{ "cells": [ { "cell_type": "markdown", "id": "54768bc4-9375-426b-9a99-0c7ccd4d0b75", "metadata": {}, "source": [ "# Effective plot design: line plots\n", "\n", "As we have seen earlier in this chapter, you should be aiming to produce plots that include all of the elements that help make understanding the plotted data intuitive. Typically, this might include:\n", "\n", "- Axis labels, including units if needed\n", "- A legend\n", "- Grid lines\n", "- Plot and/or figure titles\n", "- Annotation on the plot, such as text\n", "\n", "In addition, there are several factors that can help improve the communication of the plotted information. When plotting line data, for example, the color of the lines might be an important consideration to tell different lines apart. This is especially true when plotting several lines on the same axes, as readers will need to be able to differentiate the lines and know which line refers to a given set of data. But there is more to plotting lines than simply choosing nice colors. \n", "\n", "Not all people viewing your plots will see them the same way. Some viewers may have color blindness, while others may have printed out a copy of your plot in grayscale from a printer. Thus, while choosing nice colors can help make your plots look visually pleasing to you, it is worthwhile to consider the other viewers or formats in which your plots may be viewed. In this way your visualizations can be as inclusive to different viewers as possible." ] }, { "cell_type": "markdown", "id": "3749b3e0-71cf-413a-9c88-a8de8615fc0f", "metadata": {}, "source": [ "## Tips for plotting lines\n", "\n", "Let's consider an illustrative example. In this case we will use four lines to plot hypothetical monthly temperatures for various mythical lands in the year 1680 [^nerds]. We will use a pandas DataFrame called `data` for this purpose with four columns and one year of data. We can see temperatures for the first four months in the data table below by typing `data.head(4)`." ] }, { "cell_type": "code", "execution_count": 1, "id": "a4801d4b-d318-44a7-b09c-6127b1465d1d", "metadata": { "tags": [ "hide-cell" ] }, "outputs": [], "source": [ "# Load the libraries we need\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "dates = pd.date_range(start=\"16800101\", end=\"16801201\", freq=\"MS\")\n", "temperatures = {\n", " \"Asgard\": [\n", " 2.61080759,\n", " 3.80300147,\n", " 6.81951259,\n", " 8.07302111,\n", " 10.92665915,\n", " 13.18569725,\n", " 11.15190422,\n", " 11.88095271,\n", " 8.16883214,\n", " 7.27447255,\n", " 3.43161114,\n", " 2.78345483,\n", " ],\n", " \"Camelot\": [\n", " 6.91054909,\n", " 7.78720085,\n", " 7.69825447,\n", " 12.35036454,\n", " 14.84349615,\n", " 19.77590178,\n", " 19.3768641,\n", " 17.37775864,\n", " 11.06999359,\n", " 9.30251052,\n", " 7.4073777,\n", " 6.61132001,\n", " ],\n", " \"Nysa\": [\n", " 9.97005829,\n", " 13.20188993,\n", " 12.94964658,\n", " 16.57315997,\n", " 21.00721179,\n", " 22.90791358,\n", " 22.53282688,\n", " 19.92502575,\n", " 19.95551156,\n", " 15.53906563,\n", " 10.7195169,\n", " 10.19603786,\n", " ],\n", " \"Paititi\": [\n", " 7.73300265,\n", " 9.85720691,\n", " 18.96796882,\n", " 20.39733145,\n", " 30.67161633,\n", " 35.05950444,\n", " 29.18180578,\n", " 31.1744113,\n", " 16.49727756,\n", " 14.0604099,\n", " 9.07097188,\n", " 9.36868944,\n", " ],\n", "}\n", "\n", "data = pd.DataFrame(index=dates, data=temperatures)" ] }, { "cell_type": "code", "execution_count": 2, "id": "478a2a8b-9c62-4730-a36d-df91803a5342", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Asgard Camelot Nysa Paititi\n", "1680-01-01 2.610808 6.910549 9.970058 7.733003\n", "1680-02-01 3.803001 7.787201 13.201890 9.857207\n", "1680-03-01 6.819513 7.698254 12.949647 18.967969\n", "1680-04-01 8.073021 12.350365 16.573160 20.397331" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head(4)" ] }, { "cell_type": "markdown", "id": "1bc0fea3-fede-4e78-b58d-793f49ef6484", "metadata": {}, "source": [ "Using this data we can create a plot (Figure 4.X) to visualize the temperatures for the four mythical lands using the pandas `plot()` function." ] }, { "cell_type": "code", "execution_count": 3, "id": "fbf6888e-5b51-4c62-aeb1-bcd1bfa0ec28", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = data.plot(\n", " xlabel=\"Date\",\n", " ylabel=\"Temperature (°C)\",\n", " figsize=(12, 6),\n", " title=\"Hypothetical temperatures of mythical lands\",\n", ")" ] }, { "cell_type": "markdown", "id": "a1a3a474-7e97-461d-bde1-0109bed0a872", "metadata": {}, "source": [ "_**Figure 4.17**. Hypothetical temperatures for one year in different mythical lands._\n", "\n", "In Figure 4.17, we can see a visualization of the contents of the `data` DataFrame and many people will be able to distinguish the lines using the four colors that have been selected. However, not all people may see the figure in the same way, and those who have printed a copy in grayscale will see things quite differently.\n", "\n", "![_**Figure 4.18**. Hypothetical mythical land temperatures in grayscale._](../img/lines-grayscale.png)\n", "\n", "_**Figure 4.18**. Hypothetical mythical land temperatures in grayscale._\n", "\n", "In Figure 4.18, we see that it is nearly impossible to tell which line is which in the plot, so color alone is not helping in distinguishing the lines on this plot. In this case a better option is to vary both the color and line pattern for each line so they can be distinguished easily irrespective of the line colors and how they may be seen. This can be done using the `style` parameter in the `plot()` function, as shown below." ] }, { "cell_type": "code", "execution_count": 4, "id": "bec06411-127b-4c54-b500-b6d3b894b275", "metadata": {}, "outputs": [ { "data": { "image/png": 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e6ft69uxZihYtesmx/vtcLRYLK1asoHXr1rz99tvUqVOHoKAgnnvuOeLi4m76uYmI3Gq6Rl5E5Bby9/enV69efPTRRwwaNIiZM2fSs2dPAgICLul7ucmaIiIicHNzw8fHB1dXV6xWKydPnryk34kTJwAoUqRItmUvUqQInp6efPLJJ1fcfr3OX3t97Nixq/abM2cOjzzyCGPGjMnUfubMmct+727U+ecwePBgunbtetk+13M9flZc63W22WzOURZXOqMaHh6e6f7l1u6eM2cOd999N9OnT8/Ufj1FjIeHxyUTjcGlHyRcKUehQoWy/FxcXV0ZOHAgAwcO5Ny5c/z8888MGTKE1q1bc/ToUby8vC77+MKFC9+y34nr9dxzz3HfffexZcsW3n//fSpUqEDLli1z/LhBQUHY7XYiIiKuOA/AypUrOXHiBKtXr3aeIQey9frxnDhG4cKF+f333y9pv9zvValSpfj444+BjNFAX331FSNGjCA1NdX54aqISF6hM/IiIrfY+Um9unXrxrlz5654Rm7BggWZzjzFxcWxePFiGjVqhIuLC97e3tSrV48FCxZkOpPlcDiYM2cOxYsXp0KFCkDWztpdS4cOHdi/fz+FCxe+7AiEi4cH//ds/pVUqFCBsmXL8sknn1y2QDzPYrFcMunX999/z/Hjx2/ouVzp+1GxYkXKly/P9u3bL/sc69ati6+v7w0d80qu9Tp7eXnRtGlTtm7dSo0aNS6b6XIjKv7rct/DHTt28Ntvv2Vqu9rPSunSpYmMjHSOXABITU1l+fLlWXquN/pcAgIC6NatG3379iUqKuqqs8s3b96cXbt2sWXLlkztn376KRaLhaZNm2Ypa07o0qULJUuW5MUXX+Tnn3++7CU1Wf3duR5t27YFuORDnIudz/Hfn5EPPvgg23LkxDGaNm1KXFxcptn3AT7//POrPq5ChQq8/vrrVK9e/ZKfFRGRvEBn5EVEbrEKFSrQpk0bfvjhB+666y5q1qx52X4uLi60bNmSgQMH4nA4GDduHLGxsYwcOdLZZ+zYsbRs2ZKmTZsyaNAg3NzcmDZtGjt37uSLL75wvnGuVq0aAB9++CG+vr54eHgQHh6epQLwvAEDBvDNN9/QuHFjXnjhBWrUqIHD4eDIkSP8+OOPvPjii9SrVw+A6tWrs3r1ahYvXkxoaCi+vr5XPJM9depUOnbsSP369XnhhRcoWbIkR44cYfny5cydOxfI+BBh1qxZVKpUiRo1avDHH38wfvz4aw7Jv5KyZcvi6enJ3LlzqVy5Mj4+PoSFhREWFsYHH3xA27Ztad26Nb1796ZYsWJERUWxe/dutmzZ4rzGObtk5XWePHkyd911F40aNeLZZ5+ldOnSxMXFsW/fPhYvXpyl6747dOjAqFGjGD58OE2aNGHPnj288cYbhIeHZ1p1wdfXl1KlSvHtt9/SvHlzAgMDKVKkCKVLl6ZHjx4MGzaM+++/n5deeonk5GSmTJmC3W7P8vPN6nPp2LEj1apVo27dugQFBXH48GEmTZpEqVKlKF++/BX3/8ILL/Dpp5/Svn173njjDUqVKsX333/PtGnTePbZZ50fbpnBxcWFvn378sorr+Dt7X3JCgiQ8bszb948vvzyS8qUKYOHhwfVq1e/qeM2atSIhx9+mDfffJNTp07RoUMH3N3d2bp1K15eXvTv35+GDRtSqFAhnnnmGYYPH47NZmPu3Lls3779po59sZw4xiOPPMK7777LI488wujRoylfvjxLly695MOlHTt20K9fP+677z7Kly+Pm5sbK1euZMeOHbz66qs3+9RERG49kyfbExHJs87PWv7fWdzPa9++/WVn+DYMw5g1a5YBGPPmzbtk2/nZzMeNG2eMHDnSKF68uOHm5mbUrl3bWL58+SX9165dazRr1szw9vY2PD09jfr16xuLFy++pN+kSZOM8PBww8XFJdNszk2aNDGqVq16Sf/LzVAeHx9vvP7660bFihUNNzc3w9/f36hevbrxwgsvGBEREc5+27ZtM+68807Dy8vLAJyzcF9u1nrDMIzffvvNaNu2reHv72+4u7sbZcuWzTQbfXR0tPH4448bwcHBhpeXl3HXXXcZa9euNZo0aZJphu+szlpvGIbxxRdfGJUqVTJsNtsls7Rv377d6N69uxEcHGzYbDYjJCTEaNasmTFjxgxnnyu9/udn6j59+vQl309vb+9Lsmb1dT548KDx2GOPGcWKFTNsNpsRFBRkNGzY0HjzzTedfc5/f+fPn3/J41NSUoxBgwYZxYoVMzw8PIw6deoYixYtuuzr/PPPPxu1a9c23N3dDSDTCgRLly41atWqZXh6ehplypQx3n///SvOWt+3b99Lv/FZfC4TJkwwGjZsaBQpUsRwc3MzSpYsaTz++OPGoUOHLrvPix0+fNjo2bOnUbhwYcNmsxkVK1Y0xo8f71xx4LzrnbX+v8/n/Gs4fvz4TO1Xex0OHTpkAMYzzzxz2eMcOnTIaNWqleHr65tp5Ysr7fNyP/OXe03tdrvx7rvvGtWqVXP+7jZo0CDTvxXr1683GjRoYHh5eRlBQUHGE088YWzZsuWS/d/MrPVZPcZ/f1+uts9jx44Z9957r+Hj42P4+voa9957r7F+/fpM+zx16pTRu3dvo1KlSoa3t7fh4+Nj1KhRw3j33XeN9PT0az4XEZHcxmIY/1noWEREcty9997Lhg0bOHToEDabLdO2Q4cOER4ezvjx4xk0aJBJCSWn6XUumN577z2ee+45du7cSdWqVc2OIyIieZSG1ouI3CIpKSls2bKF33//nYULFzJx4sRLingRyZ+2bt3KwYMHeeONN+jUqZOKeBERuSkq5EVEbpGTJ0/SsGFD/Pz8ePrpp+nfv7/ZkUTkFunSpQsRERE0atRIM6SLiMhN09B6ERERERERkTxEy8+JiIiIiIiI5CEq5EVERERERETyEBXyIiIiIiIiInlIvp/szuFwcOLECXx9fbFYLGbHERERERERkXzOMAzi4uIICwvDas3+8+f5vpA/ceIEJUqUMDuGiIiIiIiIFDBHjx6lePHi2b7ffF/I+/r6AhnfQD8/P5PTiIiIiIiISH4XGxtLiRIlnPVodsv3hfz54fR+fn4q5EVEREREROSWyanLuzXZnYiIiIiIiEgeokJeREREREREJA/J90PrRURERERE8hq73U5aWprZMeQKbDYbLi4uph1fhbyIiIiIiEguYRgGERERnDt3zuwocg0BAQGEhISYssy5CnkREREREZFc4nwRHxwcjJeXlylFolydYRgkJiYSGRkJQGho6C3PoEJeREREREQkF7Db7c4ivnDhwmbHkavw9PQEIDIykuDg4Fs+zF6T3YmIiIiIiOQC56+J9/LyMjmJZMX518mMuQxUyIuIiIiIiOQiGk6fN5j5OqmQFxEREREREclDVMiLiIiIiIiI5CEq5EVERERERKRAOHToEBaLhW3btpkd5aaokBcREREREZGbtn79elxcXGjTpo3ZUfI9FfIiIiIiIiJy0z755BP69+/PunXrOHLkiKlZUlNTTT1+TlMhLyIiIiIikgsZhkFiaropN8MwritrQkICX331Fc8++ywdOnRg1qxZzm3R0dE8+OCDBAUF4enpSfny5Zk5c6Zz+/r166lVqxYeHh7UrVuXRYsWZRr+brfbefzxxwkPD8fT05OKFSsyefLkTMfv3bs3nTt3ZuzYsYSFhVGhQgUAfv/9d2rXru3c99atW2/sxchlXM0OICIiIiIiIpdKSrNTZdhyU469643WeLllvVz88ssvqVixIhUrVuShhx6if//+DB06FIvFwtChQ9m1axc//PADRYoUYd++fSQlJQEQFxdHx44dadeuHZ9//jmHDx9mwIABmfbtcDgoXrw4X331FUWKFGH9+vU89dRThIaG0r17d2e/FStW4Ofnx08//YRhGCQkJNChQweaNWvGnDlzOHjwIM8//3y2fH/MZmohP336dKZPn86hQ4cAqFq1KsOGDaNt27ZAxqcqs2fPzvSYevXqsWHDhlsdVURERERERK7g448/5qGHHgKgTZs2xMfHs2LFClq0aMGRI0eoXbs2devWBaB06dLOx82dOxeLxcL//vc/PDw8qFKlCsePH+fJJ5909rHZbIwcOdJ5Pzw8nPXr1/PVV19lKuS9vb356KOPcHNzA+DDDz/EbrfzySef4OXlRdWqVTl27BjPPvtsTn4rbglTC/nixYvz1ltvUa5cOQBmz55Np06d2Lp1K1WrVgUyfgguHnZx/kURERHJixxJSZxbuBDPmjXx/PdvnYiIyOV42lzY9UZr046dVXv27OH3339nwYIFALi6utKjRw8++eQTWrRowbPPPsu9997Lli1baNWqFZ07d6Zhw4bOx9aoUQMPDw/n/u64445LjjFjxgw++ugjDh8+TFJSEqmpqdSqVStTn+rVq2eqF3fv3k3NmjXx8vJytjVo0CDLzys3M7WQ79ixY6b7o0ePZvr06WzYsMFZyLu7uxMSEpLlfaakpJCSkuK8Hxsbmz1hRUREblLiH39wYsgQ0g4fweLmRtj48fi1bmV2LBERyaUsFst1DW83y8cff0x6ejrFihVzthmGgc1mIzo6mrZt23L48GG+//57fv75Z5o3b07fvn155513MAwDi8WSaX//vT7/q6++4oUXXmDChAk0aNAAX19fxo8fz8aNGzP18/b2vup+8pNcM9md3W5n3rx5JCQkZPqUZPXq1QQHB1OhQgWefPJJIiMjr7qfsWPH4u/v77yVKFEip6OLiIhclSM5mVNvjePwQw87i3gjNZXjAwYQ/cUXZscTERG5Yenp6Xz66adMmDCBbdu2OW/bt2+nVKlSzJ07F4CgoCB69+7NnDlzmDRpEh9++CEAlSpVYseOHZlOxm7evDnTMdauXUvDhg3p06cPtWvXply5cuzfv/+a2apUqcL27dud1+MD+eYybdML+T///BMfHx/c3d155plnWLhwIVWqVAGgbdu2zJ07l5UrVzJhwgQ2bdpEs2bNMr3I/zV48GBiYmKct6NHj96qpyIiInKJpB07ONi5C1GzZoFh4N+1K+XWrCage3cwDCJGvkHk5Mn5+qyBiIjkX0uWLCE6OprHH3+catWqZbp169aNjz/+mGHDhvHtt9+yb98+/vrrL5YsWULlypUB6NmzJw6Hg6eeeordu3ezfPly3nnnHQDnmfpy5cqxefNmli9fzj///MPQoUPZtGnTNbP17NkTq9XK448/zq5du1i6dKlz33md6YV8xYoV2bZtGxs2bODZZ5+lV69e7Nq1C4AePXrQvn17qlWrRseOHfnhhx/4559/+P7776+4P3d3d/z8/DLdREREzOKIjyf10CFcg4IoPmM6YWNG41qoECEjR1CkXz8Azk6fwcmhQzHS001OKyIicn0+/vhjWrRogb+//yXb7r33XrZt24arqyuDBw+mRo0aNG7cGBcXF+bNmweAn58fixcvZtu2bdSqVYvXXnuNYcOGATivm3/mmWfo2rUrPXr0oF69epw9e5Y+ffpcM5uPjw+LFy9m165d1K5dm9dee41x48Zl47M3j8XIZacAWrRoQdmyZfnggw8uu718+fI88cQTvPLKK1naX2xsLP7+/sTExKioFxGRW8IeG4vLRX9zzi1ahG/Tprhc5k1O9JdfETFyJDgc+LZsQbEpUy65VlBERAqG5ORkDh48SHh4eKbJ3wqauXPn8uijjxITE4Onp6fZca7oaq9XTtehpp+R/y/DMK44dP7s2bMcPXqU0NDQW5xKRETk2oy0NCLfncS+Fi1JPXbc2R7QufNli3iAQj26U3zKZCzu7vjcfbeKeBERKXA+/fRT1q1bx8GDB1m0aBGvvPIK3bt3z9VFvNlMnQJxyJAhtG3blhIlShAXF8e8efNYvXo1y5YtIz4+nhEjRnDvvfcSGhrKoUOHGDJkCEWKFKFLly5mxhYREbk8FxcS/9iMIzaW2B+WUuSiNXCvxrdFC8ouX4btOlZpERERyS8iIiIYNmwYERERhIaGct999zF69GizY+Vqphbyp06d4uGHH+bkyZP4+/tTo0YNli1bRsuWLUlKSuLPP//k008/5dy5c4SGhtK0aVO+/PJLfH19zYwtIiLiZKSmYhgGVnd3LFYrYaNHk/z3nuteVu7iIj49KorjA16g6Guv4VGxQnZHFhERyVVefvllXn75ZbNj5CmmFvIff/zxFbd5enqyfPnyW5hGRETk+iT//TcnXh2Md707KDp4MABupUrhVqrUTe03ctw4En//nROvvkr4gm803F5EREQyMbWQFxERyYuMtDTO/O9/nJk2HdLTSY+MpEifPle8Dv56FR0yBHtCAsEDX1QRLyIiIpdQIS8iInIdkv/5h5OvDib536VSfVu2IGT48Gwr4gFc/P0p8f77mdpSDx3CrXTpbDuGiIiI5F25btZ6ERGR3MhIT+fMBx9y8N5uJO/ahdXfn7Dx4yk2ZQquRYrk6LHj1/3K/g4diZw0iVy2aqyIiIiYQGfkRUREriFl/35OvDqY5D//BMCnaVNCRo7AFhx8S46fvHsXpKdzdsYHpJ8+TejIkVhc9SdcRESkoNK7ABERkSsw7HaiZs3i9OQpGKmpWP38KDpkMP6dOt3Sa9eLPPkkLn7+RIwcScw3C7CfjaLYuxOxan1dERGRAklD60VERC4j5cBBDj/4EJHj38FITcW7SWPKLP6OgM6dTZmArlCP7hR/bwoWd3fiV6/mSO9HSY+OvuU5RERE8ppZs2YREBBgdoxspUJeRETkMiKGDydp2zasPj6Ejh5NiRkzsBUtamom3+bNKTnzE6z+/iRt387hng+Sdvy4qZlERETOi4iIoH///pQpUwZ3d3dKlChBx44dWbFihdnRrpvFYmHRokVmx7giFfIiIiKXETJiOD5Nm2achb+3a65ZBs6rTh1Kz/kM15AQUg8e5NADPUne84/ZsUREpIA7dOgQt912GytXruTtt9/mzz//ZNmyZTRt2pS+ffuaHS/fUSEvIiIFnuFwEPXZHE6/P9XZ5l62LCWmT8MWGmpisstzL1+e0vO+wL18OdIjIzn80EMk/P672bFERCSnpCZk3C5euSQ9NaMtPeXyfR2OC232tIy2tOSs9b0Bffr0wWKx8Pvvv9OtWzcqVKhA1apVGThwIBs2bABg4sSJVK9eHW9vb0qUKEGfPn2Ij4937uP8EPglS5ZQsWJFvLy86NatGwkJCcyePZvSpUtTqFAh+vfvj91uv/A0UlN5+eWXKVasGN7e3tSrV4/Vq1dfNe/06dMpW7Ysbm5uVKxYkc8++8y5rfS/y7126dIFi8XivJ+bqJAXEZECL3HTZk6NHs2ZadPyzNltW0gIpebMwfO223DExXH0iSeJXf6j2bFERCQnjAnLuCWevdC2fnJG29JBmfuOL5fRHnP0Qtvv/8to+65f5r6Tqme0n9lzoW3b3OuOFxUVxbJly+jbty/e3t6XbD9/fbrVamXKlCns3LmT2bNns3LlSl5++eVMfRMTE5kyZQrz5s1j2bJlrF69mq5du7J06VKWLl3KZ599xocffsjXX3/tfMyjjz7Kr7/+yrx589ixYwf33Xcfbdq0Ye/evZfNu3DhQp5//nlefPFFdu7cydNPP82jjz7KqlWrANi0aRMAM2fO5OTJk877uYlmrRcRkQLPu94dBHTvjnuliriXL2d2nCxz8fen5McfcXzQIOJ/XsHxAQOwffUlntWrmx1NREQKkH379mEYBpUqVbpqvwEDBji/Dg8PZ9SoUTz77LNMmzbN2Z6WluY8Ww7QrVs3PvvsM06dOoWPjw9VqlShadOmrFq1ih49erB//36++OILjh07RlhYGACDBg1i2bJlzJw5kzFjxlyS45133qF379706dMHwDlq4J133qFp06YEBQUBGR9AhISE3NT3JqeokBcRkQIn7fhxTo17m6Kvv+ZcCz70jZEmp7oxVg8Pik+eTMQbowDwqFbN5EQiIpLthpzI+L/N60Jbw+ehfh+w/qeke2lfxv9dL1qi9I4n4bZeYHHJ3HfAn5f2rfXgdccz/h3yf635ZFatWsWYMWPYtWsXsbGxpKenk5ycTEJCgvNMvpeXl7OIByhatCilS5fGx8cnU1tkZCQAW7ZswTAMKlSokOlYKSkpFC5c+LI5du/ezVNPPZWp7c4772Ty5MlZfMbmUyEvIiIFhmEYnJs/n8i3xuFITAQXK8XffdfsWDfN4uJCyIjhYBjON1GOpCQsNhsWV/2pFxHJ89wuHa6OqxvglrW+LraMW1b7Xqfy5ctjsVjYvXs3nTt3vmyfw4cP065dO5555hlGjRpFYGAg69at4/HHHyct7cJ1+TZb5uNbLJbLtjn+va7f4XDg4uLCH3/8gYtL5g8qLi7+/+u/HzoYF/0NzQt0jbyIiBQIaSdPcvSJJ4kYNhxHYiKedeoQfNEQv7zOYrFgsWb8WTfS0jj2/PMc69cfR1KSyclERCS/CwwMpHXr1kydOpWEhIRLtp87d47NmzeTnp7OhAkTqF+/PhUqVODEiRM3fezatWtjt9uJjIykXLlymW5XGhZfuXJl1q1bl6lt/fr1VK5c2XnfZrNlmlAvt1EhLyIi+ZphGJz7ZgEHOt5Dwq+/YnF3J/jVVyj12ae4lSpldrwckfz3HhI3/k7Chg2kHDhgdhwRESkApk2bht1u54477uCbb75h79697N69mylTptCgQQPKli1Leno67733HgcOHOCzzz5jxowZN33cChUq8OCDD/LII4+wYMECDh48yKZNmxg3bhxLly697GNeeuklZs2axYwZM9i7dy8TJ05kwYIFDBp0YeLA0qVLs2LFCiIiIoiOjr7pnNlNhbyIiORbaadOcfSZZzj52ms44uPxrFmT8IULKdy7N5b/DL/LTzyrV6PkzE8oNuldPKtWNTuOiIgUAOHh4WzZsoWmTZvy4osvUq1aNVq2bMmKFSuYPn06tWrVYuLEiYwbN45q1aoxd+5cxo4dmy3HnjlzJo888ggvvvgiFStW5J577mHjxo2UKFHisv07d+7M5MmTGT9+PFWrVuWDDz5g5syZ3H333c4+EyZM4KeffqJEiRLUrl07W3JmJ4thXLwYYf4TGxuLv78/MTEx+Pn5mR1HRERuAcMwiPn2W06NGYsjNhaLmxtBzz9HYD4v4K8medcucHHBo2JFs6OIiMgVJCcnc/DgQcLDw/Hw8DA7jlzD1V6vnK5DNQOOiIjkK2mRkUQMH0H8v2vBelSvTtjYMbiXyzvLymW31KNHOfLU0xgpKRSf+j7ed9xhdiQRERG5CRpaLyIi+UbayZMc6HhPRhFvsxH0wguU/uLzAl3EA7j4+eFWuhSOuDiOPvEksct/NDuSiIiI3AQV8iIikm+4hoTgXa8eHlWqEP711xR5+iktvwa4+PtT8qOP8G3ZAiM1leMDBhD1+edmxxIREZEbpEJeRETytNjlP5L+72yyFouF0NFvUvrLeXhUrGBystzF6uFBsUmTCOjRAwyDU2+MInLSJPL5VDkiIiL5kgp5ERHJsyInTOT4889zatQoZ5uLry8Wm83EVLmXxcWFkBHDKfJcfwDOzviAk6+/jpGebnIyERERuR4q5EVEJM/ybd0ai7s7bqXDMRwOs+PkCRaLhaA+fQh5YyRYrcR8s4Bj/frjSEoyO5qIiIhkkQp5ERHJM9Kjo4lbscJ537NaVcqtXEHQc/2xWPUn7XoU6t6d4u+/h8XdnfjVqznS+1HnJQoiIiKSu+ldj4iI5AlxK1ZwoOM9HBvwAsl7/nG2uxYubGKqvM23WTNKzvwEq78/Sdu3c7jng6QdP252LBEREbkGFfIiIpKr2WNiOPHKKxzr2w/7mTO4lSwJDrvZsfINrzp1KD13Dq6hoaQePMiZGR+YHUlERESuQWvyiIhIrhW3ejURQ4eRfvo0WK0UfuxRivTvj9Xd3exo+Yp7uXKU/uJzTr/3HkWHDDY7joiIiFyDzsiLiEiuY4+N5cSQ1zj2zLOknz6NW+nSlJo7h+BBg1TE5xBbSAhho0dj9fQEwDAMkv780+RUIiKSV/Tu3RuLxcJbb72VqX3RokVYLBaTUuVfKuRFRCRXiV+7lgMd7yFmwQKwWAjs3ZvwRQvxql3b7GgFyunJkznUvQdRn39udhQREckjPDw8GDduHNGaPDXHqZAXEZFcwR4fz8mhQzn65FOknzqFrVRJSs35jKKvvoLVw8PseAWKYRjYY2LAMLDYbGbHEREp8BLTEq94S7GnZLlvcnpylvreqBYtWhASEsLYsWMv2ZaQkICfnx9ff/11pvbFixfj7e1NXFwcqamp9OvXj9DQUDw8PChdunSmfU2cOJHq1avj7e1NiRIl6NOnD/Hx8TecNy/TNfIiImK6xM2bOf7Sy6SfPAlAoUceJviFF5zDvOXWslgshAwbhn/79njVrWt2HBGRAq/e5/WuuK1RsUZMazHNef/ur+4mKT3psn3rFq3LzDYznffbfNOG6JRLz57/2evGLq1ycXFhzJgx9OzZk+eee47ixYs7t3l7e3P//fczc+ZMunXr5mw/f9/X15d33nmH7777jq+++oqSJUty9OhRjh496uxrtVqZMmUKpUuX5uDBg/Tp04eXX36ZadOmUdCokBcREfNZXTLOwpcoQejoN/G+4w6zExV4FoslUxGfHhXFmfenEvzSIH3AIiIiV9SlSxdq1arF8OHD+fjjjzNte+KJJ2jYsCEnTpwgLCyMM2fOsGTJEn766ScAjhw5Qvny5bnrrruwWCyUKlUq0+MHDBjg/Do8PJxRo0bx7LPPqpAXERG5VdIiI7EFBwPgVac2xadMxrtBA6ze3iYnk/8yDIPjA14g8fffSf7rL4rPmI5roUJmxxIRKTA29tx4xW0uVpdM91d3X33FvlZL5iurl9277KZyXcm4ceNo1qwZL774Yqb2O+64g6pVq/Lpp5/y6quv8tlnn1GyZEkaN24MZEyY17JlSypWrEibNm3o0KEDrVq1cj5+1apVjBkzhl27dhEbG0t6ejrJyckkJCTgXcDeP+gaeRERuaWM1FQi3hzN/latSTlwwNnu26KFivhcymKxEDRgAFZ/f5K2b+dwzwdJO37c7FgiIgWGl83rijd3F/cs9/Vw9chS35vVuHFjWrduzZAhQy7Z9sQTTzBzZsbw/pkzZ/Loo486Z7WvU6cOBw8eZNSoUSQlJdG9e3fnMPzDhw/Trl07qlWrxjfffMMff/zB1KlTAUhLS7vpzHmNCnkREbm1bDZSDx7ESE4mfs0vZqeRLPKqU5vSn8/FNTSU1IMHOXT/AyTv2WN2LBERyaXeeustFi9ezPr16zO1P/TQQxw5coQpU6bw119/0atXr0zb/fz86NGjB//73//48ssv+eabb4iKimLz5s2kp6czYcIE6tevT4UKFThx4sStfEq5iobWi4hIjnMkJYHDgdXbG4vFQuibo0jZfwCfu+40O5pcB/eyZSn9xeccffIpUvbu5fCDD1F86lS862lOAxERyax69eo8+OCDvPfee5naCxUqRNeuXXnppZdo1apVpgnx3n33XUJDQ6lVqxZWq5X58+cTEhJCQEAAZcuWJT09nffee4+OHTvy66+/MmPGjFv9tHINnZEXEZEclbh1Kwe7dOXUW28522yhoSri8yhbSAil5nyGZ93bcMTHc/SJJ4hdttzsWCIikguNGjUKwzAuaX/88cdJTU3lsccey9Tu4+PDuHHjqFu3LrfffjuHDh1i6dKlWK1WatWqxcSJExk3bhzVqlVj7ty5l13mrqCwGJf7zuYjsbGx+Pv7ExMTg5+fn9lxREQKDEdKCqenTCFq5ixwOHAtWpQy332Li7+/2dEkGziSkznx0kvE/fQzWCwUff01Ah980OxYIiJ5WnJyMgcPHiQ8PBwPD49rPyCPmjt3Ls8//zwnTpzAzc3N7Dg37GqvV07XoTojLyIi2S5pxw4OdulK1MefgMOBf5culFn8nYr4fMTq4UGxSZMIuL8HGAanRr1J5KRJlz3zIiIiApCYmMhff/3F2LFjefrpp/N0EW82FfIiIpJtHKmpRE58l0P3P0DqgQO4BBWh+PRphI0dg4tGReU7FhcXQoYPJ+j55wA4O+MDTr7+OkZ6usnJREQkN3r77bepVasWRYsWZfDgwWbHydNUyIuISLZI2vkXh+69l7MffggOB373dKTs4sX4Nm1qdjTJQRaLhSLPPkvIqDfAaiVp6zYcCQlmx5KbYBgGqUeOYI+PNzuKiOQzI0aMIC0tjRUrVuDj42N2nDxNs9aLiMhNMVJTOTNjBmc++BDsdlwKFyZkxHD8WrY0O5rcQoXuuw/XoCA8ypfXJRR5kJGWRuLmzcStXEX8ypWkHT+OR5UqlP56PharzvuIiOQ2KuRFROSGJe/ezYlXB5Py73rifu3aUnToUFwLFTI5mZjB9+67M92PWbwEz9q1cStezJxAclX22Fjif1lL/MqVxK9diyMuLtP25F27iP/ll0teVxERMZ8KeRERuWGR498hZc8eXAoVImT4MPzatDE7kuQScStXceLll3EtUoTS33yNLTjY7Ejyr7RTkZx49RUSN22Gi+YzcClcGJ+7m+DbrBkJ638jeu5combNViEvIpILqZAXEZEbFjJyBKenvEfRV1/BtXBhs+NILuJRpTLu5crhWasWrkFBZscpsAyHg+SdO0mPinIW5K6BhUj+axekp+NWriy+TZvh06wpnjVrOofRe1SuTPS8eSRu2EDy7t14VK5s4rMQEZH/UiEvIiJZYqSnc/ajj7Cfi6Hoq68A4FaiBMXGv21yMsmNbCEhlPp8LlZPTywWC5Axidr5r+XWiF+9hmN9+mArXhyfJk2wWCxYbDaKjX8bt9KlcStV6rKPs4WF4X/PPVhsNqy+WnFCRCS3USEvIiJZkrR9O6cnTQbAv9M9OkMn1+Ti6+v82khL49hzz+N9550EPvSgianyp/SzZ4lfvYa4VSvxrF6DIk8/BYB3/Xq4FC6MR/VqGImJWLy9AfBp0uSa+wwdM1ofvIiI5FIq5EVEJEu8bruNwk88jnuFCrhXqmR2HMljYpctI37VKuJXrSL99GmCBjyvIvEmGIZB6oEDxK1cSfzKVSRt2waGAUDa0WPOQt7q5UX5X9ZgcXG57mPo9RGRW2X16tU0bdqU6OhoAgICrtivdOnSDBgwgAEDBlyxz4gRI1i0aBHbtm3L9py5idYTERGRK0qLiMCRnOy8HzxoUMZwW73Bl+vk16EDQc8/B8DZDz7g5GuvY6SlmZwqbzHS00nctIlTb41jf5s2HGjfgdMTJpK0dSsYBh5Vq1Kkfz/Cxo7J9LgbKeIvlvTnTk4OHYojKemm9iMi+Vvv3r0zLt+xWLDZbJQpU4ZBgwaRkJBwzcc2bNiQkydP4v/v8qWzZs26bEG/adMmnnrqKed9i8XCokWLMvUZNGgQK1asuKnnkhfojLyIiFyW4XBwfMALpEdHUWziRDyrVjU7kuRhFouFIs8+i0uRIkQMH0HMggWknz1D8XffxerlZXa8XMuRkED82nXEr1pJ/Oo12GNinNssNhte9evj26wpPk2bYgsJyfbjGw4HxwcOJO3oUTyqVqXQ/fdn+zFEJP9o06YNM2fOJC0tjbVr1/LEE0+QkJDA9OnTr/o4Nzc3QrLwb1hQFiZP9fHxwcfHJ8uZ8yqdkRcRkcuK/uILkrZtw376jGakl2xT6L77KP7++1jc3UlY8wuHH32U9Ohos2PlKsZFS8Kl7N/P8QEDiPn2O+wxMbj4++PfqRPFJk+m/G+/UfJ/H1LogQdypIgHsFitFH7sUfzu6Yhn7do5cgwRuTZHYuJ13y7+t8RIT89ov2iU3dX2e6Pc3d0JCQmhRIkS9OzZkwcffJBFixYxZ84c6tati6+vLyEhIfTs2ZPIyEjn41avXo3FYuHcuXOsXr2aRx99lJiYGOcZ/hEjRgAZQ+snTZrk/BqgS5cuWCwW5/0RI0ZQq1atG34OeYXOyIuIyCXSIiI4PfFdAIIGDsyxIkEKJt9mTSk5cyZHn32W5O07ONzzQUr873+4FS9mdjRTxf/yC5GTJuFRpQphb74JgEe1anjWvQ3PGjXxbdYUz1q1sLje2rdvhR54gEIPPHBLjykime2pc9t1P6bYpHfxa9MGgLiff+b4gBfwuv12Sn32qbPPvuYtsF/mw9TKf+++8bAX8fT0JC0tjdTUVEaNGkXFihWJjIzkhRdeoHfv3ixduvSSxzRs2JBJkyYxbNgw9uzZA3DZM+ybNm0iODiYmTNn0qZNG1xu8jKivEaFvIiIZGIYBhGj3sSRkIBnzZoUekBDaSX7edWpTenP53LkiSdJPXiQww88QIn/fYhHAZlI0ZGaSuLGjdjCwnAvWxbIGCqfsms36adPO5fqs1itlJ4zx+S0IiLX7/fff+fzzz+nefPmPPbYY872MmXKMGXKFO644w7i4+MvKdLd3Nzw9/fHYrFcdbj9+WH2AQEBWRqWn9+YWshPnz6d6dOnc+jQIQCqVq3KsGHDaNu2LZDxZnLkyJF8+OGHREdHU69ePaZOnUpVXacpIpJj4n78ifgVK8BmI2TUGzc9UZbIlbiXLUvpeV9w9IknSdm7l8MPPUzxqVPxrneH2dFyRHp0NPFr1hC/chUJ69bhSEwksNcjFB08GACvunUJHTsWnyaNc+WEkil79xL16acUeuABPKpUMTuOSIFSccsf1/0Yi5ub82vfFi0y9mHNfGV1uRU/33S2iy1ZsgQfHx/S09NJS0ujU6dOvPfee2zdupURI0awbds2oqKicDgcABw5coQq+vfkhphayBcvXpy33nqLcuXKATB79mw6derE1q1bqVq1Km+//TYTJ05k1qxZVKhQgTfffJOWLVuyZ88efC9am1ZERLKHPTaWiDdHAVD4icfxqFDB5ESS39mKFqXUnM842rcvSZv/4OgTT1Ds3Yn4tmhhdrRskXroEHErVxG/ciWJW7bAv29eAVyDg7H6+jnvW2w2Arp0NiFl1pyZ8QGx33+PkZpK2LhxZscRKVBudlJQi6vrZS/Lye7JRps2bcr06dOx2WyEhYVhs9lISEigVatWtGrVijlz5hAUFMSRI0do3bo1qamp2Xr8gsTUQr5jx46Z7o8ePZrp06ezYcMGqlSpwqRJk3jttdfo2rUrkFHoFy1alM8//5ynn37ajMgiIvla5ISJ2E+fwa10aYo884zZcaSAcPH3p+THH3Ni0Esk/PYbtuLFzY50wwy7naTt24lfuZK4latIPXAg03b3SpX+nWW+GR5Vq2Cx5p15hwN79yb2+++J+X4pQQNfxFY02OxIIpLLeHt7O0/Snvf3339z5swZ3nrrLUqUKAHA5s2br7ofNzc37Hb7NY9ns9my1C8/yjXXyNvtdubPn09CQgINGjTg4MGDRERE0KpVK2cfd3d3mjRpwvr1669YyKekpJCSkuK8Hxsbm+PZRUTyg8TNmzn35ZcAhLwxEqu7u8mJpCCxurtTbNK7pB465LxmPK+JW72ak4OHZJ44ytUV7zvuwKdZM3yb3o2tWN6d0M+zesbEe0mb/yD6888JfmGA2ZFEJA8oWbIkbm5uvPfeezzzzDPs3LmTUaNGXfUxpUuXJj4+nhUrVlCzZk28vLzwuszogdKlS7NixQruvPNO3N3dKVSoUE49jVzH9I+B//zzT3x8fHB3d+eZZ55h4cKFVKlShYiICACKFi2aqX/RokWd2y5n7Nix+Pv7O2/nP/UREZErc6SmcnLYcAAC7uuG9x358xplyd0sLi6ZivjEP/7g5IgRGGlpJqa6vLTISKK//IqEjb8729xKlMAeHY3Vzw+/Dh0oNnECFX5bT8lPPibwoQfzdBF/XuHevQE4N2/eTS1RJSIFR1BQELNmzWL+/PlUqVKFt956i3feeeeqj2nYsCHPPPMMPXr0ICgoiLfffvuy/SZMmMBPP/1EiRIlqF3Alsi0GIZhmBkgNTWVI0eOcO7cOb755hs++ugj1qxZw7lz57jzzjs5ceIEoaGhzv5PPvkkR48eZdmyZZfd3+XOyJcoUYKYmBj8/Pwu+xgRkYLu9Hvvc2bqVFyKFKHs90tw8fc3O5IUcI6EBPa1bIU9KoqgAQMo8oy5l9QZhgGG4RwKH/nuJM5+8AG+bdtQ/N13nX2StmzBs0YNLDabmXFzjGG3s79tO9KOHCFk+DAtSyeSzZKTkzl48CDh4eF4eHiYHUeu4WqvV2xsLP7+/jlWh5p+Rt7NzY1y5cpRt25dxo4dS82aNZk8ebJzCYH/nn2PjIy85Cz9xdzd3fHz88t0ExGRK0s5cJAzH34IQMhrQ1TES65g9fYmdPSbeDWoT2CvR0zJYKSlkfDbb0SMHsP+Fi2JX73Guc23eTM8atbAq3YdZ5vFYsHrttvybREPGaMmAh/JeD2iZs3GuGjyPhERuXVyzTXy5xmGQUpKCuHh4YSEhPDTTz85h0mkpqayZs0axmmmVBGRbONWojhBz/UnedcufNu0MTuOiJNv06b43H23cyk2wzCwR0fjGhiYY8e0x8YS/8ta4leuJH7tWhxxcc5t8atX49usKQCeNWoQ/u+cEgVNQJfOnJ4yhdTDh4lfvcb5PRERkVvH1EJ+yJAhtG3blhIlShAXF8e8efNYvXo1y5Ytw2KxMGDAAMaMGUP58uUpX748Y8aMwcvLi549e5oZW0QkX7HYbBR58kkMw8iVa1dLwXbxz+SZ997j3PyvKfHR//CoWDHbjpF67JhzlvnEzZshPd25zaVwYXya3o1vs2Z4N2iQbcfMy6ze3hTqfh9nP/qYqFmzVMiLiJjA1EL+1KlTPPzww5w8eRJ/f39q1KjBsmXLaNmyJQAvv/wySUlJ9OnTh+joaOrVq8ePP/6oNeRFRLKB/dw5LF5eWN3cAFTES67mSEoi7qefST99msMPPkTxqVPxrnfjkzKm7NtHzJIlxK9cRco//2Ta5lauLL7NmuPbrCkeNWrkqSXibpVCDz3E2VmzSfz9d5L++gvPqlXNjiQiUqCYPtldTsvpSQZERPKqY/37k3LgIGHjxuFZTW/CJfezx8ZyrE9fEjdvxmKzETZ+PH5tWmfpsY7kZDAMrJ6eAETNncupUW9mbHRxweu22/Bp1hTfpk1xK1Uqp55CvnJ80EvELlmC3z0dKXaFGaVF5PqcnzytVKlSl11uTXKXxMREDh8+bMpkd7nuGnkREcl5aZGRJG7Zij0mJl9PzCX5i4ufHyU+/ogTg14i7qefOP7CC6SfeY3Ahx686uMiJ0wk6rPPKDp4MIV6dAcyrr9P3LwZ32bN8GnUCJeAgFvwDPKXwF69iF2yhNilPxD84ovYrjIZsYhkjZubG1arlRMnThAUFISbm5tGzOVChmGQmprK6dOnsVqtuP07uvFWUiEvIlIA2YKDKfv9EhI3b8ajYgWz44hkmdXdnWKT3uXU6NFEf/4Fp958k/TTpwka8DwAqfv3E7dyFYV6dHeuwGD18cFITiZpyxZnIW8LC3MuGyc3xrN6Nbzq1sVwOLCfO6dCXiQbWK1WwsPDOXnyJCdOnDA7jlyDl5cXJUuWxGrCJVgaWi8iIiJ5jmEYnP3gA05PmgyAV4P6pJ04QdrhIwCEvfMO/h3aAxkjUOxRUbhXrKgzW9nMHp+Ai4+32TFE8h3DMEhPT8dut5sdRa7AxcUFV1fXK/5d0dB6ERHJNolbt5J27Dh+HdqroJE8zWKxUOSZZ3AtUoSTw0eQ+NuGjHabDa8G9XENLOTsawsOxhYcbFbUfE1FvEjOsFgs2Gw2bLr8Ta5AhbyISAHhSE3l5OtDSd2/H3vUWQJ79TI7kshNC+jWDdfQUOJXrMCrXn2877xTxaUJ0qOjiV28hEIPPahZ/kVEbgEV8iIiBcTZD/9H6v79uBQujH+nTmbHEck2Pnfeic+dd5odo8Ay7HYOdu5C+qlT2IqF4du8udmRRETyPX1kKiJSAKTs38/ZDz4AIOS1IZqhW0SyjcXFBf977sG9SmUs/1l+SUREcobOyIuI5HOGw8HJYcMx0tLwadIE37ZtzY4kIvlMkf79CBr4gubeEBG5RVTIi4jkc+e+mk/SH39g8fIiZPgwvdEWkWxnNWENZRGRgkxD60VE8rG0U5FEvvMOAMEDnscWFmZyIhHJz+zx8ZydNYu0kyfNjiIikq/pjLyISD52avRoHPHxeNSoQaEHHzQ7jojkcydeHET8mjXYz5wheNAgs+OIiORbOiMvIpJPxa1YQdyPP4KrK6Gj3sDi4mJ2JBHJ5wJ69AAg+suvcCQkmJxGRCT/UiEvIpIP2ePjiXhjFACFH30Uj4oVTU4kIgWBz91NcCtVCkdcHOcWLjI7johIvqVCXkQkHzo98d2MNZ1LlaRI3z5mxxGRAsJitRLYuxcAUZ9+imG3m5xIRCR/UiEvIpLP2GNjiV22DIDQkSOxal1nEbmF/Dt1wsXfn7QjR4hftcrsOCIi+ZIKeRGRfMbFz48ySxYTMuoNvOvXNzuOiBQwVi8vAu6/H4Czs2aZG0ZEJJ9SIS8ikg+5BgZS6L77zI4hIgVUoZ49wWYjafMfJP35p9lxRETyHRXyIiL5RMqBg8T++KPZMUREsBUNxr9dWwCiZs02OY2ISP6jQl5EJB8wHA5ODhvK8eee58wHH5odR0SEwF4Zk97FLltG2smTJqcREclfVMiLiOQHdjtet9+O1c8P/w7tzU4jIoJHlSp41asHdjtRc+aYHUdEJF9RIS8ikg9YbDaCn3+ecit+xlasmNlxREQAnEvRnftqPvb4BJPTiIjkHyrkRUTyOMPhcH7t4utrYhIRkcx8mjTBrXRpLO7upB7Yb3YcEZF8Q4W8iEgeFrdyJYfu607yrl1mRxERuYTFaqX4tGmUW7kCzxo1zI4jIpJvqJAXEcmj7PHxRIx8g+S//iL2hx/MjiMiclnuZcKxurmZHUNEJF9RIS8ikkedfncS6adOYStRgiJ9+pgdR0Tkqgy7nYQNG82OISKSL6iQFxHJgxK3biX6888BCB05Aqunp8mJRESuzEhL40CnThzp3Zuk7dvNjiMikuepkBcRyWOM1FQihg0Hw8C/c2e8GzY0O5KIyFVZbDY8q1bD6u9P2vHjZscREcnzXM0OICIi1+fsJ5+QsncvLoUKEfzKy2bHERHJkuCXBhEyfBhWLy+zo4iI5Hkq5EVE8pCUgwc5M206AEWHDMa1UCGTE4mIZI1rkSJmRxARyTc0tF5EJI8wDIOIYcMxUlPxvusu/Dp0MDuSiMh1MwyD+HW/Yo+PNzuKiEiepUJeRCSPiPnmGxI3bcLi6UnIiOFYLBazI4mIXLfjzz3H0SeeIOabb8yOIiKSZ6mQFxHJA9JPn+bU2+MBCOrfH7fixU1OJCJyY7zvvAuAqE8/w7DbTU4jIpI3qZAXEckDIsaMwREbi0fVqgQ+8rDZcUREbph/p3twCQgg7fhx4n5eYXYcEZE8SYW8iEguZzgc2ELDsNhshI56A4ur5ikVkbzL6ulJwAP3AxA1a5a5YURE8igV8iIiuZzFaqXoyy9RbuUKPKpUMTuOiMhNC+zZE4vNRtLWrSRt22Z2HBGRPEeFvIhILmYYhvNr16AgE5OIiGQf16Ag58obZ2fPNjmNiEjeo0JeRCSXStq+ncMPPkTyP/+YHUVEJNsF9noEgLjlP5J2/LjJaURE8hYV8iIiudSpcW+TtGULUTNnmR1FRCTbeVSqhFeD+uBwEDVnrtlxRETyFBXyIiK5VLGJE/DvdA/BL79kdhQRkRxRuHdvAM7Nn489Pt7cMCIieYgKeRGRXMoWEkLYuHG4FipkdhQRkRzh3agRbmXK4IiPJ+abb8yOIyKSZ6iQFxHJRQzD0AzOIlJgWKxWAnv1AiDq088w0tNNTiQikjeokBcRyUViFizg0P0PcHL4CLOjiIjcEv6d7sElIIC0iAiSd+40O46ISJ7ganYAERHJkH7mDKfeHg+AW8mSJqcREbk1rB4ehI0fj3vZMtjCwsyOIyKSJ6iQFxHJJU6NGYsjJgb3KpWdyzKJiBQEPo3uMjuCiEieoqH1IiK5QPyaNcQuXQpWK6FvjMLiqs9ZRaRgSouMNDuCiEiup0JeRMRkjoQETo4cCUBgr154VqtqciIRkVvPkZrK0aefYV+z5qQeO252HBGRXE2FvIiIySInTyb9xElsxYoR1L+f2XFERExhdXPDSEsDu52E39abHUdEJFfT2E0RERMl7dhB9GdzAAgZMQKrl5fJiUREzBP8yitY3Gy4h4ebHUVEJFdTIS8iYhIjLY2TQ4eBYeDXsaMmexKRAs+jYgWzI4iI5AkaWi8iYpKzM2eRsmcPLv7+FB38qtlxRERylbTjxzHS082OISKSK6mQFxExQerhw5yZOhWA4FdfxTUw0OREIiK5R8Qbb7CvZSvifvrJ7CgiIrmSCnkREROcGvsWRkoK3g0b4N+5k9lxRERyFZdCgeBwEDVrttlRRERyJRXyIiImKPr66/i0aE7IiBFYLBaz44iI5CqFHrgfi5sbSdu3k7h1q9lxRERyHRXyIiImcCtejBLvv49byZJmRxERyXVcixTB756OADorLyJyGaYW8mPHjuX222/H19eX4OBgOnfuzJ49ezL16d27NxaLJdOtfv36JiUWEbk5Kfv3mx1BRCRPKNyrFwBxP/1E6rFjJqcREcldTC3k16xZQ9++fdmwYQM//fQT6enptGrVioSEhEz92rRpw8mTJ523pUuXmpRYROTGxf/yCwfad+Dk8BEYhmF2HBGRXM29fHm877oLHA6iP/vM7DgiIrmKqevIL1u2LNP9mTNnEhwczB9//EHjxo2d7e7u7oSEhNzqeCIi2Sppx58AWD08dF28iEgWBPbqRcK6dZyb/zVF+vXDxdfX7EgiIrlCrrpGPiYmBoDA/yzDtHr1aoKDg6lQoQJPPvkkkZGRV9xHSkoKsbGxmW4iIrlBUL++lPp8LkHP9Tc7iohInuB91524lSuLIzGRc/O/NjuOiEiukWsKecMwGDhwIHfddRfVqlVztrdt25a5c+eycuVKJkyYwKZNm2jWrBkpKSmX3c/YsWPx9/d33kqUKHGrnoKIyDV51amD1dvb7BgiInmCxWKhcO/eAER99hlGerq5gUREcgmLkUsu1Ozbty/ff/8969ato3jx4lfsd/LkSUqVKsW8efPo2rXrJdtTUlIyFfmxsbGUKFGCmJgY/Pz8ciS7iMiVGGlpnBr7FoG9e2mGehGRG+BISWFf02bYo6IoNnECfu3amR1JROSaYmNj8ff3z7E6NFecke/fvz/fffcdq1atumoRDxAaGkqpUqXYu3fvZbe7u7vj5+eX6SYiYpao2bOJ/vxzDj/SCyMtzew4IiJ5jtXdnUI9ewJwduYsTRYqIoLJhbxhGPTr148FCxawcuVKwsPDr/mYs2fPcvToUUJDQ29BQhGRG5d65Ain33sfgKDnnsNis5mcSEQkbyr0wP1Y3NxI/vNPknfuNDuOiIjpTJ21vm/fvnz++ed8++23+Pr6EhERAYC/vz+enp7Ex8czYsQI7r33XkJDQzl06BBDhgyhSJEidOnSxczoIiJXZRgGESNGYKSk4NWgPv5dOpsdSUQkz3ItXJjgl1/GvWwZPC6aS0lEpKAy9Rr5Ky2/NHPmTHr37k1SUhKdO3dm69atnDt3jtDQUJo2bcqoUaOyPIldTl+bICJyOecWLeLkq4OxuLtT5rtvcStVyuxIIiIiInKL5HQdauoZ+Wt9huDp6cny5ctvURoRkeyRHhVF5FvjACjSt6+KeBGRbGbY7VhcXMyOISJimlwx2Z2ISH5yauxb2M+dw71SJQo/2tvsOCIi+YYjJYXId95hX/MW2GNjzY4jImIaFfIiItkofu06YhcvBquV0FFvaII7EZFsZHFzI37NL6RHRBCzZInZcURETGPq0HoRkfzEkZhIxIgRAAQ+/BCe1aubG0hEJJ+xWCwEv/wSRlo6Pnc3MTuOiIhpVMiLiGST0++9T9rx47iGhRL03HNmxxERyZd8GjUyO4KIiOk0tF5EJBsk7fyLqNmzAQgdPhyrt7fJiURE8j9Hauo1J08WEcmPVMiLiGSDhHXrwOHAr107fJpouKeISE4787//se/upiT98YfZUUREbjkNrRcRyQZFnnkaz1o1cS9XzuwoIiIFQtrRY9ijooiaPRuvunXNjiMickvpjLyISDbxrl8f1yJFzI4hIlIgBPZ6BIC4n1eQeuSIyWlERG4tFfIiIjfIMIyMCe5OnDA7iohIgeNetizejRuBYRD16WdmxxERuaVUyIuI3KDY777jzNSpHLy3G47ERLPjiIgUOIV79wbg3IIF2GNizA0jInILqZAXEblBHtWr43nbbQT27o3Vy8vsOCIiBY5Xgwa4V6iAkZjIufnzzY4jInLLqJAXEblB7mXKUOqzTyn8+GNmRxERKZAsFguB/56Vj/psDkZamrmBRERuERXyIiLXyZGc7PzaYrVicdUCICIiZvHr0B6XIkVIP3WK2GXLzY4jInJLqJAXEbkOjqQkDnbqzKmxb+m6eBGRXMDq5kbggz0BiJo5E8MwTE4kIpLzbqqQT0lJya4cIiJ5wun33yf18GFif/wRw6E3iyIiuUHA/fdjcXcnedcukjZvNjuOiEiOu65Cfvny5fTu3ZuyZctis9nw8vLC19eXJk2aMHr0aE5oCSYRyceSd+0iatZsAEKGDcXFx9vkRCIiAuBaqBD+nToBcPbff6dFRPKzLBXyixYtomLFivTq1Qur1cpLL73EggULWL58OR9//DFNmjTh559/pkyZMjzzzDOcPn06p3OLiNxSRno6J4cOA7sd37Zt8G3a1OxIIiJykcBejwAQv3IlqYcOmRtGRCSHZWmGpjFjxvDOO+/Qvn17rNZLa//u3bsDcPz4cSZPnsynn37Kiy++mL1JRURMFPXZHJL/+gurnx8hQ4aYHUdERP7DvWxZAu7vgXuZsrgGBZkdR0QkR1mMfD4jSGxsLP7+/sTExODn52d2HBHJg1KPHeNAx3swkpIIGfUGhe67z+xIkoc5DAd7o/eSbqTja/PFx80HH5sPbi5uZkcTERGRbJLTdeh1rZkUGxuLj4/PJWfl7XY7CQkJKpRFJN8xDIOIESMxkpLwuv12Arp1MzuS5GHLDy1nzMYxRCVHXbLNzerGG3e+Qfsy7QHYeWYn/9vxP3zcfPB188Xb5n2h8HfzoXqR6hTzKQZAmj2NVEcqXq5eWCyWW/qcRERE5NbLciG/cOFCXnnlFbZt24aXl1embSkpKdx+++288847dOzYMdtDioiYJXbJEhLWrcPi5kbIGyNVJEmWGIbB/nP7WXt8LbWDa1MruBYARTyLEJUchZerFz5uPsSnxpOYnrGMYaojNdNZ+WPxx1h5dOUVj/FGwzfoUr4LAL9H/M4zPz+D1WJ1FvzebhcK/x4Ve9C4eGMATiWcYuXRlfjYMkYCnP+gwMd24QMDV+t1fc4vkqsYaWnELPme2KVLKTH1fSxuGu0iIvlPlv9ST58+nZdffvmSIh7Ay8uLV155hffff1+FvIjkG+nR0ZwaMxaAIn2exT083OREkpslpSfx+8nfWXt8LWuPreVEQsZKLj0q9nAW8jWDavJRq4+oE1wHm4sNALvDTkJ6AvGp8QS4Bzj3VyWwCq/Xe534tHji0+KJS40jPi2ehNQE4tLiCPEOcfaNT4sHMobtx6XGEZcaBwkXsjUv2dz59f5z+xmzccwVn8eguoPoVbUXAHui9jDyt5HOgt9Z+NsyCv66IXWpUrgKAMnpyZxMOOn8MMDDxUMffIkpDMMgcuIE7KfPELt8Of56byoi+VCWC/mdO3cybdq0K25v3Lgxr7/+eraEEhHJDSLHvY09Ohr38uUp/NhjZseRXCohLYEX17zIppObSHWkOtvdXdy5PeR2ZxEP4Gp1pV5ovUyPd7G64Ofmh59b5svTSvqVpKRfySxlaFWqFRt7biQhLaPIj0/NKP7P/79OcB1nX393f1qWapnxwcD5fv/2TbYn42PzcfY9m3SWP8/8ecXjDqo7yFnI/xP9Dw8uffDCc7W44uPmkzFCwM2XnpV6OkcQnEk6w+e7P3du++8HBcGewQR4BGTpuYv8l9XNjaA+fbDHxePTqJHZcUREckSWC/no6GjS09OvuD0tLY3o6OhsCSUiYraE9euJWbQILBZCR72hoZkCZFyL/kfkH0QmRnJP2XsA8HL14lDMIVIdqYR6h9K4eGMaF2/M7SG34+nqeUtyWSwWvGxeeNm8COLqs3VXLVKViXdPvOy2NEcaXDQFbqXClZjSdEqmYj8uLc45KqBcQDln31R7Kr5uviSkJeAwHKQb6ZxLOce5lHMAxKTEOPuejD/J//783xUzPlXjKfrX7g/AkdgjPLr80UwTAzr/b/Ohflh97ip217W+RVLAFHrgAbMjiIjkqCwX8qVLl2bz5s1UqlTpsts3b95MqVKlsi2YiIiZXIoUwaNGDTyrV8ezVi2z44iJIhMjWXd8Hb8c+4XfTvxGYnoivjZf2oa3xWa1YbFYGN5gOMFewZTxL5Onh5PbrLZM9wM9AmlasmmWHls3pC7rH1iPYRgkpic6z/afvySglN+F9wgB7gE8WPlB4lLjSEhLcH5AcP4xhdwLOfvGpsYSmRhJJJGXPa6bi5uzkE9KT2LKlil0LteZioEVr/fpi4iI5BlZXn7utddeY86cOfz+++8ULVo007aIiAjq1avHQw89xOjRo3Mk6I3S8nMicqMMux0jLQ2rh4fZUcQE3/zzDV/u+ZLdUbsztRf2KEyj4o148bYXNfz7FkhKT+JAzAHnKID/XjZQP7Q+dxa7E4BF+xYx9NehAFQvUp37KtxH69Kt8bJdOr+PFAyxy38katYswsaOwa10abPjiEgBktN1aJYL+bi4OBo0aMCRI0d46KGHqFixIhaLhd27dzN37lxKlCjBhg0b8PX1zfaQN0OFvIhcDyM9HYurZuwuaM4ln+PXE7/SpHgTfNwyrhGfvn0607ZNw4KFakWq0ah4IxoXb0zlwMpYLdZr7FHMsPPMTmb9NYsVR1aQ7si4HNDb5k2HMh3oVqEblQIvP6pQ8q+jzzxL/OrVFOrZk5BhQ82OIyIFSK4p5AFiYmIYPHgwX375pfN6+EKFCtGjRw/GjBlDQEBAtge8WSrkRSSrDLudww8+hNftdSnSt6/OxOdjhmGwJ3oPvxz7hbXH1rLjzA4choMJTSbQqnQrAA7HHmb76e3cGXYnhT0Lm5xYrsfZpLN8t/87vv7na47EHXG2/9Ttp0yz/Uv+l7BhI0d698bi6Un5VStxyYXvVUUkf8pVhfx5hmFw5swZDMMgKCgoV18PqEJeRLIqbuUqjvXpg9XXlzLfL8EWHGx2JMlmR+OO8vGfH7P22FoikzJfc12+UHmeqfGMs5CXvM9hONgUsYmv//maxPREpjaf6tz21Z6vqF6kOpULVzYxoeQ0wzA42PVeUnbvJmjgQIo89aTZkUSkgMiVhXxeokJeRK5H3MqVOJKS8G/f3uwocpMMw+Bw7GFS7CnOic9OxJ+g9TetAfB09aReSD0aFW9Eo2KNCPUJNTOu5DCH4XBeEhGZGEmrr1thN+xULVyVbhW60Ta8Ld42b5NTSk6I+fZbTrzyKq7BwZT7+SetQiIit0SuKeQjIyN5/fXXiY2NZejQoVStWjXbw+QEFfIiIgVHij2FzRGbWXt8Lb8c+4WjcUdpUrwJ7zd/39nng+0fUK1INeqG1MXdxd3EtGKWo3FHeW/Le/x05CfntfRerl60L9OebhW6UaVwFZMTSnYyUlPZ17wF6adPE/b2OPzvucfsSCJSAOSaQr59+/bcdtttVK1alZdeeonDhw/n6iH156mQF5FrSfzjD9xKlcK1SBGzo8gNWrh3ISuPrGRjxEaS0pOc7a5WV+4qdhdTmk7JE3+z5NaKSo5i8f7FfP3P1xyKPeRsf6vRW7Qvo1E5+cmZDz7k9Lvv4l6lMuHffKN/D0Qkx+WaQj4sLIyffvqJKlWq4O7uzrFjxwjOA9ePqpAXkatJj47mQPsOGHY7pWZ+gkcVnYnL7dId6fwT/U+ms6aPLX+MTRGbAAj2DM4YLl+8EfVD62u4tFyTYRhsPrWZ+f/M59fjv/LDvT/g55bxnuGPU3/g4epB1cJ5YySiXJ793Dn2Nm2GkZREydmz8a53h9mRRCSfy+k6NMtrLHXu3JnBgwdTqlQpatSokSeKeBGRa4l8ezz2qCjcypXFvVw5s+PIFUQlR7Hu+DrWHlvLryd+JT41ntU9VhPoEQhA9wrdaRDagMbFG1OhUAWdbZPrYrFYuD3kdm4PuZ3k9GQ8XC+sWDF+03j+OvsXlQMr061CN9qXaa8Ph/Igl4AAArp0JvrzL4iaNUuFvIjkeVk+I+9wOPjiiy84d+4cDz/8cJ45u60z8iJyJQm//caRRx8Di4VSc+fiVae22ZHkIodiDvHDoR9Ye2wtO8/sxODCn6sA9wAmNZ3EbUVvMzGh5Hcp9hSG/TqMnw7/RJojDciYJLFdeDvuq3AfVYvoLH1eknLwIAfatgOgzA9LcQ8PNzmRiORnuWZofV6lQl5ELseRnMyBezqRduQIhXo+QMiwYWZHKvDiUuMwMJxDmhftW8TQX4c6t1cOrMxdxe6icfHGVC9SHReri1lRpYA5l3wuY136vV9zMOags71npZ4MrjfYxGRyvY4+24f4VasIeOB+QocPNzuOiORjuWZovYhIfnJm6jTSjhzBtWhRggYONDtOgWQYBvvP7XfOML8tchsDbhtAr6q9ALir2F00L9mcxsUbc1exuwj20iVdYo4AjwAeqfoID1d5mD9O/cHXe7/mp0M/cUfoheHZZ5LOEJEQQdXCVXVpRy4W2Ls38atWEbNwEUHPPYdroUJmRxIRuSFZKuTbtGnDsGHDaNiw4VX7xcXFMW3aNHx8fOjbt2+2BBQRyW7Jf//N2U8+ASBk2FBcfHxMTlRwpDnS+O3Eb/xy7BfWHlvLiYQTmbb/E/2P8+sinkWY1HTSLU4ocmUWi4W6IXWpG1KXV29/FW+3C9fKf7XnK6Zvn06lwEp0K9+NdmXa4evma2JauRyvO27Hs04d3MuXh/R0s+OIiNywLBXy9913H927d8fX15d77rmHunXrEhYWhoeHB9HR0ezatYt169axdOlSOnTowPjx43M6t4jIDTHsdk4OHQZ2O74tW+LbvLnZkfK9hLQE5+Rg6Y50Bq4eSIo9BQA3qxu3h95O42KNaVS8ESV8S5gZVSTLAjwCMt1PTEvEzerG31F/8+bGN5nwxwTahrelW/luVCtSTWfpcwmLxUKpOZ9hsVrNjiIiclOyfI18amoqX3/9NV9++SVr167l3LlzGTuwWKhSpQqtW7fmySefpGLFijmZ97rpGnkRuVjU7NmcGvsWVl9fyixZgq2ohmtntzR7Glsit7D22Fp+Of4LrlZXFtyzwLl9xPoRuFpdaVSsEXeE3oGnq6eJaUWyz7nkcyw+kLEu/YGYA8722sG1md1mtop5EZECJNdOdhcTE0NSUhKFCxfGZrNld65so0JeRM5LO36c/R3vwUhMJGTECArd38PsSPnG6cTTrD2+lrXH1vLbyd9ISEtwbnO1uLKi+wrnUnEi+Z1hGGyN3MrX/3zN8kPL6Vi2IyMajnBu+zvqbyoFVlJhb7KkP3cSt3wZQS++qNdCRLJdri3k8woV8iICGW+ejz7zDAlrfsHzttso9dmnGlp5E+wOO1aL1fnm97V1r/Hd/u+c2wM9Ap0zzDcIa+CciV6koIlJiSHFnuKcrHHnmZ088P0DVChUwbkuvX4/bj17fDx7GzXGSEqi5KyZeNevb3YkEclnNGu9iEg2SNz4OwlrfsFisxH6xkgV8TcgJiWGX4//ytrja/n1+K/MaDmDKoWrANCkeBMOnDtAo+KNaFy8MVUKV8Fq0fdYxN/dP9P9vdF7cbO68U/0P4zZOIaJmyfSJrwN3Sp0o0aRGjozfIu4+PhQqPt92M+dwzVYl1iJSN6jM/IiUiAYhkHc8uWkR0YS+MgjZsfJMwzDYMmBJcz/Zz7bT2/HYTic256r/RxP1njSxHQieVNMSkzG79We+eyP2e9sL1+oPFObTSXUJ9TEdAWHYRj64EREcoyG1t8kFfIiIjcmKjmK4b8OZ/Wx1c62cgHlMs66F2tMzeCa2Ky5d44UkdzOMAy2n97O/H/ms/zQcgLcA1h+73JcrC4AnEo4RbBXsIpNEZE8SEPrRURuQvKef3ANDsK1UCGzo+Q5NquNv6P/xtXqylPVn6JTuU6E+YSZHUsk37BYLNQKrkWt4Fq8fPvLHIk94izi0xxp3P/9/QS4B9CtQjc6lOlwyTB9yR4pe/cS9dkcgl4YoL8VIpJn3NAZ+XPnzvH111+zf/9+XnrpJQIDA9myZQtFixalWLFiOZHzhumMvEjB5UhO5mCnzthjYykxYzqeNWuaHSnXi02Nxdfm6zwDuDVyK16uXlQMzF1Li4rkd3+d/YteP/QixZ4CgLuLO61Lt+a+CvdRM6imztJno4Pd7iN5506CBjxPkWeeMTuOiOQTOV2HXvdMRDt27KBChQqMGzeOd955x7me/MKFCxk8eHB25xMRuWHpZ85gcXPDYrPhVqaM2XFyvdVHV9NpUScW7L2w5nvt4Noq4kVMULVwVVbct4LBdwymXEA5UuwpfLf/Ox7+4WG6fteV30/+bnbEfCOwVy8AoubOxZGaanIaEZGsue5CfuDAgfTu3Zu9e/fi4eHhbG/bti2//PJLtoYTEbkZbsWLE/7N15Sc+Qkuvr5mx8m14lLjeH3d6/Rf2Z8zSWdYsHdBpkntRMQc/u7+9KzckwX3LGBOuzl0LtcZDxcP9p3bh5/7hbM7iWmJ5PMpj3KUX5vWuBYtiv30GWK/X2p2HBGRLLnuQn7Tpk08/fTTl7QXK1aMiIiIbAklIpJdLG5uuJcta3aMXOu3E7/R9buufLv/WyxY6F21N5+0+URLx4nkIhaLhZpBNRl15yhWdF/BuEbjqBRYybl99MbRdPm2C3N2zSEmJcbEpHmTxWYj8OGHAIiaNUsfiohInnDd79Q8PDyIjY29pH3Pnj0EBQVlSygRkZsRPe9LzsyYgaEhkleUmJbImxve5KmfniIiIYISviWY1WYWL9Z9EXcXd7PjicgV+Ln50a5MO+f9NHsaa4+tZX/MfsZtGkfz+c0ZsnYIW05tUUF6HQLuuw+Llxcpe/aQuGGD2XFERK7pugv5Tp068cYbb5CWlgZkfEp85MgRXn31Ve69995sDygikhXp0dHErV7N6SlTiHz7bU5PmkzssmVmx8q19p3bx/x/5gNwf8X7+brj19QpWsfkVCJyvWwuNr7v+j2v1XuNCoUqkGJPYfGBxfRa1ovO33Zm8f7FZkfME1z8/Qno2hWAs7NmmRtGRCQLrnvW+tjYWNq1a8dff/1FXFwcYWFhRERE0KBBA5YuXYq3t3dOZb0hmrVeJP8x0tJI3vMPSdu3kbR9O0nbt5N2+EimPp51b6PUp59isWqI+HmGYWSa6Xr2X7OpGFiR+qH1TUwlItnFMAx2ntnJ13u/5oeDP5CUnkT/2v15qsZTADgMBxYsmvH+ClKPHGF/6zZgGJT5fokuyxKRm5LTdegNLT8HsHLlSrZs2YLD4aBOnTq0aNEiu7NlCxXyIvlD4ubNxK1cRdL27STv3ImRknJJH7cyZfCsWRPPmjXxv6cjVi8vE5LmTjvP7OSN397grcZvUcZfM/iL5HfxqfEsPbiUpiWaEuSVcenjj4d+ZOq2qXSr0I2OZToS4BFgbshc6Fj//sT99DMB3bsT+sZIs+OISB6Wqwr59PR0PDw82LZtG9WqVbvpg48dO5YFCxbw999/4+npScOGDRk3bhwVK15Y6sgwDEaOHMmHH35IdHQ09erVY+rUqVStWjVLx1AhL5L3JG7ZStK2bQR07YJLQAAAkZMnc3b6DGcfq5+fs2j3rFkTzxrVcfH3Nylx7pVmT2PGjhl8/OfH2A07d5e4m/eavWd2LBExQb8V/VhzbA0AblY3WpZuSbfy3bit6G06S/+vxM2bOfzQw1jc3Sm3aiWugYFmRxKRPCqn61DX6+rs6kqpUqWw2+3ZcvA1a9bQt29fbr/9dtLT03nttddo1aoVu3btcg7Rf/vtt5k4cSKzZs2iQoUKvPnmm7Rs2ZI9e/bgq+WkRPI0wzBIO3aM1MNH8LnrTmf7yaFDSd2/H7cy4fjefTcAPnfdhT06Gs+atfCsWRO30qU0bP4a9kTt4bV1r7Eneg8AbcPbMuSOISanEhGzvNXoLZYeXMr8f+bzd9TffH/ge74/8D3h/uF0K9+Nh6o8VOBXrPC87TY8qlUjeedOoufNI6hPH7MjiYhc1nUPrZ85cybz589nzpw5BGbzp5SnT58mODiYNWvW0LhxYwzDICwsjAEDBvDKK68AkJKSQtGiRRk3btxll8FLSUkh5aIht7GxsZQoUUJn5EVyAXt8PMl//vnvde07SNq+HXtUFBZPTypu+h2La8Zni6feHk/qkcMU7tULr9tvNzl13pPuSGfmzplM2z6NdEc6Ae4BvF7/dVqXbm12NBHJBQzDYNfZXcz/Zz5LDy4lKT2JmkE1mdNujtnRcoWYJd9zYtAgXAoXptzKFVjdb2wlD8MwMDCccxO4WF2yOamI5Ga56ow8wJQpU9i3bx9hYWGUKlXqksnttmzZcsNhYmIy1j49/wHBwYMHiYiIoFWrVs4+7u7uNGnShPXr11+2kB87diwjR+qaJhGzGQ4Hqfv3OyejS9q2nZR9++A/nx1abDbcK5Qn/WwUtqLBABR9+SUzIucb3+77lilbpwDQtERThjUYRhHPIianEpHcwmKxULVIVaoWqcqguoNYenApRb2KOrefSz7HEz8+QflC5TEwnAVpxn8G3Sp0o15oPQD+jvqbGdtnOPuc7+fAgWFk9G1WshkAe6P38vamty/pc/4Y3Sp0o2PZjgAcjDnI6+ted2473xcyJu3rWr4rPSv3BOB4/HH6/NzH2RdwFtCGYdC5XGeerpnxnvF04mke+P6BTM/n4ufYsUxHXmz9PJHvhGANLUqnjxtzJsCa+fvwb4Y2pdvw5l1vApBqT+X2ubdn6nOxZiWaMbnZ5Gx/LUWk4LruQr5z5845ECPjU8uBAwdy1113Oa+/j4iIAKBo0aKZ+hYtWpTDhw9fdj+DBw9m4MCBzvvnz8iLyK2RduIEJ19/naQdf+KIj79ku61YsYxr2mtlXNvuXrkyVjc3E5LmX53KdWL5oeV0LNuRDmU66NpXEbkiHzcfulfsnqlt8YHF7Ine47ws57/qhdZzFvJRSVGsOLLiivtvENbA+XVcahwbTl55jfY7i124xCo5PZkdZ3Zcse+ZpDPOr9PsaRyIOXDFvudSzjm/tht2TiWeumLf+LR4LDYb4QsXkOBl5dC8uyDt8n3THJk3OAzHFfd7cXHvMBwcjTtKKb9SV+wvInIt113IDx8+PCdy0K9fP3bs2MG6desu2fbfN6H/XULpYu7u7rjf4BAoEbk+iX/8wbmvvsKtTFmKPJ2xvJFLQAAJG38Hux2Lpyee1atfKNxr1MA1KMjk1PnPsbhjfPTnRwypNwQ3Fzdcra580PIDFfC5VexJ+OVtSDoHnaaC27+rK5zYCmf2QdEqUPSiCV1TE8DmBXo95RbpWr4r/u7+RCVFOf8dsVqszqXragbVdPYtE1CGofWHAhnv1yxYnH0Bqhep7uxb2r80YxuNzdjPv/s6/xgLFsoFlHP2Le5bnClNp1zY/p//F/ct7uxb1LsoH7f6+Ip9z8/aD1DYozDzOszLnOGi//u7Z0ya6lqoED4OO4s7L86UEcuF74Wnq6dzvzarjZX3rXR+v87v04oVi8WCzWpz9p2zaw6TtkyiX+1+9KrSS0PuReSGXHchnxP69+/Pd999xy+//ELx4hf+YQ4JCQEyzsyHhoY62yMjIy85Sy8iOSftVKRzzXb/Dh3wqFw5o/1kBDHffodHjRrOQt7q5UWxd8bjFh6Oe7lyzuveJfsZhsHXe79m/KbxJKUnEegRyHN1ngMu/QBUcpGESNg6F+wp0PV/F9r//Bp+ex8a9odWGcN1safBmDCwuMBL+8Dr37lpdnwFu7+DCm2h9oMX9rH9S3D3gbLNweaR0ZaeClaXjJtIFnjbvLmn7D1Z6hviHXLJGf0rCfQIpEOZDlnq6+vmS9OSTbPU19PVkztC78hSX5uLjaqFs7bykYvVheIOfxLWrcO/Y8er9rVYMn9gcCWGYbDt9DbSHGm8+8e7rDiygtF3jqa0f+ksZRIROe+632FbrdarvkG8nhntDcOgf//+LFy4kNWrVxMeHp5pe3h4OCEhIfz000/Url0bgNTUVNasWcO4ceOuN7qIZIEjJYXkv3ZduLZ9+3bST550bncNDHQW8l6316VI37541qmdaR9+bdve0swFUURCBCPWj+DXE78CcFvR2+hSvovJqSRLQmtC52kQewJcLvozXKg0hDeGIhUutKXEZfzfsIP7RRPlnNwOuxdnPOY8exoszPhAjZcPXijk10+GlW/C7U9C+3cu9P/yYXD1gDZvgXfhjLbI3Rm3IuUh5MKZVNJTwVWXwEjBYo+JYX/zFjgSE/GoVAn38uVvep8Wi4UJTSawaN8ixm0ax47TO+i2uBsD6gygZ+WeBX7VABHJuusu5BcuXJjpflpaGlu3bmX27NnXPclc3759+fzzz/n222/x9fV1XhPv7++Pp6cnFouFAQMGMGbMGMqXL0/58uUZM2YMXl5e9OzZ83qji8h/nF/+LWnbhaI9+e+/Ie0/FwRarbhXqIBnzZp4VK3mbLYVLUpQ/363OHXBZhgGiw8s5q2NbxGXFoe7izvP13meBys/qDeAuVXcKVj6IrQeAwElM9qqd7u03x1PZtwu5lkIhpyA5JjMRX/VLhAYDkUv/D6SnpJxJj4lFtwvWp41OWMiWWdhDxlF/+7vMr5ue9EH438vySj66zwC97x3of3t8IzH9Pv9wocHfy+FP7/K+PCh7mMX+u76DlzdodSdGaMDABx2sFh1eYDkKS7+/njf2ZC04ydwJCRk234tFgtdynehfmh9hq0fxoaTGxi3aRw/H/mZN+98M9NlAyIiV3Ldy89dyeeff86XX37Jt99+m/WDX+EP+syZM+nduzeQ8aZ15MiRfPDBB0RHR1OvXj2mTp3qnBDvWnJ62n+RvMSRmIjVy8t5/2ifvsSvXHlJP5fChfGslbFeu2fNmnhWq4r1PytUiDmmb5vOtO3TAKhRpAZv3vUm4f7h13iUmOrz++GfHyC8CfT67tYfPz01o7i3umR8MAAZRfn2LzKK/HrPXviQYOsc2PY5VGwHDf/9kM6eDqP+PWP/0oELZ+/XjIdVlyn6xxSD1Hh4bisElslo+/1/8MMrUKMHdJl+oe+3/TKK/Gavgf+/xUvUAYjYCYVKZYxeOM9h1+UBcss5EhKweHnl2OVKhmHw1Z6vmPDHBNLsaXzR4QsqBVbKkWOJyK2V03VothXy+/fvp0aNGiRk4yeW2UGFvAg4kpM51L0HKfv3U+G39bj8+7sQOWECZ2fNxqNK5QtFe81a2IqF6RrrXOpY3DHu//5+elftTe+qvXG1ag6CXC/6MCx6FjpMgqAK1+ye6xhGxgcByTHgVxys/478OLEVjv6eMQy/bLMLfT/rnNH3oQUXrun/ZXzGmf7aD0On9y/s+0pF/9JBUPke6PHZhb4Tq2Ts97FlF4b9H1wLW2ZD8duh3qVL0orkFUfjjrL99PZMcwgkpSdlmlBPRPKWXLeO/OUkJSXx3nvvZZqoTkRurfToaJJ37CBp+w6Stm/H6u1N8SkZa9ZaPTxwJCeD3U7yrt14189YNqjwk09SpF8/rFrpIdc6l3yOX47/4px4qrhvcZbfuxxvm0ZI5FoJZ+D4FqjQKuN+oVLw6FJzM90MiwU8/DNuFwurnXH7b99HLjMyr+FzGUW85T9n1FuNyijOvYMvtHkWghL1IOg/ZyWTYzKKftuFUUWc/hv+nJ9xWcHFhfy6dyGoMpS5O/MlBSI3yB4fT8zCRQR0vy9H/maW8C1BCd8LyyXvPrubp396moF1B9KpbCd9uC4il7juQr5QoUKZ/jExDIO4uDi8vLyYM2dOtoYTkcsz0tJI/uefjGvat28nadt2Ug8fztTH6u2NYbdjccl441xswgRciwZjC77whtlFo1RytV+O/cLw9cM5k3SGYK9g6ofWB1ARn5udOwoft4TEKHhyReYJ4woyV3fwDbm0/eJr68+r3u3ycwg8vwNSYsD/QrFDyfrQanTGfAHnJZyFFW+A4YABOyHg3/4Ox4XRBCLXwTAMDj/Qk5S9e7F6eRJw7705fswv/v6C6JRohv46lJ8P/8zwBsOzNCu+iBQc113Iv/vuu5kKeavVSlBQEPXq1aNQoULZGk5EMthjYkjYuPHChHQ7/8JITr6kn1t4OJ41amSs2V6zZqaJpTyrZ21eCTFffGo8b296m4X7MiYXDfcPx9fme41HSa7gVwxCakD0Qbho3WjJBt6FL1yff15I9Us/LLGnQN3HIebohSIeMiYcPLUL7n4VymZtWTMRyJjTyb9zZyLHjydq1iz8u3bN8TPkwxsMp5RfKaZum8qaY2vo8l0XhtwxhLbhbXV2XkSAG7hG/siRI5QoUeKy/4gcOXKEkiVLZlu47KBr5CWvcaSkkLxrF66FCuFWujQACevXc+SxxzP1s/r5ZRTtNWtmFO7Vq+MSEHDrA0u22nByA8N+HcbJhJNYsPBIlUfoV7sfHq4aHpxrJUVnLA13fiK2pOiMIv78jO1iPsOACZUgPiLj2v1yzTPa4yPh7H4ocYcm0pOrssfGsu/upjgSEynx0Uf43HXnLTnu3ui9vLbuNXZH7QagZamWvF7/dQI9Am/J8UXkxuV0HXrdY8zCw8M5ffr0Je1nz569ZB14Ebk2e2wsRmqq8/6psWM5/EBPoufPd7Z5VK+Oe+XKBPToQeiYMZRZ+j0VNvxGyY/+R1D/fvg0aqQiPh+YsmUKT/74JCcTTlLcpzgz28xk0O2DVMTnZkd/h+l3ZUzmdp5nIRXxuY3FknGpQ7t3oPRdF9p3fgMz28CXD5uXTfIEFz8//LtlDKmPmjXrlh23fKHyzG0/lz41++BqceWnwz+x/NDyW3Z8Ecm9rruQv9IJ/Pj4eDw89GZT5HrYY2I42PVeknftcrZ51qiJS+HCWC5aM9rF15cyCxcQOnIEAV274F6mDBZd65nvlAsoB0CPij345p5vuK3obSYnkmuKOgCxxzIKwrRLL3eRXMS/ONzxZMb1+uelJWVM4ndxcZ+eAl8+BJtnZizdJ/KvwIcfBquVhHXrSP7nn1t2XJvVxrO1nmVu+7ncV+E+elTsccuOLSK5V5aH1g8cOBCAyZMn8+STT+J10VrUdrudjRs34uLiwq+//pozSW+QhtZLbmUYBscHvEDc8uUUfvppgl8YkNGeng4uLroGrgBIsadwOPYwFQplLElmGAZ7ovdoDeG85o/ZULULeOhvTJ5kT8u4uf37vmbfzzDnXvAJgYG7L0yQlxiVMdpC/zYXaMeee564H3/Ev9u9hL35pqlZEtMS6bOiD49Ve4zGxRubmkVELpVrlp/bunUrkPFG888//8TNzc25zc3NjZo1azJo0KBsDyiSX8UsWEDc8uXg6opvi+bOdour1gUvCP468xevrXuNcynnWNhpIYU8MlYEURGfyx3fAmsnwL0fge3f9Z1v62VuJrk5LraM23lFKkLzYWB1zTzL/aedMpbA6zYTimu0TEEV2Ls3cT/+SOx3iwl+4QVcCxe+9oNyyOxds/nj1B/8ceoPupTrwku3v4SvmyZGFSkoslwxrFq1CoBHH32UyZMn6+y2yE1IOXiQiNFjAAh6/jk8q2uJqoIizZ7Gh39+yP92/A+7YaewR2GOxh2lkIdW/cj10lMzhlzHHoc1b0OL4WYnkpwQUAIavZi5LTEKzvwD9lQoVOpC+9HfM2bHL9ciY4i+5HuetWvhUaMGyTt2EP3FPIL69TUty6NVHyUuNY45u+awcN9Cfjv5G280fIMGYQ1MyyQit851z1qf12hoveQ2Rmoqhx7oSfJff+FVvz4lP/lY17sXEP9E/8Nr617j76i/AWhTug2v1XuNAI8Ac4NJ1u1fmXHt9D3vgWeA2WnkVkpNgBNbM19P//XjsPNruPN5aPmGednklopdupTjA1/EJTCQcqtWYnV3v/aDctAfp/7g9XWvcyz+GJAxz8rA2wbiZfO6xiNFJCflmqH1F9u0aRPz58/nyJEjpKZmnghmwYIF2RJMJL86/d57JP/1Fy7+/oSNe0tFfAFgGAYf7/yYqdumku5Ix9/dn9frvU6b8DZmR5NrObkdHHYoVifjftlmGTcpeNy8MxfxAMGVoEgFqNj+Qtupv2Dh01C1KzQaeGszyi3h26oVrmGhpJ84SezixQR062ZqntuK3sY393zDxD8m8uWeL/lyz5ekO9IZ0XCEqblEJGdddwUxb9487rzzTnbt2sXChQtJS0tj165drFy5En9/DSsTuZqEDRs4+9HHAIS8OQpb0aImJ5JbwWKxcCjmEOmOdO4ucTeLOi1SEZ8X7F8JH7WErx7JGFot8l+NX4J+mzLWoT/v76UQ8WfGsPuLndiaMSO+5HkWV1cCH8pYsvDsrFlXXNHpVvKyefF6/df5sOWHVAqsRJ9afcyOJCI57LrPyI8ZM4Z3332Xvn374uvry+TJkwkPD+fpp58mNDQ0JzKK5Avp0dGcePkVMAwCunfHr2VLsyNJDnIYDhLTEvFxy1hP/JU7XqFBWAPahbfTigR5RbHbwL9YxuRnIldz8e903ccyfm58L3pPlBIPH7cCF/eMwt9P75fyuoD7unHm/fexx8SQdvwEbsWLmR0JgAZhDfgq9KtMf2embpvKXcXuomZQTROTiUh2u+5r5L29vfnrr78oXbo0RYoUYdWqVVSvXp3du3fTrFkzTp48mVNZb4iukZfcwDAMjvXvT/zPK3ArU4bwr+dj9dK1a/nVsbhjDP11KJ6unkxtPlWFe14Sfxp8gi7cjzsFPsFackxuzsntMPe+jOH5/bdc+HnaPBPSEqFK54ziX/KUpD//xL1iRawXreSU2/xy7Bf6ruiL1WKld9Xe9K3VFzeX3JtXJD/J6Tr0uofWBwYGEhcXB0CxYsXYuXMnAOfOnSMxMTF704nkE+e+mk/8zyuw2GwUe2e8ivh8yjAMvv7na+797l42n9rM5lObORh70OxYklVb58DkGrBn2YU236Iq4uXmhdaEgX9D7+8v/DwZBqyfAsuHwPHNF/qmp4LDYU5OuS6e1avn6iIeoGZQTTqU6YDDcPDJzk/osaQHf539y+xYIpINrruQb9SoET/99BMA3bt35/nnn+fJJ5/kgQceoHnz5td4tEjBk3LwIKfGjgUgaOBAPKpUMTmR5IRTCad4dsWzjPxtJInpidQJrsM3Hb+hjH8Zs6NJVkXszDg7+ud8s5NIfmS1gl/YhfsOO9zx9KUTKO6YBxMqwtqJtz6j3BDDbifpr9xZHPu7+zO20Vgm3T2JQI9A9p3bx4PfP8i0bdNIc6SZHU9EbsJ1D62PiooiOTmZsLAwHA4H77zzDuvWraNcuXIMHTqUQoVy11rIGlovZnOkpnJ64ruk7N9PiQ9maJb6fMYwDJYcWMLY38cSlxqHm9WN5+o8x0OVH8LF6mJ2PLke6akZRVSthzKKLhEzfNULdi2Cpq9Dk5cy2hx22PEllGuZ+dIPMV16dDSHuvcgPSKCcqtW4lqkiNmRrigqOYrRG0bz4+EfAWhUrBHTWkwzOZVI/pXTdeh1FfLp6enMnTuX1q1bExISku1hcoIKecktjPR0LK43tOKj5GIp9hS6ftuVI3FHqFa4GqPvGk2ZAJ2FzxO2fwlH1kOHSRo+L7lHeiocXgeFy0FAyYy2Ixvhk1bgWQhe2g/6kDBXOdTjflIPHaLYuxPxbtjQ7DjXtOzgMkZvHM0bDd+gacmmZscRybdyVSEP4OXlxe7duylVqlS2h8kJKuTFLCkHD+JWooSK93zKMAznJHbbIrex8eRGHq/+OK5Wvd55wtn98P7tYNjh/s+hUvtrP0bELAdWw0/DMtasv/ejC+0LnwGvwlC/jybLM1Hq4cO4BgXlqflv4lLj8HXzdd5fd3wdYT5huhxMJBvldB163e8469Wrx9atW/NMIS9ihvSzZzn88CO4FS9O8fem4BqkoZD5RUxKDGM2jqFakWo8XCVjHeFawbWoFVzL3GByfQqXhRYjMq6Jr9DG7DQiV1fmbnj6F7BfdE1zwtmM4faGA+o9c6E97lTG7PjuPrc8ZkHllgffE19cxEcmRvLKL6+QYk/hudrP8VCVh7BadHmRSG533YV8nz59ePHFFzl27Bi33XYb3t7embbXqFEj28KJ5FUp+/ZjJCfjSIjH6ut77QdInvDLsV8YsX4Ep5NOs/roau4pew/+7v5mx5Ks+msRlGqYsZwcwJ3PmRpH5Lq52C587eYF3WZmLG0XUOJC++oxsO0LaD0a7njy1mcswAzDIHHj73jdcXuemw+nepHq/HriV8ZvHs+KIyt48843KeFX4toPFBHTXPfQeutl/mGyWCzOYaZ2uz3bwmUHDa0Xs6QeO46Rkox72bJmR5GbFJ8azzub3+Gbvd8AUNqvNKPvGk2NIH1wmWesnQgrRkJ4E3h4oa4xlvzrkzZw5Dd46Bso1yKj7dyRjDkhKrWDolXNzZdPGYbB4Qd6krRtGyX+9yE+jRqZHem6GIbBN3u/Yfym8SSmJ+Lp6snA2wbSvWJ3nZ0XuUG5bmj9wYNaE1kkK9yK63rF/GDjyY0M/XUoJxNOYsHCQ1Ue4rnaz+Hh6mF2NLkeFdvB2glQ/Hazk4jkrEd/gNN/Q+BF1zr//T2sehMOroHeSy60G4YmeswmFosFz1q1SNq2jaiZs/JcIW+xWOhWoRsNwhow9NehbIrYxOiNo1l5ZCVTW0zFZrVdeycicktddyGva+NFLs+RnMyxPn0JfPRRfBrdZXYcyQanE0/z7M/PkuZIo5hPMUbdOYrbQ1QI5hlxEeD77worwZXguW1aukvyP4sFgitnbitcDiq0hfItLrSlp8B7t0GJetB+AngG3NKY+VHgww8R9emnJKxfT/Kef/CoWMHsSNetmE8xPmr1EV/8/QWT/phEaf/SKuJFcqkbGivz2WefceeddxIWFsbhw4cBmDRpEt9++222hhPJSyLfmUDC+vWcGDwYR1KS2XEkGwR5BfF0jae5r8J9fHPPNyri84r0VPjhFXivbsbs9OepiJeCqnxL6DkPbn/iQtvhXyHmKBxaB+4XDfk89kfGUHy5brZixfBt3QqAqNmz/8/efcdVXb5/HH+dAYe9NwKCGwfO3Jql5k6znaXZst2v+W1Y2rC9lzZsZ9kyZ2rmzEzTnLgFQfY+zDM/vz8+eABXKuBhXM/HgwdynwPn4qhw3p/7vq/bydWcP61Gyw0dbuDHcT/yQPcHHOMZJRlkl2U7rzAhRA3nHOQ//PBDHnzwQUaNGkVhYaFjT7yfnx9vvfVWXdcnRKNQvGYNBV9/DUDEi7PQurs7uSJxPsw2M29tfYt9+fscY7d3uZ2n+z6Np4vnGT5TNCgaLWTuAnMxHFrl7GqEaJhiB8PUFTDqVaje/2jxA/BWZ0hc6LTSGrPAKVMAMC5ahDUnx7nF1FKMTwweLuqRenbFzhMbnmDCrxNYfGQx59hiSwhRD845yL/77rt8/PHHPPnkk+h0Vc2Cevbsya5du+q0OCEaA2tODhlPPAlAwOSbGt2+OKFKzEvkmsXX8OnuT3liwxNY7VYAx1nxohHR6WHip3D9fOh9u7OrEaJh0uogujfEj6sas1SAqxdoXdQTHsQ5c09IwL1bNxSLhYJ585xdTp0pNBVSbi3HaDby+PrH+b81/0duea6zyxKiWTvnIJ+UlES3bt1OGjcYDJSWltZJUUI0FordTvrjT2DLz8fQrh3BDz7o7JLEObLYLXy4/UNuWHIDhwoPEeAWwD1d70GvPecWIsJZbBZY8RRs+rBqzCcc2l7mvJqEaIxc3GDqMnj0MHgGVY2nblYb44mzEjB5MgAF387DXlHh5GrqRoBbAF+P+trx+3FVyiqu+PUKlicvd3ZpQjRb5xzkY2Nj2b59+0njy5YtIz4+vi5qEqLRKPjqK0o3bEBjMBD5+mtoDQZnlyTOwcGCg9yw5AY+2PEBVsXKsJhhLLh8AZdEX+Ls0sS52LsQNr4LK6ZDYaqzqxGi8XPzrfrzlk/g02Hw+zMS5s+S99BLcYmMxFZYSNGvTWeLgl6r546EO/hu9He09W9LgamAh9c+zCNrH6HYXOzs8oRods55yumRRx7h7rvvpqKiAkVR2Lx5M/PmzePFF1/kk08+qY8ahWiQKvbuJfu11wEI/d9jGFq3dnJF4lzsyd3DjctuxGK34OPqw1N9nmJEyxGylL4x6ngFHFkDbYaDX5SzqxGiabFZ1PdylvhZ0+j1BNx0I1kvvkT+F1/gd9WVaLRN5/lrF9CO70Z/x+yds/l016ccLjqMQScTGUJcaBrlPLpVfPzxxzz//POkpqozH5GRkcyYMYNbbrmlzgusLaPRiK+vL0VFRfj4+Pz3JwhxFuzl5SRdeRXmw4fxuuQSWrz/ngTARsau2Lll+S14uHgwo+8Mgj2ko3mjYbPC1s+gxxTQybFIQtS7lE3qMXXye+6s2UpKOHTxEOwlJUTNmY3X4MHOLqle7M7djYvWhXYB7QCw2q2UWcvwcZXX3ELUdw49ryB/XG5uLna7nZCQkLqsqU5JkBf1IWPGDAq/+x59cDCxC39F7+/v7JLEf7Ardn499CuXtbzM0YW3xFyCp4unXIRpbOZdB/uXQr/7YPhzzq5GiObFboft30DCdWpjSXFaWS+/Qv5nn+HRtw8xn33m7HIuiDk75jD/wHye7fcs/SP7O7scIZyqvnPoea/zyc7OZu/evRw4cICcRn68hhDnonjVKgq/+x6AiJdfkhDfCKSXpHPbitt4euPTvL3tbce4l6uXhPjGKOE69dzriJMbrwoh6tmyR2HhPbDgTmdX0uAFTLoBdDrKtvyDJSPD2eXUO4vdwrKkZWSXZTPt92nM/GsmpRZphC1EfTnnIG80GrnxxhuJiIhg8ODBDBo0iIiICCZNmkRRUVF91ChEg2EtKCDjyacACJg6Fc9+cjxPQ6YoCj8f/JkrFl7B5szNuOvdaenb0tlliXNlt4Gx2ovg+HFw/w7odIXzahKiuYobDHo3ORXiLLhERhLx0ou0XrkCl/BwZ5dT71y0Lnw7+luub389AD8e+JGJCyeyJXOLkysTomk656X1V199Ndu3b+fdd9+lb9++aDQaNm7cyP3330+XLl2YP39+fdV6XmRpvahLiqJQOP8HihYuJOazuWhcXZ1dkjiN7LJsZmycwfq09QB0De7K8wOeJ8YnxsmViXNSkgM/TVWD/O1rwODl7IqEEMWZ4B3m7CpEA7Y5YzNPb3yatJI0AK5vfz0P9HgAd727kysT4sJpcHvkPT09Wb58OQMGDKgxvn79ekaMGNHgzpKXIC/qg2K3N6kOtE3N5ozN/N+a/8NoNuKqdeXebvdyY/yN6LQ6Z5cmzlVpLsweCBVFMOlHiJFVMEI0KKZiWPMSDHkCXD2dXU2DZjMa0TWj16KlllJe++c1fjzwIwadgR/G/kCsb6yzyxLigqnvHHrOXUoCAwPx9fU9adzX1xd/2SssmihTUhL6wEDHL2AJ8Q3b8eXz8YHxzBowi1Z+rZxbkDh/nkFwzddg8Ibgts6uRghxop9vV5tP5h2G679zdjUNkjU/n4zHn6Bs2zbarFmN1rN5XPDwdPHkmb7PMDR6KNll2TVCvF2xo5UjDYWolXP+H/TUU0/x4IMPklGtaUdmZiaPPPII06dPr9PihGgI7KWlHJt2J0njJ1Cx/4CzyxGnkFGSwdzdcx0fh3iEMPeyuXw96msJ8Y1NaS58cxUkra8aa9FDQrwQDdXAh8A3CgY/4uxKGiydry+mw4fRejfPrUH9I/szoc0Ex8fbs7dz5aIr2ZO7x4lVCdH4nfOM/IcffsihQ4eIiYkhOjoagJSUFAwGAzk5OcyZM8dx323bttVdpUI4iSUrG8VuR7HbcQltuEctNkfF5mI+2fUJXyd+jdlupp1/O8dxN8fPtBWNzIY34eAKyD0A92yV462EaOha9IR7t4FeesacjkanI2zGDEwHDjhm4xWLhdQ7puE1ZAg+Y0Y3qxNw3tr2FgcLDnLD0hu4pfMtTOsyDRedi7PLEqLROec98jNnzjzr+z7zzDPnXFBdkz3yoi7YSkqwpKXj1k5mBRsCi93Cjwd+5MPtH1JgKgCgZ2hP/nfR/yTAN3bmMvjldrj4CQiNd3Y1QohzVXAUljwIl78vDfHOoPiPPzh2193qBy4ueF88GN/x4/EaNAiNS9MOtYUVhcz6exbLkpcB0M6/HS8MeEF+f4smp8E1u2tsJMiL86Uoipwx3sAoisLq1NW8ufVNko3JALT0aclDPR9icIvB8vfVGJXlw96F0GOKsysRQtSFz0bB0T+h7UjZM38G1oICjIuXUPTLL1QkJjrGdQEB+IwZjd+ECbh16ODECuvf8uTlvLDpBQpMBei1eqZ1mcYtnW9Br5WVWKJpaNBBvqSkBLvdXmOsoYVlCfLifCg2G6nT7sRr8GD8b7heAmIDYbFbGL9gPCnFKQS4BXBXwl1c0fYKXLRNe/aiyTKVwAd9oSgFrpwLnSY6uyIhRG3lJ8Gi+2HCbPCJcHY1jULF/gMULVhA0aJF2HJzHeOG9u3xHX85vmPHog8MdGKF9Se3PJfn/nqOP1L/AOD1wa8zvOVwJ1clRN1ocEE+KSmJe+65hzVr1lBRUeEYPz57abPZ6rzI2pAgL85H7pyPyHnzTbQeHsQtXYJLmCwPdJb0knSCPYIdYX11ymp25e5iaqepeLk2z8ZBTcrvMyFxAVz1BYR3cXY1Qoj6YLOA7IH+T4rVSsmGDRQt+JWSVatQLBb1Br0er4EDCZh8E559+ji3yHqgKAqLjyxmQ9oGXhr4kkyeiCajwQX5fv3UM3zvv/9+QkNDT/rPNnjw4Lqrrg5IkBfnqnznTpKvvwGsVsJffBG/CeOdXVKzZDQb+WTnJ3y992se7vkw13e43tklibpQXgBowN1P/dhmBUsZuMnPZyGapKMbYcFdcN08CGnaS8Xrkq2wEOOyZRT+soCKnTsBCH38fwRMngyoKwfRapts6C02FzNj4wzu634fMT4xzi5HiPPS4M6R37lzJ1u3bqVdO2lIIZoeW0kpaQ8/AlYrPqNG4Tv+cmeX1OxYbBbmH5jP7B2zKTQVArA1a6sE+aYgfTvMvxHCuqhnw2s0ald6nYR4IZokRYFVz0JBknoixRUfObuiRkPn54f/ddfhf911mA4fpmjBAnzGjHHcXrRgAXmffUbgLbc2yQmHt7e9zYqjK1h3bB0P9HiA69pfJ+fOC3GCcw7yvXr1IjU1VYK8aJKynn8eS0oKLhERhM14psle6W6IFEXhj5Q/eHPbmxw1HgUgzjeOh3o+xMDIgU6uTtQJxQ7FmYAGSrLBO9TZFQkh6pNGA9d+C2tfhqEznF1No2Vo1YqQhx6qMWZcsgTzocNYc3IcY4rZjKIoaA2GC11inZvaaSrJxmT+zviblza/xB8pf/Bs/2eJ9Ip0dmlCNBjnvLT+8OHDTJs2jUmTJtGpUydcTjgio0uXhrXHUZbWi7NVtGQJ6Q89DFotMV99iUePHs4uqVl54583+GzPZwAEuAVwd9e7uaLNFdK9trFTFPXF/HEHV0KLXlVL64UQzU9JDngFO7uKRs1mNGJc9hteFw/GJVS9KFq0eAmZzz6Lz6iRatf7Ll0a9YSEXbEzf/983tj6BuXWcjz0Hjzc62GubHNlo/6+RPPR4PbIb9q0ieuvv57k5OSqL6LRSLM70aiZj6WRNGEC9uJigu66i+D77nV2Sc3O/vz93LjsRm6Kv4mbO92Mp4uns0sStZWxA5Y8BFd9Dr4tnF2NEKIh2PYl/Pa4OlMf17D6KjV2aY8+inHhIsfHrrGx+E6YgO/l4xxhvzFKNaby1J9PsS17GwD3d7+fWzvf6uSqhPhvDS7Ix8fH06FDBx599NFTNruLiWlYDSkkyIv/olitHL1pMuXbtuHetSsxX3+FRi+zwPWpyFTEJ7s+AeChnlXLBYvNxXi7ejurLFGXFAXmjoDUTdBxghrmhRDNm6LAN1fBoZUw4P9kuX0dU+x2yv7+m6IFCzCuWIlSXq7eoNHg2a8fvuPH4z30UrTu7s4t9DzY7Da+2fsN3+77lnmj5+Hv5u/skoT4Tw0uyHt6erJjxw5at25d58XUBwny4r/kvP8+ue++h9bLi9gFv+DaQmYO64vFZuH7/d8ze+dsikxF6DV6ll6xlHCvcGeXJupDfhKsfgFGvgIeAc6uRgjREFhNsP1b6DGl5rYbUadsJaUUL19O0S+/UPbPP45xrZcXPiNH4DthAu7dujW6JepmmxlXnSug9tb5KvErxrUah5+bn3MLE+IUGlyQHzt2LFOmTGHixIl1Xkx9kCAvzqRs278cnTQJ7HYiXn0V37Fj/vuTxDlTFIXfU37nza1vklqcCkBrv9Y82ONBBkQOaHQvJMRpZO2BvMMQP87ZlQghGgtFgfRtECl9aeqLOTWVogW/UvTrr1iOHXOMu8RE0+LNN3GLj3didedvWdIyHl33KKEeobwy6BW6h3Z3dklC1NDgjp8bO3Ys//d//8euXbvo3LnzSc3uxo2TF3CicVDMZtIfewzsdnwvHychvp4kFyUz/c/pbM/ZDkCQexD3dL2Hy1tfLo3smpLMXfDJMPXPga0gtKNz6xFCNHyKAssegy0fw+UfQNfrnF1Rk+QaFUXwvfcQdPddlP3zD0ULfqX4t9+wZmbhEhXluJ/pSBIuoSFoPRtHj5pY31ha+rQk2ZjM1OVTuavrXdzS6RZ0Wp2zSxPigjjnGXmt9vRnOEqzO9HYlP71Fznvv0/U7NnovLycXU6TlFeex+hfRmNX7EzpOIUpHafg4eLh7LJEXbPb4Zsr1aWyEz4Cz0BnVySEaOjsdlh8v9oAb/yH0PV6Z1fUbNjLyqjYswePXr0cY0kTr8SUlESLd9/Bq39/J1Z39kotpbyw6QUWHVGb/PUO782LA14k2ENORRDO1+CW1teldevW8eqrr7J161YyMjL45ZdfGD9+vOP2KVOm8MUXX9T4nN69e7Np06azfgwJ8uK/HD9xQdSNIlMRy5OXc3W7qx1j646to31Ae0I8QpxYmahz+UngFwPHL/CaisHFs+pjIYT4L3Y7pP4NMX2dXUmzZisqIumqq7FkZNBm3Vr0/mozufI9e9D5+OBabea+Ifr10K+88PcLlFvLCXAL4KWBL9E3Qv5NCeeq7xxaq1dbFRUVtXrw0tJSEhISeO+99057nxEjRpCRkeF4W7p0aa0eUwjzsWOYU1IcH0uIrxtmm5kv93zJqJ9H8dym59iYttFx26AWgyTENzW7foQP+8GG16vGDN4S4oUQ50arrRnizWWw8wfn1dNM6Xx9abX8N+IW/OII8QBZL77I4WHDOTrpRgp/+glbSakTqzy9y1tfzndjvqOtf1vyK/Jx4jylEBfMOW9QtdlszJo1i9mzZ5OVlcWBAweIi4tj+vTptGzZkltuueWsv9bIkSMZOXLkGe9jMBgICws71zKFOCXFYiHtoYcwHzxE5Ntv4TVwoLNLavQURWHF0RW8tfUtjpWoTXRa+7XGTe/m5MpEvbKawFIGRzeqM2oS4IUQtWWzwnfXwZE1YDymHlEnLhiNRoOhVSvHx3azGa27B2g0lP3zD2X//EPm8y/gPWwofhMm4NG7N5oG9LM/zjeOb0Z9w1/pf9Evsp9j3GK34KJ1OcNnCtE4nfP/vhdeeIHPP/+cV155BVdXV8d4586d+eSTT+q0OIA1a9YQEhJC27Ztue2228jOzj7j/U0mE0ajscabEMfZSkrQuLiATlfjl5U4P9uzt3Pjsht5eO3DHCs5RpB7EDP7zeTHsT9K99imqPoMR7cb4Jpv4IYfJcQLIeqGTg+xg9QtOtH9/vv+ol5pXV2J/vgjWq/+g+AHH8Q1Lg6lvBzjwkWk3DyVQ5cOJfuttzAnJzu7VAc3vRtDooc4Pk4tTmXMz2NYdXSVE6sSon6c8x751q1bM2fOHC699FK8vb3ZsWMHcXFx7Nu3j759+1JQUHB+hWg0J+2R//777/Hy8iImJoakpCSmT5+O1Wpl69atGAyGU36dGTNmMHPmzJPGZY+8OE6x2TAfOYKhTRtnl9Ko2ew2xi0YR0pxCu56d27ueDOTO06WRnZN1e6f4J/P1ODuIqsthBD1yJgOPhHOrkKcQFEUKnbupHDBAoxLlmKvNlnm3q0bvuPH4zNyBLoG9Hr72b+e5YcD6laNa9tdy8O9HsagO3WGEKKuNbhmd+7u7uzbt4+YmJgaQT4xMZGLLrqIkpKS8yvkFEH+RBkZGcTExPDdd99xxRVXnPI+JpMJk8nk+NhoNBIVFSVBvplTbDY0OjmOpLaKTEV4uHg4lqj9fvR31qet5+6ud8se+KasvBDe7Q5leXDZLOh7t7MrEkI0F0XHYOsXcPHjsvqnAbGbTJSsXk3hL79Qun6DusUK0AUG0mbtGjT6hnG8rMVu4d1/3+Wz3Z8B0M6/Ha8OfpVY31gnVyaagwbX7K5jx46sX7/+pPEffviBbt261UlRpxMeHk5MTAwHDx487X0MBgM+Pj413kTzpigKaQ8/TOYLs7BXu8gjzp7ZZuaLPV8w8ueR/HjgR8f40JihzOw3U0J8U5N3GNa9BvbK40Td/dQj5QY+BBfd4dTShBDNiNUMX02Ada/A6uedXY2oRmsw4DNiBNFz5tB6zWpCHnkEQ5s2eA252BHiFUUh75NPMB065LQ6XbQuPNjjQT4c+iEBbgHsL9jPNYuvYeHhhU6rSYi6ctaXy6ZOncrbb7/NM888w4033khaWhp2u52ff/6Z/fv38+WXX7J48eL6rJW8vDxSU1MJDw+v18cRTUvRz79QvOw30OvxmzAet/h4Z5fUaCiKwvLk5by17S3SStIAWJWyiuvaX+fkykS9sVngk0uhvAAiukHrS9XxNkPVNyGEuFD0rjD4MVj9AvS42dnViNNwCQkh8JapBEy9GaXahEnF7t1kv/Y6Oe+9T9s/N6D19HRajQMiB/DD2B94fP3jbM7czJMbnkSn0TE6brTTahKits56Rv6LL76gvLycsWPH8v3337N06VI0Gg1PP/00e/fuZdGiRQwbNuycHrykpITt27ezfft2AJKSkti+fTspKSmUlJTw8MMP89dff5GcnMyaNWsYO3YsQUFBTJgw4ZweRzRf5uRkMl94AYDg++6TEH8OtmVtY9LSSTyy7hHSStIIdg/m2X7PMmfoHGeXJuqKokDK3/Dn21VjOhfocg20uhRcvZxXmxBCAHS+Eu7aBH4N+xxzoW6T1bpV9VDR6HR4XXIJPiNG1AjxWa++SvGaNShW6wWtL8QjhI+GfcTdXe+mc1BnhsWcW24RoqE56z3yWq2WzMxMQkLqbgntmjVrGDJkyEnjkydP5sMPP2T8+PH8+++/FBYWEh4ezpAhQ3juueeIijr7H+b1vTdBNFyK2Uzy9TdQsXs3Hr17Ez33U9knf5Y+2vkR7/77LgDuenemdprKTfE3SSO7psaYDm/EAwrctx0CKvcMKgpoNM6sTAghTi11C2x6H8Z/CC7uzq5GnAVFUdBU/k6p2L+fpMvHA6ALCsJ37Fh8x4/HrV3bC1pT9SPprHYrq1JWMTxmuKNOIepCfefQc+pEUdf/uC+++GLOdB1h+fLldfp4onnJefddKnbvRuvrS8TLL0mIPweDWgziw+0fMr7NeO7uejdB7kHOLknUltUMB5dDSRb0ulUd84mA9qPB4ANU+1ksL2SEEA2RpQLm3wjFGeAfC0OfcXZF4ixUzw86Ly8CJk+maNEibLm55H/2GfmffYZbfLza9X7sGPT+/vVeU/Vz5T/Y/gEf7/qYodFDmdFvBr4G33p/fCHqwjnNyPv6+v5nmM/Pz6+TwuqKzMg3T6WbNpFy81RQFCLfeRuf4cOdXVKDZbKZ+Hbvt5RYSri3272O8eyybGli15Qkb4DPR4OrNzx8AFwrV1fI7LsQojE5uhE2vAlXfQ6uzttzLWpHsVgoWb+Bol9+oXjNGrBY1BtcXPAaPAi/CRPwGjgQjatrvdfydeLXvL71dax2KxGeEbwy+BUSghPq/XFF09dgjp/TarW89dZb+Pqe+SrV5MmT66SwuiJBvvmxFhSQdPl4rNnZ+F19NeHPznR2SQ2SXbHzW9JvvL3tbdJL09Fr9Cwcv5AoH9mH2OiVF6rnvrv5qvtLQT0a6LOREN0b+j8AHgHOrFAIIeqOzQq6hnHcmTh31oICjEuWUrRgARW7dzvGdf7++Iwdg9/Eibi1a1evNezJ3cPDax/mWMkx9Bo993a/lykdp6DVyJGH4vw1qCBf13vkLwQJ8s2Loigcu/deSn5fhWtsLLE//YjWQ/Z1n2hr1lZe2/Iau/PUX5gh7iHc2/1exsaNRaeVLQiN3j+fweIHIKgd3P23zLgLIZquHd/Bpg9g0s/gKdvAGruKAwcoWvArRYsWYsvJBcD/xhsJe/KJen/sYnMxz/71LL8l/wZA/4j+vDDgBQLdA+v9sUXT1GDOkZfmD6IxKJz/AyW/rwIXFyJff01C/AkySzN5YPUDTPltCrvzduOh9+Cervew+IrFjG89XkJ8Y1RwFFa/CEfWVI11ugIiukOPyWC/sF2BhRDigjGXwspnIGMHbPvS2dWIOuDWti2hjz5Cm9WriZozG++RI/C7ouq0qtLNm0mddifFq1fX+WN7u3rzyqBXmNF3Bm46N7Zlb6PIVFTnjyNEXTnrdUhnOXEvhNOYDh8m68UXAQj5v/+To+ZOwUXrwqaMTWg1Wq5scyV3dr1TGtk1dls+ho3vQrvREHexOubmC7fX/YscIYRoUFw9YfIi2P6NumVINBkavR6vwYPxGjy4xnjRz79QsmYN+uBgvE9x8lWtH1ejYWLbiSQEJ3DUeJQ4vzjHbdW77wvREJx1kLfb7fVZhxC1oigKGU8/g1JRgWe/fgRMaVi9GpzFZDOxOmU1I2JHABDoHsiz/Z6llV8rWvm1cnJ14pylbYN/v4Le0yC4cr9g10nqbFTnic6tTQghnCG4LQyr1gtHUaAsHzxlOXRTFHj7bWqIH151BrytsBB7eTku4eF19jit/VvT2r+14+OtWVt5f/v7zBowizDPsDp7HCFq46z3yDdWske++TAdSSJr1izCZ72ASyPr5VDX7IqdZUnLeHvb22SUZjBn2Bz6RfRzdlmituZdD/uXQL97Yfjzzq5GCCEaFkWBldNh9y8weSEEygXrpk6x2zl2192Ub99OxKuv4jVwQJ0/hl2xM3HhRA4VHsLX4Mvz/Z/n4qiL6/xxRNPTYPbIC9HQGeJiif7k42Yf4rdkbuH6Jdfzv/X/I6M0g1CPUCw2i7PLEufCbof9y2D+ZKiotj+vxxTofJW6jF4IIURNpmI4sByMxyB1s7OrEReAragIa3Y2tsJCUm+/nZx330Ox2er0MbQaLe8MeYeOgR0pMhVx7x/38vLmlzHbzHX6OEKcK5mRF42aNT8f85EjePTs6exSnO5I0RHe3Poma1LXAODp4smtnW9lUodJuOndnFqbOEeKAu/3htz9MPZtNcALIYT4byU5cGQ1dLna2ZWIC8RuMpE160UKv/8eAM9+fYl47TX0AXV7zKrFZuHNbW/yVeJXAMQHxvPqoFeJ9omu08cRTUeDOX6usZIg33QpisKxO++iZN06wqY/hf911zm7JKexK3YuX3A5ycZkdBodV7a9kjsT7pQjUxoDSznsnA+HV8GVn4O2cqHU1s8h9yD0uBmCWp/pKwghhDgdSznkJ0GoNMBt6ooWLiTjmRko5eXoQ0OJfPMNPLp3r/PHWZu6lif/fJIiUxGeLp7MHzNfwrw4JVlaL8RpKBYLuoAANHo97vXwg7qhq7BWYLGrS+a1Gi33dLuHi6Mu5ufLf+apPk9JiG8sFAWWPwmJv8LRP6vGe0yBy16QEC+EEOfLaob5N8GnwyFlk7OrEfXMd9w4Yud/j2tcHNasLI7eeBN5cz+r85O3BkcN5sexP9I9pDv9IvoR5R1Vp19fiLMlM/Ki0TOnpOAa3XyuhNoVO0uOLOGdf9/hlk63cG37a51dkjhbpXnwz1woSoVx71SNr3sVdK6QcD14BTuvPiGEaEpMJfDtNZC2FSb9CC3rvhGaaHjspaVkTH8a49KlAHgPG0r4Cy+gq+McYLVbMdvMeLh4AFBsLiarNKtGt3vRvMnS+lqSIN/0KBYL6PXN8izPzRmbee2f19ibvxdQ92d9N/q7ZvlcNEr5SfBOV0ADD+wCP7mKL4QQ9cpcBtmJ0EJ66TQniqJQMG8e2S++hGKx4BIdTYu338KtQ4d6e7yH1z7M2mNr+d9F/2Nim4ny2kzI0nohTpT1yquk3nEH1txcZ5dywRwpPMK9q+7llhW3sDd/L14uXjzQ/QG+GPGF/KJoqPIOw9JHYNVzVWMBsdDnbhj/IXjI1gchhKh3rh41Q3xxJhz83Xn1iAtCo9EQcP31xHz7LS4REVhSUki+5lpK1q2rl8ersFVQainFZDMx86+ZPLruUYrNxfXyWEIcJzPyolEpWbuW1DumARD18cf1cl5oQzNv3zxe3vwyNsWGXqPnqnZXMS1hGgFudduNVdSxw3/AVxPAzRceOgAucnKAEEI4VVk+zB0B+Yfh6q+g/ShnVyQuAFthIen/e5yKffuI/eVn9P7+9fI4dsXO53s+591t72JVrLTwasGrg1+lU1Cnenk80fDVdw7V1/lXFE3anrw9LD68GJti46q2V9HGvw0AR41H2Za1DXe9OwadATe9G+56d9z0brjp3AjxCHHsITpf1txc0p94EgD/m25sFiEeoGtwV+yKnUuiLuGBHg8Q6xvr7JLEiVI2waYPIHYQ9LpVHYsdDD2nQvsxoHNxbn2iQTFWWNh4KI9QHwMJLfzQamVVjRAXhMEHwhPAXCJd7JsRnZ8fLT54H2tWVo0Qb83JQR9cd31ptBotUztNpUdoDx5d+yjHSo5x47IbeaD7A9wUf5OsoBR1TmbkxVnZlbOL2Ttns+5Y1ZKkDy79gIEtBgLwy8FfeHrj06f9/NcGv8ZlLS8DYOXRlTy54UncdG5q0K8M+8eD/5SOU+gb0ReAw4WHWXh4IW5aA11fXozf9iQqWoaR9faDuHl4086/HeFe4YDaxb3IVOT4mq5a10b3Q9Ou2Fl0eBE55Tnc2vlWx3hSUZIE+IZs88ew9GEI7QTTNkAj+3cn6l+52caqfVks2pHO6v05mK12AEK8DQyND2V4fCh9WwVi0OucXKkQTZzdBiVZ4BPh7EqEExX+soCs554j/IXn8Rk5ss6/vtFsZMbGGaw8upIQjxB+HvczvgbfOn8c0bDJjLxwqu3Z25m9czZ/pqnHYmk1Wka0HEEL7xbE+MQ47hfsEczAyIFU2CowWU2U28qpsFY43jz0VbPxZZYyyq3llFvLwXTyY17e6nLHn5OKkpi7ey4jt9i5eLsdsx4eH5ZD2qYnAHim7zNc2fZKALZlb+OOlXc4PleDpmplgM6NaQnTmNBmAqDuOX/n33dOuohw/OJCz9CedAzqCECppZQ9uXscFwjcdep9DXoD7jp39Nq6aby3KWMTr//zOvvy96HX6hkeM9xxLqmE+AZkzy/w90cw8EFoM0wd6zRR3RPf7QYJ8cLBbLWz/mAOC3ekszIxizKzzXFby0APckvMZBeb+PbvFL79OwUvg56L2wUzLD6UIe1D8HGTlRxC1DmtrmaIT9sG6f9Cr1ucV5O4oBRFwfjbMuxlZZiSkurlMXxcfXh98OvM3z+fVn6tJMSLeiFBXpxWbnkuNy+/Gavdik6jY0zcGG7rcluNAH/cgMgBDIg8u6Xuw2KG0SO0hxrybRWUW8sdf66wVpAQkuC4b5R3FHd7jmbAmkUAbL4qnriEUCIq7xviEeK47/E6bYr6YllBqbpgAI4z1wFyynNYlbLqtDU+2ONBR5BPKkrilhWn/wU/LWEad3e9G4AUYwr3r77fcUHgeNg/fhFgQOQALo2+FFAvECw5sgRXnSsrklewPm09AN4u3tzW5TZCPUPP6vkU9UxRaobzlL8hZSP8G1wV5D0CYORLzqlPNCg2u8KmI3ks2pHOst2ZFJVX/dxp4e/O2IQIxiVE0D7MG7PNzl+H81iZmMXKxCyyi00s3pnB4p0ZuOg09IkLZHh8KMPiwwjzlR4LQtQ5Y4bay6SiUO1n0vlKZ1ckLgCNRkPU++9T9OtCfCeMd4wrilKnKzk1Gg3XtL+mxtiiw4s4VnyM27vcjk4rK7BE7UiQFzUcLjxMK79WAAS5BzGxzUTMNjO3db6NKJ+6OSrLw8XjrPfLt3GPRv/5bsxWO16XXMKtT7932h+yg1oMYvtN27HYLZisppoXCawVjiX4ADE+MUzvM73GBYRya7njz639qs4A1Wq0tPZrXeOCQ7m1HLuiLo016AyO+xZbijlUeOi034+/wd8R5HPKcnhuU1VHc71Gz9XtrmZawjT83eqnEYs4B4oCG9+BbV/Bdd9BUOW/iR6T1bPeE65zbn2iwVAUhW0phSzakc7inRnkllQtNQr2NjCmSzhjEyLoFuVX4+eXQa/j4nYhXNwuhOcu78TOtCJW7MlkRWIWh7JLWH8wl/UHc5n+6x4SWvgyvGMYw+JDaRPi1ei2DQnRIHmHwUW3wZE10PYyZ1cjLiCNXo/fxCscH9srKkiddieBU2/Ga9CgennM46/7yq3lbMnawksDX6oxISXEuZI98gKALZlb+HDHh2zJ3MKPY3+kXUA7oO6vTp6rjJkzKZz3HfrgYGIX/lpvnUbPlaIoWO1Wym3l6DV6x4WJEnMJe/L21LhAUD38dw/pzkXhFwGQXpLOK1teocJaQZB7ELd2vpWWvi2d+F2Jk2bfv74SDq2EgQ/BpafvASGaH0VR2JtRzMId6SzakU5aYbnjNl93F0Z1DmNslwh6xwWiO49mdkdySliZmMWKxCy2pRRQ/Td1y0APR6jvHu1/Xl9fCFGNpUJOFmnmcmfPJuettwEInHYHwffei0ZX9zPmiw4vcoR5f4M/Lwx4wdFvSjQ99Z1DJcg3Y4qi8Hfm38zeMZutWVsB0Gv1PNn7Sce+c2cq/uMPjt2lLlmPnvspnv36Obki0WSZy+CP52DfErhzIxi81PGk9VB4FOLHV42JZu1ITgmLdmSwcEcah3NKHeMerjqGx4cyrmsEA1oH46rX1tljZhdXsGpvNisTs9hwKNfRKA8g0NOVoR1CGRYfyoA2Qbi5yFJNIWpl90/qvvnhz0vPk2bEbjaT/fIrFHzzDQAeffoQ+dqr6IOC6vyxkoqSeGTtI+wv2A/AlI5TuK/bfbjICTdNjgT5WpIgfzJFUfgr/S9m75zNv9n/AuCideGKNldwa+dbCfMMc3KFYMnKJunyy7EVFhIwdSqhjz7i7JJEU2O3qU2PQJ2Jf7c75B+BCR9BwjVn/lzRrKQVlrN4RzqLdqazO83oGHfVa7mkXQhjEyK4pH0I7q71H6JLTFbWHchhZWIWq/ZmYaywOm5zd9ExuG0wwzuGckn7EPw8XOu9HiGalMIUeKc72C1wxSfQ5SpnVyQuMOPSpWQ8NR17WRn64GAi33gdj1696vxxTDYTr//zOvP2zQOgS3AXPh/xOS5aCfNNiQT5WpIgf7IKawUjfhpBXkUerlpXrmx7JTd3urlBBPjj0h59FOPCRbjFx9Pyu3loXOUFqagjxnRYMR1y9sO09VUzLnsXgc4ArS4BnbQPae5yS0ws3ZXBwu3p/HO0wDGu02oY0DqIcQkRDOsY6tTO8habnc1J+azYk8nKxCzSiypq1HlRywCGd1Rn61v4n11fEiGavW1fQcpfMO490NbdyhrReJiOHCHt/vsxHTwEOh0h//cAAbfcUi9bTVcdXcX0jdO5pt013N/9/jr/+sK5JMjXkgR5dQZ+U8Ymeof3RqtRfynN2zePFGMKN3e6uUE22rAVFpL5wiyC7rwTQ5wcvSZqyWaB40vWTMXwWjuwlMJtf0BkD+fWJhqMonILy/dksmhHOn8eysVe+dtRo4GLWgYwNiGCUZ3DCfBseBcWFUVhT7rR0SxvX2Zxjdvjw30Y3jGU4fFhdAj3lmZ5QpxJ9X4pigKKvWoFl2gW7GVlZM6cSdGvCwHwuuQSIl6chc637o+RyyzNJNA90DEbn1OWg7erN2566dvQ2EmQr6XmHOQVRWFN6hpm75xNYl4irw1+jctaSldW0Yykb4cVT4GrF1z/XdX4ju8huB2EJ8geyGauzGzl973ZLNyezroDOZhtVfvPE1r4MjYhgtFdwgn3dXdilecuJa+MFYnqTP2W5HzHRQmASD93R6jv1dIfvU5mHYU4rVXPQc4+uPIz0De8i3ii/iiKQuEPP5D1/AsoZjMuLVoQ+dZbuHfqWG+PabFZuHHZjVjsFl4d/CpxvnH19lii/kmQr6XmGOTtip3VKauZvXM2+/L3AeCud+eB7g9wfYfrnVzd6dnLyihevRqfUaNktkjUjdyD8F5P0LrAwwfU895Fs2ey2lh3IJeFO9L5PTGLcovNcVvbUC/GJUQwpksELYM8nVhl3ckvNbNqr9oBf/3BHCosVRcr/DxcuKR9CMPjwxjUNggPV9lWIoRD3mH4oA/YzHDtPGg/ytkVCSco37OHtPsfwHLsGBoXF0KffAK/a66pl9eqhwsPM3X5VPIr8nHXu/NE7ye4vNXl8rq4kZIgX0vNKcgrisLvKb8ze8dsDhQcAMBD78F17a/jpo43EeDWsENMxvTpFP7wI/433UjYE084uxzRGB1cCaW50LXaGe/bvoS4IeAX5by6hNNZbXb+OpLHoh3p/LY7s0aTuOgAD8YmhDMuIZJ2Yd5OrLL+lZttrD+Yw4rKZnkFZRbHbQa9loFtghgeH8alHUII9DI4sVIhGojDf0D2Puh7l7MrEU5kMxpJf/wJSlatwq1jR1rO+7be+jfllufyv/X/4++MvwEYEzeGp/o8hadL07i43JxIkK+l5hbkr19yPbvzduPp4sn17a/npvib8HPzc3Zp/0lRFPI++pjc994j6pNP8Ox9kbNLEo1N0jr4Yizo3dUmdkFtnF2RcDK7XWFbSgGLdqSzZFcGuSVmx22hPgbGdIlgbEIECS18m+Vsh9VmZ+vRAlYkZrEiMZPU/HLHbVoN9IjxZ3i8el59U1mdIEStWU3qDL2haV/0EydTFIWCL7/E69JLcW3Rol4fy2a3MXf3XN7f/j42xUaMTwyvDnqVDoEd6vVxRd2SIF9LTTnI2+w2VhxdwYDIAXi7qr9QNqZtZFv2Nm6MvxFfQ9035KhvlqxsXEIbXvM90QjY7fDNlWqAHzoTXKRJTHN0vOnboh3pLN6ZQVphVTj193BhZOdwxiVE0KtlADpt8wvvp6MoCvuzilmxRw311Y/ZA3XLwfD4MIZ3DKVzZPO88CEENgvMnwwlWTDpJ3D3c3ZFwslyZ8/BJTIS37Fj6uXrb8vaxmPrHyOzNJOuwV35cuSX8vO3EZEgX0tNMcjb7DaWJS/jo50fkVSUxD1d7+GOhDucXdZ5UWw2FIsFrZuELnGO7HbY8zN0nFDVTbh6d3rRrBzKLmFR5VnvR3JKHeNeBj3DO4YyNiGCAa2DcJHGbmclrbCc3ytn6v8+ko+1Wre8MB83hsWHMrxjKL1jA3HVy3MqmoncQ/DpUDCXwU2/QkxfZ1cknKhs278cvV7tPdXyh/m4d+5cL49TZCpi1t+zuLvr3UT7RNfLY4j6IUG+lppSkLfarSxNWsrHOz8m2ZgMgI+rD9MSpnFj/I3OLe485c75iKJFC4l8/XXc2rVzdjmiMZk/GRIXwCXTYdDDzq5GOMGxgjIW7chg0Y50EjOqZpANei2XdghhXEIEF7cLwc1Fjo2qjaIyC6v3Z7MiMZM1+3MoM1c1B/R20zOkXQjDO4YyuG0w3m5yIU00cVl7wJgBbYY6uxLhZIrNRu7772MrMhI2/akL+thfJX5Fp6BOdAvpdkEfV5wbCfK11FSC/KLDi5i9YzYpxSkA+Bp8mRw/mevaX4eXq5eTqzs/5Tt3knz9DWC1Ej5rFn5XTHB2SaIx2f4tLP4/GPEi9Jzq7GrEBZJdXMHSnRks3JHOtpRCx7heq2FgmyDGdY1gaIdQCZT1pMJi46/DeY6j7ar3HXDVaenbKpDhHUMZ1iGUEB9ZadWYVFhsZBRVkFFUTkZhBdnFJjpF+jCgdZAs5T2TkhywW8AnwtmVCCdRFMXxf8Sak0P5nj14X3xxvT3elswt3LL8FrQaLfd0u4epnaai1cjKqIZIgnwtNZUg//j6x1l8ZDH+Bn8md5zMte2vbdTdK20lpSRdcQWWlBR8Ro0k4vXX5YWCODNzGZTng29lgxlFAWNa1ceiySoqs/DbHjW8/3U4z3EmukYDfWIDGZsQwchOYfh7yhnPF5LNrrA9VW2Wt3JPFkdyS2vc3i3aT12CHx9G65DGecG5qaiw2MgyVpBeWBnUKwN7ZpE6lmmsIL/UfMrPHdgmiKdGxzf5Ex3OS1k+fD4GLKUweRH4ybLn5kyxWkm55VbK/v6bwNtuJfj++9Ho6/5Iz1JLKc9teo4lR5YA0De8L7MGziLIPajOH0vUjgT5WmqMQd5is7Dg8AJ6hvYk1jcWgKSiJNakruGadtfg4eLh3ALrQPr/HqdowQL0EeHELViArpH83QgnyTkA308CnSvctgr0cixWU1dqsvL73iwW7Uhn7YEcLLaqX1Vdo/wYlxDB6C7hhMqsb4NxKLuEFYmZrNiTxfbUwhq3xQV7OkJ9tyg/tNJosM6YrDayikykF5VXhfTCihphPe80If1EHq46wn3dCPd1x8ddz++J2ZhtdrQauO6iaB4c1laOJayuMFU9LcVSDjcvhcBWzq5IOJFisZD16qsUfPkVAB49exLxxuu4hNR9E2dFUVhwaAEvbn6Rcms5gW6BzBo4i34R/er8scT5kyBfS40pyJttZn45+Auf7P6EzNJMRseN5qWBLzm7rDpXtGQJ6Q89DFotMV9+gUfPns4uSTR0xZnwYT/QuqgNhkLaO7siUQ8qLDbWHshh4Y50Vu3NosJid9zWPsybsQkRjEuIICqg8V/MbOqyjBX8vjeLFXuy2Hg4t8aFmCAvA8PiQxgeH0bfVoHSw+AMTFYb2UYT6YXlZJ5mRr369oYzcXPREuHrTrifGtSPB/ZwXzd1zEcN79VXx6XklfHisr0s250JgLdBz72XtmZyv5YY9PL3BoAxHUwlENzW2ZWIBsL4229kPPkU9tJSdEFBRL72Gp59etfLYx0pPMJDax/iUOEhNGi4q+tdTEuYVi+PJc6dBPlaagxB3mQz8fPBn/l016dklWUBEOwezK2db+X6Dtc7ubq6ZUlL48j4CdiLiwm6606C77vP2SWJhspSUfMIudTNENAKPAOdV5Ooc1abnT8P57FoRzrLd2dSbLI6bmsZ6OEI721CZVlvY1VcYWHN/hxWJmaxel92jb9jT1cdF7cLYVh8KEPaheDr0Xx6G5itdrKMVTPnGUUVlUvdjwf1CnJLTGf1tQx6LRF+aigP83WrFtirwrqvu8t5b2H7+0gezy5OZE+62lQyJtCDJ0Z1YHh8qGyLO1HmLvV9WP10MBeNgykpibT7H8B04ABotQTfdx+Bt9+GRlv3e9krrBW8suUVfjjwA8/1f47xrcfX+WOI8yNBvpYaepD/5eAvvPfve2SXZwMQ4hHCLZ1uYWLbiRh0TWv5mmK1cvSmyZRv24Z7167EfP1VvewdEk3A3sWw5EG4dh606OHsakQds9sV/jlawMIdaSzblVlj2W+YjxtjE8IZmxAh55U3QWarnU1H8lhZebRdlrEqqOq1GvrEqc3yhnYIJcLP3YmV1o7FVj2kV5BReMK+9MqQfjavwAx67Umz52G+7kRUG/PzOP+QfrbsdoWfth3jleX7ySlW/976xAUwfUw8HSN86/WxG42cA/DZCLDbYMoSCOvk7IqEE9nLy8l89jmKfvkFAM/Bg4h46SX0/v718ng7cnbQJaiL42eB0WzEx7XhZZ/mRIJ8LTX0IP/xzo955993CPMM49ZOtzKhzQRcdU2zYVPO+++T++57aD09if11Aa4tpEmZOI0fp8LunyB+PFz9hbOrEXVAURR2pxlZuCONxTszyCiqcNwW4OnKqM5hjEuIpGeMv+yfbibsdoVdaUWODvgHskpq3N450pfh8aEM6xhKu1DvBnNRx2qzk1VsIrOovOZS98IKMoxqaM85y5DuWhnSw3zcHDPqx0N7mK865n8BQvq5KDVZmb32MB+tO4LJakejgat7RPHQZW0J8W7mPSvKC+GbK8FuVbeBuckFDgGFP/1E5rPPoZhM6CPCafHWW7h36VK/j1lRyJWLruTS6Et5qOdDTTZbNHQS5GupIQX5MksZPxz4gTb+bRzNKErMJfyW/BvjWo1r0v/Jyrb9y9FJk8BuJ+LVV/AdO9bZJYmGrLwQtnwM/e4HfdP9f9EcHMwqZtGOdBbtzCCpWldzb4OeyzqFMTYhgv6tAtHr5Oic5i4pt5SVlaH+n6MFNYJwdICHGurjQ+nZMgBdPV3ssdrsZBebTurqXn1fek6xyXFywpm46rSEOZa6uxHud8K+dF83AjxdG1RIPxdpheW8vGwfC3ekA+o2ibuGtOaWAbHNu++BqRhsFvAIcHYlogGp2LePY/ffj+VoCri4EPrYY/jfcH29/f//9dCvPPWnerZ9h4AOvDr4VWJ8YurlscTpSZCvpYYQ5MssZXy3/zu+2PMF+RX5xAfG893o7xrtL+9zZSsuJmn8BCxpafiMG0vkK684uyTRkNhtsPFdKC+AYTOdXY2oA6n5ZSzamc7C7ensyyx2jLu5aLm0QyjjEiIY3Da4eb/YF2eUW2Ji1d4sViZmse5gLmZrVePDAE9XLm0fwvCOYQxoHYS769n9O7LZFbKLK6p1dS+vsT9dPTu94qxCuotOQ5iv2iBOXepeuS/9eFD3cyPAw7VZrC7ZerSA5xYnOk4qiPRz5/FR7RndObzZvM45o72LwMUDWl/q7EqEk9mKi8l48imKV6wAIPSJxwm46aZ6e7x1x9bx5IYnKTQV4qH34Kk+TzG2lUykXUgS5GvJmUG+1FLKvH3z+HLPlxSYCgBo4dWC27vczrhW49Bpm8eL2Jx33iX3gw9wadGC2AW/oPOS84RFNUc3wmcj1T/fsQ7CE5xbjzgv2cYKFu/MYNHOdP5NKXSMu+g0DGoTzLiuEQztEIqnQfpiiHNTarKy/mAOK/ZksWpfNkXlFsdtbi5aBrUJZlh8KL1aBlBQZq65L91YtT89u9iE7SxSul6rIdTHjQi/mrPnYb7ujrFAz+YR0s+W3a6wcEc6L/+2z7FtpmeMP9PHxJMQ5efc4pwpdYv6+02jgVtWQEQ3Z1cknExRFAq+/JKC7+fT8vvv0HnXbyPXrNIs/rf+f/yT9Q8Al7e6nCd6P9EkjrJuDCTI15KzgvyCQwt47Z/XKDIVARDtHc3tXW5nVNwoXLTNpysvgGI2k/Pue3hdMgSPbvJLTJzCiukQ1Ba6TVJf8IhGoaDUzG97Mlm4PZ1NSXmOpdBaDfRtFcjYLhGM6BSGn4dsjxB1w2KzsyU5nxV71Nn6tMLyc/r84yHd0d39hH3p4b5uBHkZJKSfp3KzjY/WHWH22sOUW2wAXNEtkkdHtCfMtxnun7ea4adbQKuHiZ9AM5nAEf9NMZvRuKq/GxVFoWzzFjx7X1Qvj2Wz25izcw5zds7Brti5Mf5GHu31aL08lqhJgnwtOSvIrzy6kgfXPEhLn5bc3uV2RsaORK+VmSghMJXAuldh0MNgkCPFGpsSk5WViZks2pHBugM5WKvNcHaP9mNcQgSjuoRL0ytR7xRFITHDyIo9WaxIzOJQdjHBXgbC/dyr9qU7Or1XhfT62l8vqmQWVfDK8n38vC0NAHcXHXcMjuOOQa3OeitEk2GzAgroKidxUjdD0lpoO0KOqBMA5H/zDVnPPY//9dcR9vTT9fY4WzK38O6/7/Lepe9JN/sLRIJ8LV2IIF9kKuKbvd8Q6BbINe2vAcCu2FmdupqLW1zcbJbQV6dYrRR8/z3+V1+NxqV5rUAQ/+HLy+HIGuh6A4z/wNnViLNQYbGxZn82C3eks2pvNqZq+5Xjw30YmxDBmC7hRAXIUj3hPIqiyJ7sBmZHaiHPLU7kn6Pq9sJwXzceHdGOyxMim++qh2WPwd+zoccUGPt21XjRMfCV03yao9w5H5Hz1luEPPYogVOm1OtjVf85qSgK3+z9hnGtx0mwrycS5GupPp/AwopCvtr7Fd/u/ZYSSwkBbgEsu2KZ7DsBct55h9wPPsSzXz+iPv1EXlyJKkf/gl9uh/EfQssBzq5GnEG2sYKvNx3lm79Tapz1HhfkydiECMYmhNM6RFZVCCFOT1EUlu7KZNbSvY6tEAlRfjw9pgM9YpphZ/c9v8CuH6H7TdD2MnWsMBXe6gSBbeCuv6pm70WzUb5nD27x8Y7Xy/ayMrQe9Zsn5u+fz3ObniPSK5JXBr1Cl+D6PRKvOarvIC9rvc9DQUUBXyZ+ybd7v6XMWgZAG/82TOsyDTe9LCcFMLRrj9bXF7+rrpQQ39wVpoIxHaJ7qx/H9IV7tsqxcg3YrmNFfPZnEot2pmOxqdd6w3zcuLxrBGMTIugY4SP/r4UQZ0Wj0TC6SziXdghh7p9JvP/HIXakFjLxw78YmxDBYyPa0cK/GU2AdJygvlWXuUvdR+/uXzPE//GC2jem6w3gL0eHNWXuHTs6/mwrKSX56qvxGjyYkAf/r95WtnYI6ECkVyRpJWlMXjaZ+7rfx+SOk9Fq5DjYxkJm5M/R0iNLmfHXDMqt6lXl9gHtmdZlGkOih8g//BPYCgvR+fk5uwzhTGlb4csJ4OIGd24EzyBnVyROw2qzszIxi7l/JrElucAx3jPGn6kDYhkeHypnvQshai27uII3Vhzg+39SURQw6LXcNjCOOy9u1bxPtagwQkk2BLVWP7bb4JU4qCiEW1ZCVGUjNGMGmEshsJU0h22iihYtIv0RtRmde/fuRL75Bi6hofXyWMXmYmZsnMGKo+qReP0j+nNJ9CV0C+lGG/82gLpdGJCccx5kaX0t1fUTeKDgABMXTqRDQAemJUxjSNQQmZmqpCgKdqMRna+vs0sRDYWlHD66GFy94KrPwS/K2RWJExSVW5i/JZXPNyY7lr3qtRrGdAnn5v6xzfvoKCFEvdmTXsRzixPZdCQfgGBvA49c1o4ru7dovvvnq7OaYOd8SN4Al78PusqLHGtfgdUvnLzHXjQpxhUryHjiSewlJegCAoh87VU8+/Wrl8dSFIUfD/7Iy5tfxmQzAfBQj4eY0mkKALtzd3PD0hvwdfXF380fP4Mf/m7+6pvBnwGRA+ge2h0As81MXnkefm5+uOvd66XexkSCfC3V5gnMLc9l7u652Ow2Hu/9uGN8d+5uOgZ2lAB/gsKffyH71VcJn/UC3kOGOLsc4Sx5h9WZguOK0sArRPb8NTBJuaV8/mcSP2w9RplZPSYqwNOV6y+K5sa+MYT6yDYhIUT9UhSFFYlZzFq6l6N56lbFjhE+TB8TT5+4QCdX10D99jhs+QRGvgw9p6pjFUXw5XiIGwxDnqoK/aJRMx89yrEH/g/T3r2g0RB0z90E3XknGm39zIwfLDjIvH3zyCnP4eq2VzOwxUAA1h9bz12r7jrt550Y+q9bch0A7nr3qtBvUIP/yNiRDGoxCIAySxl78/fi7+ZPgCEAH4NPk5v1lyBfS+fzBGaXZTN391x+PPAjJpsJvUbPsonLCPMMq+dqGy9zcjJHrpiIUlZG8IMPEnT7bc4uSTjDutdg9Sy44iPofKWzqxEnUBSFPw/lMffPJP7Yl+0YbxfqzdQBLbm8ayRuLs3vlA0hhHOZrDa+3HiUd/44SHGFFYARHcN4fFR7YgI9nVxdA2QuVd+7Vj43+5bAd9dDYGu4d2vV/Q6vVi+kh8TLMvxGyl5RQdYLL1D4w48AeA4YQMSrr6D3979gNVjtVgpNhRRUFKhvpoIafx4WM4xeYb0A2JSxiTt/vxOr3XrKr/Vwz4eZ3HEyALtydnH90usdt2k1WvwMfo7wf2XbKxkTNwZQTwhbn7aeAENA1WoAN38MOkM9f/e1I83uLqDM0kzm7p7LTwd+wmxXOzQnBCdwZ8KdhHrUz96UpkAxm0l7+BGUsjI8evcm8Japzi5JOIvVBIoNjm6UIN+AVFhsLPg3jbl/JnEgq8Qxfmn7EKYOiKVfq0BZYSSEcBqDXsdtg+K4onskb/5+gG//TuG3PZn8sS+bm/u35O5LWuPjJqu6HFxPuLgR1QcmzDn5fosfgIJkuP4HaDtcHVMUCfWNiNbNjfDnnsO9ew8yZ86kdMMGkiZcQeSbb+DRrdsFqUGv1RPkHkSQ+3/3OeoT3odtk7ZRaimtGfor3/cM6+m4r1WxEu0dTUFFAcWWYuyKnfyKfPIr8qEIhkRVre49ajzK4+sfP+nx3PXuBLgFMLnjZK5rr64EyK/I5+eDP+Nv8MfPzY8AtwD14oDBv8nN+suMfKU1qWt4cM2DWOwWALqFdGNawjT6hveVF7j/Ifv1N8j7+GO0vr7E/boAlzBZudCsWE2gr7wiarPCod+h3Qjn1iQAyCyq4KtNyXz7dwoFZerPNg9XHVf3jGJyv5bEBslMlxCi4dmfWczzSxJZfzAXgEBPVx4c3pZrekZJ082zZS6F+TdB6hZ4cA8YKo8K3fIJbPkUet0KvW5xbo3inFTsP0Da/fdjTk4GvZ7QRx/B/8Ybm0ROsdgs6qy/qYDCikLyTfm0829HrG8sAIl5ibzxzxvkm/IprFDvV33W/5Gej3BTx5sA2JGzg0lLJ53ycbQaLXd3vZvbu9wOQE5ZDrN3zK4Z+KttBQhwC8BVd/6nLMnS+lo60xNos9vQadVlpEWmIi776TLaB7TnzoQ7uSjsoibxH6O+lW76m5SbbwZFIfKdt/EZPtzZJYkLpaIIljwEpmK47ju5wt+A7EgtZO6fSSzZmYHVrv6Ij/Rz5+b+LbmqZxS+7jKzJYRo2BRFYc3+HJ5bksiRHHUpefswb54aHc+ANnICylmzWWvumf/uBti3GC6ZDoMerryPBf56X91jH95Vfp83YLaSEjKmT6d42W8AeA8fTsRLL9b7mfMNjaIolFhKHKE/1CPUsQX6SOERPtvz2UnbAEos6orER3s9yo3xNwJnDv0At3W+jfu63wdARkkGz2569pSB39/NnyjvqJNWLTTppfXr1q3j1VdfZevWrWRkZPDLL78wfvx4x+2KojBz5kw++ugjCgoK6N27N++//z4dq521eD5Si1P5dNenpBan8snwT9BoNPgafPll3C+Ee4XX8rtqPqwFBaQ/9hgoCn5XXSUhvrkpTIXEX9UjcjK2Q8SFWeIlTs1qs7N8j3p83NajVcfHXdQygKkDWjK0gxwfJ4RoPDQaDUPahzCgTRDfbDrKm78fZF9mMZM+/ZtL24fwxOgOtAr2cnaZDd+Jje/GvgOdrqj5O/vYP/D7M+AeAI8crgry5tKTl/ELp9J5eRH5xhsUdO9B1iuvYM3Pq7dz5hsyjUaDt6s33q7eRFHzRKQ4vzie6//cSZ9jsVkoMBXgpq9q5hvkHsSdCXeSX5Ff1QegMvwXVhQS4BbguG9WWRYb0jactqbbu9zOvd3uBdSsed8f9+Fpq9//P04N8qWlpSQkJHDzzTczceLEk25/5ZVXeOONN/j8889p27Ytzz//PMOGDWP//v14e3uf8+OlGlP5aNdHLDq8CJuidmlOzE+kY6B6YUBC/NlTFIXMp5/GmpWFa2wsoY//z9kliQstrJN69E1gawnxTlRUZmHelhS+3JhMelEFAC46DWMTIpjaP5ZOkXIcpBCi8XLRaZnSP5bx3SJ5e9VBvvrrKKv2ZbP2QA439W3J/Ze2wdej+QWZ8+YZCJ1OeM2tc4F2o8AzGKp3RP9irHq+/YTZ0KInomHQaDQE3DgJ9y6d0YeFO4K8YrfXW0f7psBF50KIR0iNsUivSO7qeuqO/IqiOPIiQAvvFjzb71lH0K8R/isKavRTyyvP41DhIWzltlN96TrTYJbWazSaGjPyiqIQERHBAw88wGOPPQaAyWQiNDSUl19+mTvuuOOsvu7xJQ0P/fYQv2f97vgL6R/Rn2kJ0+ga0rU+vp0mr+D7+WQ+8wy4uBD7/Xe4xcc7uyRR3/KPwJKHYcyb4B/j7GqavUPZJXy+MYmftqZRblF/rgV6unJDnxgm9YkmxFuOjxNCND2Hc0qYtWQvqypP3vDzcOGBS9twQ58YXGTVUd0xlcDLLcFugQf3gk+EOp60Do7+Be1HQVhnp5YoasqcNQt7aSlh06ejdZPXAM5UbC5md+5uMvIymNhlYtNcWn8mSUlJZGZmMrzacm2DwcDgwYPZuHHjaYO8yWTCZDI5PjYajQAsTVqKzl3HgMgBTEuYRkJwQv1+A02Y6cgRsl58EYCQ//s/CfHNxZKH4PAfsOxRuP57Z1fTLCmKwvqDucz9M4k1+3Mc4+3DvJk6IJZxCRFyfJwQoklrFezFp1N6sf5gDs8v3sv+rGJmLErkq01HeWpMPEPahfz3FxH/zeAFjxyCtH+qQjzAzvnw71dqn5wRlUFeUdTu+AGxTilVgOlIEgVffwN2Oz6jRuHVv7+zS2rWvF296RvRF6OXsV4fp8EG+czMTABCQ2se+xYaGsrRo0dP+3kvvvgiM2fOPGm8f0R/7ut7H52D5ephbdiMRtIe+D+Uigo8+/UjYMpkZ5ckLpTRb6ghftSrzq6k2Sk32/jl3zQ++zOJg9lqsxaNBoZ2CGVq/1j6xAVIc04hRLMysE0wS+4L5Lstqbyx8gCHc0q5+bMtDGobzFOjO9A29Ny3YIoTuPtB66E1x1pdAiZjzdNpcg/A+xdBUDu4a1PN5fnigjDExRI991PKd+yUEN+MNNggf9yJL04VRTnjC9bHH3+cBx980PGx0WgkKiqK1y9+vV6WNDQH1ffc2EtLMR04gM7fn/CXXpS9OE1Z8p9QlAoJ16ofB8TCDT84t6ZmJqOonC//Osq8zSkUVh4f5+mq4+peUUzp15KYQGlCJIRovvQ6LZP6xDCuawTv/3GIuX8mse5ADiMP5XL9RdH837C2BHie/9FR4hQ6XaG+VZedCFoX8AmvGeKXPwl6N+gxBfxqNiQTdc+zTx88+/RxfGxJT6fgu+8JvuduNK7y/6AparBBPqzyLPLMzEzCw6ua0GVnZ580S1+dwWDAYDDUe33NQcXevWS//gYaFxeiPvwAAJfwcHzGjMHv6qtwCZHla01W6mb4fLR6Pnx4Vwhp7+yKmpV/UwqY+2cyS3dlYKs8Pi4qwJ0p/WK5qmcLfNyksZMQQhzn4+bC46M6cN1F0by4bC/L92Tx1aajLNiexv2XtuGmvi1x1cvEQ73pOAFaD4Oy3Koxqwn+mQuWMvX2453FC1PAXAbB7eSYu3qk2O2kPfgQ5du3U7Z5M5FvvoFLuDT1bmoa7E+12NhYwsLCWLlypWPMbDazdu1a+vXr58TKmi5LVjampCTHxxo3N0o3bKBk/XpsxcWO8cjXXsXzooucUaK4UFr0gtaXQucrwbeFs6tpFiw2Owt3pDPhgz+Z8MFGFu1Ix2ZX6BMXwJwbe7Dm4SHcMiBWQrwQQpxGyyBP5tzYk3m39SE+3IfiCivPL9nL8DfXsmJPJg2kv3PTZPAC/5ZVHyt2GPWaOhsfWu3Y6C2fwge91a16ot5otFoCb7sVrbc35du3kzThCkrWn/7oNNE4ObVrfUlJCYcOHQKgW7duvPHGGwwZMoSAgACio6N5+eWXefHFF/nss89o06YNs2bNYs2aNed0/NzxrvX11S2wsbOkpWFcsZLiFSso//dfvIcPp8U7bztuL/juOzx698YQKw1MmjRFgX1LoO2IqjNnrSZ1Rl7Uq4JSc+XxcUfJNKrHx7nqtIzrGsHN/VvSMUKOjxNCiHNlsyv8tPUYryzfT26J2gS5b1wg08fEEx8hrwedZukjsO1L9Tz7hGvUsZJs+PoKaHUpXPqM7LGvQ+bUVNLuf4CKxETQaAi6806C7r4LjU4a414I9Z1DnRrk16xZw5AhQ04anzx5Mp9//jmKojBz5kzmzJlDQUEBvXv35v3336dTp05n/RgS5E9mTk5Ww/vy5VTs2VPjNs9+fYn69FNpnNXcLLgbtn8NQ56EwXKV/EI4mFXMZxuT+XnbMSosdgCCvFyZ1CeGG3rHEOwtF1GEEKK2SkxWPlxziI/XJ2G22tFo4JqeUTw0vJ38nHUWS7n63sVdfb9zPvx8G4R1gWnrq+53YLnaMT+ko4T7WrCbTGTNepHC79UThzz79SXi1VfRBwY6ubKmr0kH+QtBgrzaINB86BDG5SsoXrEC04EDVTdqtXj06IH38OF4Dx+Gyxn6D4gmbMf38OtdMHQG9LvX2dU0WXa7wtqDOXz2ZzLrDlQdHxcf7sMtA2IZkxCOQS9XyYUQoq6l5pfx8m/7WLwzAwAvg567hrRiav9YObbT2cry4dAqdUVgxwnqmKLA6+2gJAsmL4bYgeq43S6h/jwVLVxIxjMzUMrL0YeEEPnWm3h07+7sspo0CfK11JyDvDU/n/wvvqR4xQrM1fa+o9Ph2bs33pddhvfQS+WKXHNkNUNpDvhGqh8rChQkQUCcc+tqosrMVn7aph4fdySnFFB7/AyPV4+PuyhWjo8TQogL4Z/kfJ5bnMiOY0UAtPB35/GRHRjVOUx+Djck5YXw8+2Qvg3+b0/VVr8/34Ht30Cfu6CHHIF8rkwHD3Ls/gcwHzkCOh0hDz1EwM1T5N8+NU/pAqhITMReWopbly5oKxupl23ZQtm/27GXlaKUl2MvK8NeWob9+J/LyrCXq++VsnKMJSX02rNbgvz5ak5BXrHbsRUUOIK5rbCQAwMGgtWKxsUFz/791Zn3S4ag8/NzbrHCefKT4IfJYLPCbX+Ai5uzK2qy0grL+fKvZOb9nYKxwgqAt0HP1b2imNy3JdGBHk6uUAghmh+7XeHXHWm8vGy/ozdJr5b+PD2mI51bSF+SBsVuA221FRNfTYDDf8CIl6DPneqYpRy2fg5thkNgK6eU2ZjYS0vJePoZjEuWAOA9bCjhL7yArpHkpOpHkSt2O6Z9+7CXleHetSsavdrnqXTjRsr37HEE6qqQXe3PZaU1bvPo3Zvojz9yPM7+7j2wl5XRasVyXKOjAch+/Q3yPv74rGstsdm46NDBesuhDfb4OXFuyrZuJe2hh3EJC6Pld/MA0Pn5EXTXnbhGReM15GJ0Xl7OLVI0DK6eUJQGig1yD0B4F2dX1KQoisK2lALmbkjmtz2ZjuPjYgI9uLlfS67sGYWXQX70CiGEs2i1GiZ0a8FlHcOYs/YIc9YdZktyAWPf28DE7i14dEQ7Qn3kIneDoD1h28PETyFpHbToWTWW/Cf89j91tv7BxKpj7RRFjrg7Ba2nJxGvvYpHzx5kzXqR4pW/4xIVTeijj9Tp49QI3BYLpoMHsVdU1FjOX7J2rTp+xpntMuzHA3d5Od6XXELkG6+rX8BuJ+mKiQC0+Wsjen9/AIwrVlD43ffnVK+9vKzGxy4tY1DKytXtHJXcOnfC94or0Lq7o/XwQOvpgdbDA83xjz080LpXjZdYrdC+/o5wlleTjZBisVC2ZQsaV1c8eqo/yFxaRGHNzMReUoKtuBhdZVf/4LvucmapoqGwmkHvqv7ZKwSu/Qb8YsBHzhStK2arnWW7M5i7IcmxZBOgX6tApvaPZUj7EHRaeUEhhBANhYernv8b1pZrL4rild/288u/afy07RhLd2Vw58WtuG1gHO6usn++QfEIgI7ja47pXSF2MAS1rRncPx0GHkFw2QsyU38CjUaD/3XX4dapM7nvvUfwPXcDYDebMR85gmIy4Z6Q4Lh/8e+/Y05OrgzZJ85wl55y5tt3/OWEz5gBgK2kxBG42+/aicZFPUq3aOEix8qAs2UvqwrcGr0elxYt0Oj1KBaLY9yjWzcUk7kqXHuoQVtzPGhXG1PDtzvaEyY8437++aTH9hk+HJ/hw8+6VpPReE7f27mSpfWNhN1spuyvvzAuX0HJqlXYiorw7NeP6LmfOu5TtmVLjX0cQgDqErRf74WrPoOoi5xdTZOTX2pm3uYUvvwrmSyjesSRq17LhK6RTOnfkg7hjffnjhBCNCfbUwt5dtEetqUUAhDu68ZjI9ozLiECrVyIbfiqz8AXHYM3O4JGC48cVi8AAKRvB3Op+npI5+K0Uhsqc2oqh4cNR+PhQfttWx3jKbffTum69Wf4zJP5jBtL5CuvAGqOOXzpULQeHrT86Sd0Xp6Aesx1+fYdjtnt081sO8K2hwdab+9Gsw1Amt3VUmMO8vaKCkrWr6d4xUpKVq/GXlLiuE0XEIDPiMsInT5dGlSIM/vpNtg1H9pcBjfMd3Y1Tcb+zGI++zOJX/5Nw2RVl10Fexu4qU8M1/eOJtBLLqgJIURjoygKi3dm8NKyfaQVqsekdY3y4+mx8XSP9ndydeKsKQpk7oLMndBtUtX4j1Nh908w+DEY8oTz6mugrPn5JF0+Hq2HB3G/LXNkjLzPPse0f/9pZrarzW67u6u3eXii8/VxrBBuriTI11JjC/L20lJK1q7FuGIlJevWoVRbPqIPDsZ72DC8hw/Ho2cPR0MHIc6ookjdNzbwIXCV5mq1YbcrrDmQzdwNyWw4lOsY7xzpy9QBLRndOQJXvRyLI4QQjV2FxcanG5J4f/Uhysw2AMYlRPDYyPZE+rk7uTpx3pY+Crt+gOu+g+je6ljGDlh0P8SPhwEPOLM60cRIkK+lxhLkLRkZZD7/AqUbNqCYTI5xfUQ4PsOG433ZZbh3TahxLIIQJ1EU2PKJuqRs2ExnV9NklJqs/Lj1GJ9vTCYpVz0+TquBEZ3CmNo/lh4x/rIyRgghmqBsYwWvrdjPD1uPoShg0Gu5fVAc0wa3wlMalzZOdhugqTqPfu2rsPp5aDcarvu26n5H1qoNgd1lJYY4PxLka6mhBnlrQQHWjAzc4uMBsJeXc6Bff5TyclxiovEZPhzv4Zfh1qmjBARx9o79A59cqv75lt8hqpdz62nkUvPL+PKvZL7bkkrx8ePj3PRcd1E0N/WNoYW/rHAQQojmYHdaEc8tTuTvpHwAQrwNPHJZOyZ2byH75xu7kmw4uAJ8IqHVEHXMVAwvx6on/DywG3wjnVujaJQkyNdSQwzyJes3kDptGoa4WOIWLXKMFy1ZgqF1awxt20p4F+dvxXTwiYCL7qi62izOmqIo/HO0gLkbkli+J5PK0+OIC/JkSv+WTOzeQmZhhBCiGVIUheV7Mpm1dB8p+erWx86RvkwfE89FsQFOrk7Uqey98MPNYDPDfduqxte+CkWp0HMqRHR1WnmicZAgX0vODvKWjAyKV65EHxSEz6hRANiKijgwYCCGNq2J+fJLOd9dnD9LBWx4E/reDW4N40JVY2W22lm8M525fyaxO63quJCBbYKY2j+WwW2DZdZFCCEEJquNLzYm8+6qQxSb1NVaozqH8fjIDkQFyEqtJqXCWPP11TvdIP8IXPMNdBijjpUXQGkuBLaWc+tFDRLka8kZQd6ckkLxihUYV6ykYudOANwSuhD7/feO+1hzctAHB1+QekQT9u21cGAZdLkWrpjj7GoapdwSE9/+ncJXm46SU6z2pzDotVzRPZIp/WJpF9a8O64KIYQ4tdwSE2+sPMB3m1OwK+Cq03LzgJbcM6Q13m5ytFmToyhweBUcXAmXPAWGytcH/3wGix9Qm+Vd/YUzKxQNTH3nUFkfWkdMhw87wrtp796qGzQa3Ht0x2f4ZSiK4lgyLyFe1IkBD0DGdug00dmVNDp7M4x89mcSC7anY648Pi7Ux8BNfVty3UXRBHi6OrlCIYQQDVmQl4FZEzpzU98Ynl+8lw2Hcpmz9gg/bT3GQ8PbcXXPKHSykqvp0Gig9VD1rbriDNC6QFinqjGbFX6+FVoOgK6TwMXtwtYqmgWZkT9PiqJg2r8f4/LlFK9Yifnw4aobdTo8LuqlNqwbOlRCu6g7xVlQmFKziZ2lQn5BnCWbXeGPfdnM3ZDEX0fyHOMJLXyZOiCWkZ3C5fg4IYQQ50xR1N8vLyzZy5HK003ah3kzfUw8/VsHObk6Ue9MxWo3fHc/9eOjf8FnI9SO948cBq1OHS86Bl6hoJMVG82BLK2vpfp4As2pqaTcciuWlJSqQRcXPPv1xWf4cLwuuQS9vxxVIepY5m748nL1ivCdf4GXXCA6WyUmKz/8k8rnG5M5mqc2KNJpNY7j47pH+0mDSSGEELVmttr5etNR3l51kKJyCwBDO4Ty5OgOxAZ5Ork6ccEUpcHO78FuhcGPVo1/Mgxy9qlL8Ftd4rz6xAUhS+udTLHbKf/3X2wFBXgPVZfSuISFYTca0RgMeA4coIb3iy9G10C64osmKrA1eIWARgsmowT5s5CSV8bnG5P54Z9UR0MiHzc91/WO5qa+LYn0c3dyhUIIIZoSV72WqQNimdAtkrdXHeSrTUf5fW8Wa/ZnM6lPDH3iAogO8CQm0ENOQGnKfCNh4IM1xyzlUHhUfQ0X1K5qPHmDemZ9hzEQnnBh6xSNmszI/4fiP1Zz7K670EeE03rVKsesXfmu3RjiYtF6ytVVUY8KU8AvutrHqeAZLEvpz6DCYmPr0QK+2JjMyr1ZHP8JFxfsydT+sVzRPRIPV3nxJIQQov4dyi7mhSV7Wb0/56TbgrxciQ7wICbQs/L98TdPAj1dZaVYU2S3Q/YeCOtcNbbwXtj2JfSeBiNfrhovL1CX5otGS2bkLxDFbKb0778pXrEC19g4AqfeDIBnv77oQ0Px7NULe2mp46g4986dzvTlhKi9TbNh5XS4/APocpU65hfl3JoamKJyC4npRvakF7Gn8v3hnFJs9qrrk4PaBjO1f0sGtZHj44QQQlxYrUO8+ezmi1h3IIeftx0jKa+MlLxSCsos5JaYyS0xsy2l8KTP83TVER3oSUxlwI8O9CCmciY/3NcNvU76uTRKWm3NEA/Qeph6zF37MVVjuYfg/V4Q0x9uWqh+nhAnaNZB3m4yUfrnnxQvX07x6jXYjerZ0a5xVUFe6+ZG69V/oJH/QOJCqygEmxkO/V4V5JspRVHILjapgT3NqIb2jCJS88tPef9AT1cu6xTGzf1a0iZUjo8TQgjhXIPaBjOobdWWOGOFhZS8Mo7mlXE0v9Tx55T8MtKLyik129ibYWRvhvGkr6XXamjh714z6Feb2Xd31V3Ib03UVvw49a261E2g2NXtlNUzyN8fgXcYtL4UXGVVcHPX7JbW28vKKFm3nuIVyylZsxZ7WZnjvrrgILyHDsVn+HA8+vSRJU3iwrNZqjqZ2qywbzHEVza4aybsdoWU/DLHDPvx97kl5lPev4W/Ox0jfOgY4et4H+pjkP+/QgghGiWT1caxgvLKcF9KcmXAP5pXSmpBuePI1NMJ8TZUhntPx3L940Hf38NFfj82FoWpUFFUdayd1QQvx4KlFG5fCxFdK8fN6mtH+XttcKRrfS0dfwJTvvsOzYYNlKzfgFJR4bhdHxaG9/Bh+Awfjnu3bmh0chXzlOx2OLoBCpKh89VVe7QzdqozxoGta15N3PUjWMqg3SjwrDx2pTAV0v9Vj92I7l1137St6g+nkPiqYzsqjOoRHa6e4B9Tdd/SPFBs4OYHeteq2hQbaHSNd+mRuQyWPwHGNLh+frP5YWyx2TmUXcLuNDWwJ6YbScwwUlLZmK46rQZaBXtVhfZIHzqG++LrIUe4CCGEaB7sdoVMY0Xl7H1p5Yx+mSP0GytO/v1ZnbdBT3SgBy0DPSuX61cu2w/0JMzHTc69b8jK8mHtK5CxHW5eVvVacdWz6uvuwY9BtxucWqKoSfbI15HMp6bjVRnSXaKiHOHdrXNnWTZ/oqN/we4fIbg9XHSbOqbRwLzrwVwMUb0huLLbZtpWWDUT2o2uGeR/nwFFqXBbx6ogf3Qj/HI7xF0MN/1add8Fd6lHcUxeDLED1bGkdfD9DdDiIrh1ZdV9v5moXgy4fj60vUwdO7Iavr4CQjvDnRuq7vv1REjdDOM/VDuBgvq5828C/1iYvLDqvsv+B6l/qz8E241Qx/KPwJKH1OZyV3xUdd9NH0LaNvWHZdzF6lhJDqx7Vb3wMPSZqvvuWwJZe9T7RV2kjplKYPu36tXTnuoWDgpT1DGbSa0jus+Z/44aoTKzlb0ZxSQ6ZtmN7M8qPuXMgqteS/sw72qz7D60D/OR5YJCCCGaNa1WQ4SfOxF+7vRtFXjS7YVl5mrhvmbQzzRWUGyyOn4Hn8hVp6VFgHvlcv2aDfha+Hvg5iK/g53KIwBGvnTy+OHVajd8bbVYV5YPu3+CNsNrToiJJqXZBHmXli0JHD0Kn8suw9C+ffNbVmS3Q0kmWCsgIK5q/MvxkLkLpi6HoNbqWN4h2PKJer5l9SAfO0gNmnZb1ecHtoaukyC8S83Hi7sYSnPVmfPjPAIhqo86816dX7R6zqarR9WYVq/e392PU9JU+2WiVAbBEy/ImErUIz6UakHRXKaGZp2h5n1zD0D6NrVD6HEVRXD4D/CJrHnf5A3qkvfoPlVBvrwANs9Rv9/qQT5xIez8DvRuVUG+ohCWPQI616ogH9IexrwJPhFNIsQXlplrLI3fnVZEUm4p9lOs//E26ImvvjQ+0odWwV64SCMfIYQQ4pz4ebji5+FKQpTfSbdVWGyk5qt78ZPzSiuX66vL9o8VlGG22TmSU8qRnFKgZpd9jQbCfNyqhftqQT/AU1bHOdPkReoEWPXXj4dWwdKHIaQj3LWxalxRms2qz+ag2Sytr68lDQ3Sod8h5wB0mgjeoerYti/V4y1aD4VJP1Xd98P+kLUbbvgR2gxTx7L3ws756lmWHcdf8PL/0/F/ssd/ENksYC5V/1w9+BvT1TM7vULAUNnwrMKohnadS82zOo9thdIctZOob2VwL8uHgytAb4COE6ruu38Z5B2GuMFVnUdLcuDv2WpgH/xI1X3//RqObVH3ube6RB0rzVVn+rU6uHJunTwlzqIo6hK/3WlVoT0x3Uha4amb0AV7Gxwz7B0jfOkU4UtUgHvzu7AmhBBCNCA2u0J6Ybkj3J/YgO9UW96q83V3oWWgh6MB3/Fl+zGBnoR4G+TUmAtt/2+w8R2I6QeXPKWOKQq8X7mqduQr4BPu3BqbAdkjX0tNKsgrijq7rK2cjU7froZHz2AY/lzV/T7oC9mJcMNP0GaoOpa0Tp19bzmg5pLylL/V/e6BbWrOiAtxArtdISmv1DHTnli5NC+/9NRN6KIDPOgY4UOnSN/KGXcfQrzdLnDVQgghhKgNRVHILzVX24tfLejnl5FTbDrj5xv0Wsfs/fEGfMeDfgt/D1z1sgKv3lSfgc/cBbMHgN4dHkuu6neVull9H9mjKmOIOiF75Jsbq1nd52IqhsjuVePf3aAu877ma/XICVCXaO+Yp4bw6kG+1SUQ1Abcqv2Die4HT2VVdUR3jPdGiBOZrXYOZBXXOKM9McNImdl20n11Wg1tQrxqLI+Pj/DBx02W2QkhhBCNnUajIdDLQKCXge7R/ifdXma2kpJfRnJuVQO+4zP7aYXlmKx2DmaXcDC75KTP1Wog3Ne9Wnd9z2pd9j3wltcStVN9xWNIR7jtD3VVqUu1iZXVs9R+UyNegj53qmOluWr/Kv+W4NvigpYszp4EeWc6uFKdVe8wBkI6qGNH/4SvxkNQO7hnc9V97Ta1C3xBctVYSDxc+rS6T726y144+bF08lctTq3UZGVvhtHROX5PupGD2cVYbCcv1nFz0dI+zKfGcW/twrylAY4QQgjRTHm46mkfpjalPZHFZie9sPykBnzHg365xUZaYTlpheVsPJx30ucHeLpW7sOvWrZ/fEY/2EuOmj0nWq066x7Zo2pMUdRz6d18odWlVePJ6+GHKSc3nV7zMtjM0P1GNeQLp5J0Vx+sZnUJ/PGrXbmH4Pdn1Kti13xddb/NH8PB5eAZWBXk/VuCiycYvGouhxn2rBrQfaOqPt8rBAY+dEG+JdE05JWYHGH9+PL4pLxSTrXBxsdN7wjrnSLV97FBnuilCZ0QQgghzoKLTktMoCcxgZ4n3aYoCjklpmrL9SuDfuUS/rxSM/mVb/+mFJ70+R6uOvq1CuR/IzvQOsTrAnw3TZBGAxNmg8168rL6gFbqCt/qtn4Oxenq8dLHg3zir7DkYfXUp3HvVt03ZZPaoyqwtdpvStQ5CfLny2pSjxUry6tqEgfqUWo75qkdyHtMUcc0GrXLud6tZjhvfal6NJt/bNXn+7eEJ9JO7igZ3LY+vxvRxCiKQlphuSO0J6YXsTvNSKax4pT3D/Ux0MmxLF5938JfmtAJIYQQon5oNBpCvN0I8XajZ8uAk24vrrDUmL0/vmz/aF4ZGUXllJlt/L43mzX7c5g6IJZ7L2ktS/HP14krdztOqNno+bg+d6qrgwOqZZeCo1CarZ4MVd0PN6uh/9Y/oEXlKoCUv2HPz+pJTp0m1um30BxJkD8bB39Xl5i0ukTtVA5QdAw+HgIuHvBEelXwdvVUZ+MLjlZ9vl+02h3Sv6V62/Gj03rfcfJjSXAS58hmV0jKLanZOT7DSGGZ5ZT3jw3ydDSfOz7jHuQlV0qFEEII0XB4u7nQKdKXTpG+J91mtto5mF3MmysP8PvebD5ad4Rf/k3jfyPaM6FbpHTJry/97zt5rMcU9Yjq6rPudrt6cpa1HPyqrSY+tllt1F2aUzPIv9cL0MC131StAig6BkVp6rHZXsH18d00es27a32FERQbuFc27ijJgZ9vg5JsuPPPqlC95CH1XPWBD6l70kFdPv92FzWkT/qp6niz4kz1vVeohHJR5yosNg5kFdc4o31fRjHllpOb0Om1GtqEetc47q1DuLdcrRZCCCFEk7F6fzbPLkokKVc9irh7tB8zx3Wic4uTLwAIJzu6EQ78BmFdoPOV6pjVDM+HAAo8dKDq6OyN78KKp9TAX/245uVPqrmr123q9uQGTLrW15Ud38OAW6vC9W9PwKb3YeDDcOl0dczNB46sARS1W+Pxqz9xF4NGC1F9qr6e3hUe2nfy43iH1eM3IZqT4gqL44i348H9UHYJVvvJ197cXXR0CPd27GXvGOFLm1AvDHppQieEEEKIpmtIuxD6twpi7p9JvLvqINtSChn3/gau7RXFw8PbESirDhuOmH7qW3VaPdy7VT21yzO45rhvdM0tyFYzbPpAXeHc4+aq8U0fqsG/2yQY8kTVeNJ6dXI1IK5JNv5uet/R6Sx9CLpfUXXl5vjVntLsqvvoDTDxEzWMH59hB+gwVn0Top7kFJvY7TibXZ1pP5pXdsr7+nm4VNvProb22CBPdLKMTAghhBDNkKtey7TBrZjQLZKXlu3jl3/TmLc5lSU7M3hwWFsm9YmRZr0NlVYLga3Ut+r63Fl1HN5xdgtc/AQUpdYM/flJYEwDa7VeUDYLfDlODf3VZ/oPLFe3TMddDK2H1su3dKE0n6X1c0bjc/UH6lJ4UJfVQ82z1oW4gCw2O0t2ZvDRuiMkZhhPeZ8IXzdH87mOET50jPQlwtdNmtAJIYQQQpzGP8n5PP3rHsfrq3ah3swY15G+rRr2UmxxnsryIf+Iul36+AWBkhw1yJdkwcOH1AsGAMseU/fp979fPRUM1ND/ejvwjoCbl6jH8QHkHYaKInVG393vnMuq76X1zSfI19MTKMS5KjNb+W5zKp9uSCKtsBxQd3zEBnlWHfcW4Ut8hA8Bnq5OrlYIIYQQovGx2RW+25LCq8v3OxoAj+4SzpOjOhDh5+7k6oTT7F8GSeug1aXQpnJGvuCo2vtMZ4AnM6uF/v/B3x+eHPqXPQq+LaDvPWc8Wk/2yAvRROSWmPhyYzJfbjrq+IUS5OXKlH4tuaF3DP4S2oUQQggh6oROq+GG3jGM7hzOGysP8PWmoyzZmcGqvVncfXFrbhsUh5uL9BJqdtqNVN+q84mAuzap3fS11bZg6F3BKwz8YqrGjGnwz1zQuUL//6saXzEd9i5UQ3/PqeqYzVp/3wcyIy9EvTuaV8rH64/wwz/HMFntALQM9OC2QXFM7N5CfokIIYQQQtSzxHQjMxbtYXNSPgBRAe5MHx3PsPhQ2bIozkxRqhqmF2epp5lZy2H481X3mXc97F8Co16Di24DwHh0N74tO8vS+vMlQV44y65jRcxed5hluzI43mg+oYUv0wa3YnjHMGlOJ4QQQghxASmKwqKdGcxaspdMo9oYbVDbYJ4ZG0+rYC8nVycaNWMGFCSps/e+kepQ8nZ8Y7tJkD9fEuTFhaQoCusP5jJ77WE2Hs5zjF/cLpg7BrWiT1yAXPUVQgghhHCiUpOVD9Yc4uN1SZhtdvRaDVMHxHLvJa3xdnNxdnmiiZBmd7UkQV5cCFabnSW7Mpi99gh7Kzuk6rQaxiVEcPugODqEy789IYQQQoiGJDm3lOcWJ7Jqn3ocdbC3gf+NaM+EbpFoZeWkqCUJ8rUkQV7UpzKzle+3pPLJ+qoO9B6uOq7tFc3UAS1p4e/h5AqFEEIIIcSZrN6XzbOLE0nKLQWge7QfM8d1onMLXydXJhozCfK1JEFe1Ie8EhNf/HWUL/9KdnSgD/R05eb+LZnUJwY/D+lAL4QQQgjRWJisNuZuSObdPw5SZrah0cC1vaJ4eHg7Ar1Of8SYEKcjQb6WJMiLupSSV8bH648w/59URwf6mEAPbhsYx5U9pAO9EEIIIURjlmWs4MWle1mwPR0AHzc9Dw5ry6Q+Meh12v/4bCGqSJCvJQnyoi7sOlbEnHWHWVqtA32Xyg70l0kHeiGEEEKIJmVLcj7P/LqHxMreR+3DvHlmbEf6tgp0cmWisZAgX0sS5MX5UhSFDYfUDvR/HqrqQD+4bTB3DI6jb1ygdKAXQgghhGiibHaFeZtTeG3FfsdWytFdwnlyVAci/NydXJ1o6CTI15IEeXGujnegn7P2iOMq7PEO9LcNjCM+Qv4dCSGEEEI0F4VlZl5fcYBv/j6KXQF3Fx13D2nFrQPjZFulOC0J8rUkQV6crTKzlflbUvlkQxLHCtQO9O4uOq69KIpbBsRKB3ohhBBCiGYsMd3IjIV72JycD0BUgDvTR8czLD5UVmmKk0iQryUJ8uK/5Jea+WJjMl/+lUxBtQ70U/qpHej9PaUDvRBCCCGEULdeLtyRzotL95FprABgUNtgnhkbT6tgLydXJxoSCfK1JEFenE5KXhmfbFA70FdY1A700QEe3DYojqukA70QQgghhDiNUpOV91cf4pP1SZhtdvRaDVMHxHLvJa3xdnNxdnmiAZAgX0sS5MWJdqcVMWfdEZbsTHd0oO8cqXagH9FJOtALIYQQQoizk5xbynOLE1m1LxuAYG8Dj49sz/iukWjlNWWzJkG+liTIC6jqQD9n7RE2HMp1jA9qG8y0QXH0bSUd6IUQQgghxPlZvS+bmYv2kJxXBkD3aD+evbwTnSJ9nVyZcBYJ8rUkQb55s9rsLN2dyZy1h9mTXtWBfmyXcG4f1Eo60AshhBBCiDphstqYuyGZd/84SJnZhkYD1/aK5uHhbQn0Mji7PHGBSZCvJQnyzVO52cb8f1L5eP2RGh3or+kVxa0DpQO9EEIIIYSoH5lFFby4bC+/bk8HwMdNz4PD2jKpTwx6ndbJ1YkLRYJ8LUmQb17yS818+VcyX2ys6kAfUNmB/kbpQC+EEEIIIS6QLcn5PPPrHhIz1FWh7cO8eWZsR/q2CnRyZeJCaNZBfsaMGcycObPGWGhoKJmZmWf9NSTINw+p+WV8sv4I35+iA/2V3Vvg7iod6IUQQgghxIVlsyt8uzmF11fsp7Bykml0l3CeHNWBCD93J1cn6lN951B9nX/FOtaxY0d+//13x8c6nQQyUeVUHeg7RfqoHeg7hsnyJSGEEEII4TQ6rYYb+8QwpnM4b6w8wDd/H2XJzgz+2JvN3UNacevAODnyWJyXBh/k9Xo9YWFhzi5DNCCKovDnoTzmrDvM+oNVHegHtgnizsGtpAO9EEIIIYRoUPw9XXlufCeuvSiKmQsT2Zycz2srDjD/n2NMHxPP0A4h8vpVnJMGH+QPHjxIREQEBoOB3r17M2vWLOLi4k57f5PJhMlkcnxsNBovRJniAjhdB/oxXcK5fVAcHSPkeA8hhBBCCNFwdYzw5fs7+rBwRzqzlu4lJb+M2778h8Ftg3l6bDytgr2cXaJoJBr0Hvlly5ZRVlZG27ZtycrK4vnnn2ffvn3s2bOHwMBTN4k41b56QPbIN2LlZhs/bFU70Kfmqx3o3Vy0XNsrmlsGxBIVIB3ohRBCCCFE41JqsvLe6kN8uj4Js82Oi07D1P6x3HNJa7zdXJxdnqilZt3s7kSlpaW0atWKRx99lAcffPCU9znVjHxUVJQE+UaooNTMl38d5Yu/kskvNQNqB/rJfVtyY98YAqQDvRBCCCGEaOSSckt5bnEif+zLBiDY28DjI9szvmskWq0st2+smn2zu+o8PT3p3LkzBw8ePO19DAYDBoPhAlYl6lpqfhmfbkji+y2plFtsAEQFuHP7wDiu7BElHeiFEEIIIUSTERvkydwpvfhjXxbPLkokOa+MB+fv4OtNR3n28k50ipTto+JkjSrIm0wm9u7dy8CBA51diqgHe9KLmLP2CEt2ZWCrbEHfKdKHOwa1YmQn6UAvhBBCCCGarkvah9K/dRCfbkjivT8OsS2lkLHvbeDaXtE8clk7WY0qamjQS+sffvhhxo4dS3R0NNnZ2Tz//POsXbuWXbt2ERMTc1ZfQ86Rb9gURWHj4Txmrz25A/20wa3oJx3ohRBCCCFEM5NZVMGLy/by6/Z0AHzc9Dw0vB039I6Wya1Golnvkb/22mtZt24dubm5BAcH06dPH5577jni4+PP+mtIkG+YrDY7y3ZnMmfdYXanqR3otRoY0yWC2wfFyRIiIYQQQgjR7G1OyueZhXvYm6G+Xm4f5s2McR3pE3fqxt+i4WjWQb4uSJBvWMrNNn7cmsrH65NIyS8DpAO9EEIIIYQQp2OzK3y7OYXXV+ynsMwCwJgu4TwxqgMRfu5Ork6cjgT5WpIg3zCcqgO9v4cLk/u15Ka+LWXPjxBCCCGEEGdQUGrm9ZX7+fbvFOwKuLvouHtIK24dGIebizSDbmgkyNeSBHnnOlUH+hb+7tw+KI6rpAO9EEIIIYQQ52RPehEzFu5hS3IBANEBHkwfE8/QDiHSW6oBkSBfSxLknSMx3cicdYdZvLOqA33HCB/uGNyKUdKBXgghhBBCiPOmKAoLd6Qza+lesowmAAa3DebpsfG0CvZycnUCJMjXmgT5C0dRFP46nMfsdUdYdyDHMT6wTRB3DGpF/9bSgV4IIYQQQoi6Umqy8t7qQ3yy/ggWm4KLTsPU/rHce2kbvAyN6qTxJkeCfC1JkK9/NrvCst0ZzFl7hF1pRYDagX50lwjukA70QgghhBBC1Kuk3FKeXbSH1fvVybRgbwOPj2zPhG6RMpHmJBLka0mCfP2psNj4YesxPl53pEYH+mt6RnHrwDjpQC+EEEIIIcQF9Me+LJ5dlEhynvravEeMPzPHdZSJNSeQIF9LEuTrXkGpma82HeWLjcnkVetAf1PflkzuJx3ohRBCCCGEcBaT1canG5J4749DlJltaDRwba9oHrmsnbxOv4AkyNeSBPnaKTFZ2Z9pJDGjmL0ZRvZlGNmTbsRktQNqB/rbBsZxVc8WeLjKPhwhhBBCCCEagoyicl5cuo+FO9IB8HHT89DwdtzQO1oaT18AEuRrSYL82bHbFY4VlJOYYWRfppG9GUb2ZhQ7lsyfKD7ch2kXSwd6IYQQQgghGrLNSfk8s3APezOMALQP82bGuI70iQt0cmVNmwT5WpIgf7JSk5X9WcWVYV0N7PsziykxWU95/1AfAx3CfegQ7kP7MG86RvjQKthLGmcIIYQQQgjRCFhtduZtTuG1FQcoKrcAMKZLOE+M6kCEn7uTq2uaJMjXUnMO8oqizrLvzTCyL7MquB/NL+NUf+uuOi1tQr1oH+ZDh3Bv4sN9aB/uI3tphBBCCCGEaAIKSs28tmI/325OQVHA3UXH3UNacevAONxcdM4ur0mRIF9LzSXIl5ttJ8yyG9mXUUzxaWbZg72Pz7J70yFMnW2PC/bERZbJCyGEEEII0aTtTiti5qI9bEkuACA6wIMnR3egf+sgOX++jkiQr6WmFuQVRSG9qIK96cf3sqvhPSmv9JSz7C46Da1DvOkQ5l21PD7cmyAvw4UvXgghhBBCCNEgKIrCwh3pzFq6lyyjyTHu4aoj1MeNYG8DId4GQn3carwP8TEQ4uOGt0EvW23PQIJ8LTXmIF9hsXHAMcterDaiyzBirDj1LHuQl2uNvewdwtW97K56mWUXQgghhBBCnKzEZOW9Pw4xb3OKY//82XBz0VaFe283NeB7uxHqU/VxqLcbPu7NM/BLkK+lxhDkFUUh01jhCOzHl8Yn5ZZiP8Xfjl6roXWIlyOsH38L9pZZdiGEEEIIIcT5KTVZyS42kW2sIKvyfU6xiSxjBdnV3hefZmLxVFz12qpwXzmzH3yKmX4/D5cmFfjrO4fKBogLrMJi41B2CYnV97JnFlNYduqrXwGerjX2sbcP96Z1iBcGvTSjEEIIIYQQQtQdT4OeWIOe2CDPM96v3Gwju7hauDeaHBcAqgf+onILZqud1PxyUvPLz/g1XXVadTl/5Uy+OsOvLuOvHvj9PVzRaptO4D9fEuTriaIoZBebHIF9X+VM+5HcUmynmGbXaTW0Cvas7Bhf1TU+2NvQpK5MCSGEEEIIIRo3d1cdMYGexASeOfBXWGzkFJvILq4gy1g96Ktj2ZXvC8osmG120grLSSs8c+B30WkI9jIQ7ONG6PE9+ycs6Q/xdiPQs2kHfgnydcBkVWfZqy+L35dZTH6p+ZT39/NwccywdwhXl8e3DvGSIx+EEEIIIYQQTYabi46oAA+iAjzOeD+T9XjgP2FWv3KmP6tyiX9eqRmLTW3+nV5UccavqdOqgT/khD37x2f6j8/wB3oZ0DXCwC9B/hxlF1c4Avu+yj3th3NKsJ5ill2rgbhgL0fzufjKveyhPjLLLoQQQgghhBAABr2OFv4etPA/c+A3W+3klphqLN/PNlbN7GdVBv+8UhM2u9qHLNNYARSd9mtqNRDkdeKS/pOb9wV5uaJvQEd1S5A/DbPVzuGckmrnshezL9NIbsmpZ9l93PSOpnPHA3ubUJllF0IIIYQQQoi64KrXEuHnToSf+xnvZ7HZySsxV4X9ypCf4wj7avjPLTFhV6i8j4ndGE/7NTUaCPQ0VAb7qpBftcRfneEP9jbgcgECvwR5ILfEVLUkvvKYt8M5JVhsJ8+yazQQG+SphvZqXePDfd1kll0IIYQQQgghnMxFpyXM140wX7cz3s9mV8grqbZn/8SZ/mIT2UYTOSXqDH9uiRr+95zha2o0EODhSoCrrW6/qRM0qyBvsdk5klPqCO2JlXvZc4pNp7y/t5u+ci+7d2XHeB/ahXrj7iqz7EIIIYQQQgjRmOm0GnUm3ccN8D3t/Wx2hfxSs2Ovfna1mf2sah37c4pNWO0KeaVmcvLL6rX2ZhPkJ364kaNGBbPNftJtGg20DPR0HPPWvrIJXaSfu8yyCyGEEEIIIUQzptNqCK5cNn8mdrtCQZmZLKOJpIwcxrxVfzU1myC/P7MYrcEDb4Oe9uHeNY55axfmjYdrs3kqhBBCCCGEEELUMa1WQ6CX2gm/hVf9PlazSa9vXduVXm0iaeEvs+xCCCGEEEIIIRqvZhPkh3YIxcfnzMcZCCGEEEIIIYQQDV3DOQhPCCGEEEIIIYQQ/0mCvBBCCCGEEEII0YhIkBdCCCGEEEIIIRoRCfJCCCGEEEIIIUQjIkFeCCGEEEIIIYRoRCTICyGEEEIIIYQQjYgEeSGEEEIIIYQQohGRIC+EEEIIIYQQQjQiEuSFEEIIIYQQQohGRIK8EEIIIYQQQgjRiEiQF0IIIYQQQgghGhEJ8kIIIYQQQgghRCMiQV4IIYQQQgghhGhEJMgLIYQQQgghhBCNiAR5IYQQQgghhBCiEZEgL4QQQgghhBBCNCIS5IUQQgghhBBCiEZEgrwQQgghhBBCCNGI6J1dQH1TFAUAo9Ho5EqEEEIIIYQQQjQHx/Pn8Txa99b2SAAAG4JJREFU15p8kM/LywMgKirKyZUIIYQQQgghhGhOiouL8fX1rfOv2+SDfEBAAAApKSn18gQ2V7169WLLli3OLqPJkOez7slzWrfk+ax78pzWLXk+6548p3VLns+6J89p3ZLns24pikKPHj2IiIiol6/f5IO8Vqu2AfD19cXHx8fJ1TQdOp1Ons86JM9n3ZPntG7J81n35DmtW/J81j15TuuWPJ91T57TuiXPZ91zdXV15NG6Js3uxHm5++67nV1CkyLPZ92T57RuyfNZ9+Q5rVvyfNY9eU7rljyfdU+e07olz2fdq8/nVKPU1+77BsJoNOLr60tRUZFcYRJCCCGEEEII0eg1+Rl5g8HAM888g8FgcHYpQgghhBBCCCFErTX5GXkhhBBCCCGEEKIpafIz8kIIIYQQQgghRFMiQV7UCY1Gw4IFC5xdhhBCCOEgv5uEEEI0VRLkhcOUKVPQaDQnvR06dMjZpTU6x5/LadOmnXTbXXfdhUajYcqUKRe+sCZi48aN6HQ6RowY4exSGiX591m/pkyZwvjx451dRpMkz23tyc/PupWdnc0dd9xBdHQ0BoOBsLAwLrvsMv766y9nl9bopaamcssttxAREYGrqysxMTHcf//95OXlndXnr1mzBo1GQ2FhYf0W2oAd/33/0ksv1RhfsGABGo3GSVU1btXzkouLC6GhoQwbNoy5c+dit9svaC0S5EUNI0aMICMjo8ZbbGyss8tqlKKiovjuu+8oLy93jFVUVDBv3jyio6Nr9bUtFktty2vU5s6dy7333suGDRtISUmp1dey2WwX/AdvQ1Cf/z6FEA1XXf78FDBx4kR27NjBF198wYEDB1i4cCEXX3wx+fn5zi6tUTty5Ag9e/bkwIEDzJs3j0OHDjF79mxWrVpF37595fk9B25ubrz88ssUFBQ4u5Qm43heSk5OZtmyZQwZMoT777+fMWPGYLVaL1gdjT7Iy9X5unX8anL1N51Ox6JFi+jRowdubm7ExcUxc+bMk/6hZmRkMHLkSNzd3YmNjeWHH35w0nfRMHTv3p3o6Gh+/vlnx9jPP/9MVFQU3bp1c4z99ttvDBgwAD8/PwIDAxkzZgyHDx923J6cnIxGo2H+/PlcfPHFuLm58fXXX1/Q76UhKS0tZf78+dx5552MGTOGzz//3HHb8avvS5YsISEhATc3N3r37s2uXbsc9/n888/x8/Nj8eLFxMfHYzAYOHr0qBO+E+eqq3+fl1xyCffcc0+Nr52Xl4fBYOCPP/6o/2+kgWvZsiVvvfVWjbGuXbsyY8YMx8cajYZPPvmECRMm4OHhQZs2bVi4cOGFLbQROpvnVtR0pp+fx382VneqWbvnn3+ekJAQvL29ufXWW/nf//5H165d67/4BqiwsJANGzbw8ssvM2TIEGJiYrjooot4/PHHGT16NABFRUXcfvvthISE4OPjwyWXXMKOHTscX2PGjBl07dqVOXPmEBUVhYeHB1dddVWznkUG9extV1dXVqxYweDBg4mOjmbkyJH8/vvvpKWl8eSTTwJgMpl49NFHiYqKwmAw0KZNGz799FOSk5MZMmQIAP7+/s16pdnQoUMJCwvjxRdfPO19fvrpJzp27IjBYKBly5a8/vrrjtsef/xx+vTpc9LndOnShWeeeaZeam7ojuelyMhIunfvzhNPPMGvv/7KsmXLHD9X/+v/PsDChQvp2bMnbm5uBAUFccUVV5xTHY0+yIv6t3z5ciZNmsR9991HYmIic+bM4fPPP+eFF16ocb/p06c7rkxPmjSJ6667jr179zqp6obh5ptv5rPPPnN8PHfuXKZOnVrjPqWlpTz44INs2bKFVatWodVqmTBhwkmzxI899hj33Xcfe/fu5bLLLrsg9TdE33//Pe3ataNdu3ZMmjSJzz77jBMP33jkkUd47bXX2LJlCyEhIYwbN67GKoaysjJefPFFPvnkE/bs2UNISMiF/jYahLr493nrrbfy7bffYjKZHJ/zzTffEBER4XgRJf7bzJkzufrqq9m5cyejRo3ihhtukBknUefO5ufnmXzzzTe88MILvPzyy2zdupXo6Gg+/PDDeqy4YfPy8sLLy4sFCxbU+Bl4nKIojB49mszMTJYuXcrWrVvp3r07l156aY3/34cOHWL+/PksWrSI3377je3bt3P33XdfyG+lQcnP///27jYqiuuMA/h/WVQQBHmRFwkBAwElvIVqeNEQUSgUUYyKEChgUBJjG1OP6EGjAmo12qgpkoQ0B8VaKsQoSIzQGoQ0ioCiqyQQoh6IegQxClq0grC3H6xbVzSSRNhd9v87hw9z587w3GFm2Wfu3DvX8I9//AMLFiyAvr6+0jorKyvExMQgLy8PQgjExcUhNzcX6enpqKurQ2ZmJgwNDWFra4s9e/YAAOrr69HU1IQ///nPqmiOykmlUqxbtw5bt27FxYsXe6yvrq7G7NmzERUVhZqaGqSmpmLlypWKhDQmJgaVlZVKN/G/+eYb1NTUICYmpr+aofYmTZoEDw8P7N27t1fX/ueff44ZM2ZgypQpOHnyJEpKSjB27Nif9kuFhouPjxfh4eFCCCGKiorE+PHjhbGxsTA1NRVTpkwRZ8+eVdRtaGgQAMSePXvExIkThb6+vnB3dxfl5eUqil69xMfHC6lUKgwMDBQ/s2bNEi+++KJYt26dUt2dO3cKa2trxTIAMX/+fKU63t7e4o033uiX2NXNvfPyypUrYsiQIaKhoUE0NjYKPT09ceXKFREeHi7i4+Mfum1LS4sAIGpqaoQQ/z9v33vvvX5sgfry8/NTHIs7d+4Ic3NzcfDgQSGEEKWlpQKAyM3NVdS/evWq0NfXF3l5eUIIIbZv3y4ACJlM1v/Bq4kneX7evn1bmJqaKo6vEEJ4enqK1NTU/miKWrr//5KdnZ3YsmWL0noPDw+RkpKiWAYgVqxYoVhub28XEolEFBUV9UO0muXnHNv8/Px+i0/d/djn5/bt24WxsbFS/fz8fHH/V0Vvb2/xu9/9TqnO+PHjhYeHR5/Grc4+/fRTYWJiIvT09ISfn59YtmyZOHXqlBBCiJKSEmFkZCRu376ttI2Dg4P46KOPhBBCpKSkCKlUKi5cuKBYX1RUJHR0dERTU1P/NUSNVFRU/Oi1u3nzZgFAVFZWCgCKc/hB974TtLa29l2wau7+z0wfHx+RkJAghFC+tqOjo0VQUJDSdkuWLBEuLi6KZXd3d7F69WrF8rJly8S4ceP6OHr1dP8xfVBkZKQYM2ZMr659X19fERMT84tiGVA98r3t2Xz77beRlJQEmUwGJycnvPLKK/06nkGdBQQEQCaTKX7S09NRXV2N1atXK+48GxoaIjExEU1NTbh165ZiW19fX6V9+fr6an2PvLm5OaZMmYIdO3Zg+/btmDJlCszNzZXqnDt3DtHR0XjmmWdgZGSkmJPgwbGLP/ku3QBUX1+PqqoqREVFAQB0dXURGRmJbdu2KdW7/1w0NTWFs7Oz0rk4ePBguLu790/QauxJnJ9DhgzBb3/7W8XfQCaT4dSpU1r7COPPdf/5aGBggGHDhqGlpUWFEdFA09vPz8ft44UXXlAqe3BZ28ycOROXLl1CYWEhgoODUVZWBi8vL2RnZ6O6uhrt7e0wMzNT+g7V0NCg1Lv59NNP46mnnlIs+/r6Qi6Xo76+XhVNUnvif0+RNDQ0QCqV4qWXXlJxRJphw4YN2LFjB2pra5XK6+rqMH78eKWy8ePH48yZM+ju7gZwt1c+JycHwN3jv2vXLvbGP4QQAhKJpFfXvkwmw+TJk3/R79N9EkGri5kzZyotZ2VlwcLCArW1tXB1dVWUJyUlKcYupaWl4bnnnsPZs2cxevTofo1XHRkYGMDR0VGpTC6XIy0t7aHjNvT09H50f5wRE0hISFCMIX7//fd7rJ86dSpsbW3x8ccfY+TIkZDL5XB1dUVnZ6dSPQMDg36JV51lZWWhq6sLNjY2ijIhBAYNGvTYSVzuPxf19fV5bv7Pkzg/582bB09PT1y8eBHbtm3D5MmTYWdn129tUGc6Ojo9Hl1+2GSVgwYNUlqWSCRaOQnjT9HbY0t3Pe7zs7fH88HPzge30UZ6enoICgpCUFAQVq1ahXnz5iElJQULFiyAtbU1ysrKemzz4HwE97t3jLX1/5SjoyMkEglqa2sfOg/Wt99+CxMTEwwdOrT/g9Ng/v7+CA4OxvLly5Vutt9LPu/34HUdHR2N5ORknDhxAv/5z39w4cIFxU1B+r+6ujqMGjUKcrn8sdf+g8NGfo4B1SPf257N+3s+rK2tAYA9Hz/Cy8sL9fX1cHR07PGjo/P/U6iiokJpu4qKCt4cwd2ZLTs7O9HZ2dljbPvVq1dRV1eHFStWYPLkyRgzZgxnFX2Erq4u/PWvf8WmTZuUnho5deoU7OzsFHeKAeVzsbW1Fd999x3PxUd4Euenm5sbxo4di48//hh///vfe4yz12YjRoxAU1OTYvnGjRtoaGhQYUQDB49t7/Xm83PEiBH497//jZs3byq2k8lkSvtxdnZGVVWVUtnx48f7owkaxcXFBTdv3oSXlxeam5uhq6vb4/vT/U8/nT9/HpcuXVIsHz16FDo6OnByclJF+CpnZmaGoKAgfPDBB0pvVgGA5uZm5OTkIDIyEm5ubpDL5fjyyy8fup/BgwcDgKJXmYB33nkHn332GcrLyxVlLi4uOHz4sFK98vJyODk5QSqVAgCeeuop+Pv7IycnBzk5OQgMDISlpWW/xq7uDh06hJqaGsycObNX1767uztKSkp+0e8cUD3yve3ZvL/n494dKPZ8PNqqVasQFhYGW1tbREREQEdHB6dPn0ZNTQ3Wrl2rqLd7926MHTsWEyZMQE5ODqqqqpCVlaXCyNWDVCpVPNZ97wPxHhMTE5iZmeEvf/kLrK2tcf78eSQnJ6siTLW3f/9+tLa2Yu7cuTA2NlZaN2vWLGRlZWHLli0AgNWrV8PMzAyWlpZ4++23YW5uzrdbPMKTOj/nzZuH3//+9xg6dChefvnlPo9bU0yaNAnZ2dmYOnUqTExMsHLlyh7HmX4eHtve683nZ0lJCYYOHYrly5fjzTffRFVVldKs9gDw5ptvIjExEWPHjoWfnx/y8vJw+vRpPPPMM/3YGvVx9epVREREICEhAe7u7hg2bBiOHz+OjRs3Ijw8HIGBgfD19cX06dOxYcMGODs749KlSzhw4ACmT5+uGDKnp6eH+Ph4vPvuu7hx4wYWLlyI2bNnw8rKSsUtVJ2MjAz4+fkhODgYa9euxahRo/DNN99gyZIlsLGxwR//+EeYmpoiPj4eCQkJSE9Ph4eHB77//nu0tLRg9uzZsLOzg0Qiwf79+xEaGgp9fX0YGhqqumkq5ebmhpiYGGzdulVRtnjxYowbNw5r1qxBZGQkjh49ioyMDHzwwQdK28bExCA1NRWdnZ2K71vaqqOjA83Nzeju7sbly5dRXFyM9evXIywsDHFxcdDR0XnstZ+SkoLJkyfDwcEBUVFR6OrqQlFREZYuXdrrOAZMjzx7NvtOcHAw9u/fj4MHD2LcuHHw8fHB5s2bezw6m5aWhtzcXLi7u2PHjh3IycmBi4uLiqJWL0ZGRjAyMupRrqOjg9zcXFRXV8PV1RWLFi3Cn/70JxVEqP6ysrIQGBjY40socHdYjUwmw4kTJwDcveP81ltv4Ve/+hWamppQWFiouDNPPT2J8/OVV16Brq4uoqOjHzvkZqCTy+XQ1b17n3zZsmXw9/dHWFgYQkNDMX36dDg4OKg4Qs3FY/vz9Obzs7GxEX/7299w4MABuLm5YdeuXT1e5RcTE4Nly5YhKSkJXl5eaGhowJw5c7T2mjc0NIS3tze2bNkCf39/uLq6YuXKlUhMTERGRgYkEgkOHDgAf39/JCQkwMnJCVFRUWhsbFTqzXR0dMSMGTMQGhqKX//613B1de2RRGmbZ599FsePH4eDgwMiIyPh4OCA1157DQEBATh69ChMTU0BAB9++CFmzZqFBQsWYPTo0UhMTFQ8VWJjY4O0tDQkJyfD0tKyx6tStdWaNWuUHp338vLCJ598gtzcXLi6umLVqlVYvXp1j7luIiIicPXqVdy6dUvrO0eKi4thbW0Ne3t7hISEoLS0FOnp6di3bx+kUmmvrv2JEydi9+7dKCwshKenJyZNmoTKysqfFIdEaPjgpjlz5qCtrQ179+6FhYUFfvOb3yAlJUXRc3Ts2DHk5+dj+vTpaGxsxKhRo3Dy5EnFO0/b2tpgYmKC0tJSTJw4UaVtIaJfpqysDAEBAWhtbf3R8Yf05F24cAH29vY4duwYvLy8VB2OSoWEhMDR0REZGRmqDmXA4bFVP0FBQbCyssLOnTtVHYpGSk1NRUFBQY9hDEREj6Pxj9bfuzt/r+do4cKFcHV1hbOzM9LT05mcExH1oTt37qCpqQnJycnw8fHR6iS+tbUV5eXlKCsrw/z581UdzoDCY6sebt26hczMTAQHB0MqlWLXrl344osvcPDgQVWHRkSkdTQ+kW9paVHMsh4YGNjjlQr3P3Bgb2/fYxbG4cOHc8ZVIqKf6ciRIwgICICTkxM+/fRTVYejUgkJCTh27BgWL16M8PBwVYczoPDYqod7j4uuXbsWHR0dcHZ2xp49exAYGKjq0IiItI7GPlp/7+78zJkzkZubq/VjNYiIiIiIiEg7aGyPPO/OExERERERkTbS2B55IiIiIiIiIm00YF4/R0RERERERKQNmMgTERERERERaRCNSOT/9a9/YerUqRg5ciQkEgkKCgp61Kmrq8O0adNgbGyMYcOGwcfHB+fPn1esb25uRmxsLKysrGBgYAAvL68eMyy3trYiNjYWxsbGMDY2RmxsLNra2vq4dURERERERES9pxGJ/M2bN+Hh4YGMjIyHrj937hwmTJiA0aNHo6ysDKdOncLKlSuhp6enqBMbG4v6+noUFhaipqYGM2bMQGRkJE6ePKmoEx0dDZlMhuLiYhQXF0MmkyE2NrbP20dERERERETUWxo32Z1EIkF+fr7S6+aioqIwaNAg7Ny585HbGRoa4sMPP1RKzM3MzLBx40bMnTsXdXV1cHFxQUVFBby9vQEAFRUV8PX1xbfffgtnZ+c+axMRERERERFRb2lEj/yPkcvl+Pzzz+Hk5ITg4GBYWFjA29u7x+P3EyZMQF5eHq5duwa5XI7c3Fx0dHRg4sSJAICjR4/C2NhYkcQDgI+PD4yNjVFeXt6PLSIiIiIiIiJ6NI1P5FtaWtDe3o533nkHISEh+Oc//4mXX34ZM2bMwJdffqmol5eXh66uLpiZmWHIkCF4/fXXkZ+fDwcHBwB3x9BbWFj02L+FhQWam5v7rT1EREREREREP0ZX1QH8UnK5HAAQHh6ORYsWAQA8PT1RXl6OzMxMvPTSSwCAFStWoLW1FV988QXMzc1RUFCAiIgIfPXVV3BzcwNw97H9BwkhHlpOREREREREpAoan8ibm5tDV1cXLi4uSuVjxozB4cOHAdydDC8jIwNff/01nnvuOQCAh4cHvvrqK7z//vvIzMyElZUVLl++3GP/V65cgaWlZd83hIiIiIiIiKgXNP7R+sGDB2PcuHGor69XKv/uu+9gZ2cHALh16xYAQEdHublSqVTRo+/r64vr16+jqqpKsb6yshLXr1+Hn59fXzaBiIiIiIiIqNc0oke+vb0dZ8+eVSw3NDRAJpPB1NQUTz/9NJYsWYLIyEj4+/sjICAAxcXF+Oyzz1BWVgYAGD16NBwdHfH666/j3XffhZmZGQoKCnDw4EHs378fwN0e/JCQECQmJuKjjz4CALz22msICwvjjPVERERERESkNjTi9XNlZWUICAjoUR4fH4/s7GwAwLZt27B+/XpcvHgRzs7OSEtLQ3h4uKLumTNnkJycjMOHD6O9vR2Ojo5ISkpSeh3dtWvXsHDhQhQWFgIApk2bhoyMDAwfPrxP20dERERERETUWxqRyBMRERERERHRXRo/Rp6IiIiIiIhImzCRJyIiIiIiItIgTOSJiIiIiIiINAgTeSIiIiIiIiINwkSeiIiIiIiISIMwkSciIiIiIiLSIEzkiYiIiIiIiDQIE3kiIiIiIiIiDcJEnoiIiIiIiEiDMJEnIiIa4ObMmQOJRAKJRIJBgwbB0tISQUFB2LZtG+Ryea/3k52djeHDh/ddoERERNQrTOSJiIi0QEhICJqamtDY2IiioiIEBATgrbfeQlhYGLq6ulQdHhEREf0ETOSJiIi0wJAhQ2BlZQUbGxt4eXlh+fLl2LdvH4qKipCdnQ0A2Lx5M9zc3GBgYABbW1ssWLAA7e3tAICysjK8+uqruH79uqJ3PzU1FQDQ2dmJpUuXwsbGBgYGBvD29kZZWZlqGkpERKQFmMgTERFpqUmTJsHDwwN79+4FAOjo6CA9PR1ff/01duzYgUOHDmHp0qUAAD8/P7z33nswMjJCU1MTmpqakJSUBAB49dVXceTIEeTm5uL06dOIiIhASEgIzpw5o7K2ERERDWQSIYRQdRBERETUd+bMmYO2tjYUFBT0WBcVFYXTp0+jtra2x7rdu3fjjTfewA8//ADg7hj5P/zhD2hra1PUOXfuHJ599llcvHgRI0eOVJQHBgbihRdewLp16554e4iIiLSdrqoDICIiItURQkAikQAASktLsW7dOtTW1uLGjRvo6urC7du3cfPmTRgYGDx0+xMnTkAIAScnJ6Xyjo4OmJmZ9Xn8RERE2oiJPBERkRarq6vDqFGj8P333yM0NBTz58/HmjVrYGpqisOHD2Pu3Lm4c+fOI7eXy+WQSqWorq6GVCpVWmdoaNjX4RMREWklJvJERERa6tChQ6ipqcGiRYtw/PhxdHV1YdOmTdDRuTuFzieffKJUf/Dgweju7lYqe/7559Hd3Y2Wlha8+OKL/RY7ERGRNmMiT0REpAU6OjrQ3NyM7u5uXL58GcXFxVi/fj3CwsIQFxeHmpoadHV1YevWrZg6dSqOHDmCzMxMpX3Y29ujvb0dJSUl8PDwwNChQ+Hk5ISYmBjExcVh06ZNeP755/HDDz/g0KFDcHNzQ2hoqIpaTERENHBx1noiIiItUFxcDGtra9jb2yMkJASlpaVIT0/Hvn37IJVK4enpic2bN2PDhg1wdXVFTk4O1q9fr7QPPz8/zJ8/H5GRkRgxYgQ2btwIANi+fTvi4uKwePFiODs7Y9q0aaisrIStra0qmkpERDTgcdZ6IiIiIiIiIg3CHnkiIiIiIiIiDcJEnoiIiIiIiEiDMJEnIiIiIiIi0iBM5ImIiIiIiIg0CBN5IiIiIiIiIg3CRJ6IiIiIiIhIgzCRJyIiIiIiItIgTOSJiIiIiIiINAgTeSIiIiIiIiINwkSeiIiIiIiISIMwkSciIiIiIiLSIP8F7Z4tjRC9vg8AAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = data.plot(\n", " style=[\"-\", \":\", \"--\", \"-.\"],\n", " xlabel=\"Date\",\n", " ylabel=\"Temperature (°C)\",\n", " figsize=(12, 6),\n", " title=\"Hypothetical temperatures of mythical lands\",\n", ");" ] }, { "cell_type": "markdown", "id": "3def49d3-8c8c-4f20-bc58-2e604b890979", "metadata": {}, "source": [ "_**Figure 4.19**. Hypothetical mythical land temperatures with different line styles._\n", "\n", "Here in Figure 4.19, viewers can easily tell which line is which whether they have colorblindness or have printed a figure from a printer in grayscale. The difference, of course, is that this figure uses four different line styles: `-` for a solid line, `:` for a dotted line, `--` for a dashed line, and `-.` for a line with dots and dashes. These are defined using shorthand plot formatting for Matplotlib [^shorthand], for which they are the only four available line styles. If your plots require more than four line styles, you will likely need to use Matplotlib rather than pandas for the plotting. In that case, you can find more about the line styles for Matplotlib plotting in the [Matplotlib documentation online](https://matplotlib.org/stable/gallery/lines_bars_and_markers/linestyles.html) [^linestyles]. \n", "\n", "Although this plotting example may seem like a simple tip, it can make a great difference in ensuring all viewers see the same data effectively the same way. We will return to the topic of effective plot design to discuss selecting colors and other visualization tips in greater detail in Chapter 8." ] }, { "cell_type": "markdown", "id": "e3db16f9-9f81-440b-96bd-96e93915d598", "metadata": {}, "source": [ "## Footnotes\n", "\n", "[^linestyles]: \n", "[^nerds]: We too are nerds, but please note these temperatures are in no way meant to be taken seriously.\n", "[^shorthand]: See notes section at " ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 5 }