdz9cpnNf+WMcK9vFDcRy7+8fT7z4e7pGysjKlpz/e4LGCzXjc9pqf6FPjh+YnAAAQE+KmpgYAgEhCTU3wkdQAAOAAkprgi/mkxpi6mbmNu8axGMrKyvzWNTTAU0PbBbLtsQaNsnP8UJRp9/hcJ2evU0OOdaxgHz8Ux7G7fzz97uPhHqlfV//dEVLuGtk6ioPfa5HKMmH5zTnnyy+/VHZ2ttNhAACiSElJidq3bx+SsisrK5WTk6PS0lLbZWVmZmrXrl1q3rx5ECKLfjGf1Hg8Hu3evVupqamyLMvpcH5UWVmZsrOzVVJSorS0NKfDaZJoPwfid160nwPxO8tO/MYYHTx4UFlZWUpICN2zNJWVlaqutj8lQ1JSEgnNEWK++SkhISFk2XYopaWlReWHyZGi/RyI33nRfg7E76ymxp+enh6CaHw1b96cZCQEeKQbAADEBJIaAAAQE0hqIozL5dL06dPlcrmcDqXJov0ciN950X4OxO+saI8fTRfzHYUBAEB8oKYGAADEBJIaAAAQE0hqAABATCCpAQAAMYGkBnErWvvIb9y4UZWVlU6HgRjAPYBYQ1ITRiUlJXruuef03nvvqaambiKyaPpQ+e677/Ttt99Kqpt+Itrs2bNHV1xxhZ555hlJ0XcOO3fu1GWXXaaf/exn+tvf/uZ0OE3CPeAs7gHEOpKaMJk6dao6d+6suXPnql+/frrlllu0c+dOWZYVFR/q06ZN0xlnnKFFixZJUkjnRAmVJ554Qn//+981f/58lZeXKzExMSo+1I0xGj9+vHJzc2VZltLT09WyZUunwwoY94DzuAcQ66LvroxC77zzjv7xj3/oueee0+uvv67HH39c27dv17XXXitJET3R5vfff6/rr79ea9euVYcOHbRhwwYVFRVJiq6/sCVp/fr1uuqqq+RyuTRnzhynw2mUlStXqkWLFtq0aZPWr1+vlStX6swzz9TLL78sKXp+B9wDkYF7ALGOpCYMVq5cKbfbrYsvvljNmzfXqFGjNHv2bG3evFl//OMfJUXWjXlkLMnJyerYsaOmTp2quXPn6quvvtILL7ygmpqaiP0L++iYamtrJUnt2rXTVVddpX79+ulvf/ubPv74YyUkJETcORwZzzfffKMnn3xS77zzjnr37q2Kigqddtpp+u6771ReXh7RycCRuAfCi3sA8YqkJsjqb8Yjq3Tbtm2r5ORklZeXe9f16dNHd955p2bOnKmqqqqIuTErKipUXV3t/TkpKUl33HGHhg0bpgEDBmjQoEF68803tWbNGgejPLaj4zfGqFmzusnoi4qK1LlzZ/36179WZmam/vznP6u6ulpbt251Klw/R8d//fXXa/jw4ZIkt9ut5ORktW7dWjt27FBKSkpENh1wDziLewDxjKQmiObNm6eCggJJvu3taWlpatasmV599VXvOsuyNHr0aKWkpETMX6pTp07V+eefr0suuUT//d//rbKyMlmWpbS0NO8Hx+233y5jjFauXKlvv/02ov5SPVb8Ho9HX331lVq0aKFOnTrp3HPP1dChQ7V8+XI1b95cr732ms+HaKTEf/DgQSUkJHivff2X/i9/+Ut9/vnnKi4ujrh+HdwDzuIeQLzj3RAERUVFGjRokO688049//zz+te//iVJ3qc7rrjiClVXV+uVV17R3r17vfu1a9dOgwcP1qeffiq32+3YX6rV1dW64oor9OKLL2rKlCnKysrSo48+qhEjRkiq+yCp/2Dp0KGDrrzySr333nt66aWXvK87+aH+Y/EnJCQoLS1NJ5xwgizL0gsvvKBZs2appqZG3bp102233aakpCTHzuFY8V9zzTXe+I/81+12q1WrViopKXEk3oZwD3APhCL+aLoHECEMbJs5c6a5/PLLzeLFi01eXp654YYbvK9VV1cbY4z505/+ZDp37mwWLVrks+95551nrr/++rDGe7StW7ea3Nxcs3r1au+6t956yyQnJ5s5c+YYj8djjDHG7XYbY4yprKw0F110kbnyyivN5s2bzZNPPmlmzZrlSOzG/Hj8xhjz6quvmnbt2pmuXbuaE0880Tz44IPm0UcfNeecc47505/+ZIz54fwiLf6jr/++fftMUlKSeemll3zWO4l7gHsglPFHwz2AyEBSY0P9jfbFF1+Y9evXG2OMKSwsNL179zZ/+9vfjDHG1NTUeLcfMWKEOeecc8yjjz5q9u/fbzZt2mR69OhhVqxYEf7gj7Bp0yZjWZbZt2+fMeaH8yosLDQnnXSS+fTTT73b1n94rFy50px66qmmVatWJikpyTz44IPhD/w/jhf/iSeeaHbu3GlqampMly5dzE033WR27dpljDFm9+7d5sorrzT9+/c3lZWVToUf0PU3xpjvv//e9O/f3/zud78Le6xH4x7gHgiGaL4HEFlIaoLss88+M8OGDTPDhg0z3333nTHGmKqqKu9r9957r0lMTDQ9e/Y0ycnJ5vrrr/f+JeuU999/35x11lnm4YcfNsb88IFSXV1tcnJyvB8ctbW1xhhjduzYYa677jpjWZa55ZZbzKFDh5wJ/D+OF3+nTp3MxIkTjTHGfP31197X6m3ZssXRD3NjGn/965OD2tpak5uba26++WbH3zsN4R4IP+4BoA5JTSMc/SHwY9s98cQTpnfv3mbevHkNbvfRRx+Zl156yXz88cdBi9GO7777zgwbNsxcddVVZvfu3caYHz485s6da7Kysnyqd3//+9+b9u3bm82bNzsS79F+LP527dr5VU839ncaDoFc//ov1WXLlplt27Y5E/BxcA84g3sAqENH4R9x4MABud1u789HPj5YP/ZDvfrtLr/8cnXp0kUvvfSStm/fLkl67733vPufddZZuvjii3XGGWeEOnzt3btX33zzjffJhiPPpT7+k046SUOHDtUnn3ziHXq8/hHQ9PR0nXTSSSopKfGe++zZs1VSUqJu3bpFRfwnn3yyX4fCcHVIDeb1l6TExERJ0rXXXqvOnTtHzDnUi8R7YMeOHcd8/Doa7oFgxO/kPRDM6y85cw8gepDUHENNTY0mTJigiy66SBdddJFmzpwpj8ejhIQE743YrFkz1dTUaOnSpd6fPR6P0tLSdMUVV8jj8WjGjBn6xS9+oV69emn//v1he/ywpqZGN998s/r376+hQ4fq0ksvVVVVlRITE71PpDRr1kyVlZVasWKFxo4dq3POOUfPPPOMXn/9dW85X375pdq0aaOOHTv6PYEQbfGHU7THH8g5ROo9IEmbN29W586dNWLECH3xxRfe9fXJSSTfA6GIP9yiPX5EIaeriiLR6tWrzemnn24GDBhgXnjhBTN27Fjzk5/8xEybNs1nu4ceesicfPLJ5je/+Y2370C9L774wpx22mnGsixz9dVXm9LS0rDF/+yzz5rTTjvNDBgwwLz22mtm0aJF5tRTTzXjx49vMP7LLrvMGGPMhx9+aEaOHGmSkpLMLbfcYm666SaTmppqFi5caIwJX3U18Tsbf1POIdLugXpFRUXmV7/6lcnMzPSL3ZjI/h0YQ/xOx4/oQ1JzlAMHDpgbbrjBTJgwwdsBraqqykyfPt1ceOGF5vDhw8YYYx555BGTk5NjnnrqKb8b7dVXXzUtW7Y055xzjtm4cWPYz2HChAnmnnvu8XnqZPTo0Wby5Mnenx9++GHTqVMn89RTT/m0tXs8HlNQUGBuvPFGc9FFF5m33347rLEbQ/xOx29M4OcQafdAvUcffdRcc8015tVXXzXNmjUz77zzjve1BQsWRPTvwBjidzp+RB+SmqN8//33ZsmSJeb99983xvzwl8Fdd91l+vfv792upqbmmE88fPvtt2b58uUhj/Vo9R3o9uzZY4qLi73rP//8c9OjRw/z4IMPej8gGorf6b+CiN/5v0LtnkM9p+6Boy1ZssTcddddxhhj+vbtay666CJjzA9j55SXl/tsHwm/gyMRPxCYuO9T889//lPSD2286enpGj16tM455xyf9WVlZTr11FMl/TCXSosWLfzKM8aoVatW3pEwQ60+fmOMtwNdZmamsrOzJUkPP/ywcnJylJKSov/5n//RJZdcounTp6u2ttYvfidGcyX+Hzg1mm4wz6G+HKfugaO99957Onz4sCRp+fLleuWVVzRkyBBdcMEF+vjjj5WcnOyzvdPvoaMRPxAgp7Ipp7300kvmlFNOMZZlef/ybGhUyvq/HHr37m0ef/xxn3VOaij+huJasmSJefPNN72vPfXUUyY5Odl8/vnnYY33aMTvbPzGRP85HC/++n+vvvpqs3btWmOMMY8//rhJTk42J5xwgnnuueecCfoIxA8En2VMhMzEFkZvvfWW7r//fp1++un67LPP9M0336ioqOiY2+/atUu9e/fW//3f/+knP/mJJGnnzp069dRT5Xa7vX/dhktj4jfGNPhXzyeffKKuXbvq5Zdf1uDBg8MVsg/idzZ+KfrP4cfir39SccyYMfJ4PPrkk0/0+eef6/bbb9fcuXN1zz33aPLkyY7ETvzOx48Y5mRGFW71fz18+umnZt68eWbnzp1m48aNJiUlxVsL01BtzcKFC02PHj2MMca899575mc/+5lp06aNTyfKcGhq/EcqLCw0eXl5fm3Z4UD8zsZvTPSfQyDxl5eXm1//+temVatWZsKECebLL780xhgze/ZsY1mWd6oA4o+f+BH74iKp2bRpk/n+++991tV3iKypqTG/+93vTJs2bfyGCq+/gW+77TZz+eWXm0mTJpmEhARz/fXXh3VY8abGX++LL74wO3bsMDfccIPJysoyS5YsMcaErxmN+J2N35joP4dA469/7d133zVbtmzx2a+ystLMmTMnrJMgEv8PnIgf8SOmk5rnnnvOtG/f3px22mmmQ4cO5t577zV79uwxxtR9GNd/IO/cudNkZ2d75xc58oPa7Xabjh07GsuyzMCBA/1u0EiP/9NPPzWTJ0827du3N4MGDQrrsOLE72z8sXAOTY2//kvVacQPhFfMJjVFRUXmjDPOMPPnzzcffviheeSRR0ybNm3MLbfc4p0Jtv7G83g85pFHHjHNmjUzO3fuNMbUjU1z+PBhU1FRYQoKCsyqVauiKv7KykpTVVVlPB6Pef3118M+1gPxOxt/LJxDsO7h+tfDjfidjR/xKeaSmvqbZ+HChaZ9+/bmwIED3tcWLFhg+vTpY2bOnOm33759+0y/fv3MZZddZjZt2mQGDx5s/vrXv4Yt7nrBjj/cHybE72z8xkT/OQQr/ry8POJvgmiPH/Et5sapqX9aY9euXercubN3UjRJGjNmjHr27KmXX35ZW7ZskfTDBHwnn3yybrzxRr344os699xz5XK5NHz48KiPP9zjPhC/s/HHwjkEK/6kpCT95je/If44ix9xzumsyq7Vq1eb2267zcyfP99nCO5//OMfpnnz5uazzz4zxvxQTbp69Wpz3nnnmXnz5nm3raqqMn/6059MQkKCGTBggPnoo4+In/ijIv5YOAfiJ34gWKI2qdm9e7e55JJLTNu2bc3IkSNNt27dTHp6uvemrKioMGeccYa56aabjDG+j6lecMEFPpOrlZaWmjvuuMMsXbqU+Ik/KuKPhXMgfuIHgi0qk5rDhw+b0aNHm6uuusrbKc0YY84991wzZswYY0zdXxXLli0zCQkJfh0cR44caQYNGhTWmI9E/MRvV7SfA/ETPxAKUdmnJiUlRS6XS2PGjFFOTo5qa2slSZdccok+/vhjSVJiYqKuvPJKXXbZZbrhhhu0bt06GWNUWlqq7du3a+TIkcRP/FEZvxT950D8xA+EhHP5lD31s7wa80Nv/VGjRpkbb7zRZ11FRYUZOHCgadu2rcnLyzNZWVmmT58+PjMQO4H4id+uaD8H4id+INhiau6n/v37a+zYsRozZoyMMfJ4PEpMTNTXX3+tzZs3q6ioSJ06ddKIESOcDrVBxO+saI9fiv5zIH5nRXv8QNTW1Bzts88+MxkZGWbjxo3edVVVVQ5GFBjid1a0x29M9J8D8Tsr2uMHjInSPjVHMv+paHrrrbfUsmVL9ezZU5I0Y8YM3XHHHdq7d6+T4f0o4ndWtMcvRf85EL+zoj1+4EjNfnyTyFY/sNO7776r3/zmN1qzZo1uuukmlZeX669//avatm3rcITHR/zOivb4peg/B+J3VrTHD/hwrpIoeCoqKszpp59uLMsyLpfLzJ492+mQAkL8zor2+I2J/nMgfmdFe/xAvZjpKDx48GDl5uZq3rx5at68udPhBIz4nRXt8UvRfw7E76xojx+QpJhJatxutxITE50Oo8mI31nRHr8U/edA/M6K9vgBKYaSGgAAEN+i/uknAAAAiaQGAADECJIaAAAQE0hqAABATCCpAQAAMYGkBgAAxASSGiAGDRw4UBMnTnQ6DAAIK5IaIM698cYbsixL33//vdOhAIAtJDUAACAmkNQAUe7w4cO67rrr1LJlS7Vr105z5871ef3JJ59Ur169lJqaqszMTI0YMUJ79+6VJH3++ecaNGiQJOmkk06SZVkaM2aMJMkYozlz5ujUU09VcnKyfvrTn+q5554L67kBQCBIaoAo9/vf/16vv/66XnjhBa1evVpvvPGGNm3a5H29urpaM2fO1IcffqiVK1dq165d3sQlOztbf//73yVJ27Zt0549e/TQQw9Jkv7rv/5Lixcv1sKFC7VlyxZNmjRJo0aN0rp168J+jgDQGMz9BESxQ4cOqVWrVlq2bJmuuuoqSdJ3332n9u3b66abbtL8+fP99ikqKtLPfvYzHTx4UC1bttQbb7yhQYMGaf/+/TrxxBMl1dX+tG7dWq+99pr69u3r3feGG25QeXm5li9fHo7TA4CANHM6AABN99lnn6m6uton8Tj55JP1k5/8xPvz+++/r/z8fH3wwQf67rvv5PF4JEnFxcXq0qVLg+Vu3bpVlZWVGjx4sM/66upqde/ePQRnAgD2kdQAUezHKloPHz6svLw85eXl6cknn1SbNm1UXFysCy+8UNXV1cfcrz7x+d///V+dcsopPq+5XC77gQNACJDUAFHs9NNP1wknnKANGzaoQ4cOkqT9+/fr008/1YABA/TJJ5/o22+/1ezZs5WdnS1J2rhxo08ZSUlJkiS32+1d16VLF7lcLhUXF2vAgAFhOhsAsIekBohiLVu21PXXX6/f//73atWqlTIyMjRt2jQlJNQ9A9ChQwclJSXp4Ycf1s0336yPPvpIM2fO9CmjY8eOsixLL730ki666CIlJycrNTVVd955pyZNmiSPx6Pzzz9fZWVlWr9+vVq2bKnRo0c7cboAcFw8/QREuT/84Q/q37+/Lr30Uv3yl7/U+eefr549e0qS2rRpoyVLlujZZ59Vly5dNHv2bD344IM++59yyimaMWOG7r77bmVkZOjWW2+VJM2cOVP33nuvCgsLdeaZZ+rCCy/U//zP/ygnJyfs5wgAjcHTTwAAICZQUwMAAGICSQ0AAIgJJDUAACAmkNQAAICYQFIDAABiAkkNAACICSQ1AAAgJpDUAACAmEBSAwAAYgJJDQAAiAkkNQAAICaQ1AAAgJjw/wHwnDCHPwLHagAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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    " ] @@ -780,7 +780,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 9, "metadata": { "collapsed": false, "jupyter": { @@ -794,16 +794,16 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 12, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -842,7 +842,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 10, "metadata": { "collapsed": false, "jupyter": { @@ -856,16 +856,16 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 13, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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AARDxKUsARC+oRBr4AKhzXDgAINlcZBxohdDuZoByUqOhVshQ16LH+apGX14aIQGBAiDiU1qDaUq2zkgZICINpeYeQHwAlGKusQm0DFB5rSkga68HEE8plwk1TTQYlYQCCoCIT1EGiEiNkAEyby0lmTNAgdQNWmcwoqrRdD3OukC3NpgGo5IQQgEQ8SmtOfDRGxkYoyCIBD/+CLxlC4zPAAVOAFRRrwFjgFLOISFC5fLX8cf6KQNEQgEFQMSnrKdL66mwkkjApVZbYMnmLbBA6gXET4FPjjYVartqkDkDdLK8Hs1agy8ujZCAQQEQ8SmbAIi2wUiQ0+gNqGwwZXoCuQhaOAHmYg8gXudY09F+g5HhaGmtLy6NkIBBARDxKa3e8i6SCqFJsOMzK2qFDPERSgCBWQR92YUp8PZYT4b3Rj+guhYdnvv6GHadq+rwcxHibRQAEZ/SGigDRKSDH4KaHhcOjjNtLfEZoMoGLQwBss0rzAFz8QSYNW8ORn3hmxNY81sRnvnyaIefixBvowCI+JTtFhhlgEhwK2tV/wMAiVEqcBxgMDJUB8ggUX4OmKs9gKzxGaBDHSyE3nO+Guv3lQAACi83CFkpQgKFqAHQqlWrMGDAAMTExCAmJgZ5eXnYtGmTzWNOnDiBm2++GbGxsYiOjsbIkSNRXFzs8DmPHTuGW2+9FV27dgXHcXj11Vd9vArijHUApAuQd8eEeMq6CzRPIZehU2RgdYMu93ALDAAGZMRCxplGfngatGj1Rjy1scDmY7+ervTouQjxFYWY/3hGRgaWL1+Onj17AgDee+89zJgxAwcPHkTfvn1x9uxZjB49Gvfeey+ee+45xMbG4sSJEwgLc3xTNzU1oXv37pg9ezYeeeQRfy2FOKAxUAaISEdpqyPwvKToMFQ2aFFRr0FfMS6sFb4g25MtsEi1Atkp0ThZXo9HPz2MTpEq8G9dGAMiVHLcM7obslOiHT7Hf7afw+mKBnSKVGFKv1R8tLsY209fwa3XZHiyHEJ8QtQAaPr06TZ/f+GFF7Bq1Srs2rULffv2xVNPPYVp06ZhxYoVwmO6d+/u9DmHDRuGYcOGAQCefPJJ7180cYtOb8n66KgGiAQ5Sxdo28AiOVqNE2VARQBs8zDGhGJtT7bAAGBEtwScLK/HdgdZm01Hy/HRohHoZ+4cba24qgn//uk0AOCpG/sgLTYcH+0uxq9nqmA0MreO5RPiS6IGQNYMBgM+/fRTNDY2Ii8vD0ajEd9++y0ef/xxTJ48GQcPHkS3bt2wZMkS3HLLLV79tzUaDTQayxHWuro6rz5/KONHYQCAnk6BkSDXeg4YTzgJFgBH4eta9GjWme47TzJAAPDIxGz0SI6CRmeEudYbHMeBA/DV4VIcKqnBXf/ZhQ/uHYGB5pohwBR8Pf3lUWj0Rozq0QkzB6dDazAiQiVHZYMGJ8vrkds5poMrJMQ7RC+CLigoQFRUFNRqNR544AFs3LgRubm5qKioQENDA5YvX44pU6Zgy5YtmDlzJmbNmoVt27Z59RqWLVuG2NhY4U9mZqZXnz+UUR8gIhWMMYcBEH8SLBC6QfN1OzFhCoSr5B49R1yECvPzuuK+Md2x6DrTn3tHd8M9o7vhg3uH45qseNS16HH36t02x+W/KyjHtsIrUMlleP6WfuA4DmqFHCO6JQAAfj1zpeMLJMRLRA+AcnJycOjQIezatQuLFy/GggULcPz4cRjN2YIZM2bgkUcewaBBg/Dkk0/ipptuwltvveXVa1iyZAlqa2uFPyUlJV59/lBGnaCJVNS16NFo7o7cObZVABRAvYA87QHkqugwJd67ZziGd01AfYse81bvwf4L1ULPHwBYfH0P9EiKEr5mdK8kAHC4pUaIGETfAlOpVEIR9NChQ7F3716sXLkSr732GhQKBXJzc20e36dPH/z6669evQa1Wg212r2OqcQ1WiqCJhLBZ3/iI5RtMiv+ngdW36IDYApGWuPrfzzd/nJFlFqBtfcMwz1r92LXuWrMX70Hw7sloKJeg26JkVh8fQ+bx4/plQjAdDS+RWdAmNKzzBQh3iR6Bqg1xhg0Gg1UKhWGDRuGU6dO2Xy+sLAQWVlZIl0dcZfNMXjaAiNBrPUQVGv+nAjfojNg0r9+wdSV29Go0bf5vJAB8mEABAARKgXWLByOa3t2QqPWgK2nTNtbz8/o1ybA6ZkchZQYNTR6I/YV0aR5EhhEDYCWLl2K7du3o6ioCAUFBXjqqaeQn5+PuXPnAgAee+wxrF+/Hv/5z39w5swZvP766/j666/x4IMPCs8xf/58LFmyRPi7VqvFoUOHcOjQIWi1Wly6dAmHDh3CmTNn/L4+AmhstsAoA0SCFz8ENS22bQCUIgxE1YAx3wb6x8vqUFbbgotXm/G/PW17onWkB5C7wlVyrF4wDNeZMzyzBqdjtPn/W+M4DqN7mrfBqA6IBAhRA6DLly9j3rx5yMnJwYQJE7B7925s3rwZEydOBADMnDkTb731FlasWIH+/fvj3XffxYYNGzB69GjhOYqLi1FWVib8vbS0FIMHD8bgwYNRVlaGl156CYMHD8aiRYv8vj4C6GgUBpGIMmEMRtvAIsm8BaY1GFHTpPPpdRRctAwpfXf7eZssKwCU13reA8gTYUo5/rtwGD59IA8rbhvg8HFjsk2B0fZCqgMigUHUGqDVq1e3+5h77rkH99xzj8PP5+fn2/y9a9euPn8HRlxnuwVGGSASvIQu0Ha2wNQKOeIilKhp0qGiXoN4c2doXyi4ZAmAyuta8MXBS7h9mOXkqr+2wKwp5TIM65rg9DHX9jQFQMfL6lDZoEFiFNVdEnEFXA0QkRabImg6BUaCWKmdOWDWLIXQvj0JdtQcAPFHy9/adtZmCKs/t8DckRilRp80Uw+g385QFoiIjwIg4lOUASJSwY/BsLcFBlh6AV32YSF0s9aAwsv1AIAXZ/VHbLgS5yob8f2xcgCme6yywfTv80fzAwl/GoyOw5NAQAEQ8SlqhEikwGC0jJewVwQN+KcX0PGyOhiZqeaoe2IkFuSZTsS+mX8GjDFUNmjAGKCQcUiMDLwAiC+Q/vV0JZUqENFRAER8SkunwIgEVDZooDcyyGWcsNXVWrIfjsLz21/902PBcRwWXtsN4Uo5jl6qw/bTlUKQlhytDsiZW8O6JkClkKG8rgVnrzSIfTkkxFEARHzKugaI+gCRYHXJXACdEq2GQm7/ZZMPjK74sBniEfMJMH4IaUKkCncMNxVAv5l/RiiATgmw+h9emNIyFuMXOg1GREYBEPEpmz5AVANEgpSjGWDW/LEFxmeABlhNYb/vuu5QyDjsOleNzUdNtUD+PAHmrtHm02C/UiE0ERkFQMSndHQKjEhAWTsnwADfF0E3aw04XWEqgO6fYQmAOseF45bB6QCALw6VAvBfDyBP8HVAu85VtelhRIg/UQBEfIpGYRApuCT0AHIcWFgfg/dFge/xslqhALp1gPPA2B7grEp+Au0IvLU+qTFIjFKhSWvAgWIai0HEQwEQ8Rm9wQjrpA9tgZFgVSp0gW5/C6xFZ0S9nRldHcV3gLbe/uL1TI7C5NxU4e+BvAUmk3FCU8Rf6Tg8EREFQMRntK0CHh1tgZEgVdbOEXjANBw0Wm1qru+Lk2AFl+oAWAqgW3twnGUCeyD2ALLGB0B7i6pFvhISyigAIj7Ten+fMkAkWFmKoJ1nVpJ8WAhdcKkGgOkIvD0DMuJw98guGJgRi0GZcV7/972pW2IkAEtgSYgYRJ0FRqStTQBEGSAShFp0BlQ1agE43wIDTHVA5640ej0D1KTV40yFqW+OdQF0a3+/pb9X/11f4bfoyutM9VIcF3g9i4j0UQaI+IymVQBEozBIMOKzFOFKOWLDlU4fKzRD9HIG6IS5A3SynQLoYMRv0Wn1RtQ06US+GhKqKAAiPtM64KFRGCQYWW9/tZepSOG3wLycAeIbIDra/go2aoUcCZEqAJbhraGgwQfF8cRzFAARn2ldBE2jMEgwcqUJIs+SAfJuAFRwybYDtBSkWG2DhYLd56ow8Lkt+PdPp8W+FGJGARDxmdY1QNQHiASjUr4JopMTYDxfdYMWOkA7qf8JNqnm/1aXQ6QQ+mBJDQxGhn0XqPdRoKAAiPgMnQIjUsB3X3YlA5QU7f0tMJsCaAllgPhmjaGSAbraZCqkrzH/LxEfBUDEZ9pkgOgUGAkyNU1abDl+GQAwNiep3cf7YgvseKmlADpZAgXQPMvoENcCoE/2luDnk5d9eUk+VWsu9q5upAAoUFAARHxG06YImjJAwYIxhsoGjU9GOgSTz/ZfhFZvRG5aDAa6sP3Eb4E1aPRo0nqn4LVAgttfgFUGyIUtsOKqJjy+4QgWvbcP+4K0eaIlA0Sn3gIFBUDEZ9pugYX2L9Ng8vmBSxj69x/x6b6LYl+KaBhj+HhPMQDgrhFdXOpVE61WIFwpB+C9bTB+BIaUCqAB615A7f93Ol/VCAAwMuDhdYdQ1xJ8QQQf+DRo9DQENkBQAER8hrbAgte2wisAgG8KykS+EvHsPl+Nc1caEaGSY8agzi59DcdxVoXQXgqALknrCDyPPwVW4cIW2KWrzZb/X9OMpzYeDbrspHXmh+qAAgMFQMRn2vYBonc9waLI/I77YPFVGEM0cP14tyn7M2NQZ0SHOW+AaM16KnxHNWr0OHtFegXQgGULrKpRC43e4PSxl2qaAACDu8RBLuPw9eFSfH7gks+v0Ztqmi1BTzUFQAGBAiDiMzQKIzgxxnC+0hQA1bfoccb8CziUVDVosPloOQDgruFZbn2tpbi34xmg4+YO0Ckx0iqABoD4CCVUCtOvoPa2C/kM0KTcVDxyQy8AwDNfHkWR+ec00DHGcNUqA3S1Mfi28KSIAiDiM3wjRKXcVDtBGaDgUNWoRX2LpYB3fwj2Lfls/0VoDUYMyIh1OnvLniQvZoAKJNYB2hrHcULn7PZOgl0yN6NMjw/H4ut7Yni3BDRqDXh4/aGgGLHTojPavCG8GqQZIL3BKHwvpIACIOIz/A3PF4VSBig4tH5XHWoBkNHI8D+++Hl4F7e/nq9tKa1p6XCdylGh/ieuQ88TqFJd7AbNZ4DS48Ihl3F4dc4gxIQpcLikBq/+WOjz6+yo1gFPsAZAL/9QiGuX/4wvDwXX9qMjFAARn+GHoUaqFQCoE3Sw4Le/1ObtiQMhFgDtPFeFoqomRKkVmD7QteJna6mxpqzG14dLMeafW/G3r47hl8Ir7da52HOED4AyYtz+2mAgjMNwchReZzAKAVJGvKkZZee4cCy/dQAA4M38s9h5tsrHV9oxbQKgIO0FVFhuagq6YvMpj36eAw0FQMRn+AxQhMqcAfJzqvrIxRq8v7MoKFLkgYQPgCbmpgAAzlU2hlTzNr74eebgdCF4d8f4nBRMzE2BSi5DSXUz1u4owvz/7sHg//cD/u8D1/vY1DRphQJoqR2B5/EZIGdbYOW1LTAyQCWXISlKLXx8Wv803D40A4wBf/7kEFp0gfsLubZV75+rQdoLiH9Te6mmGR/tKhb5ajqOAiDiM3wNEP9LxN9bYEs3FuCZL48FRYo8kPAnwAZlxqFnchQA02mwUHClXoPvj5mLn0e4v/0FALERSvxn/lAcfGYi3pl3De4YlomkaDWatAZ8f+wy/vi/gy6drPvxRAUYA3qnRguF1VJjGYfhuAiarzlJiwuDTGbbi+nZ6X2RHK1GWW0Ldp4L3CxQ64AnWDNA1nVMr289E/TT7SkAIj6ja5UB8ncm5kKV6ejsm/lnsSuAXxwDzflK03+3bomRGNIlDkDo1AF9ur8EeiPD4C5x6JPWsW2nSLUCk/qmYvmtA7B7yQR89ftrEamSo7S2BYcv1rT79fwptCn9Ujt0HYGM3wJzNhDVuv6ntUi1AhP6JAMAtp264oMr9A7rI/BA8B6D57v7c5xppMfq7edFvqKOoQCI+IyQAVKZM0B+rAFq0OiFk0yMAY+sP0TNx1zAGBOKoLsmRuKarHgAoREAdbT42RmZjMOAjDiM6236Zc0HN440avT45bTpF7qUAyBXBqIKJ8AcDKMdm20OgAoDOAAyZ4DiI0z9pIJ2C8y8zXj7NZkAgP9sPxfU2+MUABGfEWqAhC0w/2WA+KLKSJUc3RIjUVbbgqUbC4Kue6y/Xa7ToFlngFzGITM+QgiAjlyslXwt1fYzlSipbkZ0mAI3DXC/+NkV0/qnAQA2HS13+rOYf+oKtHojuiVGIicl2ifXEgisT4E5+u8hZIDi7QdAo3p2gkLG4XxlIy5UBWZfIP7NV7fESABBvAVmfg24ZXA6ctNi0KDRY1X+GZGvynMUABGfEQIgJb8F5r/ggw+A0uPD8eqcQVDIOHxXUB7Ss61cwRdAZ8SHQ6WQoXtiFGLDlWjWGXCyrF7kq/Otj3dfAADcOiQD4eZtW2+7PicJYUoZiqubcKy0zuHjNh01jSCZ3DfVpRlkwYofG6LVGx0OCW0vAxQTpsQQc6D+S4BmgfiMT7fEKPPfgzQAMr+mhylleGxKDgDgvZ0XUFYbnL2BKAAiPsPvF0eo/X8KjL8hU2PDMTAzDn+elA0A+NvXx4Rf8qQt/r9N106md6oyGYfBQh1QcE7hdtXdI7MwKTfF4+JnV0SoFBibnQTA8TZYi86ArScrAEh7+wsA1Ao5EiJVABxvg1k3QXTk+hzTf9P8AK0D4oO77kmm+6q+RR+UGVX+FJhaIcf12UkY3jUBWr0R//7ptMhX5hkKgIjP8O8W+Bogfw5D5TNAaeYU+/+N6YGR3RPQpDXg4XUHaRqzA/wJMD5VDwDXdDHXARXXiHFJfnNdryS8M38osn285TS1H78NZn/Q7G9nKtGoNSAtNgwDJHr83VqKk2aIRiMTAqCMuAiHz8EHlTvOVgVkfxp+CyyrUwT4hJ6jjFcg4183VQoZOI7D4+Ys0Cf7LuJcEI7METUAWrVqFQYMGICYmBjExMQgLy8PmzZtsnnMiRMncPPNNyM2NhbR0dEYOXIkioud9x/YsGEDcnNzoVarkZubi40bN/pyGcQBSw2QCBkg84spX2Qpl3H415xBiA1X4sjFWrzyAx2Nt4fPANkEQObthVBriOgr4/skQynncPZKI05fbrutyGeGJvdNbXPsW4pS+XEYdk6CVTZqoNUbwXGWe9me3LQYJEWr0awzYO/5wPs5rWk2BTsJkSrEhvOF0MG3DcYHl3yT1KFdEzChdzIMRhaUr6miBkAZGRlYvnw59u3bh3379mH8+PGYMWMGjh07BgA4e/YsRo8ejd69eyM/Px+HDx/G008/jbAwxzfCzp07MWfOHMybNw+HDx/GvHnzcPvtt2P37t3+WhYxa50BMjL4bbK4kAGyetFMiw3H8ln9AQBv/3I2JE42ueu81Qkw3sDMOMg401aEs469xDUxYUqM7pkIwFQMbU1vMOKHE5cBmAKgUODsJBhfAJ0SHSYMTrWH4zghC7StsMIHV9kxfAYoLlyFhAjTll8wFkJrhS0wy/fi0ck54DjgmyNlwuiWYCFqADR9+nRMmzYN2dnZyM7OxgsvvICoqCjs2rULAPDUU09h2rRpWLFiBQYPHozu3bvjxhtvRHJyssPnfPXVVzFx4kQsWbIEvXv3xpIlSzBhwgS8+uqrfloV4fF73BFWBaU6P50EK6u1zQDxpvZPw40D0sAYsKnA/hZEqDIYGYrNvZO6WwVAkWoFeqeaeuIccLMhYovOgH9sPolDJTVeu04psGyD2QZAe85Xo6ZJh4RIFYZ1jRfj0vwuxUk3aFfqf3h8HVCgHYdnjFmOwUcqERcRnBkgvcEI/v2rdTDaJy0GN5tHxizfdDKoTtoGTA2QwWDAunXr0NjYiLy8PBiNRnz77bfIzs7G5MmTkZycjBEjRuCLL75w+jw7d+7EpEmTbD42efJk7Nixw+HXaDQa1NXV2fwhHde6EzTgv15A5UIRdNts4bgcUwDtSjO6UFJa0wytwQiVXIbOrU7ceNoP6L0dRViVfxYPfXSA6q6sTMxNgVzG4URZnc3R7c3mLtQT+6RAIQ+Yl2efSnUyD8xZE8TWRvdMhIwDCi83oDSAJpY3aPRCF/z4CJVQ9B1svYA0VvevWmF7SvLRSTlQyWX49UxlwAWgzoh+hxUUFCAqKgpqtRoPPPAANm7ciNzcXFRUVKChoQHLly/HlClTsGXLFsycOROzZs3Ctm3bHD5feXk5UlJSbD6WkpKC8nLHjceWLVuG2NhY4U9mZqbX1hfKWs8CA/wTALXoDMKLS1pM2xfOQZmmwtKCS7V+n08WyPgC6MwE08Rta54EQIwxbDhgajtwqaYZGw9SCwJefKQKI7snALBkgYxGFhLdn1tLcTIOw50MUFyECoPNBfuB9EuYz/6oFTKEKeWIM2+BBVsDQes3MK23IzMTIrBgVBYA4MXvTgTN66roAVBOTg4OHTqEXbt2YfHixViwYAGOHz8Oo3mrZMaMGXjkkUcwaNAgPPnkk7jpppvw1ltvOX3O1n0zGGNOe2ksWbIEtbW1wp+SkpKOL4wIN0y40r9bYPw7yXClHDHhbYdZdk+MQpRagRadEYWXg+/kgq9YCqCj2nxuiPkXy7HSWpeHTh4rrbP57/vG1rNB88LoD623wQ6W1KCiXoMotQKjenYS89L8ytlAVHcyQIDlNFj+qcCpA7J0gTYFPnwGKNg60/MZILmMa/MGCQB+P64XYsOVKLzcgM/2B8ebHdEDIJVKhZ49e2Lo0KFYtmwZBg4ciJUrVyIxMREKhQK5ubk2j+/Tp4/TU2Cpqaltsj0VFRVtskLW1Gq1cBKN/0M6TmN1ZFJhvmH8kQEqsyqAthf4msYSmLJAtA1mYQmA2h43zkwIR2KUGjoDc7nQkX8RvKFPMhIiVSiubsJXh0u9d8FBblLfFHAccLikBqU1zcIQ1vG9k9tsMUgZHwBVN2rbHGF3JwMEWOqAfjtTFTB9dvhaH772h//f6sbg2gKzVwBtLTZCiT+M7wkAePmHQjQGwaBU0QOg1hhj0Gg0UKlUGDZsGE6dOmXz+cLCQmRlZTn8+ry8PPzwww82H9uyZQtGjRrlk+sljvE1QCqFDAq5KRDxx4tSeZ3j+h/ewMw4AKZfPsSkyM4JMB7HcbgmKw6Aa9tgWr1RCHbmjszCouu6ATBNkDb4sR9UIEuODsOwLNM22Oaj5SG5/QWYAgJ+S6Wi1TYYnwHKcDED1K9zLDpFqtCg0QdM2wb+CDwf+PCnwIItA6Q1mIJTZ6fx5uVloUtCBK7Ua/DOL+f8dWkeEzUAWrp0KbZv346ioiIUFBTgqaeeQn5+PubOnQsAeOyxx7B+/Xr85z//wZkzZ/D666/j66+/xoMPPig8x/z587FkyRLh7w8//DC2bNmCf/zjHzh58iT+8Y9/4Mcff8Sf/vQnfy8v5Fm/Y1DKTD9qej/88iuvNb2IOguABpkDIDqdZGGvB5A1d+qAthVeQXWjFknRalzXMxHz87oiNlyJc1ca8S2dvhPwwc47v5xDcXUT1AqZsI0TKjiOs5kJxqtt1qHenEVwNQMkk3EYw2+DBUgdkPUReACWGqAgC4BadOY3tE6K89UKOZ6Y0huA6Wfa3rZmIBE1ALp8+TLmzZuHnJwcTJgwAbt378bmzZsxceJEAMDMmTPx1ltvYcWKFejfvz/effddbNiwAaNHjxaeo7i4GGVllhfUUaNGYd26dVizZg0GDBiAtWvXYv369RgxYoTf1xfqhK6hcrmQAfJHDQh/AizNhQCo8HJ9UKRqfU1nMKLE/G7bUQDE1wEdKL7a7lHXDebtr1sGdYZCLkOUWoF7rjVngX4+7bd+UIGOD4D4X/xjs5NsTk2GCnsnwfjsT3yEEhEq1/+bCP2AAmQshvUReMC6BijItsDMr91qpfOwYVr/VAzuEodmnQGvbAns5oii3mmrV69u9zH33HMP7rnnHoefz8/Pb/Ox2267DbfddltHLo14gc5mC0xm/pj/aoBSYx2/a0yJCUNqTBjK61pw9FItRnQPnaJTey5ebYbByBCmlCEl2n7g2C89Fko5h8oGLUqqm9Glk/3RBDVNWvx00tTMb9aQDOHjC6/tine3n0Ph5QZsOV6OKeYi4FDWOc40q47fig217S8efxLMOmPgbv0P77peieA44HhZHSrqWpAc4/iNkD/wNUCx5gxQvFADFFwZII0LGSDAlNH76419cOuqnfhkfwkWXtsVfdICs6424GqAiDQYjUzY7lIpZFDyRdD+OAVWZzsHzJGBmVQIzTtfaTqt1bVTpMPxC2FKOfqZZ1PtczIY9evDpdAZGHLTYmxe+GLDlVgwqisA4LWfzwRVwzRfmmoOehQyDhN6Oz6sIWX8OAzrDFBpO1PgHekUpRZmqAXCcfha4RSYKfCJN2eA6lp0QXUqUsgAuVCgf01WAqb1TwVjwLJNJ319aR6jAIj4hNZg2zNCnAxQewFQHADgcElwtW/3hfOVpg7Qjra/eMO7mop2X//5jMMizg0HLgEAZg1Jb/O5e0Z3Q4RKjmOldfj5ZOAcVRbTrMHpyOoUgbkjuiDW/Esy1NgbiCpkgJwMQXXEMhZD/ACIzwDxx+DjzLPAGDPVOQUL60Gornh8cm8o5Rx+KbyCXwLg+2APBUDEJ6y7hqrkMr/VAGn1RlQ2mIqgndUAAcCgjDgAVAgNOD8BZm3Rdd2RHheOc5WNuP+D/W2OLZ+90oBDJTWQyzjMGNQ2AEqIVGHeSNMpzn9TFggAkBwThm2PjcNzM/qJfSmiSbW3BXbVsy0wABhr7va+/XSl6FkW/hQYH9wq5DLEhJmqT4KpGzR/r7saAHVNjMTcEaZ7/ePdzgeYi4UCIOIT1l1DlXLOb6fAKupbwJgp6OKLDR3plxELzjzk80p92y60oaS9E2C8pGg1/rtwGKLVCuw5X40lGwpsghi++Pn67CQkRavtPsei67ojTCnD4ZIabD9d6aUVkGBm7xTYRQ+3wADTIYdIlRy1zToUmefbiaV1I0TAsg0WTPPA2usDZM9084ywneeqArL9BQVAxCeEHkByGTiO81sfoHKr7S9n3b8B01TuHkmmrsdHQrwOyNUACAByUqPxxtwhkMs4fH7wEv790xkAprqvjQf57a8Mh1+fFK3GncO7AAD+9WMhnQgjVgNRNUJALfQA8iADJJdxyEwwbZ1dEnkuWE2rRoiAJRgKponwGg8CoIEZsYhSK1DbrMPx0sCbsUkBEPGJ1vvFfA2QrztBC/U/Lp78GGjeBgvlhogtOgNKza0DunZqPwACgDHZSXjevGXzrx8L8cXBS9h5rgpltS2ICVNgQp9kp1//wNgeCFfKcbC4Bp/so9EzoY4PgLR6I6426dCiMwhb2Z5kgKy/jg+kxGA0MqHOxzYACr6J8JYMkOtdyhVymTDz7rezgZftpQCI+IT1EXgAfjsFVu5iATRvUJc4AMChi6FbCF1c3QTGgGi1AolRzrcNrd01ogv+b0x3AMDjnx3Biu9NXdtvGtgZYUrnL5IpMWH4y6RsAKbhiRX1gd0wjfiWSiFDJ/O2UHlti3ACLEIltwkc3MHXDl2qEW8LrK5FBz7ByTdCBKy3wPxTA/RdQRle/O5Eh7ah3C2C5o3qkQgA+O0MBUAkRFiaIPIZID4A8k8GqL0CaN4gqwxQqBbknrcqgG5v27C1J6b0xtR+qdAajEIW7VYn21/WFo7qiv7psahr0eP/fX3crX+XSE+K1VBUftuqc1y42z+TvEDIAPH1P5EquU3g4M8tMK3eiCc+O4J3fjnXoSGxQhF0O32AWru2pykA2ltU3ebQhNgoACI+oWn1bkHppy0wV+aAWctJjYZKIQuIYkmxuHoCzB6ZjMMrtw8SWgp0S4zEEHNWrT0KuQzLZvWHXMbhmyNl+NncPJGEJv6eLa9rcXsKvD2WDJB4AZBlEKptZjXBj0XQ+4qqhZEie8477t/VHmELrJ1O0K1lp0QhMUqNFp0RBy7UePzv+wIFQMQn2tQAyfxTBO1uBkilkKFvZ1OzvlCtAyqqcr0A2p5wlRyrFwzF3BFd8MLMfm69Y++XHot7R5tGZDz9xTEaSxLCUqzGYXjaBdpaQGSA7NT/WP/dHxPhf7Lqt7W7AwGQxuBaJ+jWOI7DtT1NnfYDbRuMAiDiE9pWN4vcT8fgy10Yg9HaQAn1A9p6sgLvbj/n1nbeuSt8AOR+wzleYpQaL8zsL+z3u+NPN/RCRnw4LtU045UfAnt2EPGdVOstMC9mgMrrWnz+xssReyfAAP9OhLduOHr0Uq3HbzL4URjuZoAAyzZYoBVCUwBEfILPACmFLTDfN0LUG4yoqHetCaI1fjBqsI/EYIzhz58cwt+/PeFWB1w+A+TqCTBvi1Ap8PdbTCfK1vx2PuRbEoSq1FjzOIy6FqEHkCdH4HmJkWqoFDIYme2IDX/ia4Bab4H5ayL8uSsNOF/ZCKWcQ2KUGnojw8HiGo+ey/Km1vVTYDw+ADpcUoO6lsBp/kgBEPEJYb9YbnsM3pejMCobtDAYGeQy083uKr5+5VhpnU0Dx2BTUa8RTpV8eajUpa9p1Ohxuc4UNHq6BeYN1+ckY8agzjAy4MkNBaJ37yX+Z7MF5oUMkEzGWbbBRKoDutpqDhjPXxPh+ezPyO6dMNq8DbXnfJVHzyUMQ3XzFBhg+j527RQBIwN2n/N8G87bKAAiPqE12LZN98cx+DJzL5uUaDXkDgZ62tO1UwRiw5XQ6o04VV7vq8vzudOXG4T/v/louUupbj77Ex+hbPMu1d+evikXseFKHC+rw6s/nqYgKMTwRdClNc1CR+iO1AAB4tcB1fJbYOG29xYfENU0aX3aCPSnE6YAaHzvZAzvZgqAPK0DsgxD9SxsELbBAqgOiAIg4hM6vWUSPACrTtC+u9n5OUKungDjcRwnZIEOibT9ojMYO/xCeLrCErw16wz44Xj7p6qKzENQPTkB5m2JUWo8dWMfAMDrW8/guhVb8Wb+GVQHUbdc4jm+BqiuRQ+DkUEh45Ac7d693BofAF0UKQC62uSoCNoUEBkZfLYlVNusw94iU7BjCoBMDQkPltR4dBxd6+YssNYoAApxdS067DxbhR0BVgjmC61PDPijE7TlBJgHs4MyYgGIcxKsvkWH6/+Zj7ve3dWh5yk0Z4Ci1KZBi/xYCmc6egLM22Zfk4EnpvRGp0gVympbsGLzKeQt+wlPfHYEJ8rca6VfUdeCT6nLdNCIDVfaZBfS4sLcyuTaI3YzRMspMNsMkEohE+5TZwH+lXoNmrSeFS1vP30FeiNDz+QoZHWKRI+kSHSKVEGrN+KIB41fW7c2cVde907gOOB0RQMq6gKj8SkFQH50orQOd/5nF/76xVGxL8XnWh+D98cWmLtdoK3xGSAxAqB9RVdxqaYZu85Vo1nreaOwM+YM0KLrTMfKt5++0u6QV+EEmEgF0K1xHIfF1/fAb0+Ox8uzB6Jfegw0eiPW7yvB1JXbsXDNHmG0gDNX6jW48z+78NhnR/DR7gt+uHLSURzH2dy7Han/af0cYtUA8ae8WtcAAUB8JD8Ow/7Pc0l1E65b8TMe+PCAR//2z+btrwm9TWNpOI4TskCe9APyZBiqtfhIldByJFBOg1EA5EdC+/MQSOk7mgXmyy0wd+eAWRtgPgp/5koD6v18SuFg8VXh/3v6Qs0YEzJAE3NTMLhLHIwM+Pqw42Lo2mYdfjxh2ibrnRbj0b/rK2FKOW69JgNf/340PnsgDzcOSINcxiH/1BXc/e5up8eHqxo0mPvuLpy90ojOsWEY0yvJj1dOOiIlxjoA8rwtg/Ac8eLWANU42AID2u8Gved8NVp0Rmw/fcXt4/IGI8PWU5b6Hx4fAHlSB+TJMNTWrhXGYnhWiO1tFAD5Ef8DX9us69BMlmAgHINvPQrDh4WtHckAJUWrkR4XDsaAAj/PBTtgdSz14lXPUvWVDVrUNuvAcUCPpCjMHJwOAPjikONtsLe3nUVtsw69kqNsXiQDCcdxGNo1AW/cNQRf/340EiJVKLhUi7v+s9vuL47qRi3mvrsbhZcbkBoTho/vGylMBSeBz/rNS0cLoAFLBqi0psWnxcaOOOoEDVgFQA6Cm1OXTRldxoBdbp6cOlRyFVebdIgJU+CarHjh43wAtL+o2u3XYk+GobbG1wHtOFMZEKOHKADyI/5dgJEBdS6k8YMZfwpMLWyB+b4RYpl5DIY7PYCsDTaPcPj6iGtHyL3BYGQ2DRg9LdbkC6C7JEQgTCnHjf3ToJBxOHKxFmcqGto8/nJdC/7723kAwGOTczpca+EPuZ1j8L/7RiIxSoXjZabt5KoGyxZfTZMWd7+7GyfL65EcrcbH940IiOJu4jrrNy8ZXtgCS40Ng4wznWCqbHC+HexteoMR9S2m+p24cHsZIOcT4U9anUjd6eaWEX/66/qcZCH7DgC9U2MQHaZAo9aAE2XunXj1dBiqtWFdE6CSy1Ba2yLMIBQTBUB+pJTLEB1mLnzzQwdQMbXdAvPtKAyjkeFyrekFzpMMEAAsGNUVALB+bwlOX/bPcfgzFQ1osDqu7mkAxAc5vZKjAACdotQYk23a+vnSThZo5U+n0aIz4pqseEzMTfHo3xRDTmo01t0/EknRapwsr8ed/9mFK/Ua1DbrMG/1Hhwvq0NilBof3zcS3ZOixL5c4qYUL2eAlHKZkFW66Oc6IOtatVh7AVA7E+ELrQOgc+5tGfH9fyb0sc3symUchnXlt8Hce05NB0+BAaaxOUOy4gAAv50VfxuMAiA/szTAknYAxNf68KfAfD0MtbpJC63BCI6Dx0dnh3VNwKTcFBgZ8I/NJ718hfZZ1/8AntcA8T2AeiZHCx+7xbwNtvHgJZt087krDVi/13Q66okpvT2eti2WnsmmICglRo3Cyw24452dmL96Nwou1aJTpAof3zcCPZMp+AlGNltgXsgAAeLVAfGBTXSYwiYLw3NWA1TbpBN6IQGmE56uZrAuXm3CyfJ6yDhgbHbb+jdPC6E7WgTN4+uAdgTAcXgKgPxMaIHuhyF4Ymp9ZFIYhuqjU2B8/U9ilLpD71CemNobchmHH09UYJeb77o8wbel727eqvG0BqjQnLHqZfWLf2KfFESq5Lh4tRn7L1gCrZe3FMJgZDa9QYJNj6QorL8/D51jw3D2SiMOX6xFfIQSHy4ageyU6PafgAQkfhwGYDoG7w1inQSrbeZPgNlvMMpngOwdgz9Zbmr5kB4Xjt6ppp9nV1+PtpqzP0OzEuzWHvH3/N6iarfqojp6DJ43iq8DOlslei0sBUB+ltDOvq9UODoF5qsMkLtT4B3pkRSFO4dnAgCWfXfC54V6B8wZoOkDOwPo+BaY9S//cJUcU/qlAbD0BDpysQbfFpSB44DHp+R4fN2BoGtiJNb/Xx66dopAYpQaHy4agT4BdpqNuKdncjSi1QoMzIzrULGtNdEyQI32x2DwLN2g274Z5guge6dGY2R3UwfnnS5uGfHT38f3sX+woV/nWIQr5bjapMOZK23rAx3xRhE0AAzMiEWUWoHaZh2Ol7rX28vbKADys/aOPkpF62nwwjBUn2WATC9unhyBb+3hCdmIUMlx+GItvjlS1uHnc6S2WYfT5sBl+kBToHKlXoMWnXu9gKoaNKgy/zz1SLYt+uVPg31zpAxavVHY2ps5KB29U4M/WMhMiMBPf7kevz05Dn07x4p9OaSDYsOV+PXJ8fjk/0Z67Tn54/T+zgDxTRBjHWSAEpwMROULoHNSo5HXwxwAuZABatLqscMcKDk62alSyIQ6HHeOwwvNbTuYAVLIZRjZ3ZSF+lXkbTAKgPxMSHtKPgNkWzCnkPm2D5C3MkCA6Uj8/43pAQBY8f1Jj9rGu4JvutglIQI9kqIQqTK9syp184Waz/5kxIcjQqWw+Vxej05IjlajtlmHv397HL+dqYJKLsMjE7M7voAAIZdxXssWEPGZOkJ77/uZIVIGyFkTRMBSDmGvHvSUVQA0spupg/K5K43CuB9HfjtTBa3eiIz4cJvt8NaGd+UHo7oWADHGLFl9O/VM7hKOw4vcEJECID8T0p4SrwFqfbP4ug+QpQeQdwonF13XDUnRapRUN+OjXcVeec7W+PqfwV3iwHEcMuJN71Td3QY73eoEmDW5jMOMQabttfd3mjoizx3ZhXrjkJDBb4FdvNrk194zQhNEOyfAAMuBmKtNOpvrYowJJ8B6p8YgNkKJXPPWbnt1QD+fNDU2ndA72enhBkshdJVL/020Vq/baqV3AqDoMAUSIlWi9gOiAMjPQiYD1CpdatkCC/wMEABEqhX4szlL8trPp10av+Auvv5nSBdTozLLC7VnGaBeDop/+dNggGlO2O/H9XT7WgkJVnwRdKPW4JP72BFnTRBNHzcFRgYjQ12LpRVGaW0L6jV6KOWcMKMvz4U6IIORCcffx/dx3tpicJc4KOUcLtdpUFzd/sELvgAa8E4GqFdyFA49Mwkr7xgs6ilUCoD8LMFJ2lNK2hRBC1tgPsoAeTgJ3pnZ12SgZ3IUrjbp8Na2s157XsDUt4hvgMg3YMyweqfqDr4JoqOj37lpMchOMX3uvuu6o1OU2u7jCJGiMKUciVGm111/ToW3DEK1nwEKU8oRYd72tq4JPWU+AdY9MUp4/XSlDmjLsXJcrtMgNlyJEe2c7gxTyjHQPP7HlTogrVUA1NFj8ICpw3sgNF+lAMjPLMfgJR4AtekDxG+BeT8DxBhDWW3HukDbo5DL8OSU3gCA//563u3aHGfOVzWitlkHtUImnFzK8DADxM8Ac3T8m+M4rLxjMJZO640Hru/egasmJDiJcRTeUgNkPwNk/TnrU8HWBdC8Yd0SIOOAC1VNdl+HGGPCm7QFeVkIU7ZfQ+VOPyDrkoZg6xvmDAVAfmZphBgiNUCtM0A+2AKrbdahRWf691K8cArM2oQ+yRjRLQEavRHv/HLOa897wNyXZ0BGrNAkkq8BcudFuqZJK0x8d9b8r09aDO4f04OKhUlIEuMoPP8aH+sgAwRYT4S3zgC1DYBiwpTon2465WhvG2z3+WocvlgLtUKG+eaO9u1xJwDyVg+gQCOt1QQB6/kvYgzn85c2p8B8WATN1//ERyhdeufjDo7jsND8guLNxogHzdtffP0PYHmX6s4WGF//0zk2DFFqRTuPJiQ0iZMB4vsAuZABsjoUc6rc0gPI2kgn22Bvm7M/s4dmINHFLe5rsuIh44Di6iYhg+6It7pABxpprSYI8FtgRgbUtUg3C9S2CNp3jRAt9T/eOQHW2hDzNOXCy/U2c7s6gs8A8fU/gGUL7HKdxuWj9/wJsJ7U/ZgQh4QAyMsZIGcnmIQiaAenwIC2W2A6gxFnzc0Jc1oFQI4KoU+W12HrqSuQccCi0a5vcUeHKZHVyVRkfaHK+ZsubwxCDUTSWk0QUClkiDa/U3c0BE8K2hyD9+EojHIvnwBrLSUmDOlx4TAyS++ejmjQ6IXRFYOtMkAJkSqEK/leQM77ffD4GWDOen4QEurSPdhebs8ne0vQ66lN2Hqqos3nNHoDmrSmNzHOM0C2W2DnKxuhMzBEqRVtZqEN65oAhYzDpZpmlFid3OK35qf2S0PXRNtGqO3hi7Dba77KvyGjDJAXrVq1CgMGDEBMTAxiYmKQl5eHTZs2CZ9fuHAhOI6z+TNypPMOoTqdDv/v//0/9OjRA2FhYRg4cCA2b97s66W4Jc687yvlQmh/jsIoq/X+CbDW+EzNgQtXnT/QBUdKamBkpnel1jVLpl5A7r1T5U+AUQBEiGO+2AL7/OBF6I0Ma38ravO5WvObWxlnGobqiGUemOnxfAF0dkpUm2LjSLUCAzJs64BKa5rx1aFSAMD9Y9w/4MC/4WovAKIMkA9kZGRg+fLl2LdvH/bt24fx48djxowZOHbsmPCYKVOmoKysTPjz3XffOX3Ov/71r3j77bfx2muv4fjx43jggQcwc+ZMHDx40NfLcVkoHIVvnQFS+rAGiB+DkeblAmhrfK3OgeKOB0AHWx1/t5bu5lF4IQNEW2CEOMTfV9WNWjRpO76NbTAyFFysBQD8dqZSCHh4whiMcCVkTo57x7f6XcAfgc9xMKam9XH4//56HnojQ173ThiYGef2OsLNGaDmdjNAFAB53fTp0zFt2jRkZ2cjOzsbL7zwAqKiorBr1y7hMWq1GqmpqcKfhATn/Q0++OADLF26FNOmTUP37t2xePFiTJ48GS+//LKvl+OyUDgKz4+88PUpsBadAWevNALwbQaIrwM6WFLT4c6lB4v5+p/4Np9z5yh8XYtOqH9ydgKMkFAXG64USg+80c7idEU9Gs1bXHojww8nLtt8nu/r42z7C2g7Ed5RATQvr7tphMTOs1WobdLhf3tMXer/b6xn7S34QyPNWudvTDVeGoQaaAImnDMYDFi3bh0aGxuRl5cnfDw/Px/JycnIzs7Gfffdh4qKtvut1jQaDcLCbH8RhoeH49dff3X6NXV1dTZ/fMnSAl2aARBjzGEnaIMXAiDGGPYVVWPJ5wUY9sKP2G/eluKPkftCbloM1AoZapp0OF/Z6PHzMMZwwGoERmuWcRjtZ4D4E2ApMWrEOim0JIR43mndnkPme5i3qcB2aLJlEKrz+7L1RHh7PYCsXZMVD6WcQ3ldC/7+7XE0ag3onRqNsdlJbq8BsNQAtZcVaz3cWipEX01BQQGioqKgVqvxwAMPYOPGjcjNzQUATJ06FR999BF+/vlnvPzyy9i7dy/Gjx8PjUbj8PkmT56MV155BadPn4bRaMQPP/yAL7/8EmVljqd6L1u2DLGxscKfzMxMr6/TWpxQ+CbNImjruTGta4A60gm6rLYZr/5YiOtfysdtb+3E//YUo75Fj7TYMDxyQzaGdW2bUfEWlUIm9OE40OrFzx3F1U2obtRCJZehb+e2aW6hBsiFd6lnhAJo2v4ipD2WNhNeCIDM29g39DFNXN9+utLmVK8rTRCtP1/dpEWDRi9cm6MMULhKLmSOP91/EYAp++Npc0JXa4A0Otu2JlIh+mpycnJw6NAh7Nq1C4sXL8aCBQtw/PhxAMCcOXNw4403ol+/fpg+fTo2bdqEwsJCfPvttw6fb+XKlejVqxd69+4NlUqF3//+9/jd734Hudxx6m7JkiWora0V/pSUlHh9ndYShN4P0swAae3MjeFPgXlaBK03GDH9td/w6o+ncaGqCREqOW4dkoGPF43Ab0+Mx8M39BKCLF/ht8E6UgfEf23f9Bi76WR3XqTbG4FBCLFId+PNRXv4AOi2azLRMzkKWoMRP5+w7E60NwiVFx9pqQHiT4amxKgdzg8DLMfhAVP/r5sGdPZoDYDVFlh7RdAG6gPkEyqVCj179sTQoUOxbNkyDBw4ECtXrrT72LS0NGRlZeH06dMOny8pKQlffPEFGhsbceHCBZw8eRJRUVHo1q2bw69Rq9XCSTT+jy/FS3wLzG4AJAxD9SwDVHi5AZUNGkSo5PjXnIHY99cb8PLtAzGqZ6LTIkNvGmwuMuzISTB+AvwQO/U/gGULrLyuxea/oz3CFPgUCoAIaY+3egE12rSxiMO0fqkAgO+stsH47L6zQAawvBnWGZjwuuJopA2PL4QGgHuv6y70WPOEUATdXg2Qjoqg/YIx5nCLq6qqCiUlJUhLS2v3ecLCwpCeng69Xo8NGzZgxowZ3r5Uj9nr/ikl/LsFpZwTghPLMFTmURHxkYs1AIBBmXGYOTgDESr/dz32RkPEA8VtGyBaS4xSQa2QgTG02531dDszwAghFt7KAB25WAsjM/UdS4kJw9T+pt9H+YVXhNeF2mZ+ErzzDFC4Si5kVfij7Y62v3iDu8QhIz4cGfHhuGNYx8o1wt3OAFERtNcsXboU27dvR1FREQoKCvDUU08hPz8fc+fORUNDAx599FHs3LkTRUVFyM/Px/Tp05GYmIiZM2cKzzF//nwsWbJE+Pvu3bvx+eef49y5c9i+fTumTJkCo9GIxx9/XIwl2sXPf6mWeAbI+p0JXwQNeFYIfdgcAA0wTzAWQ0cbIjZrDThRZnrn6CgDZN0LyNk2WKNGL7yQ90yiDBAh7fFWBojf/hpkzgj3To1Gt8RIaPVGbD1p2gbj39zGtxMAAZZDMfxMLkdH4HlqhRxbHhmD7/80BpEdHH9DfYBEdPnyZcybNw85OTmYMGECdu/ejc2bN2PixImQy+UoKCjAjBkzkJ2djQULFiA7Oxs7d+5EdLQlQi4uLrYpcG5pacFf//pX5ObmYubMmUhPT8evv/6KuLg4EVZoX+veD1Jj72axrs/RexIAlZh6bgw0NwITS0caIhZcqoXByJASo3batVroWuvkhZo/AZYYpRa2VAkhjvEZoMv17W8vO3OoxHTv8wEQx3GYat4G23TU9LuoxpwBim1nCwywbJPVm7NH7WWAACBCpehw8ANYtsDaOwUm1U7Qok5PXL16tcPPhYeH4/vvv2/3OfLz823+PnbsWKGIOlBZjsHrwBjzuII/UNk7MqmwqtPRGYxuDS1t0Rlwyrzn7kmzL28a0iUe3xwpE5oZuuPoJVMQNyAjzun3PMOFZohC/Q8VQBPiksRINVQKGbR6I8prW9Clk2dtM1pngABgWv80vJl/FltPXkGTVm81CNWVDJDlMTLOv4caLFtgzgNCGoZKvIbfFzYYGepavDNcM5DYywBZb4e5exLsWKkpc5IY5Txz4g9CQ8Tiq27XMh0tNQVA9o6/W3NlC0wYgUEF0IS4RCbjLKcsa1zrtN5aWW0zLtdpIJdx6G+Vje7bOQaZCeFo1hmw7dQV4YBLe8fgAdtC6a6JkW69OewoPgPUoqVO0MRP1Ao5Is0/eFI8Cm8vAJLLOPBJD3cHovLbX4MyY0XPlvENEa960BDxeKmpwWbfzs638SzNEJ1sgdEIDELc5qwOSG8woqrBcY85wNIAMTsl2uYgBsdxmNbPVAz93dFyIQPkSoPSBKsAKMfP97PLRdCUASLeJOWj8I66hiplng1EPRIABdA8TxsitugMwrZVv3TnGaD2BjcyxoSOsbQFRojrHDUabdDocfvbOzHixZ+cHnCwt/3F40+D/XC8XMiYuFKfZ71N5qgDtK+43AeIMkDEm4Sj8FIMgBy8WxB6AbkZAB2+yNfOiFsAzfOkIeKp8noYjAwJkSqktjO0NdP8Il1W22y3c/ahkhpcqmlGmFKGfumB8d+EkGBgLwPUrDXg3rV7caC4Bnojw1vbzjr8emGQsZ0AaGBGLDrHhqHFXE+jkHFCpt8Z6yDJlQJob7L0AXJxC4xGYRBvsAzBk14vIEfvFvhCaHe2wGqbLVtNAwMgAwR41hDxmLD9FdPuNl5ilKlY08iA8tqWNp/fcMDUAn9K31REeeEkCCGhonUvIK3eiMUf7cfu89VCsPL9sXKUVLetEdIbjMIE+EF2+nhxHCdkgQBTbY8rW/bWdULtHYH3tgg3p8Gr/Vif5A8UAInEMgRPghkgQ9s+QNZ/dycDxL/gdEmICJjj3p40RDwmFEC3n7GRyThkmN+plrQ6CabRG/D1YdNR21uvyXD5mgkhtqNm9AYjHl53EPmnriBMKcPae4bjul6JMDJgzW9Fbb628HIDmnUGRKkV6OGg99Y0mwDItQHF/OtamFKGLgm+G+hsj1AD1E4GiIahEq8ShuCFSBE0YNkCc2cgqqUBYuBs9XjSEPGoVQbIFcI71VbFmj+dqEBtsw6pMWEY1SPR9YsmhAj3VVltMx7fcASbjpZDJZfhP/OHYljXBNw72jQy6ZN9Jahvsc3O8/U/AzJiIXcwfmdwZpywxe3KEXjAdLAiOkyBCX1SHD6vr1jXADk71coPQ1UrpRUyeLSa1r13iPssNUAS3AJz8G6BH4fhTiPEw06KDsXEN0Q86EIdkN5gxMky9wIgR0fhPzdvf80cku73F0tCgl1qTBjkMg46A8PnBy5BLuPw+l2DcV2vJADA2Owk9EyOQoNGj/V7bYdit26AaI9MxmGKuSlie3PAeEnRaux96ga8fudgD1bUMeFWNUoaJ80hKQNkZcqUKejRowf+/ve/+3xyulTxza9C5Rg8YBmHoXcjA3TkoqV5YCDhR1m4chLsXGUjNHojIlVydO0U6dLz2zsKX9mgQf6pKwCAW4fQ9hch7lLIZUKGhuOAV24fiEl9U4XPcxwnZIHW/FZk81rl7ASYtfvHdMe4nCQsyOvq8nWFKeWitPgIs3qNdrYNRsNQrZSWluLhhx/G559/jm7dumHy5Mn45JNPoNVK75e5rwhF0FKsAXK4BWYZiOqKy3UtKK9rgYxr/+i4v7nTEJHvAJ3bOcblyfX2ukF/eagUeiPDwMw4v3aLJURKBneJA8cBL9zSHzMGpbf5/MzB6UiIVOFSTTO2HL8MAKhv0QltLOwVQFvrHBeONb8bjtG9An+LWiGXCVkdZ4XQNAzVSkJCAv74xz/iwIED2LdvH3JycvDQQw8hLS0Nf/zjH3H48GFvX6fkSHkemMNj8OZf/noXT4Hx21+tm44FAncaIh5zsQGiNXv9SjbsN21/3Tqk7Ys2IcQ1r9w+CL89MR53jehi9/NhSjnmmj+3+tfzAEyHMRgzFVEnR4vbjd7bLPPAnARA1AfIvkGDBuHJJ5/EQw89hMbGRvz3v//FNddcg+uuuw7Hjh3zxjVKkqUIOnRqgNw9BXYkwPr/WHOnIeIxF0dgWEuPM22BldW2QG8w4kRZHY6X1UEp5zB9QGfPLpoQApVChs7m02COzMvLgkouw/4LV3Gw+KrQ/yfQahG9wZWJ8FIdhurxanQ6HT777DNMmzYNWVlZ+P777/H666/j8uXLOH/+PDIzMzF79mxvXqukxEdajsG7O1Mq0HnrFNjhAOoAbQ+/Dbb3fLXDxzDGPMoAJUeroZRzMBgZyutahOLnCb1TAqYdACFSlRwdhukDTW80Vv963uX6n2AU7kIvIBqFYeUPf/gD0tLS8MADDyA7OxsHDx7Ezp07sWjRIkRGRiIzMxPLly/HyZMnvX29ksFngPRGhnoXe8kEC/40QZs+QG6cAmOMCRmgQH3RGWM+ObL5WLnwDqm1kupm1LfooZLL3Bpcaj248UJVEzYeLAVAvX8I8Re+GHrT0XLsOlcFoP36n2AU5kIvIBqGauX48eN47bXXUFpaildffRX9+vVr85jOnTtj69atHb5AqQpTyoXUY43EtsH4DE9HMkAXqppQ26yDSiHz+3wcV+X16ITkaDVqm3XC6azW+O2vnNToNgFhe/iTYP/bU4zKBg0SIlW4PiepYxdNCHFJbucY5HXvBIORob5FD7mMQz83srjBIlzpQhG0noqgBc8++yxmz54Nlco2Fa/X6/HLL78AABQKBcaOHdvxK5SwBImeBGvvFJgrNUD89lduWozbgYO/yGUcZgwypcm/OHjJ7mOOelD/w+MzQN8WmDo/3zywc8D+tyBEihZd1034/71To2365kgFf8DEUQ2QwciErD1lgACMGzcO1dVt6x5qa2sxbty4Dl9UqIiXaC8gx9PgXT8FdrgksLe/eDMHm7akfjpRgVo7TS2F+h8PhpbyJ8H4ErHbaPuLEL8al5OM7omm3l2B/lrkKX4LzNEpMK1Vg0QKgGCqz7DXtKmqqgqRka41eiPSnQjf3jR4V/oAHQnAERj29EmLRk5KNLQGI747Wtbm88fcHIFhLSPBclIlJyXao+cghHhOJuPw7M190S89BnNHZIl9OT7R3kR46wBIakXQbjVXmTVrFgBTt8yFCxdCrVYLnzMYDDhy5AhGjRrl3SuUMKnOA2t/C8x5BkhvMApbRwMD/F0Xx3GYOSQdyzedxMaDl3DncEtvkYq6Flyp10DGAX08mPLM1wABwK3XpIvSKZaQUDc2Owljs6Vbe9deDRB/wIPjLL3cpMKtACg21vRunDGG6OhohIdb3qGqVCqMHDkS9913n3evUMIsE+GlVQStdVAEbdkCc54BKrzcgBadEdFqBbq5ODpCTDcP7Ix/bD6JPeerUVLdhEzzRGc++9MjKcqj2oGshAhwHCDjONxip2MtIYR0VHt9gDRWGX2pvQlzKwBas2YNAKBr16549NFHaburg6Q6DkM4Mim3/aXv6igMfvurf0asy6MjxNQ5Lhwju3XCznNV+OpwKR4a1xOAZw0QrSXHhOFftw9ChEqO5BhpdZ8lhASGsPa2wCQ6CBXowCkwCn46jj8FJrkiaKEPkG3w4uow1MMXg2P7y9pM83iKzw9cFBpbHr3kfgPE1m4ZnG4zrJEQQrwpQmnKgzjcAhMGoUrvBJzLGaAhQ4bgp59+Qnx8PAYPHuw0FXbgwAGvXJzUxUm0CNphHyAXGyHyM8AGBngBtLUp/VLx9BdHcfZKI45eqkP/jFgcKzNngAJskCshhPDCVeYaoHYyQFIrgAbcCIBmzJghFD3fcsstvrqekJLAB0ASa4TY3igMZ8fgDUaGwsv1AIB+HhwdF0tMmBI35Kbg2yNl2HjwErokRKCk2jTItG9a8KyDEBJa+Bogxxkgac4BA9wIgJ599lm7/594Ls5cBC21DJCjdwyuDENt1hmEDFGnSLXDxwWiWYPT8e2RMnx1uBTjeycDMPXyiTV/nwkhJNCEtRMAOTrUIgVuFUG3ptVqUVFRAWOrd/RdunRx8BXEmlADZB6IKpUKe62DImi5rP0+QNYnEYLtHceY7CTERyhR2aDB27+cBQBJts4nhEiHq32Agu312BUeBUCFhYW49957sWPHDpuP87/EDQbHM0WIBd8HSGdgaNQaEKXuUDwaMBxtgbnSCZoPgFQKWVCcALOmlMswfWBnvL/zArafrgTg+QkwQgjxB1ePwVMGyOx3v/sdFAoFvvnmG6SlpUkmc+Fv4So5wpQytOiMuNqolXwA5Mox+BbziYOwIL3ZZg5Ox/s7Lwh/pwJoQkggEzJAjrbAJDoIFfAwADp06BD279+P3r17e/t6Qk5ChAqltS2obtQKDfSCncZg/xi8woVj8Py7EH5fOtgMyoxD104RKKpqAkBbYISQwBbu4iwwKWaAPFpRbm4uKisrvX0tIUlqR+EZYw6PwStdOAbPt10P1gCI4zjcMtjUEygxSk0NDAkhAY3PADneAjOXJVAjRJN//OMfePzxx5Gfn4+qqirU1dXZ/CGusy6ElgK9kQnTy9VtOkHzRdDOMkDmLTBl8N5sdw3vgv7psfjdtV3FvhRCCHFKOAbvIAMkjMII4tdkRzzaArvhhhsAABMmTLD5OBVBu084Ci+RXkDWk4MdD0Nt/xRYeJBmgADTCIuv/zBa7MsghJB2WfcBsnca2TLaiAIgAMDWrVu9fR0hS2oZIGcBkGunwPh3G8EbABFCSLDgZ4EZmannT+tiZy1lgGyNHTvW29cRsvgaoGqJzAPjm2bJZZzQ94fn2imw4K4BIoSQYGKdbW/R2gmADPb7ukmByyHdkSNHhIaHR44ccfrHVatWrcKAAQMQExODmJgY5OXlYdOmTcLnFy5cCI7jbP6MHDmy3ed99dVXkZOTg/DwcGRmZuKRRx5BS0uLy9flTwnmLbCaJmltgdlLlypdGIXRwhdBS/DEASGEBBqlXCa8Njfp9G0+bxmGKr3XZJczQIMGDUJ5eTmSk5MxaNAgcBwnTL225k4NUEZGBpYvX46ePXsCAN577z3MmDEDBw8eRN++fQEAU6ZMwZo1a4SvUalUTp/zo48+wpNPPon//ve/GDVqFAoLC7Fw4UIAwL/+9S+Xrsuf4iOllQFy1jSLH4bqUh8gygARQohfhCnl0Bn0dguhtQaaBYbz588jKSlJ+P/eMH36dJu/v/DCC1i1ahV27dolBEBqtRqpqakuP+fOnTtx7bXX4q677gIAdO3aFXfeeSf27NnjlWv2tniJHYPnM0BKOxkg9/oASe9mI4SQQBSulKO+RW+3GSJlgABkZWXZ/f/eYjAY8Omnn6KxsRF5eXnCx/Pz85GcnIy4uDiMHTsWL7zwApKTkx0+z+jRo/Hhhx9iz549GD58OM6dO4fvvvsOCxYscPg1Go0GGo1G+Ls/j/JLrQha52AQKmC9BeakDxDVABFCiF856wXkaLi1FLgcAH311VcuP+nNN9/s8mMLCgqQl5eHlpYWREVFYePGjcjNzQUATJ06FbNnz0ZWVhbOnz+Pp59+GuPHj8f+/fuhVtufFH7HHXfgypUrGD16NBhj0Ov1WLx4MZ588kmH17Bs2TI899xzLl+zN1kmwuskMRDV2eRgl7bA9LQFRggh/mTpBdQ2O0/DUAHccsstLj3O3T5AOTk5OHToEGpqarBhwwYsWLAA27ZtQ25uLubMmSM8rl+/fhg6dCiysrLw7bffYtasWXafLz8/Hy+88ALefPNNjBgxAmfOnMHDDz+MtLQ0PP3003a/ZsmSJfjzn/8s/L2urg6ZmZkur6Ej+AyQVm9Ek9aAyCCfB+asCNqVLTB+D5qKoAkhxD+czQOjYaiAcALM21QqlVAEPXToUOzduxcrV67E22+/3eaxaWlpyMrKwunTpx0+39NPP4158+Zh0aJFAID+/fujsbER999/P5566inIZG2/iWq12mFGydfClXKoFDJo9UZUN2qlEwDZ3QJrfxQGn4KlPkCEEOIflnlgbU+BSXkYasCFdIwxm3oca1VVVSgpKUFaWprDr29qamoT5MjlcjDG7J5aExvHcUgwF0JL4Si881NgLozCoC0wQgjxKz4AslcDJMwCC+UMUGuNjY3Ytm0biouLodXaFvD+8Y9/dOk5li5diqlTpyIzMxP19fVYt24d8vPzsXnzZjQ0NOBvf/sbbr31VqSlpaGoqAhLly5FYmIiZs6cKTzH/PnzkZ6ejmXLlgEwnSx75ZVXMHjwYGEL7Omnn8bNN98MeYA2coqPVKG8rgXVEiiEtjTNcpIBcqkRovRuNkIICUR8N2i7x+CpBsjWwYMHMW3aNDQ1NaGxsREJCQmorKxEREQEkpOTXQ6ALl++jHnz5qGsrAyxsbEYMGAANm/ejIkTJ6K5uRkFBQV4//33UVNTg7S0NIwbNw7r169HdHS08BzFxcU2GZ+//vWv4DgOf/3rX3Hp0iUkJSVh+vTpeOGFFzxZql/EC80QJRAAOcsAudIIkQ+AJJhuJYSQQGSZB9b2tZlqgFp55JFHMH36dKxatQpxcXHYtWsXlEol7r77bjz88MMuP8/q1asdfi48PBzff/99u8+Rn59v83eFQoFnn30Wzz77rMvXITYpNUPkt7fs9gFy4RSYhhohEkKIX1kPRG3N2cGWYOfRig4dOoS//OUvkMvlkMvl0Gg0yMzMxIoVK7B06VJvX6PkxQsT4YM/AHKWLlW60ghRT1tghBDiTxFO+gBphGGo0ntT6tFvGaVSKfSrSUlJQXFxMQAgNjZW+P/EdQlCN+jgL4J2vgVmzgC5cAosXII3GyGEBKIwJ6fANBLOAHm0BTZ48GDs27cP2dnZGDduHJ555hlUVlbigw8+QP/+/b19jZInTISXQg2QsyJomSujMKT7boMQQgKR0AfIbiNEvjWJ9AIgj1b04osvCkfRn3/+eXTq1AmLFy/GlStX7PbvIc7xzRClUATt9Bi8OSgyMsDoIAtEp8AIIcS/nB2Dd/amNth5lAHq27ev0FMnKSkJb775pjDCYtCgQd68vpBgKYKW+haYZcyHzmiEWtY2y9NCs8AIIcSvHBVBM8YsNUASPAXm0YpmzJiB999/HwBQU1ODkSNH4pVXXsEtt9yCVatWefUCQ0GoHINXWrUrcNQLiBohEkKIfznqA6Q3MvD9g6kTtNmBAwdw3XXXAQA+++wzpKSk4MKFC3j//ffx73//26sXGAo6RZnGcFQ2aISum8FKa54D52wWGGA/ADIamRBA0SwwQgjxjwgHGSD+9RiQZh8gj1bU1NQkNCPcsmULZs2aBZlMhpEjR+LChQtevcBQ0Dk2DIlRaugMDAeLa8S+nA7R6U2BjbNRGID9Zogaq5uNMkCEEOIf4Q4yQBoKgNrq2bMnvvjiC5SUlOD777/HpEmTAAAVFRWIiYnx6gWGAo7jMKpHJwDAjjOVIl9NxzgrmOM4TgiC7A1EtX73QQEQIYT4R1g7GSCFjIPc6g2sVHgUAD3zzDN49NFH0bVrV4wYMQJ5eXkATNmgwYMHe/UCQ8W1Pc0B0Nkqka+kY5zVAAGWbTB7A1H5AmilXJo3GyGEBCJHRdBSHoQKeHgK7LbbbsPo0aNRVlaGgQMHCh+fMGGCzaBS4rpRPRIBAIdKatCo0SNS7fGcWlG1NzfGNA7DaLcGiOaAEUKI//FbYC1a+xkgKZ4AAzowDT41NRWpqak2Hxs+fHiHLyhUZSZEIDMhHCXVzdhTVI1xOcliX5JH2usZ4WwgKjVBJIQQ/3OcAZLuIFTAwy0w4hujupuyQMFcB6RtJ2XqbCAqzQEjhBD/4zNAeiOzKU+gAIj4zSgJ1AG1VwNkGYjqZAuMMkCEEOI31rMXm6y2wSxbYNJ8TaYAKIDkmU+CHS+ra3cy/PHSOmw/fcUfl+UWPrPTbhG0vWPwOr4JIv1YEkKIv1gfPLEehyEUQUtwDAZAAVBASY4OQ3ZKFBgDdp1znAVq1Ohxxzs7seC/e1BS3eTHK2yftp3JwXw3aCqCJoSQwMBxnKUOyF4GSKJvSqW5qiDGnwb77azjOqDPD15CXYseRmbKFnXEhapGPPPlURwv7djz8IQi6HYyQPYmwvM1QPx+NCGEEP+w1wtIyoNQAQqAAo7QENFBHRBjDO/vKBL+fqaioUP/3n9/PY/3d17Arat2YPPRsg49F9B+BkgogrbTCFE4BUYZIEII8atwlem12ToA4ssSqAia+MWI7p0g44BzVxpRXtvS5vM7z1XhtFXQc/ZKxwKgc5WNAEw/9A98eAD//uk0GLM/qNQV7Z0aUDrLAOnoFBghhIghQmnqimPdC4jPAEn1TSn9pgkwseFK9E+PBQDssLMN9v4O06y19LhwAMDZK40d+vcuVJlqiPhO1K/8UIg//O9gm5kw1ox2sje8do/By50cgxeKoKV5sxFCSKDiJ8JbnwLTmN+USrURojRXFeTy+DqgM7bbYJdqmrHleDkAYMm03gCAcxUNHmdsdAYjLtU0AwBeuX0QXpzZHwoZh2+OlOH2t3eivLYFBiPDqfJ6rNtTjCc+O4KJr2xD9l83YVX+WbvP2W4jRJmzRoiUASKEEDGEK9tugVkyQNJ8TQ7OeQsSN6pHJ7y17Sx2nq0EYwwcZwoaPtp1AUZm+vzE3BTIOKBeo0dFvQYpMWFu/zuXrjbDYGQIU8qQHK3GXSO6oHtSJBZ/uB8Fl2ox+dVfYDAyNGj0bb52y/FyLL6+R5uPt9c6XSl3cgpMT6fACCFEDPa6QbfX1y3YSXNVQW5Y1wQo5RxKa1tQZN6iatEZsG5vCQBgfl5XqBVydEmIAACc9bAQuqjKtH3WtVOkEGSN7N4JX/1+NLJTolDbrEODRo8IlRx53Tvhwet7YMlUU+ap1Jw5smYwMvC7Yx4NQ9VSI0RCCBGDMA/Mpg+QtAMgygAFoHCVHIO7xGPP+WrsOFuJbomR+PZIGaobtegcG4Yb+pjmhPVMjkJRVRPOXmnAqJ6Jbv87fP0PH0jxMhMi8MVD12L3+WqkxoQhOyVaaJJVUd+CZZtOoqJeA53BKGR0AMu7BQA2H7fGnwLTOzkFRltghBDiX+HmImi7fYAkGgBJc1UScG0Pfi6YqQ7o/Z1FAIC5I7OEQuIeSVEAPC+EFjJAiZFtPhehUmBcTjL6pMUIwQ8AJEaqoZRzYAy4XGd7Ss06APLoFJieMkCEECIGu8fgJZ4BkuaqJICfC7bzXBUOFF/F4Yu1UMlluGNYpvAYPgDytBcQnwHK6hTRziMtZDIOabGmE2ilNbYBkMZgunE4zlLs3JrzU2DmEwcUABFCiF/Z6wQtBEByab4mUwAUoAZmxCFCJUd1oxbPfHkUAHDTwDR0ilILj+mRbMrceNoLyLoGyB1psaaC67Ja2zog6yaIfE1Ra0qnp8DMW2ASfbdBCCGBylkRNI3CIH6lUsgwrGsCAODoJdOYioWjuto8hs8AldW22D2p5YzByHCx2hTAuJMBAoDOcfYzQK6cGLAUQdM0eEIICRR8HyDbDBANQyUi4ZsTAsCgzDgMyIiz+XxchAqJUSoAwHk364DKapuhNRihksuELS1XdY4zZYBanwRzpWeEwukxeGqESAghYqAMEAko/GBUAFgwKsvuY7rzdUBX6t16br7+JyMh3KbI2RV8wNR6C0ynNwU1zt4tONsC01AjREIIEUWEnWPwNAyViCY3LQbDusZjQEYspvVPs/sY4SRYhXsZIE/rfwDrDFCrLTCD8zEYgGtF0JQBIoQQ/7I3DV7qw1CpD1AAk8k4fPrAKKeP6ZHkWSG0JyfAeEINUKsMEH9iwFEPIMBSA2R/GKrpY+EUABFCiF/xr7tNNAyVBIueyXwvIHcDIM8zQPwWWE2Tzm7TLGfvFpTOGiHqaQuMEELEEO6kCJoaIZKAxG+BFVU22c2qONKRDFBMmAKR5pvFOgvk3ikwx8NQpfpugxBCAhWfAWqxVwRNAZD3rVq1CgMGDEBMTAxiYmKQl5eHTZs2CZ9fuHAhOI6z+TNy5Einz3n99de3+RqO43DjjTf6ejmiSI8Lh1ohg9ZgRMnVtvO57GGMCTVAWR5kgDiOszoKbxUAuVAw52gYKmPMahQGBUCEEOJP9mqApD4MVdQaoIyMDCxfvhw9e/YEALz33nuYMWMGDh48iL59+wIApkyZgjVr1ghfo1KpnD7n559/Dq1WK/y9qqoKAwcOxOzZs32wAvHJZBy6J0XhRFkdzlY0oJudsRatVdRr0KIzQi7jkB7n3hF4XlpcOE5XNKDMqhDapQyQ+RSYrtUpMI3VGA3aAiOEEP+KsLsFRgGQz0yfPt3m7y+88AJWrVqFXbt2CQGQWq1Gamqqy8+ZkJBg8/d169YhIiJCsgEQYCqEPlFWh7NXGnADUtp9fFGlKfuTHhfu8Q92Z3M3aHtbYK70ATK0qgHiTxsAlAEihBB/s0yDt7wWW17TpfmaHDBhncFgwLp169DY2Ii8vDzh4/n5+UhOTkZ2djbuu+8+VFRUuPW8q1evxh133IHISPe3eoKFu4XQF6o9r//h2dsC4+t6nBZBC6fAbAMgPu0ql3FOT5ERQgjxPr4GSGswCvWklAHysYKCAuTl5aGlpQVRUVHYuHEjcnNzAQBTp07F7NmzkZWVhfPnz+Ppp5/G+PHjsX//fqjV6naeGdizZw+OHj2K1atXO32cRqOBRqMR/l5XV9exRfmZu0NRO3ICjGeZB2bZAnPpGLyM7wNkuwUm9ACS6I1GCCGBzDrz3qwzIFouk3wRtOgBUE5ODg4dOoSamhps2LABCxYswLZt25Cbm4s5c+YIj+vXrx+GDh2KrKwsfPvtt5g1a1a7z7169Wr069cPw4cPd/q4ZcuW4bnnnuvwWsQiNEO80gjGmMNBpLyiDpwA43laBC30AWq1BWY5Ai/NVCshhAQytUIGjgMYMwVAUWqF5TVdogGQ6KtSqVTo2bMnhg4dimXLlmHgwIFYuXKl3cempaUhKysLp0+fbvd5m5qasG7dOixatKjdxy5ZsgS1tbXCn5KSErfXIabuSZHgOKC2WYeqRm27j7/QgRNgPOuBqIyZghm3iqDbZIDoBBghhIiF4zjLUXit0eZgilQDINEzQK0xxmy2o6xVVVWhpKQEaWn2x0JY++STT6DRaHD33Xe3+1i1Wu3SllqgClPKkREfjpLqZpytaEBilOO1MMZwodKUAeragQwQvwXWrDOgtlmHuAiVi32A7B+DF3oA0QkwQggRRYRKjiatAc06g5D9AaS7BSbqqpYuXYrt27ejqKgIBQUFeOqpp5Cfn4+5c+eioaEBjz76KHbu3ImioiLk5+dj+vTpSExMxMyZM4XnmD9/PpYsWdLmuVevXo1bbrkFnTp1avM5KRLqgNophL7apEO9Rg+OAzITPA+AwpRyJESaWhLwM8Fc6wRtfxiqpQaIMkCEECIG615A1idzpToMVdQM0OXLlzFv3jyUlZUhNjYWAwYMwObNmzFx4kQ0NzejoKAA77//PmpqapCWloZx48Zh/fr1iI6OFp6juLgYMpntN6ewsBC//vortmzZ4u8liaZHUhTyT11pdygq3wAxLSasw9tNnePCUN2oRWlNM3I7x1jmxjitAbI/DNWyBSbNG40QQgKdZR6Y3qb+p7260mAlagDk7HRWeHg4vv/++3afIz8/v83HsrOzhbqUUGEphHaeAfJG/Q8vLTYcRy/VoczcC8iVY/CWIujWjRCpCJoQQsRk6QVksJwAk2j2BwiAImjiHa5OhS+q7PgJMJ6lGaJpC8yVnhHCMFQHNUAUABFCiDiELTCtUXhTKtUCaIACIMngmyFeqmm2aWXemjczQK2Pwmtd6QPkYBgqvwUWTgEQIYSIItyqBkjqPYAACoAkIyFShbgIJRgDzlU6zgLxXaA7cgKMl2YOgMrcKYJ21AeIToERQoiohHlgVgEQZYBIwOM4zqYhoiMXhCaIXsgAtZoH5lIjRIdbYNQHiBBCxGTpA2SQ/BgMgAIgSRHqgByMxKht1qHa3CjRKzVA5gxQeW0LDEbmYh8gB1tgejoGTwghYgpT8afADJIfhApQACQp7Q1FLTZnf5Ki1YhUd/wAYHK0GjLOtJ1V2aBxac+Yrw9ytAVGx+AJIUQc1jVAVARNgkp7Q1H5HkBZHWiAaE0hlyElxrwNVtPs0twYx6Mw6BQYIYSISdgC01m2wKgImgQFPgA6X9kIg7FtHyRvngDjWc8EE7bA5I6DGKXDURjUCJEQQsTE9wFq1lIRNAkyGfHhUMll0OiNuHS1uc3n+QJob5wA4/EzwcpqXcwAOWiESBkgQggRl+0WWPuHWoKddFcWghRyGXJSTWNClm06AWOrLJBwAizRtxkg/qi73WuUWUZhWHfrpllghBAirnA7x+DVEn5TSgGQxDwzPRcquQybjpbj5R9O2XyOrwHyZgZIOApf0+xWHyAANtt0/BYY9QEihBBxCBkgLWWASBAa1jUBy2b1BwC8sfUsPj9wEYBpuF1FvQYAkJXgvQyQ0AzRagvMWdGcwupmsj4J1kKzwAghRFRh9jpBS/hNqXRXFsJuvSYDD17fAwDw5IYC7C2qFra/4iKUiI1Qeu3f6hxr3gKrda0Imj8FBtieBKNGiIQQIi6bImiD+Rg8ZYBIsHl0Ug6m9E2F1mDE/32wH7+ergTg3RNgANA5zrQFdqVeI9TxON8Cs8oAWZ0E0wg1QPQjSQghYrA5Bq+jY/AkSMlkHF6ZMxD902NR3ajFi5tOAPBu/Q9gmkHG3yD8jpazAEgu48CZk0A6o3UGiLbACCFETDazwFwoaQh20l0ZQYRKgXcXDEVqTBj4A1fezgBxHCcchee11zdCaWceWIuetsAIIURM1jVAfAaI+gCRoJUSE4Z3FwwVUpv8vDBv4o/C89rbMxZ6ARnaHoMPpwCIEEJEEW49C8wg/VlgHR8IRQJev/RYvH/vcPx44jIm9031+vOnxdoGQM76AAFW4zDMW2CMMZoFRgghIuPfgGr1RjRrpT8LjAKgEDGsawKGdU3wyXPzhdCAKfvDcc4DoNbjMHQGJtQPSbnpFiGEBDLrDHxtsw6AtAMg6a6M+I31FpgrNwu/BcYfg+d7AAGUASKEELFYFzzzARAVQRPihHURtEsBEF8EbU77tJhTrRwn7Z4ThBASyGQyTsgCUQaIEBfYZIBcCGD4GiGDuQZIaIKokLe7fUYIIcR3+EJoIQCS8JtS6a6M+I3bGSC5ZSAqYD0Gg34cCSFETHwGqEGjByDtukz6jUM6LDpMiegwUz29a1tgtsfgqQkiIYQEhtZvRCkDREg7+Jlgrm2BmTNArbfAKAAihBBR8VtgPBqGSkg7+KPwShcyQHIHGSApnzYghJBg0LoZLWWACGlHmrkQWu1GEbSePwZPW2CEEBIQwlW27QGl/MZUuisjftXZXAjtzjF4HX8MXpgDRj+OhBAipvBWr8NSHoVBv3GIV/ROjQEApLYajGqPgjJAhBASkNpsgUk4A0SjMIhXjO+djA/vHYH+GbHtPrb1KAwNHwBJ+J0GIYQEgzZF0BQAEeKcTMZhdK9Elx7behiq5RSYdG80QggJBq0z8VLOAEl3ZSRgtc4A8Vtgrd95EEII8a8IFQVAhPiMo2GoUi62I4SQYGBdAyTjLBl7KaIAiPhdm2Go1AiREEICgvXrsEohk/R8RgqAiN857gNEP46EECIm61IEqWflRf2Ns2rVKgwYMAAxMTGIiYlBXl4eNm3aJHx+4cKF4DjO5s/IkSPbfd6amho89NBDSEtLQ1hYGPr06YPvvvvOl0shbrBsgZkyQM10DJ4QQgJCeKsMkJSJegosIyMDy5cvR8+ePQEA7733HmbMmIGDBw+ib9++AIApU6ZgzZo1wteoVCqnz6nVajFx4kQkJyfjs88+Q0ZGBkpKShAdHe27hRC3WLbATBkgDb8FJvGbjRBCAp1NACThMRiAyAHQ9OnTbf7+wgsvYNWqVdi1a5cQAKnVaqSmprr8nP/9739RXV2NHTt2QKlUAgCysrK8d9GkwyxbYDQNnhBCAonNFpjEyxICZnUGgwHr1q1DY2Mj8vLyhI/n5+cjOTkZ2dnZuO+++1BRUeH0eb766ivk5eXhoYceQkpKCvr164cXX3wRBoPB4ddoNBrU1dXZ/CG+o+CnwfMBkJ4CIEIICQSUAfKjgoIC5OXloaWlBVFRUdi4cSNyc3MBAFOnTsXs2bORlZWF8+fP4+mnn8b48eOxf/9+qNVqu8937tw5/Pzzz5g7dy6+++47nD59Gg899BD0ej2eeeYZu1+zbNkyPPfccz5bI7Gl5KfBUyNEQggJKLYZIGm/KRU9AMrJycGhQ4dQU1ODDRs2YMGCBdi2bRtyc3MxZ84c4XH9+vXD0KFDkZWVhW+//RazZs2y+3xGoxHJycl45513IJfLcc0116C0tBT//Oc/HQZAS5YswZ///Gfh73V1dcjMzPTuQomgTQbIvAUm9ZuNEEICnXUGSE0ZIN9SqVRCEfTQoUOxd+9erFy5Em+//Xabx6alpSErKwunT592+HxpaWlQKpWQyy3fxD59+qC8vBxardZuEbVarXaYUSLe53AYqsSPXBJCSKBr3QdIygJudYwxaDQau5+rqqpCSUkJ0tLSHH79tddeizNnzsBo3l4BgMLCQqSlpbV7goz4h9JhI8SA+3EkhJCQYtsHSNqvyaKubunSpdi+fTuKiopQUFCAp556Cvn5+Zg7dy4aGhrw6KOPYufOnSgqKkJ+fj6mT5+OxMREzJw5U3iO+fPnY8mSJcLfFy9ejKqqKjz88MMoLCzEt99+ixdffBEPPfSQGEskdrQehaGhImhCCAkI1rPApJ4BEnUL7PLly5g3bx7KysoQGxuLAQMGYPPmzZg4cSKam5tRUFCA999/HzU1NUhLS8O4ceOwfv16m54+xcXFkMks36TMzExs2bIFjzzyCAYMGID09HQ8/PDDeOKJJ8RYIrFD0WYYKo3CIISQQGBdikABkA+tXr3a4efCw8Px/ffft/sc+fn5bT6Wl5eHXbt2deTSiA+1PQVGozAIISQQyGQc1AoZNHojbYER4m3Wp8D0BqNQCxROGSBCCBEdXwck9QyQtFdHApLQCdpoRIveUqxOW2CEECI+/s0oDUMlxMv4WWA6AxO2vwDpnzgghJBgwAdAlAEixMus+wA1a81NEBUycBwn5mURQgiB1RaYxBshSnt1JCBZtsAYHYEnhJAAI2yBSfxgirRXRwISvwWmNzBqgkgIIQGGMkCE+IjCughaRxkgQggJJFFqU4ecCJXo07J8StqrIwFJKbeTAZL4aQNCCAkWi67rhki1ApP6poh9KT5FARDxO4W5EaLOJgNEyUhCCAkE12Ql4JqsBLEvw+fotw7xO5saIHMRtJq2wAghhPgRBUDE7yzDUBnNASOEECIKCoCI3yntFUFLvOEWIYSQwEK/dYjf2R6Dp1NghBBC/I8CIOJ3li0wIzR66gNECCHE/+i3DvE74Ri8kTJAhBBCxEEBEPE7/hi8wciEWWDhFAARQgjxIwqAiN8prNqrN2j0AOgYPCGEEP+iAIj4HX8KDADqzQEQ1QARQgjxJ/qtQ/yOPwUGAA0t5gCIRmEQQgjxIwqAiN9ZZ4AahAwQBUCEEEL8hwIg4nccx0FuLoQWMkC0BUYIIcSP6LcOEQV/EowyQIQQQsRAARARBd8LqL5FB4AyQIQQQvyLfusQUfDdoIUMEBVBE0II8SMKgIgo+JNgRmb6O/UBIoQQ4k8UABFRWJ8EA2gLjBBCiH/Rbx0iCkWbAIgyQIQQQvyHAiAiCqXM9kePAiBCCCH+RAEQEUWbDJCCfhQJIYT4D/3WIaJQUAaIEEKIiCgAIqJoWwRNARAhhBD/oQCIiEIht/zoqeQyYTQGIYQQ4g8UABFRKKwCHjUdgSeEEOJn9JuHiEJplQGi7S9CCCH+JmoAtGrVKgwYMAAxMTGIiYlBXl4eNm3aJHx+4cKF4DjO5s/IkSOdPufatWvbfA3HcWhpafH1cogbrE+BURNEQggh/qYQ8x/PyMjA8uXL0bNnTwDAe++9hxkzZuDgwYPo27cvAGDKlClYs2aN8DUqlard542JicGpU6dsPhYWFubFKycdZX0KjOaAEUII8TdRA6Dp06fb/P2FF17AqlWrsGvXLiEAUqvVSE1Ndet5OY5z+2uIfyltMkAUABFCCPGvgNl7MBgMWLduHRobG5GXlyd8PD8/H8nJycjOzsZ9992HioqKdp+roaEBWVlZyMjIwE033YSDBw86fbxGo0FdXZ3NH+JbCpsaoID5MSSEEBIiRP/NU1BQgKioKKjVajzwwAPYuHEjcnNzAQBTp07FRx99hJ9//hkvv/wy9u7di/Hjx0Oj0Th8vt69e2Pt2rX46quv8L///Q9hYWG49tprcfr0aYdfs2zZMsTGxgp/MjMzvb5OYkspowwQIYQQ8XCMMSbmBWi1WhQXF6OmpgYbNmzAu+++i23btglBkLWysjJkZWVh3bp1mDVrlkvPbzQaMWTIEIwZMwb//ve/7T5Go9HYBFV1dXXIzMxEbW0tYmJiPFsYceqxTw/j0/0XAQA39EnBuwuGinxFhBBCgl1dXR1iY2Nd+v0tag0QYCpq5oughw4dir1792LlypV4++232zw2LS0NWVlZTrM5rclkMgwbNszp16jVaqjVavcvnniMtsAIIYSIKeB+8zDGHG5xVVVVoaSkBGlpaW4936FDh9z6GuJ7VARNCCFETKJmgJYuXYqpU6ciMzMT9fX1WLduHfLz87F582Y0NDTgb3/7G2699VakpaWhqKgIS5cuRWJiImbOnCk8x/z585Geno5ly5YBAJ577jmMHDkSvXr1Ql1dHf7973/j0KFDeOONN8RaJrHD5hg8ZYAIIYT4magB0OXLlzFv3jyUlZUhNjYWAwYMwObNmzFx4kQ0NzejoKAA77//PmpqapCWloZx48Zh/fr1iI6OFp6juLgYMqtfpjU1Nbj//vtRXl6O2NhYDB48GL/88guGDx8uxhKJAzYZIOoDRAghxM9EL4IORO4UURHP/PP7k3hj61kAwO/H9cSjk3NEviJCCCHBzp3f37T3QERBW2CEEELERL95iCioCJoQQoiYKAAiolDQNHhCCCEiogCIiEJBnaAJIYSIiAIgIgolNUIkhBAiIvrNQ0ShoGPwhBBCREQBEBGFUkY1QIQQQsRDARARhU0GiLbACCGE+Bn95iGioFNghBBCxEQBEBGFUkYZIEIIIeKh3zxEFNYZIDUVQRNCCPEzCoCIKBTUCZoQQoiIKAAiolDSLDBCCCEiot88RBSUASKEECImCoCIKPhhqHIZZ9MVmhBCCPEH+s1DRKEwb4GFKehHkBBCiP/Rbx8iCrW57idCrRD5SgghhIQi+u1DRJGdHI05QzPRPyNW7EshhBASgigAIqKQyTj847YBYl8GIYSQEEVbYIQQQggJORQAEUIIISTkUABECCGEkJBDARAhhBBCQg4FQIQQQggJORQAEUIIISTkUABECCGEkJBDARAhhBBCQg4FQIQQQggJORQAEUIIISTkUABECCGEkJBDARAhhBBCQg4FQIQQQggJORQAEUIIISTkKMS+gEDEGAMA1NXViXwlhBBCCHEV/3ub/z3uDAVAdtTX1wMAMjMzRb4SQgghhLirvr4esbGxTh/DMVfCpBBjNBpRWlqK6OhocBzn1tfW1dUhMzMTJSUliImJ8dEViofWF7xobcGL1he8pLw2IPDWxxhDfX09OnfuDJnMeZUPZYDskMlkyMjI6NBzxMTEBMQPg6/Q+oIXrS140fqCl5TXBgTW+trL/PCoCJoQQgghIYcCIEIIIYSEHAqAvEytVuPZZ5+FWq0W+1J8gtYXvGhtwYvWF7ykvDYguNdHRdCEEEIICTmUASKEEEJIyKEAiBBCCCEhhwIgQgghhIQcCoAIIYQQEnIoAHLTvn370NLSIvZlEOKQFM810H1HAp0U7ztA2vceBUAuOnfuHGbMmIHhw4fjk08+EftyvK6kpASfffYZDhw4AJ1OB0BaN3R1dTUqKysBmEadSElZWRlmz56N9evXA5DW+ui+C35SvfekfN8B0r/3AAqA2sUYw4MPPohevXqB4zjExsYiKipK7MvyqiVLliA7Oxsvv/wyRo0ahcWLF+PcuXPgOE4SL8ZPPfUUevfujXfeeQcA2p0PE2xWr16NDRs24NVXX0VTUxPkcnnQvxjTfRf89x0g7XtPivcdEBr3Hk86P40+8MUXXyAyMhL79+/Hjh078MUXX6BPnz7YtGkTAGm8U9u9eze+/PJLfPbZZ9i6dSveffddnD59GvPmzQMAt4fBBpKamhrce++9+PHHH9GlSxfs2rULe/fuBSCN7x1vx44dmDNnDtRqNVasWCH25XQY3XfBfd8BoXHvSe2+A0Lj3rNGAVAr1t/gK1eu4MMPP8Tu3bsxYsQINDc3o0ePHqiurkZTU1PQv0gBph94g8GAG2+8EWFhYbj77ruxfPlyHDlyBP/6178ABNcPvfW1hoeHIysrC0uWLMHLL7+MS5cuYePGjdDpdEH5Lrv19er1egBAWloa5syZg1GjRuGTTz7BiRMnIJPJgmp9dN8F930HSPfek/J9B4TevWeNAiArzc3N0Gq1wt/vvfdezJo1CwBgMBgQHh6OxMREnDlzBhEREUGX7uR/0K2vOzk5GeHh4WhqahI+NnLkSDz66KN4/vnnodFoguaHvvX3T6VS4eGHH8Ytt9yCsWPHYty4cfjll1/www8/iHiVnmm9NsYYFAoFAGDv3r3Izs7GzJkzkZqairfeegtarRbHjx8X63LdQvedSbDed4B07z0p33eA9O+99lAAZLZkyRKMHj0aN910E/7973+jvr4eMplM+IbzL0Y33HADioqKUFxcHFT72a+88gpefPFFALb78DExMVAoFPjpp5+Ej3EchwULFiAiIiJo3o22/v7V1dWB4zjExMQI38M//vGPYIzhiy++QGVlZdC8E3W0NqPRiEuXLiEyMhJdu3bFsGHDMH36dHz88ccICwvDzz//bPPiFojovgvu+w6Q7r0n5fsOkP695wpprcYDWq0Ws2fPxldffYXHH38cnTt3xttvv40777wTgOVFi/9fg8GATp06oaSkRLRrdsfevXsxbtw4PProo/j888+xc+dOABBOnMyePRtarRabN29GRUWF8HVpaWmYOHEiCgsLYTAYAvbdqKPv31133QXAdBPzN3WXLl1w++2348CBA/jmm2+EzwfqC3F7a5PJZIiJiYFSqQTHcdi4cSP+/ve/Q6fToX///vjDH/4AlUoVkOuj+y647ztAuveelO87QPr3nltYiDt+/Djr1asX27Jli/CxX3/9lYWHh7MVK1Ywo9HIGGPMYDAwxhirqqpiKpWKffPNNzYfD1TPP/88u+2229iaNWvYpEmT2KJFi4TPabVaxhhjb7zxBsvOzmbvvPOOzddee+217N577/Xr9brL3e9fS0sLmzZtGrv99tvZkSNH2Icffsj+/ve/i3Lt7WlvbYwx9tNPP7G0tDTWr18/FhcXx1566SX29ttvs0GDBrE33niDMRaYP6N03wX3fceYdO89Kd93jEn/3nNHyAdA+/fvZxzHsaqqKsYYE775y5YtY/Hx8aywsNDm8TU1NWzMmDHsL3/5i9+v1R38Oi5cuMB27NjBGDOtacSIEeyTTz5hjDGm0+mEx991111s0KBB7O2332ZXr15l+/fvZ0OGDGHr1q3z/8W7wZ3vH3/jfvHFF6x79+6sU6dOTKVSsZdeesn/F+4CZ2uLi4tj586dYzqdjuXm5rL777+fnT9/njHGWGlpKbv99tvZmDFjWEtLi1iX7xTddybBet8xJt17T8r3HWPSvfc8EfIB0MGDB1nfvn3Za6+9xhiz/DBotVrWrVs34ZvOv2jp9XrWq1cv9sADDwjv5ILF2bNn2S233MJuueUWVl1dzRhjTKPRCJ975plnmFwuZ9dccw0LDw9n9957b8Cv0dXvn16vZ4wxdubMGTZ//nzGcRxbvHgxa2hoEOfCXeBsbV27dmV/+tOfGGOMXb58Wfgc79ixYwH9Ikz3XXDfd4xJ996T8n3HWGjde+2RfADU+ge0terqanbLLbewOXPmsNLSUsaY5Rv/8ssvs86dOwvvXvgb+f3332enTp3y4VW7rr31tX7c6tWr2YgRI9grr7xi93FHjx5l33zzDTtx4oTXrtGX3Pn+McbYY489xjIyMtiRI0dEuV53tLe2tLS0NuloV38exBbs952rpHrfMSbde0/K9x1joXPvuULSRdC1tbUwGAzC362P8PG9HOLj4zF9+nScPHlSaPfNH3OMjY1FfHy8UPwll8sBAPPmzUN2drZf1uCMK+vj8Y+77bbbkJubi2+++QanT58GABw4cED4+r59++LGG29E7969fX357aqoqMCVK1eEExXWa3X3+8f/t1m+fDlKSkrQv39/fy6lDW+sLSEhoU1hYiAUzXrz+wYE3n3nyvp4wXjfAcCZM2ccHlkP5nvPG+sK1PsO8O73DQi8e8/bJBkA6XQ6PPTQQ5g2bRqmTZuG559/HkajETKZTPghUCgUaGlpwbp163DPPfdg0KBBWL9+PbZu3So8z8WLF5GUlISsrCyxlmKXq+vT6XR47733hL8bjUbExMRg9uzZMBqNeO655zBhwgQMHToUV69eDZgjjjqdDg888ADGjBmD6dOn4+abb4ZGo4FcLhdO0bj7/Wt9skEsvlhboJDy2gDX1xes9x3vyJEjyM7Oxl133YULFy4IH+cDmWC997y9rkAj9fX5hNgpKG/bsmUL69mzJxs7dizbuHEju+eee1hOTg576qmnbB63cuVKlpCQwGbMmMEYY+zw4cNs7ty5TKVSscWLF7P777+fRUdHs1WrVjHGAifF6e76br31VqHugHfhwgXWo0cPxnEcu+OOO1h5ebk/l+DUp59+ynr06MHGjh3Lfv75Z/bOO++w7t27swcffNDmccH4/aO1BefaGHN/fcF231nbu3cvmzJlCktNTW2zPsaC93so1XXxpL4+X5BUAFRbW8sWLVrEHnroIaFYS6PRsGeffZZNnjyZNTY2MsYYe/PNN1m3bt3YRx99ZLOXazQa2Ysvvsjuu+8+Nm3aNPbbb7+Jsg5HPFlf6x/in376iUVFRbFBgwaxffv2+X0N7XnooYfY008/bXNSZsGCBezPf/6z8PfXXnuNde3aNei+f7S24FwbY+6vL9juO2tvv/02u/POO9lPP/3EFAoF2717t/C5119/PWi/h1JdF0/q6/MFSQVANTU1bO3atezgwYOMMUsE+8QTT7AxY8YIj9PpdG1OIARDtNuR9fEqKyvZxx9/7PNrdRdfbFdWVsaKi4uFjxcVFbEhQ4awl156Sbg5g+37R2sLzrUx1vH18QL1vrNn7dq17IknnmCMMZaXl8emTZvGGLP0L2pqarJ5fKB/D3lSXRdP6uvzhcDafHbTd999B8CyxxkbG4sFCxZg0KBBNh+vq6tD9+7dAVhmuURGRto8V6AUsVnz5vr4z3Xq1Eno+Ck2fn2MMaHYLjU1FZmZmQCA1157Dd26dUNERAS+/vpr3HTTTXj22Weh1+sD/vtHawvOtQHeXR//PIF03wG2a2ztwIEDaGxsBAB8/PHH2Lx5M6ZOnYrrrrsOJ06cQHh4uM3jA+l7KNV18aS+Pr8TKfDqkG+++Yalp6czjuOEd1/2ulPyEe6IESPYu+++a/OxQBaK67N33WvXrmW//PKL8LmPPvqIhYeHs6KiIr9erztobcG5Nsakvz7GnK+R/9877riD/fjjj4wxxt59910WHh7OlEol++yzz8S5aBdIdV08qa9PLEEXAG3fvp1NmTKF/f73v2dTp05lQ4cOdfr4c+fOsaSkJHby5EnhY2fPnmWMWdLbgYTW5ziIO3HiBJPL5TYt3AMJrS0418aY9NfHWPtr5N9kLViwgM2bN48NGzaMJSUlseeff57FxcWxl19+WYzLbpdU18WT+vrEFDQBEP/iU1hYyF555RV27tw5tm/fPhYRESFkP+xlSVatWsWGDBnCGGPswIEDbPjw4SwpKcmmmDEQ0PranzGzbNkyNmnSpDZ72WKjtQXn2hiT/voYc2+NTU1NbObMmaxTp07soYceYhcvXmSMMbZ8+XLGcZww9iEQSHVdPKmvLxAEfAC0f/9+VlNTY/MxPrOh0+nYX/7yF5aUlNSm/Tj/w/OHP/yB3XbbbeyRRx5hMpmM3XvvvQHVqpzWZ399vAsXLrAzZ86wRYsWsc6dO7O1a9cyxgJjq4/WFpxrY0z662PM/TXyn9uzZw87duyYzde1tLSwFStWBMQgTKmuiyf19QWSgA2APvvsM5aRkcF69OjBunTpwp555hlWVlbGGDO9yPAvNOfOnWOZmZnC/BLrFyCDwcCysrIYx3Hs+uuvb/PDISZaX/vrKywsZH/+859ZRkYGGzduXMC0Yqe1BefaGJP++hjzfI2BuGVuTarr4kl9fYEoIAOgvXv3st69e7NXX32VHT58mL355pssKSmJLV68WJhgy3/TjUYje/PNN5lCoWDnzp1jjJl64zQ2NrLm5mb24osvsu+//160tdhD63O+vpaWFqbRaJjRaGRbt24NqN4UtLbgXBtj0l8fY957beE/Hyikui6e1NcXqAIqAOK/catWrWIZGRmstrZW+Nzrr7/ORo4cyZ5//vk2X1dVVcVGjRrFZsyYwfbv388mTpzIPvjgA79dt6tofe6tL5BuZFpbcK6NMemvjzHvrXHSpEkBtUaprosn9fUFuoAKgHiPP/44Gz9+vBDRMsZYQ0MDe+ihh9ioUaPY0aNHGWO2qb81a9YwjuOYTCZjN910k83XBhpaX/Cuj9YWnGtjTPrrY8w7awzEYm6prosn9fUFKlEDoC1btrA//OEP7NVXX7Vp2/3ll1+ysLCwNse5t2zZwq699lr2yiuvCI/VaDTsjTfeYDKZjI0dO1b4QQkEtL7gXR+tLTjXxpj018eYdNco1XXxpL6+YCNKAFRaWspuuukmlpyczObOncv69+/PYmNjhR+I5uZm1rt3b3b//fczxmyPoV533XU2g97Ky8vZww8/zN577z3/LsIJWl/wro/WFpxrY0z662NMumuU6rp4Ul9fsPJ7ANTY2MgWLFjA5syZIxRwMcbYsGHD2MKFCxljpuj3/fffZzKZrE2h4dy5c9m4ceP8es3uoPUF7/pobcG5Nsakvz7GpLtGqa6LJ/X1BTO/zwKLiIiAWq3GwoUL0a1bN+j1egDATTfdhBMnTgAA5HI5br/9dsyYMQOLFi3Ctm3bwBhDeXk5Tp8+jblz5/r7sl1G6wve9dHagnNtgPTXB0h3jVJdF0/q6wtqYkRd/HRaxixV8HfffTe77777bD7W3NzMrr/+epacnMwmTZrEOnfuzEaOHGkzlTkQ0fqCd320tuBcG2PSXx9j0l2jVNfFk/r6ghXHmJ2xsiIYM2YM7rnnHixcuBCMMRiNRsjlcly+fBlHjhzB3r170bVrV9x1111iX6pHaH3Buz5aW3CuDZD++gDprlGq6+JJfX1BQaTAy8bZs2dZSkoK27dvn/AxjUYj4hV5F60veNHagpfU18eYdNco1XXxpL6+YOH3GqBWwRcA4Ndff0VUVBSuueYaAMBzzz2Hhx9+GBUVFWJeXofR+oJ3fbS24CX19QHSXaNU18WT+vqCjULMf5zjOADAnj17cOutt+KHH37A/fffj6amJnzwwQdITk4W8/I6jNYXvOujtQUvqa8PkO4apbountTXF3REyz2ZNTc3s549ezKO45harWbLly8X+5K8itYXvGhtwUvq62NMumuU6rp4Ul9fMAmIIuiJEyeiV69eeOWVVxAWFib25XgdrS940dqCl9TXB0h3jVJdF0/q6wsWAREAGQwGyOVysS/DZ2h9wYvWFrykvj5AumuU6rp4Ul9fsAiIAIgQQgghxJ9EPQVGCCGEECIGCoAIIYQQEnIoACKEEEJIyKEAiBBCCCEhhwIgQgghhIQcCoAIIYQQEnIoACKESMr111+PP/3pT2JfBiEkwFEARAgJWfn5+eA4DjU1NWJfCiHEzygAIoQQQkjIoQCIEBK0GhsbMX/+fERFRSEtLQ0vv/yyzec//PBDDB06FNHR0UhNTcVdd92FiooKAEBRURHGjRsHAIiPjwfHcVi4cCEAgDGGFStWoHv37ggPD8fAgQPx2Wef+XVthBDfogCIEBK0HnvsMWzduhUbN27Eli1bkJ+fj/379wuf12q1eP7553H48GF88cUXOH/+vBDkZGZmYsOGDQCAU6dOoaysDCtXrgQA/PWvf8WaNWuwatUqHDt2DI888gjuvvtubNu2ze9rJIT4Bs0CI4QEpYaGBnTq1Anvv/8+5syZAwCorq5GRkYG7r//frz66qttvmbv3r0YPnw46uvrERUVhfz8fIwbNw5Xr15FXFwcAFNWKTExET///DPy8vKEr120aBGamprw8ccf+2N5hBAfU4h9AYQQ4omzZ89Cq9XaBCkJCQnIyckR/n7w4EH87W9/w6FDh1BdXQ2j0QgAKC4uRm5urt3nPX78OFpaWjBx4kSbj2u1WgwePNgHKyGEiIECIEJIUGoved3Y2IhJkyZh0qRJ+PDDD5GUlITi4mJMnjwZWq3W4dfxQdK3336L9PR0m8+p1eqOXzghJCBQAEQICUo9e/aEUqnErl270KVLFwDA1atXUVhYiLFjx+LkyZOorKzE8uXLkZmZCQDYt2+fzXOoVCoAgMFgED6Wm5sLtVqN4uJijB071k+rIYT4GwVAhJCgFBUVhXvvvRePPfYYOnXqhJSUFDz11FOQyUxnO7p06QKVSoXXXnsNDzzwAI4ePYrnn3/e5jmysrLAcRy++eYbTJs2DeHh4YiOjsajjz6KRx55BEajEaNHj0ZdXR127NiBqKgoLFiwQIzlEkK8jE6BEUKC1j//+U+MGTMGN998M2644QaMHj0a11xzDQAgKSkJa9euxaefforc3FwsX74cL730ks3Xp6en47nnnsOTTz6JlJQU/P73vwcAPP/883jmmWewbNky9OnTB5MnT8bXX3+Nbt26+X2NhBDfoFNghBBCCAk5lAEihBBCSMihAIgQQgghIYcCIEIIIYSEHAqACCGEEBJyKAAihBBCSMihAIgQQgghIYcCIEIIIYSEHAqACCGEEBJyKAAihBBCSMihAIgQQgghIYcCIEIIIYSEHAqACCGEEBJy/j9YN8+REbORFQAAAABJRU5ErkJggg==\n", 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    " ] @@ -906,7 +906,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 11, "metadata": { "collapsed": false, "jupyter": { @@ -919,7 +919,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -934,7 +934,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 12, "metadata": { "collapsed": false, "jupyter": { @@ -947,7 +947,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -987,7 +987,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 13, "metadata": { "collapsed": false, "jupyter": { @@ -1001,16 +1001,16 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 19, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -1025,7 +1025,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 14, "metadata": { "collapsed": false, "jupyter": { @@ -1039,16 +1039,16 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 22, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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    " ] @@ -1091,7 +1091,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 15, "metadata": { "collapsed": false, "jupyter": { @@ -1104,7 +1104,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -1134,13 +1134,14 @@ "- The salinity data of 2012-10-31 with the salinity in the x-axis and the level in the y-axis.\n", "- The salinity data of 2012-10-31 with the level in the y-axis, but using a rolling median value for the level coordinate using 10 levels (with `center=True` to make the two plots comparable) to smooth the data. \n", " \n", - "Feel free to adjust the settings of both lines (color, width,...\n", + "Feel free to adjust the settings of both lines (color, width,...)\n", " \n", "
    Hints\n", " \n", "* Use `fig, ax = plt.subplots()` to prepare a Figure/axes fo both lines.\n", "* The `rolling` method need to be applied to the `level` coordinate.\n", "* You can pass configuration options such as `linewidth`, `color`,... to the line plot method.\n", + "* By adding `label` to the plots and remove the addition of a legend for each of the plots (`add_legend=False`), calling the `ax.legend()` method at the end will collect these labels into a single legend. \n", "\n", "
    \n", " \n", @@ -1149,7 +1150,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 21, "metadata": { "tags": [ "nbtutor-solution" @@ -1158,7 +1159,17 @@ "outputs": [ { "data": { - "image/png": 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Bg1iwYAGSk5OxceNGU//g4OASR74OHDiA/Px8XLt2DZ988gl69+6NP//80zQiUvhz6dq1q9lBqa1bt0b79u3x5ZdfmsJWZR/rhRdewJIlSzBmzBh8/fXX0Gg0WLNmDX755RcApe9mevnll/Hbb7/hmWeewUcffQRHR0d88cUXOHDgQInrp6SkYNOmTRg0aJDZ7hLAOKI2ceJETJs2zeKsqnv9+uuv2Lx5M06cOFGm35ey/r6V5/eyKvpWZps14a+//oKjoyMeffRRs/Zx48Zh2rRp+PPPP80CRe/evU1hAgB8fHzg7e2NmJiYUh+rrJ/bISEhZazedhgoipGamgqDwWAxDAfAou3mzZt48MEH0axZM3z66ado1KgR7O3tceTIEUyePLnU3RWA8VSxtLQ0KBQKq8vv3r1b4vru7u5wcXEp9XGq07JlyzBx4kS88MIL+PDDD82Wubm5QSKRWP1rozCAWfsrpTxmz56NOXPm4IMPPrAYNn7vvfcwe/Zs0/3g4OByjSgAMB1/kJycDB8fH7NlKSkppvpv3Lhh8cu/Z88es9PSNBqN6X00YMAAuLm54e2338b48ePRvn37ctVVEampqejfvz9iY2Px119/ITQ01Go/Nzc3dOzYEYDxQ7Nx48Z44okn8Ntvv5X5lM77778fANClSxf85z//QZMmTfDOO+/gt99+A/Dv6zpw4ECz9dq1awdfX1+rpxVX9LFatGiBjRs3YuLEiaYv78DAQHz88cd45ZVXLL7s79W3b18sW7YMr7/+Oho3bgzAOGrx/vvv45133il2/ZUrV0Kr1WLChAkWy2bMmAG5XI6XX37ZdPpu4WnIOTk5SEtLg4uLC7KzszF58mS88sor8PPzM/XNz88HAKSlpUEul8PR0dHsvXqvlJQUSCQSuLq6AjC+/nl5ecjJybE4qyslJcUsmHt4eJTpd7i0xy/6u+7h4YGTJ09a9MvOzkZ+fn6lPxcqIjk5GRqNxiLMeHt7w87OzuJ5WTs2SalUlumzv127dmWqqaJ/ANUkBopiFH4BJiQkWCy7t23Tpk3Izs7Ghg0bzA44tPZLUhxPT094eHgUewBS0fRrja13eSxbtgwTJkzA2LFj8fXXX1v8IqpUKjRp0gRnzpyxWPfMmTNQqVTFfqmVxezZszFr1izMmjXL6mlmL7zwgtmQfkUO/ivcx3zmzBm0bNnS1K7T6XDx4kXTrgE/Pz+LvzqKniJpTeGBkZcvX672QJGamop+/fohOjoaf/75p9X93MUpWmdFqNVqNG/e3Gz9kh5fCFHhg1OtPRYADB48GDExMbh69Sp0Oh2aNm2KtWvXAgB69uxZ6nbHjh2LMWPG4MqVK5DL5WjSpAnmzZsHiUSCBx980Oo633//PXx8fKzuVjp79ixu3Lhh9Y+XsWPHAjD+zNLS0pCYmIiPP/4YH3/8sUVfNzc3DB8+HJs2bULjxo2hUqmK/X1r0qSJaeS16Pu66EhqQkIC7t69azZqct999xW7TQCmvoX/njlzBg899JBF33u3uWbNGiQkJJi9BvdusyZ5eHjg8OHDEEKYfZYlJSVBp9PB09Ozyh6LuzwaAEdHRzzwwAPYsGEDPvzwQ9MvX2ZmpsV8AIVvuKJfUkIIfPvttxbbLS61Dh06FGvWrIFery9194g1ttzlsXz5ckyYMAFPPfWUaaIda0aMGIHFixfj1q1bpv3amZmZ2LBhA/7zn/9U+IDE999/H7NmzcK7776LmTNnWu3j5+cHPz+/Cm2/UOfOneHr64vly5fj8ccfN7WvX78eWVlZpmNfFAqF6a/6stqzZw8AoEmTJpWqsTSFYeL69evYtWtXucNLZeu8e/cuzpw5g+7du5vaBg8eDAcHB/zxxx947bXXTO3Hjx9HQkKCxfFGlXmsQhKJBGFhYQCMf+F/+umnaNeuXZkCBWA8s6FFixYAjLssli5diuHDh5v9QVHo6NGjOH36NN566y2r7/HFixdbTCx28uRJvPbaa5g1axbCw8Ph5OQEe3t70+tf1Pz58xEZGYk//vjD9EVnZ2eHYcOGYcOGDVi4cKHpD5KbN29iz549Zq/zoEGDYG9vj+XLl5t99ixfvhwSiQQPP/ywqW3EiBGYNGkSDh8+bOqr0+mwcuVKdO7c2fQ75u/vjwceeAArV67EG2+8Yfrr+tChQ7h06ZLZPDzDhw/Hu+++ixUrVmDatGlmj69SqTBo0CDLH0A169u3L9auXYtNmzaZjcT9+OOPpuVVpT7t8uA8FCXYuXOnkEqlokePHmLjxo1i/fr1olOnTiIwMNBsHooLFy4IhUIhevXqJbZt2yY2bNgg+vfvL8LCwizmDiicw+Krr74Shw8fFlFRUUII47nsgwcPFu7u7mL27Nnijz/+ELt37xbLly8XY8eOFRs2bKix513SPBT3Wrt2rZBKpeL+++8X+/fvFwcPHjS7FZ1XICkpSfj6+or77rtPbNy4UWzbtk307NlTqNVqceHCBbPtnjt3Tqxbt06sW7dOdOjQQXh5eZnuFz0v/qOPPhIAxKBBgywe++DBg2V6DtnZ2aZtv/766wKAmDVrlli3bp3F3BI//fSTACBeeOEFsWfPHrF06VLh6uoq+vfvX6bH+r//+z8xceJEsWrVKhERESE2bdokXnzxRSGTycSoUaMqXFehkuahyMnJEZ06dRISiUR8+umnFq/V1atXTX2//vprMWbMGLFixQrx119/ic2bN4u33npLqFQq0a1bN7O5BW7cuCFkMpkYP368qS0tLU106tRJfPLJJ2LLli3izz//FEuWLBHNmzcXDg4Opvd9ocKf49ixY8X27dvF8uXLRWBgoAgKCjKbh6AqHuvll18W69evF3v27BHff/+9aNu2rfDw8BBnz54167dixQohk8nEihUrTG2JiYnirbfeEr/99pv466+/xFdffSUaNWokQkNDRWxsrNWfyYsvvigAiEuXLlldbk1JP8d7FTcPxYULF4STk5Po2bOn6XOpdevWws/PTyQlJZn1nTNnjpBIJOKdd94RERER4sMPPxRKpVI8//zzZv3y8vJEq1atRGBgoFi1apXYtWuXGDFihLCzsxMREREWz8HOzk6MGDFC7Nq1S6xatUoEBgaK1q1bW8w3MmHCBKFUKsWHH34oIiIixDvvvCMkEon44IMPyvqSWZ2HAkCZ5pe4dx6K3Nxc0aZNG6FWq8WiRYvErl27xMyZM4VcLhcPPfRQqY8rhHHOnrFjx5a5/vKw9nsghBCNGze2mP9n/PjxQiaTmc3/U10YKErx+++/izZt2giFQiGCgoLE/PnzrU5stXnzZtG2bVthb28v/P39xZtvvin++OMPi0CRkpIiHn30UeHq6iokEonZdgoKCsRHH31k2o6Tk5No3ry5mDhxorhy5UpNPeVyBYqxY8cKAMXeoqOjzfpfvXpVPPzww8LZ2Vk4ODiIvn37imPHjllst/A1tnYrOrFWeHh4iY9fFtHR0cWub+11WL16tek9odFoxH//+1+RmZlZpsf6/fffRb9+/YSPj4+ws7MTTk5O4oEHHhCfffaZ2Zd0ReoSouQvopK2V/hlXmj//v1i6NChws/PTygUCuHg4CDatm0r3n//fZGdnW11u0XXz8vLExMmTBAtWrQQTk5Ows7OTgQEBIinnnrKLBAW9e2334rWrVsLhUIhPDw8xJgxY8StW7eq/LGGDx8ufH19hVwuFxqNRowbN87qh+2yZcsEALFs2TJTW3JyshgwYIDw8vIScrlcBAUFiVdeeUXcuXPH6nPKyckRLi4uomfPnlaXF6cqAoUQQhw9elT07dtXODg4CGdnZ/Hwww+bBceiPv30U9G0aVPTZ93MmTNFfn6+Rb+EhATxzDPPCHd3d2Fvby+6dOkidu3aZXWbO3fuFF26dBH29vbC3d1dPPPMM1Yno8vPzxczZ84UQUFBQqFQiKZNm4rPPvus1Ode1L1f7JmZmQKAeOKJJ0pd19rEVsnJyeLFF18Uvr6+ws7OTgQHB4vp06dbhCFbBAprvweFj3nvZ0PhZ/S9n8XVQSJEHTi5lWrUuHHjEBERgatXr1bqbAgiouqm1+shhIBcLsfkyZPxxRdfAAC2bduGoUOH4tSpUxZzbFD14MRWZFVMTAzkcjnatm1r61KIiIrl4eFh9cDGPXv24IknnmCYqEEcoSALN27cMJ2mqlKpqnzGSSKiqnLy5EnT3CTe3t6lTltO1YeBgoiIiCqNuzyIiIio0hgoiIiIqNIYKIiIiKjS6v1MmQaDAXFxcVCr1Ta5yAwREVFdJYRAZmYm/Pz8Sp0Gv94Hiri4OLPLFxMREVH53Lp1CwEBASX2qfeBonAO+1u3bsHZ2dnG1RAREdUdGRkZCAwMLPUClUADCBSFuzmcnZ0ZKIiIiCqgLIcM8KBMIiIiqjQGCiIiIqo0BgoiIiKqtHp/DAVRXSSEgE6ng16vt3UpRFSPyWQy2NnZVcm0CgwURLVMfn4+4uPjkZOTY+tSiKgBcHBwgK+vLxQKRaW2w0BBVIsYDAZER0dDJpPBz88PCoWCE7IRUbUQQiA/Px937txBdHQ0wsLCSp28qiQMFES1SH5+PgwGAwIDA+Hg4GDrcoionlOpVJDL5YiJiUF+fj7s7e0rvC0elElUC1XmrwQiovKoqs8bfmoRERFRpTFQEBERUaUxUBAR1QG9evXClClTbF0GUbEYKIiI6pmIiAhIJBKkpaXZuhRqQBgoiIiIqNIYKIiIapns7Gw888wzcHJygq+vLz7++GOz5StXrkTHjh2hVquh0WgwevRoJCUlAQBu3LiB3r17AwDc3NwgkUgwbtw4AMZ5BxYuXIjQ0FCoVCq0bdsW69evr9HnRvVXnQgUX331FUJCQmBvb48OHTrg77//tnVJRETV5s0338SePXuwceNG7Ny5ExERETh27JhpeX5+Pt5//32cOnUKmzZtQnR0tCk0BAYG4tdffwUAXLp0CfHx8fj0008BAO+++y6WLVuGJUuW4Ny5c3jttdfw1FNPITIyssafI9U/tX5iq19++QVTpkzBV199he7du+Obb77B4MGDcf78eQQFBdm6PCKiKpWVlYXvv/8eP/74I/r37w8AWLFiBQICAkx9xo8fb/p/aGgoPvvsMzzwwAPIysqCk5MT3N3dAQDe3t5wdXUFYBz1WLRoEf766y907drVtO6+ffvwzTffIDw8vIaeIdVXtX6EYtGiRXjuuecwYcIEtGjRAosXL0ZgYCCWLFli69KIqkRSUhLOnz+PxMREW5dCtcC1a9eQn59v+tIHAHd3dzRr1sx0/8SJExg+fDiCg4OhVqvRq1cvAMDNmzeL3e758+eRl5eH/v37w8nJyXT78ccfce3atWp7PtRw1OoRivz8fBw7dgxvv/22WfuAAQNw4MABq+totVpotVrT/YyMjGqtkaiyLly4gIiICNx///2mv0ip4RJClLg8OzsbAwYMwIABA7By5Up4eXnh5s2bGDhwIPLz84tdz2AwAAC2bt0Kf39/s2VKpbLyhVODV6sDxd27d6HX6+Hj42PW7uPjg4SEBKvrzJs3D7Nnz66J8oiqRF5eHgBUag59qj+aNGkCuVyOQ4cOmXbrpqam4vLlywgPD8fFixdx9+5dzJ8/H4GBgQCAo0ePmm2j8KqRer3e1NayZUsolUrcvHmTuzeoWtTqQFHo3qstCiGKvQLj9OnTMXXqVNP9jIwM0y8dUW1UGChUKpWNK6HawMnJCc899xzefPNNeHh4wMfHBzNmzDBdbyEoKAgKhQKff/45XnzxRZw9exbvv/++2TaCg4MhkUiwZcsWPPTQQ1CpVFCr1XjjjTfw2muvwWAwoEePHsjIyMCBAwfg5OSEsWPH2uLpUj1Sq4+h8PT0hEwmsxiNSEpKshi1KKRUKuHs7Gx2I6rNOEJB9/rwww/Rs2dP/Oc//0G/fv3Qo0cPdOjQAQDg5eWF5cuXY926dWjZsiXmz5+Pjz76yGx9f39/zJ49G2+//TZ8fHzw8ssvAwDef/99/N///R/mzZuHFi1aYODAgdi8eTNCQkJq/DlS/SMRpe2ws7HOnTujQ4cO+Oqrr0xtLVu2xPDhwzFv3rxS18/IyICLiwvS09MZLqhWWr58OWJiYvDII4+gSZMmiI6ONp0mTURU3fLy8or93CnPd2it3+UxdepUPP300+jYsSO6du2KpUuX4ubNm3jxxRdtXRpRleAuDyKqD2p9oHj88ceRnJyM9957D/Hx8WjdujW2bduG4OBgW5dGVCUKD5wr3EdORFQX1fpAAQCTJk3CpEmTbF0GUbUoHGIsHKkgIqqL+CcRkY0V7upgoCCiuoyBgsjGOEJBRPUBAwWRjRUGitzcXBtXQkRUcQwURDbGEQoiqg8YKIhsrPDsjlo+JQwRUYkYKIiIiKjSGCiIiIio0hgoiKjS5s2bh06dOkGtVsPb2xsPP/wwLl26ZNZHCIFZs2bBz88PKpUKvXr1wrlz58z6LF26FL169YKzszMkEgnS0tLMlt+4cQPPPfccQkJCoFKp0LhxY8ycObPEy3YDxuNTxo0bh/vuuw92dnZ4+OGHrfaLjIxEhw4dYG9vj9DQUHz99delPvclS5agTZs2pmsHde3aFX/88YdZnw0bNmDgwIHw9PSERCLByZMnTcsiIiIgkUhKvC1fvhwREREYPnw4fH194ejoiHbt2mHVqlVmj7Nv3z50794dHh4eUKlUaN68OT755JNSn8PEiRPRuHFjqFQqeHl5Yfjw4bh48aJFv61bt6Jz585QqVTw9PTEyJEjS9zuhg0b0LFjR7i6uppq/umnn8z6ZGZmYsqUKQgODoZKpUK3bt0QFRVVas1ffvklWrRoAZVKhWbNmuHHH380W96rVy+rr+WQIUOsbm/evHmQSCSYMmVKsY85ceJESCQSLF682Kxdq9XilVdegaenJxwdHfGf//wHt2/fNuuTmpqKp59+Gi4uLnBxccHTTz9t8f6+efMmhg0bBkdHR3h6euK///2vxXv7zJkzCA8Ph0qlgr+/P9577z2L3aUVeR9XhToxsRVRgyUMgDbZdo+v9AAkpf/dERkZicmTJ6NTp07Q6XSYMWMGBgwYgPPnz8PR0REAsHDhQixatAjLly9H06ZNMWfOHPTv3x+XLl2CWq0GAOTk5GDQoEEYNGgQpk+fbvE4Fy9ehMFgwDfffIMmTZrg7NmzeP7555GdnW1xgayi9Ho9VCoV/vvf/+LXX3+12ic6OhoPPfQQnn/+eaxcuRL79+/HpEmT4OXlhUceeaTYbQcEBGD+/Plo0qQJAGDFihUYPnw4Tpw4gVatWgEAsrOz0b17d4waNQrPP/+82frdunVDfHy86f6rr76KjIwMLFu2zNTm4uKCTz75BG3atMG0adPg4+ODrVu34plnnoGzszOGDRsGAHB0dMTLL7+MNm3awNHREfv27cPEiRPh6OiIF154odjn0KFDB4wZMwZBQUFISUnBrFmzMGDAAERHR0MmkwEAfv31Vzz//POYO3cu+vTpAyEEzpw5U+w2AcDd3R0zZsxA8+bNoVAosGXLFjz77LPw9vbGwIEDAQATJkzA2bNn8dNPP8HPzw8rV65Ev379cP78efj7+1vd7pIlSzB9+nR8++236NSpE44cOYLnn38ebm5uptdiw4YNZl/GycnJaNu2LUaNGmWxvaioKCxduhRt2rQp9rls2rQJhw8fhp+fn8WyKVOmYPPmzVizZg08PDzw+uuvY+jQoTh27Jjp9Rs9ejRu376N7du3AwBeeOEFPP3009i8eTMA43t0yJAh8PLywr59+5CcnIyxY8dCCIHPP/8cgPG6Gv3790fv3r0RFRWFy5cvY9y4cXB0dMTrr78OoOLv4yoh6rn09HQBQKSnp9u6FCKr9uzZI2bNmiW2bNkicnNzxfnz50Vubq5xYW6SEKtgu1tuUoWeU1JSkgAgIiMjhRBCGAwGodFoxPz580198vLyhIuLi/j666+tviYARGpqaqmPtXDhQhESElLm2saOHSuGDx9u0f7WW2+J5s2bm7VNnDhRdOnSpczbLuTm5ia+++47i/bo6GgBQJw4caLc9Vnz0EMPiWeffbbEPiNGjBBPPfVUmbZX6NSpUwKAuHr1qhBCiIKCAuHv72/1OZVX+/btxbvvviuEECInJ0fIZDKxZcsWsz5t27YVM2bMKHYbXbt2FW+88YZZ26uvviq6d+9e7DqffPKJUKvVIisry6w9MzNThIWFiV27donw8HDx6quvWqx7+/Zt4e/vL86ePSuCg4PFJ598YlqWlpYm5HK5WLNmjaktNjZWSKVSsX37diGEEOfPnxcAxKFDh0x9Dh48KACIixcvCiGE2LZtm5BKpSI2NtbU5+effxZKpdL0/fXVV18JFxcXkZeXZ+ozb9484efnJwwGgxCiYu9ji8+dIsrzHcpdHkRU5dLT0wEY/0IFjH81JSQkYMCAAaY+SqUS4eHhOHDgQKUfq/BxKuPgwYNm9QHAwIEDcfToURQUFJRpG3q9HmvWrEF2dja6du1a6ZpKU9pzP3HiBA4cOIDw8HBTW+Eulhs3blhdJzs7G8uWLUNISAgCAwMBAMePH0dsbCykUinat28PX19fDB482GKXVaNGjTBr1iyr2xVC4M8//8SlS5fQs2dPAIBOp4Ner7e4wqVKpcK+ffuKfV5ardbqOkeOHCn2Z/X999/jiSeeMI2YFZo8eTKGDBmCfv36WV3PYDDg6aefxptvvmkacSrq2LFjKCgoMHvv+Pn5oXXr1qb39sGDB+Hi4oLOnTub+nTp0gUuLi5mfVq3bm02AjJw4EBotVocO3bM1Cc8PBxKpdKsT1xcnOnnWRXv44pioCCiKiWEwNSpU9GjRw+0bt0aAJCQkAAA8PHxMevr4+NjWlYR165dw+eff14lVx9OSEiwWp9Op8Pdu3dLXPfMmTNwcnKCUqnEiy++iI0bN6Jly5aVrqkk69evR1RUFJ599lmLZQEBAVAqlejYsSMmT56MCRMmmJY5ODigWbNmkMvlZut89dVXcHJygpOTE7Zv345du3ZBoVAAAK5fvw4AmDVrFt59911s2bIFbm5uCA8PR0pKimkbjRs3hqenp9l209PT4eTkBIVCgSFDhuDzzz9H//79AQBqtRpdu3bF+++/j7i4OOj1eqxcuRKHDx822w10r4EDB+K7777DsWPHIITA0aNH8cMPP6CgoMDqz+rIkSM4e/as2esAAGvWrMHx48cxb968Yh9rwYIFsLOzw3//+1+ryxMSEqBQKODm5mbWXvS9nZCQAG9vb4t1vb29zfrc+/5zc3ODQqEosU/h/dL6lOV9XFkMFERUpV5++WWcPn0aP//8s8UyiURidl8IYdFWVnFxcRg0aBBGjRpl9kXRqlUr0xfj4MGDy7VNa/UVtv/999+m7To5OZkdENmsWTOcPHkShw4dwksvvYSxY8fi/PnzFXpeZREREYFx48bh22+/tfpX899//42jR4/i66+/xuLFi81+Fg888AAuXrxocXzCmDFjcOLECURGRiIsLAyPPfaYabI1g8EAAJgxYwYeeeQRdOjQAcuWLYNEIsG6detM2/jzzz/x8ssvm21XrVbj5MmTiIqKwgcffICpU6ciIiLCtPynn36CEAL+/v5QKpX47LPPMHr0aNOxB9b873//w+DBg9GlSxfI5XIMHz4c48aNAwCr633//fdo3bo1HnjgAVPbrVu38Oqrr2LlypUWox2Fjh07hk8//RTLly8v9/v03ve2tfWrok/R92h5+lQHHpRJVJspPYCRSbZ9/HJ45ZVX8Pvvv2Pv3r0ICAgwtWs0GgDGv558fX1N7UlJSRZ/TZVFXFwcevfuja5du2Lp0qVmy7Zt22Ya2i288FpZaDQai9GSpKQk2NnZwcPDAy4uLmZnZxStW6FQmA7K7NixI6KiovDpp5/im2++Ke9TK1VkZCSGDRuGRYsW4ZlnnrHaJyQkBABw3333ITExEbNmzcKTTz5Z4nYLzz4ICwtDly5d4Obmho0bN+LJJ580/cyKjroolUqEhobi5s2bJW5XKpWaXpt27drhwoULmDdvHnr16gXAOKoRGRmJ7OxsZGRkwNfXF48//rjpOVijUqnwww8/4JtvvkFiYiJ8fX2xdOlSqNVqixGSnJwcrFmzBu+9955Z+7Fjx5CUlIQOHTqY2vR6Pfbu3YsvvvgCWq0Wf//9N5KSkhAUFGTW5/XXX8fixYtx48YNaDQa5OfnIzU11WyUIikpCd26dQNgfG8lJiZaPI87d+6Y3kcajQaHDx82W56amoqCggKzPtbeowBK7VP4Pq5ODBREtZlECth72bqKUgkh8Morr2Djxo2IiIiw+DIICQmBRqPBrl270L59ewBAfn4+IiMjsWDBgnI9VmxsLHr37m36K7lwptFCwcHBFXoOXbt2NR1xX2jnzp3o2LEj5HI55HK56YuxNEIIaLXaCtVRkoiICAwdOhQLFiwo8ayNqqil6HodOnSAUqnEpUuX0KNHDwBAQUEBbty4Ue7Xu7h6HB0d4ejoiNTUVOzYsQMLFy4sdVtyudwUXNesWYOhQ4davB/Wrl0LrVaLp556yqy9b9++FmepPPvss2jevDmmTZsGmUyGp59+2uLYioEDB+Lpp5827Wrq0KED5HI5du3ahcceewwAEB8fj7Nnz5qeQ9euXZGeno4jR46YRkkOHz6M9PR0U+jo2rUrPvjgA8THx5sC3M6dO6FUKk2hp2vXrnjnnXeQn59v2h21c+dO+Pn5oVGjRqY+Jb2Pq1Wph23WcTzLg2q7Es/yqCNeeukl4eLiIiIiIkR8fLzplpOTY+ozf/584eLiIjZs2CDOnDkjnnzySeHr6ysyMjJMfeLj48WJEyfEt99+KwCIvXv3ihMnTojk5GQhhPHo+SZNmog+ffqI27dvmz1Wac6dOydOnDghhg0bJnr16iVOnDhhdrbF9evXhYODg3jttdfE+fPnxffffy/kcrlYv359idudPn262Lt3r4iOjhanT58W77zzjpBKpWLnzp2mPsnJyeLEiRNi69atAoBYs2aNOHHihNW6izvLY8+ePcLBwUFMnz7d7HkXvjZCCPHFF1+I33//XVy+fFlcvnxZ/PDDD8LZ2dnsjInDhw+LZs2aidu3bwshhLh27ZqYO3euOHr0qIiJiREHDhwQw4cPF+7u7iIxMdG03quvvir8/f3Fjh07xMWLF8Vzzz0nvL29RUpKiqlPnz59xOeff266P3fuXLFz505x7do1ceHCBfHxxx8LOzs78e2335r6bN++Xfzxxx/i+vXrYufOnaJt27bigQceEPn5+aY+b7/9tnj66adN9y9duiR++ukncfnyZXH48GHx+OOPC3d3dxEdHW3xuvXo0UM8/vjjFu3WFHeWR1H3nuUhhBAvvviiCAgIELt37xbHjx8Xffr0EW3bthU6nc7UZ9CgQaJNmzbi4MGD4uDBg+K+++4TQ4cONS3X6XSidevWom/fvuL48eNi9+7dIiAgQLz88sumPmlpacLHx0c8+eST4syZM2LDhg3C2dlZfPTRR6Y+FXkfV9VZHgwURDZWHwIFAKu3ZcuWmfoYDAYxc+ZModFohFKpFD179hRnzpwx287MmTNL3M6yZcuKfazSBAcHl7peRESEaN++vVAoFKJRo0ZiyZIlpW53/PjxIjg4WCgUCuHl5SX69u1rFiZKqnvmzJkW2ysuUIwdO9bqNsLDw019PvvsM9GqVSvh4OAgnJ2dRfv27cVXX30l9Hq9qU/hKbmFX76xsbFi8ODBwtvbW8jlchEQECBGjx5tOp2xUH5+vnj99deFt7e3UKvVol+/fuLs2bMWr3HR5zRjxgzRpEkTYW9vL9zc3ETXrl3NTq8UQohffvlFhIaGCoVCITQajZg8ebJIS0uzeO5Fn+f58+dFu3bthEqlEs7OzmL48OEW9QphDB4ALH4exalooMjNzRUvv/yycHd3FyqVSgwdOlTcvHnTrE9ycrIYM2aMUKvVQq1WizFjxlicFh0TEyOGDBkiVCqVcHd3Fy+//LLZKaJCCHH69Gnx4IMPCqVSKTQajZg1a5bplNFC5X0fV1WgkAhRv69IlJGRARcXF6Snp8PZ2dnW5RCZK8jE/r27cPDgQbRt2xYPhg9EdOxdhISEFHugGBFRVcrLy0N0dLTVz53yfIfyGAoiWzr7HronfoTuoQAygbxzUwDXsu0bJyKqTXjaKBEREVUaAwURERFVGgMFERERVRoDBVGtYjxGup4fK01EtUhVfd4wUBDVInJkAzDO7kdEVBMKP28qO/EVz/IgqkVkKICrq6tpOl0HB4dqn3+fiBomIQRycnKQlJQEV1fXEq+fUhYMFES1TOF1LwpDBRFRdXJ1dTV97lQGAwVRLSORSODr6wtvb2/TRa6IiKqDXC6v9MhEIQYKolpKJpNV2S86EVF140GZREREVGkMFERERFRpDBRERERUaQwUREREVGkMFERERFRpDBRERERUaQwUREREVGkMFERERFRpDBRENnXPr6DQ2aYMIqJKYqAgsiWFi/n9/DSblEFEVFkMFES2pHAzv1+QZpMyiIgqi4GCyJbkrmZ3hTbVNnUQEVUSAwWRLd07QpF5FTj0LBCzFtCm2KYmIqIK4NVGiWzpnkAhEfnA9eXA9eUQkCJD0QJ5buGQ+j8EdXBv2KscbFMnEVEpGCiIbMm1DSB3AQrSLRZJYIBL/jm4JJ4DEr9C9hEHnM9vijt2HZDj0gOOHqFwd3eHh4cH3N3doVQqbfAEiIiMJEIIYasH37t3Lz788EMcO3YM8fHx2LhxIx5++GHTciEEZs+ejaVLlyI1NRWdO3fGl19+iVatWpX5MTIyMuDi4oL09HQ4OztXw7MgqqSE3cDRl4GMS+VaLS7PF9dymuBKdhPczguAg6OzWcAoemPYIKKKKM93qE1HKLKzs9G2bVs8++yzeOSRRyyWL1y4EIsWLcLy5cvRtGlTzJkzB/3798elS5egVqttUDFRNdD0A4ZcMB4/Eb/deEvcA+hzS1zNzz4efvbxeND9b+TplbieE4qr6U1wNb4JTurMT0d1cnIyCxhFQ4dCoajOZ0dEDYRNRyiKkkgkZiMUQgj4+flhypQpmDZtGgBAq9XCx8cHCxYswMSJE8u0XY5QUJ2kywXu/A3E/RMwMi6Ua/VMiT/SdO5IzbNHutYemTonZOmdkKVzQpZejSydEwqEMUg4OTnBw8MDbm5upqBReJ9hg6hhqzMjFCWJjo5GQkICBgwYYGpTKpUIDw/HgQMHig0UWq0WWq3WdD8jI6PaayWqcnYqwHeA8YZFQNYNIH6HMVwk7AZ0WSWurhaxUMtiEegIwNF6H61BiSydI7L0TsjUqpF92wlZMU64XCR8QOULpbM/VA5OUKlUpd4UCgUkEklVvxpEVAfU2kCRkJAAAPDx8TFr9/HxQUxMTLHrzZs3D7Nnz67W2ohqnFMjIGyi8abPB+4eMIaLuO1A2qkKbVIp1UKp0MIDJZ+eahASZOc7IiunMGiokaV3wh2dEzJNox7Gdr3E3ixgODg4QKVSwd7e3qKNQYSofqm1gaLQvR8yQogSP3imT5+OqVOnmu5nZGQgMDCw2uojqnEyBeDTy3hrNx/IiQMSdgJxfwDxO6t8tk2pREBtlwW1XcmjIgCgNSj+DRgFTshKNoaPwgBSuCxH7whRZBocqVRaphGQe8MKgwhR7VFrA4VGowFgHKnw9fU1tSclJVmMWhSlVCp5RDs1LA5+QOg4482gA1KOAunngbwEIDceyE0o8v94QJ9TbaUopflQKlLKNOqRY3BCls7ReHyHKYSokZXnhMw7Trjzz+hHgSj+91kikVgd+SgcEbE2GqJSqaBUKhlEiKpYrQ0UISEh0Gg02LVrF9q3bw8AyM/PR2RkJBYsWGDj6ohqKakd4NnFeCtOQZYxWBSGjLyEf0LHPeEjLwlA9RyzLZUIOMky4STLhKaU/K+DPXLhihyDGpk6NTILHJCmtUdGgQNy9SpoDfbIy1IiM90edw32yDMoISArcZtFg0hZR0MYRIhKZtNAkZWVhatXr5ruR0dH4+TJk3B3d0dQUBCmTJmCuXPnIiwsDGFhYZg7dy4cHBwwevRoG1ZNVMfJnQB5GOAcVnI/gw7Q3rknZPwTPooGkmoe9bBDHtRIgFqaAB8FAAWKPdC0kB72KJA4QCv+CRwGJXJ1CuQU2CGnQGFq0+bbIy/PHnl3lcgobDPYQ2tQmu2SKSSRSKyOftjb25vdVygUkMvlsLOzg52dnen/RdtkMhnDCdUrNg0UR48eRe/evU33C499GDt2LJYvX4633noLubm5mDRpkmliq507d3IOCqKaILUDVL7GW2mKjnpY29VSA6MeRcmQB5nIgz1gvGKRFMZPO/uybyNf2CNfqP4JI0rk6hXQGpTQ6o3BIy/bHtpM4/9T9faILxJI8gxK5BsUKO1ySaWFjqL/L61PcesVXc4QQ9Wp1sxDUV04DwVRLWLQAdq71ne13Numy7Z1tZUihARaYW+86f8dJcn7ZwSkMHjk6e3/HTEx2CNP/+//C4QcQNUGgNJCR0nLy7Ne0TaGmLqrXsxDQUT1kNQOUGmMt9IUZFmOcJiNeiQC+WnG66AUpANCX+3ll4dEImAvyYU9clHKIR3FMkAGvdQROqkTdHBAgcQR+UKFfDggX9hDazCOoGj1SuTq/9mto5Mjp0CO7AI5svPtkFdgPDuukE6ng06nQ15eXhU909LJZLJqH425t40hpuYxUBBR7SR3AuRNAHWT0vsKYTyOIz/deNpsfvq/QaMg/d/gkX/PfdPyf/6tgd0x5SGFHlJDBuSGEibok8D4SW4HwNoBrlIFhNwFws4ZQu4Cg0wNg8wJeqnxppM6oUDigAI4ogAq5AsHaKGCVm8cJcnVK1Cgl5iCSEFBgdm/xf3fYDCYStDr9dDrazbwyWSyMgeRooGnoruT7OzsIJWWvIurvmOgIKK6TyIB7ByNN/hVbBvCYJyBNN9KEDGFjrSSw4ous+qeU1Ux5EOivQOJ9g6ACg6WyFSAwhVQuANqD0DhASj/uRXzf4OdKwr0otxBpLTlJfW1FmKKzpxc3aRSaY3vTpLJKjj8VQ0YKIiIAEAiBeTOxhsqOBmeQW8MFRZBxNqoSJr58sK2ajxjpsL0uUBurnFXUxlJASjlLlAWDRoKd/Pw4VA0jPgY/7VzMgbECjAYDGUKKOUJLaWtV3TkxWAwID8/H/n5+RWqvyIkEolZ0Lj//vvRs2fPGnv8ohgoiIiqilT2z1/yrhXfhqEAKMgoflSkLGFFX3PHR5SosB5cL/s6UoVl8Cj1/+6A1LjLQaFQ1OhF7QwGA/R6fbkDTHHhpSzrFQ0xQgizEHP9+nUGCiIiAiCV//tFWVF6reXoh9VRkbR7wso/bQXpxmBjC4b8f08/Lg+5SzGhw928rWifSoyGFJJKpZBKpZDL5ZXaTnkIIZCQkICdO3fixo0bAIzHjHTs2BEPPvhgjdVxLwYKIqL6RqYEZN6AvXfF1hfCOMpRNIjkpwH5yYD2n1tx/7fVcSQ1PBpiK+np6YiIiMCpU6dM17Zq27YtwsPD4erqarO6AAYKIiK6l0QC2KmMt7Kc4luUPh/ITyk5dBT+v7CfNhkQuup5LiWp8tEQD8CpMeD/EKBwq9JSs7Oz8ffff+Po0aOmXR7NmzdH79694e1dweBYxRgoiIio6sgUZZ9rpJAQxpENbRlGQOrCaIhUDvgOAoKfBPyHGU+BriCDwYC9e/fi4MGDpuMkGjVqhL59+yIgIKDC260ODBRERGRbEsm/Z9g4hZR9vdo6GmIoAGI3G28yB2OoCH4C8Bts3B1VDmfOnEFkZCQAwNfXF3379kVoaGitnLiLgYKIiOqmujAaos8Bbv5ivMldgMARQNATgKZvmY7FUKlUAAA3Nzc8//zztTJIFGKgICKihqM6R0NyY4HECMBQzGRaBenA9eXGm9ITCBplHLnw6mGcB8UKX1/jxfnS0tKg0+lq9GyS8mKgICIiKk1ZR0Py04Hbm4CYNUDCruKvMaO9C1xZYryp/IHgx43HXLh3MDuV1cnJCY6OjsjOzkZiYmKtO26iqIY98TgREVFVUrgAoWOB3n8AI+KBTksA73CUeNXY3Fjg4iJgRydgR2cgK9q0SCKRmEYp4uPLPlOpLXCEgoiIqDrYewFhLxpvObeBm+uAGz8DKVHFr5MShfR9r+K8y3SkpaUhLS0NcXFxABgoiIiIyCEA+aGTkeY+BtkJp2EX9ytc07dDrb9h0TUv/jB2Ht5p0W7riatKw0BBRERUBXQ6nWlUIS0tDampqUhPT0dqairS0tKQk1P0wm8aAOPgpUhED7d9aON8xrRELrdDy5Yt4erqarq5u7vDw6MS07HXAAYKIiKiMtDr9UhPTy82MGRlZZW6DXt7e7Og4OrqCk9DEyD6dVMfdzd3jBoyqjqfSrVgoCAiIoJxVsqMjAyzUYai4SEzMxNCiBK3oVAoLAKDm5ub6f/29vaWK92IBqItm+saBgoiImpwDAYDjh07hri4ONMoQ0ZGBgwGQ4nr2dnZlRgYVCpVrZ58qjoxUBARUYNz+/ZtbNu2rdR+bm5uaNSoEUJCQhAcHAy1Wt1gA0NpGCiIiKjB8fPzQ3h4OBISEkzHQBRefKuo1NRUpKam4sSJE5BIJHB2drYYlSi839DDBgMFERE1OHZ2dujVq5fpvhACubm5puMl7j1+Ii0tzXRQZnp6OmJiYiy2KZPJ4OLiAjc3N9O/RcOHg4NDvQ4cDBRERNTgSSQSODg4wMHBAX5+fhbLhRDIysoyCxhFg0d6ejr0ej1SUlKQkpJi9THkcrnV0Q3f/DS4VvPzqwkMFERERKWQSCRQq9VQq9UIDAy0WF54hkhxoxuZmZkoKCjAnTt3cOfOHbN1WzmdwaO+/95PS0/HkZ07zcKHm5sb7Oxq91d27a6OiIioDpBKpaYRB2t0Op3ZnBVF57BQai+b9dVqtTh48KBZm4ODA5577jm4u7tX11OoNAYKIiKiamZnZwcPDw/rs13eUAMHVpvuqtVqdO7cGWlpaUhOTsbdu3eRk5MDrbaYy6LXEgwUREREtYiDSoVBgwYBAI4ePYqtW7fC09MTGk0pl063MV6+nIiIqJY6ceIEAOD++++v9WeIMFAQERHVQgkJCYiLi4NUKkWbNm1sXU6pGCiIiIhsKS/RokkIgSNHjgAAmjdvDkdHx5quqtx4DAUREZGt3N4MnHzTrKlAyLD6xx9x48YNAMbdHXUBAwUREZEt3P4d2PcoYCgwa94X7YkbKTdgZ2eH3r17IzQ01EYFlg8DBRERUU27tQnY/5hFmDiR0Q5/p3RHWFgYBg8eDDc3N9vUVwEMFERERDXp1gZg3+OA0Jk1n0hvj4i8MRj12ENo3rx5rT+r414MFERERDXl9u9Ww8Tx9PtxN/QDTO7dBwqFwkbFVQ4DBRERUU24ewjYbxkmLup6wn/EGtyv8S1mxbqBgYKIiKi6ZV4FIocB+jyz5iSXkWg2eC0kUpmNCqs6nIeCiIioOuXdAfYMArR3zZovFnSH90Pr6kWYABgoiIiIqo8uxzgykXXNrPlKdhNkt/wIkNSfr+H680yIiIhqE4MeODAGSD5s1hyfp8GmO0+i1X3tbFNXNWGgICIiqmp6LXDgSeD2JrPmbHhiddwYhLW8H/b29raprZrwoEwiIqKqpMsG9o4EEnaaNefDActjHkOWXo0OHTrYqLjqw0BBRERUVfJTgYghwN2DZs06YYfVsaOQqvfFkCGDEBgYaKMCq49Nd3nMmzcPnTp1glqthre3Nx5++GFcunTJrI8QArNmzYKfnx9UKhV69eqFc+fO2ahiIiKiYuQmALvDLcKE1qDAqtgxyHbshOeffx4dO3a0UYHVy6aBIjIyEpMnT8ahQ4ewa9cu6HQ6DBgwANnZ2aY+CxcuxKJFi/DFF18gKioKGo0G/fv3R2Zmpg0rJyIiKiIrGtjVA0g7Y9aco1fhx9tj4d7iEbzwwgvw8fGxUYHVTyKEELYuotCdO3fg7e2NyMhI9OzZE0II+Pn5YcqUKZg2bRoAQKvVwsfHBwsWLMDEiRNL3WZGRgZcXFyQnp4OZ2fn6n4KRETU0OTdBba3B3JumzVn6NT4Jek5dBs8Aa1atbJRcZVTnu/QWnWWR3p6OgDA3d0dABAdHY2EhAQMGDDA1EepVCI8PBwHDhywug2tVouMjAyzGxERUbWJ+dkiTKTku2FbwTt49Ln/q7NhorxqTaAQQmDq1Kno0aMHWrduDQBISEgAAIshIh8fH9Oye82bNw8uLi6mW3088IWIiGqR/FSzuyn5bjju8RlGjXuzTl1+vLJqTaB4+eWXcfr0afz8888Wy+69hKsQotjLuk6fPh3p6emm261bt6qlXiIiImuy5E3QZ8hoyGT1Y0rtsqoVp42+8sor+P3337F3714EBASY2jUaDQDjSIWv779XYUtKSir2wBalUgmlUlm9BRMREf1DQKDon7j+/n6QSmvN3+s1xqbPWAiBl19+GRs2bMBff/2FkJAQs+UhISHQaDTYtWuXqS0/Px+RkZHo1q1bTZdLRERkISYmxux+QxuZKGTTEYrJkydj9erV+O2336BWq03HRbi4uEClUkEikWDKlCmYO3cuwsLCEBYWhrlz58LBwQGjR4+2ZelERES4du0a7sScR6OGc6hEsWwaKJYsWQIA6NWrl1n7smXLMG7cOADAW2+9hdzcXEyaNAmpqano3Lkzdu7cCbVaXcPVEhER/Ss7OxsHt3yKJz2jzBfY19+5JkpSq+ahqA6ch4KIiKqaEAK//vwd+hW8CVd5uvnC/vsBr/qxW77OzkNBRERUF0QdOYJWWYssw0TL6fUmTJQXAwUREVE5JCUlIfXwe2jhdNF8gVcPoM17timqFmCgICIiKiOdTof9mxagn8d28wVKD6D7z4C0VszGYBMN95kTERGVQ35+PnatW4TBqi8hkxjMF3b9CXAIsL5iA8ERCiIiolLk5ORgw0+L0FP/AexlWvOFLacBfoNtU1gtwkBBRERUgrS0NPy87FP0l30ItV2W+UL/YUCbObYprJbhLg8iIqJiJCYm4pdV3+FR1y/hoUgxX+jVA+j+S4M+bqIovgpERERW3LhxA+t/+QkjPJbDzz7efKFLayD8d8BOZZviaiEGCiIionucP38ef2z6CY/7rESg6rb5QsdgoPcOQMH5totioCAiIvqHEAL79+/H8b1rMc5vleVuDqUn0Hsn4OBnmwJrMQYKIiIiAHq9Hlu2bMGdC1vwXMBqONrlmHeQuwC9/gCcm9qmwFqOgYKIiBq83NxcrF27Fso72zE24FfIpQXmHRwCjWHCtZVtCqwDGCiIiKhBS0lJwerVqxGq+wODff+ARHLPNTNd2wK9tnE3RykYKIiIqMGKiYnBhrWrEO70K+53P27ZQTMAeHAdIOfVqkvDQEFERA2OTqfDnj17cPno7xitWQsfZZJlp9BngQe+AaTymi+wDmKgICKiBiU2NhabNm2Cr/YvPB+4GYp7j5cAgPtmAa3/D5BIary+uoqBgoiIGgSdToeIiAgcORiBQZ7bcL/mhGUnO0fggaVAo9E1X2Adx0BBRET1XmxsLH777TcY0s7juYB11ndxuLQGeqwDXJrXfIH1AAMFERHVW4WjEgcOHEALxzMYHvQ7FNJ8y46NJwAdPgXsHGq+yHqCgYKIiOqlvLw8rFixAgkJ8XjQ7W/08fzLspOdI9DpGyBkTM0XWM8wUBARUb2j1+uxbt06JCXcxiN+f6C14zHLTtzFUaUYKIiIqF4RQuCPP/5A3I2zeCZwHYLtoy07hY4HOn7OXRxViIGCiIjqlcOHD+P66Z14LnA1PBXJ9yyVAPd/DDSbwlNCqxgDBRER1RuXL1/G+cilmBC4Bg6yXPOFMgeg+2ogYLhtiqvnGCiIiKheSExMxKHNn+Bp/58gl+rMF6p8gfDNgHsH2xTXADBQEBFRnZeVlYUta77A415WwoRrW6DXFsAhwDbFNRAMFEREVKcVFBTg1zXLMNR5KZzsss0X+g0Buv8MyNW2Ka4BYaAgIqI6SwiB3zb+im7iM8vZLzUDgJ6bACm/6mqC1NYFEBERVdSePXsQePcThDleNV/g0hLosZZhogYxUBARUZ106uRJGM7OQ2fXI+YLlJ5A+BZA4WKbwhooRjciIqpT9Ho9Dh2IgNP5N9HP854rhkoVxt0cTiE2qa0hY6AgIqI6IyYmBnu2rUI/5VcIUMdaduj8A+DVveYLIwYKIiKq/XJycrBr1y7cubgZj/v+ArVdlmWndgt5kS8bYqAgIqJaSwiBkydPYteuXWgmP4Bx/ltgJ9Wbd7JzBLr+BASOsE2RBICBgoiIaqmkpCRs3boVt29GY4DnTnR2O2zZySkU6Pkb4Nq65gskMwwURERUqwghsGfPHuzfvx8qSQaeCfzV+hVDNf2A7r8ASveaL5IsMFAQEVGtIYTAzp07cejQIfgrb2N00AY4IMWyY7PXgPYLOc9ELcKfBBER1Rr79+/HoUOHcL/zUQzR7IBUFJh3kCqBB5YCoc/YpkAqFgMFERHVCidOnEDEX9sxzPsP3O9yHBD3dHAIBB78FfDoZJP6qGQMFEREZHOXLl1C5B8r8WzAGvjbx1l28OkDdF8D2HvVfHFUJgwURERkUzExMdj72xd4PuAHONrlWHZo8QbQdh6Pl6jl+NMhIiKbuXPnDrau+xpPaVZYhgk7R+PMl8GP2aY4KhcGCiIisomcnBz8uuYHPOLxA5ztMs0XOjUBem7k/BJ1iE2vNrpkyRK0adMGzs7OcHZ2RteuXfHHH3+YlgshMGvWLPj5+UGlUqFXr144d+6cDSsmIqKqoNPpsO6XVRig+gY+yiTzhV7dgUFRDBN1jE0DRUBAAObPn4+jR4/i6NGj6NOnD4YPH24KDQsXLsSiRYvwxRdfICoqChqNBv3790dmZmYpWyYiotpKCIEtmzejnfYLhDrcM2GVczOg5++AwtUmtVHFSYQQ956YY1Pu7u748MMPMX78ePj5+WHKlCmYNm0aAECr1cLHxwcLFizAxIkTy7S9jIwMuLi4ID09Hc7OztVZOhERlcHff/8NcWoGerr/bb7A3gcYcJCXHq9FyvMdatMRiqL0ej3WrFmD7OxsdO3aFdHR0UhISMCAAQNMfZRKJcLDw3HgwIFit6PVapGRkWF2IyKi2uHcuXNIO7rQMkzIHIDwLQwTdZjNA8WZM2fg5OQEpVKJF198ERs3bkTLli2RkJAAAPDx8THr7+PjY1pmzbx58+Di4mK6BQYGVmv9RERUNtHR0Ti9fQGGeG81XyCRAj3WAh4dbVMYVQmbB4pmzZrh5MmTOHToEF566SWMHTsW58+fNy2XSCRm/YUQFm1FTZ8+Henp6abbrVu3qq12IiIqm/j4eERs+BiP+KyBVHLPnvZOSwD/IbYpjKqMzU8bVSgUaNKkCQCgY8eOiIqKwqeffmo6biIhIQG+vr6m/klJSRajFkUplUoolcrqLZqIiMosJSUFm9d8jtFey6GQ3nNtjlbvAE1esE1hVKVsPkJxLyEEtFotQkJCoNFosGvXLtOy/Px8REZGolu3bjaskIiIyiorKwvrVn2DEW7fwsku23xho6eANnNsUxhVOZuOULzzzjsYPHgwAgMDkZmZiTVr1iAiIgLbt2+HRCLBlClTMHfuXISFhSEsLAxz586Fg4MDRo8ebcuyiYioDPLy8rBp1WcY6vglvBR3zRf69AE6fw+UsAub6habBorExEQ8/fTTiI+Ph4uLC9q0aYPt27ejf//+AIC33noLubm5mDRpElJTU9G5c2fs3LkTarXalmUTEVEJhBA4f/48rkYuxkj1KjjIcs07uLQGHtwAyBS2KZCqRa2bh6KqcR4KIqKaExcXhx3bt6BZ7gp0c7Nyir/KDxhwCHDkGXh1QXm+Q21+UCYREdV9GRkZ+OuvvxB9LhKPatYj0O22ZSenUOMsmAwT9RIDBRERVVhBQQEOHDiA/fv3I0RxFi8GbYRKlmfZMWgU8MC3gMKl5oukGsFAQURE5SaEwNmzZ7F7926o8i5joFsUOrgcs+woVQD3fwKEvcQDMOs5BgoiIioTIQSSkpJw9epVXD13GN45u/GEywn4+hQze7FTY+MMmO7312yhZBMMFEREVCytVovr16/jypUruH7tCrx0J9DO+QTGOF6CnZO++BW5i6PBYaAgIiITIQQSExONoxBXr+LWrVtwlSWhvfNJ9PI4BWe7zJI3wF0cDRYDBRFRA5eXl4dr167h6tWruHbtGjIzM6GQ5qGV0zn08TuJIFUZronkEACEjAUaTwCcGlV7zVT7MFAQETUwQggkJCSYjUIYpyQSCFbFoL/vSbRwugA7aEvekFQJBDwMNB4P+PQFpLKaKJ9qKQYKIqIGwGAw4OLFi7h8+TKuXr2K7Ox/r6shl+Sjm991dHA+CLU+pvSNuXcEQp8FGj0JKNyqsWqqSxgoiIjqOa1Wi19//RVXrlwxtcnlctwX4ohOrkfgnbkVUl06UMIxllB6ASFPA6HjANf7qr1mqnsYKIiI6rH09HT8/PPPSExMhJ2dHTp26IA23knwyVgHadxWILWEqy9IZIDfEONohP8QQCqvucKpzmGgICKqp+Li4vDzzz8jKysLrk52GPugBK5JU4GLF0peUd0UaPKC8fLiKp+aKZbqPAYKIqJ66OLFi9iwYQOckIARQWdxn+NRSK6WdMqnBPB7CGj6CuDbH5BIa6xWqh8YKIiI6hEhBA4dOoSzkT/gEc+9aOp4BRKJAHTFrCB3BkLHA00nA+omNVor1S8MFERE9UBBQQEuX76M26fWIzR7JZ4PulryCs4tgGavAI2eBuRONVMk1WsMFEREdZRer8f169dx9uxZZEbvQDf1bgx0vAY4FreGBPAfZgwSPn05kyVVKQYKIqI6RAiBmzdv4syZMzh//jy8xEWEe0QgVBNd/EpyV6Dxc0DTSYBTaE2VSg0MAwURUS1XOLPl2bNncfbsWWRkZCBYdQOj3CMQ4nCj+BXtvYEWbwJNXuRuDap2DBRERLVUcnIyzp49izNnziA5ORmAQCNVNB4J/BtB9iWMSNhrgJZvAU0mAnYONVYvNWwMFEREtUhBQQGOHj2Ks2fPIi4uDgAggQGtnK+gj+YI3MW14ldW+QItphnnkLBT1VDFREYMFEREtURsbCw2btz4z2gEYCfRo2/jOLRT7oZ9fgxQ3KSWKj+g5dtAk+cBmX3NFUxUBAMFEZGNGQwG/P3334iMjIQQAh7OdhjeMgH+Wesh1SYA+cWs6BAAtJxuvNongwTZGAMFEZENpaSkYOPGjbh9+zacZJkY0uQqmkn3QJKcUfxKjiHGYyRCnwVkyporlqgEDBRERDYghMDx48exY8cOqJGA4b6H0EZ9ElJDAWAoZiW3dsZjJIIeBaT8+Kbahe9IIqIalp2djc2bN+PGlVMY7LkD7ZxPGqfHLu4YCZ/exmMkNP05GRXVWgwUREQ16NKlS9i8eTM8DefwUtBGuMjTi+kpAQJHAi2nAR6darRGoopgoCAiqgH5+fnYsWMHTp04gt7uf6Gb20HjqMS9pAogZCzQ4g3AuWnNF0pUQQwURETV7Pbt29i4cSPssi5gQuAGaJSJlp3snICwSUDzKcb5JIjqmDIHipEjR5Z5oxs2bKhQMURE9Yler8fevXvx99+R6OxyEH2D/oSdRG/Z0bsX0HUF4BhU4zUSVZUyBwoXF5fqrIOIqF5JTk7Ghg0bkJV0AU/5bUKog5WpsqUKoO1coPlrgERa80USVaEyB4ply5ZVZx1ERPWCEALHjh3Djh07EKI8h6eCfoNKlmPZ0fU+oNsq479E9UCFj6HQ6XSIiIjAtWvXMHr0aKjVasTFxcHZ2RlOTryqHRE1PDqdDlu3bsXpk8fQ1/NPdHM7YKWXBGjxOtBmDielonqlQoEiJiYGgwYNws2bN6HVatG/f3+o1WosXLgQeXl5+Prrr6u6TiKiWi0zMxO//PILMhPPYVzArwhU3bLs5BAIdP0R8OlV4/URVbcK7bR79dVX0bFjR6SmpkKl+veKdiNGjMCff/5ZZcUREdUFt27dwtKlS+GQ9hdeDPrGepgIfBR46DTDBNVbFRqh2LdvH/bv3w+FQmHWHhwcjNjY2CopjIioLjh+/Di2b9uMXm47re/ikCqA+xcZTwnlLJdUj1UoUBgMBuj1lqc+3b59G2q1utJFERHVdnq9Hjt27MDJo/swxn8VglU3LTs5hQI91gHu99d8gUQ1rEK7PPr374/Fixeb7kskEmRlZWHmzJl46KGHqqo2IqJaa8uWLYiKOoKh3lush4nAR4FBxxkmqMGo0AjFJ598gt69e6Nly5bIy8vD6NGjceXKFXh6euLnn3+u6hqJiGoVnU6Hs2fPor3zcbRxPmO+kLs4qIGqUKDw8/PDyZMn8fPPP+P48eMwGAx47rnnMGbMGLODNImI6qPbt2/DXXobg73/MF8gdwb6/Al4dLRNYUQ2JBFCFHfB3GLl5OTAwcGhOuqpchkZGXBxcUF6ejqcnZ1tXQ4R1QORu7ei1e2x8FQkmy/osR4IesQ2RRFVg/J8h1boGApvb2889dRT2LFjBwwGQ4WKJCKqk4SAf/wcyzDR9GWGCWrQKhQofvzxR2i1WowYMQJ+fn549dVXERUVVdW1ERHVLkJAe2QqmsgOmbe73Q+0/8g2NRHVEhUKFCNHjsS6deuQmJiIefPm4cKFC+jWrRuaNm2K9957r6prJCKyubzcbMRuGgbltcXmC+TOQI+1nEabGrwKHUNhzfnz5zFmzBicPn3a6hwVtsJjKIioMgoKChB1eD/cL76K5g6nLTv0WAcEPVrzhRHVgGo/hqJQXl4e1q5di4cffhj3338/kpOT8cYbb1RoW/PmzYNEIsGUKVNMbUIIzJo1C35+flCpVOjVqxfOnTtXmZKJiMrEYDDg2LFjWPL5x/C68LxlmJBIgc4/MEwQ/aNCp43u3LkTq1atwqZNmyCTyfDoo49ix44dCA8Pr1ARUVFRWLp0Kdq0aWPWvnDhQixatAjLly9H06ZNMWfOHPTv3x+XLl3ijJxEVC2EEDh//jz++usvZKfFYrTfagTde20OqQLo/jMQONI2RRLVQhUKFA8//DCGDBmCFStWYMiQIZDL5RUuICsrC2PGjMG3336LOXPmmNqFEFi8eDFmzJiBkSONv7QrVqyAj48PVq9ejYkTJ1b4MYmI7qXX6xFz5TQu7l8Ox5yTGKq6CX+3WCikBeYd7RyBnpsATT+b1ElUW1UoUCQkJFTZ8QiTJ0/GkCFD0K9fP7NAER0djYSEBAwYMMDUplQqER4ejgMHDhQbKLRaLbRarel+RkZGldRJRHWfEAIZGRlITk5G8t27yLlzAfL0I3DKOw1vyRWEKBIRqgJQ3Px8Cjeg1x+AZ+eaLJuoTqhQoHB2dsa1a9ewbNkyXLt2DZ9++im8vb2xfft2BAYGolWrVmXazpo1a3D8+HGrp5wmJCQAAHx8fMzafXx8EBMTU+w2582bh9mzZ5fj2RBRfSKEQE5OjjE0/HNLSUlBSnIS5Fnn4SePRqDqFpqpbsLZLtO4kn0ZNqzyBXrvBFxbV2v9RHVVhQJFZGQkBg8ejO7du2Pv3r344IMP4O3tjdOnT+O7777D+vXrS93GrVu38Oqrr2Lnzp2wty/+t1lyz1z4QgiLtqKmT5+OqVOnmu5nZGQgMDCwDM+KiOoSrVaLlJQUs+BQGB7y8vKgkOYhwP42guxvoqPqFgLUt6FwKSh9w9b49AU6LzVePZSIrKpQoHj77bcxZ84cTJ061ezgyN69e+PTTz8t0zaOHTuGpKQkdOjQwdSm1+uxd+9efPHFF7h06RIA40iFr6+vqU9SUpLFqEVRSqUSSiXPByeqD3Q6HVJTUy0CQ3JyMrKysor0FHCxS0eg6ibaqW8h0PsmvBVJkEoqcFa8VAG4dwS8uhtvnt0Ae68qe05E9VWFAsWZM2ewevVqi3YvLy8kJydbWcNS3759ceaM+VX6nn32WTRv3hzTpk1DaGgoNBoNdu3ahfbt2wMA8vPzERkZiQULFlSkbCKqhQwGA9LT062ONqSnp8PaVDn20hyEqOLRyDkZgY5J0NhFQyXK9tljQelhDA1ePYwBwr0DICvLPhAiKqpCgcLV1RXx8fEICQkxaz9x4gT8/f3LtA21Wo3Wrc33RTo6OsLDw8PUPmXKFMydOxdhYWEICwvD3Llz4eDggNGjR1ekbCKqBTIyMnD58mVcv34dd+/eRUpKSomT4bnY6xDmmYlgpzvwlt+Gi/4alAWx5p3KMxChblpk9KE74NyMlxknqgIVChSjR4/GtGnTsG7dOkgkEhgMBuzfvx9vvPEGnnnmmSor7q233kJubi4mTZqE1NRUdO7cGTt37uQcFER1iBAC8fHxuHTpEi5fvmw64LoomUwGd3d3+LnbIUh9Fxp5LFwN12Cfex7S3H/mgND/cysPqfzf3Ree3QGvboC9d6WfExFZqtDU2wUFBRg3bhzWrFkDIQTs7Oyg0+kwZswYLF++HDKZrDpqrRBOvU1U8woKChAdHY1Lly7hypUryMzMNFseEBCAVo09EOR0F27iOuxzzkGSehzIuV25B1a4G3dfePcwBgiPjtx9QVQJ5fkOrdS1PK5fv47jx4/DYDCgffv2CAsLq+imqg0DBVHNyMzMxOXLl027M3Q6nWmZm30u2gUbEOaeAS+7W7BLPwnkxlXuAaVKwLWN8ZgHj47GIOHczDglNhFVifJ8h5Z5l0fRUzGtOXTo38v5Llq0qKybJaI6SgiBxMRE066MuDhjQFBKcxGqikGIVwpCXFPhIbkBu4I7gAHA3Qo+mMwecG0HuN9vDBDuHQCXlsZdGkRUK5Q5UJw4caJM/UqaI4KI6jaDwYDr16+bQkThTLRS6BHmeBVdvC+jkd0ZSJFvXEFXwsaKI3MA3Nr9Exz+CRDOLQBphQ75IqIaUubf0D179lRnHURUixUUFODEiRM4ePAg0tLS/mkVCHRIQnf/aITKDkOuTy3/hu0cAbf2/446uN0PODcHpLXnOCwiKhtGfiIqVm5uLqKionD48GHk5OQAALydtOjVKBahkv1Q5l0zdizL2Rd2asC9PeDW4d/RB3VThgeieoKBgogspKen49ChQzh27BgKCgqgkGjR1ScGnX0uwzn3GCTaUo7llsqNZ1kUjjy4dwDUTXjAJFE9xkBBRCZ37tzB/v37cebMGQiDDiEO19HZ7zKaKE9DKvKA3FI24NkVCHkaCHrMOAMlETUYDBREhFu3bmH//v24dOkSnGQZCHeLQke3M3CQpBk7lDQg4djIGCIaPQ04175Tx4moZjBQEDVQer0eFy9exJEjR3Dz5k34KuMwwucgWjufh7S0gyLkzsZRiJBnjLNQclcGUYPHQEHUwGRkZODYsWM4fvw4srMy0MzxIp4NOIQg1c2SV5TIAN9BxhDhPwywU9VMwURUJzBQEDUAQghER0fj6NGjuHjxIhSSXLR3Po4uIVFwsSvldE+3+40hIvgJQOVTMwUTUZ3DQEFUj+Xl5eHUqVOIiopCcnIy3OQpGOhxGPe7noJcklf8ijJ7Y4ho+jLgel/NFUxEdRYDBVE9lJCQgKioKOPZGrpsBKtuYoD/MYQ5XISkpCMsVb7GENH4BcDes+YKJqI6j4GCqB7Iz89Hamoq4uPjcfb4XshSDiJYdRPP+MTA1z4eMomh5A24dwCavQYEjQJkipopmojqFQYKojoiNzcXKSkpSElJQWpqKlJTU5GSkoKCtOvwEOcRbH8TQaoYtLO/A/iVYYMSKRAwAmj+mvFKnbwODxFVAgMFUS0hhEBWVpYpMBT9NyUlBXl5eQAEPOV3EaSKQSPVTYSrYuDqk16+B5I7A42fN+7acGpUHU+FiBogBgqiGmQwGJCenm41NKSmpqKgoMCsvwR6aJQJaKe6iSC3GASrbsFBll3+B5bI/jlb4ykg9FlArq6iZ0REZMRAQVTFdDqd1bCQkpKCtLQ0GAzFH88gl+rQ1CMVTZzj4S+/DnfDJchEafNdWyGzBzy6AN4PAl4PAp5dGCKIqFoxUBBVgFarNTueoei/GRkZJa4rk8ng5uYGd3d3uLk6I9AxCRpxCs7Zh2GXcQwSwz+jFGW5gmchuSvg1ePfAOHegQdXElGNYqAgKoejR49iz549pkt5F0ehUMDd3d0YGgrDwz//OttlQpKwC4j/DUjYBaSmlL8Qlf+/4cH7QcClFae/JiKbYqAgKoeYmBhTmJBKpfDz87MaGhwcHCApPGtCnwck7QXiVwHndwDp58r/wM7NjOGhMEA4NuJZGURUqzBQEJXDQw89hNzcXFy7dg0GgwGNGjVC7969IZUWGR0QAsi4AMTvMN6SIo2hoqwkUsCt/b/hwasHYO9d9U+GiKgKSYQQJV2YuM7LyMiAi4sL0tPT4ezsbOtyqB4wGAz4888/ceDAAQBAWFgYRg7tBfvUfUDCTmOIyLldvo06Nwd8BwKaAcYQwQMoiagWKM93KEcoiMpJKpWif//+CHLTIunwIoTkfgvF5jhAUo5sLncBNP2MIcJ3IOAYVH0FExHVAAYKovLKiQXOzEaz69+jmVspU1oXkkgB9wf+DRAenQApf/2IqP7gJxpRWeWnAecXApcWA/oyzA3hEPBvgPDpCyjdq7tCIiKbYaAgKo0+D+LylxBnP4C0ILXYbjohR5ZDB7i2eBzwHQA4t+CZGETUYDBQEBUjKzMdKce/gGfcp3AQd2AtGuigQIrbI3AMewyOIYPgKrOv8TqJiGoDBgqifxQUFCAmJgbXr11Dwa3N6CBbjyBlotW+QiIDGj8Hu9Yz4e1Qlkt7EhHVbwwU1GAJIRAfH4/r16/j+vXruHnzJnzsYtDPczdCHG4Uv2LgI5C0/cA42RQREQFgoKAG6vr169i0aRMyMzMBAO7yuxjh9Rdaqc8Xv5J3T6DdAuOFtoiIyAwDBTUoQggcPnwYO3fuhBACbqo8DA44iibYA0lxV+NyvQ9oOx/wG8yDLImIisFAQQ2GTqfDli1bcOrUKSikeRjZ/Bqaiq2Q6Iu50JdDENDmfaDRGEAqq9liiYjqGAYKahAyMjLwyy+/IDH+Jrq4HkUfn4OQ69Ktd1a4A61mAE0nATxrg4ioTBgoqN67efMmNq1bgUbSKIxqtA+udqmAtQkuZSqg2RSg5VuAwrWGqyQiqtsYKKhe0uv1SLx9FRkXVkJyaz0m+VyBnbSYYyQkUiD0OeC+mYCDf80WSkRUTzBQUJ0nhEBqaipiY2MRf+sK7BK3w0+3D01Ul+En1QOOJawcMAJo+wHg0qLG6iUiqo8YKKjOycnJQWxsrOmWGBeNAOlptHI6h96OlyFX6gBlKRvx6gG0Wwh4da2RmomI6jsGCqrVdDodEhIScPv2bcTFxeH27dtITU2FTFKAMIeraKM+h2a+l6CQFpS+Makc8B0ENHkB8BvCU0CJiKoQAwXVGkIIJCcnm40+JCQkwGAwHkEpk+jQ2OEaevmcRXP1FSgkeaVvVGIHaPoDwY8DAcN5sCURUTVhoCCbyc7ORmxsLG7fvo3Y2FjExcUhL88yJDg4OKCT/110lX4HpSGl9A1LZMbLhQc/ZjxGgpcNJyKqdgwUVGNyc3Nx48YNREdHIzo6Gnfv3rXoY2dnB19fX/j7+8Pf3x8BAQFwSfwJkuMfAQZr53r+QyIFvHv9MxIxArD3qr4nQkREFhgoqNrk5+fj5s2bpgARHx9v0cfLy8sUHvz9/eHt7Q2Z7J9ZKQ164PhrwOXPi3kEifH6GsGPAwEjAZVP9T0ZIiIqEQMFVRm9Xo/Y2Fhcv34dN27cwK1bt0zHPxTy9PRESEgIQkJC0KhRI6hUKusbK8gE9j8JxG21XObR2TgddtCjgMq3Gp4JERGVl00DxaxZszB79myzNh8fHyQkJAAwHqQ3e/ZsLF26FKmpqejcuTO+/PJLtGrVyhbl0j2EEEhISDCNQMTExKCgwPxsCxcXF1OACAkJgVqtLn3D2beAyKFA2mnLZffNAlr/H8/QICKqZWw+QtGqVSvs3r3bdN803A1g4cKFWLRoEZYvX46mTZtizpw56N+/Py5dulS2LyaqUoVnYRQGiBs3biA3N9esj4ODg1mAcHNzg6Q8X/4px41hIvee3SNSBdD5ByBkTBU8EyIiqmo2DxR2dnbQaDQW7UIILF68GDNmzMDIkSMBACtWrICPjw9Wr16NiRMnWt2eVquFVqs13c/IyKiewhuQrKws/Pnnn7h27RoyMzPNlikUCgQHByMkJAShoaHw9vYuX4AoKjcR2DMA0Cabtys9gAc3Ad49KrZdIiKqdjYPFFeuXIGfnx+USiU6d+6MuXPnIjQ0FNHR0UhISMCAAQNMfZVKJcLDw3HgwIFiA8W8efMsdqNQ5Zw4cQInT54EYBxBCgwMNI1A+Pn5mY0qVcqpdyzDhHMzIHwroG5cNY9BRETVwqaBonPnzvjxxx/RtGlTJCYmYs6cOejWrRvOnTtnOo7Cx8f8yH0fHx/ExMQUu83p06dj6tSppvsZGRkIDAysnifQQLi4uAAAvL29MWHCBMjl8qp/kOQo4Poy8zbvnkDPTYDCreofj4iIqpRNA8XgwYNN/7/vvvvQtWtXNG7cGCtWrECXLl0AwGL4XAhR4pC6UqmEUlnahRyoPHx9jWdSpKamVt1oRFHCABz9LwDxb5udE9B9DcMEEVEdIbV1AUU5Ojrivvvuw5UrV0zHVRSOVBRKSkqyGLWg6uXh4QG5XI6CggIkJyeXvkJ5Ra8Ekg+Zt7X+P54SSkRUh9SqQKHVanHhwgX4+voiJCQEGo0Gu3btMi3Pz89HZGQkunXrZsMqGx6pVGoKeNYmp6qUgkzg5DTzNnVToNmrVfs4RERUrWwaKN544w1ERkYiOjoahw8fxqOPPoqMjAyMHTsWEokEU6ZMwdy5c7Fx40acPXsW48aNg4ODA0aPHm3LshukwkARFxdXtRu++g2QZz4KhQ6LAZmiah+HiIiqlU2Pobh9+zaefPJJ3L17F15eXujSpQsOHTqE4OBgAMBbb72F3NxcTJo0yTSx1c6dOzkHhQ0EBwcjKioKV65cwcCBAyt+amhRBj1w+SvzNr+HAL/B1vsTEVGtJRFCiNK71V0ZGRlwcXFBeno6nJ2dbV1OnZWfn48PP/wQOp0OEydOtDp3SLnd3gzs/Y95W/8DgFfXym+biIgqrTzfobXqGAqqvRQKBZo0aQIAuHDhQtVs9PIX5vfd7gc8u1TNtomIqEYxUFCZtWjRAkAVBYqMS0DCTvO2pi/zGh1ERHUUAwWVWdOmTSGVSnHnzh3cuXOn4hsy6IETb5q3KT2A4CcqVyAREdkMAwWVmb29PUJDQwEAly9frthGhACOvwbEbjZvbzwBsCvmUuZERFTrMVBQuTRubLymxo0bNyq2gYufAJc/N2+TuwJN/1upuoiIyLYYKKhcQkJCAAAxMTHQ6/XlW/nmOuDE6+ZtUjnQcwPg4FdFFRIRkS0wUFC5eHt7w8HBAQUFBbh9+3bZV0zaBxx42rK9y3LAp3eV1UdERLbBQEHlIpFITKMUV69eRanTmAgB3FgDRA4DDFrzZW3nAY046ykRUX1g05kyqW4KCQnBuXPnsG/fPhw7dgw+Pj7w8fGBRqOBRqOBl5eX8aqkOXFA1EtA7O+WGwl7CWg5zbKdiIjqJAYKKreWLVvi1KlTiI2NRW5uLm7cuGF2kKZUKkEPv6vorvoVCuRYbsBvKNDhM845QURUjzBQULmpVCqMHz8eOp0Od+7cQUJCAhITE5GQkIDcuxcwwGU9GquuW133Jh7ANd1EeF+4BB8fH7i7u0Mq5Z43IqK6joGCKszOzg6+vr7w9fUFhAG4/BXEqS8h0WVb9M3SOWLbnYdwIasVcOUYgGMAALlcDm9vb2g0GtNuEx8fHygUvNooEVFdwkBBlZdzG9j/JHBnH6zuxGj0FOStF6BLmg4h/4xkJCYmIjExEQUFBYiNjUVsbKzZKu7u7mYBQ6PRwNnZuWquckpERFWOVxulyslNAHY9CGRdtVzmEAB0+gbwf8jqqgaDASkpKUhISDDbbZKVlWW1f+FMnQ8//DDkcnlVPgsiIrKiPN+hHKGgitOmAHsGWA8TTV4A2i0EFC7Fri6VSuHp6QlPT0+0bt3a1J6dnW0KF4mJiYiNjUVycjLy8vJw/vx59OnTBx4eHtXxjIiIqIIYKKhiCjKBiIeAtDPm7Y6NgM7fA5o+Fd60o6MjQkNDERoaipycHPzyyy9ITk6GRCLBkCFDGCaIiGohBgoqP30esHc4kHzYvN2pMdD/b0DlWyUPk5ycjNWrVyMlJQVKpRKjRo0yXUuEiIhqFwYKKh9DAfD3KCBxj3m7yh/os7vKwsSNGzfwyy+/IC8vDy4uLhg9ejS8vb2rZNtERFT1GCiofI5NAeK2mLcpvYxhwqlRlTzEqVOn8Pvvv8NgMMDf3x9PPPEEnJycqmTbRERUPRgoqOwMeuDad+Ztcheg9w7ApXmVPMSZM2ewadMmAMYZOXlGBxFR3cBAQWUnCgBDvnlb9zWAe/sq2fytW7fw22+/AQAeeOABDBo0iPNOEBHVEZzzmCpHHVYlm0lLS8OaNWug1+vRrFkzDBw4kGGCiKgOYaAgm8vLy8Pq1auRk5MDjUaDkSNH8voeRER1DD+1yaYMBgPWr1+PO3fuQK1W48knn+R1PIiI6iAeQ0E2k5mZie3bt+PatWuQy+V44oknOD06EVEdxUBBNa6goACHDh3C33//jYKCAkgkEowYMQJ+fn62Lo2IiCqIgYJqjBAC586dw+7du5Geng4A8Pf3x6BBgxAQEGDj6oiIqDIYKKhGxMbGYseOHbh16xYAwNnZGf369UPr1q15NgcRUT3AQEHVKiMjA3/++SdOnz4NAJDL5ejevTu6devGCauIiOoRBgoqu/z0MnXT6/VITEzEpUuXcPDgQRQUFAAA2rZtiz59+vDASyKieoiBgsom6wYQMdii2SAkuJOYiLi4OMTGxiI+Ph6JiYnQ6/WmPkFBQRg4cCAPuiQiqscYKKh0KceAiKFAXoJZc6bwwGefr4JOZ7BYRaVSwc/PD+3bt0fLli15nAQRUT3HQEFWCSGQlpaGjItr4B89FXbIM1ueqXPCythR0OkMUCgU8PPzM7u5uroyRBARNSAMFATAePBkXFyc2a2FfB+GeG+BVCLM+qYa/HDSYy66t2sPPz8/eHh4MDwQETVwDBQNUHZ2tkV4yMrKMi2XS7To4/EXurgdtlhXePeGW88N6K1wrcGKiYiotmOgaECEEFizZg0uX75ssUwikcDLyxP3e99CO/0yKHWJlhtoNAaSzt8DMmUNVEtERHUJA0UDk5SUBACQyWRo2bKl6ZgHX2ct5CenAnFbrK/YcjrQ9gOAuzaIiMgKXm20AZFIJBg2bBgA41wRLVu2RJdO9yMo62fId7S1HiakcqDT10C7uQwTRERULAaKBiY0NBTdunUDABzfvhj6rW2Bk28D+lzLzj59gIfOAGETa7hKIiKqa7jLowHq07U5guJmopn8IJBlpYO9N9B+EdBoNEcliIioTBgoGpLMq8D5hZBFr0Azeb6VDhIg7CXjsRI8i4OIiMqBgaIhSD0Jw9m5kNz6FRJYzmoJAHBrbzxWwvOBmq2NiIjqBQaKeionJwd3zm+AQ/Rn8CqIKvZgmQJhj+SA16B58D1AyrcDERFVjM0PyoyNjcVTTz0FDw8PODg4oF27djh27JhpuRACs2bNgp+fH1QqFXr16oVz587ZsOLap3Ca7FOnTmHz779jyzcv4e7PzRF8+Wl4FURZX0eqhGgyEfIR16AJn8swQURElWLTb5HU1FR0794dvXv3xh9//AFvb29cu3YNrq6upj4LFy7EokWLsHz5cjRt2hRz5sxB//79cenSJajVatsVb0NCCCQlJeHmzZumW2ZGKlo5nUd3933QqK1MSlXITg2EvQRJ8ymAyrfGaiYiovpNIoQQpXerHm+//Tb279+Pv//+2+pyIQT8/PwwZcoUTJs2DQCg1Wrh4+ODBQsWYOLE0k9nzMjIgIuLC9LT0+Hs7Fyl9dcUnU6HuLg4swCh1WoBACppNtq7nEBHl6Nwk6cVvxGlJ9BsCtB0Mg+4JCKiMinPd6hNRyh+//13DBw4EKNGjUJkZCT8/f0xadIkPP/88wCA6OhoJCQkYMCAAaZ1lEolwsPDceDAAauBQqvVmr5sAeOLUZddvnwZv/32G3Jycoq0CgQ7JuJBzRmESI9AioLiN+AQCLR4E2j8HGDnUO31EhFRw2TTQHH9+nUsWbIEU6dOxTvvvIMjR47gv//9L5RKJZ555hkkJCQAAHx8fMzW8/HxQUxMjNVtzps3D7Nnz6722qubwWDAnj17sG/fPgCAg4MDQoM0aOd2EYF5m6HIOlPyBpybAy2nAcGjAZmiBiomIqKGzKaBwmAwoGPHjpg7dy4AoH379jh37hyWLFmCZ555xtTv3ktjCyGKvVz29OnTMXXqVNP9jIwMBAYGVkP11ScrKwsbNmxAdHQ0ACD8fj/09D0HafRc4G5aySu7dwRaTQcCHgYkNj/mloiIGgibBgpfX1+0bNnSrK1Fixb49ddfAQAajQYAkJCQAF/ffw8gTEpKshi1KKRUKqFU1t2rYd68eRPr169HVmY6Wjpfw6DG0VBnHgAyS1hJqgCCHjMeH+HRmbNbEhFRjbNpoOjevTsuXbpk1nb58mUEBwcDAEJCQqDRaLBr1y60b98eAJCfn4/IyEgsWLCgxuutTkIIHDp0CH/u+gOdXQ6hS+hRqGWp1qfGLuQYbJzZMnQ8YO9VY7USERHdy6aB4rXXXkO3bt0wd+5cPPbYYzhy5AiWLl2KpUuXAjDu6pgyZQrmzp2LsLAwhIWFYe7cuXBwcMDo0aNtWXqV0mq1+O233xB75RDG+a9FgCq25BV8BxlHI3wHA1JZzRRJRERUApsGik6dOmHjxo2YPn063nvvPYSEhGDx4sUYM2aMqc9bb72F3NxcTJo0CampqejcuTN27txZb+agSExMxNq1a+GadwQTgzbAQZZjvaPCHWg8HmjyIqBuXLNFEhERlcKm81DUhNo8D8XJkyexdetmdHf+C+HukZBIrPwo3DsaRyOCHgfsVDVfJBERNVh1Zh6Khkqn02Hbtm24eGofHtdsQBPHa5adnEKBrj8CXt1rvkAiIqJyYqCoYampqVi7di1kqUcxMWgtXORWJt4KGA50Wc4ZLYmIqM5goKhBly5dwqZNm9BEfgQPB/4GmURv3kEiA9rONc5syVM/iYioDmGgqCHnzp3D+vXr0UZ9Eg/7/GZ5vIS9Bui+BvAJt02BRERElcBAUQPS0tKwefNmtFWfwHDN75DgnjDhHW4MEyqNbQokIiKqJM7NXM0MBgM2bNiAFsqDGO5jJUw0fQXos5thgoiI6jSOUFSzv//+G57pm/Afn82WC1u8CbRbwOMliIiozuMIRTW6desWMk58bD1MtJzGMEFERPUGA0U10Wq1iNo8H0O9rISJVu8AbecxTBARUb3BQFFNdm1Zg35OP1lmhlbvAm3mMEwQEVG9wkBRDU6fOoXGyfPhbHfPNcdbzQDavMcwQURE9Q4DRRVLTU1F7N5ZaOF00XyBZgDDBBER1VsMFFXIYDDgz41foJ/bFvMFSk+g63JAwpebiIjqJ37DVaG9EbvRHV9BLtWZL+iyDFD52qYoIiKiGsBAUUViY2MhOz8HvvYJ5gvCJgP+Q21TFBERUQ1hoKgCOp0OB7csRne3feYLXFoB7T+0TVFEREQ1iIGiChzYuxu9lMsgLXrBL6kc6LYSsFPZrjAiIqIawkBRSYmJiVBenA1PRbL5gtYzAbd2NqmJiIiopjFQVILBYMDRLQvR2fWQ+QKPzsaptYmIiBoIBopKOHL4MB6Q/WjeKFMBXVcAUl53jYiIGg4GikpIvrITXoq75o3t5gPOzWxTEBERkY0wUFRCkCTKvMGpMdD0ZdsUQ0REZEMMFBUlBIKkR83bgh7lbJhERNQg8duvotLPwkWSaN4W+IhtaiEiIrIxBoqKurne/L5DEODe0Ta1EBER2RgDRUUlRZjfDxzJK4kSEVGDxUBRQUKbYt7A0QkiImrAGCgqSKfNMm/gFNtERNSAMVBUkD4/x7xBxkBBREQNFwNFBQn9vYHC3jaFEBER1QIMFBWQn58Pqcg3b5QyUBARUcPFQFEBSQmxUErvCRRyJ9sUQ0REVAswUFRA5t2rlo32vjVfCBERUS3BQFEBuSnXzRukckDpYZtiiIiIagEGigooyLhp3mCv4aRWRETUoDFQVIAhO9a8QcXdHURE1LAxUFSAVHvPRcEYKIiIqIFjoKgAJ9k9s2TygEwiImrgGCgqQG13T6DgCAURETVwDBQV4CjLMG9QaWxTCBERUS3BQFEBKkm6eQN3eRARUQPHQFFewgB7kWbexl0eRETUwDFQlJchH1LozdsUrjYphYiIqLZgoKgSnNSKiIgaNpsGikaNGkEikVjcJk+eDAAQQmDWrFnw8/ODSqVCr169cO7cOVuWTERERFbYNFBERUUhPj7edNu1axcAYNSoUQCAhQsXYtGiRfjiiy8QFRUFjUaD/v37IzMz05ZlExER0T1sGii8vLyg0WhMty1btqBx48YIDw+HEAKLFy/GjBkzMHLkSLRu3RorVqxATk4OVq9ebcuyiYiI6B615hiK/Px8rFy5EuPHj4dEIkF0dDQSEhIwYMAAUx+lUonw8HAcOHCg2O1otVpkZGSY3YiIiKh61ZpAsWnTJqSlpWHcuHEAgISEBACAj4+PWT8fHx/TMmvmzZsHFxcX0y0wMLDaaiYiIiKjWhMovv/+ewwePBh+fn5m7ZJ7LgsuhLBoK2r69OlIT0833W7dulUt9RIREdG/7GxdAADExMRg9+7d2LBhg6lNozFOZ52QkABf338njkpKSrIYtShKqVRCqVRWX7FERERkoVaMUCxbtgze3t4YMmSIqS0kJAQajcZ05gdgPM4iMjIS3bp1s0WZREREVAybj1AYDAYsW7YMY8eOhZ3dv+VIJBJMmTIFc+fORVhYGMLCwjB37lw4ODhg9OjRNqyYiIiI7mXzQLF7927cvHkT48ePt1j21ltvITc3F5MmTUJqaio6d+6MnTt3Qq1W26BSIiIiKo5ECCFsXUR1ysjIgIuLC9LT0+Hs7Fz5DerzgF9U5m3DrgLqxpXfNhERUS1Snu/QWnEMBREREdVtDBRERERUaQwUREREVGkMFERERFRpDBRERERUaQwUREREVGkMFERERFRpDBRERERUaQwUREREVGkMFERERFRpNr+WR50kkUIIQAgBiUQCia3rISIisjEGivKS2QNP6nHr5k0sW7YMcrkcrysCoLR1XURERDbEXR4VFBgYCE9PTxQUFODs2bO2LoeIiMimGCgqSCKRoH379gCA48eP27gaIiIi22KgqITWrVsDAOLi4qDX621cDRERke0wUFSCEAIAIJVKIZXypSQiooaL34KVkJeXBwBQqVSQSHiuBxERNVwMFJWQm5sLALC3t7dxJURERLbFQFEJRUcoiIiIGjIGikrIyckBwBEKIiIiBopKuH37NgDAy8vLxpUQERHZFgNFJURHRwMAQkJCbFwJERGRbTFQVFBqairS0tIglUoRHBxs63KIiIhsioGiggpHJ/z9/aFQKGxcDRERkW0xUFQQd3cQERH9i4GighITEwEYLxJGRETU0DFQVFDhHBSOjo42roSIiMj2GCgqiLNkEhER/YuBogJ0Oh10Oh0ABgoiIiKAgaJCCnd3AAwUREREAANFhRQGCnt7e15llIiICICdrQuoiyQSCRo1agS5XG7rUoiIiGoFBooK8PDwwNixY21dBhERUa3BXR5ERERUaQwUREREVGkMFERERFRpDBRERERUaQwUREREVGkMFERERFRpDBRERERUaQwUREREVGkMFERERFRpDBRERERUaTYNFDqdDu+++y5CQkKgUqkQGhqK9957DwaDwdRHCIFZs2bBz88PKpUKvXr1wrlz52xYNREREd3LpoFiwYIF+Prrr/HFF1/gwoULWLhwIT788EN8/vnnpj4LFy7EokWL8MUXXyAqKgoajQb9+/dHZmamDSsnIiKiomwaKA4ePIjhw4djyJAhaNSoER599FEMGDAAR48eBWAcnVi8eDFmzJiBkSNHonXr1lixYgVycnKwevVqW5ZORERERdg0UPTo0QN//vknLl++DAA4deoU9u3bh4ceeggAEB0djYSEBAwYMMC0jlKpRHh4OA4cOGB1m1qtFhkZGWY3IiIiql42vXz5tGnTkJ6ejubNm0Mmk0Gv1+ODDz7Ak08+CQBISEgAAPj4+Jit5+Pjg5iYGKvbnDdvHmbPnl29hRMREZEZm45Q/PLLL1i5ciVWr16N48ePY8WKFfjoo4+wYsUKs34SicTsvhDCoq3Q9OnTkZ6ebrrdunWr2uonIiIiI5uOULz55pt4++238cQTTwAA7rvvPsTExGDevHkYO3YsNBoNAONIha+vr2m9pKQki1GLQkqlEkqlsvqLJyIiIhObjlDk5ORAKjUvQSaTmU4bDQkJgUajwa5du0zL8/PzERkZiW7dutVorURERFQ8m45QDBs2DB988AGCgoLQqlUrnDhxAosWLcL48eMBGHd1TJkyBXPnzkVYWBjCwsIwd+5cODg4YPTo0WV6DCEEAPDgTCIionIq/O4s/C4tkbChjIwM8eqrr4qgoCBhb28vQkNDxYwZM4RWqzX1MRgMYubMmUKj0QilUil69uwpzpw5U+bHuHXrlgDAG2+88cYbb7xV8Hbr1q1Sv28lQpQldtRdBoMBcXFxUKvVxR7IWRdkZGQgMDAQt27dgrOzs63LqVX42hSPr03x+NoUj69N8RraayOEQGZmJvz8/CwOUbiXTXd51ASpVIqAgABbl1FlnJ2dG8SbuCL42hSPr03x+NoUj69N8RrSa+Pi4lKmfrw4GBEREVUaAwURERFVGgNFHaFUKjFz5kzOsWEFX5vi8bUpHl+b4vG1KR5fm+LV+4MyiYiIqPpxhIKIiIgqjYGCiIiIKo2BgoiIiCqNgYKIiIgqjYGihi1ZsgRt2rQxTYrStWtX/PHHH6bl48aNg0QiMbt16dKl1O3++uuvaNmyJZRKJVq2bImNGzdW59OoFtXx2nz77bd48MEH4ebmBjc3N/Tr1w9Hjhyp7qdS5arrfVNozZo1kEgkePjhh6uh+upVXa9NWloaJk+eDF9fX9jb26NFixbYtm1bdT6VKlddr83ixYvRrFkzqFQqBAYG4rXXXkNeXl51PpUqV9prAwAXLlzAf/7zH7i4uECtVqNLly64efNmidutD5/FFVXvZ8qsbQICAjB//nw0adIEALBixQoMHz4cJ06cQKtWrQAAgwYNwrJly0zrKBSKErd58OBBPP7443j//fcxYsQIbNy4EY899hj27duHzp07V9+TqWLV8dpERETgySefRLdu3WBvb4+FCxdiwIABOHfuHPz9/avvyVSx6nhtCsXExOCNN97Agw8+WPWF14DqeG3y8/PRv39/eHt7Y/369QgICMCtW7egVqur74lUg+p4bVatWoW3334bP/zwA7p164bLly9j3LhxAIBPPvmkep5INSjttbl27Rp69OiB5557DrNnz4aLiwsuXLgAe3v7YrdZXz6LK6y8F/Siqufm5ia+++47IYQQY8eOFcOHDy/X+o899pgYNGiQWdvAgQPFE088UVUl2kxlX5t76XQ6oVarxYoVK6qgOtuqitdGp9OJ7t27i++++65KXt/aorKvzZIlS0RoaKjIz8+vhupsq7KvzeTJk0WfPn3M2qZOnSp69OhRVSXaTNHX5vHHHxdPPfVUudavz5/FZcFdHjak1+uxZs0aZGdno2vXrqb2iIgIeHt7o2nTpnj++eeRlJRU4nYOHjyIAQMGmLUNHDgQBw4cqJa6a0JVvTb3ysnJQUFBAdzd3au65BpTla/Ne++9By8vLzz33HPVWXKNqarX5vfff0fXrl0xefJk+Pj4oHXr1pg7dy70en11P4VqU1WvTY8ePXDs2DHTrsPr169j27ZtGDJkSLXWX53ufW0MBgO2bt2Kpk2bYuDAgfD29kbnzp2xadOmErdTHz+Ly8XWiaYhOn36tHB0dBQymUy4uLiIrVu3mpatWbNGbNmyRZw5c0b8/vvvom3btqJVq1YiLy+v2O3J5XKxatUqs7ZVq1YJhUJRbc+hulT1a3OvSZMmicaNG4vc3NzqKL9aVfVrs2/fPuHv7y/u3LkjhKiaESBbqerXplmzZkKpVIrx48eLo0ePip9//lm4u7uL2bNn18TTqVLV8Tv12WefCblcLuzs7AQA8dJLL1X306gWxb028fHxAoBwcHAQixYtEidOnBDz5s0TEolEREREFLu9+vRZXBEMFDag1WrFlStXRFRUlHj77beFp6enOHfunNW+cXFxQi6Xi19//bXY7cnlcrF69WqztpUrVwqlUlmlddeEqn5tilqwYIFwc3MTp06dqsqSa0xVvjYZGRmiUaNGYtu2baa2uhwoqvp9ExYWJgIDA4VOpzO1ffzxx0Kj0VR57dWtql+bPXv2CB8fH/Htt9+K06dPiw0bNojAwEDx3nvvVddTqDbFvTaxsbECgHjyySfN+g8bNqzE3Rf16bO4IhgoaoG+ffuKF154odjlTZo0EfPnzy92eWBgoFi0aJFZ26JFi0RQUFCV1WgrlX1tCn344YfCxcVFREVFVWV5NlWZ1+bEiRMCgJDJZKabRCIREolEyGQycfXq1eoqu0ZU9n3Ts2dP0bdvX7O2bdu2CQBCq9VWWZ22UNnXpkePHuKNN94wa/vpp5+ESqUSer2+yuq0hcLXRqvVCjs7O/H++++bLX/rrbdEt27dil2/Pn8W/397dxcS1drFAfy/my+VqSFGJQsbSVMrJismQr0QtaQsDmUkGImDGESYNxXYB2iUYIQQeFNJRkR2kaRCUCmWKYpi1lQXokWWBgOZGI5Jk+l6L14azpxOHnW7s4//DzaM+3M9i+2e5fM8zkwH51D8BEQEXq/3X7cNDQ1hYGAAYWFh3z0+Pj4eDQ0Nfuvq6+uRkJAwp3HOB7W5AYBz587h9OnTuHv3LhwOhxZhzgs1uYmNjcXz58/hcrl8y19//YXk5GS4XC6Eh4drGbrm1N43iYmJePnyJSYnJ33rent7ERYWNu3/nvlZqc3N2NgYFizwf+vQ6XSQ//+BOqex/mhfc2M0GrFx40b09PT4be/t7YXNZvvu8b/zs3ha5q+W+TMdO3ZMmpubpa+vT549eybHjx+XBQsWSH19vXg8Hjl8+LC0tbVJX1+fPHjwQOLj42XZsmUyMjLiO0d2drYUFhb6fm5tbRWdTielpaXS3d0tpaWlotfrpb29fT6aOGta5Obs2bNiNBqlurpa3G63b/F4PPPRxFnTIjf/9KsOeWiRm/7+fjGbzZKfny89PT1y+/ZtCQ0NlTNnzsxHE2dNi9wUFRXJwoUL5caNG/Lq1Supr6+XyMhIyczMnI8mztpUuRERuXXrlhgMBrl06ZK8ePFCysvLRafTSUtLi+8cv+uzeLZYUPxgubm5YrPZxGg0SkhIiKSmpvpu4LGxMUlLS5OQkBAxGAyyfPlyycnJkf7+fr9zJCUlSU5Ojt+6mzdvSkxMjBgMBomNjZ32vIKfiRa5sdlsAuCbpaio6Ae2TD2t7pu/+1ULCq1y09bWJps2bRKTySQrVqyQkpISvzkVvwItcjM+Pi7FxcUSGRkpAQEBEh4eLgcPHpTh4eEf2DL1psrNV5cvX5aoqCgJCAiQuLg4qa2t9dv+uz6LZ4tfX05ERESqcQ4FERERqcaCgoiIiFRjQUFERESqsaAgIiIi1VhQEBERkWosKIiIiEg1FhRERESkGgsKIiIiUo0FBRFpSlEU1NbWAgBev34NRVHgcrmmfXxxcTHWrVunSWxENHf4SZlEpClFUVBTU4OdO3diYmICg4ODCA4Ohl6vn9bxo6Oj8Hq9sFqtAACn04kPHz74ihQi+jlM7zeaiGgO6HQ6LFmyZEbHmM1mmM1mjSIiornCIQ8i+k/V1dWw2+0IDAyE1WrF5s2b8fHjR3R2dmLLli0IDg6GxWJBUlISHj9+/N3z/HPIo6mpCYqioLGxEQ6HA0FBQUhISPD72ui/D3kUFxfj6tWrqKurg6IoUBQFTU1NSElJQX5+vt+1hoaGYDKZcP/+/TnPBxF9iwUFEU3J7XYjKysLubm56O7uRlNTEzIyMiAi8Hg8yMnJQUtLC9rb27Fy5Uqkp6fD4/HM6BonTpxAWVkZHj16BL1ej9zc3H/d78iRI8jMzMTWrVvhdrvhdruRkJCAvLw8VFVVwev1+va9fv06li5diuTkZFXtJ6Lp4ZAHEU3J7Xbjy5cvyMjIgM1mAwDY7XYAQEpKit++Fy9exOLFi/Hw4UPs2LFj2tcoKSlBUlISAKCwsBDbt2/Hp0+fEBAQ4Lef2WxGYGAgvF6v39DJ7t27cejQIdTV1SEzMxMAcOXKFTidTiiKMvNGE9GMsYeCiKYUFxeH1NRU2O127NmzBxUVFRgeHgYAvHv3DgcOHEB0dDQsFgssFgtGR0fR398/o2usXbvW9zosLMx37ukymUzYt28fKisrAQAulwtPnz6F0+mcURxENHssKIhoSjqdDg0NDbhz5w5Wr16N8vJyxMTEoK+vD06nE11dXTh//jza2trgcrlgtVrx+fPnGV3DYDD4Xn/tUZicnJzROfLy8tDQ0IC3b9+isrISqampvh4VItIeCwoi+k+KoiAxMRGnTp3CkydPYDQaUVNTg5aWFhQUFCA9PR1r1qyByWTC+/fvNY3FaDRiYmLim/V2ux0OhwMVFRWoqqr67jwMItIG51AQ0ZQ6OjrQ2NiItLQ0hIaGoqOjA4ODg1i1ahWioqJw7do1OBwOjIyM4OjRowgMDNQ0noiICNy7dw89PT2wWq2wWCy+Ho68vDzk5+cjKCgIu3bt0jQOIvLHHgoimtKiRYvQ3NyM9PR0REdH4+TJkygrK8O2bdtQWVmJ4eFhrF+/HtnZ2SgoKEBoaKim8ezfvx8xMTFwOBwICQlBa2urb1tWVhb0ej327t37zYROItIWPymTiH4bAwMDiIiIQGdnJzZs2DDf4RD9UVhQENEvb3x8HG63G4WFhXjz5o1frwUR/Rgc8iCiX15raytsNhu6urpw4cKF+Q6H6I/EHgoiIiJSjT0UREREpBoLCiIiIlKNBQURERGpxoKCiIiIVGNBQURERKqxoCAiIiLVWFAQERGRaiwoiIiISLX/AebCuIxr8MPhAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", "text/plain": [ "
    " ] @@ -1171,8 +1182,9 @@ "salinity_20121031 = argo[\"salinity\"].sel(date='2012-10-31')\n", "\n", "fig, ax = plt.subplots(figsize=(6, 6))\n", - "salinity_20121031.plot.line(y=\"level\", yincrease=False, color=\"grey\");\n", - "salinity_20121031.rolling(level=10, center=True).median().plot.line(y=\"level\", yincrease=False, linewidth=3, color=\"orange\");" + "salinity_20121031.plot.line(y=\"level\", yincrease=False, color=\"grey\", add_legend=False, label=\"raw\");\n", + "salinity_20121031.rolling(level=10, center=True).median().plot.line(y=\"level\", yincrease=False, linewidth=3, color=\"orange\", add_legend=False, label=\"smooth\");\n", + "ax.legend()" ] }, { @@ -1200,7 +1212,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 17, "metadata": { "tags": [ "nbtutor-solution" @@ -1209,7 +1221,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -1252,7 +1264,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 18, "metadata": { "tags": [ "nbtutor-solution" @@ -1265,7 +1277,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 19, "metadata": { "collapsed": false, "jupyter": { @@ -1278,7 +1290,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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eypbkLAqLHRYnExE5vYlfJ1BQ7CC+eV3n+OUJVOxExOXqh9gJDig7QHB5q3DCgnXlChFxX/M3p/Lz72n4+9r46+B2HnEItpyKnYi4XEFxKZ+u3gfAsO6NLU4jInJqBcWlTPw6AYC7ejWrsjP7K4uKnYi43Hcbk8nML6ZhrSB6x4VbHUdE5JSmL9zJvox8GoQF8uDlLayOc85U7ETE5cr31g3p0lBnxIqI29qw7wjTF+0E4Olr2rj1FSZORcVORFwuMiwQgO83pVBQXGpxGhGRE+3LyGPUjFUUlTi4vFU4A9tHWh3pvKjYiYjLPX1NG+qH2NmRlsPL3/9udRwRkQoy84u5872VHMoppFVkCG/c2smjTpg4loqdiLhcnRoBTLmxAwAzlu5hyfaDFicSESlTVOLg/g9Wsz0th4hQO+/deREhgZ575r6KnYhUib4tw7n9krIzYh//ZD1H8oosTiQi1Z0xhvGfb2TpznRqBPjy7siLaBDmGQsRn4qKnYhUmb8MbE1MvRqkZhXy0Yokq+OISDX3r8W7+GzNPnx9bLx5WxfaRoVZHemCqdiJSJUJDvCjad1gAIL8NfyIiHUWbzvIlB/K5vw+N6gNfVt6x1JMGllFpMoYY1ibdASAzo1rWxtGRKqtxPQ8HvxoLQ4DN3drxPBLmlgdqdKo2IlIldmTnseRvGIC/Hxo3SDU6jgiUg3lFZVw739XkZlfTMdGYbxwnWddMuxMVOxEpMqsTcwAoH3DMAL8NPyISNUb//lGfk/Jpl7NAKbf3pVAf1+rI1UqjawiUmX2pucBsGl/Jm/M367FikWkSm1PzebLdQfw9bHxf8O6EFXLs8+APRkVOxGpMrd1b0x887oUljh4ff42+r++mJ9/T7U6lohUE5uTswDoHF2L7s3qWpzGNVTsRKTKhIcG8uHd3fnH0M5EhNpJPFx2CZ+7Z64k8ejePBERV9mWmg1AXGSIxUlcR8VORKqUzWZjUMcofnqsD/dd1gw/Hxvzt6Rx5euLmDZ/mw7PiojLbE3JASAuvKbFSVxHxU5ELFHT7sf4ga35Yeyl9GxRl6ISB9Pmb6ff64vYcvRwiYhIZdqepj12IiIu1SI8hA/u6s7/DetCg7BAkg7n89RnGzDGWB1NRLzIvow89qbnYbNBq0jvXW5JxU5ELGez2bimQwO+fKAnNQJ8Wb8vk283JlsdS0S8yJfrDgBwSUxd6tQIsDiN66jYiYjbCA8J5J7LmgHwtx+3UlTisDiRiHgDYwxfrtsPwODOURancS0VOxFxK/dc2ox6Ne3sTc/joxWJVscRES+wJTmbbak5BPj6cFW7BlbHcSkVOxFxKzXsfjx8ZSwAf/9pO4UlOktWRC7M/1YlAXBF63DCgvwtTuNaKnYi4nZu6RaNzQbpuUUczi2yOo6IeLDVew/z/rI9ANzcLdraMFVAxU5E3E5GXhHGgK+Pjfo17VbHEREPlVVQzMOz1+EwMLhTFH1bhVsdyeVU7ETE7ezLyAcgMjQQP18NUyJyfp79YhP7MvJpVDuIFwa3szpOldCIKSJuZ/+RsmLX0Asv0C0iVeOLtfv5Yt0BfH1svHFrJ0IDvXtuXTkVOxFxO2v2ZgAQVSvQ4iQi4onSsgp45otNADx4eQu6NqljcaKqo2InIm7lk1VJzFi6B4Ar20RYG0ZEPNLUedvILiyhY6MwHujbwuo4VUrFTkTcxsKtaTz1+UYA7u/TnGs7ePdCoiJS+bYkZ/Hx0eVNnh3UptrN061eP62IuK2N+zIZ/eEaSh2G6zs3ZNyAllZHEhEPY4xh0ndbMAauad+gWh2CLadiJyKWSzqcx50zVpJXVEqvFvV45YYO2Gw2q2OJiIdZuO0gS7YfIsDXhyevamV1HEuo2ImIpfKLSrlr5koO5RTSpkEo02/vQoCfhiYROTcOh+GV738HYER8ExrXDbY4kTUsHT0nT57MRRddREhICOHh4QwePJitW7dWeI4xhokTJxIVFUVQUBB9+vQhISHBosQiUtme+XIT21JzqB9i5707LyLES5Yk0PgmUrW+3ZjM7ynZhAT68UDfWKvjWMbSYrdo0SLGjBnD8uXLmTdvHiUlJfTv35/c3Fznc6ZMmcLUqVN58803WblyJZGRkfTr14/s7GwLk4tIZfhkVRKfrt6Hjw3+MbQzEaHes7yJxjeRqlPqMEybvw2Au3s1IyzYOzYQz4fNGGOsDlHu4MGDhIeHs2jRIi677DKMMURFRTF27FiefPJJAAoLC4mIiOCVV17hvvvuO+NrZmVlERYWRmZmJqGhoa7+EUTkLG1Nyea6//uFgmIHj/eP44HLL2wL290/664Y38D9f26RqjBn7T4e+Xg9YUH+/PJkX6/Z81/uXD7nbjWRJTMzE4A6dcrOYtm9ezcpKSn079/f+Ry73U7v3r1ZunSpJRlF5MLlFpYw+sPVFBQ7uDS2HqP7eP86UxrfRFyjpNTBG/O3A3DvZc28rtSdKz+rA5QzxvDoo4/Sq1cv2rUru55bSkoKABERFRcpjYiIYO/evSd9ncLCQgoLC51fZ2VluSixiJyvqfO2sfNgLhGhdqbd0gkfH+8+A7ayxjfQGCdyvLmbU9mTnkedGgGMjG9qdRzLuc0euwceeIANGzbw0UcfnfDY8cseGGNOuRTC5MmTCQsLc96io6NdkldEzs/vKVnOK0u8ckMH6ta0WxuoClTW+AYa40SO9/HKssWIh14cTQ272+yvsoxbFLsHH3yQr776igULFtCoUSPn/ZGRkcAfW7bl0tLSTtjKLTd+/HgyMzOdt6SkJNcFF5FzYozh2S8SKHUYrmobSZ+W4VZHcrnKHN9AY5zIsQ4cyWfx9oMA3NRVGzlgcbEzxvDAAw/w+eef8/PPPxMTE1Ph8ZiYGCIjI5k3b57zvqKiIhYtWkR8fPxJX9NutxMaGlrhJiLuYc7a/azYc5ggf1+eGdTG6jgu5YrxDTTGiRzrs9X7MAa6x9Shab0aVsdxC5busxwzZgyzZs3iyy+/JCQkxLnlGhYWRlBQEDabjbFjxzJp0iRiY2OJjY1l0qRJBAcHM2zYMCuji8g5yiooZtJ3ZYuHPnhFCxrWCrI4kWtpfBNxLYfD8MnqfQDc3E1768pZWuymT58OQJ8+fSrc/9577zFy5EgAxo0bR35+PqNHjyYjI4Pu3bszd+5cQkJCqjitiFyIr9cf4FBOITH1anB3r2ZWx3E5jW8irrU2KYPEw3nUtPsxsH0Dq+O4DUuL3dksoWez2Zg4cSITJ050fSARcZnvNiYDZVvW1eGSYRrfRFzr2w1le8GvbB1OUICvxWnch/ePriJiufScQpbtTAfgGm1Zi8gFcjgM328q21i8WmNKBSp2IuJyPyak4jDQvmFYtb0wt4hUnnX7jpCcWUCNAF96x9W3Oo5bUbETEZcyxvDluv0AmgcjIpXiuw1le+uuaB1BoL8Owx5LxU5EXOrLdQf4bfdh/HxsXNtBxU5ELkxBcSmfrSk7G1ZjyolU7ETEZVIyC3j2y00APHxFLNF1dBhWRC7MV+sPkJFXTMNaQVzeyvsXOT9XKnYi4hLGGMZ9toGsghI6Ngrj/j7NrY4kIh7OGMOMX/cAcPslTfDzVY05nn4jIuISH/6WyOJtB7H7+fDazZ00AIvIBVu1N4PNyVnY/Xy49SItSnwyGmlFpNLty8hj0ndbABh3VStahNe0OJGIeIPyvXWDOzWkdo0Aa8O4KRU7Eal0z3+9mbyiUi5uWoc745taHUdEvEDS4Tzn2nUjeza1NowbU7ETkUo1f3Mq8zan4udj48Xr2+HjY7M6koh4gfd+3YPDQK8W9WjdINTqOG5LxU5EKk1+USkTv04A4K5LY4iL0DVPReTCZeYX8/HKRADuvjTG4jTuTcVORCrN/y3Ywb6MfKLCAnno8lir44iIl5i9IpHcolLiImrqShNnoGInIpViXdIR/rV4JwDP/aktNex+FicSEW9QXOpgxtI9ANzdqxk2m6Z3nI6KnYhcsIzcIsZ8uIbiUsPV7SLp3ybC6kgi4iV+TEghObOAejUD+FOnKKvjuD0VOxG5IA6HYezH69h/JJ+mdYN55cYO2qIWkUrz7i+7AbitexNdF/YsqNiJyAV5c8EOFh1diHj67V0JDfS3OpKIeIm1iRmsSTxCgK8Pt13S2Oo4HkHFTkTO25LtB3l9/jYAXhzcTksQiEileu/ogsSDOkYRHhJobRgPoWInIufll+2HuPf91RgDt14UzU3ddHkfEak8ew7l8u3GsgWJ79SCxGdNp62JyDn7MSGFB2etpajUwWVx9Zn4p7ZWRxIRLzN13jZKHYbLW4XTrmGY1XE8hoqdiJyTOWv38fgnGyh1lJ0BO+3WTtj9NKFZRCrP5gNZfLX+AACP9Y+zOI1nUbETkbP23+V7eeaLTQDc2LURLw9pj5+vZnSISOWaOm8rANd2aEDbKO2tOxcqdiJyVt5evJNJ3/0OwMj4pjx7bRtdB1ZEKt3qvRnM35KGr4+NR/tpb925UrETkTN6f9keZ6l7oG8LHusfp7XqRMQl/r1kFwA3dGlIs/o1LU7jeVTsROS0Pl+zj2e/TADgwctb8Fj/lhYnEhFvlZZdwLzNqQCM6hVjcRrPpMkxInJKP2xK4YlPNwBlh191WEREXOmTVfsocRi6NK5Fq0iti3k+VOxE5KSWbD/IQx+tpdRhuLFrI569to0Ov4qIyzgcho9WJAIwrHsTi9N4LhU7ETnBmsQM7n1/NUWlDq5uF8nLQ9rrRAkRcanF2w+yLyOf0EA/ru3QwOo4HkvFTkQq2JGWzagZK8kvLuXS2HpMu7WTljQREZf777K9AAzp0ohAf62Neb40WouIU3JmPnf8ZwVH8orpGF2Lfw3vqsWHRcTl9qbn8vPWNADu6KHDsBdCxU5EADiSV8Qd/1nBgcwCmtWvwXsjLyI4QCfOi4jrvb9sL8ZA77j6WuLkAqnYiQj5RaXcPXMV29NyiAwN5L93dadOjQCrY4lINZBbWML/ViYBMLJnU2vDeAEVOxHh6S82sWpvBqGBfswcdTENawVZHUlEqokv1x0gu7CEmHo16B1b3+o4Hk/FTqSa25KcxWdr9gHw9h3daBkZYnEiEalOvt+UDMAtF0Xr7PtKoGInUs1NnbcNgGvaN+CSZnUtTiMi1UlOYQm/7ToMwJWtIyxO4x1U7ESqsfVJR5i3ORUfGzzSL9bqOCJSzSzZdpCiUgdN6wbTvH4Nq+N4BRU7kWrstaN76wZ3bkiLcB2CFZGq9dPvZUucXNE6Qle2qSQqdiLV1Oq9h1m87SB+PjbGXqFrwIpI1XI4DAu3lhe7cIvTeA9Li9306dPp0KEDoaGhhIaG0qNHD77//nvn48YYJk6cSFRUFEFBQfTp04eEhAQLE4t4j+kLdwJwQ5dGNK4bbHEa76PxTeT0tqRkcSiniOAAX7o1qWN1HK9habFr1KgRL7/8MqtWrWLVqlVcfvnlXHfddc7BbcqUKUydOpU333yTlStXEhkZSb9+/cjOzrYytojH25qSzfwtadhscF/vZlbH8Uoa30RO75fthwC4pFldAvx0ALGyWPqbHDRoEAMHDiQuLo64uDheeuklatasyfLlyzHGMG3aNCZMmMCQIUNo164dM2fOJC8vj1mzZlkZW8Tj/XNR2d66q9tFapV3F9H4JnJ6v+woK3Y9W9SzOIl3cZuKXFpayuzZs8nNzaVHjx7s3r2blJQU+vfv73yO3W6nd+/eLF261MKkIp4t6XAeX60/AMD9vVtYnKZ60PgmUlFBcSkr95Qtc3JprIpdZbL8QpAbN26kR48eFBQUULNmTebMmUObNm2cg1tERMV1bSIiIti7d+8pX6+wsJDCwkLn11lZWa4JLuKBHA7Ds19uotRhuDS2Hu0bhVkdyatV9vgGGuPEOyzflU5BsYP6IXZiw3XUoDJZvseuZcuWrFu3juXLl3P//fczYsQINm/e7Hz8+NOfjTGnPSV68uTJhIWFOW/R0dEuyy7iaf79yy4WbD2I3c+HCde0tjqO16vs8Q00xol3+HJd2VGDq9tFapmTSmZ5sQsICKBFixZ069aNyZMn07FjR9544w0iIyMBSElJqfD8tLS0E7ZyjzV+/HgyMzOdt6SkJJfmF/EUaxIzmPLDVgCeG9SWVpGhFifyfpU9voHGOPF8+UWl/JhQ9m//uk4NLU7jfSwvdsczxlBYWEhMTAyRkZHMmzfP+VhRURGLFi0iPj7+lN9vt9udywuU30Squ8y8Yh6ctZYSh+HaDg0YerH28ljhQsc30Bgnnm/ellTyikqJrhNEl8a1rI7jdSydY/eXv/yFq6++mujoaLKzs5k9ezYLFy7khx9+wGazMXbsWCZNmkRsbCyxsbFMmjSJ4OBghg0bZmVsEY/icBie+HQ9+4/k06RuMJOHtNehjyqg8U3k5L5cux+A6zo21FjkApYWu9TUVIYPH05ycjJhYWF06NCBH374gX79+gEwbtw48vPzGT16NBkZGXTv3p25c+cSEqJLH4mcDWMML323hbmbU/H3tfHm0C6EBPpbHata0PgmcqIDR/JZuO0gAIM7R1mcxjvZjDHG6hCulJWVRVhYGJmZmTpkIdXOvxbtZPL3vwMw7ZZODO7svfNZqutnvbr+3OKZXv7+d/65aCc9mtXlo3svsTqOxziXz7nbzbETkcrx+Zp9zlI3YWBrry51IuL+8otK+WhFIgB39mxqbRgvpmIn4oUWbk1j3KcbALjn0hjuuUyXDRMRa81Zu5/M/GKi6wRxRevTn/0t50/FTsTLrEs6wv0frKHEYRjcKYrxV2u9OhGxljGGGUt3AzAyPgZfH5004SoqdiJeZNfBHEbNWEl+cSmXxtZjyo0d8dEAKiIWW5OYwbbUHIL8fbmpWyOr43g1FTsRL5GWVcAd767gcG4R7RuGMf32rgT46SMuItb7dPU+AAa2b0Cozsx3KY36Il4gq6CYEe+tZF9G2Vp17915ETXtll8KWkSE/KJSvl6fDKC9dVVAxU7EwxWWlHLv+6vYkpxFvZoBvD/qYurVtFsdS0QEgB8SkskpLCG6ThAXN61jdRyvp2In4sGKSx08/NE6lu86TI0AX2bceTFN6tawOpaIiNP/VpYdhr2xS7Tm/FYBFTsRD1XqMDz6v/X8kJBCgK8P/xrejXYNw6yOJSLitC01m2W70vGxwY06DFslVOxEPFCpw/DEJ+v5ev0B/H1tTL+9C71i61kdS0SkgplL9wDQv00kDWsFWRummlCxE/EwDofhL59v5PO1+/H1sfGPoV202KeIuJ3MvGI+X7MfgJG60kSVUbET8SDGGJ79ahMfr0rCx1Z2/der2kVaHUtE5AT/W5VEfnEprSJD6B6jkyaqioqdiAd599c9fLA8EZsNXru5I4M6RlkdSUTkBMYYPvhtL1B2XVibTSdNVBUVOxEPsfNgDlN++B2AZ69tw/WdNRFZRNzT+n2Z7E3PIzjAVxugVUzFTsQDlJQ6eOx/6ykscXBpbD1Gxje1OpKIyCl9s/4AAFe0jiA4QIulVyUVOxEP8PaSXaxLOkKI3Y9Xbuigwxoi4rYcDsO3G8uuNHFthwYWp6l+VOxE3NzWlGymzdsOwLOD2hClJQNExI2tScwgObOAELsfvePqWx2n2lGxE3Fzz3+dQFGpgytahXNjV82rExH39sOmFACubBNBoL+vxWmqHxU7ETf22650lu5Mx9/XxvPXtdUhWBFxe0u2HwLgitbhFiepnlTsRNzY6/O3AXBzt2ga1Q62OI2IyOmlZhWwNTUbmw16tdDVcKygYifippbtTGf5rsME+Powpm8Lq+OIiJzR4m0HAejQqBa1ggMsTlM9qdiJuKnyvXW3XBStEyZExCOUH4a9TNeutsxZLy4zZMiQs37Rzz///LzCiEiZ/UfyWbH7ML4+Nkb3bW51nGpBY5zIhVu55zAAPXUY1jJnXezCwsJcmUNEjrF6bwYAbaNCaRCmvXVVQWOcyIXJzC8mObMAgDZRoRanqb7Outi99957rswhIsdYc7TYdWlc2+Ik1YfGOJELsz01G4CosEBCA/0tTlN9nfccu5KSEubPn8+//vUvsrPL/s88cOAAOTk5lRZOpLpak3i02DVRsbOKxjiRc/N7StnnJC4yxOIk1dt5XcBt7969XHXVVSQmJlJYWEi/fv0ICQlhypQpFBQU8M9//rOyc4pUG7mFJWw+kAVAVxU7S2iMEzl3247usWsZoWJnpfPaY/fwww/TrVs3MjIyCAr6Y/7P9ddfz08//VRp4USqo5nL9lDiMDStG0xUWKDVcaoljXEi527F7rITJ9o21HxVK53XHrtffvmFX3/9lYCAimvUNGnShP3791dKMJHq6EheEdMX7gTgoStidaUJi2iMEzk3+4/k83tKNj42LXVitfPaY+dwOCgtLT3h/n379hESol2wIufrrYU7yS4ooVVkCNd1amh1nGpLY5zIufn59zSg7IQvLUxsrfMqdv369WPatGnOr202Gzk5OTz33HMMHDiwsrKJVCsHjuQzY+keAJ68qhW+PtpbZxWNcSLnZsHRYte3la4Pa7XzOhT7+uuv07dvX9q0aUNBQQHDhg1j+/bt1KtXj48++qiyM4pUC6/+uJWiEgcXx9ShT8v6Vsep1jTGiZy9/KJSlu4su+LE5Sp2ljuvYhcVFcW6dev46KOPWLNmDQ6Hg7vuuovbbrutwkRjETk7v+44xOdr92OzwV8GttbcOotpjBM5ewu3plFQ7KBhrSBaaakTy51XscvLyyM4OJhRo0YxatSoys4kUq0UFJfylzkbARh+SRM6RdeyNpBojBM5B99sTAbg2g4NtFHqBs5rjl14eDi33347P/74Iw6Ho7IziVQr0+ZvZ296HpGhgTwxoKXVcQSNcSJnK6+ohJ+3lM2vu6ZDA4vTCJxnsXv//fcpLCzk+uuvJyoqiocffpiVK1dWdjYRr7f5QBbvLNkFwF8HtyNEl+FxCxrjRM7Ogt8Pkl9cSnSdINpr/Tq3cF7FbsiQIXzyySekpqYyefJktmzZQnx8PHFxcbzwwguVnVHEK+UXlfLo/9ZR6jAMbB9JvzYRVkeSozTGiZyZMYbZKxMBuKZ9lA7DuonzvlYsQEhICHfeeSdz585l/fr11KhRg+eff/68Xmvy5MnYbDbGjh3rvM8Yw8SJE4mKiiIoKIg+ffqQkJBwIZFF3IIxhqc+38DvKdnUqxnAxD+1tTqSnITGOJFTm7s5lSXbDxHg68OtF0VbHUeOuqBiV1BQwP/+9z8GDx5Mly5dSE9P5/HHHz/n11m5ciVvv/02HTp0qHD/lClTmDp1Km+++SYrV64kMjKSfv36OS/ILeKpZizdw5frDuDrY+P/hnUhPESXDnNHGuNETi6/qJQXvt4MwL2XNaNpvRoWJ5Jy51Xs5s6dy4gRI4iIiODPf/4z4eHh/PjjjyQmJvLKK6+c02vl5ORw22238c4771C79h8XPDfGMG3aNCZMmMCQIUNo164dM2fOJC8vj1mzZp1PbBG38NuudF76dgsAEwa2pnuzuhYnkuNpjBM5vf9bsIP9R/JpWCuIMX1bWB1HjnFexW7w4MHk5eUxc+ZMUlNTefvtt+ndu/d5BRgzZgzXXHMNV155ZYX7d+/eTUpKCv3793feZ7fb6d27N0uXLj2v9xKxWmJ6HmNmraXEYbiuUxR39mxqdSQ5CY1xIqe2+1Auby8uO+nrmWvbEBTga3EiOdZ5rWOXkpJCaGjoBb/57NmzWbNmzUnPNktJSQEgIqLihPKIiAj27t17ytcsLCyksLDQ+XVWVtYF5xS5ULmFJUxfuJN3luyisMRBq8gQJg9pr8nGbkpjnMjJZRcUc/8HqykqdXBZXH0GtNVJX+7mvPbYhYaGsnPnTp5++mmGDh1KWlrZGjY//PDDWU/8TUpK4uGHH+aDDz4gMPDU84uO/8NnjDntH8PJkycTFhbmvEVHa0KnWKfUYfjfyiT6vLqQNxfsoLDEQfeYOvxn5EUEB5zXdpVUAY1xIicqLnUwZtbaoyd92Zl0fTttnLqh8yp2ixYton379vz22298/vnn5OTkALBhwwaee+65s3qN1atXk5aWRteuXfHz88PPz49Fixbx97//HT8/P+dWbPlWbbm0tLQTtnCPNX78eDIzM523pKSk8/kRRS7Ysp3pDPrHL4z7bAMHswtpUjeYfw3vyux7L6FhLV2Wyp1pjBOpyBjDs19uYvG2gwT5+/LuyG40qh1sdSw5ifMqdk899RQvvvgi8+bNIyAgwHl/3759WbZs2Vm9xhVXXMHGjRtZt26d89atWzduu+021q1bR7NmzYiMjGTevHnO7ykqKmLRokXEx8ef8nXtdjuhoaEVbiJVaW96Lvf9dxVD31nO5uQsQgL9mDCwNXMfuYwBbSO1hesBNMaJVDR90U4+WpGEzQZ/H9qZDo1qWR1JTuG8jgVt3LjxpGdt1a9fn/T09LN6jZCQENq1a1fhvho1alC3bl3n/WPHjmXSpEnExsYSGxvLpEmTCA4OZtiwYecTW8SlikocvD5/G/9esoviUoOvj41hFzdm7JWx1K1ptzqenAONcSJ/+Hr9Aab8sBWA565to8XU3dx5FbtatWqRnJxMTExMhfvXrl1Lw4YNKyUYwLhx48jPz2f06NFkZGTQvXt35s6dS0hISKW9h0hlSDqcxwMfrWV90hEAesfV5+lrWhMboX+rnkhjnEiZjfsyefyT9QDc1SuGkT1jzvAdYjWbMcac6zeNGzeOZcuW8cknnxAXF8eaNWtITU3ljjvu4I477jjrOShVISsri7CwMDIzM3XIQlzix4QUnvhkPVkFJYQF+fPKDR24ql2k1bGqncr8rGuME4FDOYX86R+/cCCzgD4t6/OfERfh66OpJFY4l8/5ec2xe+mll2jcuDENGzYkJyeHNm3acOmllxIfH8/TTz99XqFFPE1RiYO/frOZ+/67mqyCEjpF1+Lbh3qp1HkBjXFS3RWVOBj9wRoOZBbQrF4N3ri1s0qdhzivPXbldu3axZo1a3A4HHTu3JnY2NjKzFYptDUrrnD8ode7e8Uw7qpWBPhd0FX65AK44rOuMU6qq6e/2MgHyxOpaffjizHxtAjX9AArncvn/Kzn2D366KOnfXz58uXO/546derZvqyIx1my/SBjPlxDVkEJoYF+vHpTR/q31V46T6cxTqTM7BWJfLA8EZsNpt3SSaXOw5x1sVu7du1ZPU9LOYg3+3hlIn+Zs4lSh6FjdC3eHNqZ6Dpay8kbaIwTgU37M3n2q7JFuB+9Mo4rdQasxznrYrdgwQJX5hBxa8YYXpu7jTcX7ADguk5RTLmxA3Y/XSPRW2iMk+ouM7+Y0R+uoajEwRWtwhnTt4XVkeQ86JpGImdQWFLKuE838OW6AwA8eHkLHu0Xpz03IuI1jDE88cl6Eg/n0bBWEK/d3BEfnSzhkVTsRE7jSF4R976/mhV7DuPnY2PS9e25+SJdm1NEvMt/ftnN3M2pBPj68NZtXagVHHDmbxK3pGIncgq/bD/E+DkbSDqcT4jdj+m3d6VXbD2rY4mIVKpF2w7y8ve/A/D0ta3pGF3L2kByQVTsRI6TkVvEi99u4bM1+wBoWCuI/4zsRqtILSUhIt5l2c507n1/FSUOw3Wdohh+SROrI8kFUrETOcoYw9cbknn+qwTSc4uw2WBEj6Y8PqAlNe36qIiId1m9N4O7Zq6ksMTB5a3C+duNHTV32Avor5UIsP9IPk/P2ciCrQcBiIuoyeQhHejapLbFyUREKt+m/ZmMfG8FeUWl9GpRj7du66IF1r2Eip1Ua+k5hXy57gCvzt1KXlEpAb4+PHB5C/7cu7kGORHxSpv2ZzL8P7+RXVDCRU1r8/YdXQn019JN3kLFTqqNtKwCNh3IZOO+LDYdyGTT/kySMwucj1/UtDaTh7TXKusi4lWKSx2s2pPBgq1p/Px7GjvScgDo2CiMd0deRHCAqoA30f+b4nWMMSRnFrBpfyabDmSV/e/+TNKyC094rs0GzerV4M6eMQy7uLHWbRIRr3Aop5CFWw+y4Pc0Fm8/SHZBifMxXx8bfVvW59WbOhIS6G9hSnEFFTvxaMYY9mXkHy1xmWzcn0XC/kzSc4tOeK6PDVqE16RdVBjtGpbd2kSF6sQIEfF4Doch4UAWP/+exs9b09iw7wjG/PF43RoB9G5Zn8tbhXNpbH3CglTovJX+oonHcDgMiYfzjha4TBL2lx1SPZJXfMJzfX1sxIbXpH3DP0pc6wYhOuQgIl4jp7CEX7Yf5Off01iw9SAHjzsq0a5hKJe3DKdvq3A6NqqlIxLVhP7KiVtbk5jBdxuS2XQgk4QDWRUOJ5Tz97XRMjKkwp64VpEhmgwsIl6npNTBRysS+SEhhRW7D1Nc+sduuRoBvvSKrcflrcLp0zKciNBAC5OKVVTsxC3tTc/llR9+57uNKRXuD/DzoXVkiLPAtW8YRmxETex+KnEi4t1yCkt4YNYaFh5dlgkgpl4N+rYM5/JW4VwUU1tjoajYiXvJzCvmHz9vZ+ayPRSXGnxscF2nhvRoXpd2UWUlzt9Xy5CISPWSklnAnTNWsiU5i0B/H8ZeGceAtpHE1KthdTRxMyp24haKShx8sHwvf/95u3PO3GVx9fnLwFa6lJeIVGubD2QxasZKUrIKqFczgH+PuIhOup6rnIKKnVjKGMOPCam8/P0W9qTnAWVXffjLwNb0aRlucToREWst2JrGAx+uIbeolNjwmrw78iKi6wRbHUvcmIqdWMLhMCzefpC3Fu5kxe7DANSrGcCj/Vpyc7dG+Olwq4hUYw6H4b2le5j03RZKHYb45nWZfntXLVMiZ6RiJ1Uqt7CEz9bsY8bSPew6mAuA3c+Hey5txp/7NNeaciJS7SUdzmPcpxtYtisdgBu7NmLS9e11mUM5K/orKlUiMT2P95ft4eNVSc4lS0LsftzULZq7L40hqlaQxQlFRKxljGHWikQmfbuF3KJSgvx9eerqVtzRowk2m9agk7OjYicuY4xh2c503lu6h/lbUp2roMfUq8HI+Kbc0LWR9tCJiAD7MvJ46rON/LLjEFB27eq/3diRpjrrVc6R/qpKpSsoLuWLtfuZsXQPv6dkO++/NLYeo3rG0DuuvlZAFxGhbAP445VJvPjtFnIKS7D7+TDuqlbcGd9U46ScFxU7qTSHc4uYsXQP/122h4yjS5YE+ftyQ9eGjIxvSovwEIsTioi4j8O5RTz2v3UsOLrgcNcmtfnbjR1oVr+mxcnEk6nYyQXbfySfdxbvYvbKRAqKHQA0qh3EiB5NublbNGHBOotLRORYq/Yc5oFZa0nJKiDAz4cn+rdkVK8YfLWXTi6Qip2ct+2p2fxz0S6+XLefEkfZBLp2DUP5c+/mXN2ugQYoEZHjGGN4Z8kuXvlhK6UOQ7P6NXjrti5aiF0qjYqdnLO1iRlMX7iTuZtTnffFN6/L/X2a06tFPZ29JSJyEpl5xTz2yXrmbykbOwd1jGLykPY6iUwqlf41yVkxxrBk+yHeWriD5bsOO+8f0DaCP/duTufGtS1MJyLi3jbsO8LoD9ewLyOfAF8fnhnUhtu7N9aGsFQ6FTs5o50Hc/jL5xv57egVIvx8bAzu3JA/926mEyJERE6jfG2657/aTFGpg+g6Qbw1rCvtG4VZHU28lIqdnFJxqYO3F+/ijZ+2U1TiINDfh6EXN+aeS5tpQWERkTMoKC7l6S828enqfQD0bxPB327qqMuCiUup2MlJrUs6wlOfbXCuQ3dZXH1eGtxOF58WETkLSYfz+PMHq0k4kIWPDZ4Y0Io/926mQ6/icip2UkFuYQmvzd3GjKW7cRioHezPs4PaMLhTQw1IIiJnYdG2gzw8ey1H8oqpUyOAfwztTM8W9ayOJdWEip04LdyaxoQ5m9h/JB+A6zs35OlrWlO3pt3iZCIi7s/hMPzfgh1Mnb8NY6BjozDeur0rDTV1RaqQip2wLTWbyd9tca5+3qh2EC9d357ecfUtTiYi4hmSM/N5/JP1/LojHYBh3Rvz3KA22P18LU4m1Y2PlW8+ceJEbDZbhVtkZKTzcWMMEydOJCoqiqCgIPr06UNCQoKFib1LWlYBT322gaumLWbB1oP4+di4u1cMcx+5TKVO5AJpfKs+vtlwgKumLeHXHekE+vsw5cYOTLq+vUqdWMLyPXZt27Zl/vz5zq99ff/4IEyZMoWpU6cyY8YM4uLiePHFF+nXrx9bt24lJETLbJyv3MIS/rV4F+8s3kV+cSkAV7eLZNxVrYipV8PidCLeQ+Obd8sqKGbilwl8vnY/AB0ahfH6LZ1ormu9ioUsL3Z+fn4VtmLLGWOYNm0aEyZMYMiQIQDMnDmTiIgIZs2axX333VfVUT1eSamDj1cl8fq87RzKKQSgS+NaTLimNV2b1LE4nYj30fjmvVbsPswjH69j/5F8fGwwpm8LHroiFn9fSw+EiVh7KBZg+/btREVFERMTw6233squXbsA2L17NykpKfTv39/5XLvdTu/evVm6dKlVcT3Wgq1pXPXGEibM2cShnEKa1g1m+m1d+Oz+eJU6ERfR+OZ9iksdTPnhd255exn7j+QTXSeIT/7cg8f6t1SpE7dg6R677t278/777xMXF0dqaiovvvgi8fHxJCQkkJKSAkBERESF74mIiGDv3r2nfM3CwkIKCwudX2dlZbkmvIfIzC/m+a8T+HxN2aGCOjUCePiKWIZ1b6xBSMSFXDG+gcY4K6VmFfDArDWs3JMBwE1dG/HsoDaEBGrBYXEflha7q6++2vnf7du3p0ePHjRv3pyZM2dyySWXAJywdpox5rTrqU2ePJnnn3/eNYE9zKJtB3ny0w2kZBVgs8FdPWN46MpYQjUIibicK8Y30BhnlaU7DvHQ7LUcyikixO7HKzd2YGD7BlbHEjmBW+2yqVGjBu3bt2f79u3OeSnlW7bl0tLSTtjKPdb48ePJzMx03pKSklya2R3lFJYw/vONjHh3BSlZBTStG8ynf+7B09e2UakTsUhljG+gMa6qla9Nd/t/fuNQThGtIkP46sFeKnXittyq2BUWFrJlyxYaNGhATEwMkZGRzJs3z/l4UVERixYtIj4+/pSvYbfbCQ0NrXCrTpbtTOeqaYv5aEUiACPjm/L9w5dpHp2IxSpjfAONcVXpSF4Rd7+/ir/9uBWHKTv0+sWYnlo9QNyapYdiH3/8cQYNGkTjxo1JS0vjxRdfJCsrixEjRmCz2Rg7diyTJk0iNjaW2NhYJk2aRHBwMMOGDbMytlsyxjD5+995e3HZ5OyGtYL4200diG+uy9iIWEHjm+cyxrB4+yEmzNnIvox87H4+/PW6dtx8UbTV0UTOyNJit2/fPoYOHcqhQ4eoX78+l1xyCcuXL6dJkyYAjBs3jvz8fEaPHk1GRgbdu3dn7ty5WuPpJN5fttdZ6oZeHM2Ea9pQ0275ajYi1ZbGN8+0YvdhXv1xKyv2HAagcZ1gpt/ehbZRYRYnEzk7NmOMsTqEK2VlZREWFkZmZqbXHrLYtD+TIW8tpajUwdPXtObuS5tZHUmkylWHz/rJVNefu7Jt2HeEV+duY/G2sksrBvj5cMclTXjwiljCgjQ3Wax1Lp9z7dLxcDmFJTz40VqKSh1c2TqCu3rFWB1JRMRjbEvN5rW5W/kxIRUAPx8bt1wUzYOXxxIZFmhxOpFzp2Ln4Z79chO7D+XSICyQv93Y4YxLJYiICOw5lMu0+dv4cv0BjAEfGwzu3JCxV8TRuG6w1fFEzpuKnQf7ZsMBPl+zHx8bvHFrZ2rXCLA6koiIW8spLOHVH7fy3+V7KXWUzUQa2D6SR/vF0SJc8xvF86nYebAv1h4A4N7LmnNxjJYzERE5nfmbU3nmy00kZxYA0LdlfR7r35J2DXVihHgPFTsP9ntK2aWE+rSsb3ESERH3lZZVwPNfb+bbjckANKkbzEuD29MrVstBifdRsfNQWQXF7MvIB6BVpA4fiIgcz+EwfLwqiUnfbSG7oARfHxv3XNqMh6+IJSjA1+p4Ii6hYuehtqVkA9AgLJBawZpbJyJyrJ0Hcxj/+UZW7C5bj65DozAmD2mv9ejE66nYeagN+zIB7a0TETlWqcPwzpJdTJ23jaISB0H+vjzWP46R8U3x83Wrq2iKuISKnQcqKnHw7q+7AXTJMBGRo3YdzOHxT9azJvEIAJfF1eelwe2IrqPlS6T6ULHzQB+tSGRfRj71Q+zcfkkTq+OIiFjK4TDMWLqHKT/+TkGxg5p2P569tg03dWuktT2l2lGx8zC5hSX84+cdADykCcAiUs0lpufxxKfr+e3oXLpeLerxyo0daFgryOJkItZQsfMw7/26m0M5hTSpG8ytF0VbHUdExBLGGD78LZFJ320hr6iU4ABfxg9sze3dG2svnVRrKnYeZPehXP65aBcAj/aLw18TgUWkGtp5MIe/fL7RuZfu4pg6vHpjR10KTAQVO4+RW1jCff9dRU5hCRc1rc2gDlFWRxIRqVJFJQ7+uWgnb/68g6LSsjNeHx/Qkjvjm+Ljo710IqBi5xGMMYz7bAPbUnOoH2Ln/4Z10SAmItXKqj2HGf/5Rran5QDQO64+L+qMV5ETqNh5gH8v2c23G5Lx87Ex/bYuhIcGWh1JRKRKZBUU88r3v/Phb4kA1K0RwLOD2vCnjlGaSydyEip2bm7pzkNM/n4LAM8NakO3pnUsTiQiUjXmbU5lwpyNpGUXAnBzt0b8ZWBrXW1H5DRU7NyYMYYJczbhMHBDl0Zas05EqgVjDP9avIuXv/8dgJh6NXjp+nZakF3kLKjYubFlu9LZfSiXmnY/XriurQ47iIjXK3UY/vrNZmYs3QPAyPimPHV1KwL9tWanyNlQsXNjH61IAuC6TlHUsOv/KhHxbgXFpTz6v3V8tzEFgKevac3dlzazOJWIZ1FbcFPpOYX8uKlscBt6cWOL04iIuFZmfjH3vL+KFbsPE+Drw6s3d+RPHbWsk8i5UrFzU5+v2U9RqYP2DcNo1zDM6jgiIi6TnlPI0HeWsy01hxC7H/+6o6vm04mcJxU7N7V+3xEAGmuNJhHxctPmb2dbag7hIXZmjrqY1g1CrY4k4rF0TSo3dWfPGGw2+HZjMr/uOGR1HBERl0jLKuDjVWXziafd2kmlTuQCqdi5qa5NajP86PImf5mzkYLiUosTiYhUvneW7KKoxEHXJrXp0ayu1XFEPJ6KnRt7YkBLIkMD2Zuex7T5262OIyJSqQ7nFjmvKPHA5S20pJNIJVCxc2Mhgf7c1SsGKNuq3Xkwx+JEIiKVI7ewhL9+s5m8olLaNQylT1x9qyOJeAWdPOGG8otK+WbDAWatSGRt4hGgbNHOg9mFNK9f09pwIiIXwBjDNxuSeenbLaRkFQAw9oo47a0TqSQqdm5ka0o2s37by+dr95NdUAKAn4+N/m0juP2SJlyi+Sci4sG2p2bz3FcJLN2ZDpSd9f/coDZc0TrC4mQi3kPFzmIFxaV8syGZj1YksnpvhvP+6DpBDL24MTd2bUR4SKCFCUVELkxOYQl//2k77/6ymxKHwe7nw+g+LbivdzNdKkykkqnYWWRbajazfkvk8zX7yDpm71y/NhEMvbgxvVrUw8dHhyZExHMZY/h6QzIvfbuZ1KxCAK5sHcFzg9oQrTU6RVxCxa6KZRUU89yXCcxZu995X6PaZXvnburaiPBQ7Z0TEc9XUFzK2Nnr+CGh7NKITeoGM3FQW/q2Crc4mYh3U7GrQr/tSufR/61n/5F8fGzQr00Ew7o34VLtnRMRL5KZX8w9M1exYk/ZdV8fvLwF91ymw64iVUHFrgoUlTiYNn8b0xftxJiyCcOv39KJrk1qWx1NRKRSpWUVcMe7K/g9JZsQux/vjOimE79EqpCKnYvtSMvhkY/XsXF/JgA3d2vEs4PaUtOuX72IeJfdh3IZ/p/f2JeRT/0QOzPvvJg2UbpEmEhVUrtwEWMMH/yWyEvfbqag2EGtYH9eHtKeq9o1sDqaiEil27gvk5HvrSA9t4imdYP5713ddYKEiAVU7Fzk7z/t4PX52wC4NLYer97UkQidGCEiXijpcB7D/r2c7IIS2jcM4707L6JeTbvVsUSqJcsvKbZ//35uv/126tatS3BwMJ06dWL16tXOx40xTJw4kaioKIKCgujTpw8JCQkWJj6zn7akOkvdk1e1YuadF6vUiVRD3ji+Ha+41MGDH60lu6CETtG1+OjeS1TqRCxkabHLyMigZ8+e+Pv78/3337N582Zee+01atWq5XzOlClTmDp1Km+++SYrV64kMjKSfv36kZ2dbV3w09hzKJexH68D4I4eTbi/T3Od8SpSDXnj+HYyr83dxrqkI4QG+vHmsM6aPyxiMZsxxlj15k899RS//vorS5YsOenjxhiioqIYO3YsTz75JACFhYVERETwyiuvcN99953xPbKysggLCyMzM5PQUNdO4s0rKuH6/1vK1tRsujapzUf3XEKAn+U7RUWqhar8rJ+NqhjfwNqfe/G2g9zx7goA/nl7F80hFnGRc/mcW9o6vvrqK7p168ZNN91EeHg4nTt35p133nE+vnv3blJSUujfv7/zPrvdTu/evVm6dKkVkU/JGMNTn21ka2o29UPsvHVbF5U6kWrMm8a3kzmYXcij/1sPwO2XNFapE3ETljaPXbt2MX36dGJjY/nxxx/585//zEMPPcT7778PQEpK2YrlEREVLxAdERHhfOx4hYWFZGVlVbhVhSk/buWr9Qfw87Hx1m1dNKdOpJpzxfgG1o1xxzLGMO7T9RzKKaRVZAhPX9OmyjOIyMlZOhnC4XDQrVs3Jk2aBEDnzp1JSEhg+vTp3HHHHc7n2WwV56gZY064r9zkyZN5/vnnXRf6JN5auIPpC3cC8OLgdlzUtE6Vvr+IuB9XjG9gzRh3vNkrk1iw9SABfj78fWhnXVFCxI1YuseuQYMGtGlTcUuvdevWJCYmAhAZGQlwwtZrWlraCVu55caPH09mZqbzlpSU5ILkf/jvsj1M+WErABMGtubWixu79P1ExDO4YnyDqh/jjpeYnsdfv9kMwLgBLYmLCKnS9xeR07O02PXs2ZOtW7dWuG/btm00adIEgJiYGCIjI5k3b57z8aKiIhYtWkR8fPxJX9NutxMaGlrh5ipz1u7jmS/LliYovxaiiAi4ZnyDqh3jjlfqMDz2yTryikrpHlOHUT1jquy9ReTsWHoo9pFHHiE+Pp5JkyZx8803s2LFCt5++23efvttoOwQxdixY5k0aRKxsbHExsYyadIkgoODGTZsmJXRmbc5lcc/2QDAyPimPNovztI8IuJePHl8O5V/L9nFyj0Z1Ajw5dWbOmopJxE3ZGmxu+iii5gzZw7jx4/nhRdeICYmhmnTpnHbbbc5nzNu3Djy8/MZPXo0GRkZdO/enblz5xISYt3u/x1p2Tw8ey2lDsONXRvx7LVtTjsnRkSqH08d305lX0YeU+eVLbz+7KA2ulyYiJuydB27qlDZazzlFJZw3Zu/sPNgLj2a1eW/d12Mn6+WNRGxmrutY1dVqurnHvPhGr7dmEz3mDrMvvcSbcyKVCGPWcfO0xhjePKzDew8mEtEqJ2/D+2sUiciXm/ZznS+3ZiMjw0m/qmtSp2IG1MrOQfv/bqHbzckO9eqqx+i6yGKiHcrKXXw/NdlJ4kN696Y1g2qz95QEU+kYneW1icdYdJ3WwCYcE1rujbRWnUi4v1mr0zi95RswoL8eaxfS6vjiMgZqNidpX8t3kmJwzCwfSQj45taHUdExOWMMfx7yS4Axl4ZS+0aARYnEpEzUbE7C4dzi5i3ORWAB/rGan6JiFQLy3alsyc9j5p2P27uFm11HBE5Cyp2Z2HO2v0UlxraNwyjTZTml4hI9fDRirKrWlzXKYoadktXxxKRs6RidwbGGD5ZVTa43dytkcVpRESqRnpOIT9uKrvc2VBdKlHEY6jYncGm/Vn8npKN3c+HP3VqaHUcEZEqMWftfopKHXRsFEa7hmFWxxGRs6RidwbfbUoG4MrWEYQF+VucRkSkany9oWzsu1Fz60Q8iordGcxNKDsUMaBdpMVJRESqRnJmPuuTjmCzwYC2EVbHEZFzoGJ3GjsP5rDzYC7+vjb6tKxvdRwRkSoxN6FsFYCujWsTHhJocRoRORcqdqdRvsRJj+b1CA3UYVgRqR5+OHrSxFU6UiHicVTsTuP7o4Nb/zY6FCEi1cPh3CJW7DkMwIC2KnYinkbF7hR2pGWzPukIvj42+muOiYhUE/M2p1DqMLSNCiW6TrDVcUTkHKnYncKnq/cD0Ldlfc0xEZFqo/xIxdU6DCvikVTsTqKk1MHna/YBcGNXLUosItVDZn4xv+44BGh+nYinUrE7iSXbD5GWXUjtYH8ub6XDsCJSPfz8eyrFpYYW4TVpER5idRwROQ8qdifx/dFFia/r1JAAP/2KRKR6mL8lDdBhWBFPptZyErsO5gLQrWlti5OIiFSdtXszAIhvXs/iJCJyvlTsTmJPeh4ATevWsDiJiEjVSMks4EBmAT426NBI14YV8VQqdsfJKSzhUE4hAI3r6lR/Eake1iaW7a1rFRlKDbufxWlE5Hyp2B0n8ejeujo1AnS1CRGpNtYmHQGgc+NaluYQkQujYnec5Mx8ABrWCrI4iYhI1dmw7wgAHaNrWZpDRC6Mit1xSh0GAH9fm8VJRESqzo60HABaRWqZExFPpmJ3nKO9Dh+bip2IVA8ZuUUcyikCoHn9mhanEZELoWJ3HGPKmp16nYhUFzsOlu2ta1grSCdOiHg4FbvjlO+xs6nZiUg1UX4Ytnm49taJeDoVu+MUlzoAzbETkepjW2o2ALEqdiIeT8XuONkFxQCE2LXUiYhUD9tTy/bYtYzQiRMink7F7jhZBSUAhAZpnomIVA9bj+6xi9MZsSIeT8XuOFnle+y0OLGIVAOHc4s4mF12tR0dihXxfCp2x8k+uscuJFB77ETE+5XPr4uuozNiRbyBip2ISDWWeLjsMoox9bS3TsQbqNgdJyyo7BBsZn6xxUlERFwvNbMAgAahgRYnEZHKoGJ3HBU7EalOkrPKil1EmIqdiDdQsTuOs9jlqdiJiPcr32MXqT12Il5Bxe44oUfPhi0/O1ZExJsllxe7MLvFSUSkMlha7Jo2bYrNZjvhNmbMGKDsuq0TJ04kKiqKoKAg+vTpQ0JCgkszlR69Vqyvj648ISLnzx3Ht+MZY9ibngtA4zrBVfreIuIalha7lStXkpyc7LzNmzcPgJtuugmAKVOmMHXqVN58801WrlxJZGQk/fr1Izs722WZcgvLljupqStPiMgFcMfx7XipWYXkFpXi62OjcZ0aVfa+IuI6lha7+vXrExkZ6bx98803NG/enN69e2OMYdq0aUyYMIEhQ4bQrl07Zs6cSV5eHrNmzXJZppyC8mLn67L3EBHv547j2/F2HSy7lFh07SAC/DQzR8QbuM0nuaioiA8++IBRo0Zhs9nYvXs3KSkp9O/f3/kcu91O7969Wbp0qcty5JTvsdMCxSJSSdxlfDvezkNlh2Gb1dcadiLewm3ayxdffMGRI0cYOXIkACkpKQBERERUeF5ERAR79+495esUFhZSWFjo/DorK+uccuQVlRW7GgFu86sREQ9XWeMbXPgYd6w9R4tdTD0dhhXxFm6zx+4///kPV199NVFRURXut9kqnsRgjDnhvmNNnjyZsLAw5y06OvqccvgcPWmi1GHO6ftERE6lssY3uPAx7lgpR8+IbVgr6LxfQ0Tci1sUu7179zJ//nzuvvtu532RkZHAH1u25dLS0k7Yyj3W+PHjyczMdN6SkpLOKYvdt+xXUlTqOKfvExE5mcoc3+DCx7hjpZYvTqw17ES8hlsUu/fee4/w8HCuueYa530xMTFERkY6zySDsnkqixYtIj4+/pSvZbfbCQ0NrXA7F/7lxa5ExU5ELlxljm9w4WPcsVKzy4ud1rAT8RaWTyRzOBy89957jBgxAj+/P+LYbDbGjh3LpEmTiI2NJTY2lkmTJhEcHMywYcNclqf8zDAVOxG5UO42vh3LGENqVtlcPe2xE/Eelhe7+fPnk5iYyKhRo054bNy4ceTn5zN69GgyMjLo3r07c+fOJSQkxGV5yhcmLl+oWETkfLnb+Hasw7lFzg3Y+iHaYyfiLSwvdv3798ecokTZbDYmTpzIxIkTqyxP1tF17EK03ImIXCB3G9+OtevoGbENawUR6K91O0W8hVvMsXMnWfll14gNC9KVJ0TEe5UvTtysvpY6EfEmKnbHyVSxE5FqYNfBsj12zbU4sYhXUbE7joqdiFQHO7XHTsQrqdgdp/jo+nW+PvrViIj32peRD0DjOsEWJxGRyqT2cpz6NcvODkvPKTzDM0VEPNfBbC11IuKNVOyOU+/oaf/lg56IiLcpLnVwOK8I0FInIt5Gxe445XvsDmqPnYh4qcO5RRhTtm5n7eAAq+OISCVSsTtO+dZrWpaKnYh4p/IjEnVrBDgXZRcR76Bid5xawWVnw2YVFFucRETENcqPSNSrqcOwIt5Gxe44NexlV5zIKyq1OImIiGuU77HT/DoR76Nid5ygo5fWyS0ssTiJiIhrqNiJeC8Vu+OU77HL1x47EfFSKnYi3kvF7jg1Ao7usSsqOeXFu0VEPNkhzbET8VoqdscJPrrHzmGgsMRhcRoRkcqXklkAQKQWJxbxOip2xymfYweaZyci3in5aLFrUEvFTsTbqNgdx9fH5ix3OjNWRLxNqcOQmnW02IWp2Il4GxW7k6hh/2OenYiIN0nPKaTEYfCx/XGlHRHxHip2JxHgW/Zr0ZmxIuJtkjLyAQgPCcTPV38CRLyNPtXHKSwpJeXoYYqoWkEWpxERqVybD2QC0KpBiMVJRMQVVOyOszc9D4eBmnY/wrXGk4h4mQ37yopdh4ZhFicREVdQsTvOjrQcAJqH18Rm08WxRcS7bNxfVuzaN6plbRARcQkVu+OUF7sW9WtanEREpHLlF5WyLTUbgA6NtMdOxBup2B1n69FBr0W4ip2IeJfNyZk4TNmlxCK0OLGIV1KxO86GfUcAbc2KiPfZtD8L0Pw6EW+mYneM9JxCkg6XLQXQXsVORLzMpqPz69qq2Il4LRW7Y5SfLda8fg1CA/0tTiMiUrk2HSjbY9cuKtTiJCLiKip2x1iXdASAjjpbTES8TEFxKduPziFupz12Il5Lxe4Y64/Or+sYXcvSHCIilW1bajYlDkOdGgG6RqyIF/OzOoA7eXlIB9YlHaFdQx2mEBHv0jIyhDmj4zmUU6Q1OkW8mIrdMSLDArkqLNLqGCIilc7u50vnxrWtjiEiLqZDsSIiIiJeQsVORERExEuo2ImIiIh4CRU7ERERES+hYiciIiLiJVTsRERERLyEip2IiIiIl7C02JWUlPD0008TExNDUFAQzZo144UXXsDhcDifY4xh4sSJREVFERQURJ8+fUhISLAwtYjImWl8ExErWFrsXnnlFf75z3/y5ptvsmXLFqZMmcLf/vY3/vGPfzifM2XKFKZOncqbb77JypUriYyMpF+/fmRnZ1uYXETk9DS+iYgVLC12y5Yt47rrruOaa66hadOm3HjjjfTv359Vq1YBZVuz06ZNY8KECQwZMoR27doxc+ZM8vLymDVrlpXRRUROS+ObiFjB0mLXq1cvfvrpJ7Zt2wbA+vXr+eWXXxg4cCAAu3fvJiUlhf79+zu/x26307t3b5YuXWpJZhGRs6HxTUSsYOm1Yp988kkyMzNp1aoVvr6+lJaW8tJLLzF06FAAUlJSAIiIiKjwfREREezdu/ekr1lYWEhhYaHz66ysLBelFxE5NVeMb6AxTkROz9I9dh9//DEffPABs2bNYs2aNcycOZNXX32VmTNnVniezWar8LUx5oT7yk2ePJmwsDDnLTo62mX5RUROxRXjG2iME5HTs7TYPfHEEzz11FPceuuttG/fnuHDh/PII48wefJkACIjI4E/tmzLpaWlnbCVW278+PFkZmY6b0lJSa79IURETsIV4xtojBOR07O02OXl5eHjUzGCr6+vczmAmJgYIiMjmTdvnvPxoqIiFi1aRHx8/Elf0263ExoaWuEmIlLVXDG+gcY4ETk9S+fYDRo0iJdeeonGjRvTtm1b1q5dy9SpUxk1ahRQdohi7NixTJo0idjYWGJjY5k0aRLBwcEMGzbsrN7DGANoHoqIt3O3z3hVjG+gMU6kOij/fJd/3k/LWCgrK8s8/PDDpnHjxiYwMNA0a9bMTJgwwRQWFjqf43A4zHPPPWciIyON3W43l112mdm4ceNZv0dSUpIBdNNNt2pyy8zMdMVwdc6qYnwzRmOcbrpVp1tSUtIZxwSbMWdT/zyXw+HgwIEDhISEnHZCcmXKysoiOjqapKQkjzlM4mmZPS0veF5mT8tbPpSFhoZW2WfdHVgxxh3P0/6tuCv9HiuHN/4ejTFkZ2cTFRV1whSP41l6KLYq+Pj40KhRI0ve2xPnv3haZk/LC56X2dPyVjdWjnHH07+VyqHfY+Xwtt9jWFjYWT3P0pMnRERERKTyqNiJiIiIeAkVOxew2+0899xz2O12q6OcNU/L7Gl5wfMye1pesY7+rVQO/R4rR3X/PXr9yRMiIiIi1YX22ImIiIh4CRU7ERERES+hYiciIiLiJVTszmD69Ol06NDBuR5Ojx49+P77752Pjxw5EpvNVuF2ySWXnPF1P/vsM9q0aYPdbqdNmzbMmTPHbfO+8847XHrppdSuXZvatWtz5ZVXsmLFikrJ66rMx5o9ezY2m43Bgwe7dd4jR44wZswYGjRoQGBgIK1bt+a7775z68zTpk2jZcuWBAUFER0dzSOPPEJBQUGlZBb3N3HixBP+3URGRlody+0tXryYQYMGERUVhc1m44svvqjwuDGGiRMnEhUVRVBQEH369CEhIcGasG7sTL/HC/3b4am8foHiC9WoUSNefvllWrRoAcDMmTO57rrrWLt2LW3btgXgqquu4r333nN+T0BAwGlfc9myZdxyyy389a9/5frrr2fOnDncfPPN/PLLL3Tv3t3t8i5cuJChQ4cSHx9PYGAgU6ZMoX///iQkJNCwYcMLyuuqzOX27t3L448/zqWXXnrBOV2Zt6ioiH79+hEeHs6nn35Ko0aNSEpKIiQkxG0zf/jhhzz11FO8++67xMfHs23bNkaOHAnA66+/Xim5xf21bduW+fPnO7/29fW1MI1nyM3NpWPHjtx5553ccMMNJzw+ZcoUpk6dyowZM4iLi+PFF1+kX79+bN26tdLGBG9wpt8jnP/fDo92ThclFGOMMbVr1zb//ve/jTHGjBgxwlx33XXn9P0333yzueqqqyrcN2DAAHPrrbdWVsQKLjTv8UpKSkxISIiZOXNmJaQ7ucrIXFJSYnr27Gn+/e9/V8rPfToXmnf69OmmWbNmpqioyAXpTu5CM48ZM8ZcfvnlFe579NFHTa9evSorori55557znTs2NHqGB4NMHPmzHF+7XA4TGRkpHn55Zed9xUUFJiwsDDzz3/+04KEnuH436MxlfP3zhPpUOw5KC0tZfbs2eTm5tKjRw/n/QsXLiQ8PJy4uDjuuece0tLSTvs6y5Yto3///hXuGzBgAEuXLnXLvMfLy8ujuLiYOnXqVGpeqNzML7zwAvXr1+euu+6q9JyVnferr76iR48ejBkzhoiICNq1a8ekSZMoLS1128y9evVi9erVzsPyu3bt4rvvvuOaa66p9MzivrZv305UVBQxMTHceuut7Nq1y+pIHm337t2kpKRU+Btht9vp3bt3pf+NqA4u9O+dR7K6WXqCDRs2mBo1ahhfX18TFhZmvv32W+djs2fPNt98843ZuHGj+eqrr0zHjh1N27ZtTUFBwSlfz9/f33z44YcV7vvwww9NQECAW+Y93ujRo03z5s1Nfn5+peR1ReZffvnFNGzY0Bw8eNAYU/lbbpWdt2XLlsZut5tRo0aZVatWmY8++sjUqVPHPP/8826b2Rhj/v73vxt/f3/j5+dnAHP//fdXWl5xf99995359NNPzYYNG8y8efNM7969TUREhDl06JDV0TwGx+1p+vXXXw1g9u/fX+F599xzj+nfv38Vp/Mcx/8ejamcv3eeSMXuLBQWFprt27eblStXmqeeesrUq1fPJCQknPS5Bw4cMP7+/uazzz475ev5+/ubWbNmVbjvgw8+MHa73S3zHuuVV14xtWvXNuvXr6+UrOUqM3NWVpZp2rSp+e6775z3VXaxq+zfcWxsrImOjjYlJSXO+1577TUTGRnptpkXLFhgIiIizDvvvGM2bNhgPv/8cxMdHW1eeOGFSsssniUnJ8dERESY1157zeooHuNUxe7AgQMVnnf33XebAQMGVHE6z3GyYne8c/1756l08sRZCAgIcE4679atGytXruSNN97gX//61wnPbdCgAU2aNGH79u2nfL3IyEhSUlIq3JeWlkZERIRb5i336quvMmnSJObPn0+HDh0qJasrMu/cuZM9e/YwaNAg530OhwMAPz8/tm7dSvPmzd0mb/lz/P39K0w8b926NSkpKRQVFVXKhN/KzvzMM88wfPhw7r77bgDat29Pbm4u9957LxMmTMDHRzM9qpsaNWrQvn37sxpP5OTKzypOSUmhQYMGzvsr829EdXUuf+88mUbe82CMobCw8KSPpaenk5SUVOEDebwePXowb968CvfNnTuX+Pj4Ss1Z7kLzAvztb3/jr3/9Kz/88APdunVzRcwKLiRzq1at2LhxI+vWrXPe/vSnP9G3b1/WrVtHdHS0W+UF6NmzJzt27HAWUIBt27bRoEEDl53FdaGZ8/LyTihvvr6+mLIjAZWaVTxDYWEhW7ZsOeN4IqcWExNDZGRkhb8RRUVFLFq0yGV/I6qLs/175/Es3FvoEcaPH28WL15sdu/ebTZs2GD+8pe/GB8fHzN37lyTnZ1tHnvsMbN06VKze/dus2DBAtOjRw/TsGFDk5WV5XyN4cOHm6eeesr59a+//mp8fX3Nyy+/bLZs2WJefvll4+fnZ5YvX+6WeV955RUTEBBgPv30U5OcnOy8ZWdnX3BeV2U+XmUeinVF3sTERFOzZk3zwAMPmK1bt5pvvvnGhIeHmxdffNFtMz/33HMmJCTEfPTRR2bXrl1m7ty5pnnz5ubmm2+ulMzi/h577DGzcOFCs2vXLrN8+XJz7bXXmpCQELNnzx6ro7m17Oxss3btWrN27VoDmKlTp5q1a9eavXv3GmOMefnll01YWJj5/PPPzcaNG83QoUNNgwYNKnwe5fS/x7Md17yRit0ZjBo1yjRp0sQEBASY+vXrmyuuuMLMnTvXGGNMXl6e6d+/v6lfv77x9/c3jRs3NiNGjDCJiYkVXqN3795mxIgRFe775JNPTMuWLY2/v79p1apVpR3zd0XeJk2aGOCE23PPPee2mY9XmcXOVXmXLl1qunfvbux2u2nWrJl56aWXKsy5c7fMxcXFZuLEiaZ58+YmMDDQREdHm9GjR5uMjIxKySzu75ZbbjENGjQw/v7+JioqygwZMuSU8zblDwsWLDjpmFr++XI4HOa5554zkZGRxm63m8suu8xs3LjR2tBu6HS/x7Md17yRzRgdMxERERHxBppjJyIiIuIlVOxEREREvISKnYiIiIiXULETERER8RIqdiIiIiJeQsVORERExEuo2ImIiIh4CRU7ERERES+hYiceyWaz8cUXXwCwZ88ebDYb69atO+vvnzhxIp06dXJJNhEREauo2InHi46OJjk5mXbt2p319zz++OP89NNPzq9HjhzJ4MGDXZBORDxFnz59GDt2rNUxXE4btt7Nz+oAIhfK19eXyMjIc/qemjVrUrNmTRclEhGpekVFRQQEBFTZ+xljKC0txc9PVcKdaI+dWObTTz+lffv2BAUFUbduXa688kpyc3NZuXIl/fr1o169eoSFhdG7d2/WrFlzytc5/lDswoULsdls/PTTT3Tr1o3g4GDi4+PZunWr83uO3WKdOHEiM2fO5Msvv8Rms2Gz2Vi4cCGXX345DzzwQIX3Sk9Px2638/PPP1f670NErDNy5EgWLVrEG2+84RwH9uzZw+bNmxk4cCA1a9YkIiKC4cOHc+jQIef39enThwcffJCxY8dSu3ZtIiIiePvtt8nNzeXOO+8kJCSE5s2b8/333zu/p3yM+vbbb+nYsSOBgYF0796djRs3Vsi0dOlSLrvsMoKCgoiOjuahhx4iNzfX+XjTpk158cUXGTlyJGFhYdxzzz0APPnkk8TFxREcHEyzZs145plnKC4uBmDGjBk8//zzrF+/3vlzzpgx46RTWo4cOeIcD4/N/eOPP9KtWzfsdjtLlizBGMOUKVNo1qwZQUFBdOzYkU8//bSy/y+Ss6RiJ5ZITk5m6NChjBo1ii1btrBw4UKGDBmCMYbs7GxGjBjBkiVLWL58ObGxsQwcOJDs7Oxzeo8JEybw2muvsWrVKvz8/Bg1atRJn/f4449z8803c9VVV5GcnExycjLx8fHcfffdzJo1i8LCQudzP/zwQ6Kioujbt+8F/fwi4l7eeOMNevTowT333OMcB/z9/enduzedOnVi1apV/PDDD6SmpnLzzTdX+N6ZM2dSr149VqxYwYMPPsj999/PTTfdRHx8PGvWrGHAgAEMHz6cvLy8Ct/3xBNP8Oqrr7Jy5UrCw8P505/+5CxgGzduZMCAAQwZMoQNGzbw8ccf88svv5ywsfm3v/2Ndu3asXr1ap555hkAQkJCmDFjBps3b+aNN97gnXfe4fXXXwfglltu4bHHHqNt27bOn/OWW245p9/VuHHjmDx5Mlu2bKFDhw48/fTTvPfee0yfPp2EhAQeeeQRbr/9dhYtWnROryuVxIhYYPXq1QYwe/bsOeNzS0pKTEhIiPn666+d9wFmzpw5xhhjdu/ebQCzdu1aY4wxCxYsMICZP3++8/nffvutAUx+fr4xxpjnnnvOdOzY0fn4iBEjzHXXXVfhfQsKCkydOnXMxx9/7LyvU6dOZuLEief404qIJ+jdu7d5+OGHnV8/88wzpn///hWek5SUZACzdetW5/f06tXL+XhJSYmpUaOGGT58uPO+5ORkA5hly5YZY/4Yo2bPnu18Tnp6ugkKCnKON8OHDzf33ntvhfdesmSJ8fHxcY5jTZo0MYMHDz7jzzVlyhTTtWtX59fHj3/GnDiOGmNMRkaGAcyCBQsq5P7iiy+cz8nJyTGBgYFm6dKlFV7vrrvuMkOHDj1jNql8OjAulujYsSNXXHEF7du3Z8CAAfTv358bb7yR2rVrk5aWxrPPPsvPP/9MamoqpaWl5OXlkZiYeE7v0aFDB+d/N2jQAIC0tDQaN258Vt9vt9u5/fbbeffdd7n55ptZt24d69evd56NKyLebfXq1SxYsOCk83F37txJXFwcUHGs8fX1pW7durRv3955X0REBFA2/hyrR48ezv+uU6cOLVu2ZMuWLc733rFjBx9++KHzOcYYHA4Hu3fvpnXr1gB069bthGyffvop06ZNY8eOHeTk5FBSUkJoaOg5//yncux7bt68mYKCAvr161fhOUVFRXTu3LnS3lPOnoqdWMLX15d58+axdOlS5s6dyz/+8Q8mTJjAb7/9xpgxYzh48CDTpk2jSZMm2O12evToQVFR0Tm9h7+/v/O/bTYbAA6H45xe4+6776ZTp07s27ePd999lyuuuIImTZqc02uIiGdyOBwMGjSIV1555YTHyjcWoeJYA2XjzfmOP8c+97777uOhhx464TnHbpzWqFGjwmPLly/n1ltv5fnnn2fAgAGEhYUxe/ZsXnvttdO+r49P2cwsY4zzvvLDwsc79j3Lf6Zvv/2Whg0bVnie3W4/7XuKa6jYiWVsNhs9e/akZ8+ePPvsszRp0oQ5c+awZMkS3nrrLQYOHAhAUlJShcnKrhAQEEBpaekJ97dv355u3brxzjvvMGvWLP7xj3+4NIeIWOf4caBLly589tlnNG3a1CVnfi5fvtxZ0jIyMti2bRutWrVyvndCQgItWrQ4p9f89ddfadKkCRMmTHDet3fv3grPOdl4V79+faBs/nP5nrazWRu0TZs22O12EhMT6d279zllFddQsRNL/Pbbb/z000/079+f8PBwfvvtNw4ePEjr1q1p0aIF//3vf+nWrRtZWVk88cQTBAUFuTRP06ZN+fHHH9m6dSt169YlLCzMucV9991388ADDxAcHMz111/v0hwiYp2mTZvy22+/sWfPHmrWrMmYMWN45513GDp0KE888QT16tVjx44dzJ49m3feeQdfX98Ler8XXniBunXrEhERwYQJE6hXr55zPc0nn3ySSy65hDFjxnDPPfdQo0YNtmzZwrx58067gdmiRQsSExOZPXs2F110Ed9++y1z5sw54efcvXs369ato1GjRoSEhBAUFMQll1zCyy+/TNOmTTl06BBPP/30GX+GkJAQHn/8cR555BEcDge9evUiKyuLpUuXUrNmTUaMGHFBvyM5dzorViwRGhrK4sWLGThwIHFxcTz99NO89tprXH311bz77rtkZGTQuXNnhg8fzkMPPUR4eLhL89xzzz20bNmSbt26Ub9+fX799VfnY0OHDsXPz49hw4YRGBjo0hwiYp3HH38cX19f2rRpQ/369SkqKuLXX3+ltLSUAQMG0K5dOx5++GHCwsKchy4vxMsvv8zDDz9M165dSU5O5quvvnKuQ9ehQwcWLVrE9u3bufTSS+ncuTPPPPNMhUPAJ3PdddfxyCOP8MADD9CpUyeWLl3qPFu23A033MBVV11F3759qV+/Ph999BEA7777LsXFxXTr1o2HH36YF1988ax+jr/+9a88++yzTJ48mdatWzNgwAC+/vprYmJizuO3IhfKZo49oC4iJ0hKSqJp06asXLmSLl26WB1HRDzcwoUL6du3LxkZGdSqVcvqOOJldChW5BSKi4tJTk7mqaee4pJLLlGpExERt6dDsSKnUD4JefXq1fzzn/+0Oo6IiMgZ6VCsiIiIiJfQHjsRERERL6FiJyIiIuIlVOxEREREvISKnYiIiIiXULETERER8RIqdiIiIiJeQsVORERExEuo2ImIiIh4CRU7ERERES/x/0Cwrj+0TijPAAAAAElFTkSuQmCC\n", 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    " ] diff --git a/notebooks/case-argo-sea-floats.md b/notebooks/case-argo-sea-floats.md index 437f66c..33cd65a 100644 --- a/notebooks/case-argo-sea-floats.md +++ b/notebooks/case-argo-sea-floats.md @@ -293,13 +293,14 @@ Plot a salinity profile, i.e. how the salinity evolves with the depth/level, for - The salinity data of 2012-10-31 with the salinity in the x-axis and the level in the y-axis. - The salinity data of 2012-10-31 with the level in the y-axis, but using a rolling median value for the level coordinate using 10 levels (with `center=True` to make the two plots comparable) to smooth the data. -Feel free to adjust the settings of both lines (color, width,... +Feel free to adjust the settings of both lines (color, width,...)
    Hints * Use `fig, ax = plt.subplots()` to prepare a Figure/axes fo both lines. * The `rolling` method need to be applied to the `level` coordinate. * You can pass configuration options such as `linewidth`, `color`,... to the line plot method. +* By adding `label` to the plots and remove the addition of a legend for each of the plots (`add_legend=False`), calling the `ax.legend()` method at the end will collect these labels into a single legend.
    @@ -311,8 +312,9 @@ Feel free to adjust the settings of both lines (color, width,... salinity_20121031 = argo["salinity"].sel(date='2012-10-31') fig, ax = plt.subplots(figsize=(6, 6)) -salinity_20121031.plot.line(y="level", yincrease=False, color="grey"); -salinity_20121031.rolling(level=10, center=True).median().plot.line(y="level", yincrease=False, linewidth=3, color="orange"); +salinity_20121031.plot.line(y="level", yincrease=False, color="grey", add_legend=False, label="raw"); +salinity_20121031.rolling(level=10, center=True).median().plot.line(y="level", yincrease=False, linewidth=3, color="orange", add_legend=False, label="smooth"); +ax.legend() ```
    From d7569f0953324316fb863372ea49639588fb4c46 Mon Sep 17 00:00:00 2001 From: stijnvanhoey Date: Sun, 20 Nov 2022 21:21:42 +0100 Subject: [PATCH 04/10] Remove punctuation --- notebooks/case-curieuzeneuzen-air-quality.ipynb | 2 +- notebooks/case-curieuzeneuzen-air-quality.md | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/notebooks/case-curieuzeneuzen-air-quality.ipynb b/notebooks/case-curieuzeneuzen-air-quality.ipynb index 929028e..503fa12 100644 --- a/notebooks/case-curieuzeneuzen-air-quality.ipynb +++ b/notebooks/case-curieuzeneuzen-air-quality.ipynb @@ -454,7 +454,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "A more expanded histogram (not asked in the exercise, but uncomment to check the code!)" + "A more expanded histogram (not asked in the exercise, but uncomment to check the code)" ] }, { diff --git a/notebooks/case-curieuzeneuzen-air-quality.md b/notebooks/case-curieuzeneuzen-air-quality.md index 81fd775..93b9026 100644 --- a/notebooks/case-curieuzeneuzen-air-quality.md +++ b/notebooks/case-curieuzeneuzen-air-quality.md @@ -136,7 +136,7 @@ A histogram: df['no2'].plot.hist() ``` -A more expanded histogram (not asked in the exercise, but uncomment to check the code!) +A more expanded histogram (not asked in the exercise, but uncomment to check the code) ```{code-cell} ipython3 :tags: [nbtutor-solution] From 9e145f7069ec73f3efe2aec65b31c61aebae372e Mon Sep 17 00:00:00 2001 From: stijnvanhoey Date: Sun, 20 Nov 2022 21:23:32 +0100 Subject: [PATCH 05/10] Add hint on mask to keep int8 dtype --- notebooks/case-curieuzeneuzen-air-quality.ipynb | 1 + notebooks/case-curieuzeneuzen-air-quality.md | 1 + 2 files changed, 2 insertions(+) diff --git a/notebooks/case-curieuzeneuzen-air-quality.ipynb b/notebooks/case-curieuzeneuzen-air-quality.ipynb index 503fa12..5843213 100644 --- a/notebooks/case-curieuzeneuzen-air-quality.ipynb +++ b/notebooks/case-curieuzeneuzen-air-quality.ipynb @@ -2130,6 +2130,7 @@ "
    Hints\n", "\n", "* The tif file represents a single layer (with one band), so you can use `xarray.open_dataarray()` to read it into an xarray.DataArray.\n", + "* With `mask_and_scale=False)` the `int8` data type will be kept wehn reading in the data.\n", "\n", "
    \n", "\n", diff --git a/notebooks/case-curieuzeneuzen-air-quality.md b/notebooks/case-curieuzeneuzen-air-quality.md index 93b9026..15c2e1e 100644 --- a/notebooks/case-curieuzeneuzen-air-quality.md +++ b/notebooks/case-curieuzeneuzen-air-quality.md @@ -531,6 +531,7 @@ The air quality is indirectly linked to land use, as the presence of pollution s
    Hints * The tif file represents a single layer (with one band), so you can use `xarray.open_dataarray()` to read it into an xarray.DataArray. +* With `mask_and_scale=False)` the `int8` data type will be kept wehn reading in the data.
    From 29ae06066651e3f5d92d7b51d87aefb33c2c5d22 Mon Sep 17 00:00:00 2001 From: stijnvanhoey Date: Sun, 20 Nov 2022 21:25:28 +0100 Subject: [PATCH 06/10] Add info on failing WMS --- notebooks/visualization-03-cartopy.ipynb | 5 ++++- notebooks/visualization-03-cartopy.md | 3 ++- 2 files changed, 6 insertions(+), 2 deletions(-) diff --git a/notebooks/visualization-03-cartopy.ipynb b/notebooks/visualization-03-cartopy.ipynb index 41023b8..ec7fe83 100644 --- a/notebooks/visualization-03-cartopy.ipynb +++ b/notebooks/visualization-03-cartopy.ipynb @@ -7056,7 +7056,7 @@ "- orthoimage_coverage_2016: Orthoimage coverage - 2016\n", "- orthoimage_coverage_2018: Orthoimage coverage - 2018\n", "\n", - "Let's use the `orthoimage_coverage` incombination with our city of Ghent contours data set:" + "Let's use the `orthoimage_coverage` in combination with our city of Ghent contours data set (__Note__ the WMS service might sometimes return server errors so retry if required):" ] }, { @@ -7169,6 +7169,9 @@ } ], "metadata": { + "jupytext": { + "cell_metadata_filter": "-run_control,-deletable,-editable,-jupyter,-slideshow" + }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", diff --git a/notebooks/visualization-03-cartopy.md b/notebooks/visualization-03-cartopy.md index 4366ae7..b05938b 100644 --- a/notebooks/visualization-03-cartopy.md +++ b/notebooks/visualization-03-cartopy.md @@ -1,5 +1,6 @@ --- jupytext: + cell_metadata_filter: -run_control,-deletable,-editable,-jupyter,-slideshow text_representation: extension: .md format_name: myst @@ -423,7 +424,7 @@ With the following layers available (see website Stuyts or GetCapabilities overv - orthoimage_coverage_2016: Orthoimage coverage - 2016 - orthoimage_coverage_2018: Orthoimage coverage - 2018 -Let's use the `orthoimage_coverage` incombination with our city of Ghent contours data set: +Let's use the `orthoimage_coverage` in combination with our city of Ghent contours data set (__Note__ the WMS service might sometimes return server errors so retry if required): ```{code-cell} ipython3 base_uri = 'https://wms.ngi.be/inspire/ortho/service' From 138cb6b0dafb0f34e66be48ff9791998a0a73aad Mon Sep 17 00:00:00 2001 From: stijnvanhoey Date: Sun, 20 Nov 2022 22:17:34 +0100 Subject: [PATCH 07/10] Update hvplot/geoviews section with better example --- notebooks/visualization-04-interactive.ipynb | 949 ++++++++++--------- notebooks/visualization-04-interactive.md | 53 +- 2 files changed, 551 insertions(+), 451 deletions(-) diff --git a/notebooks/visualization-04-interactive.ipynb b/notebooks/visualization-04-interactive.ipynb index 66cdf3e..c038347 100644 --- a/notebooks/visualization-04-interactive.ipynb +++ b/notebooks/visualization-04-interactive.ipynb @@ -98,7 +98,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "ae57c5040cc54ab8abede65dd0dc2dfb", + "model_id": "5be5650001254c5994ab07c9777ad314", "version_major": 2, "version_minor": 0 }, @@ -127,7 +127,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "cf5320f1b2284c31ba303079be9ccd65", + "model_id": "056eb78d2b8c42e790bf199da494149f", "version_major": 2, "version_minor": 0 }, @@ -207,7 +207,7 @@ " <meta name="viewport" content="width=device-width,\n", " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", " <style>\n", - " #map_e9edbc5bde89e1e045b0fd09f1bf5394 {\n", + " #map_d1e2f7d32ae7e41c1ac6b88d616a12f0 {\n", " position: relative;\n", " width: 100.0%;\n", " height: 100.0%;\n", @@ -219,13 +219,13 @@ "</head>\n", "<body> \n", " \n", - " <div class="folium-map" id="map_e9edbc5bde89e1e045b0fd09f1bf5394" ></div>\n", + " <div class="folium-map" id="map_d1e2f7d32ae7e41c1ac6b88d616a12f0" ></div>\n", " \n", "</body>\n", "<script> \n", " \n", - " var map_e9edbc5bde89e1e045b0fd09f1bf5394 = L.map(\n", - " "map_e9edbc5bde89e1e045b0fd09f1bf5394",\n", + " var map_d1e2f7d32ae7e41c1ac6b88d616a12f0 = L.map(\n", + " "map_d1e2f7d32ae7e41c1ac6b88d616a12f0",\n", " {\n", " center: [48.8566, 2.3429],\n", " crs: L.CRS.EPSG3857,\n", @@ -239,53 +239,53 @@ "\n", " \n", " \n", - " var tile_layer_c5a60288f16fc5e75df5daa8def28bbf = L.tileLayer(\n", + " var tile_layer_6986154595751887103c79447dfa6cc7 = L.tileLayer(\n", " "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",\n", " {"attribution": "Data by \\u0026copy; \\u003ca href=\\"http://openstreetmap.org\\"\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\"http://www.openstreetmap.org/copyright\\"\\u003eODbL\\u003c/a\\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n", - " ).addTo(map_e9edbc5bde89e1e045b0fd09f1bf5394);\n", + " ).addTo(map_d1e2f7d32ae7e41c1ac6b88d616a12f0);\n", " \n", " \n", "\n", - " function geo_json_24d56c9d74996b23e6f19bfa8c7dfc10_onEachFeature(feature, layer) {\n", + " function geo_json_090218955dc0b417b29b2f26a8b40be9_onEachFeature(feature, layer) {\n", " layer.on({\n", " });\n", " };\n", - " var geo_json_24d56c9d74996b23e6f19bfa8c7dfc10 = L.geoJson(null, {\n", - " onEachFeature: geo_json_24d56c9d74996b23e6f19bfa8c7dfc10_onEachFeature,\n", + " var geo_json_090218955dc0b417b29b2f26a8b40be9 = L.geoJson(null, {\n", + " onEachFeature: geo_json_090218955dc0b417b29b2f26a8b40be9_onEachFeature,\n", " \n", " });\n", "\n", - " function geo_json_24d56c9d74996b23e6f19bfa8c7dfc10_add (data) {\n", - " geo_json_24d56c9d74996b23e6f19bfa8c7dfc10\n", + " function geo_json_090218955dc0b417b29b2f26a8b40be9_add (data) {\n", + " geo_json_090218955dc0b417b29b2f26a8b40be9\n", " .addData(data)\n", - " .addTo(map_e9edbc5bde89e1e045b0fd09f1bf5394);\n", + " .addTo(map_d1e2f7d32ae7e41c1ac6b88d616a12f0);\n", " }\n", - " geo_json_24d56c9d74996b23e6f19bfa8c7dfc10_add({"bbox": [-179.99999999999997, -55.61182999999995, 180.00000000000003, 83.64513000000001], "features": [{"bbox": [60.52842980331158, 29.31857249604431, 75.15802778514092, 38.486281643216415], "geometry": {"coordinates": 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geo_json_fb9b97e62a1a033d4e6f9c471b532469_add (data) {\n", - " geo_json_fb9b97e62a1a033d4e6f9c471b532469\n", + " function geo_json_511e35eb069a53758ca7e67a2f00969a_add (data) {\n", + " geo_json_511e35eb069a53758ca7e67a2f00969a\n", " .addData(data)\n", - " .addTo(map_e9edbc5bde89e1e045b0fd09f1bf5394);\n", + " .addTo(map_d1e2f7d32ae7e41c1ac6b88d616a12f0);\n", " }\n", - " geo_json_fb9b97e62a1a033d4e6f9c471b532469_add({"bbox": [-175.22056447761656, -41.29998785369173, 179.21664709402887, 64.15002361973922], "features": [{"bbox": [12.453386544971766, 41.903282179960115, 12.453386544971766, 41.903282179960115], "geometry": {"coordinates": [12.453386544971766, 41.903282179960115], "type": "Point"}, "id": "0", "properties": {"name": "Vatican City"}, "type": "Feature"}, {"bbox": [12.441770157800141, 43.936095834768004, 12.441770157800141, 43.936095834768004], "geometry": {"coordinates": [12.441770157800141, 43.936095834768004], "type": "Point"}, "id": "1", "properties": {"name": "San Marino"}, 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    " ], "text/plain": [ - "" + "" ] }, "execution_count": 7, @@ -308,10 +308,181 @@ { "data": { "text/html": [ - "
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    Make this Notebook Trusted to load map: File -> Trust Notebook
    " ], "text/plain": [ - "" + "" ] }, "execution_count": 8, @@ -330,512 +501,410 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Using holoviews for raster data with xarray" + "## Using Holoviews for raster data with xarray" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The Holoviews project (http://holoviews.org/) is a set of packages built on top of Bokeh, and which integrate with many of the other packages (pandas, GeoPandas, xarray) through the `hvplot` package (https://hvplot.holoviz.org/).\n", + "The Holoviews project (http://holoviews.org/) is a set of packages built on top of Bokeh, and which integrate with many of the other packages (pandas, GeoPandas, xarray) through the `hvplot` package (https://hvplot.holoviz.org/) and [GeoViews](https://geoviews.org/).\n", "\n", - "Using the DEM data from the 20-raster-vector-tools.ipynb to showcase hvplot integration with xarray:" + "Using the Gent example Sentinel data to showcase hvplot integration with xarray:" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 102, "metadata": {}, "outputs": [], "source": [ - "import xarray as xr" + "import xarray as xr\n", + "\n", + "import hvplot.xarray\n", + "import cartopy.crs as ccrs" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 103, "metadata": {}, "outputs": [], "source": [ - "dem = xr.open_rasterio(\"data/DHMVIIDSMRAS5m_k30/GeoTIFF/DHMVIIDSMRAS5m_k30.tif\").sel(band=1)" + "gent = xr.open_dataarray(\"./data/gent/raster/2020-09-17_Sentinel_2_L1C_B0408.tiff\", engine=\"rasterio\", mask_and_scale=False)\n", + "gent = xr_array.assign_coords(band=(\"band\", [\"b4\", \"b8\"]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using the default xarray Matplotlib integration with the `.plot.imshow` method:" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 104, "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "
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    " - ], "text/plain": [ - "\n", - "[25600000 values with dtype=float32]\n", - "Coordinates:\n", - " band int64 1\n", - " * y (y) float64 1.78e+05 1.78e+05 1.78e+05 ... 1.58e+05 1.58e+05\n", - " * x (x) float64 9.8e+04 9.801e+04 9.801e+04 ... 1.3e+05 1.3e+05 1.3e+05\n", - "Attributes:\n", - " transform: (5.0, 0.0, 98000.0, 0.0, -5.0, 178000.0)\n", - " crs: +init=epsg:31370\n", - " res: (5.0, 5.0)\n", - " is_tiled: 1\n", - " nodatavals: (-9999.0,)\n", - " scales: (1.0,)\n", - " offsets: (0.0,)\n", - " AREA_OR_POINT: Area\n", - " VERTICAL_SRS: EPSG:5110" + "" ] }, - "execution_count": 11, + "execution_count": 104, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "dem" + "gent.sel(band=\"b4\").plot.imshow(robust=True, cmap=\"summer\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Plotting with matplotlib:" + "The equivalent method in hvplot is `.hvplot.image` (and linking the coordinate names):" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 105, "metadata": {}, "outputs": [ + { + "data": {}, + "metadata": {}, + "output_type": "display_data" + }, { "data": { + "application/vnd.holoviews_exec.v0+json": "", + "text/html": [ + "
    \n", + "
    \n", + "
    \n", + "" + ], "text/plain": [ - "" + ":Image [x,y] (band_data)" ] }, - "execution_count": 12, - "metadata": {}, + "execution_count": 105, + "metadata": { + "application/vnd.holoviews_exec.v0+json": { + "id": "10141" + } + }, "output_type": "execute_result" + } + ], + "source": [ + "gent.sel(band=\"b4\").hvplot.image(x=\"x\", y=\"y\", cmap=\"summer\", \n", + " clim=(0.05, 0.2)) # 'robust' option is not available" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "hvplot/geoviews translates multiple dimensions (in this case the bands) automatically in a drop-down menu:" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": {}, + "outputs": [ + { + "data": {}, + "metadata": {}, + "output_type": "display_data" }, { "data": { - "image/png": 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    " + ":DynamicMap [band]\n", + " :Image [x,y] (band_data)" ] }, + "execution_count": 106, "metadata": { - "needs_background": "light" + "application/vnd.holoviews_exec.v0+json": { + "id": "10266" + } }, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "dem.plot.imshow(cmap=\"terrain\")" + "gent.hvplot.image(x=\"x\", y=\"y\", cmap=\"summer\", # groupby=\"band\" # adding groupby makes this explicit instead of 'automagically'\n", + " clim=(0.05, 0.2)) # 'robust' option is not available" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Plotting with hvplot creates an interactive map:" + "Similar to matplotlib plots using cartopy (see notebook `visualization-03-cartopy.ipynb`), the CRS informaiton can be used.\n", + "\n", + "From https://hvplot.holoviz.org/user_guide/Geographic_Data.html#declaring-an-output-projection:\n", + "\n", + "> The `crs=` argument specifies the input projection, i.e. it declares how to interpret the incoming data values. You can independently choose any output projection, i.e. how you want to map the data points onto the screen for display, using the `projection=` argument. " ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 107, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": {}, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.holoviews_exec.v0+json": "", + "text/html": [ + "
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    \n", + "
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    \n", + "" + ], + "text/plain": [ + ":DynamicMap [band]\n", + " :QuadMesh [x,y] (band_data)" + ] + }, + "execution_count": 108, + "metadata": { + "application/vnd.holoviews_exec.v0+json": { + "id": "10761" + } + }, + "output_type": "execute_result" + } + ], + "source": [ + "gent.hvplot.quadmesh(x=\"x\", y=\"y\", cmap=\"summer\", \n", + " frame_height=400, \n", + " crs=ccrs.epsg(3857), \n", + " projection=ccrs.UTM(zone=31), \n", + " project=True, geo=True,\n", + " clim=(0.05, 0.2))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "See https://hvplot.holoviz.org/user_guide/Geographic_Data.html#declaring-an-output-projection for more options." + ] } ], "metadata": { + "jupytext": { + "cell_metadata_filter": "-run_control,-deletable,-editable,-jupyter,-slideshow" + }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", diff --git a/notebooks/visualization-04-interactive.md b/notebooks/visualization-04-interactive.md index 79ce4ca..807737e 100644 --- a/notebooks/visualization-04-interactive.md +++ b/notebooks/visualization-04-interactive.md @@ -1,5 +1,6 @@ --- jupytext: + cell_metadata_filter: -run_control,-deletable,-editable,-jupyter,-slideshow text_representation: extension: .md format_name: myst @@ -110,42 +111,72 @@ folium.Choropleth(geo_data=countries, data=countries, columns=['iso_a3', 'gdp_pe m ``` -## Using holoviews for raster data with xarray +## Using Holoviews for raster data with xarray +++ -The Holoviews project (http://holoviews.org/) is a set of packages built on top of Bokeh, and which integrate with many of the other packages (pandas, GeoPandas, xarray) through the `hvplot` package (https://hvplot.holoviz.org/). +The Holoviews project (http://holoviews.org/) is a set of packages built on top of Bokeh, and which integrate with many of the other packages (pandas, GeoPandas, xarray) through the `hvplot` package (https://hvplot.holoviz.org/) and [GeoViews](https://geoviews.org/). -Using the DEM data from the 20-raster-vector-tools.ipynb to showcase hvplot integration with xarray: +Using the Gent example Sentinel data to showcase hvplot integration with xarray: ```{code-cell} ipython3 import xarray as xr + +import hvplot.xarray +import cartopy.crs as ccrs ``` ```{code-cell} ipython3 -dem = xr.open_rasterio("data/DHMVIIDSMRAS5m_k30/GeoTIFF/DHMVIIDSMRAS5m_k30.tif").sel(band=1) +gent = xr.open_dataarray("./data/gent/raster/2020-09-17_Sentinel_2_L1C_B0408.tiff", engine="rasterio", mask_and_scale=False) +gent = xr_array.assign_coords(band=("band", ["b4", "b8"])) ``` +Using the default xarray Matplotlib integration with the `.plot.imshow` method: + ```{code-cell} ipython3 -dem +gent.sel(band="b4").plot.imshow(robust=True, cmap="summer") ``` -Plotting with matplotlib: +The equivalent method in hvplot is `.hvplot.image` (and linking the coordinate names): ```{code-cell} ipython3 -dem.plot.imshow(cmap="terrain") +gent.sel(band="b4").hvplot.image(x="x", y="y", cmap="summer", + clim=(0.05, 0.2)) # 'robust' option is not available ``` -Plotting with hvplot creates an interactive map: +hvplot/geoviews translates multiple dimensions (in this case the bands) automatically in a drop-down menu: ```{code-cell} ipython3 -import hvplot.xarray +gent.hvplot.image(x="x", y="y", cmap="summer", # groupby="band" # adding groupby makes this explicit instead of 'automagically' + clim=(0.05, 0.2)) # 'robust' option is not available ``` +Similar to matplotlib plots using cartopy (see notebook `visualization-03-cartopy.ipynb`), the CRS informaiton can be used. + +From https://hvplot.holoviz.org/user_guide/Geographic_Data.html#declaring-an-output-projection: + +> The `crs=` argument specifies the input projection, i.e. it declares how to interpret the incoming data values. You can independently choose any output projection, i.e. how you want to map the data points onto the screen for display, using the `projection=` argument. + ```{code-cell} ipython3 -dem.hvplot.image() +gent.hvplot.image(x="x", y="y", cmap="summer", + frame_height=400, + crs=ccrs.epsg(3857), + projection=ccrs.UTM(zone=31), + project=True, geo=True, + clim=(0.05, 0.2)) ``` -```{code-cell} ipython3 +From https://hvplot.holoviz.org/user_guide/Geographic_Data.html#declaring-an-output-projection: + +> Note that when displaying raster data in a projection other than the one in which the data is stored, it is more accurate to render it as a quadmesh rather than an image. As you can see above, a QuadMesh will project each original bin or pixel into the correct non-rectangular shape determined by the projection, accurately showing the geographic extent covered by each sample. An Image, on the other hand, will always be rectangularly aligned in the 2D plane, which requires warping and resampling the data in a way that allows efficient display but loses accuracy at the pixel level. Unfortunately, rendering a large QuadMesh using Bokeh can be very slow +```{code-cell} ipython3 +gent.hvplot.quadmesh(x="x", y="y", cmap="summer", + frame_height=400, + crs=ccrs.epsg(3857), + projection=ccrs.UTM(zone=31), + project=True, geo=True, + clim=(0.05, 0.2)) ``` + +See https://hvplot.holoviz.org/user_guide/Geographic_Data.html#declaring-an-output-projection for more options. From 2210b6df412c12278381fa3a370b6f10d2e7521d Mon Sep 17 00:00:00 2001 From: stijnvanhoey Date: Sun, 20 Nov 2022 22:22:34 +0100 Subject: [PATCH 08/10] Update month in header --- notebooks/02-introduction-geospatial-data.ipynb | 2 +- notebooks/02-introduction-geospatial-data.md | 2 +- notebooks/03-coordinate-reference-systems.ipynb | 2 +- notebooks/03-coordinate-reference-systems.md | 2 +- notebooks/04-spatial-relationships-joins.ipynb | 2 +- notebooks/04-spatial-relationships-joins.md | 2 +- notebooks/05-spatial-operations-overlays.ipynb | 5 ++++- notebooks/05-spatial-operations-overlays.md | 3 ++- notebooks/11-xarray-intro.ipynb | 2 +- notebooks/11-xarray-intro.md | 2 +- notebooks/12-xarray-advanced.ipynb | 2 +- notebooks/12-xarray-advanced.md | 2 +- notebooks/13-raster-processing.ipynb | 2 +- notebooks/13-raster-processing.md | 2 +- notebooks/14-combine-data.ipynb | 2 +- notebooks/14-combine-data.md | 2 +- notebooks/15-xarray-dask-big-data.ipynb | 4 ++-- notebooks/15-xarray-dask-big-data.md | 4 ++-- notebooks/90_package_numpy.ipynb | 2 +- notebooks/90_package_numpy.md | 2 +- notebooks/91_package_rasterio.ipynb | 2 +- notebooks/91_package_rasterio.md | 2 +- notebooks/case-argo-sea-floats.ipynb | 2 +- notebooks/case-argo-sea-floats.md | 2 +- notebooks/case-curieuzeneuzen-air-quality.ipynb | 2 +- notebooks/case-curieuzeneuzen-air-quality.md | 2 +- notebooks/case-sea-surface-temperature.ipynb | 2 +- notebooks/case-sea-surface-temperature.md | 2 +- notebooks/visualization-01-matplotlib.ipynb | 2 +- notebooks/visualization-01-matplotlib.md | 2 +- notebooks/visualization-02-geopandas.ipynb | 2 +- notebooks/visualization-02-geopandas.md | 2 +- notebooks/visualization-03-cartopy.ipynb | 2 +- notebooks/visualization-03-cartopy.md | 2 +- notebooks/visualization-04-interactive.ipynb | 4 ++-- notebooks/visualization-04-interactive.md | 4 ++-- 36 files changed, 44 insertions(+), 40 deletions(-) diff --git a/notebooks/02-introduction-geospatial-data.ipynb b/notebooks/02-introduction-geospatial-data.ipynb index 2378bd0..2c630ee 100644 --- a/notebooks/02-introduction-geospatial-data.ipynb +++ b/notebooks/02-introduction-geospatial-data.ipynb @@ -8,7 +8,7 @@ "\n", "\n", "> *DS Python for GIS and Geoscience* \n", - "> *October, 2022*\n", + "> *November, 2022*\n", ">\n", "> *© 2022, Joris Van den Bossche and Stijn Van Hoey (, ). Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*\n", "\n", diff --git a/notebooks/02-introduction-geospatial-data.md b/notebooks/02-introduction-geospatial-data.md index 3881104..b48b499 100644 --- a/notebooks/02-introduction-geospatial-data.md +++ b/notebooks/02-introduction-geospatial-data.md @@ -15,7 +15,7 @@ kernelspec: > *DS Python for GIS and Geoscience* -> *October, 2022* +> *November, 2022* > > *© 2022, Joris Van den Bossche and Stijn Van Hoey (, ). Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)* diff --git a/notebooks/03-coordinate-reference-systems.ipynb b/notebooks/03-coordinate-reference-systems.ipynb index 06cca4d..8abe37e 100644 --- a/notebooks/03-coordinate-reference-systems.ipynb +++ b/notebooks/03-coordinate-reference-systems.ipynb @@ -8,7 +8,7 @@ "\n", "\n", "> *DS Python for GIS and Geoscience* \n", - "> *October, 2022*\n", + "> *November, 2022*\n", ">\n", "> *© 2022, Joris Van den Bossche and Stijn Van Hoey (, ). Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*\n", "\n", diff --git a/notebooks/03-coordinate-reference-systems.md b/notebooks/03-coordinate-reference-systems.md index 49174ef..fa7d44d 100644 --- a/notebooks/03-coordinate-reference-systems.md +++ b/notebooks/03-coordinate-reference-systems.md @@ -15,7 +15,7 @@ kernelspec: > *DS Python for GIS and Geoscience* -> *October, 2022* +> *November, 2022* > > *© 2022, Joris Van den Bossche and Stijn Van Hoey (, ). Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)* diff --git a/notebooks/04-spatial-relationships-joins.ipynb b/notebooks/04-spatial-relationships-joins.ipynb index e29e6ad..99b1def 100644 --- a/notebooks/04-spatial-relationships-joins.ipynb +++ b/notebooks/04-spatial-relationships-joins.ipynb @@ -8,7 +8,7 @@ "\n", "\n", "> *DS Python for GIS and Geoscience* \n", - "> *October, 2022*\n", + "> *November, 2022*\n", ">\n", "> *© 2022, Joris Van den Bossche and Stijn Van Hoey (, ). Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*\n", "\n", diff --git a/notebooks/04-spatial-relationships-joins.md b/notebooks/04-spatial-relationships-joins.md index d27afff..8112e19 100644 --- a/notebooks/04-spatial-relationships-joins.md +++ b/notebooks/04-spatial-relationships-joins.md @@ -15,7 +15,7 @@ kernelspec: > *DS Python for GIS and Geoscience* -> *October, 2022* +> *November, 2022* > > *© 2022, Joris Van den Bossche and Stijn Van Hoey (, ). Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)* diff --git a/notebooks/05-spatial-operations-overlays.ipynb b/notebooks/05-spatial-operations-overlays.ipynb index bc472c5..0ecbaa3 100644 --- a/notebooks/05-spatial-operations-overlays.ipynb +++ b/notebooks/05-spatial-operations-overlays.ipynb @@ -8,7 +8,7 @@ "\n", "\n", "> *DS Python for GIS and Geoscience* \n", - "> *October, 2022*\n", + "> *November, 2022*\n", ">\n", "> *© 2022, Joris Van den Bossche and Stijn Van Hoey (, ). Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*\n", "\n", @@ -2761,6 +2761,9 @@ ], "metadata": { "celltoolbar": "Nbtutor - export exercises", + "jupytext": { + "cell_metadata_filter": "-run_control,-deletable,-editable,-jupyter,-slideshow" + }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", diff --git a/notebooks/05-spatial-operations-overlays.md b/notebooks/05-spatial-operations-overlays.md index fe4ba13..077a6cc 100644 --- a/notebooks/05-spatial-operations-overlays.md +++ b/notebooks/05-spatial-operations-overlays.md @@ -1,5 +1,6 @@ --- jupytext: + cell_metadata_filter: -run_control,-deletable,-editable,-jupyter,-slideshow text_representation: extension: .md format_name: myst @@ -15,7 +16,7 @@ kernelspec: > *DS Python for GIS and Geoscience* -> *October, 2022* +> *November, 2022* > > *© 2022, Joris Van den Bossche and Stijn Van Hoey (, ). Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)* diff --git a/notebooks/11-xarray-intro.ipynb b/notebooks/11-xarray-intro.ipynb index 38abd6a..b634e46 100644 --- a/notebooks/11-xarray-intro.ipynb +++ b/notebooks/11-xarray-intro.ipynb @@ -8,7 +8,7 @@ "\n", "\n", "> *DS Python for GIS and Geoscience* \n", - "> *October, 2022*\n", + "> *November, 2022*\n", ">\n", "> *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*\n", "\n", diff --git a/notebooks/11-xarray-intro.md b/notebooks/11-xarray-intro.md index 063f3b7..3e16230 100644 --- a/notebooks/11-xarray-intro.md +++ b/notebooks/11-xarray-intro.md @@ -16,7 +16,7 @@ kernelspec: > *DS Python for GIS and Geoscience* -> *October, 2022* +> *November, 2022* > > *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)* diff --git a/notebooks/12-xarray-advanced.ipynb b/notebooks/12-xarray-advanced.ipynb index 1c8bcab..d1b2819 100644 --- a/notebooks/12-xarray-advanced.ipynb +++ b/notebooks/12-xarray-advanced.ipynb @@ -9,7 +9,7 @@ "\n", "\n", "> *DS Python for GIS and Geoscience* \n", - "> *October, 2022*\n", + "> *November, 2022*\n", ">\n", "> *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*\n", "\n", diff --git a/notebooks/12-xarray-advanced.md b/notebooks/12-xarray-advanced.md index 5a789c7..38b1f06 100644 --- a/notebooks/12-xarray-advanced.md +++ b/notebooks/12-xarray-advanced.md @@ -16,7 +16,7 @@ kernelspec: > *DS Python for GIS and Geoscience* -> *October, 2022* +> *November, 2022* > > *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)* diff --git a/notebooks/13-raster-processing.ipynb b/notebooks/13-raster-processing.ipynb index e511c8c..f17dc5d 100644 --- a/notebooks/13-raster-processing.ipynb +++ b/notebooks/13-raster-processing.ipynb @@ -8,7 +8,7 @@ "\n", "\n", "> *DS Python for GIS and Geoscience* \n", - "> *October, 2022*\n", + "> *November, 2022*\n", ">\n", "> *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*\n", "\n", diff --git a/notebooks/13-raster-processing.md b/notebooks/13-raster-processing.md index 1685397..d0f60ba 100644 --- a/notebooks/13-raster-processing.md +++ b/notebooks/13-raster-processing.md @@ -16,7 +16,7 @@ kernelspec: > *DS Python for GIS and Geoscience* -> *October, 2022* +> *November, 2022* > > *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)* diff --git a/notebooks/14-combine-data.ipynb b/notebooks/14-combine-data.ipynb index b2f09f5..73eff33 100644 --- a/notebooks/14-combine-data.ipynb +++ b/notebooks/14-combine-data.ipynb @@ -9,7 +9,7 @@ "\n", "\n", "> *DS Python for GIS and Geoscience* \n", - "> *October, 2022*\n", + "> *November, 2022*\n", ">\n", "> *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*\n", "\n", diff --git a/notebooks/14-combine-data.md b/notebooks/14-combine-data.md index d6f35be..8449521 100644 --- a/notebooks/14-combine-data.md +++ b/notebooks/14-combine-data.md @@ -16,7 +16,7 @@ kernelspec: > *DS Python for GIS and Geoscience* -> *October, 2022* +> *November, 2022* > > *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)* diff --git a/notebooks/15-xarray-dask-big-data.ipynb b/notebooks/15-xarray-dask-big-data.ipynb index 885baf9..90ae6b9 100644 --- a/notebooks/15-xarray-dask-big-data.ipynb +++ b/notebooks/15-xarray-dask-big-data.ipynb @@ -8,7 +8,7 @@ "\n", "\n", "> *DS Python for GIS and Geoscience* \n", - "> *October, 2020*\n", + "> *November, 2022*\n", ">\n", "> *© 2020, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*\n", "\n", @@ -2118,7 +2118,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.10.6" }, "widgets": { "application/vnd.jupyter.widget-state+json": { diff --git a/notebooks/15-xarray-dask-big-data.md b/notebooks/15-xarray-dask-big-data.md index 91e4d60..ec6fdd5 100644 --- a/notebooks/15-xarray-dask-big-data.md +++ b/notebooks/15-xarray-dask-big-data.md @@ -4,7 +4,7 @@ jupytext: extension: .md format_name: myst format_version: 0.13 - jupytext_version: 1.13.0 + jupytext_version: 1.14.0 kernelspec: display_name: Python 3 (ipykernel) language: python @@ -15,7 +15,7 @@ kernelspec: > *DS Python for GIS and Geoscience* -> *October, 2020* +> *November, 2022* > > *© 2020, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)* diff --git a/notebooks/90_package_numpy.ipynb b/notebooks/90_package_numpy.ipynb index 5c0346a..5c221a5 100644 --- a/notebooks/90_package_numpy.ipynb +++ b/notebooks/90_package_numpy.ipynb @@ -8,7 +8,7 @@ "\n", "\n", "> *DS Python for GIS and Geoscience* \n", - "> *October, 2022*\n", + "> *November, 2022*\n", ">\n", "> *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*\n", "\n", diff --git a/notebooks/90_package_numpy.md b/notebooks/90_package_numpy.md index 5464b80..87540e4 100644 --- a/notebooks/90_package_numpy.md +++ b/notebooks/90_package_numpy.md @@ -15,7 +15,7 @@ kernelspec: > *DS Python for GIS and Geoscience* -> *October, 2022* +> *November, 2022* > > *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)* diff --git a/notebooks/91_package_rasterio.ipynb b/notebooks/91_package_rasterio.ipynb index e408001..541688e 100644 --- a/notebooks/91_package_rasterio.ipynb +++ b/notebooks/91_package_rasterio.ipynb @@ -8,7 +8,7 @@ "\n", "\n", "> *DS Python for GIS and Geoscience* \n", - "> *October, 2022*\n", + "> *November, 2022*\n", ">\n", "> *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*\n", "\n", diff --git a/notebooks/91_package_rasterio.md b/notebooks/91_package_rasterio.md index 187265c..d5e89f6 100644 --- a/notebooks/91_package_rasterio.md +++ b/notebooks/91_package_rasterio.md @@ -15,7 +15,7 @@ kernelspec: > *DS Python for GIS and Geoscience* -> *October, 2022* +> *November, 2022* > > *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)* diff --git a/notebooks/case-argo-sea-floats.ipynb b/notebooks/case-argo-sea-floats.ipynb index 6f3a548..93826c3 100644 --- a/notebooks/case-argo-sea-floats.ipynb +++ b/notebooks/case-argo-sea-floats.ipynb @@ -8,7 +8,7 @@ "\n", "\n", "> *DS Python for GIS and Geoscience* \n", - "> *October, 2022*\n", + "> *November, 2022*\n", ">\n", "> *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*\n", "\n", diff --git a/notebooks/case-argo-sea-floats.md b/notebooks/case-argo-sea-floats.md index 33cd65a..a051f87 100644 --- a/notebooks/case-argo-sea-floats.md +++ b/notebooks/case-argo-sea-floats.md @@ -15,7 +15,7 @@ kernelspec: > *DS Python for GIS and Geoscience* -> *October, 2022* +> *November, 2022* > > *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)* diff --git a/notebooks/case-curieuzeneuzen-air-quality.ipynb b/notebooks/case-curieuzeneuzen-air-quality.ipynb index 5843213..eda23af 100644 --- a/notebooks/case-curieuzeneuzen-air-quality.ipynb +++ b/notebooks/case-curieuzeneuzen-air-quality.ipynb @@ -8,7 +8,7 @@ "\n", "\n", "> *DS Python for GIS and Geoscience* \n", - "> *October, 2022*\n", + "> *November, 2022*\n", ">\n", "> *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*\n", "\n", diff --git a/notebooks/case-curieuzeneuzen-air-quality.md b/notebooks/case-curieuzeneuzen-air-quality.md index 15c2e1e..745ee38 100644 --- a/notebooks/case-curieuzeneuzen-air-quality.md +++ b/notebooks/case-curieuzeneuzen-air-quality.md @@ -15,7 +15,7 @@ kernelspec: > *DS Python for GIS and Geoscience* -> *October, 2022* +> *November, 2022* > > *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)* diff --git a/notebooks/case-sea-surface-temperature.ipynb b/notebooks/case-sea-surface-temperature.ipynb index 83b4033..6cd4f00 100644 --- a/notebooks/case-sea-surface-temperature.ipynb +++ b/notebooks/case-sea-surface-temperature.ipynb @@ -8,7 +8,7 @@ "\n", "\n", "> *DS Python for GIS and Geoscience* \n", - "> *October, 2022*\n", + "> *November, 2022*\n", ">\n", "> *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*\n", "\n", diff --git a/notebooks/case-sea-surface-temperature.md b/notebooks/case-sea-surface-temperature.md index 5170e56..d7cfc18 100644 --- a/notebooks/case-sea-surface-temperature.md +++ b/notebooks/case-sea-surface-temperature.md @@ -15,7 +15,7 @@ kernelspec: > *DS Python for GIS and Geoscience* -> *October, 2022* +> *November, 2022* > > *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)* diff --git a/notebooks/visualization-01-matplotlib.ipynb b/notebooks/visualization-01-matplotlib.ipynb index 0800e3c..30c05d4 100644 --- a/notebooks/visualization-01-matplotlib.ipynb +++ b/notebooks/visualization-01-matplotlib.ipynb @@ -7,7 +7,7 @@ "

    Visualization - Matplotlib

    \n", "\n", "> *DS Python for GIS and Geoscience* \n", - "> *October, 2022*\n", + "> *November, 2022*\n", ">\n", "> *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*\n", "\n", diff --git a/notebooks/visualization-01-matplotlib.md b/notebooks/visualization-01-matplotlib.md index eb6be19..6829b27 100644 --- a/notebooks/visualization-01-matplotlib.md +++ b/notebooks/visualization-01-matplotlib.md @@ -15,7 +15,7 @@ kernelspec:

    Visualization - Matplotlib

    > *DS Python for GIS and Geoscience* -> *October, 2022* +> *November, 2022* > > *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)* diff --git a/notebooks/visualization-02-geopandas.ipynb b/notebooks/visualization-02-geopandas.ipynb index 892ca52..18b19ab 100644 --- a/notebooks/visualization-02-geopandas.ipynb +++ b/notebooks/visualization-02-geopandas.ipynb @@ -8,7 +8,7 @@ "\n", "\n", "> *DS Python for GIS and Geoscience* \n", - "> *October, 2022*\n", + "> *November, 2022*\n", ">\n", "> *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](https://creativecommons.org/licenses/by/4.0/)*\n", "\n", diff --git a/notebooks/visualization-02-geopandas.md b/notebooks/visualization-02-geopandas.md index 6766b45..e374f29 100644 --- a/notebooks/visualization-02-geopandas.md +++ b/notebooks/visualization-02-geopandas.md @@ -15,7 +15,7 @@ kernelspec: > *DS Python for GIS and Geoscience* -> *October, 2022* +> *November, 2022* > > *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](https://creativecommons.org/licenses/by/4.0/)* diff --git a/notebooks/visualization-03-cartopy.ipynb b/notebooks/visualization-03-cartopy.ipynb index ec7fe83..aef9d79 100644 --- a/notebooks/visualization-03-cartopy.ipynb +++ b/notebooks/visualization-03-cartopy.ipynb @@ -8,7 +8,7 @@ "\n", "\n", "> *DS Python for GIS and Geoscience* \n", - "> *October, 2022*\n", + "> *November, 2022*\n", ">\n", "> *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY-SA 4.0 Creative Commons](https://creativecommons.org/licenses/by-sa/4.0/)* Adapted from material from Phil Elson and Ryan Abernathey (see below).\n", "\n", diff --git a/notebooks/visualization-03-cartopy.md b/notebooks/visualization-03-cartopy.md index b05938b..d71874b 100644 --- a/notebooks/visualization-03-cartopy.md +++ b/notebooks/visualization-03-cartopy.md @@ -16,7 +16,7 @@ kernelspec: > *DS Python for GIS and Geoscience* -> *October, 2022* +> *November, 2022* > > *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY-SA 4.0 Creative Commons](https://creativecommons.org/licenses/by-sa/4.0/)* Adapted from material from Phil Elson and Ryan Abernathey (see below). diff --git a/notebooks/visualization-04-interactive.ipynb b/notebooks/visualization-04-interactive.ipynb index c038347..8b4f787 100644 --- a/notebooks/visualization-04-interactive.ipynb +++ b/notebooks/visualization-04-interactive.ipynb @@ -8,7 +8,7 @@ "\n", "\n", "> *DS Python for GIS and Geoscience* \n", - "> *October, 2022*\n", + "> *November, 2022*\n", ">\n", "> *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](https://creativecommons.org/licenses/by/4.0/)*\n", "\n", @@ -733,7 +733,7 @@ "\n", "From https://hvplot.holoviz.org/user_guide/Geographic_Data.html#declaring-an-output-projection:\n", "\n", - "> The `crs=` argument specifies the input projection, i.e. it declares how to interpret the incoming data values. You can independently choose any output projection, i.e. how you want to map the data points onto the screen for display, using the `projection=` argument. " + "> The `crs=` argument specifies the input projection, i.e. it declares how to interpret the incoming data values. You can independently choose any output projection, i.e. how you want to map the data points onto the screen for display, using the `projection=` argument." ] }, { diff --git a/notebooks/visualization-04-interactive.md b/notebooks/visualization-04-interactive.md index 807737e..86aac91 100644 --- a/notebooks/visualization-04-interactive.md +++ b/notebooks/visualization-04-interactive.md @@ -16,7 +16,7 @@ kernelspec: > *DS Python for GIS and Geoscience* -> *October, 2022* +> *November, 2022* > > *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](https://creativecommons.org/licenses/by/4.0/)* @@ -155,7 +155,7 @@ Similar to matplotlib plots using cartopy (see notebook `visualization-03-cartop From https://hvplot.holoviz.org/user_guide/Geographic_Data.html#declaring-an-output-projection: -> The `crs=` argument specifies the input projection, i.e. it declares how to interpret the incoming data values. You can independently choose any output projection, i.e. how you want to map the data points onto the screen for display, using the `projection=` argument. +> The `crs=` argument specifies the input projection, i.e. it declares how to interpret the incoming data values. You can independently choose any output projection, i.e. how you want to map the data points onto the screen for display, using the `projection=` argument. ```{code-cell} ipython3 gent.hvplot.image(x="x", y="y", cmap="summer", From 5a4e305f81d4400330f5c031d24236dbfde3ec77 Mon Sep 17 00:00:00 2001 From: Joris Van den Bossche Date: Sun, 20 Nov 2022 23:04:10 +0100 Subject: [PATCH 09/10] Update notebooks/case-curieuzeneuzen-air-quality.md --- notebooks/case-curieuzeneuzen-air-quality.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/notebooks/case-curieuzeneuzen-air-quality.md b/notebooks/case-curieuzeneuzen-air-quality.md index 745ee38..c357ec4 100644 --- a/notebooks/case-curieuzeneuzen-air-quality.md +++ b/notebooks/case-curieuzeneuzen-air-quality.md @@ -531,7 +531,7 @@ The air quality is indirectly linked to land use, as the presence of pollution s
    Hints * The tif file represents a single layer (with one band), so you can use `xarray.open_dataarray()` to read it into an xarray.DataArray. -* With `mask_and_scale=False)` the `int8` data type will be kept wehn reading in the data. +* With `mask_and_scale=False` the `int8` data type will be kept wehn reading in the data.
    From 530e02833191047a07556fbe9545a3e72a7e239e Mon Sep 17 00:00:00 2001 From: Joris Van den Bossche Date: Sun, 20 Nov 2022 23:07:50 +0100 Subject: [PATCH 10/10] typos --- notebooks/case-curieuzeneuzen-air-quality.ipynb | 2 +- notebooks/case-curieuzeneuzen-air-quality.md | 2 +- notebooks/visualization-04-interactive.ipynb | 2 +- notebooks/visualization-04-interactive.md | 2 +- 4 files changed, 4 insertions(+), 4 deletions(-) diff --git a/notebooks/case-curieuzeneuzen-air-quality.ipynb b/notebooks/case-curieuzeneuzen-air-quality.ipynb index eda23af..c6d469b 100644 --- a/notebooks/case-curieuzeneuzen-air-quality.ipynb +++ b/notebooks/case-curieuzeneuzen-air-quality.ipynb @@ -2130,7 +2130,7 @@ "
    Hints\n", "\n", "* The tif file represents a single layer (with one band), so you can use `xarray.open_dataarray()` to read it into an xarray.DataArray.\n", - "* With `mask_and_scale=False)` the `int8` data type will be kept wehn reading in the data.\n", + "* With `mask_and_scale=False` the `int8` data type will be kept when reading in the data.\n", "\n", "
    \n", "\n", diff --git a/notebooks/case-curieuzeneuzen-air-quality.md b/notebooks/case-curieuzeneuzen-air-quality.md index c357ec4..5e5e543 100644 --- a/notebooks/case-curieuzeneuzen-air-quality.md +++ b/notebooks/case-curieuzeneuzen-air-quality.md @@ -531,7 +531,7 @@ The air quality is indirectly linked to land use, as the presence of pollution s
    Hints * The tif file represents a single layer (with one band), so you can use `xarray.open_dataarray()` to read it into an xarray.DataArray. -* With `mask_and_scale=False` the `int8` data type will be kept wehn reading in the data. +* With `mask_and_scale=False` the `int8` data type will be kept when reading in the data.
    diff --git a/notebooks/visualization-04-interactive.ipynb b/notebooks/visualization-04-interactive.ipynb index 8b4f787..a7f1d5f 100644 --- a/notebooks/visualization-04-interactive.ipynb +++ b/notebooks/visualization-04-interactive.ipynb @@ -729,7 +729,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Similar to matplotlib plots using cartopy (see notebook `visualization-03-cartopy.ipynb`), the CRS informaiton can be used.\n", + "Similar to matplotlib plots using cartopy (see notebook `visualization-03-cartopy.ipynb`), the CRS information can be used.\n", "\n", "From https://hvplot.holoviz.org/user_guide/Geographic_Data.html#declaring-an-output-projection:\n", "\n", diff --git a/notebooks/visualization-04-interactive.md b/notebooks/visualization-04-interactive.md index 86aac91..a398640 100644 --- a/notebooks/visualization-04-interactive.md +++ b/notebooks/visualization-04-interactive.md @@ -151,7 +151,7 @@ gent.hvplot.image(x="x", y="y", cmap="summer", # groupby="band" # adding groupby clim=(0.05, 0.2)) # 'robust' option is not available ``` -Similar to matplotlib plots using cartopy (see notebook `visualization-03-cartopy.ipynb`), the CRS informaiton can be used. +Similar to matplotlib plots using cartopy (see notebook `visualization-03-cartopy.ipynb`), the CRS information can be used. From https://hvplot.holoviz.org/user_guide/Geographic_Data.html#declaring-an-output-projection: