{ "cells": [ { "cell_type": "markdown", "id": "76030250", "metadata": {}, "source": [ "# Villin Headpiece" ] }, { "cell_type": "code", "execution_count": 2, "id": "6f7d98ce-47ad-4b54-b820-57e676d269b0", "metadata": { "tags": [ "remove-input", "remove-cell" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Settings loaded.\n" ] } ], "source": [ "%run maintainer/sett.py #import packages and plot setup\n", "Path(\"../extra\").mkdir(exist_ok=True)" ] }, { "cell_type": "markdown", "id": "0e32378c", "metadata": {}, "source": [ "To provide examples of ID applications, we used trajectories of fast folding proteins generated by D. E. Shaw group ([DOI:10.1126/science.1208351](https://pubmed.ncbi.nlm.nih.gov/22034434/)). \n", "\n", "In particular, we used chicken villin headpiece (PDB: 2F4K), a 35 residue long protein with two point mutations, K65(NLE) and K70(NLE), to increase the folding speed up to 5 times in respect to wild-type. \n", "\n", "We used protein structure and trajectory data of DESRES-Trajectory_2F4K-0-protein. \n", "We sampled the originally simulated trajectory in 6 shorter sub-trajectories of 2000 frames each, representing either the folded state of the protein (f0, f1, f2) or the unfolded one (u0, u1, u2).\n", "| Original Trajectory | New Trajectory | Frames | State |\n", "|------------------------|----------------|-----------|-------|\n", "|2f4k-0-protein-000.dcd |2f4k_u0.xtc |[0:2000] | Unfolded |\n", "|2f4k-0-protein-001.dcd |2f4k_f0.xtc |[0:2000] | Folded |\n", "|2f4k-0-protein-001.dcd |2f4k_u1.xtc |[5000:7000]| Unfolded |\n", "|2f4k-0-protein-004.dcd |2f4k_f1.xtc |[8000:] | Folded |\n", "|2f4k-0-protein-005.dcd |2f4k_u2.xtc |[1700:3700]| Unfolded |\n", "|2f4k-0-protein-005.dcd |2f4k_f2.xtc |[5000:7000]| Folded |\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "a7a40201", "metadata": { "execution": { "iopub.execute_input": "2025-11-10T13:24:55.505937Z", "iopub.status.busy": "2025-11-10T13:24:55.505530Z", "iopub.status.idle": "2025-11-10T13:25:17.321605Z", "shell.execute_reply": "2025-11-10T13:25:17.321131Z" }, "tags": [ "remove-cell" ] }, "outputs": [], "source": [ "topology = \"examples/villin/2f4k.pdb\"\n", "trajectory = \"examples/villin/2f4k\"\n", "protein = \"villin\"\n", "\n", "projection_method = \"Dihedrals\" # or 'Distances'\n", "projection_kwargs = {}\n", "\n", "data = []\n", "states = [\"u0\", \"u1\", \"u2\", \"f0\", \"f1\", \"f2\"]\n", "\n", "\n", "for state in states:\n", " mean_all, mean_last, local_id = intrinsic_dimension(\n", " topology=topology,\n", " trajectory=trajectory + f\"_{state}.xtc\",\n", " projection_method=projection_method,\n", " projection_kwargs=projection_kwargs,\n", " id_method=\"local\",\n", " verbose=False,\n", " )\n", "\n", " data.append(\n", " {\n", " \"trajectory\": state,\n", " \"mean_all\": mean_all,\n", " \"mean_last\": mean_last,\n", " \"local_id\": local_id,\n", " }\n", " )\n", "data = pd.DataFrame(data)\n", "data[\"folded\"] = data[\"trajectory\"].str.startswith(\"f\")" ] }, { "cell_type": "markdown", "id": "8d34eb65", "metadata": {}, "source": [ "**intrinsic_dimension()**" ] }, { "cell_type": "markdown", "id": "d3239a42", "metadata": {}, "source": [ "By computing ID as ``local`` it is possible to see how this value evolves along the trajectory, we called it **Instantaneous ID**." ] }, { "cell_type": "code", "execution_count": 3, "id": "017d202a", "metadata": { "execution": { "iopub.execute_input": "2025-11-10T13:25:17.324171Z", "iopub.status.busy": "2025-11-10T13:25:17.323802Z", "iopub.status.idle": "2025-11-10T13:25:18.357206Z", "shell.execute_reply": "2025-11-10T13:25:18.356582Z" }, "tags": [ "remove-input" ] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 10), nrows=2)\n", "\n", "# instantaneous id\n", "for i, s in enumerate(data[\"trajectory\"]):\n", " local_id = data.loc[i, \"local_id\"]\n", " frames = np.arange(len(local_id))\n", " time_ns = frames / 10.0 # Convert frames to nanoseconds\n", " ax[0].plot(time_ns, local_id, color=colors.colors[i], linewidth=0.8)\n", "\n", "ax[0].set_xlabel(\"Time (ns)\")\n", "ax[0].set_ylabel(\"ID\")\n", "\n", "\n", "\n", "# id frequency\n", "all_values = np.concatenate(data[\"local_id\"].values) # concatenate all local_id arrays\n", "bins = np.linspace(all_values.min(), all_values.max(), 30)\n", "\n", "for i, state in enumerate(data[\"trajectory\"]):\n", " local_id = data.loc[i, \"local_id\"]\n", " ax[1].hist(\n", " local_id,\n", " bins=bins,\n", " alpha=0.7,\n", " label=f\"{state}\",\n", " color=colors.colors[i],\n", " edgecolor=\"black\",\n", " linewidth=0.5,\n", " )\n", "\n", "ax[1].set_xlabel(\"ID\")\n", "ax[1].set_ylabel(\"Number of Frames\")\n", "ax[1].legend(loc=\"best\", title=\"Trajectory\")\n", "\n", "plt.savefig(f'../extra/villin_instantaneous_{projection_method}.pdf',dpi=300,bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "bd05ba82", "metadata": {}, "source": [ "The trajectories are clearly split in two ID groups, so we can divide the trajectories in \"folded\" and \"unfolded\" by setting a threshold at ID<13, this shows the capability of ID to identify the two distinct states. \n", "\n", "This can be done both with ``local`` (including standard deviations) ID and the mean of the ``global`` ID along the trajectory.\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "64334a8a-672b-4ae5-8109-0a6ea5b51123", "metadata": { "execution": { "iopub.execute_input": "2025-11-10T13:25:18.359800Z", "iopub.status.busy": "2025-11-10T13:25:18.359634Z", "iopub.status.idle": "2025-11-10T13:25:20.701874Z", "shell.execute_reply": "2025-11-10T13:25:20.701418Z" }, "tags": [ "remove-input" ] }, "outputs": [ { "data": { "image/png": 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tp4ULF8pisejYsWOSpH379slisSg7O9vDldUf4QkAgItkGIZmzJihnTt3asaMGfLE42KnTJmiiRMnqkePHsrKytKyZcvUq1cvTZo0SVOmTGnyevwBdxgHAOAi5efna9u2bZKkbdu2KT8/XzfddFOTvX9eXp7eeecdZWRkaPbs2a71N910k+Lj4/X8888rMTFRSUlJjVrHmTNn1LJly0Z9D29C5wkAgItgGIZmzpypwMBASVJgYKBmzpzZpN2nt99+W1FRUXr88cdrbHviiScUFRWlt99+WwsXLlRQUJCOHDniNqa4uFjBwcGaN2+ea93mzZs1bNgwhYWFKTIyUnfccYeOHj3q2l59mm3hwoW69957FRMTo/79+0uSPvroI40YMUJxcXGKiIjQgAEDtHbt2kb69J5DeAIA4CJUd50qKyslSZWVla7uU1M4e/asNm3apKFDh6pVq1Y1trdq1UpDhw7Vpk2blJKSoqCgIGVlZbmNWbZsmSQpLS1N0o/BaciQIYqMjNTSpUv17rvvatu2bRo9enSN4z/99NMyDEMffvihXn/9dUnS3r17lZSUpMzMTC1btkzXX3+9br75Zn3yyScN/Ok9i9N2AACYdG7XqTo8Sf/XfUpMTJTFYmnUGo4dO6by8nJ16NChzjEdOnSQ0+mU0+nUzTffrA8//FAPPfSQa/uHH36oxMRERUdHS5KmT5+ua665RsuXL3fVf9VVV6lXr15avXq1br75Zte+ffr00Z/+9Ce39zv32FVVVRo6dKh27Nihd999V0OGDGmIj+0V6DwBAGDST7tO1Zq6+2TG+PHjtXnzZu3fv1+SdOjQIW3YsEHjx4+XJJ0+fVqfffaZ0tLSVFlZqbNnz+rs2bPq2rWr7Ha7a25XtVtuuaXGexQWFmrSpElq3769goKC1KJFC+Xn52v37t2N/wGbEOEJAAATfjrX6aeaau5TbGysrFarKwzVZv/+/QoJCVFMTIxuvfVWhYWFacmSJZKk//mf/1FISIiSk5MlSSUlJaqsrNQjjzyiFi1auC379+9XQUGB27HbtGnj9rqqqkqjRo3Sxo0b9fzzz2v9+vXatm2bRo4cKafT2bAf3sM4bQcAgAnnXmFXm3O7T4155V1QUJAGDRqkTz75RKdOnVJYWJjb9lOnTumTTz7RoEGDFBQUpKCgICUnJ2vJkiV68skntWTJEiUlJbn2s9lsslgsmjFjhitQnSs2Ntbt9U9PS+7Zs0dffvmlcnNz3eZInTlzpoE+sfeg8wQAQD1dqOtUram6Tw8//LCKi4s1Z86cGtvmzJmj4uJiPfzww65148eP15dffqm//OUv2rJli+uUnSSFhYVp4MCB2rlzp6655poaS6dOnc5bS3VICg4Odq37/vvv9dlnn13ah/RCdJ4AAKinC3WdqjVV92nUqFF66KGHNHv2bBUUFLiumlu2bJn++Mc/6qGHHnK7x9OIESMUExOju+++WzabTSNHjnQ73uuvv65hw4Zp3Lhxuv322xUVFaXCwkL99a9/1V133XXeSd/du3dXQkKCpk+frsrKSp08eVIZGRlq3759o3x2T6LzBABAPVR3nQIC6venMyAgoEm6T7///e+VmZmpHTt2aMyYMRozZoy2b9+uRYsW6fe//73b2BYtWmjs2LE6ePCgUlNT3bpEkjRo0CBt3LhRJ0+e1F133aWbb75Zzz//vEJDQ3XFFVectw6r1arly5fLarUqLS1Ns2bN0jPPPKPBgwc3+Gf2NIvhiXvJewGHw6HIyEiVlZUpIiLC0+UAAJqA0+nU3r17ddlllykkJMTUvuXl5erYsWONG02eT9u2bbVv3z5ZrVazpaIRXOj3X99swGk7AADqwWq1atu2bSoqKqr3PnFxcQSnZojwBABAPdntdtntdk+XAQ9jzhMAAIAJhCcAAAATCE8AAL/jp9dK+b2G+r0TngAAfqNFixaSfnyOG/xP9e+9+t+Di8WEcQCA3wgMDJTNZtPRo0clSaGhoTUeM4LmxzAMnT59WkePHpXNZrvgHeIvhPAEAPArbdu2lSRXgIL/sNlsrt//pSA8AQD8isViUbt27RQXF6cffvjB0+WgibRo0eKSO07VCE8AAL8UGBjYYH9M4V+YMA4AAGAC4QkAAMAEwhMAAIAJhCcAAAATmDDuw5xOp7KyspSbm6uSklJFRdmUnJystLQ0hYSEeLo8AACaJTpPPiovL08JCXalp6drzzeHpBNR2vPNIaWnpyshwa6VK1d6ukQAAJolOk8+KC8vTykpKRp09UjdP+0F2dt0cW0rOPK/mrd8ppKTk5WTk6NRo0Z5sFIAAJofi+GnT0d0OByKjIxUWVmZIiIiPF1OvTmdTiUk2HWlfYCeu/8DBQbUvEdJZVWlMubdqZ0FW1VYWMApPAAA6qG+2YDTdj4mKytLx48f0/1jXqg1OElSYECg7kt5XsePH1N2dnYTVwgAQPNGePIxubm5urrLQLdTdbXp0LarrrriOuXk5DRRZWjunE6nMjMzlZqaqqFDhik1NVWZmZlyOp2eLg0AmhThyceUlJQqJjK+XmNjI+NVUlLauAXBL+Tl5al9fILS09P1ae632r3hrD7N/Vbp6elqH5/ABQoA/AoTxn1MVJRNewoP1mvssbKD6tKxfkELqEteXp5SklPURv01TC+pVVX7HzdUSSd1QDtLFyp5dLJycrlAAYB/oPPkY5KTk7X9fzer4Mj/nnfc/sO79c2eLUpJSWmiytAcOZ1O3TX5brVRf11jTFcrtXfb3krtdY0xXW3UX3dNvptTeAD8AuHJx6SlpSkmJlbzls9UZVVlrWMqqyr1bs4sxcTEauzYsU1cIZqTrKwsFZcc15XGZFlU+wUKFgXqSmOSikuOc4ECAL9AePIxISEhWrBgvjZtX6OMeXfW6EDtP7xbGfPu1Kbta7RgwXxuU4BLkpubq9iAnjU6Tj/VSgmKDejBBQoA/AJznnxQUlKScnJydPfd92jirJ/pqiuuU2xkvI6VHdQ3e7YoJiZWubm5SkpK8nSp8HHFx0sUXBVdr7HBVdEqLi5p5IoAwPPoPPmoUaNGqbCwQJmZmepydbwUUaouV8crMzNThYUFBCc0iOiYKFUEFNdrbEVAsaKjoxq5IgDwPDpPPiwkJEQTJkzQhAkTPF0Kmqnk5GQtX56ukzpw3lN3J1WoY1X/VkrK001YHQB4Bp0nAHVKS0tTdFSMdloWylDtFygYqtROyyJFR8VwgQIAv0B4AlCnkJAQLVy0QEf0uf5heVUndcBt+0kV6h+WV3VEn2vhogVcoADAL3DaDsB5JSUlKSc3R3dNvlt/K3lAsQE9FFwVrYqAYh2r+reibTHKXcQFCgD8h8UwDMPTRXhCfZ+cDOBHTqdT2dnZysnJUXFxiaKjo5SSkqKxY8fScQLQLNQ3GxCeCE8AAED1zwbMeQIAADCB8AQAAGAC4QkAAMAEwhMAAIAJhCcAAAATCE8AAAAmEJ4AAABMIDwBAACYQHgCAAAwgfAEAABgAuEJAADABMITAACACYQnAAAAEwhPAAAAJhCeAAAATCA8AQAAmEB4AgAAMIHwBAAAYALhCQAAwATCEwAAgAmEJwAAABMIT83AunXr1PvqPlq3bp2nSwEAoNnzqvCUlZWl0aNHKyEhQWFhYerTp4/mz58vwzDcxr333nvq2rWrQkJC1Lt3b61atcpDFXueYRh69tmZ2v7N13r22Zk1flYAAKBheVV4evPNNxUaGqo5c+Zo5cqVGjlypO699149//zzrjFLlizRvffeq3HjxmnNmjUaOHCgUlJStGXLFg9W7jn5+fnaunWL0ob/Wlu3blF+fr6nSwIAoFmzGF7Uqjh27JhiY2Pd1t13331aunSpSkpKFBAQoG7duqlfv35avHixa8ygQYNks9m0evXqer+Xw+FQZGSkysrKFBER0WCfoSkZhqGBAwfp5LFKvfPEx3ro9eFqFRuozZs3yWKxeLo8AAB8Sn2zgVd1nn4anCSpb9++cjgcOnXqlL777jvt3r1bt912m9uY22+/XR9//LHKy8ubqlSvUN11mnTLDFksFk26ZQbdJwAAGplXhafabNy4Ue3bt1d4eLh27dolSerevbvbmCuvvFIVFRXau3evJ0r0CMMwlJExWz0vv1bX9hguSbq2x3D1vPxaZWTMZu7TeTidTmVmZio1NVVDhwxXamqqMjMz5XQ6PV0aAMAHeHV42rhxo5YsWaLHH39cklRSUiJJstlsbuOioqIkScXFxXUeq7y8XA6Hw23xZT/tOkmi+1QPeXl5ah9vV3p6ujblFuj7DaHalFug9PR0tY+3a+XKlZ4uEQDg5bw2PBUWFmrcuHEaOnSopk6desnHe+WVVxQZGela7HZ7A1TpGbV1narRfapbXl6eUpJTFF7aV2P0N42sytIQvaORVVkao78pvLSvkkcnKy8vz9OlAgC8mFeGp9LSUo0cOVIxMTFatmyZAgJ+LLO6w1RWVuY2vrojFR0dXecxn376aZWVlbmWgoKCRqq+8dXWdapG96l2TqdTd02+R3YN1xBjriLV2W17pDpriDFXdg3XXZPv4RQeAKBOXheezpw5o1tvvVVlZWVas2aNIiMjXduq5zpVz32qtmvXLgUHB6tzZ/c/iOeyWq2KiIhwW3zR+bpO1eg+1ZSVlaXikmPqZzytAAXWOiZAgepnTFdxyTFlZ2c3cYUAAF/hVeHp7Nmzuu2227Rz506tXbtW7du3d9veuXNnde3aVVlZWW7rly5dquHDhys4OLgpy/WI83WdqtF9qik3N1dtA66t0XH6qUhdrrYB1ygnJ6eJKgMA+JogTxdwrgcffFCrVq3SnDlz5HA43G582bdvX1mtVs2ePVt33nmnLr/8cg0dOlRLly7V1q1b9emnn3qw8qZR3XVqH9dZka1itHv/V3WOjWwVo/ZxnZWRMVuJiYl+f9+n4uOlalnVpl5jQ6raqLi4tHELAgD4LK8KT9Vdkscee6zGtr1796pTp04aP368Tp8+rVdffVWvvvqqunXrppycHA0cOLCpy21yFRUVKiwo1IGjhbr/5V/Uax9Lix9UUVEhq9XayNV5t+gYm3YFFEhVFx7rDDii6OgOjV8UAMAneVV42rdvX73G3XPPPbrnnnsatxgvZLVatXnLJhUVFdV7n7i4OL8PTpKUnJys5cvTVabvznvqrkz/0eGqfyglZVoTVgcA8CVe9XiWptQcHs+C+nM6nWofb1d4aV8NMebWOmm8SpX6xPKATti+1IGDBQoJCfFApQAAT/HJx7MAjSUkJEQLF81XgT7WJ5YHVKbv3LaX6T/6xPKACvSxFi6aT3ACANTJq07bAY0pKSlJObk5umvyPVpeMkxtA65RSFUbOQOO6HDVPxRti1XuolwlJSV5ulQAgBcjPMGvjBo1SgcOFig7O1s5OTkqLi5VdHQHpaRM09ixY+k4AQAuiDlPzHkCAABizhMAAECjIDwBAACYQHgCAAAwgfAEAABgAuEJAADABMITAACACYQnAAAAEwhPAAAAJhCeAAAATCA8AQAAmEB4AmDKunXr1KvH1Vq3bp2nSwEAjyA8Aag3wzA0Y8az2rHzG82Y8az89NGYAPwc4QlAveXn52vbtq3qrNHatm2r8vPzPV0SADQ5whOAejEMQzNnZigmsLt66h7FBHbXzJkZdJ8A+B3CE4B6qe46dakcL4ss6lI5nu4TAL9EeAJwQed2nVqrrySptfrSfQLglwhPAC7op10nSXSfAPgtwhOA86qt61SN7hMAf0R4AnBetXWdqtF9AuCPCE8A6nS+rlM1uk8A/A3hCUCdztd1qkb3CYC/CfJ0AQC8U3XXqVVAOwVXRahUe+ocG6wItQpop5kzM5SYmCiLpfagBQDNAeEJQK0qKipUsL9QJ6sO6VM9cuEdqqTCgkBVVFTIarU2foEA4CGEJwC1slqt+nzbZhUVFdV7n7i4OIITgGaP8ASgTna7XXa73dNlAIBXYcI4AACACYQnAAAAEwhPAAAAJhCeAAAATCA8AQAAmEB4AgAAMIHwBAAAYALhCQAAwATCEwAAgAmEJwAAABMITwAAACYQngAAAEwgPAEAAJhAeAIAADCB8AQAAGAC4QkAAMAEwhMAAIAJhCcAAAATCE8AAAAmEJ4AAABMIDwBAACYQHgCAAAwgfAEAABgAuEJAADABMITAACACYQnAAAAEwhPAAAAJhCeAAAATCA8AQAAmEB4AgAAMIHwBAAAYALhCQAAwATCEwAAgAmEJwAAABMITwAAACYQngAAAEwgPAEAAJhAeAIAADCB8AQAAGAC4QkAAMAEwhMAAIAJhCcAAAATCE8AAAAmEJ4AAABMIDwBAACYQHgCAAAwgfAEAABgAuEJAADABMITAACACYQnAAAAEwhPAAAAJhCeAAAATCA8AQAAmOBV4WnPnj164IEH1KdPHwUFBalXr141xgwZMkQWi6XGsmvXLg9UDAAA/E2Qpws4144dO/TRRx9pwIABqqqqUlVVVa3jrr/+er3xxhtu6zp16tQEFQIAAH/nVeEpKSlJo0ePliRNnjxZ//jHP2odZ7PZdN111zVlaQAAAJK87LRdQIBXlQMAAFCDT6aVDRs2KCwsTCEhIRo8eLA+/fTTC+5TXl4uh8PhtgAAAJjlc+Fp8ODB+u1vf6u1a9dq0aJFOn36tG688UZt3rz5vPu98sorioyMdC12u72JKoa3WrdunXr16K1169Z5uhQAgA+xGIZheLqI2lTPefrXv/513nGnTp1Sz5491aNHD61evbrOceXl5SovL3e9djgcstvtKisrU0RERIPVDd9gGIauGzBIn2/bov7XXqctWzfJYrF4uiwAgAc5HA5FRkZeMBv4XOfpp8LCwnTLLbfoiy++OO84q9WqiIgItwX+Kz8/X59v26Keukefb9ui/Px8T5cEAPARPh+eALMMw9CsmbPVJrCvrtWzahPYV7NmzpaXNmEBAF7G58PTqVOntGrVKl177bWeLgU+orrr1LvyYVlkUe/Kh+k+AQDqzavu83T69GnXvKXvv/9eDodD2dnZkn6cKL5r1y69/vrrSklJUadOnXTw4EHNmTNHhw8fVlZWlidLh484t+sUX/kLSVK8fuHqPiUmJjL3CQBwXl4Vno4ePaq0tDS3ddWv169fr4SEBFVUVGjGjBk6fvy4wsLCNGjQIM2dO1f9+/f3RMnwMdVdp0QtkkU/hqTq7lP+tknKz8/XTTfd5OEqAQDezGuvtmts9Z1Rj+aj+gq77/9ZrpGVy13hSZIMGVoTOEYdf2blyjsA8FN+c7UdUF8/net0LuY+AQDqi/AEv+A210m/qHXMuXOf/LQhCwCoB8IT/ML5uk7V6D4BAOrDqyaMA42huusUEdBR1qpoHVPdd623KloRAR258g4AUCfCE5q9iooKFewvlKOqUCuVdOEdqqTCgipVVFTIarU2foEAAJ9CeEKzZ7VatXXbJhUVFdV7n7i4OIITAKBWhCf4BbvdLrvd7ukyAADNABPGAQAATCA8AQAAmEB4AgAAMIHwBAAAYALhCQAAwATCEwAAgAmEJwAAABMITwAAACZcdHgqKyvTyy+/rOuvv16tW7eW1WpV69atdcMNN+jVV1+Vw+FoyDoBAAC8gsUwDMPsTtu3b9fNN9+sQ4cOyTAMhYeHKyIiQg6HQydOnJAkJSQkaO3aterRo0eDF90QHA6HIiMjVVZWpoiICE+XAwAAPKy+2cB058npdCo1NVVFRUWaMWOG9u7dq7KyMhUUFKisrEx79+7VjBkzdOTIEY0ZM0bl5eWX9EEAAAC8ienwtGTJEv3nP//R4sWL9cILL6hjx45u2zt27KgXX3xR77//vnbv3q0lS5Y0WLEAAACeZjo85eXlqX///kpNTT3vuLS0NPXv318rVqy46OIAAAC8jenw9PXXXysxMbFeYxMTE/X111+bLgoAAMBbmQ5PRUVF6tChQ73GdujQQUVFRaaLAgAA8Famw9OpU6cUGhpar7EtW7bUqVOnTBcFAADgrUyHp4u4swEAAECzEXQxO82ZM6deV9EdOHDgYg4PAADgtS4qPH355Zf68ssv6zXWYrFczFsAAAB4JdPhqaqqqjHqAAAA8Ak8GBgAAMAE052nN9980/SbPProo6b3AQAA8EamHwwcEGCuWWWxWFRZWWlqn6bAg4EBAMC56psNTHee1q9ff0mFAQAA+DLT4Wnw4MGNUQcAAIBPYMI4AACACYQnAAAAEwhPAAAAJhCeAAAATCA8AQAAmEB4AgAAMIHwBAAAYALhCQAAwATCEwAAgAmEJwAAABMITwAAACYQngAAAEwgPAEAAJhAeAIAADCB8AQAAGAC4QkAAMAEwhMAAIAJhCcAAAATCE8AAAAmEJ4AAABMIDwBAACYQHgCAAAwgfAEAABgAuEJAADABMITAACACYQnAAAAEwhPAAAAJhCeAAAATCA8AQAAmEB4AgAAMIHwBAAAYALhCQAAwATCEwAAgAmEJwAAABMITwAAACYQngAAAEwgPAEAAJhAeAIAADCB8AQAAGAC4QkAAMAEwhMAAIAJhCcAAAATCE8AAAAmEJ4AAABMIDwBAACYQHgCAAAwgfAEAABgAuEJAADABMITAACACYQnAAAAEwhPAAAAJnhVeNqzZ48eeOAB9enTR0FBQerVq1et49577z117dpVISEh6t27t1atWtXElQIAAH/lVeFpx44d+uijj3TFFVeoR48etY5ZsmSJ7r33Xo0bN05r1qzRwIEDlZKSoi1btjRxtQAAwB9ZDMMwPF1EtaqqKgUE/JjnJk+erH/84x/617/+5TamW7du6tevnxYvXuxaN2jQINlsNq1evbre7+VwOBQZGamysjJFREQ0zAcAAAA+q77ZwKs6T9XBqS7fffeddu/erdtuu81t/e23366PP/5Y5eXljVkeAACAd4WnC9m1a5ckqXv37m7rr7zySlVUVGjv3r117lteXi6Hw+G2AAAAmOVT4amkpESSZLPZ3NZHRUVJkoqLi+vc95VXXlFkZKRrsdvtjVYnAABovnwqPF2Kp59+WmVlZa6loKDA0yUBAAAfFOTpAsyo7jCVlZWpbdu2rvXVHano6Og697VarbJarY1bIAAAaPZ8qvNUPdepeu5TtV27dik4OFidO3f2RFkAAMCP+FR46ty5s7p27aqsrCy39UuXLtXw4cMVHBzsocoAAIC/8KrTdqdPn3bdq+n777+Xw+FQdna2JGnw4MFq3bq1Zs+erTvvvFOXX365hg4dqqVLl2rr1q369NNPPVk6AADwE151k8x9+/bpsssuq3Xb+vXrNWTIEEk/Pp7l1Vdf1f79+9WtWze9/PLLuvXWW029FzfJBAAA56pvNvCq8NSUCE8AAOBcPnmHcQAAAG9HeAIAADCB8AQAAGAC4QkAAMAEwhMAAIAJhCcAAAATvOommQAAwPs5nU5lZWUpNzdXJaXFirJFKzk5WWlpaQoJCfF0eY2OzhMAAKi3vLw8JdjjlZ6ern9/t1ZnArfp39+tVXp6uhLs8Vq5cqWnS2x0dJ4AAEC95OXlKSUlRT/7eUs9PTVB7Tq2cG079P0PWvK7EiUnJysnJ0ejRo3yYKWNizuMc4dxAAAuyOl0KsEer8t6Vmjaa60VEGipMaaq0tBvnyzS3h3BKiw46HOn8LjDOAAAaDBZWVk6fqxEt0+NqjU4SVJAoEXjpth0/FiJsrOzm7jCpkN4AgAAF5Sbm6vufULdTtX9a+sZPX3HAf1r6xnXuvhOwerWJ1Q5OTmeKLNJEJ4AAMAFlZQWy9b6/zpOhmEoa26J9u+uUNbcEp07C8jW2qKS0mJPlNkkCE8AAOCComzRKi36v4D0zZYz2vNNuUbeEaE935Trmy3/130qLTIUZYv2RJlNgvAEAAAuKDk5Wbu+Oq1D3/8gwzC07N1SXXGVVXc+Eq0rrrJq2bulMgxDB/dV6NuvTislJcXTJTcawhMAALigtLQ0xcRGacnvSvT1ph+7Tqn32WSxWJR6n017vinX15vOaOnvSxUTG6WxY8d6uuRGw32eAADABYWEhGjB/EUaPXq0vv3qjK7oZdVV17WUJF11XUtd0cuqubOKdNJhaMWKD33uNgVm0HkCAAD1kpSUpFmzZulEWZVS7/+x6yTpx+7T/TadKKtSRkaGkpKSPFxp4yI8AUAz4HQ6lZmZqdTUVA0fPkypqanKzMyU0+n0dGloRgzD0Nq1q9XlqlBX16naVde1VJerQrVmzUdq7vffJjwBgI/Ly8uT3Z6g9PR0HTj6jcJbn9CBo98oPT1ddnuCXzxrDE0jPz9fW7du05j7wl1dp2oWi0Vj7gvX1q3blJ+f76EKmwaPZ+HxLAB8WPWzxhKTrtas18bo8q5tXNv+s/uInn9yufJXbm/2zxpD4zMMQwMHDlDx6R3KmB9XIzxVj3nu7qOKDu2pzZu31jrGm/F4FgBo5pxOp+65524lJl2t+cvudwtOknR51zaav+x+JSZdrXvuuZtTeLgk5+s6VfOX7hPhCQB8VFZWlo4dO65Zr41RYGDtX+eBgQGa+ZsUHTt2vFk/awyNyzAMZWTMVBt7sMJtgdq7q7zOJdwWqDb2YGVkzGy2c5+4VQEA+Kjc3FwNuKFLjY7TT13Rra36X3+FcnJyNGHChCaqDs1JRUWFCgoLdORAhZ6deLBe+wQZBaqoqJDVam3k6poe4QkAfFRpaYnato+s19i27SNVeqykkStCc2W1WrVl8+cqKiqq9z5xcXHNMjhJhCcA8Fk2W5QOHCis19jDB8qU0KZjI1fku9atW6fHHp+mOW/8VjfeeKOny/FKdrtddrvd02V4BeY8AYCPSk5O1taN/6v/7D7iWrdh3U4N6/OCNqzb6Vq359vD+vyzPc36WWOXwjAMPTtzhrZ//W89O3NGs52ng4ZDeAIAH5WWlqbY2Bg9/+RyVVZWyTAM/WbmCu34ulC/mblChmGosrJKLzyVo9jYmGb9rLFLkZ+fr61btunOR6K1dUvzvkoMDYPwBAA+KiQkRPPnL1D+yu26O3WeFs//TF9s2av7HxmuL7bs1eL3PtPdqfOUv3K75s9f0KyfNXaxDMNQxuyZuvq6MD06J05XXxemjNnN9yoxNAzCEwD4sKSkJOXk5Gjbxv164v731ffaTnpuTpr6XttJTzzwvrZt3K/c3Nxm/6yxi1XddbpvdrQsFovum033CRdGeAIAHzdq1CgtWLBQlZWGnnphlCwWi556YZQqKw0tWLCQ4FSHc7tOAxPDJEkDE8PoPuGCCE8A4OMMw9DLL7+kftddriGJPSRJQxJ7qN91l+vll18iBNThp10nSXSfUC+EJwDwcfn5+dqyZauemH2LWwh4YvYt2rJlKyGgFrV1narRfcKFEJ4AwIcZhqHZszPcuk7VqrtPs2dnEAJ+orauUzW6T7gQwhMA+LDauk7V6D7V7nxdp2p0n3A+hCcA8FHn6zpVo/tU0/m6TtXoPuF8eDwLAPio6q7TkrVTzxsCnph9i27/5e+Un5+vm266qYmr9C7VXSf75VbZYgO1859n6hxriw2U/XKrMmbPVGJiYp0/Y/gfwhMA+KDqrlOny+MUHdtK2/+5v86x0bGt1OnyOM2eneH3IaCiokKFhQU6UFiuCdfsq9c+RkWBKioqmu1DbmEe4QkAfFB1CCgsPKrEa16u1z6VFS38PgRYrVZt3vS5ioqK6r1PXFycX//MUBPhCQB8kNVq1aZNWwgBF8Fut8tut3u6DPgwwhMA+ChCAOAZXG0HAABgAuEJAADABE7bAQD8ltPpVFZWlnJzc1VaWiybLVrJyclKS0tTSEiIp8uDl6LzBADwS3l5ebLb45Wenq69R/+ioNb/1N6jf1F6errs9nitXLnS0yXCS9F5AgD4nby8PKWkpOgXSa007bXO6tj1/65C/H53uX775DElJycrJydHo0aN8mCl8EYWw0/v1+9wOBQZGamysjJFRER4uhwAQBNxOp2y2+PV6/pKvb4sXoGBNW8aWllp6InUg/rXZ4EqKDjIKTw/Ud9swGk7AIBfycrK0rFjJZr2WmytwUmSAgMtmvqbWB07VqLs7OwmrhDejvAEAPArubm56ntDmNuputp06mZVn+vDlJOT00SVwVcQngAAfqW0tFit2wfWa2zr9gEqLS1u5IrgawhPAAC/YrNFq+hAZb3GFh2oks0W3cgVwdcQngAAfiU5OVlfbjyl73eXn3fcvm/L9dVnp5SSktJElcFXEJ4AAH4lLS1NsbFR+u2Tx1RZWfsF55WVhn731DHFxkZp7NixTVwhvB3hCQDgV0JCQjR//iJ9uvKknkg9WKMDte/bcj2RelCfrjyp+fMXcZsC1MBNMgEAficpKUk5OTm6557JSun2nfpcH6bW7QNUdKBKX312SrGxUcrNzVVSUpKnS4UX4iaZ3CQTAPyW0+lUdna2cnJyXM+2S0lJ0dixY+k4+aH6ZgPCE+EJAACIO4wDAAA0CsITAACACYQnAAAAEwhPAAAAJhCeAAAATCA8AQAAmEB4AgAAMIHwBAAAYALhCQAAwATCEwAAgAmEJwAAABMITwAAACYQngAAAEwgPAEAAJhAeAIAADCB8AQAAGAC4QkAAMAEwhMAAIAJhCcAAAATCE8AAAAmEJ4AAABMIDwBAACYQHgCAAAwgfAEAABgAuEJAADABJ8LTwsXLpTFYqmxTJ8+3dOlAQAAPxDk6QIu1tq1axUZGel63b59ew9WAwAA/IXPhqd+/fopNjbW02UAAAA/43On7QAAADzJZ8NTz549FRgYqM6dO+uVV15RZWWlp0sCAAB+wOdO27Vr107PPfecBgwYIIvFory8PD377LM6cOCA3nnnnTr3Ky8vV3l5ueu1w+FoinIBAEAzYzEMw/B0EZfqiSee0FtvvaWCggK1a9eu1jGzZ8/Wc889V2N9WVmZIiIiGrtEAADg5RwOhyIjIy+YDXz2tN25brvtNlVWVuqrr76qc8zTTz+tsrIy11JQUNB0BQIAgGbD507bXSyr1Sqr1erpMgAAgI9rFp2nJUuWKDAwUH379vV0KQAAoJnzuc7TTTfdpGHDhumqq66SJOXl5endd9/VtGnT1LZtWw9XBwAAmjufC0/du3fXe++9p8LCQlVVValr1656++23NWXKFE+XBgAA/ECzuNruYtR3Rj0AAPAPfnW1HQAAQFMhPAEAAJhAeAIAADCB8AQAAGAC4QkAAMAEwhMAAIAJhCcAAAATCE8AAAAmEJ4AAABMIDwBAACYQHgCAAAwgfAEAABgAuEJAADABMITAACACYQnAAAAEwhPAAAAJhCeAAAATCA8AQAAmEB4AgAAMIHwBAAAYALhCQAAwATCEwAAgAmEJwAAABMITwAAACYQngAAAEwgPAEAAJhAeAIAADCB8AQAAGAC4QkAAMAEwhMAAIAJhCcAAAATCE8AAAAmEJ4AAABMIDwBAACYQHgCAAAwgfAEAABgAuEJAADABMITAACACYQnAAAAEwhPAAAAJhCeAAAATCA8AQAAmEB4AgAAMIHwBAAAYALhCQAAwATCEwAAgAmEJwAAABMITwAAACYQngAAAEwgPAEAAJhAeAIAADCB8AQAAGAC4QkAAMAEwhMAAIAJhCcAAAATCE8AAAAmEJ4AAABMIDwBAACYQHgCAAAwgfAEAABgAuEJAADABMITAACACYQnAAAAEwhPAAAAJhCeAAAATCA8AQAAmEB4AgAAMIHwBAAAYALhCQAAwATCEwAAgAmEJwAAABMITwAAACYQngAAAEwgPAEAAJhAeAIAADCB8AQAAGAC4QkAAMAEwhMAAIAJhCcAAAATCE8AAAAmEJ4AAABMIDwBAACYQHgCAAAwwSfD065duzRixAiFhYWpbdu2evLJJ1VRUeHpsgAAgB8I8nQBZpWUlGjYsGHq0qWLli9frgMHDujRRx/V6dOn9c4773i6PAAA0Mz5XHiaO3euHA6HcnJyFB0dLUk6e/asHnzwQc2YMUPx8fEerhAAADRnPnfabs2aNbrxxhtdwUmSbrvtNlVVVSk/P9+DlQEAAH/gc52nXbt26e6773ZbZ7PZ1K5dO+3atavO/crLy1VeXu56XVZWJklyOByNUygAAPAp1ZnAMIzzjvO58FRSUiKbzVZjfVRUlIqLi+vc75VXXtFzzz1XY73dbm/I8gAAgI87ceKEIiMj69zuc+HpYj399NN69NFHXa+rqqpUXFysmJgYWSwWD1YGT3E4HLLb7SooKFBERISnywHgQXwfQPqx43TixIkLzp/2ufAUFRXlOuV2rpKSErd5UD9ltVpltVrd1tXWwYL/iYiI4MsSgCS+D6Dzdpyq+dyE8e7du9eY21RWVqZDhw6pe/fuHqoKAAD4C58LTyNHjtS6detUWlrqWpeVlaWAgAAlJiZ6rjAAAOAXfC48PfDAAwoPD1dycrLy8/O1YMECPfHEE3rggQe4xxNMsVqtysjIqHE6F4D/4fsAZliMC12P54V27typKVOmaNOmTQoPD1d6erpeeuklBQcHe7o0AADQzPlkeAIAAPAUnzttBwAA4EmEJwAAABMITwAAACYQnuDVZs+eLYvFUmPp1atXvY9hsVj0xhtvnHfMV199JYvFok8++eQSK/6RzWbT7NmzG+RYgD+YPHlynf9dP/zww+rUqZPpYz755JNq166dAgIC9PDDD9d7P74zcCE+d4dx+J+WLVvqb3/7m9u60NBQD1UDwBesW7dOr7/+ut566y0NGDCAW9mgQRGe4PUCAgJ03XXXeboMAD6k+kkUU6dOVUAAJ1nQsPg3Cj7tm2++0U033aSwsDBFRkZq7Nix2r9//wX3e/HFF9W2bVu1atVKY8aM0dGjR2uMMQxDb7zxhrp27Sqr1arOnTvrrbfeqjFuxYoV6t69u0JCQtS/f39t27atQT4bgJoWLlwoi8WiL7/8UiNHjlRYWJi6dOmiP//5z64xQ4YM0ZQpUyRJgYGBbqfX+M5AQyA8wSecPXvWbTEMQwUFBfrFL36h48eP6/3339fcuXP1z3/+U4MHD9aJEyfqPNY777yjmTNnauLEiVq2bJk6d+6se+65p8a4adOmadasWZo0aZI++ugjTZ48WU899ZTmzp3rGvPVV18pNTVVXbp00fLlyzVp0iTddtttKi8vb5SfA4Af3XnnnUpMTFRubq769u2ryZMna+fOnZKk//qv/3LNcdq8ebM2b96sn/3sZ3xnoOEYgBfLyMgwJNVYMjMzjUceecQICwszjh8/7hq/c+dOw2KxGL/73e9c6yQZr7/+umEYhnH27FkjPj7emDhxotv7TJw40ZBkrF+/3jAMw9izZ49hsViMefPmuY176qmnjLZt2xqVlZWGYRjGuHHjjMsuu8w4e/asa8x7771nSDIyMjIa8kcBNGuTJk0yevbsWeu2adOmGR07djQMwzAWLFhgSDL+8Ic/uLafPHnSCA0NNV544QXXurfeesv46Z84vjPQUOg8weu1bNlS27Ztc1tuvvlm/f3vf9ewYcMUHR3tGtu9e3f17t1bGzdurPVYhYWFOnjwoFJSUtzWjx071u31unXrJEmpqaluHa8bb7xRhw8fVkFBgSRp69atSkpKUmBgYJ3HAtDwzn0QfFhYmDp27KjCwsLz7sN3BhoKE8bh9QICAnTNNdfUWF9SUqI+ffrUWN+mTRsVFxfXeqxDhw5JkuLi4mrsc65jx47JMAzFxsbWepyCggJ17NhRhw4dqnGsiIgIhYSE1Pl5ANQUFBSkysrKWrdVVlaqRYsWbutsNpvb6+DgYDmdzvO+B98ZaCiEJ/is6OjoWidtHjlyRF27dq11n3bt2klSjf2OHDlS49gWi0UbN26s9YHT3bp1cx3vp8dyOBwX/BIH4K5169Y6fPhwrdsOHjxYI3BcDL4z0FA4bQefdcMNN+jjjz9WSUmJa923336r7du364Ybbqh1n4SEBLVr1045OTlu67Ozs91eDx8+XJJ0/PhxXXPNNTWW8PBwSVL//v21cuVKt/9j/umxAFzY4MGDVVpaqk8//dRtvcPh0Pr16/WLX/zikt+D7ww0FDpP8FmPPPKIFixYoMTERD3zzDNyOp169tln1aFDB02ePLnWfQIDAzV9+nRNmzZNbdq00YgRI5Sfn6/169e7jevatat+/etfa+LEiXriiSc0YMAA/fDDD9q9e7fWr1+v3NxcSdL06dN17bXXKjk5WQ8++KC+++47vfHGG7TgAZMSExP185//XGPGjNGsWbPUq1cvHTx4UK+99poCAwM1derUS34PvjPQYDw9Yx04n4yMDCMsLKzO7V9//bUxYsQIIzQ01AgPDzfGjBlj7Nu3z22MzrlyxjAMo6qqynjuueeMuLg4IzQ01Bg1apSxdu1atytnqsf9/ve/N3r16mUEBwcb0dHRxsCBA40333zT7fjLly83unbtalitVqNfv37Gli1bjMjISK6cAUxyOBzGww8/bHTo0MEICgoyYmJijLS0NGP37t2uMdVX2xUVFbnt27t3b2PSpEmu17VdbWcYfGegYVgMwzA8Gd4AAAB8CXOeAAAATCA8AQAAmEB4AgAAMIHwBAAAYALhCQAAwATCEwAAgAmEJwAAABMITwAAACYQngAAAEwgPAEAAJhAeAIAADDh/wOcSeWDN6toRwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "global_all = []\n", "global_last = []\n", "for state in states:\n", " gid, gid_last = intrinsic_dimension(\n", " topology=topology,\n", " trajectory=trajectory + f\"_{state}.xtc\",\n", " projection_method=projection_method,\n", " projection_kwargs=projection_kwargs,\n", " id_method=\"global\",\n", " verbose=False,\n", " )\n", " global_all.append(gid)\n", " global_last.append(gid_last)\n", "data[\"global_all\"] = global_all\n", "data[\"global_last\"] = global_last\n", "\n", "threshold_value = 13\n", "fig, ax = plt.subplots(figsize=(6,6))\n", "\n", "folded_group = data[data[\"folded\"] == True]\n", "unfolded_group = data[data[\"folded\"] == False]\n", "\n", "groups = [(folded_group, 0, \"Folded\"), (unfolded_group, 1, \"Unfolded\")]\n", "shift_amount = 0.3\n", "\n", "for group, x_base, label_name in groups:\n", " n_points = len(group)\n", " shifts = np.linspace(-shift_amount, shift_amount, n_points)\n", " for j, (index, row) in enumerate(group.iterrows()):\n", " x = x_base + shifts[j]\n", " y = row[\"mean_all\"]\n", " # std_val = np.std(row['local_id'])\n", " color_idx = states.index(row[\"trajectory\"]) # color by trajectory\n", " # plt.errorbar(x, y, yerr=std_val,color=colors.colors[color_idx],fmt='o', markeredgecolor='black', ecolor='black', capsize=5, markersize=8,label=f\"{row['trajectory']}\")\n", " plt.plot(\n", " x,\n", " y,\n", " marker=\"o\",\n", " markersize=8,\n", " color=colors.colors[color_idx],\n", " markeredgecolor=\"black\",\n", " ) #\n", " plt.plot(\n", " x,\n", " row[\"global_all\"],\n", " marker=\"^\",\n", " markersize=8,\n", " color=colors.colors[color_idx],\n", " markeredgecolor=\"black\",\n", " )\n", "\n", " # plt.scatter(x, y,color=colors.colors[color_idx],edgecolor='black',s=64,label=f\"{row['trajectory']}\")\n", "\n", "plt.xticks([0, 1], [\"Folded\", \"Unfolded\"])\n", "plt.xlim(-0.5, 1.5)\n", "ax.set_box_aspect(1)\n", "\n", "plt.ylabel(\"ID\")\n", "plt.ylim(0, data[\"mean_all\"].max() + 5)\n", "circle_handle = mlines.Line2D(\n", " [], [], color=\"black\", marker=\"o\", linestyle=\"None\", markersize=8, label=\"Averaged\"\n", ")\n", "triangle_handle = mlines.Line2D(\n", " [], [], color=\"black\", marker=\"^\", linestyle=\"None\", markersize=8, label=\"Overall\"\n", ")\n", "\n", "plt.legend(handles=[circle_handle, triangle_handle], title=\"ID\", loc=\"best\")\n", "plt.tight_layout()\n", "plt.savefig(f\"../extra/villin_avg_overall_{projection_method}.pdf\", dpi=300)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 3, "id": "2b25cbab-26a7-4bd5-9c9b-b40bed3985b7", "metadata": { "tags": [ "remove-cell" ] }, "outputs": [], "source": [ "data = []\n", "states = ['u0','u1', 'u2', 'f0', 'f1', 'f2'] \n", "estimators = ['TwoNN','lPCA','CorrInt', 'MLE']\n", "projection_method = 'Dihedrals' # or 'Distances'\n", "projection_kwargs = {'skip': 3}\n", "\n", "for estimator, state in product(estimators, states):\n", " global_all, _= intrinsic_dimension(topology='examples/villin/2f4k.pdb', \n", " trajectory=f'examples/villin/2f4k_{state}.xtc', \n", " projection_method=projection_method, \n", " projection_kwargs = projection_kwargs,\n", " id_method='global',\n", " id_kwargs={'estimator': estimator}, \n", " verbose=False\n", " )\n", "\n", " _, mean_all, _= intrinsic_dimension(topology='examples/villin/2f4k.pdb', \n", " trajectory=f'examples/villin/2f4k_{state}.xtc', \n", " projection_method=projection_method, \n", " projection_kwargs = projection_kwargs,\n", " id_method='local',\n", " id_kwargs={'estimator': estimator}, \n", " verbose=False\n", " )\n", "\n", "\n", "\n", " data.append({'trajectory': state,\n", " 'estimator': estimator,\n", " 'average': mean_all,\n", " 'overall': global_all\n", " })\n", "data = pd.DataFrame(data)\n", "data[\"folded\"] = data[\"trajectory\"].str.startswith(\"f\")" ] }, { "cell_type": "code", "execution_count": 4, "id": "9fd88928-5134-404d-8edd-1bdafb2131e9", "metadata": { "tags": [ "remove-cell" ] }, "outputs": [ { "data": { "image/png": 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y5ct1xx13aPDgwVq5cqXTex06dEhjxozRE088oVWrVqlFixY6deqUCgsLNWXKFK1cuVKvvPKK1q1bp/j4eKd9n3/+eb333nt67rnntGjRItntdj3//PPFPk9palm+fLlGjRqlLl26KCUlRd26dVNiYmLZ/EANXFZubq4hycjNzXV3KQAAXFZ5mLfKQw0A4A6nT582tm/fbpw+ffqq9v/3v/9tSCr1Mn/+/DL+BM4eeughIyAgwMjJyTEMwzAefPBBo0qVKsbx48eNH3/80ZBkpKenO8avW7fOkGRs2bLFMAzD+Pzzzw1Jxqeffup03AEDBhht2rRxvB46dKghydi0adMl6zlz5oyxfv16Q5Lx66+/GoZhGMeOHTMCAgKMl156yWlst27dDEnG3r17L1tL69atjS1bthhnz5412rVrZ9x6661OYyZMmGBIMubMmXPJ+i73708HHAAAAADKidTU1FLfCKzomnBXOXv2rJKSknTnnXcqKChI0rm7oZ86dUopKSmKiYnRDTfcoIULFzr2WbhwoRo0aKDWrVtLktLT0xUaGqquXbvq7NmzjqV79+764YcfnLrnYWFhateuXbE65s+fr5YtW6patWqqVKmSbrnlFknSrl27JEk///yz8vLyFBcX57Rf7969nV5fqpatW7c6Hh333XffKSEhwWnffv36Xe2P0QkBHAAAAADKiWPHjjmunb4cu92urKwsl9WSnp6uo0ePKjY2Vjk5OcrJydGNN96oWrVqOU5DHzRokJYsWaKCggKdPXtWycnJGjRokOMYmZmZysrKUqVKlZyW+++/X2fPntWff/7pGFuzZs1iNaSkpGjIkCFq27atPvnkE23atMnxR4ei0++LjhEREeG0b40aNZxeX66WzMxMHT16VGfPni22b0m1XQ3ugg4AAAAA5URYWJjjrueX4+Pjo9DQUJfVUhSyhw8fruHDhzttO3r0qI4cOaKBAwdqwoQJWrVqlaxWq44ePeoUwENDQxUREaEVK1aU+B7nB92S7kCelJSkFi1a6L333nOsW7dundOYWrVqOWqqXbu2Y/2RI0ecxl2qlsLCQtntdkVERMjPz6/Yvn/99VeJ9V8pAjgAAAAAlBPx8fFasmRJqcba7fZip0qXlVOnTmnp0qWKj4/XY4895rTt8OHDGjRokBYtWqRHH31Ubdq00X/+8x9ZrVa1aNFCjRs3doy9/fbb9frrr8vf318xMTFXXMfp06fl7+/vtO7jjz92et2sWTMFBARo6dKlat68uWN9amqq07hL1VJYWKgffvhBvr6+uummmxyPeyuSnJx8xbWXhAAOAAAAAOVEYmKiHnvsMeXk5Fz0LujSuW5xcHBwmV2bfKGlS5fqxIkTGjNmjDp37lxs++uvv64FCxbo0Ucf1aBBgzRhwgT5+fnphRdecBrXvXt3xcbG6o477tCzzz6rmJgYnTx5Utu2bdPu3bv14YcfXrKO7t276+GHH9bLL7+s9u3ba8WKFVqzZo3TmLCwMP3P//yPpkyZooCAALVo0UJJSUmOa8SLrqm/VC2//fab/ud//keS9MILL6h3794aPny4Bg4cqO+++07z58+/2h+lE64BBwAAAIByIiAgQPPmzZNU8inZ56+fN2+eAgICXFLHggULdO2115YYviVp6NCh2rRpk37//XcNGDBAp0+fls1m08CBA4uNTU5O1ujRo/Wvf/1LvXr10siRI5Wenq5OnTpdto4HH3xQTz31lN555x316dNHGRkZJT63e9q0aRo1apSmTp2qxMREnTlzxvEYsqIbyF2qlttuu80xJi4uTjNnztSaNWsUHx+v9PR0LVq06LK1lobFuNSfVSBJstlsCgoKUm5urgIDA91dDgAAl1Qe5q3yUAMAuENeXp727t2r66677m+F47S0NA0bNkzZ2dmOa8KL/m9ISIjmzZun2NjYMqy84rnvvvu0fv167d2797Jji05Bb9mypXx9fa/6PS/3788p6AAAAABQzsTFxenQoUNKTk5WSkqKsrKyFBoaqoSEBPXr189lnW9PtW7dOn399ddq1aqV7Ha7li9fro8//lhvvvmmu0tzQgAHAAAAgHIoICBAgwcP1uDBg91dSrlXrVo1LV++XK+99ppOnz6t6667Tm+++aYef/xxd5fmhAAOAAAAAPBorVq10oYNG9xdxmVxEzYAAAAAAExAAAcAAAAAwAQEcAAAAAAATEAABwAAAADABARwAAAAAABMQAAHAAAAAMAEBHAAAAAAAExAAAcAAACAcmz16tW64YYbtHr1arfV8PHHH6tDhw6qXr26qlWrpvbt22v+/Pluq+dS5s6dK4vFoszMTEnSvn37ZLFYlJyc7ObKCOAAAAAAUG4ZhqFx48Zpx44dGjdunAzDML2GRx99VPfdd59uuOEGJSUlafHixWrWrJmGDh2qRx991PR6PJmfuwsAAAAAAJQsPT1dW7ZskSRt2bJF6enp6tmzp2nvn5aWpnfffVcTJ07UpEmTHOt79uyp2rVr66WXXlKPHj0UGxvr0jpOnz6typUru/Q9zEAHHAAAAADKIcMwNGHCBPn6+kqSfH19NWHCBFO74P/4xz8UEhKip59+uti2Z555RiEhIfrHP/6huXPnys/PT3/99ZfTmKysLPn7++u9995zrNu4caO6du2qqlWrKigoSPfcc4+OHDni2F50yvjcuXP1wAMPKCwsTG3btpUk/fe//1X37t1Vo0YNBQYGql27dlq1apWLPn3ZqxAB/MSJE6pbt64sFou+/fZbp22zZs1Sw4YNFRAQoObNm2v58uVuqhIAAAAASq+o+11YWChJKiwsdHTBzXD27Flt2LBBXbp0UbVq1Yptr1atmrp06aINGzYoISFBfn5+SkpKchqzePFiSVJiYqKkc+G7c+fOCgoK0qJFi/T+++9ry5Yt6t27d7Hjjx07VoZh6D//+Y+mT58uSdq7d69iY2M1f/58LV68WB07dtSdd96pL774oow/vWtUiFPQX375ZZ09e7bY+oULF+qBBx7QCy+8oK5du2rRokVKSEjQV199pZtvvtkNlQIAAADA5Z3f/S4K4NL/64L36NFDFovFpTVkZmYqPz9f11577UXHXHvttcrLy1NeXp7uvPNO/ec//9Ejjzzi2P6f//xHPXr0UGhoqCTp+eefV+vWrbVkyRJH/TfeeKOaNWumFStW6M4773Ts26JFC3344YdO73f+se12u7p06aJt27bp/fffV+fOncviY7uUx3fAd+7cqX/+85+aPHlysW0TJ07UwIED9fLLL6tLly6aOXOm2rRpo5deeskNlQIAAABA6VzY/S5idhf8SgwaNEgbN27U/v37JUl//vmn1q1bp0GDBkmSTp06pa+//lqJiYkqLCzU2bNndfbsWTVs2FCRkZGOa92L3HXXXcXe48CBAxo6dKjq1KkjPz8/VapUSenp6dq1a5frP2AZ8PgA/uijj2r06NFq1KiR0/o9e/Zo165d6t+/v9P6gQMHas2aNcrPzzezTAAAAAAolQuv/b6QWdeCh4eHy2q1OgJ1Sfbv36+AgACFhYXp7rvvVtWqVbVw4UJJ0ieffKKAgADFx8dLkrKzs1VYWKgnnnhClSpVclr279+vjIwMp2PXrFnT6bXdbldcXJzWr1+vl156SWvXrtWWLVvUq1cv5eXlle2HdxGPPgU9OTlZP//8sxYvXqzvv//eadvOnTslSY0bN3Za36RJExUUFGjv3r3FtgEAAACAu51/5/OSnN8Fd+Ud0f38/NShQwd98cUXOnnypKpWreq0/eTJk/riiy/UoUMH+fn5yc/PT/Hx8Vq4cKGeffZZLVy4ULGxsY79goODZbFYNG7cOEcoP194eLjT6wtPsd+9e7d++OEHpaamOl0zfvr06TL6xK7nsR3wU6dO6cknn9Srr76qwMDAYtuzs7MlnftHPl9ISIikc3fju5j8/HzZbDanBQAAXBxzJwCUjct1v4uY1QV//PHHlZWVpRkzZhTbNmPGDGVlZenxxx93rBs0aJB++OEHffrpp9q0aZPj9HNJqlq1qtq3b68dO3aodevWxZaoqKhL1lIUtP39/R3r/vjjD3399dd/70OayGM74K+88opq1qyp4cOHl/mxp06dWuI15QAAoGTMnQBQNi7X/S5iVhc8Li5OjzzyiCZNmqSMjAzH3cwXL16sDz74QI888ojTM8C7d++usLAwjRgxQsHBwerVq5fT8aZPn66uXbtqwIABGjhwoEJCQnTgwAF99tlnGj58+CVvpNa4cWPVrVtXzz//vAoLC3XixAlNnDhRderUcclndwWP7ID/8ccfmjFjhiZPnqzc3Fzl5OToxIkTks49kuzEiROOTndubq7TvkWd8aK78JVk7Nixys3NdSwXXosAAACcMXcCwN9X1P328SldTPPx8TGlC/7OO+9o/vz52rZtm/r06aM+ffrop59+0rx58/TOO+84ja1UqZL69eunQ4cOqW/fvk7daknq0KGD1q9frxMnTmj48OG688479dJLL6lKlSq6/vrrL1mH1WrVkiVLZLValZiYqBdffFEvvPCCOnXqVOaf2VUshplPcS8jX3zxhbp06XLR7e3atdOCBQtUv379YtcHvPPOO3r66ad1/PjxYv8xXIzNZlNQUJByc3NLPN0dAIDypDzMW+WhBgBwh7y8PO3du1fXXXedAgICrmjf/Px81atXT3/99Vep97nmmmu0b98+Wa3WKy0V5yksLNQPP/ygli1bXvb0/0u53L+/R56C3qJFC61du9Zp3datW/XEE084HjUWHR2thg0bKikpySmAL1q0SN26dSt1+AYAAAAAM1itVm3ZskVHjx4t9T41atQgfHsQjwzgwcHBF702oFWrVrrpppskSZMmTdK9996r+vXrq0uXLlq0aJE2b96sL7/80sRqAQAAAKB0IiMjFRkZ6e4y4CIeGcBLa9CgQTp16pSmTZumadOmqVGjRkpJSVH79u3dXRoAAAAAwMtUmADeuXPnEm8+MHLkSI0cOdINFQEAAAAA8P945F3QAQAAAADwNARwAAAAAChjHviwKZSBy/27E8ABAAAAoIxUqlRJknTq1Ck3VwJ3KPp3L/rv4EIV5hpwAAAAAHA3X19fBQcH68iRI5KkKlWqyGKxuLkqXE5hYaGkc8/xvprngBuGoVOnTunIkSMKDg6+6DEI4AAAwCvl5eUpKSlJqampys7OUUhIsOLj45WYmKiAgAB3lwfAg11zzTWS5AjhKP/sdrsyMzO1b98++fhc/YniwcHBjn//klgMLk64LJvNpqCgIOXm5iowMNDd5QAAcEnlYd4qDzVcSlpamkaMGKljxzIV06C9woJq61juIf3020aFhYVrzpzZio2NdXeZADxcYWGhzpw54+4yUAonTpxQ69at9e2336patWpXdYxKlSpdtntOBxwAAHiVtLQ0JSQkqENMLz342MuKrNnAsS3jr9/03pIJio+PV0pKiuLi4txYKQBP5+vre1WnM8N8BQUF+uOPP+Tv7+/Ss6C4CRsAAPAaeXl5GjFipDrE9NLkBz92Ct+SFFmzgSY/+LE6xPTSiBEjlZeX56ZKAQAVEQEcAAB4jaSkJB07lqkH+7wsX5+Su1K+Pr4alfCSjh3LVHJysskVAgAqMgI4AADwGqmpqYpp0L5Y5/tC117TUDdef7NSUlJMqgwA4A0I4AAAwGtkZ+coLKh2qcaGB9VWdnaOawsCAHgVAjgAAPAaISHBOpZ7qFRjM3MPKSQk2LUFAQC8CgEcAAB4jfj4eP3020Zl/PXbJcftP7xLP+/epISEBJMqAwB4AwI4AADwGomJiQoLC9d7Syao0F5Y4phCe6HeT3lRYWHh6tevn8kVAgAqMgI4AADwGgEBAZozZ7Y2/LRSE9+7t1gnfP/hXZr43r3a8NNKzZkz26XPggUAeB8/dxcAAABgptjYWKWkpGjEiJG678WbdOP1Nys8qLYycw/p592bFBYWrtTUVMXGxrq7VABABUMHHAAAeJ24uDgdOJCh+fPnq0FMbSkwRw1iamv+/Pk6cCCD8A0AcAk64AAAwCsFBARo8ODBGjx4sLtLAQB4CTrgAAAAAACYgAAOAAAAAIAJCOAAAAAAAJiAAA4AAAAAgAkI4AAAAAAAmIAADgAAAACACQjgAAAAAACYgAAOAAAAAIAJCOAAAAAAAJiAAA4AAAAAgAkI4AAAAAAAmIAADgAAAACACQjgAAAAAACYgAAOAAAAAIAJCOAAAAAAAJiAAA4AAAAAgAkI4AAAAAAAmIAADgAAAACACQjgAAAAAIAyt3r1asU0b6rVq1e7u5Ryw2MD+IoVK9SpUydFRETIarUqOjpaTz75pHJzcx1jhg0bJovFUmxZtWqVGysHAAAAgIrNMAyNHz9OP/+0XePHj5NhGO4uqVzwc3cBVysrK0vt2rXTmDFjFBYWpl9++UWTJk3SL7/8ovT0dMe46Ohoffzxx077NmnSxOxyAQAAAMBrpKena/PmLep1T6BWLtii9PR09ezZ091luZ3HBvDBgwc7ve7cubOsVqtGjRqlQ4cOqXbt2pKkypUr6+abb3ZHiQAAAADgdQzD0MSJE9Tgxiq694lQ7f75rCZOnKAePXrIYrG4uzy38thT0EsSFhYmSSooKHBzJQAAAADgnYq6331GVZfFYlGfUdW1efMWpzOVvZXHB/DCwkLl5eXp+++/10svvaS4uDhFRUU5tu/evVtBQUHy9/dXq1atlJqaetlj5ufny2azOS0AAODimDsBAJJz9/vGmytLkm68ubIa3FhFEydO8PprwT0+gNerV0+VK1dWq1atVKtWLS1YsMCxrWXLlpoxY4aWLl2qTz75ROHh4UpISFBycvIljzl16lQFBQU5lsjISFd/DAAAPBpzJwBAKt79lkQX/DwWw8P/BPHTTz/p5MmT2rZtm1555RVFR0frs88+k6+vb7GxdrtdHTp0kM1m0/bt2y96zPz8fOXn5zte22w2RUZGKjc3V4GBgS75HAAAlBWbzaagoCBT5y3mTgCAYRhq376dsk5t08TZNZyu9zYMQ5NHHFFolabauHFzubsW3Ky50+M74DExMWrfvr3uv/9+LV26VGvXrlVKSkqJY318fNS3b1/t2LFDp0+fvugxrVarAgMDnRYAAHBxzJ0AgJK630Xogp/j8QH8fDExMapUqZJ2797t7lIAAAAAwGuUdO33hbgWvIIF8M2bN+vMmTOKjo4ucbvdbldSUpKaNm2qypVL/o8CAAAAAHBlLtX9LkIX3IOfA96nTx+1bt1aMTExqly5sn788UdNnz5dMTExio+P1x9//KGhQ4dq0KBBuv7665Wdna3/+7//07fffqvFixe7u3wAAAAAqBCKut81I/1VPdhXe3fmX3Rs9WBf1Yz099rngntsAG/btq0WLVqkadOmyW63KyoqSg888ICefvpp+fv7q3r16goKCtIrr7yiI0eOyN/fX61bt9bKlSvVs2dPd5cPAAAAABVCQUGBMg5k6K+DBRp/36FS7eNnZKigoEBWq9XF1ZUvHn8XdDO4426yAABcrfIwb5WHGgAA5snIyNDRo0dLPb5GjRqqW7euCyu6MmbNWx7bAQcAAAAAlA+RkZGKjIx0dxnlXoW6CRsAAAAAAOUVARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABP4ubsAAAAAuEdeXp6SkpKUmpqqrGM5Cg0LVnx8vBITExUQEODu8gCgwqEDDgAA4IXS0tJUp3akhgwZog2pGfpjXRVtSM3QkCFDVKd2pJYtW+buEgGgwqEDDgAA4GXS0tKUEJ+gSHVTZ41VkD363Aa7lKs9+i5nquJ7xyslNUVxcXHuLRYAKhCP7YCvWLFCnTp1UkREhKxWq6Kjo/Xkk08qNzfXadyyZcvUvHlzBQQEqGHDhpozZ46bKgYAAHC/vLw8DR828lz4NmYqSNFO24MUrc7GTEWqm4YPG6m8vDw3VQoAFY/HBvCsrCy1a9dOM2fO1Keffqonn3xS//73v5WYmOgYs379eiUkJKh9+/ZauXKlBgwYoJEjRyo5OdmNlQMAALhPUlKSsrIz1coYKx/5ljjGR75qZTyvrOxMfm8CgDJkMQzDcHcRZeWDDz7QqFGjdPDgQdWuXVs9e/bUiRMn9PXXXzvG3HPPPdq6dau2b99e6uPabDYFBQUpNzdXgYGBrigdAIAyUx7mrfJQA0rWt29fbUjNUC970mXHrvTppw7x12rx4sUmVAYA7mPWvOWxHfCShIWFSZIKCgqUn5+vtWvXOnXEJWngwIHasWOH9u3b54YKAQAA3CvrWI4q22uWamyAvaaysnJcWxAAeBGPD+CFhYXKy8vT999/r5deeklxcXGKiorS77//rjNnzqhx48ZO45s0aSJJ2rlzpzvKBQAAcKvQsGCd9vmrVGPzfP5SaGiwawsCAC/i8QG8Xr16qly5slq1aqVatWppwYIFkqTs7GxJUnBwsNP4kJAQSeeuIb+Y/Px82Ww2pwUAAFwcc6fniI+P12H7FuVqzyXH5ep3HbZ/q4SEBJMqA4CKz+MD+IoVK7RhwwZ98MEH2rFjh2JjY1VYWPi3jjl16lQFBQU5lsjIyDKqFgCAiom503MkJiYqNCRc31mmyq6Sf2eyq1DfWaYpNCRc/fr1M7lCAKi4PD6Ax8TEqH379rr//vu1dOlSrV27VikpKY5O94WPJSvqjIeGhl70mGPHjlVubq5jycjIcN0HAACgAmDu9BwBAQGaO2+2MrRGX1hGF+uE5+p3fWEZrQyt0dx5sxUQEOCmSl0vLy9P8+fPV9++fdWlc1f17dtX8+fP59FrAFzG4wP4+WJiYlSpUiXt3r1b9evXV6VKlYpd6130+sJrw89ntVoVGBjotAAAgItj7vQssbGxSklN0fHgH7REXbXSp5/W6mGt9OmnJeqm48E/KHVpqmJjY91dqsukpaWpTu26GjJkiL5M/VW71p3Vl6m/asiQIapTu66WLVvm7hIBVEB+7i6gLG3evFlnzpxRdHS0rFarunTpouTkZD322GOOMYsWLVKTJk0UFRXlvkIBAADcLC4uTgcPZSg5OVkpKSnKyspRaOi1Skh4TP369avQne+0tDQlxCeoptqqq6aomr3OuQ126YQOakfOXMX3jldKaori4uLcWyyACsVjnwPep08ftW7dWjExMapcubJ+/PFHTZ8+XTVq1NCWLVvk7++v9evXq3Pnzho1apT69++vtWvX6uWXX9aiRYuKPZ7sUniWKQDAk5SHeas81ACUJC8vT3Vq15U1p4FaG8/LIt9iYwwV6lvLNOUH/6aDhw5U6D9GADiH54BfRtu2bZWUlKR77rlHvXv31uzZs/XAAw/oq6++kr+/vyTplltu0ZIlS7R+/Xr17NlTCxYs0IcffnhF4RsAAAAVR1JSkrKyj6mJMazE8C1JFvmqiTFUWdnHlJycbHKFACoyj+2Am4m/4gMAPEl5mLfKQw1ASfr27asvU39VB/u0y47d4POcbotvrMWLF5tQGQB3ogMOAAAAlLGsY9nyt1/8aTjn87eHKisr28UVAfAmBHAAAAB4jdCwEBX4ZJVqbIFPlkJDQ1xcEQBvQgAHAACA14iPj1emfZtO6OAlx53QAWXatyshIcGkygB4AwI4AAAAvEZiYqJCQ8K0wzJXhgpLHGOoUDss8xQaEqZ+/fqZXCGAiowADgAAAK8REBCgufPm6C99o28t04p1wk/ogL61TNNf+kZz583hEWQAypSfuwsAAAAAzBQbG6uU1BQNHzZCn2ePVrjPDfK3h6rAJ0uZ9u0KDQ5T6rxUxcbGurtUABUMARwAAABeJy4uTgcPHVBycrJSUlKUlZWt0NDGSkgYq379+tH5BuASBHAAAAB4pYCAAA0ePFiDBw92dykAvATXgAMAAAAAYAICOAAAAAAAJiCAAwAAAABgAgI4AAAAAAAmIIADAAAAAGACAjgAAAAAACYggAMAAAAAYAICOAAAAAAAJiCAAwAAAABgAgI4AAAAAAAmIIADAAAAAGACAjgAAAAAACYggAMAAAAAYAICOAAAAAAAJiCAAwAAAABgAgI4AAAAAAAmIIADAAAAAGACAjgAAAAAACYggAMAAAAAYAICOAAAAAAAJiCAAwAAAABgAgI4AAAAAAAmIIADAAAAAGACAjgAAAAAACYggAMAAAAAYAICOAAAAAAAJiCAAwAAAABgAj93FwAAAAAAFUleXp6SkpKUmpqqnJwsBQeHKj4+XomJiQoICHB3eXAjOuAAAAAAUEbS0tIUGVlbQ4YM0d4jn8ov4nvtPfKphgwZosjI2lq2bJm7S4QbeWwAT0pKUu/evVW3bl1VrVpVLVq00OzZs2UYhmNM586dZbFYii07d+50Y+UAAAAAKqK0tDQlJCSoWcdCpfwarVlfXatpC+to1lfXKuXXaDXrWKj4+HilpaW5u1S4iceegv7mm28qKipKM2bMUEREhD777DM98MADysjI0MSJEx3jOnbsqDfeeMNp36ioKJOrBQAAAFCR5eXlaeTIYbottpqmL64tX1+L0/Z6Da2avri2nul7SCNHDlNGxiFOR/dCHhvAly1bpvDwcMfrrl276tixY3rzzTc1YcIE+fica+4HBwfr5ptvdleZAAAAALxAUlKSMjOz9djr0cXCdxFfX4vGvBauPo33KDk5WYMHDza5Sribx56Cfn74LtKyZUvZbDadPHnSDRUBAAAA8FapqalqeUtV1WtoveS4qEZWtehYVSkpKSZVhvLEYwN4SdavX686deqoevXqjnXr1q1T1apVFRAQoE6dOunLL790Y4UAAAAAKqKcnCxF1PEt1diIOj7KyclycUUojzz2FPQLrV+/XgsXLtSMGTMc6zp16qQhQ4aoQYMGOnTokN544w3dfvvtWrdundq3b3/RY+Xn5ys/P9/x2mazubR2AAA8HXMnAG8XHByqvQcLSzX26EG7omuGurgilEcVogN+4MABDRgwQF26dNGYMWMc6ydPnqwRI0bo1ltv1YABA/TFF1+odu3aevnlly95vKlTpyooKMixREZGuvojAADg0Zg7AXi7+Ph4/bD+pP7YlX/Jcft+zdfWr08qISHBpMpQnliM85/b5YFycnJ06623ymKx6KuvvlJQUNAlxz/88MNKTk7WX3/9ddExJf0VPzIyUrm5uQoMDCyz2gEAcAWbzaagoCBT5y3mTgDeLi8vT5GRtdWsY2GJd0GXpMJCQ8/0PaRfvvblLujljFlzp0efgn769Gndfffdys3N1caNGy8bvkvLarXKar30zRMAAMD/w9wJwNsFBARo9ux5io+P1zN9D+mx18Odbsi279d8/e9zmfpy2QmlpqYSvr2Uxwbws2fPqn///tqxY4e++uor1alT57L7nDx5UsuXL1ebNm1MqBAAAACAN4mNjVVKSopGjhymhEZ71KJjVUXU8dHRg3Zt/fqkwsNDlJqaqtjYWHeXCjfx2AD+0EMPafny5ZoxY4ZsNps2bdrk2NayZUt98803mj59uhISEhQVFaVDhw5pxowZOnz4sJKSktxYOQAAAICKKi4uThkZh5ScnKyUlBTlZGYpumaonpqfoH79+tH59nIeew14VFSU/vjjjxK37d27V2fPntUjjzyiH3/8UceOHVPVqlXVoUMHTZw4UW3btr2i93LHtXQAAFyt8jBvlYcaAAAoLa4Bv4x9+/ZddsyqVatcXwgAAAAAAKVQIR5DBgAAAABAeUcABwAAAADABARwAAAAAABMQAAHAAAAAMAEBHAAAAAAAEzgsXdBh7O8vDwlJSUpNTVV2dk5CgkJVnx8vBITE3nWIAAAAACUA3TAK4C0tDTVrRupIUOGaPfPf0rHQ7T75z81ZMgQ1a0bqWXLlrm7RAAAAADwenTAPVxaWpoSEhLUIaaXHnzsZUXWbODYlvHXb3pvyQTFx8crJSVFcXFxbqwUAAAAALwbHXAPlpeXpxEjRqpDTC9NfvBjp/AtSZE1G2jygx+rQ0wvjRgxUnl5eW6qFAAAAABAAPdgSUlJOnYsUw/2eVm+Pr4ljvH18dWohJd07FimkpOTTa4QAAAAAFCEAO7BUlNTFdOgfbHO94Wuvaahbrz+ZqWkpJhUGQAAAADgQlwD7sGys3MUFlS7VGPDg2orOzvHtQW50fl3gc86lqPQMO4CDwAAAKB8oQPuwUJCgnUs91CpxmbmHlJISLBrC3KTtLQ01al97i7wG1Iz9Me6KtqQmqEhQ4aoTm3uAg8AAACgfCCAe7D4+Hj99NtGZfz12yXH7T+8Sz/v3qSEhASTKjNPWlqaEuITVD2npfroc/WyJ6mz3lUve5L66HNVz2mp+N7xSktLc3epAAAAALwcAdyDJSYmKiwsXO8tmaBCe2GJYwrthXo/5UWFhYWrX79+JlfoWnl5eRo+bKQi1U2djZkKUrTT9iBFq7MxU5HqpuHDuAs8AAAAAPcigHuwgIAAzZkzWxt+WqmJ791brBO+//AuTXzvXm34aaXmzJld4a6FTkpKUlZ2ploZY+Wjku8C7yNftTKeV1Y2d4EHAAAA4F7chM3DxcbGKiUlRSNGjNR9L96kG6+/WeFBtZWZe0g/796ksLBwpaamKjY21t2llrnU1FRd49NGQfboS44LUn1d49NaKSkpGjx4sEnVAQAAAIAzOuAVQFxcnA4cyND8+fPVIKa2FJijBjG1NX/+fB04kFEhw7ckZR3LUWV7zVKNDbDXVFZWjmsLAgAAAIBLoANeQQQEBGjw4MFe1eENDQvWTp8MyX75sXk+fyk09FrXFwUAAAAAF0EHHB4rPj5eh+1blKs9lxyXq9912P5thbwLPAAAAADPQQCHx0pMTFRoSLi+s0yVXSXfBd6uQn1nmabQkIp3F3gAAAAAnoUADo8VEBCgufNmK0Nr9IVldLFOeK5+1xeW0crQGs2dV/HuAg8AAADAs3ANODxabGysUlJTNHzYSC3J7qprfForwF5TeT5/6bD9W4UGhyt1XsW8CzwAAAAAz0IAh8eLi4vTwUMZSk5OVkpKirKychQaeq0SEh5Tv3796HwDAAAAKBcI4KgQvPEu8BfKy8tTUlKSUlNTlXUsW6FhIYqPj1diYiJ/hAAAAKY5/3eSnJxsBQfzOwlQhGvAgQogLS1NdWrX1ZAhQ/Rl6q/ate6svkz9VUOGDFGd2nW1bNkyd5cIAAC8QFpamiIjz/1OcvDIz6oecVwHj/ysIUOGKDKS30kAOuCAh0tLS1NCfIJqqq26aoqq2euc22CXTuigduTMVXzveKWkpiguLs69xQIAgAorLS1NCQkJ6hEboxdff0z1G9Z0bPt911966dklio+PV0oKv5PAe1kMwzDcXUR5Z7PZFBQUpNzcXAUGBrq7HMAhLy9PdWrXlTWngVobz8si32JjDBXqW8s05Qf/poOHDnDqF+AFysO8VR5qAGCevLw8RUbWVeuOkZq9+EH5+hY/0baw0K4Rfd/Tt19nKCOD30lQvpg1b3EKOuDBkpKSlJV9TE2MYSWGb0myyFdNjKHKyj6m5ORkkysEAADeICkpSZmZx/Ti631KDN+S5OvrowmvJSgzk99J4L0I4IAHS01NVbhPU1VTnUuOq6a6Cve5QSkpKSZVBgAAvElqaqra3dLA6bTzklzf6Bq17Xg9v5PAaxHAAQ+WdSxb/vbQUo31t4cqKyvbxRUBAABvlJOTrWvqBJVq7DV1gpSTw+8k8E4EcMCDhYaFqMAnq1RjC3yyFBoa4uKKAACANwoODtHhg7mlGnv4YK6Cg/mdBN6JAA54sPj4eGXat+mEDl5y3AkdUKZ9uxISEkyqDAAAeJP4+HhtXv+bft/11yXH7f71sL75eje/k8BrEcABD5aYmKjQkDDtsMyVocISxxgq1A7LPIWGhKlfv34mVwgAALxBYmKiwsPD9NKzS1RYaC9xTGGhXS8/l6LwcH4ngfcigAMeLCAgQHPnzdFf+kbfWqYV64Sf0AF9a5mmv/SN5s6bw+M+AACASwQEBGj27DlKX/aTRvR9r1gnfPevhzWi73tKX/aTZs/mdxJ4Lz93FwDg74mNjVVKaoqGDxuhz7NHK9znBvnbQ1Xgk6VM+3aFBocpdV6qYmNj3V0qAACowGJjY5WSkqKRI0eoQ6MX1bbj9bqmTpAOH8zVN1/vVnh4mFJT+Z0E3o0OeAWzevVqNY9podWrV7u7FJgoLi5OBw8d0Pz583VbfGM17FxJt8U31vz583Xw0AEmOgAAYIq4uDhlZJz7naRuzRidyAxU3Zoxmj9/vjIy+J0EsBiGYbi7iKuRlJSkjz76SN99952ys7PVoEEDjRkzRsOHD5fFYnGMmzVrll577TXt379fjRo10pQpU3T33Xdf0XvZbDYFBQUpNzdXgYGBZf1RyoxhGGrfvoM2b96kdu1u1saNG5x+FgAA71Ae5q3yUAMAAKVl1rzlsR3wN998U1WqVNGMGTO0bNky9erVSw888IBeeuklx5iFCxfqgQce0IABA7Ry5Uq1b99eCQkJ2rRpkxsrd5309HRt3rxJid0e1ubNm5Senu7ukgAAAAAA/z+P7YBnZmYqPDzcad2oUaO0aNEiZWdny8fHR40aNVKrVq20YMECx5gOHTooODhYK1asKPV7ecJf8Yu63ycyC/XuM2v0yPRuqhbuSxccALxQeZi3ykMNAACUFh3wy7gwfEtSy5YtZbPZdPLkSe3Zs0e7du1S//79ncYMHDhQa9asUX5+vlmlmqKo+z30rnGyWCwaetc4uuAAAAAAUI54bAAvyfr161WnTh1Vr15dO3fulCQ1btzYaUyTJk1UUFCgvXv3uqNElzAMQxMnTlLT+m3U5oZukqQ2N3RT0/ptNHHiJHnoSQ4AAAAAUKFUmAC+fv16LVy4UE8//bQkKTs7W5IUHBzsNC4kJESSlJWVddFj5efny2azOS3l2YXdb0l0wQEApvK0uRMAAHeoEAH8wIEDGjBggLp06aIxY8b87eNNnTpVQUFBjiUyMrIMqnSNkrrfReiCAwDM4klzJwAA7uLxATwnJ0e9evVSWFiYFi9eLB+fcx+pqNOdm5vrNL6oMx4aGnrRY44dO1a5ubmOJSMjw0XV/30ldb+L0AUHAJjFk+ZOAADcxc/dBfwdp0+f1t13363c3Fxt3LhRQUFBjm1F137v3LlTjRo1cqzfuXOn/P39FR0dfdHjWq1WWa1W1xVeRi7V/S5yfhe8R48e3BEdAOASnjJ3AgDgTh7bAT979qz69++vHTt2aNWqVapTp47T9ujoaDVs2FBJSUlO6xctWqRu3brJ39/fzHJd4lLd7yJ0wQEAAACgfPDYDvhDDz2k5cuXa8aMGbLZbNq0aZNjW8uWLWW1WjVp0iTde++9ql+/vrp06aJFixZp8+bN+vLLL91Yedko6n7XqRGtoGph2rV/60XHBlULU50a0XTBAQAAAMCNPDaAF3Vzn3rqqWLb9u7dq6ioKA0aNEinTp3StGnTNG3aNDVq1EgpKSlq37692eWWuYKCAh3IOKCDRw7owVdvK9U+lkpnVFBQwCmCAAAAAOAGFoPbY1+WzWZTUFCQcnNzFRgY6O5yHDIyMnT06NFSj69Ro4bq1q3rwooAAOVBeZi3ykMNAACUllnzlsd2wCFFRkbymBcAAAAA8BAeexM2ACVbvXq1mt0Qo9WrV7u7FAAAAADnIYADFYhhGBo3bry27fhZ48aNF1eYAAAAwGx5eXmaP3+++vbtq67duqhv376aP3++8vLy3F2a2xHAgQokPT1dW7ZsVrR6a8uWzTx6DgAAAKZKS0tT3cjaGjJkiLbvWaXTvlu0fc8qDRkyRHUja2vZsmXuLtGtuAYcqCAMw9CECRMV5ttYTQtHKtf3V02YMJFHzwEAAMAUaWlpSkhI0E23VtbYMXVVq14lx7Y//zijhf+brfj4eKWkpCguLs6NlboPHXCggijqfjcoHCSLLGpQOIguOAAAAEyRl5enESOH6aZbK+ux1yOcwrck1apXSY+9HqGbbq2sESOHee3p6ARwoAI4v/sdoZaSpAi1VJhvY02YMJFrwQEAAOBSSUlJOpaZrYFjQuTjW/LZlz6+Fg14NFjHMrOVnJxscoXlAwEcqAAu7H5LogsOAAAA06SmpqpxiyrFOt8Xqh3lr0YtqiglJcWkysoXAjjg4UrqfhehCw4AAAAzZOdkKTiidPcdCo6wKDsny8UVlU8EcMDDldT9LkIXHAAAAGYICQ5VztHSNXxyjhoKCQ51cUXlEwEc8GCX6n4XoQsOAAAAV4uPj9fOraf05x9nLjnu0L4C/br1lBISEkyqrHwhgAMe7FLd7yJ0wQEAAOBqiYmJCgsP0cL/zZa9sOSmj73Q0KJ3chQWHqJ+/fqZXGH5QAAHPFRR97uaTy35K1A52n3RxV+BquZTiy44AAAAXCIgIEBzZs/T91+d1tvPHi3WCT+0r0BvP3tU3391WnNmz1NAQICbKnUvP3cXAODqFBQUKGP/AZ2w/6kv9cTld7BLBzJ8VVBQIKvV6voCAQAA4FViY2OVkpKiESOH6em+B9SoRRUFR1iUc9TQr1tPKSw8RKmp/1FsbKy7S3UbAjjgoaxWq77ZslFHjx4t9T41atQgfAMAAMBl4uLidCDjkJKTk5WSkqLsnCzViQ7V+KcS1K9fP6/tfBexGJyPelk2m01BQUHKzc1VYGCgu8sBAOCSysO8VR5qAACgtMyat7gGHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATeGwA3717t0aPHq0WLVrIz89PzZo1Kzamc+fOslgsxZadO3e6oWIAAAAAgDfzc3cBV2vbtm3673//q3bt2slut8tut5c4rmPHjnrjjTec1kVFRZlQIQAAAAAA/4/HBvDY2Fj17t1bkjRs2DB9++23JY4LDg7WzTffbGZpAAAAAAAU47GnoPv4eGzpcKHVq1er2Q3NtXr1aneXAgAAAABOKnyKXbdunapWraqAgAB16tRJX3755WX3yc/Pl81mc1pQ/hmGoRfGTdC2HT/phXETZBiGu0sCAK/B3AkAwOVV6ADeqVMnvf3221q1apXmzZunU6dO6fbbb9fGjRsvud/UqVMVFBTkWCIjI02qGH9Henq6vtmySU01Ut9s2aT09HR3lwQAXoO5EwCAy7MYFaBNWHQN+C+//HLJcSdPnlTTpk11ww03aMWKFRcdl5+fr/z8fMdrm82myMhI5ebmKjAwsMzqRtkxDEM3t+ugP77PV6/CJVrp20f1brJq0+YNslgs7i4PAExls9kUFBRk6rzF3AkA8GRmzZ0VugN+oapVq+quu+7Sd999d8lxVqtVgYGBTgvKt6Lud/PCx2WRRc0LH6cLDgAmYu4EAODyvCqAo2IyDEMvTpikmr4tVVu3SZJq6zbV9G2pFydM4lpwAAAAAOWCVwXwkydPavny5WrTpo27S0EZurD7LYkuOAAAAIByx2OfA37q1CnHddx//PGHbDabkpOTJZ27+drOnTs1ffp0JSQkKCoqSocOHdKMGTN0+PBhJSUlubN0lCGn7nfhbU7bzu+C9+jRg2vBAQAAALiVxwbwI0eOKDEx0Wld0eu1a9eqbt26Kigo0Lhx43Ts2DFVrVpVHTp00MyZM9W2bVt3lAwXKOp+99A8R/e7SFEXPH3LUKWnp6tnz55uqhIAAAAAKshd0F3NHXeTxeVdeOfzCwO4JBkyuCM6AK9THuat8lADAAClxV3Qgcso6drvC3EtOAAAAIDywmNPQYd3K7r2O9Cnnqz2UGXq4s+AtypUgT71uBYcAAAAgFsRwOGRCgoKlLH/gGz2A1qm2MvvYJcOZNhVUFAgq9Xq+gIBAAAA4AIEcHgkq9WqzVs26OjRo6Xep0aNGoRvAAAAAG5DAIfHioyMVGRkpLvLAAAAAIBS4SZsAAAAAACYgAAOAAAAAIAJCOAAAAAAAJiAAA4AAAAAgAkI4AAAAAAAmIAADgAAAACACQjgAAAAAACYgAAOAAAAAIAJCOAAAAAAAJiAAA4AAAAAgAkI4AAAAAAAmIAADgAA4OVWr16tZjc01+rVq91dCgBUaARwAAAAL2YYhl4YN0HbdvykF8ZNkGEY7i4JACosAjgAAIAXS09P1zdbNqmpRuqbLZuUnp7u7pIAoMIigAMAAHgpwzD04oRJqunbUm00XjV9W+rFCZPoggOAixDAAQAAvFRR97t54eOyyKLmhY/TBQcAFyKAAwAAeKHzu9+1dZskqbZuowsOAC5EAAcAAPBCF3a/JdEFBwAXI4ADAAB4mZK630XoggOA6xDAAQAAvExJ3e8idMEBwHUI4AAAAF7kUt3vInTBAcA1COAAAABe5FLd7yJ0wQHANfzcXQAAAADMUdT9DvSpJ6s9VJn65aJjrQpVoE89vThhknr06CGLpeSwDgAoPQI4AACAlygoKFDG/gOy2Q9omWIvv4NdOpBhV0FBgaxWq+sLBIAKjgAOAADgJaxWqzZv2aCjR4+Wep8aNWoQvgGgjBDAAQAAvEhkZKQiIyPdXQYAeCVuwgYAAAAAgAkI4AAAAAAAmIAADgAAAACACQjgAAAAAACYgAAOAAAAAIAJCOAAAADwaqtXr1azG2K0evVqd5cCoILz2AC+e/dujR49Wi1atJCfn5+aNWtW4rhZs2apYcOGCggIUPPmzbV8+XKTKwUAAEB5ZRiGxo0br207fta4ceNlGIa7SwJQgXlsAN+2bZv++9//6vrrr9cNN9xQ4piFCxfqgQce0IABA7Ry5Uq1b99eCQkJ2rRpk8nVAgAAoDxKT0/Xli2bFa3e2rJls9LT091dEoAKzGJ46J/57Ha7fHzO/f1g2LBh+vbbb/XLL784jWnUqJFatWqlBQsWONZ16NBBwcHBWrFiRanfy2azKSgoSLm5uQoMDCybDwAAgIuUh3mrPNQAXI5hGGrXrr32fJ+rDoWva4Pvs4q+KUibN2+UxWJxd3kATGTWvOWxHfCi8H0xe/bs0a5du9S/f3+n9QMHDtSaNWuUn5/vyvIAAABQzhV1vxsUDpJFFjUoHEQXHIBL+bm7AFfZuXOnJKlx48ZO65s0aaKCggLt3bu32LYi+fn5TgHdZrO5rlAAQLmWl5enpKQkpaamKjsnSyHBoYqPj1diYqICAgLcXV65wdwJT2MYhiZMmKgw38aKKGwpSYpQS4X5NtaECRPVo0cPuuAAypzHdsAvJzs7W5IUHBzstD4kJESSlJWVddF9p06dqqCgIMcSGRnpsjoBAOVXWlqa6kbW1pAhQ7R9zyqd9t2i7XtWaciQIaobWVvLli1zd4nlBnMnPM2F3W9JdMEBuFyFDeB/x9ixY5Wbm+tYMjIy3F0SAMBkaWlpSkhI0HVNC/TG4rqa8GFNPTq1hiZ8WFNvLK6r65oWKD4+Xmlpae4utVxg7oQncep+q6XTtvO74B56qyQA5ViFDeBFne7c3Fyn9UWd8dDQ0Ivua7VaFRgY6LQAALxHXl6eRowcppturazHXo9QrXqVnLbXqldJj70eoZturawRI4cpLy/PTZWWH8yd8CQldb+L0AUH4EoVNoAXXd9ddC14kZ07d8rf31/R0dHuKAsA4AGSkpJ0LDNbA8eEyMe35GtAfXwtGvBosI5lZis5OdnkCgFcrUt1v4vQBQfgKhU2gEdHR6thw4ZKSkpyWr9o0SJ169ZN/v7+bqoMAFDepaamqnGLKsU63xeqHeWvRi2qKCUlxaTK4AqrV69W85gWWr16tbtLgQku1f0uQhccgKt47F3QT5065XiW9x9//CGbzeboQHTq1EkRERGaNGmS7r33XtWvX19dunTRokWLtHnzZn355ZfuLB0AUM5l52QpOKJ0dz8OjrAoO+fiN/ZE+WYYhsaPn6Cffv5R48dPULdu3bjzdQVW1P2u5lNL/vZA5Wj3Rcf6K1DVfGpxR3QAZcpjA/iRI0eUmJjotK7o9dq1a9W5c2cNGjRIp06d0rRp0zRt2jQ1atRIKSkpat++vTtKBgB4iJDgUP25p3SnneYcNVQn+uL3FUH5lp6ers2bNymx28NKWvNPpaenq2fPnu4uCy5SUFCgjP0HdML+p77UE5ffwS4dyPBVQUGBrFar6wsEUOF5bACPiooq1TU5I0eO1MiRI02oCABQUcTHx2vJkCX6848zjtPQf9l8Wh+/naV7HwtVs3aVJUmH9hXo162nNP6pBHeWi6tkGIYmTpykpvXb6KHEqdq+7xtNnDiJbmcFZrVa9c2WjTp69Gip96lRowbhG0CZ8dgADgCAqyQmJuqJJx/Twv/N1mOvR8jiIyXNzNb+XQVKmpmtpm0DZNilRe/kKCw8RP369XN3ybgKRd3v18ekyGKxaOhd4/Ts/ybQBa/gIiMjeU49ALepsDdhAwDgagUEBGjO7Hn6/qvTevvZo1q39IR2/5yvXvcEavfP+fpi6XG9/exRff/Vac2ZPU8BAQHuLhlX6Pzud5sbukmS2tzQTU3rt9HEiZO48zUAwCUI4AAAlCA2NlYpKSna80slzXo1U9FN/XXvE6GKbuqv2a8e055fKik1NVWxsbHuLhVXoaj7PfSucY7TzYu64Js3b+LO1wAAlyCAAwBwEXFxcZo759+y26XE0SGyWCxKHB0iu12aO+ffhG8PVVL3uwhdcACAKxHAAQC4CMMwNGXKy2pwYxXdePO5G6/deHNlNbixiqZMeZmA5qFK6n4XoQsOAHAlAjgAABdxLqhtUZ9R1Z1OU+4zqro2b95CQPNAl+p+F6ELDgBwFQI4AAAlOBfUJjh1v4sUdcEnTpxAQPMwl+p+F6ELDgBwFQI4AJTC6tWr1aJFjFavXu3uUtxi9erVat6iqVd9/pK630Xognumou53nRrRCqoWpl37t150CaoWpjo1oumCAwDKlMVgVrksm82moKAg5ebmKjAw0N3lADBRXl6ePvnkEz311JPKzDym8PAwzZjxpvr37+81j54yDEPtO7TT5k1b1O7mNtq4YfNFO4cVhWEYat++nbJObdPE2TVK/LyGYWjyiCMKrdJUGzeWr59JeZi3ykMNF8rPz1f96Ot18NCBUu9Tt06kdv/+m6xWqwsrAwC4m1nzlp/LjgwAHi4tLU0jR45QZuYxSdKDT3TTe2+t0dChQ/XUU09q9uw5XnEX7PT0dG3etEX3PhGqj9861/Ht2bOnu8tyqaLu93Pv1Lzkacp9RlXXa496x8+kIrBardq4aYOOHj1a6n1q1KhB+AYAlBk64KVQHv+KD8C10tLSlJCQoO5336iD+7NkDfDTfzc8p7s6vKb8vLOqc22oPlv+s1JSUhQXF+fucl2mqPt9Wts1Z0OkhnfIUGXdUKG74EXd732HftSjr4ZLl/qYhvTOuExF1W5errrg5WHeKg81AABQWnTAAcBN8vLyNHLkCPWIjdGQUbfqnrve0cJVY2SxWPTMpFgNvON/NW5KvCwWi0aOHKGMjAMV9nT0ou73u6siZbFYNGpSqB65o2J3fAsKCpRxIEN/HSzQ+PsOlWofPyNDBQUFdEoBAMAl0QEvBf6KD3iX+fPna8iQIfp652SNGTZXkvTfDc/JYrHIMAzd1eE1SdLbc4bqliaTNH/+fA0ePNiNFbvGhd3vos/vDV3wjIyMKz5NuW7dui6s6MqUh3mrPNQAAEBp0QEHADdJTU1Vu1saKGPfMX23aa+j+y3JqQt+4I8ste14vVJSUipkAL+w+y3Ja7rgkZGRioyMdHcZAACggqEDXgr8FR/wLt26dVW1cJsO7s+S9P+630XO74LXjgzRyWNBWrPmc7fU6ioldb/P3+YNXXBPVh7mrfJQAwAApWXWvMVzwAHgAsHBIfp125/6btNePTMptsRnQD8zKVbfbdqrX7f9qeDgEDdV6jpF3e9Rk0JL/PyjJoVq8yaegQ0AAHAlCOAAcIHevXtr984/1ardderc44YSx3TucYNatbtOv/96WPHx8eYW6GKGYWjipAmKubmq2veoWuKY9j2qKubmqpo4aYI4kQoAAKB0COAAcIGQkBAVFhp6ZnLx7ncRi8WiZybHqrDQUHBwsLkFutilut9F6IIDAABcOW7CBgDnMQxDr746RVH1IxQaXk0/fb//omNDw6spqn6EXn11iu6+++4KcS10Ufc7sr5VweG+2vH96YuODQ73VWR9qyZOmqAePXpUiM8PAADgSgRwADhPQUGBDhzI0IEDR9Wj9aul2qewwL/CPAO66PMfPJCvwa33lWofo4BnYAMAAJQGARwAzmO1WrVhwybHM6Dz8/O1Zs0aff755zpx4riqVauurl27qlu3bo7AWaNGjQoTPq1WqzZu+OaKn4FdUT4/AACAK/EYslLgUSoAvFVeXp6SkpKUmpqqnJwsBQeHKj4+XomJiQoICHB3ebiI8jBvlYcaAAAoLR5DBgBwq7S0NEVG1taQIUO098in8ov4XnuPfKohQ4YoMrK2li1b5u4SAQAAPAqnoAMAiklLS1NCQoJui62mx16PVr2G/+8U8z925evtZzMVHx+vlJQUxcXFubFSAAAAz0EHHADgJC8vTyNHDtNtsdU0fXFtp/AtSfUaWjV9cW3dFltNI0cOU15enpsqBQAA8CwEcACAk6SkJGVmZuux18Pl61vyo8V8fS0a81q4MjOzlZycbHKFAAAAnokADgBwkpqaqpa3VC3W+b5QVCOrWnSsqpSUFJMqAwAA8GwEcACAk5ycLEXU8S3V2Ig6PsrJyXJxRQAAABUDARwA4CQ4OFRHDxaWauzRg3YFB4e6uCIAAICKgQAOAHASHx+vH9af1B+78i85bt+v+dr69UklJCSYVBkAAIBnI4ADAJwkJiYqPDxEbz+bqcJCo8QxhYWG/ve5TIWHh6hfv34mVwgAAOCZCOAAACcBAQGaPXuevlx2Qs/0PVSsE77v13w90/eQvlx2QrNnz1NAQICbKgUAAPAsfu4uAABQ/sTGxiolJUUjRw5TQqM9atGxqiLq+OjoQbu2fn1S4eEhSk1NVWxsrLtLBQAA8BgEcABAieLi4pSRcUjJyclKSUlRTmaWomuG6qn5CerXrx+dbwAAgCtEAAcAXFRAQIAGDx6swYMHu7sUAAAAj8c14AAAAAAAmKBCB/C5c+fKYrEUW55//nl3lwYAAAAA8DJecQr6qlWrFBQU5Hhdp04dN1YDAAAAAPBGXhHAW7VqpfDwcHeXAQAAAADwYhX6FHQAAAAAAMoLrwjgTZs2la+vr6KjozV16lQVFha6uyQAAAAAgJep0Keg16pVS5MnT1a7du1ksViUlpam8ePH6+DBg3r33Xcvul9+fr7y8/Mdr202mxnlAgDgsZg7AQC4PIthGIa7izDTM888o7feeksZGRmqVatWiWMmTZqkyZMnF1ufm5urwMBAV5cIAMDfYrPZFBQUZOq8xdwJAPBkZs2dXnEK+vn69++vwsJCbd269aJjxo4dq9zcXMeSkZFhXoEAAHgg5k4AAC6vQp+CfrWsVqusVqu7ywAAwGMwdwIAcHle1wFfuHChfH191bJlS3eXAgAAAADwIhW6A96zZ0917dpVN954oyQpLS1N77//vh577DFdc801bq4OAAAAAOBNKnQAb9y4sWbNmqUDBw7IbrerYcOG+sc//qFHH33U3aUBAAAAALxMhQ7gb7/9tt5++213lwEAAAAAgPddAw4AAAAAgDsQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABNU+AC+c+dOde/eXVWrVtU111yjZ599VgUFBe4uCwAAAADgZfzcXYArZWdnq2vXrmrQoIGWLFmigwcP6sknn9SpU6f07rvvurs8AAAAAIAXqdABfObMmbLZbEpJSVFoaKgk6ezZs3rooYc0btw41a5d280VAgAAAAC8RYU+BX3lypW6/fbbHeFbkvr37y+73a709HQ3VgYAAAAA8DYVOoDv3LlTjRs3dloXHBysWrVqaefOnW6qCgAAAADgjSr0KejZ2dkKDg4utj4kJERZWVkX3S8/P1/5+fmO17m5uZIkm81W5jUCAFDWiuYrwzBMe0/mTgCAJzNr7qzQAfxqTZ06VZMnTy62PjIy0g3VAABwdY4fP66goCBT3ou5EwBQEbh67rQYZv553GQ1atTQyJEjNXXqVKf1derU0X333adp06aVuN+Ff8W32+3KyspSWFiYLBaLS2vG32Oz2RQZGamMjAwFBga6uxygwuC75VkMw9Dx48dVu3Zt+fiYc7UZc6dn4zsOuAbfLc9h1txZoTvgjRs3Lnatd25urv78889i14afz2q1ymq1Oq0r6VR2lF+BgYH8jxzgAny3PIdZne8izJ0VA99xwDX4bnkGM+bOCn0Ttl69emn16tXKyclxrEtKSpKPj4969OjhvsIAAAAAAF6nQgfw0aNHq3r16oqPj1d6errmzJmjZ555RqNHj+YZ4AAAAAAAU1XoAB4SEqI1a9bIz89P8fHxev7553X//ffrzTffdHdpcBGr1aqJEycWOw0SwN/Ddwuo2PiOA67BdwsXqtA3YQMAAAAAoLyo0B1wAAAAAADKCwI4AAAAAAAmIIADAAAAAGACAjhMN2nSJFkslmJLs2bNSn0Mi8WiN95445Jjtm7dKovFoi+++OJvVnxOcHCwJk2aVCbHAq7UsGHDLvodefzxxxUVFXXFx3z22WdVq1Yt+fj46PHHHy/1fnz/APdg/gSuHPMn37/yxs/dBcA7Va5cWZ9//rnTuipVqripGsD7rF69WtOnT9dbb72ldu3a8WhGwEMwfwLuxfyJv4sADrfw8fHRzTff7O4yAK+1c+dOSdKYMWPk48PJUICnYP4E3Iv5E38X/9Wg3Pn555/Vs2dPVa1aVUFBQerXr5/2799/2f1eeeUVXXPNNapWrZr69OmjI0eOFBtjGIbeeOMNNWzYUFarVdHR0XrrrbeKjVu6dKkaN26sgIAAtW3bVlu2bCmTzwa42ty5c2WxWPTDDz+oV69eqlq1qho0aKB///vfjjGdO3fWo48+Kkny9fV1OtWN7x/gufj+AleP+RNmIYDDbc6ePeu0GIahjIwM3XbbbTp27Jg++ugjzZw5U99//706deqk48ePX/RY7777riZMmKD77rtPixcvVnR0tEaOHFls3GOPPaYXX3xRQ4cO1X//+18NGzZMzz33nGbOnOkYs3XrVvXt21cNGjTQkiVLNHToUPXv31/5+fku+TkArnDvvfeqR48eSk1NVcuWLTVs2DDt2LFDkvSvf/3Lcc3axo0btXHjRt100018/wAPwfwJuA7zJ1zOAEw2ceJEQ1KxZf78+cYTTzxhVK1a1Th27Jhj/I4dOwyLxWL87//+r2OdJGP69OmGYRjG2bNnjdq1axv33Xef0/vcd999hiRj7dq1hmEYxu7duw2LxWK89957TuOee+4545prrjEKCwsNwzCMAQMGGNddd51x9uxZx5hZs2YZkoyJEyeW5Y8CKLWhQ4caTZs2LXHbY489ZtSrV88wDMOYM2eOIcn45z//6dh+4sQJo0qVKsbLL7/sWPfWW28ZF04BfP+A8o35E7hyzJ98/8obOuBwi8qVK2vLli1Oy5133qmvvvpKXbt2VWhoqGNs48aN1bx5c61fv77EYx04cECHDh1SQkKC0/p+/fo5vV69erUkqW/fvk6dg9tvv12HDx9WRkaGJGnz5s2KjY2Vr6/vRY8FlHc9evRw/P9Vq1ZVvXr1dODAgUvuw/cPKP+YPwHXYv6Eq3ETNriFj4+PWrduXWx9dna2WrRoUWx9zZo1lZWVVeKx/vzzT0lSjRo1iu1zvszMTBmGofDw8BKPk5GRoXr16unPP/8sdqzAwEAFBARc9PMArubn56fCwsIStxUWFqpSpUpO64KDg51e+/v7Ky8v75LvwfcPKP+YP4Erw/zJ96+8IYCjXAkNDS3x5hN//fWXGjZsWOI+tWrVkqRi+/3111/Fjm2xWLR+/Xr5+/sXO06jRo0cx7vwWDab7bL/4wu4UkREhA4fPlzitkOHDhWbdK8G3z/Ac/H9BUrG/Mn3r7zhFHSUK7fccovWrFmj7Oxsx7pff/1VP/30k2655ZYS96lbt65q1aqllJQUp/XJyclOr7t16yZJOnbsmFq3bl1sqV69uiSpbdu2WrZsmdNfSy88FmC2Tp06KScnR19++aXTepvNprVr1+q222772+/B9w/wXHx/gZIxf6K8oQOOcuWJJ57QnDlz1KNHD73wwgvKy8vT+PHjde2112rYsGEl7uPr66vnn39ejz32mGrWrKnu3bsrPT1da9eudRrXsGFDPfzww7rvvvv0zDPPqF27djpz5ox27dqltWvXKjU1VZL0/PPPq02bNoqPj9dDDz2kPXv26I033uAUHrhVjx49dOutt6pPnz568cUX1axZMx06dEivv/66fH19NWbMmL/9Hnz/AM/F9xcoGfMn379yx733gIM3mjhxolG1atWLbv/xxx+N7t27G1WqVDGqV69u9OnTx9i3b5/TGJ13F0nDMAy73W5MnjzZqFGjhlGlShUjLi7OWLVqldNdJIvGvfPOO0azZs0Mf39/IzQ01Gjfvr3x5ptvOh1/yZIlRsOGDQ2r1Wq0atXK2LRpkxEUFMRdJOFWNpvNePzxx41rr73W8PPzM8LCwozExERj165djjFFd3E9evSo077Nmzc3hg4d6nhd0l1cDYPvH1CeMX8CV4f5c+JV/NTgKhbDMAz3RH8AAAAAALwH14ADAAAAAGACAjgAAAAAACYggAMAAAAAYAICOAAAAAAAJvhbjyFbs2aN0tPT9fvvv+v48eOqXr26rr/+evXs2VNdunQpqxoBAAAAAPB4V3UX9IMHDyoxMVGbN29WSbtbLBZ16NBBn3zyiWrVqlUmhQIAAAAA4Mmu+BT0goIC3XXXXfrmm2/0wAMP6KuvvlJ2drbOnDmj7OxsffXVV7r//vu1ceNG3X333Tpz5owr6gYAAAAAwKNccQd87ty5GjFihD7++GMNGjToouMWLFigwYMHa+7cuRoyZMjfLhQAAAAAAE92xQE8Li7O0em+nFtvvVWhoaFaunTpVRcIAAAAAEBFcMWnoP/444/q2bNnqcb27NlTW7duvdK3AAAAAACgwrniAJ6Zmak6deqUamydOnWUmZl5xUUBAAAAAFDRXHEAP336tKxWa6nG+vv7Ky8v74qLAgAAAACgormq54CfPHlSWVlZlx134sSJqzk8AAAAAAAVzhXfhM3Hx0cWi6VUYw3DkMViUWFh4VUVBwAAAABARXHFHfCJEye6og4AAAAAACq0K+6AAwAAAACAK3fFHfDvv//+it/kpptuuuJ9AAAAAACoSLgGHAAAAAAAE1xxB3zOnDmuqANAOXHq1Cm9//77Wrx4sbZt26bjx48rNDRUrVq1Uv/+/TV48GD5+V3VAxSuyr59+3Tdddfp4Ycf1rvvvntVx0hNTdXWrVs1adKksi0OAICr8MUXX6hLly6SdNH57ciRI6pbt67OnDmjTp066YsvvpAkde7cWd9+++1lnzbUuXNnrVu37qLbX375ZY0fP/7qPwSAq3LFv0UPHTrUFXUAKAd2796tu+66S7t27dLtt9+usWPHKjw8XEeOHNHq1as1fPhwbd++Xa+//rq7S70iqampmjdvHgEcAFCuBAQEaMGCBZoxY4asVqvTtvnz58swjL/1R2+r1aoPP/ywxG0tWrS46uMCuHrmtbEAlGunT5/W3XffrT179mjx4sXq06eP0/bnnntOW7Zs0ZYtW8rsPY8fP67q1atf8TYAACqChIQE/ec//9HSpUvVv39/p21z5szRnXfeqTVr1lz18f38/DR48OC/WyaAMuTj7gIAlA8ffvihfv31Vz311FPFwneRNm3a6KGHHnJal5qaqo4dO6pq1aqqVq2aOnbsqKVLlxbbNyoqSp07d9YPP/ygnj17KigoSDExMZLOnSYXFRWlPXv2qF+/fgoNDVVgYOAl67VYLBo2bJg2btyoTp06qWrVqgoLC9P999/vdFpe586dNW/ePMc+RcvcuXOv5McDAECZu+mmmxQTE1PsEs9vvvlG27Zt0/Dhw91UGQBXoQMOQJKUnJwsSRo1alSp9/nXv/6lhx9+WI0bN9aLL74oSZo7d67i4+P13nvvFTvW/v371bVrVyUmJqpv375OQfnEiRPq1KmTOnbsqClTpujIkSOXff+tW7fq7rvv1vDhw3XPPffoiy++0KxZs+Tj46P3339fkvTCCy/Ibrfrq6++0vz58x37dujQodSfEwAAVxkxYoSefPJJHTx4UHXq1JEkzZ49WzVq1NDdd9/9t4+fmZlZ4vrg4GBT7+kC4By+dQAkSb/88osCAwMVHR1dqvHZ2dl69tlnVb9+fW3evNnRsf6f//kftWzZUk899ZT69++v4OBgxz579+7VBx98oPvvv7/Y8Y4dO6YXXnhBr7zySqlr/umnn7Rx40a1a9dOkvTggw/KZrNpzpw5evPNN1WtWjV1795dH3/8sb766itOwwMAlDuDBw/Ws88+q3nz5mncuHE6ffq0Fi5cqPvvv/9vB+STJ08qIiKixG1btmxR69at/9bxAVw5TkEHIEmy2WxXdM31Z599ppMnT2rMmDFOp4sHBgZqzJgxOnHihFavXu20T2ho6CVPp3v66aevqOb27ds7wneRrl276uzZs9q3b98VHQsAAHcICwtTXFyc49KoJUuWKDc3VyNGjPjbxw4ICNBnn31W4tKoUaO/fXwAV44OOABJ54Lz8ePHSz1+7969kqSmTZsW21a0bs+ePU7r69evL19f3xKPFxER4dQtL42SuvVhYWGSznXUAQDwBMOHD9ddd92l9evXa/bs2Wrbtq1uuOGGv31cX19f3X777WVQIYCyQgccgCSpWbNmstlsxUJzWapSpcpVbbuYi4V5STIM44qPBwCAO/Ts2VN16tTR5MmTtXbt2jLpfgMonwjgACRJffv2laSLPi/0QkXd523bthXbtn37dqcx7maxWNxdAgAAF+Xr66shQ4Zo9erVCggI0KBBg9xdEgAXIYADkCTdf//9atSokd54440SHyMmSd99953+9a9/SZK6d++uqlWr6p133nE6df348eN65513HDdAKw+qVasmScrKynJzJQAAlGz06NGaOHGiZs6cedlHcQLwXFwDDkDSuVPAly9frrvuukvx8fHq0aOHunfvrrCwMB09elRr167Vp59+qmeffVbSuceXvP7663r44YfVrl07DRs2TNK5x5Dt3r1b7733noKCgtz4if6fm2++We+++64eeugh3XXXXapUqZLatWun6667zt2lAQAgSbr22ms1adKkUo09c+bMRZ8a0qdPH8f142fPntVHH31U4rjo6GgeyQm4AQEcgMP111+vH374Qe+9954WL16sKVOm6MSJEwoNDVXr1q01b9483XPPPY7xDz30kGrVqqXp06dr8uTJkqTmzZsrJSVF8fHxbvoUxQ0aNEg//PCDFi5cqKSkJNntds2ZM4cADgDwSAUFBZowYUKJ266//npHAM/Pz9d9991X4rh7772XAA64gcXgTkUAAAAAALgc14ADAAAAAGACAjgAAAAAACYggAMAAAAAYAICOAAAAAAAJiCAAwAAAABgAgI4AAAAAAAm4DngpWC323Xo0CFVr15dFovF3eUAAHBJhmHo+PHjql27tnx83PO3duZOAIAnMWvuJICXwqFDhxQZGenuMgAAuCIZGRmqW7euW96buRMA4IlcPXcSwEuhevXqks79YwQGBrq5GgAALs1msykyMtIxf7kDcycAwJOYNXcSwEuh6NS5wMBAfokAAHgMd576zdwJAPBErp47uQkbAAAAAAAmIIADAAAAAGACAjgAAAAAACYggAMAAAAAYAICOAAAAAAAJiCAAwAAAABgAgI4AAAAAAAmIIADAAAAAGACAjgAAAAAACYggAMAAAAAYAICOAAAAAAAJiCAAwAAAABgAgI4AAAAAAAmIIADAAAAAGACAjgAAAAAACYggAMAAAAAYAICOAAAAAAAJiCAAwAAAABgAgI4AAAAAAAmIIADAAAAAGACAjgAAAAAACYggAMAAAAAYAICOAAAAAAAJqgQAfzEiROqW7euLBaLvv32W6dts2bNUsOGDRUQEKDmzZtr+fLlbqoSAAAAAODNKkQAf/nll3X27Nli6xcuXKgHHnhAAwYM0MqVK9W+fXslJCRo06ZNbqgSAAAAAODNPD6A79y5U//85z81efLkYtsmTpyogQMH6uWXX1aXLl00c+ZMtWnTRi+99JIbKgUAAAAAeDOPD+CPPvqoRo8erUaNGjmt37Nnj3bt2qX+/fs7rR84cKDWrFmj/Px8M8sEAAAAAHg5jw7gycnJ+vnnn/Xiiy8W27Zz505JUuPGjZ3WN2nSRAUFBdq7d68pNQIAAAAAIEl+7i7gap06dUpPPvmkXn31VQUGBhbbnp2dLUkKDg52Wh8SEiJJysrKuuix8/PznTrkNputDCoGAKDiYu4EAODyPLYD/sorr6hmzZoaPnx4mR976tSpCgoKciyRkZFl/h4AAFQkzJ0AAFyeRwbwP/74QzNmzNDkyZOVm5urnJwcnThxQtK5R5KdOHHC0enOzc112reoMx4aGnrR448dO1a5ubmOJSMjw0WfBACAioG5EwCAy/PIU9D37t2rgoIC3XXXXcW2denSRe3atdOCBQsknbsW/PwbtO3cuVP+/v6Kjo6+6PGtVqusVmvZFw4AQAXF3AkAwOV5ZABv0aKF1q5d67Ru69ateuKJJxyPGouOjlbDhg2VlJSk3r17O8YtWrRI3bp1k7+/v9llAwAAAAC8mEcG8ODgYHXu3LnEba1atdJNN90kSZo0aZLuvfde1a9fX126dNGiRYu0efNmffnllyZWCwAAAACAhwbw0ho0aJBOnTqladOmadq0aWrUqJFSUlLUvn17d5cGAAAAAPAyFsMwDHcXUd7ZbDYFBQUpNze3xEeeAQBQnpSHeas81AAAQGmZNW955F3QAQAAAADwNARwAAAAAABMQAAHAAAAAMAEBHAAAAAAAExAAAcAAAAAwAQEcAAAAAAATEAABwAAAADABARwAAAAAABMQAAHAAAAAMAEBHAAAAAAAExAAAcAAAAAwAQEcAAAAAAATEAABwAAAADABARwAAAAAABMQAAHAAAAAMAEBHAAAAAAAExAAAcAAAAAwAQEcAAAAAAATEAABwAAAADABARwAAAAAABMQAAHAAAAAMAEBHAAAAAAAExAAAcAAAAAwAQEcAAAAAAATEAABwAAAADABARwAAAAAABMQAAHAAAAAMAEBHAAAAAAAExAAAcAAAAAwAQEcAAAAAAATEAABwAAAADABARwAAAAAABMQAAHAAAAAMAEBHAAAAAAAExAAAcAAAAAwAQEcAAAAAAATEAABwAAAADABB4bwFesWKFOnTopIiJCVqtV0dHRevLJJ5Wbm+sYM2zYMFkslmLLqlWr3Fg5AAAAAMAb+bm7gKuVlZWldu3aacyYMQoLC9Mvv/yiSZMm6ZdfflF6erpjXHR0tD7++GOnfZs0aWJ2uQAAAAAAL+exAXzw4MFOrzt37iyr1apRo0bp0KFDql27tiSpcuXKuvnmm91RIgAAAAAADh57CnpJwsLCJEkFBQVurgQAAAAAAGceH8ALCwuVl5en77//Xi+99JLi4uIUFRXl2L57924FBQXJ399frVq1UmpqqttqBQAAAAB4L489Bb1IvXr1dPDgQUnSHXfcoQULFji2tWzZUm3atFHTpk2Vk5Oj//u//1NCQoKSkpLUr1+/ix4zPz9f+fn5jtc2m811HwAAgAqAuRMAgMuzGIZhuLuIv+Onn37SyZMntW3bNr3yyiuKjo7WZ599Jl9f32Jj7Xa7OnToIJvNpu3bt1/0mJMmTdLkyZOLrc/NzVVgYGCZ1g8AQFmz2WwKCgoydd5i7gQAeDKz5k6PD+Dn+/HHH9WiRYtLdrinT5+uZ599VqdOnVLlypVLHFPSX/EjIyP5JQIA4BHcEcCZOwEAnsysudPjT0E/X0xMjCpVqqTdu3f/reNYrVZZrdYyqgoAgIqPuRMAgMvz+JuwnW/z5s06c+aMoqOjS9xut9uVlJSkpk2bXrT7DQAAAACAK3hsB7xPnz5q3bq1YmJiVLlyZf3444+aPn26YmJiFB8frz/++ENDhw7VoEGDdP311ys7O1v/93//p2+//VaLFy92d/kAAAAAAC/jsQG8bdu2WrRokaZNmya73a6oqCg98MADevrpp+Xv76/q1asrKChIr7zyio4cOSJ/f3+1bt1aK1euVM+ePd1dPgAAAADAy1Som7C5ijtuZgMAwNUqD/NWeagBAIDSMmveqlDXgAMAAAAAUF4RwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABN4bABfsWKFOnXqpIiICFmtVkVHR+vJJ59Ubm6u07hly5apefPmCggIUMOGDTVnzhw3VQwAAAAA8GYeG8CzsrLUrl07zZw5U59++qmefPJJ/fvf/1ZiYqJjzPr165WQkKD27dtr5cqVGjBggEaOHKnk5GQ3Vg4AAAAA8EYWwzAMdxdRVj744AONGjVKBw8eVO3atdWzZ0+dOHFCX3/9tWPMPffco61bt2r79u2lPq7NZlNQUJByc3MVGBjoitIBACgz5WHeKg81AABQWmbNWx7bAS9JWFiYJKmgoED5+flau3atU0dckgYOHKgdO3Zo3759bqgQAAAAAOCtPD6AFxYWKi8vT99//71eeuklxcXFKSoqSr///rvOnDmjxo0bO41v0qSJJGnnzp3uKBcAAAAA4KX83F3A31WvXj0dPHhQknTHHXdowYIFkqTs7GxJUnBwsNP4kJAQSeeuIb+Y/Px85efnO17bbLayLBkAgAqHuRMAgMvz+A74ihUrtGHDBn3wwQfasWOHYmNjVVhY+LeOOXXqVAUFBTmWyMjIMqoWAICKibkTAIDL8/gAHhMTo/bt2+v+++/X0qVLtXbtWqWkpDg63Rc+lqyoMx4aGnrRY44dO1a5ubmOJSMjw3UfAACACoC5EwCAy/P4AH6+mJgYVapUSbt371b9+vVVqVKlYtd6F72+8Nrw81mtVgUGBjotAADg4pg7AQC4vAoVwDdv3qwzZ84oOjpaVqtVXbp0KfbM70WLFqlJkyaKiopyT5EAAAAAAK/ksTdh69Onj1q3bq2YmBhVrlxZP/74o6ZPn66YmBjFx8dLkiZMmKDOnTvroYceUv/+/bV27VotWLBAixYtcm/xAAAAAACv47EBvG3btlq0aJGmTZsmu92uqKgoPfDAA3r66afl7+8vSbrlllu0ZMkSjR8/XrNmzdK1116rDz/8sNizwQEAAAAAcDWLYRiGu4so72w2m4KCgpSbm8s1bQCAcq88zFvloQYAAErLrHmrQl0DDgAAAABAeUUABwAAAADABARwAAAAAABMQAAHAAAAAMAEBHAAAAAAAExAAAcAAAAAwAQEcAAAAAAATEAABwAAAADABARwAAAAAABMQAAHAAAAAMAEBHAAAAAAAExAAAcAAAAAwAQEcAAAAAAATEAABwAAAADABARwAAAAAABMQAAHAAAAAMAEBHAAAAAAAExAAAcAAAAAwAQEcAAAAAAATEAABwAAAADABARwAAAAAABMQAAHAAAAAMAEBHAAAAAAAExAAAcAAAAAwAQEcAAAAAAATEAABwAAAADABARwAAAAAABMQAAHAAAAAMAEBHAAAAAAAExAAAcAAAAAwAQEcAAAAAAATEAABwAAAADABARwAAAAAABMQAAHAAAAAMAEBHAAAAAAAExAAAcAAAAAwAQEcAAAAAAATOCxATwpKUm9e/dW3bp1VbVqVbVo0UKzZ8+WYRiOMZ07d5bFYim27Ny5042VAwAAAAC8kZ+7C7hab775pqKiojRjxgxFRETos88+0wMPPKCMjAxNnDjRMa5jx4564403nPaNiooyuVoAAAAAgLfz2AC+bNkyhYeHO1537dpVx44d05tvvqkJEybIx+dccz84OFg333yzu8oEAAAAAECSB5+Cfn74LtKyZUvZbDadPHnSDRUBAAAAAHBxHhvAS7J+/XrVqVNH1atXd6xbt26dqlatqoCAAHXq1ElffvnlZY+Tn58vm83mtAAAgItj7gQA4PIqTABfv369Fi5cqKefftqxrlOnTnr77be1atUqzZs3T6dOndLtt9+ujRs3XvJYU6dOVVBQkGOJjIx0dfkAAHg05k4AAC7PYpx/23APdeDAAbVr105NmjRRenq64/rvC508eVJNmzbVDTfcoBUrVlz0ePn5+crPz3e8ttlsioyMVG5urgIDA8u8fgAAypLNZlNQUJCp8xZzJwDAk5k1d3rsTdiK5OTkqFevXgoLC9PixYsvGr4lqWrVqrrrrruUnJx8yWNarVZZrdayLhUAgAqLuRMAgMv7/9q79+ioyrvv/59JMBMI5AyBHARBIIIKiBy1eMCGemtwAgTtLYZIHg+PfRTRioKEBG3FKtS7rfe9tE8Fbdo+0iAZAlY6v1gUFRKwFkHkUAQkB0ByFnEykuzfH3RSQkKIyuw5vV9rzVqdPdeefMPq9spnf/e+tl8H8K+//lq33nqrGhoatGXLFkVFRXm7JAAAAAAAOuS3AfzUqVOaOXOmdu/erffee09JSUnn3eerr77S+vXrNWbMGBMqBAAAAADg3/w2gD/wwANav369li9frsbGRpWWlrZ+NmrUKG3dulXPP/+8MjIyNGDAAFVVVWn58uU6evSoCgsLvVg5AAAAACAY+W0AdzgckqRHH3203WcHDx5Uv3795HK5tHDhQtXU1CgiIkITJ07USy+9pLFjx5pdLgAAAAAgyPltAD906NB5x2zYsMHzhQAAAAAA0AUB8xxwAAAAAAB8GQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwgd8G8MLCQt12221KTk5WRESERo4cqRUrVsgwjDbjXnnlFQ0ZMkTh4eEaMWKE1q9f76WKAQAAAADBzG8D+C9/+Uv16NFDy5cv17p163TzzTfrnnvu0VNPPdU65vXXX9c999yj22+/XW+99ZYmTJigjIwMlZaWerFyAAAAAEAwshhnt4z9RHV1teLj49tsu/fee7Vq1SrV1dUpJCREQ4cO1ejRo/WnP/2pdczEiRMVHR2tv/zlL13+WY2NjYqKilJDQ4MiIyMv2O8AAIAn+MK85Qs1AADQVWbNW37bAT87fEvSqFGj1NjYqK+++koHDhzQvn37NHPmzDZj7rjjDr399ttqamoyq1QAAAAAANTN2wVcSO+//76SkpLUq1cvvffee5Kk1NTUNmMuu+wyuVwuHTx4sN1nbk1NTW0CemNjo+eKBgAgADB3AgBwfn7bAT/b+++/r9dff10//elPJUl1dXWSpOjo6DbjYmJiJEm1tbXn/K6lS5cqKiqq9ZWSkuKZogEACBDMnQAAnF9ABPCKigrdfvvtuuGGG/TQQw997+9bsGCBGhoaWl/l5eUXoEoAAAIXcycAAOfn95eg19fX6+abb1ZcXJzeeOMNhYScPqfg7nQ3NDSob9++rePdnfHY2NhzfqfVapXVavVg1QAABBbmTgAAzs+vO+Bff/21br31VjU0NOitt95SVFRU62fu+7v37NnTZp89e/YoLCxMAwcONLVWAAAAAEBw89sAfurUKc2cOVO7d+/Whg0blJSU1ObzgQMHasiQISosLGyzfdWqVZo8ebLCwsLMLBcAAAAAEOT89hL0Bx54QOvXr9fy5cvV2Nio0tLS1s9GjRolq9Wq/Px83XnnnRo0aJBuuOEGrVq1SmVlZdq0aZMXKwcAAAAABCO/DeAOh0OS9Oijj7b77ODBgxowYIB+/OMf6+TJk3r22Wf17LPPaujQoSoqKtKECRPMLhcAAAAAEOT8NoAfOnSoS+NycnKUk5Pj2WIAAAAAADgPv70HHAAAAAAAf0IABwAAAADABARwAAAAAABMQAAHAAAAAMAEBHAAAAAAAExAAAcAAAAAwAQEcAAAAAAATEAABwAAAADABARwAAAAAABMQAAHAAAAAMAEBHAAAAAAAExAAAcAAAAAwAQEcAAAAAAATEAABwAAAADABARwAAAQ1EpKSjTiypEqKSnxdikAgABHAAcAAEHLMAwtWpSrHTs/1qJFuTIMw9slAQACGAEcAAAELYfDobKyUmVO/onKykrlcDi8XRIAIIARwAEAQFAyDEN5efkaPmiMHshcquGDxigvL58uOADAYwjgAAAgKK1fv15lZaWafctCWSwWzb5locrKSrV+/XpvlwYACFAEcAAAEHTWrl2rGdMzNbT/VRozbLIkacywyRra/yrNmJ6p4uJiL1cIAAhEBHAAABBUiouLlZGRIdc3Tcq5LVcWi0WSZLFYlHNbrlzfNMlmsxHCAQAXHAEcAAAEDafTqbvvnqPIHjEadsmY1u6325hhkzXskjGK7BGju++eI6fT6aVKAQCBiAAOAACCRmFhoWpra9TwVa2y0xe2dr/dLBaLstMXquGrWtXW1mj16tVeqhQAEIgI4AAAIGgUFRWpZ/eoDrvfbu4ueET3SK1Zs8bkCuENJSUlunzYlSopKfF2KQACHAEcAAAEjc8+O6ATXzd02P12c3fBv/q6UZ99dsDkCmE2wzC0cOEi7dq9UwsXLuIxdAA8qpu3CwAAADCDYRiqrKxUv/gBiuoZp32Ht59zbFTPOPWLH6DKykoZhnHOsA7/53A4tG1bmQbqNm3btlYOh0NTpkzxdlkAAhQBHAAABAWXyyXDMHSk5pDue2ZSl/aJi42Xy+WS1Wr1cHXwBsMwlJubp7jQVA1vzlFD6F7l5uYpLS2Nky4APIIADgAAgoLValVp6RaNGTNWlyRcrvum/0yhIaHtxjW3NOvlNxbp4LFPVFq2hfAdwNzd7/FaIossGtz8Y5Vuy6MLDsBjuAccAAAEjcGDB6ug4PfasX+z/vjW8+pujdCQi0e2vsLDeuiPbz2vHfs3q6Dg97r00ku9XTI85Mzud2+NkiT11ijFhaYqNzePe8EBeAQdcAAAEFTS09NVVFSkOXNydNfiq3TFpeMVH5Wo6oYq7dxfqri4eNntdqWnp3u7VHjQ2d1vSXTBAXgcHXAAABB0pk6dqoqKchUUFGjwlYlSZL0GX5mogoICVVSUE74DXEfdbze64AA8iQ44AAAISuHh4Zo1a5ZmzZrl7VJgso663250wQF4Eh1wAAAABI3Out9udMEBeAoBHAAAAEHD3f0e3Pzjdt1vN3cXfNu2MjkcDpMrBBDIuAQdAAAAQcHd/e4Z0k9hLZGq1/5zjg1TpHqG9OO54AAuKAI4AAAAgoLL5VL54QqdaDmiTZp3/h1apIryULlcLp4HD+CC8NsAvn//fi1btkylpaX65JNPlJqaqk8++aTNmOuvv17vvvtuu313796t1NRUs0oFAACAD7Bardq6bYuOHz/e5X369OlD+AZwwfhtAN+1a5fefPNNjRs3Ti0tLWppaelw3DXXXKNly5a12TZgwAATKgQAAICvSUlJUUpKirfLABCk/DaAp6en67bbbpMkZWdn68MPP+xwXHR0tMaPH29maQAAAAAAtOO3q6CHhPht6QAAAACAIBTwKfbdd99VRESEwsPDdd1112nTpk3eLgkAAAAAEIT89hL0rrjuuuuUlZWlwYMHq6qqSsuWLdNNN92kd999VxMmTDjnfk1NTWpqamp939jYaEa5AAD4LeZOAADOL6AD+JIlS9q8v/XWWzV8+HA9/fTT+stf/nLO/ZYuXdpuXwAAcG7MnQAAnF/AX4J+poiICN1yyy36+9//3um4BQsWqKGhofVVXl5uUoUAAPgn5k4AAM4voDvg35XVauV5jwAAfAvMnQAAnF9QdcC/+uorrV+/XmPGjPF2KQAAAACAIOO3HfCTJ0+23sf9+eefq7GxUatXr5Z0evG1PXv26Pnnn1dGRoYGDBigqqoqLV++XEePHlVhYaE3SwcAAAAABCG/DeBffPGFMjMz22xzv9+4caOSk5Plcrm0cOFC1dTUKCIiQhMnTtRLL72ksWPHeqNkAAAAAEAQ89sAPmDAABmG0emYDRs2mFQNAAAA/I3T6VRhYaHsdrtqa+oUGxcjm82mzMxMhYeHe7s8AAEoqO4BBwAAACSpuLhYSYnJysrK0ib7Xu1795Q22fcqKytLSYnJWrdunbdLBBCA/LYDDgAAAHwXxcXFyrBlKEFjdaN+rp4tSac/aJFOqFK761+V7TabiuxFmjp1qneLBRBQ6IADAAAEuZKSEl0+bIRKSkq8XYrHOZ1O3Z09Rwkaq6uNJ9RTSW0+76kkXW08oQSN1d3Zc+R0Or1UKYBARAAHAAAIYoZh6MmFudq1e4eeXJh73jV2/F1hYaFq62p0mZEti0I7HGNRqC4zZqu2rqb1KTsAcCEQwAEAAIKYw+HQ1m2lGq4cbd1WKofD4e2SPMputys+ZHi7zvfZeipZ8SHDVFRUZFJlAIIBARwAACBIGYahxbn5SggdpTFapITQUVqcmx/QXfDamjqFtcR2aWxYS6xqa+s8XBGAYEIABwAACFLu7veI5odlkUUjmh8O+C54bFyMXCG1XRrrCqlVbGyMhysCEEwI4AAAAEHIMAwtenKx+oSMVKImSZISNUl9QkZq0ZOLA7YLbrPZVN2ySydU2em4E6pQdcunysjIMKkyAMGAAA4AABCElixZog//vlUjW+bJIoskySKLRrbM04d/36qnnnrKyxV6RmZmpmJj4rTb8qoMNXc4xlCzdlteU2xMnGbMmGFyhQACGQEcAAAgyKxdu1ZPLfmZ4jWitfvtlqhJitcILcl/WmvXrvVShZ4THh6uV19bqWPaqg8tz7brhJ9QhT60PKtj2qpXX1up8PBwL1UKIBBZjEC9vugCamxsVFRUlBoaGhQZGentcgAA6JQvzFu+UAM65nQ61bt3gk6caFSaXlOSrms3plLvyqHZ6tkzUsePHwvIEFpcXKy7s+eotq5G8SHDFNYSK1dIrapbPlVsTJxefW2l0tPTvV0mAJOYNW/RAQcAAAgif/7zn/XVia/UW6Padb/dEjVJvTVKX534SoWFhSZXaI6pU6eqsqpCBQUFmmRL1ZDrL9IkW6oKCgpUWVVB+AbgEXTAu8AfzuI7nU4VFhbKbrerrq5eMTHRstlsyszMDMiz1gCAc/OFecsXakDHrr32Wn3wwQfn7H67ubvg11xzjd5//30TKwQA89EBR5cVFxcrOTlFWVlZ2r/ziPRljPbvPKKsrCwlJ6do3bp13i4RAAD4AMMwtHPHLvVSiqyKVbU+OefLqlj1VIp27tgVsCuiA4DZunm7AHw/xcXFysjI0MQrb9Z9c59WSsLg1s/Kj/1TL6/Jlc1mU1FRkaZOnerFSgEAgLe5XC594zqlr1WuderaJdbdXT3lcrlktVo9XB0ABD4CuB9zOp2aMydHE6+8WUvu+6NCQ0LbfJ6SMFhL7vuj8l6+U3Pm5KiiopzL0QEACGJWq1XPPPu05s2bpxv0knoq+ZxjT6hcG/W/9exzPyd8A8AFwiXofqywsFA1NdW6b9rT7cK3W2hIqO7NeEo1NdVavXq1yRUCAABfc//99ys2Jl4HLG8oVpcpXpe3e8XqMh2wrFFsTLzuvfdeb5cMAAGDAO7H7Ha7rhw8oc1l5x25uO8QXXHpeBUVFZlUGQAA8FWnn4O9QuV6W+9Y7leDDrT5vEGf6R3L/SrX23r1tRVcPQcAFxCXoPuxurp6xUUldmlsfFSi6urqPVsQAADwC+np6SqyF+nu7BytqbtRfUOuVnhLgpwhx3S05UPFRsfL/pqdR3EBwAVGAPdjMTHR2l9R1aWx1Q1VGty/a2EdAAAEvtPPwS7X6tWrVVRUpNraesXGXqyMjLmaMWMGnW8A8AACuB+z2WzKWpOl8mP/7PQy9MNH92nn/lLNzyswsToAAODrwsPDNWvWLM2aNcvbpQBAUOAecD+WmZmpuLh4vbwmV80tzR2OaW5p1m+LFisuLl4zZswwuUIAAAAAgBsB3I+Fh4dr5coV2rzjLeW9fKfKj/2zzeeHj+5T3st3avOOt7RyJYuoAAAAAIA3cQm6n0tPT1dRUZHmzMnRXYuv0hWXjld8VKKqG6q0c3+p4uLiZbeziAoAAAAAeBsd8AAwdepUVVSUq6CgQIOvTJQi6zX4ykQVFBSooqKc8A0AAAAAPoAOeIBgERUAAAAA8G10wAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABATzAlJSUaMSVI1VSUuLtUgAAAAAAZyCABxDDMLRoUa527PxYixblyjAMb5cEAAAAAPgXAngAcTgcKisrVebkn6isrFQOh8PbJQEAAAAA/oUAHiAMw1BeXr6GDxqjBzKXavigMcrLy6cLDgAAAAA+ggAeINzd79m3LJTFYtHsWxbSBQcAAAAAH0IADwBndr/HDJssSRozbHJQdcGdTqcKCgo0ffp03XD9ZE2fPl0FBQVyOp3eLg0AACAolZSUaOTIK1kcGDiD3wbw/fv36/7779fIkSPVrVs3XX755R2Oe+WVVzRkyBCFh4drxIgRWr9+vcmVet7Z3W9JQdUFLy4uVlJiirKysrTZXq7P3+2hzfZyZWVlKSkxRevWrfN2iaZoexLiRk5CAAAArzEMQ7m5i/TxxzuVm7soKBpCHSkpKdGIkcM5CYFWfhvAd+3apTfffFOXXnqphg0b1uGY119/Xffcc49uv/12vfXWW5owYYIyMjJUWlpqcrWe01H32y0YuuDFxcXKsGWoV/0oTdPfdHNLoa7Xi7q5pVDT9Df1qh8l2202FRcXe7tUjzp9EiJZWVlZ2mTfq33vntIm+95/nYRIDpqTEAAAwDc4HA6VlpbpvnmTVVpaFvANoY4YhqFFuQu14+NPtSh3YcD+PY5vx2L46f8TWlpaFBJy+vxBdna2PvzwQ33yySdtxgwdOlSjR4/Wn/70p9ZtEydOVHR0tP7yl790+Wc1NjYqKipKDQ0NioyMvDC/wAXy17/+VT/60Y/03ENFGjv8pnafb91Vovm/ztCGDRs0ZcoUL1ToOU6nU0mJKepVP0rXGy8pRKHtxrSoWe9Y7teX0f9QZVW5wsPDvVCpZ7lPQiRorC4zstVTSa2fnVCldlte1TFtVZG9SFOnTvVipQDM4gvzli/UAMA7DMPQxIkT9I2q9ebmx3TLxOd1keK1efOW1qs1g4H77/Q758Xqjy/UBuTf4+dTUlKiRx6dq18u/5Vuuql9VvElZs1bftsBd4fvczlw4ID27dunmTNnttl+xx136O2331ZTU5MnyzNFZ91vt0DughcWFqq2rlqjjQUdhm9JClGoRhtPqLauWqtXrza5Qs9zOp26O3uOEjRWVxtPtAnfktRTSbraeEIJGqu7s+dwOToAAPA4d/f7sfxbZLFY9Fj+LUHXBTcMQ3n5ubpyfIQeWd5HV46PUF5+bsD9Pd4ZwzC0aNFC7dzxqRYt4goAN78N4OezZ88eSVJqamqb7ZdddplcLpcOHjzojbIuqI7u/T5bIN8Lbrfb1TdkjKI0sNNxURqkviFXq6ioyKTKzHP6JESNLjOyZTnHSQiLQnWZMVu1dTUBeRICAAD4DsMwlJ+fp9HjB+n6tNO3iV6fNkyjxw9Sfn5e0IQwh8OhstJtujc/VhaLRffmx6qsdFvA/T3emdNZZZtu/s9IlZUF1+/emYAN4HV1dZKk6OjoNttjYmIkSbW1tefct6mpSY2NjW1evsbd/U7qM1BRPeO07/D2c76iesYpqc/AgOuC19bUq3tLQpfGhrckqLa23rMFeYHdbld8yPB2ne+z9VSy4kOGBeRJCAC+wR/mTgCed3b3W1LQdcHP7H5PSIuQJE1IiwiqLvjprJKrwVf00J3zYjX4ih7KywuO3/18unm7AF+0dOlSLVmyxNtldMrlcqmivEKVX1TovmcmdWkfy0XfyOVyyWq1erg6c8TGRWtPSLnUcv6xzpBjio292PNFmay2pk5hLbFtth3Xdu3SCg3XHPXWyNbtYS2xqq2tM7lCAMHCH+ZOAJ7VUffb7cwueFpaWkDfC+7ufr+4IaXNSYh782P1f350uhMc6PeCu7vfj/8mQRaLRdPu7aVfPBgcv/v5BGwAd3e6Gxoa1Ldv39bt7s54bGxsh/tJ0oIFC/TII4+0vm9sbFRKSoqHKv1urFartpRu1vHjx7u8T58+fQImfEuSzWbTmjVZatCBTi9Db9BnOtryoTIy5ppYnTli42LkCtnbehLCkKE9+oMadVB79AfFa4QsOv0ffldIrWJjUzv5NgD47vxh7gTgWe7u9+sbHmoXsN1d8Dt+9OuADmEddb/dzuyCB/JJiDO731eM7y5JumJ899YueCD/7l0RsAHcfe/3nj17NHTo0Nbte/bsUVhYmAYOPHdgs1qtfhFUU1JSgvqPm8zMTD089xH9vX5pp6ug/93yrGKj4zVjxgwvVOlZ7pMQJ1SpnkrScf1DddqrgbpNB7RWx/UP9dFVOqEKVbd8qoyMBd4uGUCA8pe5E4BndNb9dguGLnhH3W+3YOmCn939lkQX/AwBew/4wIEDNWTIEBUWFrbZvmrVKk2ePFlhYWFeqgwXSnh4uF59bYXK9bbesdyvBh1o83mDPtM7lvtVrrf16msrAvIRZJmZmYqNidNuy6tq0Snt1Z8Uo6EarhzFaKj26k9q0Snttrym2Ji4gDwJAQAAvK+je7/PFuj3gnfW/XYL9HvBO+p+u53ZBQ/E372r/LYDfvLkydZneX/++edqbGxsXeH5uuuuU+/evZWfn68777xTgwYN0g033KBVq1aprKxMmzZt8mbpuIDS09NVZC/S3dk5WlN3o/qGXK3wlgQ5Q47paMuHio2Ol/01u9LT071dqkecPgmxUrbbbNqsBarTXo3XEllk0VD9p0qVp81aoHrtk/01e0CehAAAAN7l7n4PGNRHsfE9teOjw+ccGxvfUwMG9QnILnhn3W+3QO+Cd9T9dqMLfprF8NPTD4cOHdIll1zS4WcbN27U9ddfL0l65ZVX9Oyzz+rw4cMaOnSonnnmGd16663f6meZ9VB2fHdOp1OrV69WUVGRamvrFRsbrYyMDM2YMSMoQufatWs1Y/pM9Wzurx9ouSyyyJCh9/SoToR+rjfWFGrq1KneLhOASXxh3vKFGgCYo6mpSZdeOlAVFVVd3iclJUn//OdnAXPrimEYmjBxnKqO79DSVf3U2XkFw5AW3H5Eib2v1JbNZQFzEsIwDE2YME61J3cpb0WfDn8vwzC0ZM4Xiu0xXFu2+Nbvbta85bcd8AEDBnTp0oWcnBzl5OSYUBG8KTw8XLNmzdKsWbO8XYpXhIeH61SzS6ma1bromkUWpWqWSpvzAmZyAwAAvsdqtWrz5tKgXhzY5XKpoqJclRVNmnX1oS7tY7jKA+oJRZ11v93ogvtxB9xMnMWHLzMMQ+PGTdCBjxo0sfm51gAunV4VfXPofA28KkplZVt86iwjAM/xhXnLF2oAADOVl5d/65MQycnJHqzIPO7u96Gqj/XgM/FSZ39yGtJvFlZrQOIIn+qC0wEH0CUOh0PbtpW13vt9JossGtz8Y5Vuywvas4wAAABmCOYnFLlcLpVXlOtYpUuL7urarQjdjMC6AqCrCOCAHzMMQ7m5eYoLTVXv5lEdjumtUYoLTVVubuAtdgIAAADvs1qtKt2yNahvQ+gqAjjgxzrrfrvRBQcAAICnBfMVAN8GARzwU+7ud8+QfgpriVS99p9zbJgi1TOkH11wAADgcU6nU4WFhbLb7aqvr1N0dIxsNpsyMzOD4uk0QGcI4ICfcrlcKj9coRMtR7RJ886/Q4tUUR4alPfaAAAAcxQXFysnZ46qq2s07trB6psUpcrKCmVlrdEjj8zTihUrlZ6e7u0yAa8hgAN+ymq1auu2LdxrAwAAfEJxcbEyMjKUln6lFj83V4OGJLR+9tm+Y3pq/hrZbDYVFRVp6tSpXqwU8B4eQ9YFPEoFAOBPfGHe8oUaAJjH6XQqJSVZV1+TohVv3KfQ0JB2Y5qbWzRn+sv68INylZdXcDk6fIpZ81b7IwMAAAAAvoXCwkJVV9do8XPTOgzfkhQaGqLcX2SourpGq1evNrlCwDcQwAEAAAB8L3a7XeOuHdzmsvOOXDq0r8Zec6mKiopMqsw7nE6nCgoKNH36dE2efIOmT5+ugoICOZ1Ob5cGLyOAAwAAAPhe6uvr1Dcpqktj+yZFqb6+zsMVeU9xcbFSUhKVlZWlg1/8Vd16f6SDX/xVWVlZSklJ1Lp167xdIryIRdgAAAAAfC/R0TGqrKzo0tijlQ1KTujv4Yq8w70Q3aT0npr73ED1H/LvxW8/39ekX82vZiG6IEcHHAAAAMD3YrPZVPb+P/XZvmOdjtu/96i2frBfGRkZJlVmHqfTqZycbE1K76nn30hsE74lqf8Qq55/I1GT0nsqJyeby9GDFAEcAAAAwPeSmZmp+Pg4PTV/jZqbWzoc09zcoqcfL1J8fJxmzJhhcoWed3ohujrNfS5eoaGWDseEhlr00C/iVV1dx0J0QYoADgA4r5KSEo0YOVwlJSXeLgUA4IPCw8O1YsVKOdbt0JzpL7frhO/fe1Rzpr8sx7odWrFiZUA+gsxut2vUtRHtOt9nGzDUqpHXRAT8QnToGPeAAwDOyel06s9//rMeefRh1VTX6Y4fz9Qvl/+XZs6cGZB/PAEAvrv09HQVFRUpJ2eOJg5drLHXXKq+SVE6WtmgrR/sV3x8nOx2u9LT071dqkfU19eqd1Jol8b2TgpRfXWthyuCL6IDDgDokHsV19mzZ6umuk53zotVTXWdZs+ezSquAIAOTZ06VeXlFSooKFBywpU6UR2p5IQrVVBQoPLyioAN35IUHR2r45XNXRp7vLJF0dGxHq4IvogOOACgHfcqrj+4NUJHD1sVFh6iR5b30Y4tX8vlbFHfi08F3SquJSUleuTRufrl8l/ppptu8nY5AOCzwsPDNWvWLM2aNcvbpZjKZrMpK2uNPt/X1Oll6If2Nmn7B1/p0YLAW4jOzel0qrCwUHa7XXX1tYqJjpXNZlNmZmbQX0FHBxwA0MaZq7hOvy9Ke7c36b78eFksFt2XH6+925s0/b6ooFrF1TAMLVq0UDt3fKpFixbKMAxvlwQA8DGnF6KL0a/mV6u5ueN5ornZ0K8fr1Z8fExALkQnnT6Jn/yv56B/emCDvg7dpk8PbFBWVpaSuYKOAA4AaMu9iutDv4jT/326RleM764JaRGSpAlpEbpifHf936dr9OCzcUGziqvD4VBZ2Tbd/J+RKivbJofD4e2SAAA+5vRCdK9p07oTemx6lT7f19Tm80N7m/TY9CptWndCK1a8FpCdYPcVdJcMd2nZG8nK/V2CHlzaR7m/S9CyN5J1yXCXbDabiouLvV2q1xDAAQBtuFdxrTp0SjtLv27tfktq7YLvLP1aRz4/FRSruBqGoby8XA2+oofunBerwVf0UF5eLl1wAEA77oXoPvkgVBlDD2jOtYf1+O0VmnPtYU1LPaBPPggN2IXonE6n5uRk66ofdNfc53qrX/+L2nzer/9Fmvtcb131g+6aEyRX0HWEAA4AaKO+vlbxiSF6Ob+6Tffbzd0Ffzm/WvGJFtXXB/Yqru7u97R7e8lisWjavb3oggMAzun0QnRVKigo0MCEKWquHq2BCVP+tRBdVUCGb+n0FXQ11XW646EYhZzjOeghoRbd/mC0aoLkCrqOsAgbAKCN6OhYfbzLpc92NenFDSmt3W83dxf8//yoXF81WjUyNXBXcT2z+33F+O6SpCvGd2/tgqelpbX79wEAIBgXorPb7Uod2aNd5/tsiQPCNHRkDxUVFQXVv48bHXAAQBu33XabDu5p0hXjwtt1v90mpEXoinHhOrS3STabzdwCTXR291sSXXAAADpQV1+r6N5dOykd3duiugC/gu5cCOAAgDZiYmLU0izdt6T3Obu7FotF9y3prZZmKTo62twCTdJR99vtzC4494IDACDFRMeq/njX5sT644ZigvQ56ARwAEArwzD082eeVvKgMEXHh2r3R1+f8xUdH6rkQWH6+TNPB2QI7aj77UYXHACAtmw2m/ZsP6kjn3/T6biqQy7t3X5SGRmB+xz0zliMQPyr6QJrbGxUVFSUGhoaFBkZ6e1yAMBjmpqaNOjSAaqsONrlfZJT+mr/Pw/JarV6sDJzGYahCRPGqfbkLuWt6NPhlQCGYWjJnC8U22O4tmwp86l7wX1h3vKFGgAA5nE6nUpOSdQlw12a+1zvDhdia2k29Kv5x3VwV5gqyqt86lFsZs1bLMIGAGhltVq1ZfNWHT9+XNLpQP7222/rb3/7m06caFTPnpG68cYbNXny5NbA3adPn4AK39K/u9+P/yah08vwp93bS7948HQXfMqUKSZXCQCA7wgPD9fKFa/JZrPpV/OP646HYtosyFZ1yKVVv6nXR+99Lbv9//lU+DYTHfAu4Cw+AAQPd/f7UNXHevCZeKmzxrYh/WZhtQYkjvCpLrgvzFu+UAMAwHzFxcWak5Otmuo6DR3ZQ9G9Lao/bmjv9pOKi4/RyhWv+eSj2OiAAwDgBS6XS+UV5TpW6dKiu6q6tE83o1wulyvgrgQAAODbmjp1qirKq7R69WoVFRWprr5WSQNjtejRDM2YMSNoO99uBHAAAM5gtVpVuuXfl+F3RSBehg8AwHcVjM9B7yoCOAB0wul0qrCwUHa7XfX1dYqOjpHNZlNmZmbQn8ENZCkpKUpJSfF2GQAAIMDwGDIAOIfi4mKlpCQrKytLlV/sVK/eX6ryi53KyspSSkqy1q1b5+0SAQAA4EfogANAB4qLi5WRkaG09Cu1+Lm5GjQkofWzz/Yd01Pz18hms6moqEhTp071YqUAAADwF6yC3gWs5AoEF6fTqZSUZF19TYpWvHGfQkPbXyzU3NyiOdNf1ocflKu8vILL0eFTfGHe8oUaAADoKrPmLS5BB4CzFBYWqrq6Roufm9Zh+Jak0NAQ5f4iQ9XVNVq9erXJFcJMTqdTBQUFmj59um6cfIOmT5+ugoICOZ1Ob5cGAAD8DAEcAM5it9s17trBbS4778ilQ/tq7DWXqqioyKTKYLbi4mIlpyQqKytLnx7YoK9Dt+nTAxuUlZWl5JRE1gEAAADfSkAH8FdffVUWi6Xd64knnvB2aQB8WH19nfomRXVpbN+kKNXX13m4IniDex2AS4a7tOyNZOX+LkEPLu2j3N8laNkbybpkuEs2m03FxcXeLhUAAPiJoFiEbcOGDYqK+vcf00lJSV6sBoCvi46OUWVlRZtt75bs1pKfrlbeshm67qbLWrcfrWxQckJ/s0uEhzmdTs3JydZVP+iuuc/1Vkiopc3n/fpfpLnP9dav5h/XnJxsVZRXsQ4AAAA4r4DugLuNHj1a48ePb33xbFcAnbHZbCp7/5/6bN8xSZJhGPpF7lrt+rhCv8hdK/falfv3HtXWD/YrIyPDm+XCAwoLC1VTXac7HoppF77dQkItuv3BaNVU17EOAAAA6JKgCOAA8G1kZmYqPj5OT81fo+bmFr3j+FR/Lz2o++ZN1t9LD+odx6dqbm7R048XKT4+TjNmzPB2ybjA7Ha7Ukf2UL/+F3U6LnFAmIaO7ME6AAAAoEuC4hL04cOHq7q6Wv3799c999yj+fPnKzQ01NtlAfBR4eHhWrFipWw2m+6e9pIqD9dq9PhLtGR5pj7cckA/e2KNki6O0/+3fqfsdjuXHgeguvpaRffuuPN9tujeFtXV13q4IgAAEAgCOoD369dPS5Ys0bhx42SxWFRcXKxFixapsrJSL7744jn3a2pqUlNTU+v7xsZGM8oF4EPS09NVVFSku+6apcbGL/X6hodksVj0WH667vjRr3X4QIPsdrvS09O9XSo8ICY6VkcOGF0aW3/cUNLAWA9X5PuYOwEAOL+ADuBTpkzRlClTWt+npaWpe/fueuGFF/Tkk0+qX79+He63dOlSLVmyxKwyAfio9PR0paam6pSlWtenDZMkXZ82TFeNu0TdjHjdeuutXq4QnmKz2bQma42OfP5Np5ehVx1yae/2k1r0KOsAMHcCAHB+QXcP+MyZM9Xc3Kzt27efc8yCBQvU0NDQ+iovLzevQAA+w+FwaOvWbZq/JF0Wy+nLkS0Wi+YvSdfWrdvkcDi8XCE8JTMzU3HxMXr913Vqae64E97SbGjVb+oVFx/DOgBi7gQAoCuCLoB3hdVqVWRkZJsXgOBiGIby8/M0evyg1u632/VpwzR6/CDl5+e1roiOwBIeHq6VK17TR+99rV/NP64jn3/T5vOqQy79av5xffTe11q54jXWARBzJwAAXRHQl6B35PXXX1doaKhGjRrl7VIA+DCHw6HS0rLWe7/PdPpe8Ft0x49+LYfD0eZWFwQO9zoAc3Ky9dPpFRo6soeie1tUf9zQ3u0nFRcfI7v9/7EOAAAA6DKLEcDtmylTpujGG2/UFVdcIUkqLi7Wb3/7W82dO1cvvPBCl7+nsbFRUVFRamho4Iw+EAQMw9DEiRP0jar15ubH2gVw95hbJj6vixSvzZu3dDgGgcHpdGr16tUqKipSXX2tYqJjlZGRoRkzZvhs59sX5i1fqAEAgK4ya94K6A54amqqXnnlFVVUVKilpUVDhgzRf/3Xf+nBBx/0dmkAfFhn3W83uuDBIzw8XLNmzdKsWbO8XQoAAPBzAd0Bv1A4iw8ED3f3++jxg/rtqv/VaWfbMAzde/vv1Lf3JXTB4VN8Yd7yhRoAAOgqOuAA4AUul0sVFeWqqPhCaVc/06V9ml0XyeVyyWq1erg6AAAA+DMCOACcwWq1avPmUh0/frzL+/Tp04fwDQAAgPMigAPAWVJSUpSSkuLtMgAAABBgeA44AAAAAAAmIIADAAAAAGACAjgAAAAAACYggAMAAAAAYAICOAAAAAAAJiCAAwAAAABgAgI4AAAAAAAmIIADAAAAAGACAjgAAAAAACYggAMAAAAAYAICOAAAAAAAJiCAAwAAAABgAgI4AAAAAAAmIIAjoJSUlOjyYSNUUlLi7VIAAAAAoA0COAKGYRh6cmGudu3eoScX5sowDG+XBAAAAACtCOAIGA6HQ1u3lWq4crR1W6kcDoe3SwIAAACAVgRwBATDMLQ4N18JoaM0RouUEDpKi3Pz6YIDAAAA8BkEcAQEd/d7RPPDssiiEc0P0wUHAAAA4FMI4PB7Z3a/EzVJkpSoSXTBAQAAAPgUAjj83tndb0l0wQEAAAD4HAI4/FpH3W83uuAAAAAAfAkBHH6to+63G11wAAAAAL6EAA6/1Vn3240uOAAAAABfQQCH3+qs++1GFxwAAACAr+jm7QKA78Ld/Y4M6S9rS6yq9ck5x1oVq8iQ/lqcm6+0tDRZLB2HdQAAAADwJAI4/JLL5VL54Qo1tlRondLPv0OLVFHeIpfLJavV6vkCAQAAAOAsBHD4JavVqrJtm3X8+PEu79OnTx/CNwAAAACvIYDDb6WkpCglJcXbZQAAAABAl7AIGwAAAAAAJiCAAwAAAABgAgI4AAAAAAAmIIADAAAAAGACAjgAAAAAACYggAMAAAAAYIKAD+B79uzRD3/4Q0VERKhv376aP3++XC6Xt8sCAAAAAASZgH4OeF1dnW688UYNHjxYa9asUWVlpR555BGdPHlSL774orfLAwAAAAAEkYAO4C+99JIaGxtVVFSk2NhYSdKpU6f0wAMPaOHChUpMTPRyhQAAAACAYBHQl6C/9dZbuummm1rDtyTNnDlTLS0tcjgcXqwMAAAAABBsAroDvmfPHs2ZM6fNtujoaPXr10979uw5535NTU1qampqfd/Q0CBJamxs9EyhAABcQO75yjAM034mcycAwJ+ZNXcGdACvq6tTdHR0u+0xMTGqra09535Lly7VkiVL2m1PSUm5kOUBAOBRX375paKiokz5WcydAIBA4Om5M6AD+He1YMECPfLII63vW1paVFtbq7i4OFksFi9WhvNpbGxUSkqKysvLFRkZ6e1ygIDBseVfDMPQl19+aepaJ8yd/o1jHPAMji3/YdbcGdABPCYmpvUSuDPV1dW1uS/8bFarVVartc22jjrp8F2RkZH8Rw7wAI4t/2FW59uNuTMwcIwDnsGx5R/MmDsDehG21NTUdvd6NzQ06MiRI0pNTfVSVQAAAACAYBTQAfzmm29WSUmJ6uvrW7cVFhYqJCREaWlp3isMAAAAABB0AjqA33///erVq5dsNpscDodWrlypxx57TPfffz/PAA9QVqtVeXl57S6DBPD9cGwBgY1jHPAMji2czWKY+YwSL9i9e7cefPBBbd68Wb169VJWVpZ+/vOfKywszNulAQAAAACCSMAHcAAAAAAAfEFAX4IOAAAAAICvIIADAAAAAGACAjhMl5+fL4vF0u51+eWXd/k7LBaLli1b1umY7du3y2Kx6J133vmeFZ8WHR2t/Pz8C/JdwLeVnZ19zmPk4Ycf1oABA771d86fP1/9+vVTSEiIHn744S7vx/EHeAfzJ/DtMX9y/Pmabt4uAMGpe/fu+tvf/tZmW48ePbxUDRB8SkpK9Pzzz+uFF17QuHHjeDIE4CeYPwHvYv7E90UAh1eEhIRo/Pjx3i4DCFp79uyRJD300EMKCeFiKMBfMH8C3sX8ie+L/9fA5+zcuVNTpkxRRESEoqKiNGPGDB0+fPi8+/3sZz9T37591bNnT02bNk1ffPFFuzGGYWjZsmUaMmSIrFarBg4cqBdeeKHduLVr1yo1NVXh4eEaO3astm3bdkF+N8DTXn31VVksFv3jH//QzTffrIiICA0ePFi///3vW8dcf/31evDBByVJoaGhbS514/gD/BfHL/DdMX/CLARweM2pU6favAzDUHl5uSZNmqSamhr94Q9/0EsvvaSPPvpI1113nb788stzfteLL76o3Nxc3XXXXXrjjTc0cOBA5eTktBs3d+5cLV68WLNnz9abb76p7OxsPf7443rppZdax2zfvl3Tp0/X4MGDtWbNGs2ePVszZ85UU1OTR/4dAE+48847lZaWJrvdrlGjRik7O1u7d++WJP3P//xP6z1rW7Zs0ZYtW3TVVVdx/AF+gvkT8BzmT3icAZgsLy/PkNTuVVBQYMybN8+IiIgwampqWsfv3r3bsFgsxq9//evWbZKM559/3jAMwzh16pSRmJho3HXXXW1+zl133WVIMjZu3GgYhmHs37/fsFgsxssvv9xm3OOPP2707dvXaG5uNgzDMG6//XbjkksuMU6dOtU65pVXXjEkGXl5eRfynwLostmzZxvDhw/v8LO5c+ca/fv3NwzDMFauXGlIMv77v/+79fMTJ04YPXr0MJ5++unWbS+88IJx9hTA8Qf4NuZP4Ntj/uT48zV0wOEV3bt317Zt29q8/uM//kPvvfeebrzxRsXGxraOTU1N1YgRI/T+++93+F0VFRWqqqpSRkZGm+0zZsxo876kpESSNH369Dadg5tuuklHjx5VeXm5JKmsrEzp6ekKDQ0953cBvi4tLa31f0dERKh///6qqKjodB+OP8D3MX8CnsX8CU9jETZ4RUhIiK6++up22+vq6jRy5Mh22xMSElRbW9vhdx05ckSS1KdPn3b7nKm6ulqGYSg+Pr7D7ykvL1f//v115MiRdt8VGRmp8PDwc/4+gKd169ZNzc3NHX7W3Nysiy66qM226OjoNu/DwsLkdDo7/Rkcf4DvY/4Evh3mT44/X0MAh0+JjY3tcPGJY8eOaciQIR3u069fP0lqt9+xY8fafbfFYtH777+vsLCwdt8zdOjQ1u87+7saGxvP+x9fwJN69+6to0ePdvhZVVVVu0n3u+D4A/wXxy/QMeZPjj9fwyXo8CnXXnut3n77bdXV1bVu27t3r3bs2KFrr722w32Sk5PVr18/FRUVtdm+evXqNu8nT54sSaqpqdHVV1/d7tWrVy9J0tixY7Vu3bo2Z0vP/i7AbNddd53q6+u1adOmNtsbGxu1ceNGTZo06Xv/DI4/wH9x/AIdY/6Er6EDDp8yb948rVy5UmlpaXryySfldDq1aNEiXXzxxcrOzu5wn9DQUD3xxBOaO3euEhIS9MMf/lAOh0MbN25sM27IkCH6yU9+orvuukuPPfaYxo0bp2+++Ub79u3Txo0bZbfbJUlPPPGExowZI5vNpgceeEAHDhzQsmXLuIQHXpWWlqYf/OAHmjZtmhYvXqzLL79cVVVVeu655xQaGqqHHnroe/8Mjj/Af3H8Ah1j/uT48zneXQMOwSgvL8+IiIg45+cff/yx8cMf/tDo0aOH0atXL2PatGnGoUOH2ozRGatIGoZhtLS0GEuWLDH69Olj9OjRw5g6daqxYcOGNqtIusf95je/MS6//HIjLCzMiI2NNSZMmGD88pe/bPP9a9asMYYMGWJYrVZj9OjRRmlpqREVFcUqkvCqxsZG4+GHHzYuvvhio1u3bkZcXJyRmZlp7Nu3r3WMexXX48ePt9l3xIgRxuzZs1vfd7SKq2Fw/AG+jPkT+G6YP/O+w78aPMViGIbhnegPAAAAAEDw4B5wAAAAAABMQAAHAAAAAMAEBHAAAAAAAExAAAcAAAAAwAQEcAAAAAAATEAABwAAAADABARwAAAAAABMQAAHAAAAAMAEBHAAAAAAAExAAAcAAAAAwAQEcAAAAAAATEAABwAAAADABP8/ZeIdOZ0yUEUAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "threshold_value = 13\n", "\n", "fig, axes = plt.subplots(2, 2, figsize=(10, 10), sharey=True)\n", "axes = axes.flatten()\n", "\n", "shift_amount = 0.3\n", "\n", "for ax, estimator in zip(axes, estimators):\n", " subdata = data[data[\"estimator\"] == estimator]\n", " folded_group = subdata[subdata[\"folded\"] == True]\n", " unfolded_group = subdata[subdata[\"folded\"] == False]\n", " groups = [(folded_group, 0, \"Folded\"), (unfolded_group, 1, \"Unfolded\")]\n", "\n", " for group, x_base, label_name in groups:\n", " n_points = len(group)\n", " shifts = np.linspace(-shift_amount, shift_amount, n_points)\n", "\n", " for j, (_, row) in enumerate(group.iterrows()):\n", " x = x_base + shifts[j]\n", " y = row[\"average\"] # mean_all\n", " y_global = row[\"overall\"] # global_all\n", " color_idx = states.index(row[\"trajectory\"])\n", "\n", " ax.plot(\n", " x, y,\n", " marker=\"o\",\n", " markersize=8,\n", " color=colors.colors[color_idx],\n", " markeredgecolor=\"black\",\n", " )\n", "\n", " ax.plot(\n", " x, y_global,\n", " marker=\"^\",\n", " markersize=8,\n", " color=colors.colors[color_idx],\n", " markeredgecolor=\"black\",\n", " )\n", "\n", " ax.set_title(estimator)\n", " ax.set_xticks([0, 1])\n", " ax.set_xticklabels([\"Folded\", \"Unfolded\"])\n", " ax.set_xlim(-0.5, 1.5)\n", " ax.set_box_aspect(1)\n", " ax.set_ylim(0, data[\"average\"].max() + 5)\n", "\n", "fig.supylabel(\"ID\")\n", "circle_handle = mlines.Line2D([], [], color=\"black\", marker=\"o\", linestyle=\"None\", markersize=8, label=\"Averaged\")\n", "triangle_handle = mlines.Line2D([], [], color=\"black\", marker=\"^\", linestyle=\"None\", markersize=8, label=\"Overall\")\n", "\n", "fig.legend(handles=[circle_handle, triangle_handle], title=\"ID\", loc=\"upper right\")\n", "plt.tight_layout()\n", "plt.savefig(f\"../extra/villin_avg_overall_estimators_{projection_method}.pdf\", dpi=300)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "4ee79eb6", "metadata": {}, "source": [ "**section_id()**" ] }, { "cell_type": "markdown", "id": "93599770", "metadata": {}, "source": [ "Similarly, with section_id, it is possible to visualise, for each window, the value of ID along the trajectory (both as ``global`` ID and ``local``)." ] }, { "cell_type": "markdown", "id": "851f4d93-bcbf-43e2-aaf0-0cc6c17ea103", "metadata": {}, "source": [ "In this case it is intresting to notice how some of the windows show a clearer separation between folded and unfolded states than others, for example window 42-56 compared to window 51-56." ] }, { "cell_type": "code", "execution_count": 5, "id": "30d702a1-7cac-4e33-b64f-050c42ffbf7b", "metadata": { "execution": { "iopub.execute_input": "2025-11-10T13:25:20.704563Z", "iopub.status.busy": "2025-11-10T13:25:20.704284Z", "iopub.status.idle": "2025-11-10T13:27:06.560534Z", "shell.execute_reply": "2025-11-10T13:27:06.559704Z" }, "tags": [ "remove-cell" ] }, "outputs": [], "source": [ "states = [\"u0\", \"u1\", \"u2\", \"f0\", \"f1\", \"f2\"]\n", "projection_method = \"Dihedrals\"\n", "all_results = []\n", "for s in states:\n", " results = section_id(\n", " topology=\"examples/villin/2f4k.pdb\",\n", " trajectory=f\"examples/villin/2f4k_{s}.xtc\",\n", " window_size=15,\n", " stride=3,\n", " projection_method=projection_method,\n", " id_method=\"local\",\n", " verbose=False,\n", " )\n", " results[\"trajectory\"] = s\n", " all_results.append(results)\n", "results = pd.concat(all_results, ignore_index=True)\n", "results[\"folded\"] = results[\"trajectory\"].str.startswith(\"f\")\n", "results[\"window\"] = results[\"start\"].astype(str) + \"-\" + results[\"end\"].astype(str)" ] }, { "cell_type": "code", "execution_count": 6, "id": "d7d86b55-cb74-494a-943b-ec2d260f0d5f", "metadata": { "execution": { "iopub.execute_input": "2025-11-10T13:27:06.563718Z", "iopub.status.busy": "2025-11-10T13:27:06.563171Z", "iopub.status.idle": "2025-11-10T13:27:07.450932Z", "shell.execute_reply": "2025-11-10T13:27:07.450420Z" }, "tags": [ "remove-input" ] }, "outputs": [ { "data": { "image/png": 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", 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hp4j3fyZ534grd/Fi30l4bVlcbsenKFpGBkh5EIDIHb6o7buh0DJxpy7h2dj355mSvo+lqfOmQwupZYtu7VD9tyWIOXi6jEdAJB8qmxCMHDkSO3fuBAC4ueVlkVu3boVIJMKAAQMk5SwtLdGlSxecOHFCZRKCLL9LyPK7VOT2zONHpJZTl/0Ig88GQbtmLWTfuFZwBz096HXuhqTJ45F9518AQNova6Hr1RH6g/+HtHUrJUWFtnYwnrsAieNHwGzjNvkckJLEn7qM+FPFP8lPlJmF7MiYUtf5Ye/B09Gz0DziJowbeSDJ7zbS/J/hycApku0ZQa8QOm81au5aAWhpAbm5ZTsIFRB26jLCSmjH3MwsZJShHW1bNsCrw+fx5kTe9zw19A1chvSEddO6kjINFk/D6xOXcXfWcsm6lKBXZYxedbAd5SPy1GVEluL/dWYZ2rHGrHFIfxWBu6O/k6xLC3kt+XdOUgqudhkttc/9yT+g/S1fGDjaI70C9li9OnUZr4ppx6aLp+Hlicu4ke97k1TC96bO1OF4dcoP91dsBQDcmr8WDp1bwnPy/+A3yRsA8Gz3YQCASdUqH3sIKiH+9GXEny7++ygu43mmNHV+WJ9V745IvHgDmcEV9/82VWwqew/BvHnzsGzZMgDAgQMHcP36dfj5+cHW1hYWFhZSZWvXro2AgPLvsiwXOjrQHzgEoqQk5AQ8KbSIQEsbAm1tiLM+uLKTkQGdho3zFRTAZOkqpG/7DbnPVadbsDyZt2uKZmHX0cj/FKr9vADaluZl2l/LLG9gRE5cYrFlcpNSKmQyUFqVvJpiQOQ19Ak4hWYbFkCvhHaMuvYf7Ds2h0l1ZwCARd2asG3dCG/eDS0QCODQ0wtJT0PQ6dQWDIi8hu439sGxT8fyPRAlYzvKh7VXU/SIvIZOAadQb8MC6JbQjpU+6YCE24/QdN9a9Ii8hvZ3D8J57IBi99ExM4ZYJEJ2QpIcI1cRAgGcenoh4WkIep7aghGR19Dvxj44l/C9sWtRH6/PST859dXpK7BrUb8cg1V9Zu2aoembG2j46DTcfl5Y5vNMSXRsrWDRwwuR21VnTnpFEAhU86WpVLaHwM3NDTVq1AAANGjQAM7Ozti6dSvMzc0LlLWwsEBcXOFDbd7JzMws8OS5TJEYekLlfPq67TrAdOU6QN8AougoJI4dBnFCfKFlxWmpyP7vDgwnTkHyi+cQxcZAr+cn0K7fELkvQyXlDMZOBHJzkb57h4KOQrniT/sh5uAZZIS8hoGrU97wn+NbcK/VQEBUivGmAgFcV81F4tU7SPMvPIHStrKA09wvEL5lr5yjVx1hp/zw8sBZpAS/hombIxosmY6OJzfjZItBEBfRjo+W/gZdU2P0DTgJcW4uBFpa+G/uagT/eRQAoG9rBR0TI3jOHod736/BnVkrUKVbG3gd+Bln2g9H5OVbijxEhWA7ykfkKT+EHTiLtODXMHJzhPuS6WhxcjMutRhU5P9rI1dHuEwaguertiNwya+waFIHddd9D1FWNl7uOlSgvFBPFx7LZuD1nuPISU4t5yNSPANbK+iaGKHB7HG49f0a3Ji1Ao7d2qDrgZ9xpP1whBfxvTGsZI30D65cp0fGwrCStSLCVknxpy8j9uBpZIS8hr6rE5x/+AYex7bgfutSnmdKwXbYp8hNTuVwIVIqlU0I5M3HxwcLFy6UWjfD2gwzbSyK2KN8Zf17HXGf9oTQ3AL6AwbDdNXPiB/cD+K42ELLJ82eDpMff4LVpZsQ5+Qg57E/Mk8chba7JwBA290ThsNGIb5/L0UehlJF7zsu+Xfao6dIfRiIJs/Ow9yrGRL+uV7MnnmqrfeGkUd13G83pNDtWiZG8Dj6G9KevMDLhevlFreqCdn7/rHpCY+eIv5BID4NOg87r6aI+OdGofs4D+wOl6G94ff5N0jwfw7L+rXRZM0cpIVFIWjXIQiEeZ2Prw+fx5M1eUP/4u8HwKZlQ9SYOFgtf8iyHeXjTb52THr0FIkPAtE16DxsvJoiuoh2FAgFiL/9CI/nrgYAJN57AlPP6nCZOLhAQiDQ1kbTfWshEAhw7+0wGHXz7nsTcvg8Hrz93sTeD0Cllg3hPnFwkQkBFRRT2Hnm6T8wa9cMiRdKPs+Uht3I/ojec6TEe+CIypPKDhkqjIWFBRITCw7tiI+Ph6WlZbH7zpkzB4mJiVKvqVbm5RRpKaSnQ/QyFDkP7iFl3myIc3Og339gkcVFr14iccRgRDdyR1yHlkgY3BfQ1kbu65cAAJ1GTSCwtILl+auwfvAM1g+eQauKA4xmzoXlWT8FHZRyZQS/QnZ0HPTdnEos67Z2Pix7tseDTsOR9abgPCBaxkbwPLEVucmpeNz/C4hzcsojZJWUEvwaGdFxMKlWtcgyjZbPxKOlvyFk7wkkPHqKoN2H8Xj1TtSZMwEAkBkTD1F2NhIeS8/WkPjkBYycKpdr/KqC7SgfacGvkRkdB6Ni2jEjPBrJH7RR8pMgGHzQRnnJwBoYVq2Mq51Hq2XvAABkxMQjNzsb8R+0SfyTFzAp5nuTFhEDAzvp3gADOyukRZR+/Ly6y3x7njEo5vtYFqatGsOwlhsit6nOfPSKIoBYJV+aqkL1ENSqVQuRkZGIj4+Xuo8gICAAtWrVKnZfPT096OnpSa3LVNJwocIIBEIIdHVLLpieDlF6OgSmptBt1RapK5cCADKOHETW9atSRc0270TmkYPIOKgZ4xJ1q9hB28ocWeHRxZZzWzsfVn0740HH/yEz342H72iZGMHz5DaIMrPwuO9EjbtqY1jFDnpW5kgvph21DfUhFkn/4RTn5kLw9v+UKDsbMbcewrSm9NS+pjWckRr6Rv5BqyC2o3zoV7GDrpU5Moppx9ird2H8QRsZ13BGWr42epcMGFevCr/2w5EVl1BeISudKDsb0bcewvyDNjGv4YzkYr43kdfvoUrH5ni4dqdknUPnloi8fq+8Qq1wdKtUenuekc90tXajByD5zkOkPqig90GS2qhQCUGXLl0gFAqxf/9+jB2bN1tMfHw8zpw5g3nz5ik5unwMDaHl9P7qgVYVR2jVqg1xYiJECfEwmvAlMv85B1FMdN6Qoc+HQWhXCZmn33eVm23bjcxzZ5Dx5y4AgE6rtoAAyA0OgpaTM4y/nYPc4BfIOJh3VUGcmIDcxATpOHJyIIqJRm5IULkfcnkQGhlKXYXRc3GAUb3ayIlLQHZcIqrOn4yYA6eRFREDAzcnOPt8i/TnoYg/875HpM6ZnYg5dBbhG3YDANzWe8N2SG88/nQScpNTofP2alhuYjJEGZl5ycCp7dAy0Efg8BnQMjWGlqkxACA7Ok5uY0YVSdvIECbV3veaGLs4wKJeLWTFJSIzLhH1vCcjdP9ppEfEwMTNEY1++hbJz0MRdvp9O3Y+twMvD55F4C9/AABeHb2AOnMnIvVlWN5Qlwa14T59FJ5v2y/Zx3/5VrTduxpRl28h4sJNVO7WBg692+OM13DFHbwcsR3lQ8vIEMb52tHQxQFmb9sxKy4Rtb0n483+08iMiIGRmyM8fvoWqc9DEZWvHVud24Hwg2cR9LYdn6/eiXbX9qDGnAl4s+8kLJrWhfP4gfhv/HwAeclAM991MGvojuu9JkCgpQW9t//3s+ISIc7OVmALyIe2kSHM8rWjqYsDrOrVQmZcIlJehePe8q3ovHc1wi/fwpsLN+HYrQ2q9m6PI/m+N+13LkPqm0j8+90qAMDDtbvwyaXfUXf6KLw8fgnVBveATWNPXHrbjgCgZ2EGYyd7GFW2BQBJ0pEWEVPg/oOK4MPzjP4H5xmneVMQe/A0siKioe/qBJelM5HxPBTxZ65I9vE8vROxh9+fZ4qrMzPfjFZaJsaw7t8NwTOXKuBIiYpXoRICBwcHjB07Ft9++y20tLRQpUoVLFmyBGZmZpgwYYKyw5PQ8agD851/SZaNZ+clKxkHfZG8cC60XNxgurY/hBYWECUkIOfRAyQMGyg1M5CWY1UI8/WCCE1MYPT1txBWqgRRYiKyzpxC6toVgBoPZTFp7Im653dLlt1W5k0pGLnzAJ5/6Q2jOjVhO6wftM1NkBUWhfizVxHqvQbirPcnd31XR+hYv2/HypOGAgDq/vOH1HsFjp6FqF0HYdzQA6bN6gMAmjyVfsjPv27tkVkBr8paNfZE14u/S5abrM5rx+c7DuDmpAWwqFsDriP6QtfcBOlhUQg7cxX35q2FKF87mrg5Qj9fO/475UfU/2Eqmm3whr6tFdLDovB00148WPR+PvRXh87h5sQF8JwzHk3WfY+kwGBc6v8Voq7eUcBRyx/bUT4sGnuiTb52rPu2HUN3HMC9SQtgWrcGnEb0hc7bdow6cxVPPmhHIzdH6OZrx4TbD3Gz32S4+0xHrflfIi34NR5+vQSv396cbVDFDvZvZ9jpeF962mc/r2GIufRvuR1vebFt7IlP8rVjy7ftGLjjAC6MmoOQQ+dweeICNJwzHq3WfY+EwGCc6f8VIvJ9b0yc7KUuckRe/w/nP5+Bpj9+jWZLpiPxWQhO9/1S8gwCAHD+pAPa73j/A7bz3jUAgNsL1uP2wp/L63DLjUkjT9Q5//584LpiLgAgctcBvPhyfoHzTMK5K2/PM+97jvVdnaBjZVGqOp+NmSVZbz2oJyAQIPqvo+V2fKpMk2f0UUUq/aTiQ4cOoV+/fggODoazszOAvNmC5s6di99//x3Jyclo1aoV1q9fX+KQocKU15OKNU15PalY05TXk4qJZFFeTyrWNOX1pGJNU15PKtY0qvSk4vumrsoOoVD1kirmqIqPpdIJQXljQiAfTAjkgwkBqRImBPLBhEA+mBDIBxOCkmlqQlChhgwRERERUcXHIUOqpUJNO0pERERERPLFhICIiIiISINxyBARERERKZRQoLG3sKok9hAQEREREWkw9hAQERERkULxpmLVwh4CIiIiIiINxoSAiIiIiEiDccgQERERESkURwypFvYQEBERERFpMCYEREREREQajEOGiIiIiEihBHwOgUphDwERERERkQZjQkBEREREpME4ZIiIiIiIFIoPJlMt7CEgIiIiItJgTAiIiIiIiDQYhwwRERERkUIJOWRIpbCHgIiIiIhIgzEhICIiIiLSYBwyREREREQKxQeTqRb2EBARERERaTAmBEREREREGoxDhoiIiIhIoTjJkGphDwERERERkQZjQkBEREREpME4ZIiIiIiIFErAMUMqhT0EREREREQajAkBEREREZEG45AhIiIiIlIoPphMtbCHgIiIiIhIgzEhICIiIiLSYBwyREREREQKJeQsQyqFPQRERERERBqMCQERERERkQbjkCEiIiIiUig+mEy1sIeAiIiIiEiDMSEgIiIiItJgHDJERERERArFIUOqhT0EREREREQajAkBEREREZEG0+ghQzlpucoOQS08zNVVdghqwULZAagJY2UHoCailR2AmtDok6wcOVhlKjsEkjMBxMoOgfJhDwERERERkQZjQkBEREREpMHYm0lERERECsVZhlQLewiIiIiIiDQYEwIiIiIiIg3GIUNEREREpFACIccMqRL2EBARERERaTAmBEREREREGoxDhoiIiIhIoQS8JK1S+HEQEREREWkwJgRERERERBqMQ4aIiIiISKH4YDLVwh4CIiIiIiINxoSAiIiIiEiDccgQERERESkWH0ymUthDQERERESkwZgQEBERERFpMA4ZIiIiIiKF4oPJVAs/DiIiIiIiDcaEgIiIiIhIgzEhICIiIiKFEggEKvkqq+fPn2PixImoX78+tLW14enpWWz5Q4cOQSAQlFhO0XgPARERERGRDPz9/XH8+HE0a9YMIpEIIpGoyLLp6emYNm0a7OzsFBhh6bCHgIiIiIgUSiBUzVdZ9e7dG69evYKvry8aNmxYbFkfHx84OTmhW7duMrZa+WFCQEREREQkA6GwdD+lX7x4gZUrV2LdunXlHJFsmBAQEREREZWjqVOnYvjw4ahXr56yQykU7yEgIiIiIsWS4QZeRcjMzERmZqbUOj09Pejp6clc59GjR3Ht2jU8ffr0Y8MrN+whICIiIiJC3jh/MzMzqZePj4/M9WVkZODrr7/GwoULYW1tLcdI5Ys9BEREREREAObMmYPp06dLrfuY3oE1a9ZAKBRiyJAhSEhIAABkZWVBJBIhISEBhoaG0NXV/ZiQ5YIJAREREREplCwz+ijCxw4P+lBAQACeP38OGxubAtssLCywceNGTJw4UW7vJysmBERERERE5WD27NkYOXKk1LqlS5ciMDAQ27dvR40aNZQT2AeYEBARERERySAtLQ0nTpwAAISGhiIpKQm+vr4AgHbt2qFWrVqoVauW1D47duzA69ev4eXlpehwi8SEgIiIiIgUSiBUzVmGyioqKgoDBgyQWvdu+cKFCyr1o784TAiIiIiIiGTg7OwMsVhcpn127NhRPsF8BBW9pYOIiIiIiBSBPQREREREpFAq+lwyjcUeAiIiIiIiDcaEgIiIiIhIg3HIEBEREREplKo+mExT8eMgIiIiItJgTAiIiIiIiDSYyicEq1evhpOTE7S0tNC3b1/88MMP6Ny5M8zNzSEQCHD79m1lh0hEREREZSEUqOZLQ6l0QvDs2TN88803GDp0KPz8/PDTTz9h06ZNyMrKQqdOnZQdHhERERFRhafSCUFgYCDEYjHGjRuHli1bokaNGnj58iUuXbqEyZMnKzu8Iuk2bQqLLdtge/MW7ENeQq9LlyLLmi5eAvuQlzAcPeaj67QPeVnoy2j8hI8+JmWwb9MYPY5sxIg3fvhCHAiXPh0LlLGo5YruhzdiTMJtjEv5D5/96wtjR/ti63X7rBuGPDmJ8ekPMOjBETh1byu1XdvIEG3Wz8PwV5cwPu0+Bvsfh8eEwXI9NkWyadMYbY9sRJ83fhgiDkSVD9qx2XYfDBEHSr28Tm4pts7ewecL7DNEHIhGP88HABhVrVLo9iHiQDh+1q3cjrU8WbZpjCZHNqLzGz/0Fgei0gftWH+7D3qLA6VezUpoxxrekwvs0/7JySLLNzuxudD3rkjs2jRGpyMbMfiNH0aLA+H0wbG02e6D0eJAqVeXEtpR29gIzVZ/h4Eh/2B42n30vLoH1o3rFFm+5caFGC0OhPvUEXI5JmWo1KYxuhzZiCFv/DBWHIiqH7Rj2+0+GCsOlHp1LaEddYyN0Hz1dxgU8g9Gpt1H70LaUZZ6VZle86aw3bUNDvduwTniJQy7FX2+tlq2BM4RL2E6rvjztcmI/6HyP6fh9MwfTs/8UenYQRh08JIqo2VjA+v1a+D44DacggJgf+Y4DHt2l8chEclEZWcZGjlyJHbu3AkAcHNzAwBs374dI0eOVGJUpSMwNET2k8dI+3svLDdtLrKcXteu0G3QALkREXKpM7JJI+n6vbxgtmw5Mk4W/QNDlekYGSLmfiCebNuP7gd/KbDd1NUR/a78iSdb9+OW9zpkJaXA0qM6cjMyi6yzUosG6LxnJW7MWYXQYxdQ/fPe6H7oF/zd8FPE+T8DALRaNRsOHZrj3P++RXLIGzh2aYW2G7yRGhaFkKP/lNvxlhdtI0PE3w9E0Lb9aFNIOwJA2MnLuDlqjmQ5NzOr2DrPNPkMAi0tybKZZ3V0OLcDr/4+BQBIexWOg5VaSe3jNn4Qan87BuEnL8t6KEqlbWSIpPuBeLVtP5oU0Y5RJy/jXr52FJXQjgCQ9OgpbnQaJVkW5+QWWs716xEQi8VljFr16BgZIu5+IJ5t24+ORbTj65OX4VeG72PrLT/CwrM6Lg2bibSwKFT73yfodm47Drj3QFpYlFTZqn07waZ5PaS+ifz4g1EibSNDxN4PROC2/ehcRDu+OnkZl8vQjm0Kacce57bD94N2LGu9qkxoaIgs/8dI2bMXttuLPl8bdu8KvUYNkBNe8vk6JywC8YuXIjsoGBAIYDzwM9ju2IKwzj2QHfgUAGC9fjWEZqaIHDEGoth4GH3aBza/bUB4117IeuQvt+NTZXwwmWpR2YRg3rx5cHd3x6xZs3DgwAHY29tLEgNVl3nxIjIvXiy2jNDODmYLFiFu+DBYbN8ulzpF0dFSy/qduyDr+nXkvnpZYv2q6OWpy3h5qugfj80WT0Poicu4Pmu5ZF1S0Kti66w7dThenvLDvRVbAQD/zl8Lh84tUWfy/3BpkjcAoFLLBgjYeQhhl/4FADzevA/uEwbBtmndCpkQhJ+6jPBi2hHI++GaERlT6jozY+Kllt1nj0fy81BEvW0zsUhUoD7Hfp3wct9J5KSmlfp9VEnUqcuIKkU7ZpahHYG8BKCkfUzr1YLrN6Ph17g/ukRcLVP9qub1qct4XUI75mZmIb2U7ailrwfn/l1wrs8XiPTLu6fsv4U/w7F3e9Sa9DnuzlsjKWtY2RbN18/D6a5j0Pn4JpmPQRWUVzue7fMFIt62492FP8Opd3vUnvQ57uRrx7LUq+rS/7mI9H8uFltGq5IdLBcvQuSQYbDbXfL5Ov3sOanlhKXLYTJiGPQaNpAkBHpNGiF21lxk/XcfAJC4Zj1Mx4+Fbt06GpMQkGpR2SFDbm5uqFGjBgCgQYMGaN68OWxsbJQclZwIBDBfvQYpv21CzrOn5fIWQmtr6LXvgLS9f5VL/UonEKBqTy8kPA1Br1NbMDLyGvrf2FfosKL87FrUx+tz16XWvTp9BXYt6kuWI679B5dPOsCosi0AoLJXM5jXcMGrM1fkfhiqwtarKfpFXkPPgFNovGEBdC3NS72vUEcHzv/7BEHb9hdZxqKhBywauCNoq68colVdVl5N0SXyGtoHnEKdDQugU4p2NKpeFZ3f+KHDi3NosHsFDD4Y8qZloI+Gf67Ewy8XlTnZqKgqeTXFkMhr6B9wCi02LIBeMe0o0NaGUFu7QM9gbnom7Fo3zFdQgLa/L8fD5VuR8Ph5OUWuWuy9mmJo5DV8FnAKrUpoR2ER7ZiTnolK+duxjPVWeAIBrH9eg8QNmyQ/5stEKIRRn94QGhog885dyerMW3fy1pubAQIBjPr0hkBfDxnXrhdTGVH5UdkeAnnLzMxEZqb0H7pMsRh6SuizMpr0BZCTi7Tt28rtPQz6fwZxaioyTp8qt/dQJgNbK+iaGKHh7HG4+f0aXJ+1Ak7d2qDbgZ9xuP1whF2+Veh+hpWskfbBj6q0yFgYVrKWLPtN+QFev/2AEW/8kJudDYjEuDjue4T7qeeMVuGn/PD6wFmkBL+GsZsj6i2ZDq+Tm3G2xSCIRaIS96/StxN0zE0QvONgkWXcxnyGxMfPEXP9P3mGrlKiTvkh/MBZpAW/hpGbI2otmY5mJzfjSotBQBHtmHDzAe6NnIOUwGDo29ughveXaOn3By569kZuSioAwGP1HMRd+w+RR84r8nCU5vUpP4S8/T6auDmi0ZLp6HJyM44V8X3MSUlF5LW7qD/vCyQ8CUJGZAxch/SCTYv6SH7+vne07qxxEOfk4PG6XYo8HKV5147Jwa9h6uaIxkumo+vJzThaRDtmv23HBm/bMT0yBm5DesG2RX0k5WvHstZb0ZlNzjtfJ28p2/lap1ZN2B8/BIGeHsSpqYgaPR7ZT59JtkeP/wI2m36BU8BDiLOzIU5PR9SoccgJCZX3IagsgQbP6KOKNCYh8PHxwcKFC6XWTTczxQxzM4XGoe1ZB0ajRiGmZ89yfR/DgQORfuggkFn0ePqKTCDM69wKPnweD9bk3WsSez8AlVo2hMfEwUUmBKVRd8ow2DWvj+O9JyIlNAz2bRujzS959xC8Pq9+V29e7j0h+Xfio6dIeBCIT4LOw9arKSL/uVHi/m5j+iP85GWkh0cVul1LXw9VP+8F/x82yC1mVRSWrx2THz1F0oNAdAw6D2uvpogpoh3zD0FKfhiI+Jv30Sn0AioP7I5X23xh17sDrDo0x+UG/co9flURnK8d4x89RfyDQAwIOo9KXk0RXkQ7Xh42E623LcGQMD+IcnIQe/cxgvYch3UjDwCAVUMPuE8djsMNP1XIMaiCoA/aMe5BIAYFnYe9V1OEFdGOF4fNRNttS/D523aM+aAdZa23otKtWwem40YhrHPZz9fZL4IQ1rEbhKamMOzVA9brViGi30BJUmA+6xsIzUwR8dkQ5MbFwbB7V9j+tgHhfT5DdkCgvA+FqEQqO2RI3ubMmYPExESp1xQzU4XHodu0KYRW1rC9dh2Vngeh0vMgaDs4wnTu97C5Ip+xwTpNmkLbrZr6DhcCkBETj9zsbMQ/fiG1Pv7JCxg7VS5yv7SIGBjaWUutM7SzQlpEXq+Blr4emi2ZhmvTfRB67AJiHwbi0S9/4PneE6g/o/iZJdRFavBrZETHwbha1RLLGjpVhl2nlnixpeihQI6fdYOWoT6Cdx2SY5SqLy34NTKj42BUinZ8JycxGalPQ2BUzQkAYN2hOYzcnNAt4RZ6ZvujZ3be2OLG+9ejxQXNuNKdHPwa6dFxMC2mHZODXuGk1zDsMqqPvY5eONpsAIQ62kh+e0+RXZvGMLC1wqCXFzAy2x8js/1h4uyApitnYUCwZvS8lLYdj3sNww6j+tjj6IUjb9uxuHuzSlNvRaXfrCmE1tZwuHMdVV8HoerrIGg7OsJiwfdwuFXC+To7Gzkhoch68BAJS5Yhy/8JTMeOBgBoV60K0zGjEDPtW2RcuYrsx0+QuHINMu8/hOmoijvzFVVsGtNDoKenBz09Pal1qUoYLpR+YD+yrvhJrbPctRvpBw8g7e99cnkPw0GDkPXgAXKePJFLfapIlJ2N6FsPYV7TRWq9eQ1nJIe+KXK/yOv34NCxOR6s3SlZ59i5JSKv3wMACHW0oaWrC7FIejYXcW6uxnRvGlSxg56VOTLCo0ss6zrqU2RGxSLs+MWiy4zpjzdH/ilwI7K6069iB91StuM7WkaGMHRzRObvefs8X/obXm75W6qM16Nj8J/mg4ijF+Qar6oyrGIHfStzpJWiHXPS0pGTlg5dc1NU6doat2fmTTjw4vfDCDt3Taps19Nb8eL3w3i6/UC5xK1qPqYd/525vMiyZam3oknx3Y90P+nztd2e3Uj1PYDkv8p4vhYKINDTBQAIDPTz1n04xCo3FxBqzHVaCDTnUCuECpcQXLp0CdHR0fD3z7tS9s8//yAkJATOzs5o3LixkqPLIzA0hJazs2RZ29ERue7uECUkQBQWhpyEBKny4pxs5EZHIzcoSLLO8o89yDh9Cmm7dpaqTsl7GxtDv0dPJC/+sVyOTZG0jQxh9vZKKQCYuDjAql4tZMYlIuVVOP5bvhVd9q5G2OVbeHPhJpy6tYFz7/Y45DVcsk/HncuQ+iYSN75bBQB4sHYX+lz6HfWmj0Lo8UuoPrgHbBp74uL4vPnzs5NT8ebiTbRY/i1y0jOQHBqGyu2aoObwvrg6faliG0BOtI0MYZyvHY1dHGBerxay4hKRFZcIT+/JeLX/NDIiYmDs5oj6P32L5OehCD/9/kTY/twOvD54Fs9++eN9xQIBXEd9iuCdhyDOLXyqTGM3J9i2bYJLPcaX2/EpipaRoeTKPQAYujjAtF4tZL9txxrekxG+/zQyI2Jg5OaI2j99i9TnoYjO147Nz+1AxMGzCHnbju7LZyLy6AWkhYZBv7Itai6cAnGuCG/2HAMAZEbGFHojcfrLMKSHvC7nIy4f2kaGMP3g/7Xl2//XmXGJaOA9GSH7TyM9IgYmbo5o8tO3SHoeijf52rHbuR0IPXgWT962Y5UurQGBAImBwTCt5oQmy2ciMSBI8mM/My4BmXEJUnGIsrORFhGDpKfB5X/Q5aCkdmzoPRnBb9vR1M0RTd+24+t87dj9bTs+zteOAoEACYHBMKvmhKYftKO2kWGp6q1IBIaG0HFxlixrOzlC18MduQkJyH0TBlF8gvQOOdnIjYpGzov352u7v/cg7eQpJG/LO1+bfzcL6f9cQO6bMAiMjGD0aV/ot2yByMHDAADZz18gOygYVj/5IG7RjxDFJcCwexfot2uDqGGjQKQMFS4h8Pb2xqVLlyTLs2bNAgCMGDECO3bsUFJU0nTq1oVVvqsHpvPyprNM8/0biTO+KVUdWlWdILS0LHOd+r0/gUAgQPqRwx91DKrAtrEn+l78XbLcevV3AICAHQfwz6g5CD50DpcmLkDDOePRZt33SAgMxqn+XyHi6h3JPsZO9lI3ukVc/w/nPp+Bpj9+jeZLpiPhWQhO9v1S8gwCADgzeDqa+0xHpz9WQN/SDMmhYbg5dzX8f92jgKOWP8vGnuiYrx0bvm3HoB0HcHvSApjXrQGXEX2hY26C9LAoRJy5iofz1kKUlS3Zx9jNEXrWFlL1VurUEkZVqxQ7u5Dr6P5Iex2BcDWYocm8sSda5mtHj7ft+GrHATyYtACmdWvA8W07ZoRFIfrMVQR80I5Gbo7QzdeO+g6V0HDPKuhYmSMrOg5xV+7gSvOByFLj3hTrxp7oka8dm71tx2c7DuDapAWwqFsD1Ub0ha65CdLCohB25irufNCOJm6O0M/XjrpmJmjkMx1GDpWQGZeAkP1ncGfuaohzchR3YApm09gTPfO1Y/O37fh0xwFcnbQAlnVroHq+dnxTSDuaFtKOTfK1Y/D+M7idrx3Fubmlqrci0atfF5UOvD+3Wi7KO7em7P0bMVNLd77WcXaCVr7ztZa1FWzWr4aWrS1EycnIehyAyMHDkHH5bdKUk4PIoSNgMXc27HZtg8DICDnBIYj5ajrSz2tGzx+pHoFYHZ50I6NwZ6eSC1GJDoYaKDsEtWBRchEqBWNlB6Am1G8AiHKo37w7ytHJLl3ZIagF5wjVeS5RUrPqyg6hUKY3n5VcSA1xBBcRERERkQZjQkBEREREpMEq3D0ERERERFTB8ZK0SuHHQURERESkwZgQEBERERFpMA4ZIiIiIiKFUsKzYakY7CEgIiIiItJgTAiIiIiIiDQYhwwRERERkUIJhBwzpErYQ0BEREREpMGYEBARERERaTAOGSIiIiIihRLwkrRK4cdBRERERKTBmBAQEREREWkwDhkiIiIiIsXik8lUCnsIiIiIiIg0GBMCIiIiIiINxiFDRERERKRQnGVItfDjICIiIiLSYEwIiIiIiIg0GIcMEREREZFCCYScZUiVsIeAiIiIiEiDMSEgIiIiItJgHDJERERERArF55KpFvYQEBERERFpMPYQEBEREZFC8aZi1cIeAiIiIiIiDcaEgIiIiIhIg3HIEBEREREpFkcMqRT2EBARERERaTAmBEREREREGoxDhoiIiIhIoQS8JK1S+HEQEREREWkwJgRERERERBqMQ4aIiIiISKH4YDLVwh4CIiIiIiINxoSAiIiIiEiDccgQERERESmUgCOGVAp7CIiIiIiINBgTAiIiIiIiDcYhQ0RERESkUJxlSLWwh4CIiIiISINpdg8Bs1O5qKrsANREjrIDUBN3lR2AmvBUdgBqwlZLrOwQ1EJCqmb/XCEqb/wfRkRERESKxTEqKoUfBxERERGRBmNCQERERESkwThkiIiIiIgUi/dxqhT2EBARERERaTAmBEREREREGoxDhoiIiIhIsXhJWqXw4yAiIiIi0mBMCIiIiIiINBiHDBERERGRYnGWIZXCHgIiIiIiIg3GhICIiIiISAbPnz/HxIkTUb9+fWhra8PT07NAmRkzZsDDwwMmJiYwNTVFkyZN8Ndffykh2qJxyBARERERKZaaXJL29/fH8ePH0axZM4hEIohEogJlUlJSMG7cONSqVQsCgQC+vr4YMmQIRCIRPv/881K/V2pqKv788088e/YMsbGxEIvFUtsFAgG2bt0q03EIxB/WpkHCXasqOwS1cDdYX9khqIUcZQegJu4pOwA1UfAaF8nCVktjT7FyZWLAv5DyUD85SNkhSOQOrqPsEAql9dfDMpUXiUQQCvOym5EjR+L27dt49OhRifu1atUKRkZGOHPmTKne599//0WvXr0QExNTZBmBQIDc3NzSBf4BNcnPiIiIiIgU610yUFZWVlbIysoqdfnp06cjKysL+/btQ0xMjKQ3Iv9L1mQA4JAhIiIiIlI0FZ1lKDMzE5mZmVLr9PT0oKen91H1isVi5ObmIiUlBUePHsWZM2ewe/fuUu9/584dfPfdd/jss88+Ko6isIeAiIiIiAiAj48PzMzMpF4+Pj4fXe/58+eho6MDCwsLjB49GmvXri3Tj3tTU1NYWVl9dBxFYQ8BERERERGAOXPmYPr06VLrPrZ3AACaNWuGW7duITExEadOncKUKVOgra2NMWPGlGr/Tz/9FKdPn8YXX3zx0bEUhgkBERERESmWig4ZksfwoMKYmJigcePGAICOHTsiJycH06dPx8iRI6GlpVXi/suWLUPXrl0xZcoUfP3113B1dYVAIL825JAhIiIiIiIFatSoEZKSkhAdHV2q8ubm5vj333+xYcMG1KhRA9ra2tDS0pJ6aWvLfp2fPQRERERERAp05coVmJqawtraulTlhw8fLtcegQ8xISAiIiIixVKTMSppaWk4ceIEACA0NBRJSUnw9fUFALRr1w7h4eGYNWsWBgwYAGdnZ6SkpODYsWPYsmULfHx8Sn1Vf8eOHeV1CACYEBARERERySQqKgoDBgyQWvdu+cKFC6hduzbMzc2xaNEiREREwMzMDLVq1cLBgwfRp08fZYRcKCYEREREREQycHZ2hlhc/BPJ9+zZI7f3u3DhAg4ePIigoLynTru6uqJfv35o3779R9XLhICIiIiIFEtFZxlSVSKRCCNGjMCff/4JsVgseUKySCTCL7/8gqFDh2Lnzp0y32egJiO4iIiIiIjU08qVK/HHH3/gs88+w71795Ceno709HTcu3cPAwcOxB9//IFVq1bJXL9AXFI/hxoLd62q7BDUwt1gfWWHoBZylB2Amrin7ADUhKeyA1ATtloae4qVKxMD/oWUh/rJQcoOQSJ3ZH1lh1AorR33lB1CoTw8PODo6IhTp04Vur1bt2549eoV/P39ZaqfPQREREREpFhCFX2pqKCgIPTu3bvI7b1795bcVyALFT50IiIiIiIyMjJCZGRkkdsjIiJgZGQkc/1MCIiIiIiIVFibNm3w888/Fzok6PHjx/jll1/Qtm1bmevnLENEREREpFicZahMFi1ahObNm6NBgwbo06cP3N3dAQD+/v44evQodHV1sXDhQpnrZ0JARERERKTC6tSpg0uXLmHq1KnYv38/9u/fL9nWsmVLrF27FnXq1JG5fiYEREREREQqrnHjxrh69Sqio6MRHBwMAHBxcYGNjc1H182EgIiIiIgUiyOGZGZjYyOXJCA/3lRMRERERKTB2ENARERERKRChEIhhEIh0tLSoKurC6FQCIGg+G4VgUCAnBzZHuLHhICIiIiIFIuzDBVr+PDhEAgE0NLSklouL0wIiIiIiIhUyI4dO4pdljfeQ0BEREREpMGYEBARERGRYgkFqvlSUbGxsXjy5InUuuDgYEyZMgVDhw7F6dOnP6p+lU8IVq9eDScnJ2hpaaF79+6YPHky3N3dYWhoCBcXF0yaNAkxMTHKDpOIiIiIqFxMnToVI0aMkCynpKSgTZs2+OWXX7Bnzx707NkTly9flrl+lU4Inj17hm+++QZDhw6Fn58funfvDj8/P0yYMAEnTpzAggULcOLECbRp0waZmZnKDpeIiIiISkOooi8Vdf36dfTo0UOyvHfvXoSFheHEiRMICwtD7dq18dNPP8lcvwofOhAYGAixWIxx48ahZcuWGDp0KO7du4epU6fCy8sLI0aMwJ49exAQEIBjx44pO1wJ3SZNYbF5K2yv/wv7oFDode5SZFnTHxfDPigUhqNGf1yd2towmTUb1idPw+7RE9he/xdmK1ZBaGsrj0NSCss2jdH4yEZ0fOOHnuJA2PXpKLW97nYf9BQHSr2anNxSbJ3VvScX2Kfdk5NSZRzHDUTzC7vQJfEOeooDoW1mIvdjUySrNo3R7MhGdH3jhz7iQFT6oB0bbPdBH3Gg1Kt5Ce1Y03tygX06fNCOenbWaLjrJ3QNv4KeKf+h3Z0DsP+06P8Lqs6pTWMMPrIR09/4wVsciJoftCMAWNdyxeDDGzEr4TbmpPyHsf/6wtTRvlT1ewzqAW9xIAYd/EWu9aoa6zaN0fLIRvR444f+4kBU/qAdG233QX9xoNSrVQnfRwDQr2yLJr8vR6+YG+ibdh+dHhyBeSPPQss22LgQ/cWBqDZ1RKHbKwLTNo3hfuhXNH3phzY5T2H1SSep7TW2LkWbnKdSL4/jxbejw6wJqH99P1rE30WzsOuovX8DDGq4SJUR6OnCbZ03mkfeRMuE/1B733ro2FrJ/fgUxahVE7js2wyPp9dRPzkIZr06F1nWYc2PqJ8cBJsvRhVfqVCISt9PQ+2Hl1A36jFq378Au5mT32/X1ob9olmoeeMk6kQ8gsfT63DatALalSru+ZrKX2RkJBwdHSXLJ0+eROPGjdGtWzdUqlQJI0eOxH///Sdz/So7y9DIkSOxc+dOAICbmxsAYPv27Rg5cqRUuQYNGgAAwsLCFBpfcQSGhsh+8gRpf++D5a+/FVlOr0tX6NZvgNyIiI+uU2BgAB0PT6SsX4fsJ08gNDOD6XxvWGzeitg+vT/qeJRFy8gQSfcD8WrbfjQu5EcSAESdvIwHo+ZIlnMzs0qsN/nRU9zs9P4PuignV/p9DQ0QfcoP0af8UGvpDBmjVx1aRoZIvB+Il9v2o2kR7Rh58jL+y9eOolK0Y9Kjp7iWrx3FH7Rjw13LoGNuipufTEJWTDwcPu+NJvvW4FLj/ki89+TD6lSerpEhIu8H4t62/YX+aLdwdcSoK3/iv637cdF7HTKTUmDjUR05GSX3XppVrYIuK2Yh9PItudarirSMDJFwPxAh2/ajRRHfx4iTl3G7DN9HHXNTeF3dg+gLN3G1+zhkRsfDuHpVZMcnFihbuW8nWDavh/Q3kR93IEqmZWSI1AcBiNy+H+77C2/HuFOX8XTMbMmyuIR2NGvbBGEbdyPl9kMItLXh/ON0eJ7chjt1ekCUlg4AcFv5HSx6eOHJ4KnITUyG27r5qO37Mx60HSK/g1MgoaEh0h8+Qdzvf8Plz1+LLGfWuwuMmtRHVljJ52vb6RNhPXYoXk74FhlPnsKgQV04bVyG3KRkxPy6E0JDAxjW80DksvVIf/QEWuZmqLJsPlz3bsbTdn3keXikRnR0dJCeni5ZvnTpktRvYnNzc8TGxspcv8omBPPmzYO7uztmzZqFAwcOwN7eXpIY5HflyhUAQO3atRUdYpEyL11E5qWLxZYR2tnBzHsh4kYOg8XW7R9dpzg5GXHD/ydZzgWQtGA+rA8dhbByZYhUKGEqrehTlxF9qvjxcKLMLGRGlu0eElFObrH7hKzNS0Qt2zUtU72qKurUZUSVQzuKS2hHy5YNcH/SQiTceggAeLp4I9ymjYBZI48KmRA8P3UZz4tpxw6Lp+HZics4N2u5ZF180KsS6xUIhfj0jxW46L0eTm0aQd/cVC71qqrIU5cRKefvY81Z45D+KgJ3Rn8nWZcW8rpAOf3Ktqi3fh6udB2DVsc3lT5oFRR/6jLiS9GO2WVoR/+eY6WWn46eheYRN2HcyANJfrehZWoMu9GfIfB/3yDxwo28MmPmoLH/KZg0q4fkm/fLfiBKlnz2EpLPXiq2jI69Haos90ZQ35Fw9d1aYp1GzRoi8fg5JJ2+AADIevkGyQN6w7BRPQCAKCkZL/oMl9rn9YwFqHnpEHQcKiP7dcU7X8tEhW/gVUU1atTA/v378eWXX+Lo0aOIi4tDx47ve1hfvXoFS0tLmetX2SFDbm5uqFGjBoC8XoDmzZvDxsZGqkxGRgZmzJiBBg0aSDWKyhMIYL5yDVI2b0LOs2fl9zYmJhCLRBAnJZXbeyiblVdTdIq8hnYBp+C5YQF0LM1L3MeoelV0fOOH9i/Oof7uFdCvoEMv5Mnaqym6RV5Dx4BTqFuGduz6xg+dXpxDw90rYPBBO8Zd+w9VBnWHjoUZIBCgyqAeEOrrIfbiv+V0FEokEKB6Ty/EPQ3B0FNbMCPyGsbc2FfosKIPtZv/JVKjYvHfNl+51luRWXs1Rc/Ia+gScAoNNiyAbgnfR/tPOiD+9iM027cWPSOvoePdg3AeO0C6kECAJr8vx7PlW5H8+Hn5Ba9CzNs1RbOw62jkfwrVfl4A7VL8v85P6+1wyZy4vJ4W40aeEOrqIv78NUmZ9MAgZIS+gUnzBnKLW6UIBHDavBJRazcjI6B05+vUm3dh0q4l9KrlDbfS96wFoxaNi008tEzzzte5iep7vqaP8+WXX+LSpUuwsLDAZ599BldXV6nfvn5+fqhTp47M9atsD0FpTJw4EcHBwbh27VqJT2/LzMwscONxplgMvXJ86ltRjCZOAnJzkLaj5J4BmenqwXTmHGQcPQJxSkr5vY8SRZ/yQ8SBs0gPfg1DN0fUXDIdTU9uxtUWgwCRqNB9Em4+wP2Rc5AaGAw9exvU8P4SLfz+wGXP3shNSVXwEaiGqFN+CD9wFqnBr2Hk5gj3JdPR4uRmXC6mHeNvPsB/I+cg5W071vL+Eq39/sAFz97IeduOtwZ+jSZ7V6NH3L8QZWcjNy0D//abjNQXLxV5eAphZGsFPRMjtJo9Dhe+X4Nzs1agWrc2GHTgZ+xsP7zQoUAA4NiqERqM+Qy/1u8r13orsshTfgh7+300dnOEx5LpaHVyMy4U8300cnWE66QheLZqOwKW/ArLJnVQf933EGVl4+WuQwDyehHEOTl4vm6XAo9GeeJP+yHm4BlkhLyGgatT3vCf41twr9XAIttRikAA11VzkXj1DtL8834I69pZQ5SZhdzEZKmi2VGx0K1kXR6HoXS20ydCnJOLmI07Sr1P1MqN0DIxRq07Z4HcXEBLC+GLViJ+3+FCywv0dFF50UzE/30UomT1PF/Tx3v3pOJDhw7BzMwM3333HXR0dADkTUmakJCAL774Qub6K2xC8P333+OPP/7AsWPH4OlZ+I1j+fn4+GDhwoVS66abm2KGhXk5RVg4bU9PGI0chZjePcvxTbRh8fMvgECAxHlzy+99lCx87wnJv5MfPUXSg0B0CDoPK6+miP3nRqH75B+ClPwwEAk376ND6AVUHtgdrwq7QqsB3hTSjp2DzsPaqyliimhHqSFIDwMRf/M+urxtx5dv27H2D1OhY26Kqx1HICsmHvZ9O6HJvjXwazMUyY+elusxKZpAmNfZGnj4PG6syRtyFnk/AI4tG6LRxMGF/nDXNTZCv99/wtFx85AeGy+3eiu61/m+j0mPniLxQSC6BZ2HjVdTRBfxfRQIBYi//Qj+c1cDABLvPYGpZ3W4ThyMl7sOwbyhB6pNHY7zDT9VyDGoguh9xyX/Tnv0FKkPA9Hk2XmYezVDwj/XS9y/2npvGHlUx/12FfPeAHkwqO8Jm0kjEdi6bPfhmX/aExYDP0Ho6K+R8eQZDOrWRpVl85AdHon4Pw9IF9bWhvOunwGBAK+nzZNj9KpPoLJjVFTXsGHDMGzYsALrrayscOfOnY+qu0ImBOvXr8eSJUuwY8cOdO3atVT7zJkzB9OnT5daF1ev5ERC3nSbNIXQyhq2V97/QRZoa8P0u+9hNGo0otu2/rg30NaGxfpfoFWlCmKHDlHb3oHCpAe/RmZ0HIyqVS0yIfhQTmIyUp+GwLCaUzlHV3Gk5WvHohKCD+UkJiPlaQiM3rajoasjXKcMwz8ePSXDM5IeBMKqTWO4fDkUDyZ5l1v8ypAWE4/c7GxEP34htT7myQs4tm5U6D4Wbo6wcHHAkKMbJeveJQDzsv3xc81uSHwVUeZ61U3q2++jcbWqRSYE6eHRSPqgjZKfBKFK/7zzg3WbxtCztUL3lxck24Xa2qi7chaqfT0cp1zUewgWAGQEv0J2dBz03ZyAEhICt7XzYdmzPe63H4qsfDdfZ0XGQKinCy0zE6leAh1bK2RFqN/zgIxbNoG2jRU8nlyRrBNoa6Pyku9g88UoPPZsW+h+lX+cjahVm5CwP2/2w4zHgdB1rAK7byZJJwTa2nDetR66jlXwvNdQ9g6QUlW4hGDPnj2YOnUqfHx8MHz48JJ3eEtPTw96enpS61KVMFwo/eABZF29IrXOcsfvSD90AGl///1xlb9LBpxdEDd0MMQJCR9XXwWjX8UOulbmyAiPLvU+WkaGMHRzRObvpd9H3b1rx8wytqORmyNev21HLUMDAID4g6EJ4txcCNTwRjJRdjbCbj2EVU3pKRotazgjMfRNofvEBARhg2cvqXUdfvwauiZGODV1MRJfRchUr7oxKMX/69ird2HyQRsZ13BG2ts2evn7YUSduya1vfXprXj5+2GEbP/giq2a0q1iB20rc2SV8P/abe18WPXtjAcd/4fMD27MTrnzCKKsLJh3aIHYg2cAAAY1XKBftQqSb8g+3aGqivvrIJIvXJVa53poB+L/OoS43UWfr4WGBgX/9olEgDDfJfG3yYCemzOe9xyK3LgEeYZOaurly5fYtGkTnj17htjYWIjFYqntAoEA58+fl6nuCpUQXLp0CSNGjECHDh3Qrl073Ljx/mqRg4MDHBwclBjdewJDQ2hVdZYsazs6Ire2O0SJCRCFhSHngx/q4pxs5EZHIzc4SLLOcvefyDh9Gmm/7yxVndDWhsUvG6Hj4Ym4saMBoRaE1nk3YYsSE4Ds7PI63HKjZWQoueIMAIYuDjCtVwtZcYnIjktEde/JiNh/GpkRMTB0c0Ttn75F6vNQxJz2k+zT7NwORBw8i9Bf/gAA1F4+E5FHLyA9NAz6lW1RfeEUiHNFCNvz/jkWenbW0KtkLXlvkzo1kJucivSX4YVOY6jqimrH7LhEZMUloqb3ZITvP42MiBgYuTnC4207RuVrx5bndiD84FkEv21Hj+UzEXH0AtLetmOtt+34+m07pgQEIeVZCOptWgT/GcuQFZsA+76dYNO5FW70mqDYBpATHSNDWOZrRwsXB9jVq4X0uEQkvQrHteVb8dne1Xh5+RaCL9xEtW5tULN3e+zwen/hou/OZUh+E4nz361CbmYWov2lb1LMSMi7oTD/+tLUW5FoGRnC+IPvo9nb/9dZcYlw956MN/m+j3V++hYpz0MRme/72ObcDoQdPIsXb7+Pz1fvhNe1Pag5ZwJe7zsJy6Z14TJ+IO6Onw8AyIpLQNYHP7hE2dnIiIhBytPg8j/ociA0MoRBtaqSZT0XBxjVq42cuARkxyWi6vzJiDlwGlkRMTBwc4Kzz7dIfx6K+DPv27HOmZ2IOXQW4Rt2AwDc1nvDdkhvPP50EnKTU6Fjl3dfQG5iMkQZmchNSkHkNl+4rpiDnPhE5CalwG3tPCRdv1shZxgC8tpRz/V9O+pWdYRBndrIiU9E9uuwgj/Us3OQExmNzGfvvzduR3cj8ehpxPz2OwAg6eR52H37BbJfh+VNO1rPA7aTRyP297fDUrW14bL7FxjU80DQgLEQCIXQtn3b1vGJEFfA87VM1PDiUHk6efIk+vXrh6ysLBgbG8PKSr7P/6hQCcGFCxeQnZ2N8+fPF8iAvL29sWDBAuUE9gGdOnVhtWevZNn0+7yTUprv30icWbp57bWcnCC0tCh1nVp2laD/9mFlNidOSdUVO2QQsm6WbuiHKjFr7IkWF3+XLLuvzptS8NWOA3g0aQFM69aAw4i+0DE3QUZYFGLOXEXgvLUQZb3/Y2ro5ghd6/ftqO9QCQ32rIKOlTmyouMQf+UOrjUfiKyY92O4nSYORo0FUyTLLf3+BADcHzkbr3ceLLfjLS/mjT3ROl871nnbji93HMD9SQtgVrcGnPK1Y9SZqwj4oB2NCmnHxvnaMfbKHVzO147inBzc6DEe7ku/QbOjv0Lb2BCpz1/i7ojZiDop+6PVlalyY0+MzNeOXd+2470dB3B41BwEHDqHYxMXoPWc8ei27nvEBgZjX/+v8Orq+3GdZk72Ba4clqQ09VYkFo090S5fO9Z7244hOw7gv3zfR11zE6S//T76l/B9jL/9ENf7TYanz3TUnv8lUoNf4/7XS/Dqz6OKOzAFM2nsibrnd0uW3VbmtWPkzgN4/qU3jOrUhO2wftA2N0FWWBTiz15FqPcaiPO1o76rI3TytWPlSUMBAHX/+UPqvQJHz0LUrry/fS++WQJXkRi1962HUE8X8Weu4PnkBeV1mOXOsEEdVDu5R7JcZen3AIC4P3zxcuLMUtWh5+IEbav30z2+nrEQ9t9Ph8OqRdC2sUJ2eCRitu1B5NL1AADdynYw65n3ALRa109I1fW8+xCkXLn5UcdE6mnOnDmwtrbGoUOH0LhxY7nXLxB/2N9QCmPHjsW4cePQrFkzuQekSOH5rgqQ7O4G6ys7BLWQo+wA1MQ9ZQegJhR/h5V6stUq8ymWCmFiwL+Q8lA/OajkQgoimtZE2SEUSrhaNSdr0NfXx48//ogZM8rngaky3eO9Y8cOtGzZEp6enlizZs1HPRmNiIiIiDSMUEVfKsrGxga6urrlVr9Mh/769WssXrwY2dnZmD59OhwcHDB48GCcPXtW3vEREREREWm0YcOGYf/+/eVWv0xDhvK7fPkytm7div379yM9PR1OTk4YPXo0Ro4cCUdHR3nFWS44ZEg+OGRIPtghLh/3lB2AmuCQIfngkCH54JAh+VCpIUPfqOiQoZWqOWTo6dOnGDFiBGxtbTF16lS4uLhAS0urQDknJ9mmUf/ohOCd5ORk7NmzB1u3bsXt27chFArRuXNnjB8/Hn369CnxScLKwIRAPpgQyAdPd/JxT9kBqAkmBPLBhEA+mBDIh0olBN82VXYIhRIu/1fZIRRKKBRCIBBALBYX+5s6NzdXpvrlNstQRkYGkpKSkJSUBLFYDCMjI9y8eROnT5+Gh4cH9u7di9q1a8vr7YiIiIiINML8+fPL9eL6RyUEYrEYJ06cwNatW3H8+HFkZ2ejadOm2LJlCwYPHgxtbW3s3r0bs2bNwrhx43DlypWSKyUiIiIiIonynlpfpoTgxYsX2LZtG3bu3Inw8HCYmppi/PjxGD9+POrUqSNVdvTo0UhLSyu3aZKIiIiIqILhg8lUikwJQfXq1QEALVq0wOLFizFo0CDo6xc9jtzZ2Rn29vayRUhEREREpOGSk5OxevVqnDlzBpGRkdi1axdatGiBmJgYbNiwAQMHDkStWrVkqlumhOCrr77CuHHj4OHhUaryvXr1Qq9evWR5KyIiIiIijRYdHY3WrVsjKCgI1apVQ1BQENLT0wEA1tbW2LlzJxISErBq1SqZ6i/zcwhSUlKQlJSEx48fy/SGRERERKThlP0Asgr2YLLvv/8eERERuHnzJvz8/PDhJKF9+vTB+fPnZa6/zIdubGyMv/76C0lJSTK/KRERERERlc6xY8fwxRdfoGHDhoXONuTq6opXr17JXL9MuZC7uztCQkJkflMiIiIiIiqdmJgYVKtWrcjtQqEQGRkZMtcvU0Iwc+ZMbNy4EU+fPpX5jYmIiIhIQwkFqvlSUZUqVcKLFy+K3P7ff//J/JRiQMabigMCAuDo6Ig6deqgV69eqF69OgwNDaXKCAQCzJs3T+bAiIiIiIgI6NGjB7Zu3YopU6ZAV1dXatvNmzexa9cufP311zLXLxB/eFdCKQiFJXcsCAQCmR+frCjhrlWVHYJauBtc9JSzVHo5yg5ATdxTdgBqwlPZAagJW60yn2KpECYG/AspD/WTg5QdgoRobnNlh1Ao4eIbyg6hUBEREWjUqBFyc3PxySefYOvWrfjf//6HrKwsHDhwAJUrV8adO3dgaWkpU/0y9RAEBwfL9GZERERERKo8o48qqlSpEm7cuIHJkydj27ZtEIvF+P333yEQCNCjRw9s3LhR5mQAkDEhqFqVV9aJiIiIiBTF0dERhw8fRlJSEgIDAyEWi1GtWrWPSgTekSkhyC82NlbSY+Di4gIrK6uPDoqIiIiIiAoyNTVFkyZN5FqnzAnB/fv38dVXX+HKlStS69u0aYN169ahbt26Hx0cEREREakhFZ7RR5WlpaUhJCQEsbGxBR5OBgBt27aVqV6ZEoJHjx6hdevWyMjIQJ8+feDh4QEA8Pf3x9GjR9GmTRtcu3ZNsp6IiIiIiGSTmpqKadOmYdeuXcjOzi6wXSwWf9SEPjIlBPPnz4eOjg6uXr1aoCfg0aNHaNu2LebPn4/9+/fLFBQREREREeWZOHEi/vjjD/Tr1w9t2rSBhYWFXOuXKSG4fPkyvvzyy0KHBXl6euKLL77Ar7/++tHBEREREZEa4ixDZXL48GGMGTMGmzdvLpf6Zfo4UlNTUalSpSK329vbIzU1VeagiIiIiIgoj46OjtxvJM5PpoTA1dUVx44dK3L7sWPH4OrqKnNQRERERESUp0OHDrh582a51S9TQjB8+HCcPn0an3/+Ofz9/ZGbm4vc3Fw8evQIQ4cOxZkzZzBy5Eg5h0pEREREakEoUM2Xilq5ciXOnz+PtWvXFnpT8ccSiAubs6gEubm5+Pzzz/H3339DIBBAKMzLK0QiEcRiMQYOHIg///xTsl5VhbvyAWvycDdYX9khqIUcZQegJu4pOwA14ansANSErVaZT7FUCBMD/oWUh/rJQcoOQUL0Q0tlh1Ao4bxryg6hSH/++SeGDx8OoVAIe3t7aGlpSW0XCAR48eKFTHXLdFOxlpYW9u7di7Fjx+LQoUOSB5O5urqib9++6NSpk0zBEBERERGRtB07dmDMmDHQ1dVFzZo1VWOWoXc6d+6Mzp07yysWIiIiItIEqj2IROUsXrwY9evXx+nTp2FtbS33+mW+qfjIkSNFbudNxURERERE8vHmzRuMGTOmXJIBQMaEICQkBCkpKUVuT01NRWhoqMxBERERERFRnpo1ayIuLq7c6i+XDpvIyEgYGhqWR9VEREREVNEpezahCjbL0HfffYcNGzbg9evX5VJ/qe8huHz5Mi5evChZPnDgAJ4/f16gXFxcHP766y/Ur19fHvEREREREWm0J0+eoEqVKqhduzb69esHFxeXQmcZmjdvnkz1l3ra0YULF2LhwoWSNyxut2rVquHPP/9E48aNZQpKUTjtqHxw2lH54KR68nFP2QGoCU47Kh+cdlQ+OO2ofKjUtKM+rZQdQqGEc64qO4RClWYqf4FAgNzcXJnqL3UPwddff42RI0dCLBbD1dUVa9asQZ8+fQoEYmxsDEtLS5mCISIiIiINoMLDc1TRuyn+y0upEwIzMzOYmZkBAC5cuAB3d3fY2NiUW2BERERERARUrVq+o1pkuqm4Tp06CA8PL3L7gwcPEB8fL3NQRERERESkGDI9mGzmzJm4e/cu7t69W+j2UaNGoUmTJvj1118/KjgiIiIiUkN8MFmxFi1aBIFAgLlz50IoFGLRokUl7qOQm4rzc3Nzw//+9z/JTcYfWrhwIX7//fdCZyFSJbypWD54U7F88JY5+bin7ADUBG8qlg/eVCwfvKlYPlTqpuLlrZUdQqGE315RdggA8m4iFggESE9Ph66ururcVJxfWFgYnJycitzu4OCAsLAwmQIiIiIiItJk724i1tXVlVouLzIlBEZGRsU+iTg0NBR6enoyB0VEREREaoyzDBXrw5uIVfKm4mbNmmHnzp1ITk4usC05ORm7du1C06ZNPzo4IiIiIiIqXzL1EMyYMQOdOnVCy5Yt4e3tLXkq8b1797Bw4UK8fv0aW7ZskWecREREREQaoTQ3EX9I4TcVA8CmTZswdepUZGdnS63X0dHBmjVrMHHiRJkCUijRdWVHoBbEQceVHYJ6ELD7VC50jZUdgXoQ8SZOuUiOVnYEakFgX1fZIagHq9HKjkBCtLqNskMolHCan7JDAFD4k4kFb38nfPjTXSAQQCwWK/6mYgCYMGECevXqhX379klmE6pRowY+++wzVKlSRdZqiYiIiIg02oc3EaekpGD48OHQ1tbGtGnT4O7uDgDw9/fH6tWrIRKJsGvXLpnfT+YeArXAHgK5YA+BnLCHQD7YQyAf7CGQD/YQyAV7CORElXoI1rRVdgiFEn59WdkhFOqrr77C7du3cfnyZWhrS1/Pz87ORtu2bdGkSROsW7dOpvo/6rEQqampOHfuHP744w9ERkZ+TFVERERERBXK8+fPMXHiRNSvXx/a2trw9JR+iktSUhIWLFiApk2bwtzcHHZ2dujduzcePnxYpvfZt28fBg8eXCAZAPKG6w8ePBh///23zMchc0KwceNGVKlSBV26dMHw4cPh7+8PAIiKioK+vj42b94sc1BERERERKrO398fx48fR7Vq1STDePJ7+fIlNm3ahC5dumDfvn3YvHkzEhMT0bx5czx58qTU75OUlITExMQityckJBS7vSQyJQT79+/Hl19+ifbt22PLli1SNzfY2tqiW7duOHTokMxBEREREZEaE6joq4x69+6NV69ewdfXFw0bNiyw3cXFBS9evMCPP/6ILl264JNPPsGJEyegr6+PDRs2lPp9GjRogJ9//hkvXrwosO358+f45ZdfCn3/0pLppuLly5ejffv2OHjwIGJjYzF27Fip7Y0bN2YPARERERGptcJmA8rPyMiowDpjY2NUq1YNYWFhpX6fZcuWoXPnzvDw8EDfvn1Rs2ZNAEBAQAAOHz4MgUCApUuXli34fGRKCB4+fIhly5YVud3e3h5RUVEyB0VEREREpGiZmZnIzMyUWqenpwc9PT25vUdCQgIePXqEzp07l3qf1q1b4+LFi5g2bRr27dsnta158+ZYtWoVmjdvLnNMMg0Z0tLSgkgkKnJ7WFhYoRkREREREREEApV8+fj4wMzMTOrl4+Mj10OfOXMmBAJBmZ/Z1axZM1y7dg2RkZG4fv06rl+/joiICFy7du2jkgFAxh6CevXq4fTp0/jqq68KbBOJRPj777/RpEmTjwqMiIiIiEiR5syZg+nTp0utk2fvwPbt27F582bs2LEDDg4OMtVhY2MDGxsbucUEyNhDMHnyZJw8eRLz5s1DXFwcgLxEIDAwEAMGDIC/v3+hyQIRERERkarS09ODqamp1EteCcHJkycxfvx4zJs3DyNGjJBLnfIiUw/BoEGD8PDhQyxevFjSjdKtWzeIxWKIxWIsWLAA3bt3l2ugRERERKQmNOxZnDdu3MBnn32GESNGYNGiRcoOpwCZEgIA+PHHH/Hpp5/ijz/+QEBAAMRiMapXr45hw4ahcePG8oyRiIiIiKhCevz4MXr27IkOHTrg119/VXY4hZI5IQCAhg0bftScp0REREREFVVaWhpOnDgBAAgNDUVSUhJ8fX0BAO3atYNYLEbXrl1hYGCAadOm4fbt25J9TU1NC32YmTJ8VEJARERERFRmAvUYMxQVFYUBAwZIrXu3fOHCBQDA69evAQAdO3aUKteuXTtcvHix/IMshVIlBIsWLYJAIMDcuXMhFApLPfZJW1sbtra26NixI1xcXD4qUCIiIiIiVeLs7AyxWFxsmZK2qwKBuBRRCoVCCAQCpKenQ1dXt8Snsn1IW1sbe/fuRb9+/WQOtFyIris7ArUgDjqu7BDUg5pcLVE6XWNlR6AeRDnKjkA9JEcrOwK1ILCvq+wQ1IPVaGVHICH62UvZIRRKOPmiskMolLe3N/bv349Hjx4Vur1u3boYOHAgvv/+e5nqL1UPQXBwMABAV1dXarkkubm5ePPmDWbNmoX58+erXkJARERERIon08T3muvgwYPFPtm4c+fO8PX1Ld+EoGrVqsUuF8fV1RWjR4/Gl19+WbbIiIiIiIgIwcHBqFWrVpHba9asiS1btshcv0Lys88//xxPnz5VxFsREREREamdhISEIrfFx8cjNzdX5ro/apah27dv4+bNm4iPj4dIJJLaJhAIMG/ePACAoaFhmXoViIiIiEiN8b65MvHw8MDhw4cxa9asAtvEYjGOHDlSbA9CSWRKCNLT0/Hpp5/izJkzEIvFEAgEkjuo3/07f0JARERERESyGTNmDCZMmICRI0di+fLlsLGxAQBER0dj5syZuHHjBn7++WeZ65dpyNCiRYtw5swZzJ07FxcuXIBYLMbOnTtx8uRJtGnTBk2aNMHjx49lDoqIiIiIiPKMGzcOn3/+OXbt2oVKlSrBwcEBDg4OqFSpEnbu3ImBAwdi0qRJMtcvU0Lg6+uLAQMGYNGiRfD09AQAVKlSBV27dsW5c+eQlZWFHTt2yBwUEREREakxgYq+VNju3bvx119/oVevXjAzM4OZmRk++eQT7Nu3D3v27PmoumUaMvTq1StMnz4dAKClpQUAyMrKyqtQWxtDhgzBxo0b4ePj81HBERERERFRnoEDB2LgwIFyr1emHgITExPk5ORI/i0UChEWFibZbmZmhoiICPlESERERERE5UamHgI3NzfJNKJaWlrw8PCAr68vRo8eDbFYjAMHDsDR0VGugRIRERGRmuAsQ8XatWsXAGDYsGEQCASS5ZIMHz5cpvcTiN9ND1QG33//PbZt24ZXr15BS0sLGzZswOTJk+Hi4gKBQIDg4GAsWbKk0KmRVIrourIjUAvioOPKDkE98I+jfOgaKzsC9SDKUXYE6iE5WtkRqAWBfV1lh6AerEYrOwIJ0aYOyg6hUMIJ/yg7BACAUCiEQCBAeno6dHV1JcvF/WwXCAQyP4tAph6C2bNnY9iwYZKgvvjiC2RkZGD37t3Q0tLCuHHjMHPmTJkCIiIiIiLSZBcuXAAA6OrqSi2XF5l6CNQGewjkgj0EcsIeAvlgD4F8sIdAPthDIBfsIZATVeoh+E1FewjGq0YPgaKV+abilJQUuLm5Yc2aNeUQDhERERERlVZmZuZH11HmhMDY2BixsbEwNuZVOCIiIiKi8nby5EksWLBAat2GDRtgamoKIyMjfP7558jOzpa5fpmmHW3evDlu374t85sSERERkQYTCFTzpaKWL1+OgIAAyfKTJ08wdepUVK5cGZ07d8bevXvxyy+/yFy/TAnB0qVLsW/fPmzfvr3Yu52JiIiIiOjjPHnyBI0bN5Ys7927FwYGBvj3339x8uRJDBo0CDt37pS5/lLPMvTy5UvY2NjAwMAA06dPh4WFBcaOHYuZM2fCzc0NhoaGUuUFAgHOnz8vc2BERERERATEx8fD2tpasnzu3Dl06NABpqamAAAvLy+cOHFC5vpLnRC4uLhg9+7dGDJkCIKCgiAQCODk5AQAiIyMlDkAIiIiItIwMo1R0VzW1tYIDQ0FACQnJ+PWrVtYsmSJZHt2drbMzyAAypAQiMViyfCgkJAQmd+QiIiIiIhKr0WLFvj111/h4eGBkydPIicnB927d5dsf/78Oezt7WWuX6YHkxERERERkWIsXLgQ7du3x8CBAwEAI0aMgLu7O4C8i/YHDx5E+/btZa6fCQERERERKZYKz+ijitzd3fHkyRNcvXoVZmZmaNu2rWRbQkICpk2bBi8vL5nrL1NC4Ofnh5yc0j+9cvjw4WUOiIiIiIiIpFlaWqJ3794F1ltYWGDq1KkfVbdAXMp5Q4VCIQSlzObEYjEEAsFH3dygEKLryo5ALYiDjis7BPXAqyXyocuHJsqFqPQXf6gYydHKjkAtCOzrKjsE9WA1WtkRSIi2dVJ2CIUSjj6n7BBKlJaWhtjY2EKn/n834U9ZlamHYPz48WjevLlMbyRPW7duxbJly/Dy5UvUrFkTixcvRq9evZQdFhERERGVBq+BlYlIJMJPP/2E9evXIyIioshysl6ML1NC0KZNG3z++ecyvZG8/PXXXxg3bhzmzp2LDh06YO/evejXrx/8/PxUIlkpTIeO3+BNWGyB9Z8P6QDv+YUPq9qx8zT2/HUB4eGxsLAwQdcujfHN9M+gp6cLAMjNFWH9zwdx5Oh1xMQkwtbWHP36tsYXkz4pdU9ORZSSlo11u/1x7tobxCZmoLarBeZOqI86NSwLLT971b84dD60wPpqTqY4trGrTHWqg5S0bKz7/dHbY85EbTdzzJ3QoPh2PBdSYH01J1Mc+7WbZDkyJg0rtj/A5dsRyMjMhZO9MZZMa6K2bZmSlo11O+7g3JVQxCZkoHY1K8z9ohnq1LIpcd+7jyIxbPoJVHexwKFNfQst89ue+1i19Q6Gf+qO775Qzb9v8pCSlo11O+/h3NWXb9vREnMnNUGdmtaFlr95PwIjvj1TYL3fXwNgY2kgWY6MScOKLXdw+dabvO9jZRMsmdESdWoUXm9Fcss/DlsPB8E/KAnR8Zn4eWZDdGpmJ9kuFoux/q9n+PvcaySlZaNhTQt4j/eAc2WjYuv942Qoth4ORkxCJmo5m+D7Me6oW91csj06PhPLdwXg2oMYpKbnwqWyESb0d0PXFpXK61AVKjdXhPVbr+DI6ceIiU2FrbUx+vX0xBcjWxZ7bv1j/13s9r2DN+FJsK9kikkjWqBvd0/J9n2H7+HQKX88C8rrMfKoWQnTJ7ZFXffK5X5MpB5mz56NFStWwMPDA/3794eVlZVc669wNxV7e3tj8ODB+OGHHwAA7du3x4MHD7Bo0aKPeiBDefL92xu5uSLJ8rNnbzBqzHJ069ak0PJHj13HylV/Y8niMWjQoBpCQiIxe84WCAQCzJk9BACwectx7PnrApb5jEW16lXw6FEI5ny3FSYmhhg+rLNCjksZ5q27jWehSVg2oylsLQ1w5EIoRs29hOMbu8HO2qBA+bkTGuCbke+7mnNFIvSZfBZdWzvIXKc6mLf2Np6FJmLZjGawtdLHkX9CMeq7Szj+a1fYWRsWKD93Qn18M7KOZDlXJEafL89ItWNichaGzPgHzeraYvOiNrA000NIWArMTHQVckzKMG/lFTwLicey2e1ga2WII+eeY9TMUzi+7VPYWRf9wyspJROzll1G8waVEZuQXmiZhwHR2Hs8EDVdLcorfJUxb/U1PAtJwLKZrWFrZYAj54MwatZZHN/Sp9Dv4zsnt/WFsaGOZNnKXF/y78TkTAyZdhLN6lXC5sWd8r6Pb5JhZqxXrseiKOmZuajlbIr+HR0w5af/CmzfcigIv58IxdIpdeFga4C1fz3D2B9u4fjaNtDT1Sq0zhNXw7F0xxMsmOCJetXNsPNYKMb+cAsn17eFlVleu81afx/JqTnYMLsRLEx0cexKGKat+g++y1rC3dWsXI9ZETbvvok9B+9h2fc9Uc3VGo+ehGPOkpMwMdLD8IGNC93nzwP/YeXGS/hxdjfUqW2PB4/D8P2y0zA10UeH1tUAADf/e4WenWqjYZ1O0NXVxpbdNzD66304/scY2NmYKPIQqYLavXs3unXrVm6/dVXqsRBeXl4Fhv7cu3cPAoEAFy9eRFBQEJ4+fSqZcumdwYMH4/z588jMzFRkuKVmaWkKGxtzyevCxXtwcrJF0ya1Ci3/33/P0bBhdfTu1QIOVWzQupUnevVshgcPg6TKdOzQAF5e9eFQxQbdujZB61YeUmXUTUZmLs5cfYMZo+qiiacNqlY2xpShHnCyN8aeEy8K3cfESAc2lvqS16Nn8UhKycKnnZ1lrrOiy8jMwZmrrzFjdF00qWODqpVNMOV/nnCqbIw9x4tqR13YWBpIXo+evmtHF0mZLb4BsLcxhM/0pqhb0woOlYzRumElONmr55j+jMwcnPELwYxxTdCkbiVUrWKKKSMawqmKKfYcCSh23wVrrqFXB1fUdy+8JyE1PRszfC7hh2mtYKomP2CLkteOLzFjbCM0qWuX147D68Opsgn2HA0sdl8rc32p76VQ+P4K7pZ9j2BvYwSfGa1Qt5Y1HOxN0LpxZThVVo8fX20b2uDrz2ugc7OCV+bFYjF2HQvFxM/c0LGpHWo6m2LZlLqIis/EuX+LfpDojqPBGNDJEf07OKCaowkWTvCAvp4W9p9/LSlzLzAB/+teFXWrm8OxkiEmfVYNJoY68A9KKpfjVLT/Hr5BxzbV4NXKDQ72ZujWoRZaN3XGg8fhRe5z5NQjDOpbHz061YZjFXP07OyOQZ/Uw+bdNyRlVi7ojaH9G6J2DTu4OVvhxzndIRKJcf12wR5sjSEQqOZLRcXHx6NPnz7lVr9KJQQlCQjIO8nWqiX9Q7p27drIyspCcHCwMsIqk6ysHBw5eh39P21TZPdjgwbV4O8fggcP8n7cv3oVhUuXH6Bd27pSZW7ceIzg4LxxZAEBL3Hn7jO0bVOn0DrVQU6uCLkiMfR0pb+2+npauPM4plR1+J4JRov6dqhiayS3OiuanFzx22OWvkqor1uWdgzKa0e791fB/7kRBs/qFpi65BpaDjmMfpPPYN8p9UyqgBLa8VHRP7r2n3qKV+HJ+HJ4gyLLLFp3HV7NHNGyURW5xauqimxHPS3c8Y8qdt++k46izeC/MXrWWdz9oOw/11/Ds7oVpv5wCS0H7EO/SUex78RTucevil5HpiM6IRMt674fGmVipIO61c1wLzCh0H2yskXwf5EktY9QKECLuta49/T9PvVrmuPEtXAkJGdBJBLj+JUwZGWL0NRDPYYFNqhTBTduhyL4ZRwAIOBZFO7cf422LVyL3CcrO7fA91dPTxsPH4cjO6fw8dzpGdnIyRHBzFS/0O1EH6pTpw7Cw4tOTD9WqYcMiUSikguVs/j4eACAubm51HoLi7wu9bi4uCL3zczMLNCDoKeTJRmTryjnzt9FcnIa+vVrXWSZ3r1aID4+BZ//bzHEYiAnJxeDB7XHxAnvp5oaP64nUlLS0b3nHGhpCZGbK8K0r/vjk94tFXEYSmFsqIP6tayw4a8ncHU0hbW5Po5feol7AbGlugodGZsOv9sRWDGzmdzqrIiMDXVQv7YVNux5/PaY9XD80isZ2lF6TPuriBTsOZ6Ckf1qYMKg2nj4NA6Lf70HHW0t9OvkXE5HozzGhjqo726LDbvvwdXJHNYW+jh+IQj3nkQXeRU65HUiVm25jd1rekJbq/DrMccvBOHxs1j4big4tZw6ymtHG2z44wFcnczy/g9eCMG9JzFFtqONpQEWfNUcnjWskJWdC99TzzB8xmnsXdcDHtXzxtW+Ck/GnmOBGNnfHROGeOJhYCwWb7iV933s4qbIQ1S46IS8c52VufT5zdpMDzEJhfekxydnIVckLmQfXQS/SZEsr/mmAaatvIfmI89DW0sAfT0trJ/ZAFXti783oaIYP6w5UlIz0X3IZmgJhcgViTBtQlt80tWjyH1aN3OB79EH6NS2Bjxq2uFRQAR8jz5Ado4I8QnpsLUu+Hd1xYZLsLU2RsvGzuV4NKROvL29MWbMGIwZMwaOjo5yr7/C3UMgKx8fHyxcuFBqnff80VjgPVahcezffxlt29SBnW3R44Jv/vsEm347Cu95w1G3nitehkZhsc8f+GXDYXz5RV530cmT/+LosRtYuXwCqlWvgidPXsLH50/JzcXq6qcZTfHdmltoN/wYtIQCuFczR8+2TvB/Hl/ivofOh8DEWAcdm0tfdf2YOiuqn2Y0w3erb6HdsKNvj9kCPds5lq4dz71txxbSN8OJxYBHdQtMf3vPhrubBZ6FJuKvEy/UMiEAgJ9mt8V3K66g3eC/8tqxuhV6tneF/7OCPS25uSLMWHIJU0Y0hItD4WOtw6NSsOSXG9j2Uzfo6WrMn2f8NLM1vlt5De2G+L5tR0v09HKG/7PCL/K4OprB1fF9Gzb0sMXLsBTsPPAEP83K+/snFgMeNawwfXRDAIB7NSs8C0nAX8cD1T4hKE9r9zxDclo2tns3gYWpLs79G4lpK+9h94/NUbNqxR+OdfL8Exw98xgrF/RGNVcbPHkaCZ+15/NuLu5ReA/8F6NaIjo2FYPG/Q4xxLCyMELf7p7Y8sdNqWFs7/y26wZOnHuCXb8MgZ6e5vw//5AKj85RSXfu3EHVqlXh7u6Ofv36wcXFBVpa0j1TAoEA8+bNk6n+CvVNfNcTkJiYiEqV3o+bfNdzYGlZdJflnDlzMH36dKl1ejoFb8QqT2/exODadX+sXzel2HJr1x3EJ5+0xIAB7QAANWs4Ii09E/O9d2DSxN4QCoX4acU+jB/bAz17NpeUCQuLxabfjql1QuBkb4zdy9ojLSMHKWnZsLU0wLSl1+FYqfirU2KxGAfOhqBP+6rQ1ZG+MitrnRWZk70xdv/0wTH7XIdjpeJ7CPLaMRh9OlSFro70HyIbC31UczSVWufmaIozV9/IPX5V4VTZFLtX9UBaenZeO1oZYtoPF+BYqeAPo9T0bDx6GoMnz2Pxw/q8Z6CIxOK8H65dtmPrsq5ISctGbEIGPp14WLJfrkiM2w8j8MehJ3hwcgS0iuhZqMicKptg98qu0u24+BIcy9BLV7emldQQIxtLA1Rzkk683JzMcOaK+o/ZtjHPu+8kNiELthbvh6TEJGaitrNpoftYmOhCSyhAbEKW1PqYxCxYv63vZUQq/jgZiqOrW6O6U953vJazKe48jsefp0KxcIJngXormp9+uYjxw5qjZ2d3AEBNNxuERSRh064bRSYE+no68JnbA4tmdUVsXCpsrIyx9/B9GBnqwtJc+qb4rX/exG+7b2D72kGoVc223I+H1MeCBQsk/969e3ehZdQmIdDX10dWlvQfo3c/9oH39w4EBASgZs2akvUBAQHQ1dWFq2vRY/z09PSgp/fBzXkixQ4XOnDQD1aWpvBqV6/YchnpmRAKpE/6734EvHsGRUZ6JgTCgmXEolI9Z67CM9TXhqG+NhKTs3DlbiRmjCr+oTX/PoxGaFgK+ndxKbJMWetUB9LHHIEZo0vbjgX/rzVwt0bwm2SpdSFvklHZtuhZYtSFoYEODA10kJiciSu332DGuIKzkRgb6uLI5n5S6/YceYIb98Kxdn4HOFQyhkiMAmW+W+4HVyczjB1UVy2Tgfyk2zEMM8Y2KvW+AS/iYWv5/rvWwMMGwa+lb3QNeZ2EynbqORQwPwc7A9iY6+H6w1jUdslLAFLSsvHgWSKGdC38oUW6OkJ4uJni+sNYyfSlIpEYNx7EYGj3qgCA9My8ocMfXvUWCgVQgVHFcpGRkV3g/j4tLUGhD4D6kI62FirZ5rX3iXNP0L6Vm1Rbbd59E7/uvIatqweiTm17+QZOaq+875NVqYTAwcEBZ8+elTzpGADOnHk/17Srqytq1KiBv//+W+pO671796Jjx47Q1VXd6Q1FIhEOHLiCvn1bQVtb+srqzFm/wc7OAt9MHwAAaN++PrbvOA332k6oW88NL0MjsXbdAbT3qi/5QdC+fX38uukoKttb5g0ZevwS23ecRv9P2yj82BTJ704EIAZcHEwQGp6C5Vvvw9XBRDJr0ModDxEVm45l3zSV2m//mWDUq2mJGs4Fh2qUVKc6yjtmcd4xh6Vg+bYHb485L2Fauf1BXjvOaCa13/7TRbfjyH41MOSb8/h172N0b+OIB4Fx2HcyCIu+KnyqPnXgd+t13nfH0QyhYUlY/tstuDqa4dNuNQAAK7fcRlRMKpbNbgehUIAaLtJDBS3N9aGnqyW1/sMyBvraMDfVK7BenfjdfvP2/6ApQsOSsXzznbx27Jo3ZePKrXcRFZuGZTPzej93HngMh0rGqFbVHJlZufA99Rw37kdgq8/7J5+O/NQdQ74+iV/3PET3tlXxIDAG+048w6Kv1eN5DqnpOXgZkSZZfh2VhifBSTAz1kFlGwMM71UVv/o+h7O9IarYGmLdnqewtdBDp6bvn1UwcsG/6NTUDv/rkfeDf2RvF8xe/wCebqaoW90cO4+FID0zF592yJte2LWKEapWMoT3r48wc0QtmJvo4Ny/Ubj2IAa/zil98qbK2reuhl93XkNlO1NUc7XGk6eR2P7XLfTv+f5iycqNlxAZnYyf5ufNihj8Mg4PHoejnoc9kpIzsH3PLTwLisbSeT0l+/z2+w2s23IFKxf0RhV7M0TH5t2XYWigCyND1f3tUq44ZqhMqlatWq71q1RC8Nlnn2Hr1q2YMmUK+vbti2vXrsHX11eqzIIFCzB06FC4ubmhffv22Lt3L27evInLly8rKerSuXb9McLCY9H/07YFtoWHx0pdRZg0Me/hYmvWHUBkZDwsLU3Q3qs+pn3dX1Lm++//h7VrD2Dhot8RG5cEW1tzDBroJbnHQF2lpGVj1Y6HiIhJh7mJLjq3qoJpw+tARzsvUYqOS0dYdJrUPsmp2Thz7Q2+G19fpjrVUUpqNlbteJDvmB0wbYTn+3aMzyikHbNw5tprfDehfqF11qlhifXft8KqHQ+x4c/HcKhkhDkT6qN3+/L9I6ZMKalZWLX1DiJiUmFuoofObZwxbVSjfN/HNIRFpSo5StWXkpqNVdvuIiImLa8dWzth2qgG0v+v87Vjdo4Iy367g8iYNOjraaGmqwW2Le2M5vXfDyWtU9Ma673bY9W2u9iw+z4cKplgzqTG6N2x6J7kiuTRi0SM8P5Xsrx0R94sfH29qmDplLoY29cV6Rm5mP/rIySl5qBRLQtsntdEajaclxFpiE9+3yvfo5U94hKzsP6vZ4hOyERtF1Ns/r6JZMiQjrYQm+Y2xsrdgZjkcwdpGblwqmSIpZProl0j9Rj+8v20Tli72Q8LV5xBbHwabK2NMahPfXw5upWkTHRsCsIj3/c+iUQibN/zL4JfxkFbW4hmDatiz6b/wcH+/YWTvw7+h+zsXHw195DU+00e3QpTxqrvMF+qOATi0vSDKdDy5cuxfv16xMXFoUePHpgwYQI6deqECxcuwMvLCwCwdetWLF26FC9fvkTNmjWxZMmSAs8vKBXRdfkGr6HEQceVHYJ64NUS+dBV/yEhCiHKUXYE6iE5WtkRqAWBvfoP4VQIq9HKjkBCvKuLskMolGB4waegK8OiRYsgEAgwd+5cCIVCLFq0qMR9PuYeApVLCBSKCYFcMCGQEyYE8sGEQD6YEMgHEwK5YEIgJ6qUEPyuognBMNVICIRCIQQCAdLT06GrqwuhsORRCwKBALm5hT/7oiQqNWSIiIiIiEjTvbuJ+N39sRp1UzERERERkab78Cbi8r6pWH3vmiQiIiIi1SQUqOZLBaWkpEBLSws//PBDub0HEwIiIiIiIhVlbGwMc3Nz2NqW32xeTAiIiIiIiFRY+/btcenSpXKrnwkBERERESmWQEVfKmr58uW4cuUKvL29kZSUVPIOZcRpR+mjcdpROeG0o/LBaUflg9OOygenHZULTjsqJ6o07eifXZUdQqEEn59WdgiFcnV1RUpKCmJjYwEANjY2MDQ0lCojEAjw4sULmernLENEREREpFi8CFYmTk5OEJRjmzEhICIiIiJSYRcvXizX+nkPARERERGRCrt8+TKio4seghgTE4PLly/LXD8TAiIiIiJSLGXfPFzBbipu3749zp49W+T28+fPo3379jLXz4SAiIiIiEiFlTQHUG5uLoRC2X/WMyEgIiIiIlJxxd1UfO3aNVhbW8tcN28qJiIiIiLF4ixDJVq7di3Wrl0rWf76668xd+7cAuXi4+ORlJSE0aNln1aWCQERERERkYoxNzdH1apVAQAhISGwsrKCnZ2dVBmBQABPT080b94c06ZNk/m9mBAQEREREamYESNGYMSIEQAAFxcXLF26FJ988km5vBcTAiIiIiJSLI4YKpPg4OByrZ8JARERERFRBZGWlobY2NhCZx5ycnKSqU4mBEREREREKkwkEuGnn37C+vXrERERUWS53NxcmepnQkBEREREiiXkmKGymD17NlasWAEPDw/0798fVlZWcq2fCQERERERkQrbvXs3unXrhhMnTpRL/XwwGRERERGRCouPj0efPn3KrX72EBARERGRYnHEUJnUqVMH4eHh5VY/ewiIiIiIiFSYt7c3fv31V7x69apc6mcPARERERGRCrtz5w6qVq0Kd3d39OvXDy4uLtDS0pIqIxAIMG/ePJnqF4gLm8RUU4iuKzsCtSAOOq7sENSDgP2ncqFrrOwI1IMoR9kRqIfkaGVHoBYE9nWVHYJ6sBqt7AgkxAd6KjuEQgk+Vc3fNEJhyYN6BAIBpx0lIiIiIlJHfFIxEREREZEGq1q1arnWz4SAiIiIiBSLo2RVChMCIiIiIiIVs2rVqjKVFwgEmDZtmkzvxYSAiIiIiEjFzJgxo0zlmRAQERERUcXBmfVKdOHCBYW9FxMCIiIiIiIV065dO4W9F59UTERERESkwdhDQERERESKxRFDKoU9BEREREREMnj+/DkmTpyI+vXrQ1tbG56engXK7N27F/3794eDgwMEAgFWrFihhEiLx4SAiIiIiEgG/v7+OH78OKpVqwZ3d/dCy/j6+iIoKAi9evVScHSlxyFDRERERKRYQvUYM9S7d2/06dMHADBy5Ejcvn27QJm9e/dCKMy7Br9p0yaFxlda7CEgIiIiIpLBux/6H1tG2dhDQEREREQEIDMzE5mZmVLr9PT0oKenp6SIFEP1UxYiIiIiUi8CgUq+fHx8YGZmJvXy8fFRdmuVO83uIRDqKjsC9aClo+wI1IJA10TZIagFcUywskNQD4+fKTsC9eBeXdkRqAVx0E1lh6AWBFajlR2CypszZw6mT58utU7dewcATU8IiIiIiIje0oThQYVhQkBEREREiiVQj1mG1AXvISAiIiIi0mDsISAiIiIikkFaWhpOnDgBAAgNDUVSUhJ8fX0BAO3atYONjQ0eP36Mx48fS/Z5+PAhfH19YWRkhO7duysl7g8xISAiIiIixVKTIUNRUVEYMGCA1Lp3yxcuXICXlxf27duHhQsXSrbv2rULu3btQtWqVRESEqLIcIvEIUNERERERDJwdnaGWCwu9OXl5QUAWLBgQaHbVSUZAJgQEBERERFpNA4ZIiIiIiLFEvCatCrhp0FEREREpMGYEBARERERaTAOGSIiIiIixRKqxyxD6oI9BEREREREGowJARERERGRBuOQISIiIiJSLDV5MJm6YA8BEREREZEGY0JARERERKTBOGSIiIiIiBSLDyZTKfw0iIiIiIg0GBMCIiIiIiINxiFDRERERKRYnGVIpbCHgIiIiIhIg7GHgIiIiIgUS8geAlXCHgIiIiIiIg3GhICIiIiISINxyBARERERKRafQ6BS+GkQEREREWkwJgRERERERBqMQ4aIiIiISLH4HAKVwh4CIiIiIiINxoSAiIiIiEiDccgQERERESkWhwypFPYQEBERERFpMCYEREREREQajEOGiIiIiEix+GAylcJPg4iIiIhIgzEhICIiIiLSYBwyRERERESKJeQsQ6qEPQRERERERBqMCQERERERkQbjkCEiIiIiUiw+mEylVLgegr1796J///5wcHCAQCDAihUrlB0SEREREVGFVeESAl9fXwQFBaFXr17KDoWIiIiIqMKrcEOG9u7dC6EwL4/ZtGmTkqMpnQ4dvsKbNzEF1n/+eWd4e48qsH7YsB/w779PCqxv164+fvttJgBg/XpfHD9+HRERcdDR0YKHhwumTRuEevWqyf8AVEhKWjbW7XqAc9deITYhE7XdLDB3YiPUqWlV5D5ZWbn45c9HOPpPMKLjM2BjYYAvh3qif1c3AMCwb8/h1sOoAvu1a1IZm37wKq9DUaqUtCys3XYL566EIDYhHe7VrPHd5JaoW8u20PK3H4ZjxW83EfwqAekZOahsZ4LBvWpj5IC6kjJ/HvbHnqOP8SYiGQBQ3dkCXwxrhHbNnBRyTOXt1uM4bD0SAv/gZETHZ+LnGfXRqen79hKLxVi/7wX+Pv8aSak5aFjLHN5ja8PZ3kjmOgFg9i+PcOhSmNS61vWssGVuI/keoILcCknH1muJ8A/LQnRKLn4eZItOtd+30ZnHqfjrdhL8w7OQmC7CwQmVUdter9g6zzxOxSa/BLyMy0GOSIyqljoY1dIUfeqZSMrMPhiNQ/dTpPZr7WaALcMqyfcAFURZ38fUjBys/OMZzt+KQkJyNhxsDTCsuxMGd3Est2MtT7cCErD1+Ku8Y07Iws9fe6BTYxvJdrFYjPX7Q/D3hXAkpeWgYQ1TeI+qAedKhkXWuefcG+w5H4Y30RkAgGoORviyX1W0rff+PDV/ayCu+8cjKj4LhvpaaFDdFDMGu8K1ctGfj9rhg8lUikolBF5eXjA2NsaxY8ck6+7du4cGDRrgwoUL8PLykiQDFYmv74/IzRVJlp89e4VRo3zQrVuzQsuvXz8N2dk5kuWEhBT06TNbqryzsz3mzx8JR0dbZGRkY8eOExg92gdnz66GpaVp+R2Mks1bcxPPQhKx7NuWsLUywJHzwRg15x8c/60n7KwL/wP99ZIriE3IwI9fN4dTZWNEx6VDLH6/ff38NsjOfv/5JCRlou8XJ9G1jXr8kC3M9ysu4VlwPH6a0x621kY4cvYZRn17HCe2DYSdTcETkqG+Dv7X1xM1XS1hYKCDOw/D4b3aDwYG2hjUyx0AUMnGCDPGNkNVBzOIxWIcOvMUX847jYOb+qO6i6WiD1Hu0jNzUcvZBP07VMGUFfcLbN9yOAS/n3yJpV96wsHWAGv3PsfYxXdxfFVL6OlqyVTnO23qW2HJF56SZV3tivd38J30bDFq2emifwMTTNlbMBFPzxahkZM+unsYY97RghdSCmNmIMTEtuZwtdaBjpYAF5+m4btDMbA00kKbau//LrSpZoAlfawly7raFXcMs7K+j0t3BuLmozj8NKUOqtgY4OqDWCza8gS2lnro0LjwCwqqLD0zF7WcjNC/bSVMWetfYPuWY6/w+5nXWDqhNhxs9LHWNxhjlz3A8WVNimxHO0s9fDPo/+3dZ3hUxdvH8e9uek9IoYXeeweR3kFEQYqi2B4UUf+gdBBQBBUEURBUkCoCKkW6oCgdQZrSQXqHBNJ72X1exCwsCQgI2SX7+1zXvsg5sydz7pzszn1mzkxxiuTzwGyGpZsv8+anB/jxw5qUCs34fK1QzId29fKSP9CN6Lg0Jv94mu4f7+PXzx7BSdNxig3YVUKQW93cQP/66+UULpyX2rXLZVve39/b6udVq7bh7u5mlRC0a1fPqsyQId1YtGgDR4+epW7diuRGSclp/LLlHF+815BalTK+eHo9X5n1f1zgu5XHePulKlnes3nXRXbuD2Pt7Cfw98m4yxiazzq+mdsz/bTxDO7uTrRumDsTgqTkNH7ZdIovP2hFrSoFAOj1Uk3WbzvD/OUH6dO9dpb3lC8VRPlS1xtSofl8WLv5FLv2XbYkBE0fLWr1nj7da/Pd8kP8dTgsVyQEDasF07BacLb7zGYzc346Q8+nitOsVsa1+fH/KlLv1Y38ujOMtvXy3/Uxb+TqbCTY//Z3yR8WDUt50rDUre+uZt7VPx+ZesfHrFPMw+rnFx7xY+lfcew5m2yVELg6GQj2yR1fe7a6Hv/6O4r2jQpQp0LG//TTzUP5Ye059h2PfigTgoZVAq3u3N/IbDYzZ815ej5ZhGY1Mj7/Pu5ZjnpvbuXX3VdpWzdvtu9rWj3I6uc+XYrz/W8X2Xs8xpIQPN20gGV/aDC83bkYT76ziwvhSRTOa309i+SEh/c200MqJSWN5cu30LFjIwx3+IT94sUbaNv2ETw93W95zB9+WIePjydlyuTORixAWrqZdJM5y10Zd1dndh8Mz/Y967ZfoGKpPMxYeJiGzy2hVfcVfDxtD0nJadmWB1j08wkea1QET/fc0XC4WVq6Kds4urk5s+fA5Ts6xqFjV/nz4BVqV8m+YZGebmLVuuMkJKVSrXz2X5q5yfmwRMKjUni08vXEx8fThcol/fjr7+j/fPwdhyJ59JX1tH5rCyOmHSIyNuU/HzO3MpvNbDuZyKlrqdQsYv2ZueN0Eo+OPUPrSecZsfIqkQnpNqrlg/Ugr8eqpf1ZtzucKxFJmM1mth+I4PSlBOpVvvWwzYfV+fAkwqNTeLRigGWbj6czlUv48texmDs6RrrJzKptV0hITqdqqex77xOS0vlx02VCg93JF5g7Ev87YjDY58tB5c4WTzaSk5NJTk622ubmloKbm2uO1uPXX3cRG5tAhw6N7qj8vn3H+fvvc3z44atZ9q1fv4e+fSeRmJhCcLA/M2cOydXDhbw9XahaLogv5x+geGFfgvzdWbXhDH8duUrh/N7ZvufcpTh2HwzH1dWJye82IDI6mfcn7yIqJoXR/R7JUn7f0ascOx3Nh32yH86VG3h7ulKtfF6+/HYPxQsHEBTgwcp1x/nr0BUKF7j99dOwy1wiohNJTzfzvxdr0LmtdS/X0ZPXeOZ/S0lOScfTw4Uv3m9FyaIBtzha7hEeldFAD/Sz/jIP8nPlalRydm+5Yw2qBtKyTggFQzw4dzmRz747Ro+P9vD9h3U0tOAGsUkmGo0/S0q6GaPBwHttA6lX4vqd1gYlPWhZzpOCAS6ci0jls98i6TH3Mt+/UiDXxfFBXo/D/68cw6cepFHPTTg7GTAYYNRrFahV/uHvBbyZJY6+1u2EIF9XrkbfPik/ei6OriP2kJxqwtPdiclvV6RkQevhmPPXXuCT70+QkGyiWH4PZg6u8lAPB5SHm8MkBKNHj+b999+32vbee68yYsRrOVqPxYvX07BhFfLmvbNG0qJFGyhduhCVK2d9WLhOnfIsXTqayMhYFixYz9tvf87ChSMJDPS739W2G2MH1OWdz/6g0XNLcTIaKF8ygLaNinDweES25U1mc8b0tIMexccr40N9cA8Tb324mff+VxN3N+t/gUVrTlK6qD+VywRld7hcY+yQJrwzbiMNu8zNiGOpINo2LcHBv28/ZnvexCdISExl76Ewxk//gyIF/Hi82fVrs1ghf5ZO60RsfAo/bzzJoI/XM/ezJxwiKXhQbhzeUaawD2WKeNOi1xZ2HIygbqXcd1f2Xnm5GljSsyAJKSa2nUpizM8RhAY4W4YTta10/aZBmbyulMnrSovPz7PjdBJ1i2uIxp36dvVZ9h6L5suBVSkY7MHOw5GMnHGYkAA3Hs2FvQT3qlh+T5Z8WJPYxHR+3hHO4KlH+HZYVaukoF29vDxaKYDwqBRmrjrH25MO8t271W75bILIg2RXCYG7uzspKdZZd2Rk5H059pAhQ+jbt6/VNje3rA8QPUgXLoTz++8HmDSpzx2VT0hIYtWqbfTu3Snb/Z6e7hQpko8iRfJRtWopWrbsw6JFG3jttSfvZ7XtSuECPswd15yEpDTi4lMJCfSgz0dbKJQv+x6C4Dwe5A30sCQDACUK+2I2w+WrCRQteP2OeEJSGj9tPEPvFyo98POwtcIF/Zg7IaNxH5eQQkigF2+PXEuh/LfvIcjcX6Z4IFcjE5n0zS6rhMDVxYkiBTMS0oqlg9l/NJw5P+5nZN+GD+5k7ECwf8b1dS06mZCA63dlr0anUK6oz63edk8K5fUkwMeFM5cTlBDcwGg0UCTQBYBy+d04GZ7C11uiszxfkKlQHhcCPI2ciUjNdQnBg7oek1LSmfDdMSYNqErj6hnPGpQp4sOR07HMXHE61yUEljjGpFjHMSaFcoWz/87J5OpspMg/MxFVLObDgZMxzFlznpHdy1jK+Hg64+PpTNF8nlQp6Uud17awdtdVHn809w+zBCCX9cw97Oyqbyo0NJSjR49ivmEKmF9++eW+HNvNzQ1fX1+rV04PF/rxx40EBvrRuHG1Oyq/Zs0fpKSk8cQT9e+ovMlkJiXlzh/Ee5h5ujsTEuhBdGwKW3Zfomnd0GzLVS8fTFhEIvGJ1+Ny+kIsRqOBfDfNSrRm01lSUtNp17TYA627PfH0cCEk0Ivo2GS27DxPs3pF7vi9JrOZ1NTbj8E2mcyk/EuZ3CA0xINgf1e27b/eUxWXkMa+49FULX1/e+wuX0siKi7VqoEiWZnMkJJmvuX+y9FpRCWYCPHOfXdjH9T1mJZmJjXdnKUdZzQaMN061A+t0GB3gv1c2XYwyrItLiGNfSdibvk8wK1kXI+mWxcwg/nfyog8QHbVQ9CpUydmzJhBr169aN++Pb///juLFi2yKnPo0CEOHTpk+Xn//v0sWrQILy8v2rRpk9NVvmMmk4kff9xE+/YNcHa2/gIaOPBL8ubNQ79+z1htX7RoA82b1yAgwPqOTkJCElOmLKVp0xoEB/sTGRnLvHlruXIlktats46Lz00278qYj71YqC9nLsYybvqfFC/ky1MtiwMwfuZfhF1L4OMBjwLweJMifDX/AO+M306v5ysTGZPM2Ol/0rFl8SzDhRb/fILmj4YS4Jv7G1qbd57DbDZTrJA/Zy/EMHbqdooX9uep1hl3r8ZP+4MrV+MZO6QpAPOWHiB/iDfFC2cM/dm57xIzF+zl+Q7XZ7QaP+0PGtYuRP68PsQnpLDyt+Ps2HuRGR+3zfkTfADik9I4eznB8vP5sEQOn47Bz9uFAkEevPBYEab8eJKi+T0pGOLB598fJyTAjea1rs+88tLIXTSvHUK31oXv6JjxSWl8sfAELevkJcjfjXNXEhg3928K5/OkfpWHc1hbfLKJsxHXE/TzUWkcvpSMn4cTBfydiUpI51J0GmGxGYnkqWsZZYO8nSwzBA36MZwQXyf6Nc8Ytz51cxQVC7hROMCZlHQzG48lsnxfHO+1DbL8zi82RtGynCdB3k6ci0xj3NoICudxpn7JW894ZM9scT16ezpTq3wA4+b+jZurEwWD3dlxKJJlGy8y+MXrd74fJvFJaZy9kmj5+Xx4EofPxOLn5UKBIHdeaB3KlKVnKJrXg4Ih7ny+6BQh/m40r3H9/++lj/6iec0gurXMuDE1/oeTNKySh/yBbsQnpbPy9zB2HI5i+sCMdVvOhSXy0/Yw6lXKQx4fFy5HJDNtxVncXI00usWMRyIPml0lBK1bt2bs2LFMmjSJ2bNn89hjjzFlyhSaN29uKbNgwQKrZwHmzJnDnDlzKFKkCKdPn7ZBre/M778f4OLFq3Ts2DjLvkuXrmVZX+HkyYvs3n2UmTOHZCnv5GTk5MlLLFkygcjIWPz9valUqQTz5r1LqVLZ3ynPLeISUvl01l4uX03A39uVFvUL0eelKrj88yBWeEQiF8Ouf6F5ebgwc3QTPvhyN516r8Hfx43WDQvz9ouVrY578lwMuw+GM+OjJjl6PrYSG5/Cp9N2cPlqHP4+7rRsUIw+3Wvh8k+yGh6RwKWw64s4mUzw6fQdnL8ci5OTkcL5fen/ah2eaVfeUuZaVCKDxqwnLCIBHy9XyhQPZMbHbalXM3dckwdOxPDi+7ssP4+ZcxSA9o0KMObNirzyZFESk9N5d+ohYhLSqFHWn2nvVLcaD3z2SgKRMSl3fEwno4GjZ+NYuvEisfFpBOdxo17lQN56uiSuLnbVwXvHDlxM5sVvrs9mNebnjLvY7at4M6ZDMOuOJvDOsuvPsvRdlDGD2JuN/OnVJCMhvRidZjUZSGKKiZGrrnI5Jh13ZwPFglwY+1Qwj1XMGNbhZISjV1JY+lcssUkmgn2cqVfCg7eaBjy0axHY4noE+PTtynw6/xgDPt9PdFwqBYLdebtrSZ5p8XD+nx84GcuLH11fc2HMvBMAtG+QlzGvleOVxwtlxHHm0Yw4lvZj2sDK1nEMSyQy9nqSGxGTwqAphwmPSsHH05kyhbyYPrAy9SplJLCuLkZ2H41mzpqMReMC/VypWdaP796tTqBfzo5csCktTGZXDOYbx+c4nN22rkCuYD618t8Lyb8yuN7fseaOynz1lK2rkDscOmbrGuQO5UvZuga5Q4qm2r0fDLWm2roKFuYdPWxdhWwZan9t6yrYhNIzEREREREHZldDhkRERETEATjwImD2SD0EIiIiIiIOTAmBiIiIiIgD05AhEREREclZGjJkV9RDICIiIiLiwJQQiIiIiIg4MA0ZEhEREZGcpSFDdkU9BCIiIiIiDkwJgYiIiIiIA9OQIRERERHJWUbdk7Yn+muIiIiIiDgwJQQiIiIiIg5MQ4ZEREREJGdpliG7oh4CEREREREHpoRARERERMSBaciQiIiIiOQsDRmyK+ohEBERERFxYEoIREREREQcmIYMiYiIiEjOMuietD3RX0NERERExIEpIRARERERcWAaMiQiIiIiOcuoWYbsiXoIREREREQcmBICEREREREHpiFDIiIiIpKztDCZXVEPgYiIiIiIA1NCICIiIiI5y2C0z9ddOn78OD179qRq1ao4OztTsWLFbMvNmDGD0qVL4+7uTpUqVVi5cuV/jeB9pYRAREREROQeHDx4kFWrVlGyZEnKly+fbZnvv/+eV199laeffprVq1dTt25dOnTowPbt23O4trdmMJvNZltXwnZ227oCuYL5lH1luQ8rg6uPrauQK5ivnrJ1FXKHQ8dsXYPcoXwpW9cgd0hJsXUNcgVDram2roKF+VA/W1chW4by4++qvMlkwmjMuL/+0ksvsWvXLg4cOGBVpkyZMtSoUYP58+dbtj366KP4+/vz008//fdK3wfqIRARERGRnGUw2OfrLmUmA7dy8uRJ/v77b7p06WK1/ZlnnuG3334jOTn5rn/ng6BZhkREREREgOTk5CyNdDc3N9zc3O7peEeOHAGgbNmyVtvLlStHSkoKp06dyrLPFtRDICIiIiICjB49Gj8/P6vX6NGj7/l4kZGRAPj7+1ttDwgIACAiIuKej30/qYdARERERHKWna5DMGTIEPr27Wu17V57Bx4mSghERERERPhvw4Oyk9kTEB0dTb58+SzbM3sO8uTJc99+13+hIUMiIiIiIg9A5vMBmc8SZDpy5Aiurq4UL17cFtXKQgmBiIiIiOQso9E+X/dZ8eLFKV26NAsXLrTa/sMPP9CsWTNcXV3v+++8FxoyJCIiIiJyDxISEixrCZw5c4aYmBgWLVoEQKNGjQgODmbEiBE899xzlChRgiZNmvDDDz/wxx9/sGnTJltW3YoSAhERERGRexAWFkbnzp2ttmX+vH79eho3bkzXrl1JSEhgzJgxjBkzhjJlyrBkyRLq1q1riypnSwmBiIiIiOQw+5xl6G4VLVoUs9n8r+W6d+9O9+7dc6BG90bPEIiIiIiIODAlBCIiIiIiDsyxhwwlR9q6BrmDs4eta5A7uPnZuga5Q55QW9cgd3A5Yesa5AqmSVtsXYVc4dqWKFtXIVcIOfLvZXKMnS5M5qjUQyAiIiIi4sCUEIiIiIiIODDHHjIkIiIiIjnPoHvS9kR/DRERERERB6aEQERERETEgWnIkIiIiIjkMM0yZE/UQyAiIiIi4sCUEIiIiIiIODANGRIRERGRnKWFyeyKeghERERERByYEgIREREREQemIUMiIiIikrO0MJld0V9DRERERMSBKSEQEREREXFgGjIkIiIiIjlMswzZE/UQiIiIiIg4MCUEIiIiIiIOTEOGRERERCRnaWEyu6IeAhERERERB6aEQERERETEgWnIkIiIiIjkMN2Ttif6a4iIiIiIODAlBCIiIiIiDkxDhkREREQkZ2mWIbuiHgIREREREQemhEBERERExIFpyJCIiIiI5CwNGbIr6iEQEREREXFgSghERERERByYhgyJiIiISA7TkCF7oh4CEREREREHpoRARERERMSBaciQiIiIiOQsg+5J2xP9NUREREREHJgSAhERERERB6YhQyIiIiKSs7QwmV1RD4GIiIiIiANTQiAiIiIi4sA0ZEhEREREcpiGDNkT9RCIiIiIiDiwhyohiImJYcSIEdSuXRt/f3/y5s1Lu3bt2L9/v62rJiIiIiLyUHqoEoKzZ88ydepUWrZsyYIFC5g2bRrR0dE88sgjHD582NbVExEREZE7YTDa58tBPVTPEBQrVowTJ07g6elp2da0aVOKFCnCl19+yaRJk2xYu1tLTzcx6atVLF+5k6vXYggJ9qPDk4/wRo/WGG4x7VZYeDQff/IjBw6d5czZcJ5/tjFDB3W65e9YtXoXfQfNolmTynw58bUHdSo2F5eQwuez9/DrltNci0qiXMlAhr7xCJXKBv/re/ccuMLzfVdRqlgAS6d2sGz/bvlhvltxmAtX4gAoWcSfN5+vRsPahR7YedhSerqJSTO2svyXQ1y9Fk9IkDcdHqvIGy/VveX1CDBv8R7mLt7DhUsx5M/rw+sv1qV9m4pWZWJik/js682s3fg3UTFJFMznyzu9m9Lo0RIP+rRsIi4hlc9n7+bXLWduuB7r3MX1+NM/12N7q31XrsbzybRdbNpxnqTkNAoX8OWjAQ2oVCboAZ1Jztl5KpEZm6M4eDGZ8Nh0Jj+Xj+blvSz7fzkYx/c7Yjh4IZnoRBNL3gylXAG32x5zwc4Ylv0Zy7ErKQBUKOhGnxZ5qFzI3VJm0m8R/LQvjsvRabg4GahQ0I23W+Shyg1lHiqlqmNs/QIUKY/BP5j0yX3grw0Z+5ycMbR/A0Ol+hAcColxmA/9gXnx5xAdfutjGowYnuiJ4ZHHwC8QosIx/74C88pp2RfvNhRj406Yvh+H+df59/8cc4BLzdp4du+Bc4WKOIXkJerNHqT8ttay3+t/b+H2WDuc8uXHnJpK2sH9xE0YT9q+v255TIOXF169++LWvBXGwEDSDh8k9sORpB3YZykTcuRUtu+NGzuahJlf37fzE7lTdpUQNG7cGG9vb1auXGnZ9tdff1GtWjXWr19P48aNs7zH29ubkiVLcvHixRys6d2ZNvMXvluwmY8/eIGSJfJz4OAZhrw7Fx9vd154rkm270lJSSMgwJvXX23N7Lnrbnv88xeu8fH4JdSsnjsbXTcaPn4Lx05H8vHgRoQEerH81+O8PHA1q2Z2JG+Q1y3fFxOXzKCPN/JItQJci0q02pc32It+r9SiSEFfzMDSX47x5ru/8uOU9pQqGvCAzyjnTZv7B98t/YuPhz1GyWJBHDhymSEf/oSPtxsvdK6R7XvmL/mT8VM28cGgVlQql599hy8xbMwafH3caVq/JAApqem8/PYCAgM8mfjBk+QN9uHi5Wh8vR/SBtcdsL4ePf+5HtewauZTd3A9bsr2eoyOTabrW6uoUzU/00a3JI+fO6cvxODn4/qgTydHJKaYKJvflY41fOg1/0o2+83UKOJOm4reDF96m8brDXacSqRtZW+qFXbHzcXAtE1RdJ99iZW9C5HXL+NrrmiQC8PbBVEojwtJqWa+2RpF91mX+KVfYfJ4Od3Xc8wRbh6Yz/2NecsynN781HqfqzuGIuUwr5yG+dzf4OWL8ZkBGHpNwPTBc7c8pKHNSxgad8I08124eAKKVsD48oiMhOK376wLV2uCoXglzJFh9/3UcpLBw4O0I4dJXLwA/8lTs+xPO32KlFHvkX7uLAZ3dzxf7I7/jG+41rIJ5siIbI/pM2oMzqVKEzOoL6awK7g/0R7/Wd8S0bYlprCMa/5q/VpW73Ft2BifDz4m6ZfV9/8k7dTtbkBJzrOrhOBeREVFceDAAVq0aGHrqtzSn3tP0axJZRo3zLibGlowkFWrd7PvwJlbvie0YCDDBncGYPHSbbcsl55uov+Q2fR6oy279xwnJjbxlmUfdknJafyy+TRfjGxOrcr5Aej1YnXWbz/Ld8sP8/b/1bzle0dM2MrjTUtgNBr47XfruDetW9jq5z7/V5PvVxxm7+GwXJkQ/HngAs0alKTxP3ftQ/P7sWrtYfYdunTL9yxfc5Cnn6zCY83LAVCooD/7D19i2rw/LAnB4pX7iI5J4vupz+Hi7GQ5dm5lfT3mAzKvx3N8t/wIb/9f9skVwIgJv/N40+L/XI9nrfZN/34f+YO9GD2ggWVbaH6fB3MSNtCwjBcNy2QmS1kTgierZZzr+cjUOz7mJ13yWv38QYdgfjkYx7aTibT/53jtqljHcPBjQSzaHcvRy8nULeHJQ+fAVswHtma/LzEO06evW20yzR+D07B5kCcfRFzO9m2GElUw/7UR9m/J2HDtEtRuDcUqWBf0D8bYdRCmCW9g7G2fPfN3KmXzRlI2b7zl/uSVy61+jhvzAR6dn8a5TFlSt/+e9Q1ubri1bE30mz1I3bUDgPjJE3Ft0gyPrt2InzgeANPVq9Zva9qC1D+2YTp/7j+ekci9eegHSw0cOBCDwUDPnj1tXZVbqlalGNv/OMqp0xlffkeOnmf3nydoWL/8fz72F1N+IjCPD52fevQ/H8vepaWbSDeZcXO1zmPdXZ3ZfSBrwyLT4jV/c+5SLG++UO1ff0d6uolV60+QkJRG1fIh/7nO9qhaxYJs33WGU2cz7m4dORbG7n3nafhIsVu+JyU1PUvc3dxc2H/oEqlp6QCs23KCqhULMHL8Wh59fDKPd5vJlG+2kZ5uenAnY0Np6eZ/rkfru8vurk7/6Xpct+0cFUsH8dbIdTzaaT4dXlvKglVH72vdc7vEVDNp6eDnkf1XXEqamR92xuDjbqRsvtsPR8o1PHwwm0yQEHvLIuYTezGUqw15/7lJEloaSlWF/TckHgYDxu4fYP75G7h48sHW2d64uOD+dFdMMTGkHcn+uUWDszMGZ2fMyclW281JSbjUyP6mlSEwCNdGTUhcvOC+V1nkTj3UPQSzZs1i2rRpzJ49m9DQ0NuWTU5OJvmmf1A3UnBze/Dd8D26tyQuPok2T47CyclAerqZPr3a8UTb2v/puLv2HGfRkm0sXTjkPtXUvnl7ulK1fAhfzv2T4oX9CArwYNX6k/x1OIzCBXyzfc/p89F8On0ncyc8jrPTrfPfoycj6Np7Bckp6Xh6uDB5RHNKFsl9vQMAPZ5/hLiEFNo8Ox0no5F0k4k+PRryRKsKt3xP/drFWLRyH80blqJCmbwcOHKZRSv2kZpmIjIqkZAgb85djGL7nmjatSzP15904uz5SN4fv5a0dBP/+796OXiGOcPb0+Wf6/Evihf2JyjA/Z/rMZzCBbK/o59xPe5i7oS2t7wez12K5bsVR3ipUwVe61qF/UfD+fCL7bi4GOnQstSDPKVcY/yaa4T4OvFoCQ+r7euPxNPvhyskppoJ9nZi5sv5CXgYhwvdLWdXjJ16Y96xBpLib1nMvHoWeHhjHLUETOlgdMK85AvMf1wfxmJo/TKY0rMOIcrFXBs3xXf85xg8PDCFhxH1f89jjorMtqw5Pp7UP3fj9UYvYk4ex3T1Km5tn8ClanXSz2Y/KsCjfUfM8fEk/7LmQZ6GHdKQIXvy0CYEq1evpkePHgwfPpwXX3zxX8uPHj2a999/32rbe0OfZ8TwFx5UFS1W/7yHFat2Mn7MS5QskZ/DR88zeuxiy8PF9yIuPomB78xh1HvPkifA+z7X2H6NHdyIdz7ZTKNnvsfJaKB8qUDaNinOwWNXs5RNTzfR/6MN9HqxOsVCbz90pVghP5ZM7UBsfAo/bzrF4LGb+PbTx3JlUrB63RFW/HKI8SPaUbJYEIePhTF64m+Wh4uz88bLdQmPiOfpHnMxYyYwwIv2bSowfd4OjMaMD3Wz2UxggCejBrbCyclIxbL5uHI1jhnzd+TKhABg7OCGvPPJlru4Hjf+6/VoNpupUDqIvt0z7iaWLxXIsdNRfL/iiBKCO/D1xkh+2h/HnFcK4OZinXTVKe7Bkv8VIjI+nYW7Ynj7+yss6FmQQO+H9qvw3zk5Y+w5FjBgnvvRbYsaarbEUKcN5mnvYL54AkOhMhie6Q/RGQ8XU6QchuZdMY18NmfqbidS/thGZIe2GAIC8Oj8DH4TJhPRpQPmiGvZlo8Z2Befj8YStOkPzGlppB06SPKqFThXyP7z1b1jZ5JWLoOUlAd5GiK3ZVefgu7u7qTc9A8RGZk1C9++fTudOnXixRdfZOTIkXd07CFDhtC3b1+rbW5suffK3oWxny6hR/eWtG2T8QVfpnRBLl6KYOqMX+45ITh3LpwLF6/xeu8plm0mkxmA8tV6sWb5uxQu9O8znTxsChfwZe6nbUlITCUuIZWQQE/6jFpHoXxZ78jGJ6Zy4O+rHD5+jVGTMp7DMJnNmM1QoeVMZnzcmkeqFQDA1cWJIgUzehkqlg7iwNGrzPnxICP71M+5k8shY7/YQI9udWj7z/MAZUoEc/FyNFO/3X7LhMDdzYXR77Rh5MCWXItIIDjQix+W78XL05U8/hnjr4MDvXB2dsLphjvfxYsEEn4tnpTUdFxdct+d2Izr8bGbrsf193A9zmLGx614pFoBgvN4ULKIv9V7SxT245fNp3PgjB5uMzZHMW1TFDNfzk+ZbIYCeboaKRJopEigC1ULu9Pq07Ms2h3La41yX+IPZCQDr30MgfkxfdLjtr0DAIbOb2NePQvzzp8BMF84DoH5MbR5GfPvKzCUqgY+eTCO/en6e5ycoUtfDM2fwzS47QM9HZtJTMy4u3/2DLF7/yLPmnV4dOpCwtdfZVs8/dxZop5/Bjw8MHp7YwoPx/fTSaSfO5ulrEuNWjgXL0FMn14P+ixEbsuuEoLQ0FDWrl2L2Wy2PH3+yy+/WJU5dOgQbdu2pWnTpkyZMiW7w2TLzc0NN7ebviCSc2bWjqSk1CxP0zsZjZjN5ns+ZvFi+VixeKjVtgmTVxAfn8TQQZ3Jly+XfsH9w9PDBU8PF6Jjk9my6wL9X62VpYy3pyvLp3Ww2vbd8sNs/+sSE99tSmg2jbZMJrOZlNTcOfY9KSkVg/HerkcXZyfyhWTE7adfD9OkXglLD0H1SqGsXHsIk8ls2Xb6XATBgV65Mhm4UdbrMetY4X+/HjN6+qpVyMupc9FW5U6fj6FAXsfpCbwX0zdFMmVDFNNfyk+l0Dub2cpkNpOSdu+fw3YtMxnIWxjTuB4QH/3v73F1h5s/B0wmy9zs5m2rMB/6w2q3sc+XmLevwrxl2f2qud0zGI0YXO+g/ZCYiCkxEYOvL671GxL3yZgsRdw7dSH1wD7SjjrgWkoOPOe/PbKrhKBTp07MmDGDXr160b59e37//XcWLVpk2R8WFkarVq3w8PCgT58+7Nq1y7LP19eX8uX/+0O6D0KTRhWZMu1nCuTPkzFk6Mg5Zn27jo7t61rKjJ+4jCtXohj70fXhT4ePZMw2EJ+QTERkLIePnMPFxZmSJfLj5uZC6VIFrH6Pr0/GeNmbt+cmm3eeB3PGEJ8zF2MY9/UOihfy46nWpQEYP30nYVcT+HhwI4xGA6WL5bF6fx5/D9xcnay2j5++k4a1Q8kf4k18Qior151gx95LTB/TOkfPLac0qVeSKd9so0Be34whQ39fYdYPO+nYtpKlzPivNnLlahxjh2fc8Tt1NoJ9hy9RpXx+YmKTmfX9To6dvMqYYdfvCHbtUJW5i/fw4YTf6NapOmfORzJ1znaev8VUprlB1utx503X4y7CrsbfcD1aJ+p5/N3/uR6vb3+pYwW6vrWSKfP30qZRMfYdCWfBT0cZ2Sd3DLuKTzZx9tr1GYTOR6Zy+GIyfp5GCvi7EJWQzqWoNMJi0wA4dTWjbJCPE8E+GV9ZgxZeIcTXmX6tAgGYtimSz3+N4JMueSkY4Ez4P+/1dDXi5WYkIcXElA2RNC3rRbCPE5EJJuZvj+ZKTDqtKz6kiZabB4RcXyvFEFwQc6HSEB8D0Vcx9hwHRcpi+vwtMBrBNyNWxEdDekZ8jP2mYN6zHvP6HwAw792E4bHumK9dyph2tHBZDC27Yd6y9Pp7b04s0tMg+ipcufWsefbM4OmJU+Eilp+dQgvhXLYcpuhoTFGRePV8k+R1v2IKD8cYEIDHs89jzJuPpDXXe0n8Z80l+ddfSJw3BwDX+g0BSDt1EqciRfEeMIT0kydI+nGh9e/28sa91WPEfvxhDpypyO3ZVULQunVrxo4dy6RJk5g9ezaPPfYYU6ZMoXnz5kBG78D58+cBaNasmdV7GzVqxIYNG3K6yndk2JAuTJy8kvc//J5rEXGEBPvxdKf6vNmzjaVMeHg0ly5bD49q3+X63YSDh86y8qddFCyQh3VrRuVY3e1NXHwKn87YxeWr8fj7uNGiQVH6vFwTF+eMOw3hEYlcDIu7q2NGRCUx6ONNhEck4OPlSplieZg+pjX1ahR8EKdgc8P6NGPitC28/8larkUmEBLkzdNPVuXNl6/PVBV+LZ5LV2IsP5tMZmZ9t5NTZyNwdjZSp3phvpvynNW0ovnz+jLjs86MnriOJ16cRd4gH17oXINXu9XJ0fPLSRnX4+6brscaN1yPCVwMu/0wjZtVKhvMpPeb8en03Xz57V+E5vdmyOt1aNcsd6wzcuBCMi/OuL5uzJifMsZht6/mw5hOIaw7Es87i6+vP9D3h4wZm95sGkCvZhmJ/MXoNKte1+/+iCE1Hd76znp2p8z3OBngVHgqvfdcJjIhHX9PJyoVdGPeqwUolfchXd+haHmcBky3/Gh8uj8Apq3LMS+fgqFaYwCcRvxg9bb0ca/A0d0ZPwQXAh9/yz7z/I+h/RsYu70DPgEZC5NtXIR5Re5dKMu5YiUC5nxv+dlnyHAAEpcsIva9oTgVK4Hf5x0xBgRgiooibf8+Ip/rQvrxY5b3OBUugjHgelJv8PbBu+8AjPnyYYqKJnntGuI/+wTS0qx+t1vbdmAwkLxqxQM+S5F/ZzD/l3ErD7vkX21dg1zBHLbH1lXIFQwegbauQq5gTsz6QK/cgz9uPTe73DnTmluv7yF37tqWKFtXIVe41QrJNnFxoq1rkL0Cb9m6BjahAVwiIiIiIg5MCYGIiIiIiAOzq2cIRERERMQBGLQwmT1RD4GIiIiIiANTQiAiIiIi4sA0ZEhEREREcpYWJrMr+muIiIiIiDgwJQQiIiIiIg5MQ4ZEREREJIdpliF7oh4CEREREREHpoRARERERMSBaciQiIiIiOQsLUxmV9RDICIiIiLiwJQQiIiIiIg4MA0ZEhEREZGcpYXJ7Ir+GiIiIiIiDkwJgYiIiIiIA1NCICIiIiI5zGCnr7uzcuVKqlevjpubG4UKFeK9994jPT39ro9ja0oIRERERETu0vbt23nyyScpX748y5cvp0+fPowbN45BgwbZump3TQ8Vi4iIiIjcpREjRlC1alXmzp0LQKtWrTCbzQwZMoQBAwaQN29eG9fwzqmHQERERERylsFgn6+78Oeff9KyZUurba1atSI1NZWff/75fkbrgVMPgYiIiIgIkJycTHJystU2Nzc33NzcspRNSkrKsj3z58OHDz+4Sj4A6iEQEREREQFGjx6Nn5+f1Wv06NHZli1VqhQ7duyw2rZ9+3YAIiIiHnhd7yf1EIiIiIhIDrPPe9JDhgyhb9++Vtuy6x0AeOONN+jevTsTJ07k+eef59ChQwwdOhQnJycMdzn8yNbs868hIiIiIpLD3Nzc8PX1tXrdKiF46aWXePvtt+nfvz+BgYE0a9aMnj17kidPHvLnz5/DNf9vlBCIiIiIiNwlo9HIZ599xtWrV9m7dy9Xrlzh1VdfJTw8nEceecTW1bsrGjIkIiIiIjnrIRtSczt+fn5UrlwZgHfffZdixYrRvHlzG9fq7ighEBERERG5Szt27GDjxo1UrVqVxMREli9fzrfffsvq1atxcnKydfXuihICEREREZG75OrqyuLFixk5ciQAderUYcOGDdStW9fGNbt7SghEREREJGflgiFDVatWtUwz+rDTQ8UiIiIiIg5MCYGIiIiIiAPTkCERERERyWG6J21P9NcQEREREXFgSghERERERByYhgyJiIiISM7KBbMM5SbqIRARERERcWBKCEREREREHJiGDImIiIhIDtOQIXuiHgIREREREQemhEBERERExIFpyJCIiIiI5CyD7knbE4PZbDbbuhKSveTkZEaPHs2QIUNwc3OzdXUeWorj/aE43h+K4/2hON4fiuP9oTjeg8i5tq5B9gK62boGNqGEwI7FxMTg5+dHdHQ0vr6+tq7OQ0txvD8Ux/tDcbw/FMf7Q3G8PxTHe6CEwK5oyJCIiIiI5CwtTGZXNIBLRERERMSBqYdARERERHKYegjsiXoI7JibmxvvvfeeHlD6jxTH+0NxvD8Ux/tDcbw/FMf7Q3GUh50eKhYRERGRnBU139Y1yJ7/s7augU1oyJCIiIiI5CytQ2BX9NcQEREREXFgSghERERERByYhgyJiIiISA7TLEP2RD0EIiIiIiIOTAnBQyw1NZXTp0+jiaL+uxtjqHiKrZlMJltXIVfQ/7LYE12PYs+UEDykYmNjeeyxxxg3bhx//fWXravz0EpJSeHChQvs378fyPjANhgMapDdpdTUVK5cucKuXbtITk7WF989io2N5ciRIxiN+mj+LzKvvxv/j3VNiq0kJycTERGh75abGQz2+XJQ+tZ5CMXHx1OnTh1SU1Np2rQpFSpUsHWVHkqxsbG0atWKBg0aULVqVWrXrs2HH35IUlISRqOR9PR0W1fxoRAXF0fnzp1p2LAhtWvXpk6dOsyYMUPxu0uxsbEUKlSIIUOGKHb/QXx8PIMHD6Zdu3b06NGDJUuWAGBw4C/6e5GWlkZycrKtq/HQS0xMpE6dOrz88stcunQJo9GopEDskhKCh9CoUaPIkycPs2fPpkOHDri6upKWlmZVRh84t5eUlESjRo1wdnbmgw8+YOPGjfj7+/Ppp5/yxBNPkJCQgJOTkxpm/yI+Pp5HH32U5ORkBg0axPr163F1deXjjz9m27Zttq7eQyMmJobKlStTu3ZtJk2ahJOTk62r9FCKi4ujdu3arFu3DpPJxB9//EH//v355ZdfbF21h0pcXBw1a9ZkzJgxSgr+o/Xr17Nv3z5OnjzJwIEDlRSI3dIsQw+hY8eOUbt2bYoWLQrAhg0bWLZsGTExMZQsWZJevXrh7e1tGf4iWW3ZsoWwsDC++OIL6tatC8CiRYt4++23mT17Ns2bN2ft2rV4eXlhMpk0hCMb6enpvPPOOwQGBjJp0iRKlCiBwWDgp59+okKFCixYsID69evbupp2L7PxVaZMGWbMmEH+/Pkt+27+H9b/9K2lp6fTo0cPChYsyFdffUWJEiU4dOgQHTp0YO/evbRs2dJSVnG8teTkZJ5//nn27dvHoUOHcHJyYtCgQbi4uNi6ag+lkiVLEhAQQIECBdi1axeDBg3i448/Jn/+/Ppu0T1pu6K/xkMoJibGcgdx8eLFtGjRgj179vDHH3/w+eefU61aNU6ePKnxircRFhZGVFQUxYoVAzJ6DHx9ffniiy8oUKAA27dvp127diQmJjr4B/atXbt2jd27d1OhQgWKFSuGwWAgJSWFoKAgWrduzZ9//onJZNLY7dtIT0+nVatWnDx5krfffpuCBQtiNBrZvHkz7777Lu3bt2fMmDGsW7cO0LCX20lKSuLw4cPUrVuXEiVKAFC+fHmqVauGi4sLx44d4+TJk0BGHHVdZm/u3Lns2LGDd999lyFDhvDee+8xZswYUlNTbV21h47JZKJkyZK0atWKfv368eKLL7Jp0yYGDRrEhQsX9N0idkVX40Mks3FfuHBh9uzZQ0REBGPGjGHgwIGsWLGCAwcO8O233+Ln50erVq2Ij4/XB84tVKtWjZSUFH744QcA3N3dSUpKwtnZmWLFivHcc88RGxvL7NmzbVtRO+bh4UHPnj159913LQmqq6srAKVLl+bUqVPExsaqEXsbTk5OdOvWjeDgYGbMmMGlS5dYvXo1bdq0YcGCBZw6dYoxY8bQs2dPZs6caevq2i2TyURkZCSXL18mKSnJsj06OpotW7bw9ddfU7FiRerXr8+gQYMAJVe34uXlRXBwMP379+f9999n+PDhSgrukdFotLy++eYbBg8eTNeuXdm6dStDhw7l2rVrfPXVV/z999+2rqqIEgJ7l5yczMWLFwEsjfs333yTTZs28e677+Lt7c1jjz2Gr68vAA0bNuSDDz4gJiaGb7/91mb1tjc3xtFsNhMaGsrLL7/MRx99ZGloubu7c+LECY4ePUqHDh0oXrw4K1eutGW17U5SUhJr164FwMfHh06dOhESEmJJVjPvuubLlw+z2Wx1FzY1NVXPZGTj9ddfZ9SoUWzZsoWnnnqKrl27MnDgQH7++Wf27dvHsmXLKFGiBGPHjmXr1q22rq5dMhqNlv/pcePG0bt3bz799FNq165N/vz5mTBhAqtXr7bsHzdunK2rbFdufAbtmWeeYdu2bZZhpwMGDGDEiBFKCu5ASkoKERERAFaffx07duTy5csAjB49mq5du7JlyxaqV69O7969cXV1dczefFvPJqRZhqwoIbBjMTExFCtWjCVLllg+WMxmM1WrVmXo0KHMnj2bjRs3Wj6ATCYTrq6uNG3aFGdnZ86ePWvL6tuNm+NoMBjw8fHhtddeo1GjRrzxxhu0aNGCrl27UqtWLZo1a8ZTTz1Fv379OHr0KJcuXdLwAjJmwWnWrBmjR49m6dKlQEYSBWTpiSpYsCDp6ekkJiZa3jtixAg+++yzHK2zPUpISGDMmDH88ccflm2vvPIKo0aN4siRIzz77LO8/fbbFClSBIBGjRoxcOBAzp07Z5keV7KP40cffcSwYcPYsWMHu3btIiUlhW+++YaWLVvStGlT+vTpQ8eOHVm6dCmRkZE2rL39iIuLo0KFCnz11VeWbe7u7phMJgwGA15eXvTr18+SFIwePdqS2F++fFnX5D/i4uKoVq0an3/+OZDRA5XZC1WjRg0OHDhgGfr3wQcf4OrqyuXLl2nYsCEuLi560FhsTgmBnYqJiaFGjRqULFmS9u3bWz5YDAYDRqOR5557jv/7v//DxcWF2bNnc+7cOUuj7MqVK+TLl4+CBQsCjj3/dnZxzPzQrV69OqNGjeKLL74gMTGRsLAwBg0axNy5cwHYunUrrq6u5MmTx+GHFyQkJPDoo4/i5ubGqFGjaN26tdX+zJhmxsloNBIVFUV8fDzJycn069ePsWPH0qZNmxyvuz2JjY2lTp06rFq1iu3bt2MymSyxe+WVV5g1a5ZVj19mw6tJkyYEBASwb98+m9Xdntwcxxt7nkaOHMn27dvp1q0bHh4eFC5c2BLjoKAgAgMDiYuLw8PDw1bVtxsxMTHUqVOHY8eOMXv2bMtNpMzvmUyZScF7773H+++/z0cffcThw4fp1asXQ4YMIS4uzlanYBdiYmKoVasWhw8fZvr06VZJkslkIigoiNKlSxMdHQ1k9MKEhYXx1FNPcf78ef73v/9x+fJlDfEVm9IsQ3YoNjaWqlWrUqpUKaZNm2Zp2N+oVKlSvP7667i7uzNx4kTi4+N54YUX8PX1ZeHChZw5c8bS+HLUxuyt4njjh26ZMmUoU6YML7zwAqmpqXh6egIQHh7Ozp07qVy5skMnVJnmzp2Lt7c3X3/9NcWLF8doNBIfH4+7uztOTk6WmGb2wHh6emI2m4mKiuLzzz9n/vz5/PHHHw69ZkZycjJt27YlX758TJw4kVKlSlniljnbSPv27S3l09PTLc9m/PXXX7i6ulK9enVbVN2uZBfHzDjdOHtQXFwc58+fJzw83DJ5QFhYGBcvXqRSpUo2q7+9iImJoUqVKpQvX54XXniBoUOHsn//fksCdXPj1MvLi4EDB2IwGPjwww+ZNWsWFy5cYMeOHXh7e9voLGwvM46lS5emf//+vPHGG2zYsIFKlSpZ/oc9PT2pVasW8+bNY+7cuaxfv55ly5bRoEED+vTpw4YNGxyzd8CgBMieKCGwMykpKbRr147w8HB27dpFnjx5ANi7dy/79u3jypUrFC5cmC5dulCuXDkGDBhAgwYNGDBgAP369cPZ2ZmgoCB+++03ihcvbuOzsZ27iSNkPNyZOa3eL7/8woIFC1i9ejVbtmyxDItxZMePH8fX19eSDKxevZrPP/+cK1eukD9/fvr27csjjzyCl5cXACEhIXh7e9OjRw8OHz7M1q1bHb4xe+DAAaKiovjqq68oW7YsRqOR06dPk56eTkpKCuXKlbOUTU1NtVyPYWFhfP7555hMJlq0aGGr6tuNO41j48aNKV68OA0bNmT69OlcvXqV9evXs23bNjZu3OjQ/9eZPafFihVj1qxZhISEsHz5coYPH06TJk0sN0Zu5uHhQfv27Zk1axbR0dHs3r2bihUr5nDt7UdMTAxVq1alePHizJkzh7x587J69Wo+/fRTXnrpJXx8fCxJQY0aNZg2bRqBgYH88MMPPPLIIwB89tlnhIeHExwcbOOzEUen9MzOREZGki9fPvLkycOYMWMA+OmnnyzjiIcOHcrzzz9PkyZNSEtLIzg4mHbt2rFr1y42bdrEr7/+ym+//UaVKlVsfCa2dadxbNq0KWlpaZaViePj41m4cCF//fUXGzdudOg72jeKj4+3xOnnn3+mbdu2+Pr6UrNmTcLDw+nYsSNff/01sbGxQMad2sjISA4dOsSOHTscPhkAOHfuHFFRUdSuXRuj0cjixYtp3rw5tWvXpkaNGjz//PPs3r0bwJIMTJ06lVdeeYXly5ezdOlSy3MFjuxO4rhnzx5CQkIYP348pUuXpk2bNgwYMICDBw+ybt06ypcvb+vTsJnk5GQKFChAoUKFmDdvHiEhIUDGg68nT560rOycXc/o+fPnGTlyJFeuXGHjxo0OnQykpKRQvXp1ihUrxty5cy1xfPbZZ4mMjGTSpEmYTCZL71XXrl0ZNmwY33zzDU2bNsXFxcUy1E3JgNgDg1njIezO+fPn+eCDD1i9ejWVK1dm8+bN9OrViy5duhAaGsr8+fN5//33qVKlimXGF8nqXuMYHR1NcnKy5QPekWUOwVi2bBkDBgxg3LhxzJ07l4IFCzJu3DhLw7Vr166sWrWKVatW0aBBA2JiYpg+fTqPP/44pUuXtvFZ2Ift27fTokULduzYQVJSEnXr1qVv375UrFiR1NRUevXqRYUKFZgwYQJ16tThwIEDTJ48mb///pvJkyc7dCP2RncSx3LlyjFlyhSqVatGeno627dvJygoyPIMgaObMmUKjz/+OKGhoZZt8fHxVK9enRIlSvDTTz8BWRdw27VrFz179mT69OlUrVo1p6ttd7777jsaN25stZhgUlISTZs2JSUlhd9//x1XV1dSUlIsUzJrUbwbxC21dQ2y593e1jWwCSUEdibzwyLzTsyKFSvo2rUro0aNsgzHiI2NZdq0aQwbNoxly5ZpGEE27jWOWjkye2fOnKFly5aULVuW8+fP89Zbb1meu8hMCqpUqULZsmUtazukpaXh7KxRiZkuXLhAly5daNy4MU5OTuzdu5d58+ZZxl8fOnSIOnXq8PTTTzN9+nQALl68iKenJ/7+/jasuX250zh27txZazfc5Fafb5nDWmbNmsWrr77K3LlzeeaZZ7I9RkxMjOWhd0d1qzhmbl+3bh2tW7dm3LhxvPXWWzao4UNCCYFdUcvHzmSuoBkaGsrw4cN57bXX6Ny5s6URm56ejo+PD126dCEpKYkLFy7YuMb26V7jqGQgK7PZTJEiRZgyZQpr1qzhzz//5NixYwBW3d5FihSxmm1EyYC1ggUL0qxZMyZOnMjChQsJCgqyNGKTkpIoX748H330EYsWLeL06dMAFChQQMnATe40jj/++CNnz57VpAA3uNXnW+awlrp16xIaGsrSpUtJTk62etA1M46OngzAreOYub1s2bLUqVOHH374gUuXLuVk1UTumVo/diizMVuoUCEGDBhA3bp1ASzjEc1mM0eOHCFfvnwaU3wbiuP9kTlVa5MmTVi0aBGurq58+eWXzJs3D8hoTGROMVqoUKEsC5LJ9cbUyJEj6dq1K0ePHuXnn3/m8OHDwPX1HNLS0ggICNCwllu42zgGBARoeMZdKFu2LL1792bRokXs3bsXo9FoibnieOcKFChAz5492b59Ozt37gQce/rvW7L1AmRamMyKEgI7lXlnxsvLC5PJRGpqquXuw9WrV/n222/x9/e3mplEslIc79yNi9/dal+7du1YtmwZTk5OvPPOO7z66qt8+umn/N///R+7d+/m7bfftlqQRzLcuP7F5MmT6dGjBxcvXuT999+3zFl+5coV/vzzT0JDQ9V4uAXF8e7d6XSWmbFq3749pUuXtqx4r//lu5MZx06dOtGwYUNGjBhBeHi44ih2T336duLGB40yx3OePn0ao9FI4cKFLY3Y7777jjVr1rBs2TI2btxIvnz5bFltm4qNjWXTpk20bds22/2K450xmUyWVYV9fX0xGAxWc+DfGEeAVq1asWHDBmbOnMnq1avZvn07+fPnZ/PmzZQtW9aGZ2LfMscXu7m5MWXKFLy8vJg/fz4bNmygbNmyJCQkcPz4cTZs2KBhGVivw3AjxfHOxMfHc+7cOcqWLZvtg6w3P+OTWaZ48eK0a9eOTz75hGPHjlGjRo2crvpD5ebrNDPObm5udOjQgT59+rB161arNUZE7JEeKs5hiYmJLFy4kEOHDhEaGkqNGjUsQ1nMZjPp6ek4Oztz8uRJSpYsyWuvvcaXX36JwWBg9+7dltU358yZ49BTvsXGxlKsWDFq167NkiVLcHNzs9qf+WWnON5eXFwc/fr1Y//+/Tg5OdGhQwf69u1r2X9zHHv06MHkyZMtDQmTyURycjIGg8Gh53X/N5mNhiNHjjB16lQ+++wzAH799Vf27t3Lnj17KFmyJM8++yxlypSxcW1tJy4ujm+++YY333wTyNrYUhzvTFxcHFWrViUuLo69e/eSN29eq/2ZcTx69CjTpk3jk08+Aa4nWxcuXKBt27YsWbLEsqibI0pLS+PKlSu4urri6emJl5dXtjfvjh49yieffMKkSZNwd3e3lElISKBNmzZMnz6dUqVK2fhs7FD8ClvXIHte7WxdA5tQQpCDYmNjadasGbGxsaSkpHDp0iXKlSvH8OHDre4eHD16lEcffZS2bdsyadIk/Pz8LPv2799PUFCQ1TRnjiZzZchSpUoxc+ZMq6nzbqQ43l5cXBy1a9cmMDCQ8uXLc+HCBTZt2sS4ceN47bXXLOVuFUdNn5chISGBefPm0aZNm2yvxcxGw8mTJ6lZsya1a9dm8eLFlgfcJUN6ejr16tVjx44d9OvXj3Hjxlm2Ozk5KY53KCYmhsqVKxMVFYXZbGb27Nl06NDhtnFcunSpVUKflpZGYmIiPj4+NjwT24qNjaVjx45cuHCBqKgoSpYsybBhwyyz+mV+/p04cYJatWpRt25dFi9ebIlj5v4bpxyVmyghsCt6hiCHJCUl8fjjj5MnTx4WLVrEiRMnWLt2LYmJiXzzzTekp6dbxnp+9dVX1KpVi8mTJ1s1YgEqVark8I3YGjVqUK5cOb755htLLDJXKb3RpEmTFMdbMJlMDBgwgJCQEObMmcPUqVOZPXs2tWvXZs+ePVZlJ0+eTM2aNbPEUclARjJQp04dXnvtNWbPns2VK1eylMkcblWyZEkef/xxFixYoEZsNpKTk3F1daVMmTKsXr2a3r17Axnxy5wIQHG8vcyVc8uVK8fhw4cpWbIkn376KXB9JqHs4nhz756zs7NDJwNJSUk0atSItLQ0hg8fTt++ffHx8aF169aMGjWKK1euYDAYuHjxIpUrV+axxx7ju+++s4pj5uejkgF5WOgZghwyb948oqKiGDNmjGX123r16tGvXz9effVVTpw4YVnAacKECSQlJWkIxk1MJpMlVu+8846lQf/bb7+xaNEi/vzzTypUqED9+vV5+eWXmTx5MnFxcZYpCeU6g8HA4cOHKVWqlGVIQFBQkGUhp23btpGWlkaDBg2YNGkSiYmJeHh42LjW9iU9PZ333nuP+Ph4GjZsyLvvvktaWhqvv/56liEaZrOZV199lbFjxzr0uPbb8fT0pG7dumzZsoWaNWuycOFCnJyc+OyzzyzP/pjNZnr06MHo0aMVx5tER0dTo0YNSpQowbRp08ifPz89evSgb9++zJ07l27dulnK6nq8vb/++ov4+HimTJlC7dq1AXjllVeYPHkyw4cPJyIignfeeQeDwUCfPn0YMGCA4ngvdFPJrighyCGZd7+qVKkCXB+rWb16dXx8fLh06RKlS5e2jNlWMpCV0Wjkueee4+TJk0yZMoWyZcsSGxvLE088QeXKlQkICGDTpk0sWLCAo0ePMmbMGCUDt5C5GnNERASRkZEEBAQQGxvLwoULMRqNTJs2DbPZTIsWLZg/fz4eHh4aInSTkydPsm3bNurWrcu8efPo378/I0eOBLBKCtLS0ihWrBhTpkxR/G7hxs/DEydO8N5772EymVi4cCEmk4mJEycCkDdvXqZMmWLj2tqn7t274+vry5w5cyw3S9q0acOoUaNYvny5JSFITU3V9fgvIiIiOHbsmGUNELPZjJ+fH0OHDsXf359evXrh5eXFBx98wMiRI7V+jeQKSggeoJSUFJKSkvD19eXll1+mY8eOeHp6Wq1yWKxYMTw8PDhz5gyQdTEnrZybEcfExET8/Px4/PHHcXFxYfjw4XTr1o3w8HCGDx9O9+7dyZcvH3///TdffPEFX375JVWrVr3lapuOKCUlheTkZHx8fPD396d79+706NGDpKQkypQpw7JlywgJCWHSpEl4e3uzd+9eevbsSZ8+fdR4uEFmYlSqVCm6detGx44dAfjkk09ITU3NkhRkDtVQ/KzdmGBmfsY1aNCA3r17c/78eYYOHUp6ejo//vgjLi4uXL58maJFizJo0CCHHs5ys8w4fvXVVxiNRssaFunp6RQuXJjhw4fzxhtvsGbNGlq3bm1ZWVzXo7Ubv2tLlixJ8eLFWbp0Kb1797Z6UPjNN98kNjaWd955h7p169K2bVvdLJFcwbFbmg9QfHw8FStWZODAgURFReHh4UHevHkxm81WDfzMRZyioqIs2xISEti2bRuglXMz4zho0CAiIiKAjGkvR40ahb+/P8888ww9e/a0TBtaunRp3nzzTXx9fdm1a5ctq25XMuM4YMAASxxfeeUVZs2ahZ+fH0ajEaPRyFdffUWdOnWoUKECXbp0oXfv3qxYsYKTJ0/a+AzsQ2xsLEOGDOHEiRMA9OzZk+DgYJKTkwGYOHEivXr1YuTIkXz11VdcvnzZ0lBITU0F7nxe+NwsM46ZU9lCRgM2MDCQcuXKcejQIfLly8f7779Phw4dmDp1KvPnz6dly5b4+PhYVsd2dLGxsQwePJhTp04RHBxstaBdZiJav359ywQMMTExtqqqXYuLi+Oll15i/vz5QMb3SKVKlfjyyy85cOAAcH2hS4DevXvTsWNHhg0bRnR0tJKBe2a005djctwzf8A2btzI8ePH+frrrxk4cCCxsbFA1rsyPj4+BAcHk5iYCEBUVBR9+vShe/fuloabI7sxjoMHD7YkTq1atWLChAl07tzZ8iWY2dAqXbo0wcHBasTe4FZxfPHFF5k/fz7PPfcciYmJ5MmTx/KezKFrHh4eWR7KdkQxMTGUKVOG/fv3ExwcbLXPzc3N0ki9MSn4+uuvCQsL48KFC/Tv358jR444fJJ/YxxvvN6cnJxwc3OjVq1afPPNN5hMJoKDgzl9+jTp6ekEBQWxbNkyS1lHlxnHAwcO3HZl6woVKtCpUydWrFhhScCUlF4XGxtL7dq1+fvvvzlz5gxJSUkAzJkzB3d3d9544w3LDYDMpMDT05N27dpx4cIFIiMjbVl9kftGQ4YekCpVqlC/fn1atmzJxx9/THp6OhMmTMjS1e3s7IyHhwfh4eGkpaXRv39/5s6dy7Zt26y+LB1VdnEcP348/v7+NGjQwFLuxkV2/v77b5KTky0Pg0n2cfz0008tDf3ExEQiIiI4ePCg5SHjq1evcuDAAcqVK5dlnQdHkzl7S4UKFZg6dWq2DxAajUbLlI4TJ07EYDAwYsQIoqKiOHLkCGvXruX111+3Qe3tx+3imBm7ChUqsHnzZoxGI88++yzbtm1j5syZ/P7773z11Ve4ubnx0Ucf2fAsbO9OrsfM3mej0Ujv3r1ZsGABw4YNY+nSpQ6flGZKS0vj+eefJ3/+/MyYMYPQ0FCcnZ0xm834+Pjw7bff8vTTT9OlSxdmzJhB+fLlLbMGhYaG4uHhYbmZJ/KwU0LwgOTNm5fIyEjL2M7u3btjNBoZN26c5UElyBhGkJ6eTnR0NMOGDWP+/Pls27aNatWq2a7yduRWcRw7diwBAQGWcpnJwKVLlxg7dixRUVF07tzZVtW2O/8Wx0cffZRnnnmGp59+mlGjRmEymdi3bx+//vorGzdudOiHs+Pj46lUqRIVK1Zk6tSpFChQAIDIyEicnZ2JiYmhYMGCGAwGnJycLPOOT5gwgdjYWCZMmGAZwubIKzn/Wxyjo6MJDQ2lQ4cOjB8/nsKFCxMXF8d3331Hq1ataNSoEW5ubrz88ss2PhPbupvrMbNHOk+ePLRp04YffviB3bt3U6tWLVuegt24du0aZ8+eZfDgwRQtWhSAffv2cf78eVJTU6lZsybfffcdr7/+Ok8++SQDBw6kU6dOJCQkMH/+fHx8fLLMKCZ3QUOt7IoSggfAZDLh7OzMk08+SUxMDN26dSMxMZFevXphNBr5/PPPGTlyJJ07d6Zq1arkzZuXGTNm4Ovry+bNm5UM/ONO49i1a1cqVqzI2LFjLSuW/vzzz5QoUcLWp2AX/i2OEydOZNSoUbRu3RovLy+GDh1KSEgIZcqUYePGjZZpch3VnDlzOHfuHC+99JJl4bGffvqJCRMmcPToUYxGI08//TS9e/emQIECuLq6kp6ezoULF4iPj8ff35+tW7dSrlw5G5+Jbd1JHDt16sTLL79M9erVOXr0KO+//75lIaj8+fMzZswYhx8udLfXI2TcMBk6dCiTJk1i3rx5Sgj+ERsbS3h4uCVR/+GHH3j99ddxcXEhPDycChUq8OKLL7J27Vpee+01xowZw1tvvUWZMmWIiIhg9erV6smXXEMJwQOQ2R1buXJl+vfvz4ABA+jWrRtubm706NGDtWvXEhMTw5NPPglAxYoV2bRpE1u3bnX4xteN7iaO4eHhxMfH4+rqysaNGx36TuzN/i2Ov/zyCwkJCaxYsYIuXbrw5ptvkidPHtzc3PTsAPDMM89w6tQpRo0aRdGiRSlcuDDt2rWjffv2PPXUUyQkJDBhwgQOHz7MtGnTCAkJITExkWnTpvHjjz/yxx9/OHwyAHcWx4kTJxIWFkbv3r3x9PSkRIkSVsNbHD0ZgHu7HlNTUwkODmbUqFF06NDB1qdgN7y9vUlISGDnzp2Ehobyxhtv0KdPH5588km8vLzo27cvU6dOxd3dnUWLFrFnzx4OHjxIQEAAlStXpnDhwrY+BZH7xywPhMlkMh8/ftxcqVIl899//202m83m9PR0c61atcxOTk7m1q1bmyMiIsxms9l88eJF86VLl2xZXbt1J3GMjo42m81mc2Jiojk2NtaW1bVb/xbHVq1aWa5HySomJsbct29fs8FgMLu7u5tHjx5tjoqKMpvNGbH96aefzE5OTuZ3333X8p6VK1eajx8/bqsq26V/i+OqVavMRqPRPHLkSBvX1L7dy/VoNpvNqamptqiuXevbt6+5Vq1a5vfff99cv3598+XLly37Ll26ZG7btq25XLly+m55EBJX2+fLQenJogfEYDBQokQJPD09Wbx4MQBdu3blxIkTvPXWW2zZsoXXX3+d+Ph48ufPb5k2U6zdSRx79OhBbGws7u7uDj3W/Xb+LY5bt27ljTfesMyGJdZ8fHx47733eOedd+jQoQOdO3e29J6kp6fTqlUrOnfuzNKlS7l69SoAbdu21bC1m/xbHFu3bk3nzp1ZtGgRERERlmkexdrdXI8RERGWWYVuXudGMtYLSUlJYdasWSQmJlqeCUhKSiJfvnx89NFHHDlyhJ07d9q4piIPlj4dHpDMRU7q16/PqVOn6NatG7/99hsLFiygXr16lCpVihEjRhATE4OXl5etq2u37jSOcXFxWqzoNhTH/87X15f+/ftz9uxZS0PfbDZbNbKcnZ1vOwWk/HscDQYDLi4uBAQEaH7327jT61FxvL2SJUsyffp0GjRowJkzZ1i8eDEdO3bE3d0dgLCwMAoUKEBISIiNayryYBnMugXzQK1du5ZWrVoREBDA999/T/PmzTEYDKSkpJCQkGA145DcmuJ4fyiO90/mNJkA58+fp1u3bpQqVYovvvgCFxcXNcLukOJ4fyiO/82ePXto3rw5JpOJL774gmeeeYbTp08zZswYNm3axObNm5UU3G9Jv9i6Btlzb2nrGtiEEoIHzGQysXDhQkJCQmjYsKEeirtHiuP9oTjeH2az2dLAOn78OB999BHLli1j69ateqD9LiiO94fieH8cOXKE/v3789NPPxEaGoqbmxtxcXGsXr2aqlWr2rp6uY8SAruihCAH3PhhLfdOcbw/FMf7Z9iwYWzbto2jR4+ycuVKNRrukeJ4fyiO/11CQgK7d+9m+/btFCxYkHr16lGkSBFbVyt3UkJgV/QMQQ5Q4+v+UBzvD8Xx/unQoQNhYWFMmTKFUqVK2bo6Dy3F8f5QHP87T09PGjRoQIMGDWxdldxP30V2RT0EIiL/QVpammZvuQ8Ux/tDcZSHRvJaW9cge24tbF0Dm9C0oyIi/4EaX/eH4nh/KI4ici/0ySEiIiIiOUxDhuyJeghERERERByYEgIREREREQemIUMiIiIikrMMuidtT/TXEBERERFxYEoIREREREQcmBICEZG7ULRoURo3bvxAjm0wGHjppZceyLFFROyLwU5fjkkJgYg4hDVr1mAwGBg2bFiWfdu3b8dgMODm5kZCQkKW/a1bt8ZoNHL16tWcqKqIiEiO0kPFIuIQ6tevj7OzMxs2bMiyb/369Tg7O5OSksLvv/9O8+bNLfvS0tLYsmULFStWJCgoiKNHj2IwOO5dJBERyX3UQyAiDsHb25tatWqxc+fOLL0AGzZsoEWLFuTLly9LwrBz507i4+Mtw4Tc3NxwdXXNoVqLiORSBqN9vhyU4565iDicJk2akJKSwtatWy3b0tLS2Lp1K40aNaJRo0asX7/e6j2ZCUKTJk2A7J8hyNx25MgR2rZti4+PD35+fnTq1InLly9nqcfBgwdp3bo1Xl5e5MmTh+eee46wsLBs65yWlsbHH39M+fLlcXd3JzAwkA4dOrB//36rcsWKFaNRo0ZW20aPHo3BYODJJ5+02j5o0CAMBgNXrly5dbBERORfLV++nDp16uDj40P+/Pnp0qULJ0+etHW17poSAhFxGJmN+ht7ATJ7ADITgsyfM23YsAGDwZClsX2zCxcu0LhxYwoXLsy4ceN49tln+fHHH3nhhResyp06dYoGDRqwefNm/ve//zFy5EiuXr1K69atsz3uc889x+DBgwkNDWXcuHH07NmT9evXU7duXf78809LuaZNm7J9+3YSExMt23777TeMRiMbN24kPT3dsn3dunWUL1+evHnz/nvQREQeCFs/PPzfHyresGEDHTp0oHz58ixZsoQJEyawd+9eWrZsafVZ/DDQMwQi4jDq1auHq6urVS/Ahg0b8Pb2pmbNmvj5+ZGamsrWrVtp2bKlpfegcuXK5MmT57bHPn78OD/88ANdunSxbDMajXz55ZccPXqUMmXKADB06FAiIyNZt26dJUF58803eeqpp6wa+ABr165lwYIFdOnShe+//97y7EKXLl2oUaMGvXv3ZvPmzUBGQjBz5ky2bNlCixYtSE5O5vfff+fZZ59l7ty57N69m9q1axMdHc2ff/7J66+//t8DKiLiwL7//nuKFCnCzJkzLZ/PISEhNG3alF27dtGgQQMb1/DOqYdARByGh4cHderUYdeuXZZegA0bNvDoo4/i7OxMuXLlCAkJsfQgZPYWZDbcb6dAgQJWyQBkNNIBjh07BoDJZGLFihXUrFnT6pgGg4GBAwdmOeaSJUuAjCTixgeZq1SpQrt27diyZQvh4eFWv2vdunUAbNu2jcTERAYOHIifnx+//fYbgKW3ILO8iIjcm9TUVHx8fKw+n/38/AAwm822qtY9UUIgIg6lSZMmpKamsmXLFqvnBzI1bNjQ0oOQmRjcyboDxYsXz7ItMDAQgGvXrgEQFhZGXFwcZcuWzVK2fPnyWbadOnUKo9FIuXLlsuyrUKGCpQxA/vz5KVu2rCUhWLduHfny5aNSpUo0atTIarvRaHxgaymIiNwRg8EuX8nJycTExFi9kpOTsz2Fl156iUOHDvHll18SHR3NyZMneeedd6hWrRr16tXL4YD+N0oIRMSh3PgcwY3PD2Rq1KgRu3btIi4ujg0bNmA0GmnYsOG/HtfJyemW+3LqTlHTpk3ZvXs30dHRVkOSmjZtytatW0lOTmbdunVUrVqVgICAHKmTiMjDZPTo0fj5+Vm9Ro8enW3ZBg0asGTJEgYPHoy/vz8lSpTgypUrrF69+rbfCfZICYGIOJS6devi7u7O+vXr2bBhAx4eHtSqVcuyv1GjRqSlpbFhwwa2bt16XxvPwcHBeHt7c+TIkSz7Dh06lGVb8eLFMZlMHD58+JblixUrZtnWtGlT0tPTWbVqFTt27KBZs2YANGvWjMTERJYvX86BAwc0XEhE5BaGDBlCdHS01WvIkCHZlv399995/vnnefXVV1m3bh0LFy7EZDLRtm3bh+6hYiUEIuJQ3NzcqFu3Lrt372blypXUrVvXal2BihUrEhgYyLhx46zWH7gfnJycePzxx9m1a5fVg81ms5mxY8dmKd++fXsg447Vjb0MBw4cYPny5dSvX5/g4GDL9iZNmmAwGPjggw9ITU21NPwrVqxISEgII0aMwGw2KyEQEduz9XoDt3i5ubnh6+tr9XJzc8v2FHr37k3Tpk0ZP348TZo0oVOnTqxatYo9e/bw7bff5nBA/xslBCLicJo0aUJaWhq///57lulEDQYDDRo0YNOmTZay99MHH3yAn58fjz/+OIMHD2by5Mm0bt2aM2fOZCnbokULywxDbdq0YfLkyQwbNowGDRrg7u7O559/blU+T548VKlShcOHD1O0aFGr3oMmTZpw6NAhXFxcHqqZL0RE7NWhQ4eoWrWq1bbQ0FCCgoI4ceKEbSp1j5QQiIjDubGRn936ApnbnJyc7nvjuUSJEmzevJl69eoxadIk3n33XYKCglizZk225efNm8eYMWM4c+YM/fr148svv6RRo0Zs27aNatWqZSmfeff/5l6AzOFDtWrVwtvb+76ek4iIIypSpAh79uyx2nbmzBmuXr1K0aJFbVOpe2QwP2zzIomIiIjIwy39d1vXIHtOj95x0YkTJ/L222/Tu3dv2rVrx7Vr1/jggw8IDw/n4MGDlpnmHgZamExERERE5C717t0bNzc3vvrqK2bMmIGPjw9169Zl4cKFD1UyAOohEBEREZGclgt6CHIT9RCIiIiISM66YXVfsT09VCwiIiIi4sCUEIiIiIiIODANGRIRERGRHKZ70vZEfw0REREREQemhEBERERExIFpyJCIiIiI5CzNMmRX1EMgIiIiIuLAlBCIiIiIiDgwDRkSERERkRyme9L2RH8NEREREREHpoRARERERMSBaciQiIiIiOQszTJkV9RDICIiIiLiwJQQiIiIiIg4MIPZbDbbuhIiIiIiImIb6iEQEREREXFgSghERERERByYEgIREREREQemhEBERERExIEpIRARERERcWBKCEREREREHJgSAhERERERB6aEQERERETEgSkhEBERERFxYP8PDR4GUYRRetgAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,8))\n", "\n", "shift_amount = 0.3\n", "unique_trajectories = results[\"trajectory\"].unique()\n", "n_traj = len(unique_trajectories)\n", "shifts = np.linspace(-shift_amount, shift_amount, n_traj)\n", "\n", "# ID by segment\n", "for i, trajectory in enumerate(unique_trajectories):\n", " subset = results[results[\"trajectory\"] == trajectory]\n", " x_labels = subset[\"window\"].values\n", " x_positions = np.arange(len(x_labels))\n", " x_shifted = x_positions + shifts[i]\n", " y_std = subset[\"instantaneous\"].apply(np.std).values\n", " y = subset[\"entire simulation\"].values\n", "\n", " ax.errorbar(\n", " x_shifted,\n", " y,\n", " yerr=y_std,\n", " fmt=\"o\",\n", " color=colors.colors[i],\n", " markeredgecolor=\"black\",\n", " ecolor=\"black\",\n", " elinewidth=0.8,\n", " capsize=3,\n", " markersize=8,\n", " label=f\"{trajectory}\",\n", " )\n", " # ax.scatter(x_shifted, y,color=colors.colors[i], edgecolor='black', s=100, label=f\"{trajectory}\")\n", "\n", "ax.set_xticks(np.arange(len(x_labels)))\n", "ax.set_xticklabels(x_labels, rotation=45, fontsize=15)\n", "plt.ylim(0, y.max() + 2)\n", "ax.set_ylabel(\"ID\", fontsize=15)\n", "ax.set_xlabel(\"Window\", fontsize=15)\n", "ax.set_box_aspect(1)\n", "\n", "plt.tight_layout(rect=[0.15, 0, 1, 1])\n", "\n", "plt.savefig(f\"../extra/villin_sections_{projection_method}.pdf\", dpi=300)\n", "plt.show()\n", "\n", "\n", "\n", "# ID heatmap\n", "grouped_data = results.groupby([\"trajectory\", \"window\"], as_index=False)[\n", " \"entire simulation\"\n", "].mean()\n", "pivot_data = grouped_data.pivot(\n", " index=\"trajectory\", columns=\"window\", values=\"entire simulation\"\n", ")\n", "ordered_cols = sorted(pivot_data.columns, key=lambda w: int(w.split(\"-\")[0]))\n", "pivot_data = pivot_data[ordered_cols]\n", "\n", "fig, ax = plt.subplots(figsize=(8, 8))\n", "pivot_data.columns.name = None\n", "sns.heatmap(\n", " pivot_data,\n", " cmap=\"YlOrRd\",\n", " annot=True,\n", " fmt=\".2f\",\n", " ax=ax,\n", " cbar_kws={\"label\": \"Intrinsic dimension\"},\n", ")\n", "ax.set_ylabel(\"Trajectory\")\n", "ax.set_xlabel(\"Window\")\n", "ax.tick_params(axis=\"x\", rotation=45, labelrotation=45)\n", "ax.tick_params(axis=\"y\", rotation=0)\n", "ax.set_box_aspect(1)\n", "plt.tight_layout()\n", "plt.savefig(f'../extra/villin_sections_heatmap_{projection_method}.pdf', dpi=300)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "645bbdd7", "metadata": {}, "source": [ "**secondary_structure_id()**" ] }, { "cell_type": "markdown", "id": "d2107784-ee13-49c1-b8ec-2c75dc12b75a", "metadata": {}, "source": [ "secondary_structure_id, divides the protein by secondary structure elements instead of same-length windows, estimating ID along the trajectory on each element individually (both as ``global`` ID and ``local``). " ] }, { "cell_type": "markdown", "id": "5a53ffa4-830c-43e3-a28a-88a5e1ebfcfb", "metadata": {}, "source": [ "Computing ID separately for each secondary structure element provides more detailed insights into the protein’s flexibility, as different types of secondary structures comprise distinct levels of flexibility in specific regions.\n" ] }, { "cell_type": "code", "execution_count": 7, "id": "acb1f4f4-60ad-4cd6-8ff2-01b121f0ed0c", "metadata": { "execution": { "iopub.execute_input": "2025-11-10T13:27:07.455449Z", "iopub.status.busy": "2025-11-10T13:27:07.455145Z", "iopub.status.idle": "2025-11-10T13:29:29.691843Z", "shell.execute_reply": "2025-11-10T13:29:29.688041Z" }, "tags": [ "remove-cell" ] }, "outputs": [], "source": [ "states = [\"u0\", \"u1\", \"u2\", \"f0\", \"f1\", \"f2\"]\n", "all_results_ss = []\n", "ss_assignments = []\n", "residue_numbers = None\n", "mol_ref_ss = Molecule(\"examples/villin/2f4k.pdb\")\n", "projection_method = \"Dihedrals\"\n", "\n", "for s in states:\n", " results_ss, ss_table = secondary_structure_id(\n", " topology=\"examples/villin/2f4k.pdb\",\n", " trajectory=f\"examples/villin/2f4k_{s}.xtc\",\n", " mol_ref=mol_ref_ss,\n", " simplified=True,\n", " projection_method=projection_method,\n", " id_method=\"local\",\n", " verbose=False,\n", " )\n", " results_ss[\"trajectory\"] = s\n", " if residue_numbers is None:\n", " residue_numbers = ss_table[\"resid index\"].values\n", " ss_assignments.append(ss_table[\"sec str type\"].values)\n", " results_ss[\"trajectory\"] = s\n", " all_results_ss.append(results_ss)\n", "\n", "results_ss = pd.concat(all_results_ss, ignore_index=True)\n", "results_ss[\"folded\"] = results_ss[\"trajectory\"].str.startswith(\"f\")\n", "results_ss[\"window\"] = (\n", " results_ss[\"start\"].astype(str) + \"-\" + results_ss[\"end\"].astype(str)\n", ")" ] }, { "cell_type": "code", "execution_count": 8, "id": "32b1fc06-4d61-434c-9cdb-f36794b23aa5", "metadata": { "execution": { "iopub.execute_input": "2025-11-10T13:29:29.695719Z", "iopub.status.busy": "2025-11-10T13:29:29.695172Z", "iopub.status.idle": "2025-11-10T13:29:30.658166Z", "shell.execute_reply": "2025-11-10T13:29:30.657421Z" }, "tags": [ "remove-input" ] }, "outputs": [ { "data": { "image/png": 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KLDnTJmYluXLlCi5cuIDx48frLJ84cSJ+++035OWV/pRIRFTdhISEID4+HvHx8YiLiwMAxMXFYdWqNTiw/R7eHJusV4J27Xwe3hybjH2x2diwYTMTMyKFMMtBaM+dOwcAaNeunc7y9u3bIz8/H1evXtVbp5WXl6eTvGVmZhovUCKiKlJ0gnLtdc3T0xP9+/dHixYtEBwcCL+2V+DZxwb1m6hwJ0mDk7/fg4uLI6KjozlDAJGCKLLk7FHUajUAwMHBQWe5o6MjACAtreQeR8uXL4e9vb385+7ubrQ4iYiUYNSoUUhISEZ4eDjcnQZiV2QW3J0GIjw8HAkJyUzMiBTGLEvOHse8efMwe/Zs+d+ZmZlM0Iio2rO2tsbkyZMxatQo2Nvb4+uvv2Z7JiKFMsvkTFtClpGRgUaNGsnLtSVqTk4ldwe3srKClVXpAzJS+aSkpCAlJaXE9UWrW4iIiKh0ZpmcaduTnTt3Dm3btpWXnzt3DpaWlmjRooWpQquRwsLCDPYS01q0aBFCQ0OrLiAiIiIzZpbJWYsWLdCmTRtERERg9OjR8vLvv/8egwYNgqWlpQmjq3lCQkIwatQoAEB2dja8vb0RFxcHW1tbAGCpGRERUTkoMjnLycmRxyq7fv06MjMz5Ql5vb29Ub9+fYSGhuL5559Hy5Yt8fTTT+P777/HkSNHsG/fPlOGXiOV1EuM7VmIiIjKT5HJ2e3bt+Hv76+zTPvvPXv2YMCAAZg0aRJycnKwYsUKrFixAm3btkVUVBR69eplipCJiIiIKoUikzMPDw+UZeKC4OBgBAcHV0FERERERFXDLMc5IyIiIqqumJwRERERKYgiqzWpZuD4aERERPqYnJHJcHw0IiIifUzOyGQ4PhoRkfEVFhbiwYMHpg6jxqtduzYsLCzKtC2TMzIZjo9GRGQ8QgjcvHkT6enppg6F/p+DgwMaNWoESZJK3Y7JGRERUTWkTcwaNGiAunXrPjIhIOMRQiAnJwe3b98G8OiaISZnpEildRa4c+cOAKB+/foG17MjARHVdIWFhXJi5uzsbOpwCECdOnUAPBxov0GDBqVWcTI5I0V6VGeB0rAjARHVdNo2ZnXr1jVxJFSU9nw8ePCAyRkpV25uLiIiIhAREQFJUmHy5Mnw9/fHlClTSuwsULTkjB0JiIhKxqpMZSnr+WByRmVijDHJYmJiEBQUjLt3U9G5dS8M8PLD9XPJCAgIgLOzCzZu3AAfH59SOwuwIwEREVU3TM6oTCp7TLKYmBj4+fmhd+fhCJm5FO4NW8vrEm5dRNjWBfD19UVUVBQGDBigt3/REjdAkkvc/P39YW1tXY4jIyIiUhZO30RlEhISgvj4eMTHxyMuLg4AEBcXJy8LCQkp82vl5uYiKCgYvTsPx+KQb3QSMwBwb9gai0O+Qe/OwxEUFIzc3Fyd9TExMWjS2A0BAQE4tP0KGqMvDm2/goCAADRp7IbY2NjHP2AiIqoU165dgyRJbAtcDiw5ozKpzDHJIiIicPduKkJmLoWFynCDSAuVBab6LUHAIi/89NNP8vKYmBj4+fqhIXpgIJbBVtPk4QoNkI0knE3fBN/RvoiKjpLbrBER0T/K0w7t6tWr8PDwMF4wlSg9PR0fffQRBgwYYLDGxZwwOaMqFx0djc6te+mVmBXX0Lkp3Bq0xMKFCwGoMGnSJMTt3Y+G6IHu4i1I0E3sbNEE3cVbOCatwIuBQUhKTmQVJxFRMeHh4Tr/3r9/P7744gtMnToV/fr101lX0pBF5dGsWTPcv38ftWoZN+VIT0+Xm98wOSMqJ7U6Hc72jUvd5vc/t+P9Ta8iM+cuGsALzdEdv+84jXsiCz0RqJeYaUmwQHsxBbvVLyMyMhKTJ082xiEQEZmt4tfFgoICfPHFF+jVq9cjr5lZWVmoV69eud5PkqRq8aBckWOvKLY5I6NKSUnB8ePHdf4kCUhNTy5xn9//3I75nz8Hh5xuGIPdGIEfMQCfwkG0hRM6wBZNSn1PW7jBRdUBUVFRlX04REQ1hoeHBwYMGIATJ05g2LBhsLe3R+fOnQE8TFTmz5+Pnj17wsXFBVZWVmjVqhXeeust5OTk6LxOaW3Ovv/+e/Tt2xf16tVD3bp10bNnT0RGRhqMZ8+ePRgxYgScnZ1hbW2NFi1aIDg4GKmpqdi7dy+aN28OAFi8eDEkSYIkSTpVsgUFBXj//ffRoUMHWFtbw9nZGX5+fjh16lSJ8X7//ffw8vJCnTp1MH36dMycOROSJOHixYt68aWkpKBWrVoICgoqz8dsEEvOyKhK6+WZcOuiXtVm3oNcvL/pVbiLQXga66AqUkKWjwxYo2wjXVtqnJCWpq544ETVSNGhcLKzswEAJ0+e1BkbkOMDkiE3btzAwIED4e/vj7Fjx8rfn6SkJHz11VcYO3YsnnvuOdSqVQtxcXFYuXIlTpw4gf/973+PfO358+dj2bJleOaZZ7B06VKoVCpERUXB398fn376KV599VV527CwMLz88sto0qQJXn75ZTRr1gw3btxAbGwsEhMT0b59e6xZswazZs2Cn58fxowZAwDydxwAnn/+efzwww8YMmQIXn75Zdy8eROfffYZevXqhf3796Nr16468UVHR2Pt2rV4+eWXMW3aNNjZ2aFjx45Yu3YtNmzYgOXLl+tsv3nzZhQWFuJf//pXhT9vmajhMjIyBACRkZFh6lDMRmmfWfF1ycnJIj4+XsTHx4u4uDgBQOzcuVM42DuKPl1GiN8+Txd7w7Lkv7df/EIAEGOwW7yIazp/zfCMcEJHMQqxj/xzUXUQY8aMqeqPhkgRiv8OFy1aJACU+Ldo0SLTBkw6KuO+dP/+fXHmzBlx//79R267ceNGAUBs3LhRZ3mzZs0EAPHll1/q7ZOXlyfy8/P1ls+fP18AEEeOHJGXXb16Ve97Fh8fLwCIefPm6b3G6NGjRb169URmZqYQQoiEhARhaWkp2rdvL9Rqtd72hYWFJb6P1s6dOwUAMX78eKHRaOTlJ0+eFBYWFqJv37568daqVUucOXNG77V69eolXF1dRUFBgc7y1q1bi/bt2+ttX1RZzwurNcmoXF1d0a1bN3Tr1g2enp4AgJ49e+K/4Ztx6NQOLAp7Hgm3/ikePnByGxpK3WGPFnqv1RRDkYbTyEZSqe+ZjUSkas7Az8+vUo+FyFwVHQrH0F95hsKhmsXJyQkvvvii3nJLS0vUrl0bwMPqQrVajdTUVAwePBgAcOTIkVJf95tvvoEkSZgyZQpSU1N1/kaNGoWsrCwcOnQIwMMe/vn5+Vi0aBEcHBz0XkulenQqo23m8s477+j0Vu3SpQt8fHxw4MABefYZrREjRqB9+/Z6rzV16lSkpKTg559/lpft27cPFy9eRHBw8CNjKQtWa5JJ+Pj4ICoqCkFBwXhhYTd0avUUXOwb4/jZfagv+hrcxwPP4g8sxRlswpPQ760JAAKFOCtthpODM8aNG2fswyAyC6y2pIpq2bJliXNA/uc//8G6detw+vRpaDQanXVqdenNSs6ePQshBNq1a1fiNrdu3QIAuX1X8WrH8rh69SpUKpXBZKtjx46Ijo7G1atXdXqntmnTxuBrTZgwAa+99hrWr18PHx8fAMD69ethaWmJgICACsdYFJMzMplRo0YhMTEBkZGR+OGHH7BtWzQaNmyAnFs3H1a2FFML1uiLD7AbU3EUK9ABgTqdA7KRiLPSZtzCH4jeHF0tegcREZlSSROnr169Gq+//jqGDh2KGTNmoHHjxrC0tERSUhICAwP1krXihBCQJAk7duwoMfnr2LHjY8f/OEo69jp16mDy5MkICwvDrVu3UKdOHURGRmLUqFGVMvQIwOSMTMza2hqTJ0/GqFGjYG9vj8WLFyMkJAQZuFJC1eZgDEQY9uMN7MY0OEntYS2ckadKw13NGTg5OCN6c7T8NENERJUvPDwcHh4e2LFjh0614i+//FKm/Vu3bo1ffvkFTZs2NViaVZS2BOvkyZMllmYBpQ+u26JFC2g0Gpw9e1bucap15swZAJB7e5bF1KlT8dlnn2Hz5s2wt7dHTk5OpVVpAhxKgxTG19cXTo4uiJeWQ4NCg9u4YSAawQs2dW3R69kWSMbv6D2iJcLDw5GUnMjEjIjIyCwsLCBJEoT4p5qjoKAAK1asKNP+L7zwAgDg7bffRmGh/rVeW6UJAOPGjYOlpSUWL14sz1BTlDYGbc/MtLQ0vW18fX0BAMuXL9eJ+e+//0ZMTAz69u1brlKvzp07o0ePHtiwYQPWr1+Ppk2bYujQoWXe/1FYckaKYm1tjU2bN8B3tC/2StPgJebplKBl4DLipRVIxF5Eb4mGt7c37O3t8fXXX1doKikiIiq/cePGYd68eRg+fDjGjBmDzMxMfPvtt3IngUd58sknERoaitDQUHh6esLf3x+NGzdGSkoK4uPj8fPPPyM/Px8A4Obmho8++givvvoqOnXqhICAADRr1gxJSUn46aefsGHDBnh6esLZ2RmtWrXCli1b0LJlSzRs2BA2Njbw8fHBkCFDMH78eGzZsgVqtRojR46Uh9KwtrbG2rVry/0ZTJ06VR42Y9GiRWXqmFBWTM5IcXx8fBAVHYUXA4OxVT0QjVTdYa1piFzVLdzUHIOTg4tcdWnoKYqIiIzrzTffhBAC69evx8yZM9GoUSNMmDABL774Ijp06FCm11i0aBG6d++OtWvX4qOPPsK9e/fQoEEDPPHEE3rJ0ssvv4yWLVvigw8+wNq1a5GXl4fGjRtj0KBBcHd3l7f75ptvMGvWLLz99tvIyclBs2bN5NqUb775Bt26dcOmTZvw+uuvw8bGBt7e3li6dCk6depU7s9g4sSJmD17NrKzsw32aH0ckihavlcDZWZmwt7eHhkZGSx5KaPSPrPyrCs+MKa3tzfi4uLkomlHR0f8/vvv+OGHHxAbuw0+PiMxfvx49OnTR+4JZGg/9kyjmo7XNfNWGecvNzcXV69eRfPmzU3eOery5cto1aoVli5divnz55s0lsqUl5cHV1dXPPnkk2UadBco+3lhyRmZjKHZA7y9veX/X7RoEUJDQ+XOAtqqy9DQ0DLtR0REppec/HC6vgYNGpg4ksr1zTffQK1WY+rUqZX+2kzOyGRCQkIwatSoEteXVPpV0f2IiKjq3Lt3D9999x3Wr18PCwsLDBo0yNQhVYrY2Fhcv34doaGh6NChg9zZoDIxOSOTqWj1I6stiYiU786dO3jllVd0GulXB9OnT0dycjK8vLzw1VdflThO2+NgckaKxImaiYjMm4eHh9zjsjq5du2a0d+D45yRIoWFhcHLywteXl5yezJvb295WVhYmIkjJCIiMg6WnJHR5ebmIiIiAhEREZAkYPLkyfD394e/v3+JvVXYroyIiGoqJmdkVDExMQgKDsTdVDXaetZBz8E2uJCwCwEBsZg1eyY2bthscER/VlsSEVFNxeSMjCYmJgZ+fn7o1q8O5s1wg2uzf0aOTrn+AFvWquHr64uoqKhSS8mIiIhqEiZnZBS5ubkICg5Et351MHNlfagsdCekdW1WGzNX1sfHc+4gKDgQiQnJJh8okYiIKkfRTl2GsHakdOwQQEYRHR2Nu6lqTJzhqJeYaaksJEyY7oC7qWpERkZWcYRERGQsRTt1Gfpjp67SseSMKkXRRv8q1cNR+tt0qaNTlWlIYw9LtPWsi6ioKEyePLmKoiUiImMq2qmrpGn2qGQsOaPHFhMTA3f3xggICECiejcG+9vhXu5tODUo29fLob4EdXqakaMkIqKq4urqig4dOuD06dNYtWoVVCoJq1atwunTp9GhQwdFJWfr169HmzZtYG1tjS5dumDbtm2mDonJGZVdbm4uwsPDMXnyZKhUEiZPnoxZs2bBz88PT/QpRNT5Fli/vylWbGmCJwfaQH2noEyvm35HwNHBycjRE1V/hn6j4eHhyM3NNXVoVMM8fGh3Q0BAAG6rz8HH3wu31ecQEBAAd3c3xMbGmjpEAMCWLVvw0ksvYcKECdixYwd69eoFPz8/HD582KRxSUIIYdIITCwzMxP29vbIyMiAnZ2dqcNRrJiYGAQHByE19S569m2NRk3skZygxvEjl9HnWVt8GOUGiyJty7aFZ2BhQDJW/ehWatVm8rV8vDkuSb6hEFHFGPqN3kzKwJEDF+Hi4owNGzYaHLaGlKcy7ku5ubm4evUqmjdvXuWdrbQ99Yf6dMbClWPQsk1Ded3lC7ewZM5W7Iz9SxE99du2bQsvLy98++238rLevXvDwcEBP//8c6W/X1nPC0vO6JG0P7Tufdxx8PwSxOx/A19seQlTpvVHYSEwa1UDncQMAIb414ODiwW+W5sGTaHh/F9TKPD9J+lwdnHEuHHjquJQiKqlkn6jMfvfwMHzS9C9jzt8fX0RExNj6lCpmsvNzUVwcBCG+nTGhh9DdBIzAGjZpiE2/BiCoT6dERwcZNRS3QEDBmDkyJE6y06ePAlJkrB3715cuXIFFy5cwPjx43W2mThxIn777Tfk5eUZLbZHYXJGpSrth7Yj+iS69q2LZm2s9PazslZh0QZXnNifg4/m3EbK9Qc665Ov5ePjOXdwfP99bNywmcNoEFWQkm6GRBEREUhNvYuFK8fAwsJwimFhocKC9/2QmnrXpD31z507BwBo166dzvL27dsjPz8fV69eNUVYAJic0SOU9kPLSL+H+k1K7vDr7VMPH0a54fLpPLwxNhGhQclYO+82lgTfxJvjknD1tCWio6NZ1UL0GMzpZkjVX3R0NHr2ba33kFBcq7aN0KNPK0RFRVVRZPrUajUAwMHBQWe5o6MjACAtzXQd1ZicUalK+6HZO9jgTlLpjf69R9XDjoRWaNraClm3HfHHrnto03QwwsPDkZiQzMSM6DGZ082Qqr/0dDUaNbEv07aNmtgjPV1t5IjME5MzKlVpP7Thvp44cSAH1y+UXi+fcv0BblzMw5IlSyAE8PXXX2Py5MmsyiSqBLwZkpI4ODjiZlJGmba9mZQBBwdHI0dUMm0JWUaGbrzaEjUnJ9ONIsDkjEpV2g/Nx98LTi518fGcOygsodF/YaHA2rmpcHFxxOjRo40ZKlGNZE43Q6r+fH19ceTARVy+cKvU7S6dv4k/fr8EPz8/o8VibW2N/Px8nWXaxAv4p62Ztu2Z1rlz52BpaYkWLVoYLbZHYXJGpSrth2ZtXRsfbQjEvthsvDE2Sa8E7dr5PLw5Nhn7YrOxgY3+iYxCSTdDIn9/f7i4OGPJnK0oLNQY3KawUIOlc6Pg4uJs1J76bm5uOH/+PIqOGLZz5075/1u0aIE2bdogIiJCZ7/vv/8egwYNgqWlpdFiexSzTs5iYmLQs2dP1KtXD66urhg/fjyuXLli6rCqlUf90Ib5dMH6H0Nw+H858Gt7BUF9b2DuhEQE9b2BMe2u4O/fLdjon8iIlHQzJLK2tsaGDRuxM/YvBI0N03touHT+JoLGhmFn7F/YsGGjUR/ax40bhxs3bmD69OnYtWsXlixZotchJjQ0FN9++y0WLVqEvXv34uWXX8aRI0ewYMECo8VVJsJM7dmzR6hUKhEYGCh+/fVXsWXLFtGmTRvRsmVLkZOTU+bXycjIEABERkaGEaM1bzExMUKlUolnRnuKg+eXiFsiTP77/dxi8cxoTyFJkpg1a5bw8fERkgrCx8dHhIeHi/v378uvw8+ayDjK8htVqVQiJibG1KFSGVTGtfL+/fvizJkzOtfgqvTTTz8JFxdnAUD06NNKjBrvJXr0aSUACBcX5yr7Lq5cuVK4u7sLGxsb4e/vL3bt2iUAiD179sjbfPXVV6JVq1bC0tJSdOrUScTGxhotnrKeF7OdIWDatGnYuXMnLl++DEl6OADqnj17MHDgQOzbtw/9+vUr0+twhoCyKTr6eI8+reTRx//4/ZLO6OOlfZ78rImMp6y/UVI+c58hAABSUlJw7do1/Pbbb/j1119x4MB+9O3bD0OGDMGgQYPg4eGhqPk1q0q1nyHgwYMHqFevnpyYAYC9/cMeS2aabyraqFGjkJCQiPDwcDR0ao9tkcfR0Kk9wsPDkZCQyIs+kYnxN0pKEhYWht69e2PBggXYt28fNBqBffv2YcGCBejduzfCwsJMHaKimW3J2f79+zFw4EB8/PHHeP7553H37l288soruH37No4ePQoLCwuD++Xl5elMyZCZmQl3d3eW5pRDRUvHWHJGVDX4WzNv1aXkLCUlpcT1rq6uLDkr5byUPLy7wvXr1w9RUVF47rnn8OqrrwIAPD098csvv5SYmAHA8uXLsXjx4qoKk4iIqMapqclXZTHbas2DBw/ihRdewEsvvYTdu3cjIiICGo0GI0aMwP3790vcb968ecjIyJD/EhISqjBqIiIiotKZbcnZjBkzMHDgQHz44YfysqeeegpNmzZFeHg4pk6danA/KysrWFnpT9RNREREpARmW3J25swZeHp66ixzc3ODi4sLLl++bJqgiIiIiB6T2ZacNWvWDMePH9dZdv36daSmpsLDw8M0QZGeoo1Cs7OzAQAnT56Era0tALZLICIiKs5sk7Np06bhtddew8yZM+Hj44O7d+/i3XffRYMGDTB+/HhTh0f/LywsTK8Dhre3t/z/ixYtQmhoaBVHRURExsTemo/HbJOzGTNmwMrKCp9//jnWr1+PevXqoVevXoiIiICzs7Opw6P/FxISglGjRpW4nj9OIqLqx9CDeVF8MC+d2SZnkiRh2rRpmDZtmqlDoVLw6YiIqOYJCQnBsGHDsGvXLuzatQsHDuxD3779MXjwYAwePJjNjx7BbDsEEBERkTIdPXoUo0aNwMKFC5GlicdgfztkaeKxcOFCjBo1AseOHTN1iACA77//HmPHjoWbmxskScKqVatMHRIAJmdERERUiWJiYuDn54cn+hQi6nwLrN/fFCu2NMH6/U0Rdb4FnuhTCF9fX8TExJg6VERGRuLKlSsYOXKkqUPRYbbVmkRERKQsubm5CA4ORH8fW3zwY2NYWEg665u1scIHPzbGm2OTERwciISEZJNML6X1/fffQ6V6WE6lpPk+WXJGRERElSIiIgKpqWrMXOmil5hpWVhImPG+C1JT1YiMjDRaLAMGDNArETt58iQkScLevXsBQE7MlEaZUREREZHZiY6ORte+NmjWpvSZeDzaWsGzjw2ioqKqKDLzwuSMiIiIKkV6ehrqN7Eo07b1m6iQnp5m5IjME5MzIiIiqhQODk64k1RYpm3vJGng4OBk5IjME5MzIiIiqhS+vr44ceAerl/IK3W7a+fzcPL3e/Dz86uiyMwLkzMiIiKqFP7+/nBxccTHc1JRWCgMblNYKLB2bipcXBwxbtw4o8VibW2N/Px8nWVqtdpo71eZmJwRERFRpbC2tsaGDZuxLzYbb45N1itBu3Y+D2+OTca+2Gxs2LDZqMNouLm54fz58xDinyRx586dRnu/ysRxzoiIiKjS+Pj4ICoqCsHBgfBrewWefWxQv4kKd5I0OPn7Pbi4OCI6Oho+Pj5GjWPcuHFYv349pk+fDl9fXxw8eFBv6I4zZ87gzJkz8r9PnTqFyMhI2NjYYPjw4UaNrzQsOSMiIqJKNWrUKCQkJCM8PBzuTgOxKzIL7k4DER4ejoSEZKMnZgDwzDPPYOXKlYiJiYGvry/+/vtvrFu3TmebH374Af7+/vD39wcA/Pe//4W/vz9efvllo8dXGkkULe+rgTIzM2Fvb4+MjAzY2dmZOhyzUNpnxs+TyPT4OzRvlXH+cnNzcfXqVTRv3twkI/CnpKQgJSUFAJCdnQ1vb2/ExcXB1tYWAODq6gpXV9cqj8vUynpeWHJGRERElSosLAxeXl7w8vKCt7c3AMDb21tepqSpkpSIbc6IiIioUoWEhGDUqFElrq+JpWblweSMiIiIKlVNrbasLKzWJCIiIlIQJmdERERECsJqTSqT4j1vAODkyZM1vucNERFRZWNyRmUSFhaGxYsX6yzT9sABgEWLFiE0NLSKoyIiIiUq+kBvCB/oS8fkjMqEPW+IiKisDD3QF8UH+tI9VnJ28OBB7NmzB2fPnoVarYYkSXByckKHDh3w9NNPo2fPnpUVJ5kYn3KIiKisij7QlzQILZWsQsnZX3/9haCgIJw4cQIAUHySAUmSAAA9evTA+vXr0aFDh8cMk4iIiMyFq6srHB0dERERgYiICEgSsGrVKnmqJFPMWlBcZmYmVq9ejZ9//hkXLlyAlZUVevTogffeew+dOnUyaWzlTs6OHj2KgQMH4t69e/LEoJ6ennBxcYEQAqmpqThx4gT+97//4ciRI+jVqxf27t2Lrl27GiN+IiIiUpiYmBgEBQfibqoabT3roOdgG1xI2IWAgFjMmj0TGzdsrpL5NUtz48YNhIWFITg4GO+++y5yc3OxatUqPPXUUzh27Bjat29vstjKlZwVFhbi+eefx7179xAcHIwPP/ywxHm/MjMzMXv2bGzYsAHPPfcczpw5I5eoERERUfUUExMDPz8/dOtXB/NmuMG1WW15Xcr1B9iyVg1fX19ERUWV2pbZ2Jo3b47Lly+jbt268rKBAweiWbNm+M9//oNPPvnEZLGVa5yzn376CZcuXcKECRPw5Zdfljohq52dHb766iv4+/vjwoULiI2NfexgiYiISLlyc3MRFByIbv3qYObK+jqJGQC4NquNmSvro1u/OggKDkRubq7RYhkwYABGjhyps+zkyZOQJAl79+6FjY2NTmIGALa2tmjVqhWSk5ONFldZlCs5i42NhUqlwnvvvVfmfZYvXw4AiI6OLldgREREZF4iIiJwN1WNiTMcobIwXFumspAwYboD7qaqERkZWcURli49PR1///23Sas0gXImZ/Hx8Wjbti2aN29e5n1atGiBdu3aIT4+vtzBERERkfmIjo5GO8+6eiVmxTX2sERbz7qIioqqosjKZs6cOZAkCdOmTTNpHOVKzlJSUtCmTZtyv0mbNm1MXkRIRERExqVOT4ND/bK1L3eoL0GdnmbkiMpu48aN+PLLL/HZZ5/Bzc3NpLGUq0NARkYG7O3ty/0mdnZ2yMzMLPd+ZB44tRMREQGAo4MTUq6IR28IIP2OQJMWTkaOqGx27NiBqVOnYsGCBZgyZYqpwylfyVlBQQFUqvLPla5SqVBQUFDu/cg8hIWFwcvLC15eXvKUTt7e3vKysLAwE0dIRERVwdfXF+dO5iDl+oNSt0u+lo/zJ3Pg5+dntFisra2Rn5+vs0ytVuttd/jwYYwbNw5TpkzBkiVLjBZPeXD6JnpsnNqJiIgAwN/fH7Nmz8SWtWrMXFnfYKcATaHA95+kw9nFEePGjTNaLG5ubvj1118hhJCH8tq5c6fONmfOnMGIESMwcOBArFu3zmixlFe5k7PNmzdj8+bNxoiFzBSrLYmICHhYWrVxw2b4+vri4zl3MHGGo07ngORr+fj+k3Qc338f0dHfGXWmgHHjxmH9+vWYPn06fH19cfDgQZ3eobdv38awYcNQp04dzJo1C8eOHZPX2dnZmXR2o3InZ8WnaiorDkBLRERU/fn4+CAqKgpBwYF4Y2wi2napA4cGKqTf1uD8n/fh7OKI6OjvjD5DwDPPPIOVK1fik08+waZNm/Dss89i3bp1GDx4MICHpWaJiYkAgEGDBuns6+3tjb179xo1vtJIoqLZVjWRmZkJe3t7ZGRklDqoLhGRueB1zbxVxvnLzc3F1atX0bx5c5PNY5mbm4vIyEj88MMP2LYtFiNH+mD8+PEYN26cIubWNIWynpfyt+4nIiIiKkVKSgrOnDmDDh064I033oAQwBtvvIEOHTrgzJkzcg9/MozJGREREVUq9uJ/POytSURERJWKvfgfT7mSMwsLiwq/kSRJHOuMiIioBmAv/sdTruTscfoO1PB+B0RERERlUq7kTKPRGCsOIiJ6DJxGjaj6YIcAIqJqgA2wiaoPdgggIqoG2ACblKRoSa4hLMktHZMzIqJqgDc7UpKwsDAsXry4xPWLFi1CaGho1QVkZpicERERUaUqWpKbnZ0Nb29vxMXF6bSBpJKxzRkRERFVKldXV3To0AGnT5/GqlWrIEkqrFq1CqdPn0aHDh2qLDlbs2YNmjZtCgsLC/j6+iI/Px9vvvkmGjVqBBsbGwwZMgTnz5+vkljKg8kZERERVaqYmBi4ubkjICAA18+lYoCXH66fS0VAQADc3NwRGxtr9BguXryI119/Hc8//zz279+PlStXYsaMGfjyyy/x3nvvYevWrcjLy8OgQYOQkZFh9HjKg9WaREREVGliYmLg5+eH3p2HI2TmUrg3bC2vS7h1EWFbF8DX1xdRUVGldmJ5XOfPn4cQAi+99BJatGiBxMREfPXVV/jPf/6DoKAgAMCTTz6Jpk2bIiwsDHPmzDFaLOUliRo+OmxmZibs7e2RkZEBOzs7U4dDRArAnmZkSpVxX8rNzcXVq1fRvHlzWFtbV3KEpb+vm5s72rv3xOKQb2Ch0p9ZqFBTiEVhz+NswhEkJiYYJb7AwEBs3rxZZ9n69evxr3/9C3fv3oWjo6O8fMyYMUhLS8PevXsrPY7iynpezL5ac/PmzejatSusra3h4uKC4cOH4/79+6YOi4jMWNExwwz9ccwwIsMiIiJw924qQsYsNZiYAYCFygJT/Zbg7t1UREZGGiWOBQsW4P333wcAbN26FYcOHcL+/fvRoEEDncQMANq3b49z584ZJY6KMutqzWXLluH999/H22+/jV69eiE1NRW//fYbCgsLTR0aEZkx9jQjqpjo6Gh0bt1LpyrTkKaN2qBTq6cQFRWFyZMnV3ocLVu2RJs2bQAAXbt2hYeHB9avXw8HBwe9bR0dHZGWllbpMTwOs03Ozp8/j9DQUMTExGD48OHy8rFjx5owKiKqDopWW2ZmZgIAPD092fSB6BHU6nQ42zcu07Yu9o2hVqcbNyAzZbbVmhs3bkTz5s11EjMiIiIyHUdHB9zNSC7TtqkZyXB0dDBuQEU4Ojoa7JWpVqvh5ORUZXGUhdkmZ4cPH0anTp3w7rvvokGDBrC0tESfPn1w5MiRUvfLy8tDZmamzh8RERE9Pl9fX/x18RASbl0sdbsbNy/g1KXD8PPzq6LIgHbt2uHWrVtQq9U6y8+dO4d27dpVWRxlYbbJ2c2bN7Fz507897//xX/+8x9ER0dDkiQMHToUt2/fLnG/5cuXw97eXv5zd3evwqiJzFtKSgqOHz9e4l9pPRyJqPrz9/eHs7MLwrYuQKHGcPvvQk0hvohaCGdnF4wbN67KYhs6dChUKhV+/PFHeZlarcbOnTvx7LPPVlkcZWG2bc40Gg2ys7MRGRmJzp07AwCeeuopeHh44NNPP8WSJUsM7jdv3jzMnj1b/ndmZiYTNKIy4nx5ZGoc5kTZrK2tsXHjBvj6+mJR2PMIGaM7ztmNmxfwRdRCHPxrB6Kjo6t0mA83Nzf861//wptvvgkLCws0adIE7733Huzt7RESElJlcZSF2SZnjo6OcHZ2lhMzAHByckLXrl1x+vTpEvezsrKClZVVVYRIVO1Up16MvMmbp4o+IPB8Vx0fHx9ERUUhKCgYLyzshk6tnoKLfWOkZiTj1KXDcHZ2QXR0NHx8fKo8to8//hi2trZ46623kJWVhT59+mDXrl2wt7ev8lhKY7bJWceOHXH58mWD63Jzc6s4GqLKp8Sbibn1YiztMwwLC8MXX3xR4r4sBVSmij4gsNS3aj355JOIjY3Bb7/9hl9//RV790ejX7++WDplKQYNGgQPDw+jx+Dr64vi4+xbWVlh1apVWLVqldHf/3GYbXI2cuRIbNy4ESdPnoSnpycA4O7duzh+/DhmzZpl2uCIKgFvJo/vUZ/h1KlTERISYvalgDVJRR8QKprUKfEhyRwY+u3t27cP+/btw4IFC3j9egSznb5Jo9HgqaeeQlpaGpYtW4Y6depg+fLluHjxIv7++280atSoTK/D6ZtIqYreFEq6mZjypmAOv52yfoalHYs5HGdNVdFzU579QkNDq/whyZynb9JiUmtYWc+L2ZacqVQq/Pzzz5g1axZCQkKQn5+Pfv36Yd++fWVOzIiUzNyqEJWInyE9rurUzrIq1dTkq7KYbXIGAC4uLggPDzd1GER8SjRTubm5iIiIQEREBFQqYPLkyfD394e/v79JShtIeZjgkymYdXJGpBQ1qX1Y0YRGksw3oYmJiUFwcCBSU9Xo2tcGg/3tkJi0GwEBsZg9eyY2bNhssDcZE3EiMjYmZ0SVoKY0No6JiUFQcCDupqrR1rMOeg62wYWEXQgIiMWs2TOxsYSERmliYmLg5+eH/j62mLmyBZq1+Wd4nesX8vDxnFSMHj0aM2fOxOXLl3WS0PPnz2PZsmUlvnZ1SsSJyDSYnBFVgopWfTyqxO2dd95B27ZtERERAUAyaSmVNqHp1q8O5s1wg2uz2vK6lOsPsGWtGr6+voiKipITVXm9CZNQ3apLCZMmTcL+A3Ho72OLD35sDAsLSWf7Zm2sMDKwHg7+LwsfffSRXhLq6GSPNWvWoH///myDZCLFz6m5lt4SlcRse2tWFvbEoqIqI4koz3eqtN6EcXFxWLJ4KdIz1HBRdYSlxgn5qjSkak7DydEZmzZvrLJSqtzcXLi5N0bzjvmYubI+VMUSGgDQFAp8POcOrp62RGJCss5N0hQ93gBt1WUQUlPvomff1mjUxB6nTiTgyoVbiDqvW2KmFReThdf9EtG1X11MmuFkMAmN35cjl6pt27YdI0eOYHJQRQyd05tJGThy4CJcXJyxYUPJv4uiSd22bbEYOdKnXOetqu4X7K1ZfZX1vDA5Y3JGRTwqidCOi2VIWYZlMKToDSM2djt8fEagZcuWWPvxWjRED7QXgbBFE3n7bCThrLQJt/AHoqL1S6mMITw8HAEBAVj1o26JWXHJ1/Lx5rgkhIeHY/LkyfLylJQUXLt2Dbt27cKuXbuwb98B9O/fF4MHD8bgwYPh4eFR6RdqbUnfUJ/OWLhyDFq2aQgACBq7Dkm3z2PD/mZ6++TlajDc/RJadrTCaysbGExCj+25h8/eSUN+fgE6te4FF/vGuJuRjL8uHoKzsws2btxgFlW75qikcwoAly/cwpI5W7Ez9i+DpbfFq+Qd66ugvqPB+ZP34ehkj4ULQtG/f3+D71vSb9tYCUh1SM5M9UCmdEzOyojJGRVVWklWWUeUL88F/GHp2LtIz0hDI9WTqKNpiBwpBbfFCTRAd/TA25BgobefQCGOSSuQ53ARScmJRr/4jh07Fmeu/IIFXzV85LZL/nULHVs8ozO5cExMDF4MDEaaOlU+zvuqW7ipOQonRxds2ly5CU1ubi7c3d3QvY87NvwYAgsL1T/HMuhD1K1/Eyu2NNHbb1t4BhYGJJeYhMbH3cNHb95Br07PYNrYZTpzBibcuoiwrQtw8K8dBpMDejylnVOtwkINgsaG4djvCUhI+Od3UbRKfuIMR73S0O8+TkP8vpwS37uk37axEpDqkJyZ4oHMkDVr1mDNmjVISkqCj48PvLy8sG/fPhw9ehQZGRk4evQounfvbvQ4tKr9OGdExlBa27HQ0FC51Oxxpo2RJBWE0Mj/borBGIi3Ya9pAQC4JLbiFuLREUEGEzMAkGCB9mIKdqtfRmRkpE4plTGo09PgUF+/FMkQh/oS1Olp8r9jYmLg5+sHdwzCAMyTjxMaIANXEJ++HL6jfSu1FDAiIgKpqXexcOVMvZu4vYMNkpMKDO63NzoLbT2tDCZm+XkafLlEjV6dhmPJtG9hodI9N+4NW2NxyDdYFPY8goKCkZiYoHPxZTXP4yntnGpZWKiw4H0/9Gm3SP5d5ObmIig4EN361TFYJe/arDZe+6ABPppzB5f/tMAPP0Ri6NChZfptcwy0kh09elTngaw5nsWFA7ewb99CfLRmbaU/kBly8eJFvP7665g7dy58fHzg4uKCgQMHomXLlhg8eLDOA6TSMDkjKiNXV1c4OjrqjIu1atWqR7ZZ8fDwgIO9I9Iz1OjUqhdcHBrjdloizlw5Bjc8jacRBlWRJOwGdsIJHXWqMg2xhRtcVB0QFRVl9OTM0cEJKVfKVsiefkegSQsnAA+fEl8MDH6YmIl1OscJAPZogQFiHfZK0/BiYDCSkhMq5Sk/OjoaPfu21qn20hru64l/B5zA9Qt5em3OstIL4Vjf8GXxyK57yMp4gGlj39VLzLQsVBaY6rcEAYu8sGrVKjz77LPyOv2SVwnAP59pTa3mKavSzmlRrdo2wpO9W2Hjxo3o0KEDtm/fjrupasyb4WawmhoAVBYSJk53wJvjknDt2jUAZevQwzHQDDPFA5kh58+fhxACL730Elq0eBjDjRs3oFKpsHfvXiZnROakpJ5gderUwcsvTy3XuFgPGy8Ho3fn4QgZs1SuBtt5+DucvnIET+JtvYQlHxmwhlOZYrXUOCEtTV3uYyxvKY6vry+2BmxFyvUHj2xzdv5kDua/7gfgYWlHmjoVAzBP7zi1VLCAl3gLW9WDKq0UMD1djUZN7A2u8/H3wsLZ3+PjOXfwwY9NdHpr1nOwQNKVfIP7xe/NQadWPXWqMg1p2qgNOjR/EgsWLMCCBQt01llZ1kFe/n04qzrASuOMPNVd3NWcgV09BzRv3rycR1mzlHZOi3N1s8e2yD3w8vICALTubLg0tKjGHpZo61kXsbGxjx1rTWaqB7LiAgMDsXnzZgBAy5YtAQAbN25EYGBgpb+XMRguGyaqoWJiYuDu7oaAgADcVp+Dj78XbqvPISAgAP7j/dGxdwGizrfA+v1NsWJLE6zf3xRR51vgiT6F8PX1RUxMjPxaubm5CAp6mJgtDvlG56Z+4OQ2NJSehD1a6MVgCXvkIk1vuSH5qjQ4OTmW+zjDwsLg5eVV4l9YWJjO9v7+/nB2ccSWtWpoCg2XoGkKBbZ8kg4HBzu0bNkSx48fx6ZNm9BI1d3gcRZlj5ZopOqOqKioch+LIQ4OjriZlGFwnbV1bXy0IRD7YrPx5tgkXL+QJ68b4FsP50/mIeX6A739crIAFwe3Mr1/Qyd3dOvaDcDDdoWrV6+GJKng9KALBmId+mjeR3fMQR/N+xiIdbDJboegF4N0vj+kq7RzWlxKYgb69u0HAOjazRPODR9dDpGfp8GDBwU4dOggJEmFyZMnIzw8HLm5ucjNzS3SyUV3HenSPpB5iUc/kKWpUxEZGWmUOBYsWID3338fALB161YcOnQII0aMMMp7GQOTM6L/p2003L2POw6eX4KY/W/giy0v4YdfZ8LBqQ76j7TFqq1N9KrCmrWxwgc/NkafZ23w/POT8Nxzz0GSgGHDhuHu3VSEjFmqVw2WdS8DdYXh6pmmGIo0nEY2kkqNNxuJSNWcgZ+fX7mPNSQkBPHx8YiPj0dcXByAh0lEfHw8fvnlF/Tq1QvHjx+X/86cOYP57yzE8f05+GjOHb3kJflaPj568zbi4+4hPT0TvXv3hpeXF3bv3os6mrLNdWutaYi0tPRyH4shvr6+OHLgIi5fuGVw/TCfLtgY9TJO7i+AX9sreLHPdcydkIjIz9OhUgHffnxXLwmtWw9ITU8s0/unZiSjidvDaul27drh3aXL0Ag90F28pVddbYsm6C7eQkP0wIuBQbzhl+BR51Tr0vmbOHrwklwC69bEHel3Sq+Sj4+7hxnPJuPK6Xw0sm+FAV5+uH4uFQEBAWjQoAEauDRCQEAAjm6/ieZ4Fke330RAQACaNHZnSVsx0dHRaKQy/OBZVGU/kBXXsmVLtGnTBgDQtWtXPPXUU6hfv75R3ssYmJwR4WEpV3BwEIb6dMaGH0N02rXERsQjPe0+Zq1qoDdgqdaB7dn48/d7yM7OwcXE3eg52AaXrv6Fji16GKwGq2djjxzJ8E3GA8/CCo44g00QKDS4jUAhzkqb4eTojHHjxpX7eF1dXdGtWzd069YNnp6eAB62lenWrRsOHTqEZ555Rq80bdasWdBoBM4eK8QbYxOxJPgm1s67jSXBN/HmuCRc+bs21qxZo5Pw9e/fF/dVN8sU033VLahU0EkKjx8/Xmr1a0n8/f3h4uKMJXO2orBQY3CbISM64cnerWFraws3x6exKzILzVwGYebMWTh5IA8fF0tCvQbUxalLR5Bw62Kp733j5gWcunRYruKOjo5Gmvou2ovAR3bwSFPfNVpJgrkryzktLNRg6dwouLg4Y/To0QCAkSNH4tzJHIOlocA/PXA7ewxG+JLj+HTOLix6aRPWvrETs55bg6ysbDjc644x2I3hmggMwKcYronAGOxGvfSu8B3tyxLPItLupqOO5tG9uoHKfSCrbpicEaFoT7Axej3BdkSfRNe+dQ0OWAr8M2hp687WWPWjGxatb4TpyxugWWtrNHByN7hPX8+RuCWOIgNX9NbVgjX64gPcwh84iuV6JWjZSMQxaQVu4Q9s2ryx0ttrlFaqFh8fj79PnUF4eDjaNB2MP3bdQ5umgxEeHo7kpJuYNm0aTp8+jVWrVkGSVMjMzMRNzTGDx1lUBi7jluYYdu/e/cgq1rKwtrbGhg0bsTP2LwSNDdMrbbl0/iaCxobht5//xrfffotvv/0WQgN8/fXXWL16NaKionD1tKVOEvpbZDZUKgt8HvkOCjWGk+ZCTSHW/fgObG1t8dNPPwFQYdGiRXCWOpSrgwfpK+s53Rn7FzZs+Od34evrW2KVvG4P3O90HqTyHuRiffS7/9+b+gu9kiBt2yl3DMKLgcEs8fx/Ts4OuK8qvXRTK1d1C05ODsYNyEyxQwARSu8JlpF+D/WbGP6p5OVqsDg4BV371dUbtLRuPSA1wXA1mLeXHz79fh6O5SzH09BvNNsUgzEAn2MfZmA3pv1/A3In5KnScFdzBk4OzojeHG2Uruhl6YHWvHlzjBo1Cvb29vj6669hZ2f3cJDPoGDcvZuKzq17YYCXH+6oEyHBAkfxHgYW65Wqpfn/MdvsbR0R8eP3ZR7G4FF8fHwQFRWF4OAg9G67ED36tJJHk//j90twcXFGdPTDz1B7nFqjRo1CYkIyIiMj8cMPP8ijyY8c3Aoff/wxFoU9r9PBA3hYYrZ8UwjOXT0BgULE77iN5ngWSTf3wQWldyLQqmgHj5qiIufU2toaGzdshq+vLz6ec0dnnLPSeuDGxUchM+cuBpexM8vDZJx8fX2xdWsAMnCl1KrNDFzGTc0x+PnNrMLozAdLzohQek8wewcb3ClhXKxfI7KQnlqISTOc9Lrpl1YNZlXbGm8F/gcJ0m/Yg2l6JUsZuIwrUiQ0yMesWbPQe0RLJON39B7REuHh4UhKTlTUKPTa9nrt3XsifMlxrH1jJxa9tAmfztmF155bhQT8ht2YavA490rTkCB2Iehfgfjkk08ASFi1ahVOnz6NDh06PNZYUaNGjUJCQiLCw8PR0Kk9tkUeR0On9ggPD0dCQumfobW1NSZPnoyvv/4aQuiWqp1NOIIXFnbD9A+GYPEXUzD9gyEIWOSFs1fj4S4N1KkCc0Vv5OJumeKtaAePmuRR53TIkCFy432V6uGE9enp6fj+++/1SkO/Xp1WYtOD0jrtFGWDJrCXmmPhwoXQzn9bkzsL+Pv7w8nRBfHScmhKaJahQSHipRVwcnSpULOMmoAlZ0R42BMsKclwKVdp42KVNmhpz8E2+GZ1Btb9ON/goKW9uzyLJSFfY8mXQdha+CsaqbrDWtMQuapbuKk5BicHF/y0+Se5FKBoKZWSFO+VWvw4R3v/C052Df//OAfqHadt3XqwQT2sWbMGLqqOaIy+OLT9CmJjA/DazFmPPYeoNskqXtJXfDYIADh58qROiZ2hxHDUqFFITEwoUqoWjeHDn8HVZDs43++pN3xAUwzFfsxGNpJKrdr8p4PHvAofa01R0jl9OHRNoMHhblxcHBG27kvcv39fLg11ca5fYtOD0jrtaN3ArziAOcgTaljcbI/GaF2p311zZG1tjU2bN8B3tC/2StPgJebpJLgZuIx4aQUS8BuiN0dX+ewFcXFxuHPnDk6fPg0A2L17N65duwYPD48qnSngUVhyRoTSe4L5+HvByaUuPp5zB4XF2qyUNmippZUKUxc54dCpHVi47jm9ErQbNy/gl0PfoECTh+effx5t+tbFNfyMNn3rYunSpdi2PcaoF4uiwwNox3OryBN/dHR0ib1Stfp19cHn83YDAOxbZ8nH+dxzz+Fezj3Uy+mAgViH3poV6I456K1ZgYFYB6v01kZrcF10OBFvb28AgLe3d5nauumWqmkwevRoZOdkGhw+oCo6eNA/pbdP9Ckscbib8ePHw87OTi4NfarXU7ibkWzw9UrrtAM8TMx2IwSOaIuBWIe+WFll312l8/HxQVR0FLIcTmArBmKHahz24FXsUI3DVgxClsMJRP9knGYZj7Jo0SL4+/vLAz7PnTsX/v7++PTTT6s8ltJwbk3OrUl49Lx9/4v9E4G+n6PvCBvMWtVALkF7Y2wikq7kY+FXjUt87fi4e/hyiRpZGQ/QofmTaOjkjltpCThz9ShUKgtoSmhcDpQ8p9/jeljCEITU1Lvo2be13G7nyIGLcHFxxoYNG3VK7AzNE6qdrqZ///5QJz/AJ2/ufOT7vrJiIM5cPSr/W4KqyuYQreik1WX9DC4cyMFwjeGeljewC7sxFQ3RAx1QfCL7RJyVNuMW/jDZDctcac/NrVu30LFjOzzRpxAf/NjYYK/qwkKBN8cm4+/fLXD69Dk0bNgQYWFhCAkJQfiS43pVmzsPf4f3Nk7FGOzWq9osQC5+QC84oi2exFuV/t2tDnNramPQljDHxm6Dj89IjB8/HuPGjTNZTKbGuTWJykHbE8zX1xdBY8OwcOUYnc4BLds0hGd3D/z+81Xsi82GZx8b1G+iwqVTebhxMb/UkfO9vG3g8nktvP1cMlDnHrKlBDRqXg+TgpaiS5cusLS0LHH8HWPMzactYRjq0xkLV87UOc7LF25hyZyt8PX1RVRUFAYMGKCzb/F5QgFg//4DGOBVtrHWGjq5w8YZWBe2Dtu3b8fChQtNNodoReeyNPQZ7Nt3AM3xbAl7aOdPDcMBzMFuTIMj2qEOXP5/hoCzsLN1wIZPjD/XYHUVHR2N1FQ1Zq5sUeJwNxYWEma874Ix7a7Ijfd9fX3x9tvvIGzrAr0q+dI67VzDz8iDGh3w6OFRqmr+W6XRPsR06NABb7zxBmJjY/HGG2/A1tYWZ86c4Vyyj8DkjOj/laUn2PffR/7TZiUyFsOfeRbqm3H4bq0arxmYVBl4OHL+1rAMOLs4Ij4+vsxPjNqLW0pKSrnaRJWm+HhuxUsIW7ZpiA0/hmCK7+d4/vnn4e3tLTeq9vf3x5QpU/TmwnvzzTdx54bhqqHiUjOS0bqzO7p164Zly5bBRdURthrjzSFa0XZlpSk62bXWm2++iTN7bwKGh98CADTFEIzHIURjGNQ4BzUkQPOw4iIzKx1Xr14tVxz0j23btqFrX5sSh7vR8mhrBc8+NvLAsdbW1ti4cQN8fX31euBa1bZGsO98rPl2NnZjKp7EO3IJ2sP5b8s3PEpNS84MPcRomw8AnEv2UZicERWh7QkmN/aO3IYRI0YiPHwR+vTpA7X64TAH2ifBuXPnYsiQIXj99dn4aM4dTCrSTR94OHL+95+k4/j++4iO/q5cRfnGuLj9M57bTL3ETOvX7adw9OBFZGffR1L6Hr1G1cXnEA0MDERAQAASbl0sdd5J7eCscxaFAwDS7qphqTHuHKLG+AwNJXSBgYEI2P3o4QPuIQlZuI6lS5fqTIqufV2qmIwMNeo3MVyCVVz9Jipk3Pznu6R9KAsKCsYLC7uhU6un4GLfGKkZyTh16TDq1auHdM0xbL33T2eWFByEC7qU6f1q6vAohh5iiuL3vXRsc8Y2Z1SC4t+N0NBQvRt9UXVtrJFzLxdtu9SBQwMV0m9rcP7P+3B2ccRGA5OiP0p5Jycvi7FjxyLp9inE7H/D4PpfYv7Ei36fo7+PLWaurK9TEnH9Qh4+npOKfbHZiIqKki+8ubm5cHNzR3v3ngZ7awIPB2ddFPY8ziYcQWLiw4mOx44di33R59Fbs+KRcR9UzUV/33b48ccfy3W8lfEZluUakZubiyaN3VEvvavByZ6Bh8MH7JWmIcvhhNEme64JSmrzl1kYjw0Hmj5y/6C+N+DuNBCxsbE657Ro+6ht27Zj5MgRcvsoADptpxo1aogHt5zQR7z/yPeryHe3urQ5I31sc0ZUyR71JOjo6Ijff/9dZ9DS+W9UvPGrMdpklDaeW27uA8wK3oT+Prb44Mcmem13tHOIvjk2GcHBgUhISIa1tXWpVUPAwxKzL6IW4uBfOxAdHa0zcvvWrQFGHWKiqtq1KH34gOrEcJu/fQBgcLiboq6dz8PJ3+9hxDudERsbq1fFbWh4Dq2i6xYvXoyQkBAOj0JGw5IzlpxRCSr63VDyd6q0krOI8MP4d8BGRJ1v8cgb3Jh2V+RhOLSKzhBQvGrI2dkFGzfqNnh/WNrkBqv01uguKr/HW2Upz/mMiYnBi4HBSFOn6o9b5+iCTZvZ6P9xGSoNzcvLw7MjnkGXfgKrtuo/WAAPe2u+7peIAz9nw1AH6bL0jC7aO7R9uw5G++6y5Kz6YskZUQUYowG5kvj6+iIgYCsuX7ilN1XVo+YQ1dI2qi7eyNnQ4KwjR47AnEXhBksPH5Y2bYTvaF8ck1agvShliAkzKW0aNWoUkpITdIcPGDES48cb/gyo/Er6Df5389fw9fXFm2OTMXOli873+Nr5PKydm4oD2+/hww/XoH///gZft6yq43eXlIUlZwou5aCq96h2ZWVpQK7k71Rp47mNHfQh6ta/iRVbSu+BBgBzJySiMNULv/22R15mqC1Q8TkyDd0AH5Y2BSFNfVd/DlFHZ5OPsl4dS1Crq6IzBGiHu7mTpMHJ3+8Z7MyiVdbvbvFzaqzvbnUoOTNGm9nqgCVnRBVQ3XsYlTaem72DDZJKmEO0uDtJGrRoqNvTsqI9Ix+WNiUaKG2aZ7LSpoqWoFb3klele9jbusiE9ZGxGDnCB6+Hl972szp9d5XC0GdaFIfSKB1Lzvh0S5XMHL5TRWcI0I7n9veJBFy5eLvCbc4q+qRc0RI3Y6poCWpllLxS5SjP77Cis0VU9P0qM/aSKKnkTCm/ayVgyRkRlcjQeG7PPDMcd27F4eM5qaVOgbN2bipcXBz15oCszBH3TT1YZUVLUKt7yWt1VVMTBWNydXWFo6MjIiIiEBERAUDCqlWr4O/vD39//ypLGNesWYM1a9YgKSkJQ4cORcuWLeXJzhs2bIhnnnkGS5cuhYuLS5XEU1YsOTODUg4yL+b2nSoab1xcHHx9ff9/nDPDjar3xWYjOrry5oBk2xQyBmP8DllyVnZF2+O5qDrCUuOEfFUaUjWnq6wt6cWLF9G2bVvMnTsXPj4+OHbsGNavX4+goCB06dIF169fx8KFC1G3bl2cPHkSVlald4aqDCw5I6Jy+2cKq0D4tb1isFF1ZSZmAJMvouomJiYGfr5+aIgeGIhl/0zRpgGykYSz6ZvgO9oXUdFRpZY0P67z589DCIGXXnoJLVq0QNu2bTF9+nRI0j+1Aq1bt0afPn2wbds2jB071mixlBeTM6JKUJ0agle0UTWRqVWn36G5ys3NxYuBQWiIHgbHgLNFE3QXb+GYtAIvBgYZbfzCwMBAbN68GQDQsmVLAMDGjRsRGBios13Xrl0BAMnJZZsfuKowOSOqBEpsN/U4rK2tSx0tnUiJjPE7ZMJXPhEREUhT38VALDM4OC8ASLBAezEFu9UvIzIy0iiTwi9YsAAdOnTA3LlzsXXrVri6uspJWlEHDhwAALRv377SY3gcTM6IKgEbghOZnjF+h49K+KZOnfpwKicmbgCA6OhouKg6/lOVWQJbuMFF1UFvMOvK0rJlS7Rp0wbAw9IxDw8PvW1yc3PxxhtvoGvXrhg0aFClx/A4mJwRVYKaeBEmUhpj/A5LS/jCwsLwxRdf4IsvvpCXmXOJeWVIu6uGpcbp0RsCsNQ4IS1NbeSISjZt2jRcvXoVBw8e1GmHpgRMzohqIFbVEJVNab+F0NBQhISElLpvTePk7Ih81XlA8+ht81VpcHJqZ/ygDJg/fz6++eYbbNu2DU888YRJYigNkzOiGqi6tZEjMgU+xOjz9fXF1q0ByEaSznyjxWUjEamaM/Dzm1eF0T30ySef4L333sOmTZswbNiwKn//smByRlQDsY0cERmDv78/Xps5C2fTNxnsrQkAAoU4K22Gk4Oz3mDWxvbdd99h5syZWL58OQICAqr0vcuDyRlRDVTaE7+2yjMlJYVVnkRULtbW1ti0eSN8R/vimLQC7UWgTglaNhJxVtqMW/gD0Zujq3Ronri4OEyZMgUDBw6Et7c3Dh8+LK9zc3ODm5tblcXyKEzOiEgHqzyJ6HH4+PggKjoKLwYGYbd6GpxVHWClcUKeKg13NWfg5OCM6M2VO5h1WezZswcPHjzAb7/9ht9++01nndKua5y+ycym2iEyNk6nRGRa1WH6Jm0M2sGsY2O3wcdnJMaPr9mDWZf1vDA5Y3JGREQKUh2Ss+I9wr29vREXF1fjm0eU9byoqjAmIiIiqgHCwsLg5eUFLy8vuVmEt7e3vCwsLMzEESob25wRERFRpWKP8MfD5IyIiIgqVU2ttqwsrNYkIiKqpmp4s3LFKev5YHJGRERUzdSuXRsAkJOTY+JIqCjt+dCen5KwWpOIiKiasbCwgIODA27fvg0AqFu3ruIm965JhBDIycnB7du34eDgAAsL/ZkTiqo2yVl2djbatWuHpKQkHD16FN27dzd1SERERCbTqFEjAJATNDI9BwcH+byUptokZ0uXLkVBQYGpwyAiIlIESZLg6uqKBg0a4MGDB6YOp8arXbv2I0vMtKpFcnbu3Dl89tln+PDDDzFt2jRTh0NERKQYFhYWZU4KSBmqRYeA6dOnY9q0aWjbtq2pQyEiIiJ6LGZfchYZGYlTp07hxx9/xPHjxx+5fV5eHvLy8uR/Z2ZmGjM8IiIionIx65KznJwczJ49G++9916Z5x9bvnw57O3t5T93d3cjR0lERERUdmadnL377rto2LAhXnzxxTLvM2/ePGRkZMh/CQkJRoyQiIiIqHzMtlrz+vXr+PDDDxEVFYWMjAwAD4fT0P43Ozsbtra2evtZWVnBysqqSmMlIiIiKiuzTc6uXr2K/Px8jBgxQm/d008/jZ49e+Lw4cMmiIyIiIio4sw2OfP09MSePXt0lp08eRKzZs3CunXr8OSTT5ooMiIiIqKKM9vkzMHBAQMGDDC4zsvLC926davagIiIiIgqgVl3CCAiIiKqbsy25MyQAQMGQAhh6jCIiIiIKowlZ0REREQKwuSMiIiISEGYnBEREREpCJMzIiIiIgVhckZERESkIEzOiIiIiBSEyRkRERGRgjA5IyIiIlIQJmdERERECsLkjIiIiEhBmJwRERERKQiTMyIiIiIFYXJGREREpCBMzoiIiIgUhMkZERERkYIwOSMiIiJSECZnRERERArC5IyIiIhIQZicERERESkIkzMiIiIiBWFyRkRERKQgTM6IiIiIFITJGREREZGCMDkjIiIiUhAmZ0REREQKwuSMiIiISEGYnBEREREpCJMzIiIiIgVhckZERESkIEzOiIiIiBSEyRkRERGRgjA5IyIiIlIQJmdERERECsLkjIiIiEhBmJwRERERKQiTMyIiIiIFYXJGREREpCBMzoiIiIgUhMkZERERkYIwOSMiIiJSECZnRERERArC5IyIiIhIQZicERERESkIkzMiIiIiBWFyRkRERKQgTM6IiIiIFKSWqQOozlJSUpCSklLieldXV7i6ulZhRERERKR0TM6MKCwsDIsXLy5x/aJFixAaGqq3nEkdERFRzSUJIYSpgzClzMxM2NvbIyMjA3Z2dpX62ikpKbh27Rp27dqFXbt24cCBfejbtz8GDx4MT09PWFpaon79+nr7hYWF4YsvvijxdZnUERFVX8a8L5F5MNuSs4iICHz99deIj4+HWq1G69atMWPGDLz44ouQJMnU4QEAjh49iuDgQKSmqtG1rw0G+9vhTlI8Fi7cBxvbOriXfb/EfYOCguDh4YFdu3Zh//4D6NevLwYPHozBgwfDw8PD4D76JXUSgH9y75KSOiIiIlIOs+0QsHr1atStWxcffvghYmNjMXz4cLz00ktYsmSJqUMDAMTExMDPzw9P9ClE1PkWWL+/KVZsaYL1+5si6nwLPDmoNlQqCatXr0ZcXBwAIC4uDvHx8Vi9ejWio6KxcOFCpKc8wAAvP6SnPMDChQvh4zMKx44dM/ieHh4esKvnAABwVnVAY/SFs6oDAMCungOaN29eJcdOREREFWe21ZqpqalwcXHRWTZ16lR8//33UKvVUKnKlndWRvFxbm4uIiIiEB0djfR0NerVs8PuPbvg9bQFPvixMSws9EvyCgsFZvsm4cTeQnh7P42ff96OkSN90LJlS6xduxa9Ow9HyJilcG/YWt4n4dZFrPtxAQ7+9TMmTZqEmzdvIjMjC3b29dCoUSN8990WNEIPtBeBsEUTeb9sJOGstAm38AeioqMwatSoCh0nEREZH6s1yWyTM0M+//xzvPLKK8jMzES9evXKtM/j/gg2bdqE2bNfg1qdgR59WsHVzQGnjt/AlYu3EXW+BZq1sTK4X1xMFhYFJiNTrUGbLnXg1ECFu7cKcfnvB3jqiaFY+vJ3sFBZ6O23/0QslnwZhAeFuaiPbrBFY2QhEXfxFxqgO3rgbUjQ30+gEMekFchzuIik5ERYW1uX+1iJiMj4mJyR2bY5M+TAgQNo0qRJqYlZXl4e8vLy5H9nZmZW+P1iYmIQFBSEISM7IXTVOLRs0xAAEDR2HewaZpeamL3ul4iu/epi0gwnuDarDQDYvz0LF/9KxcvjlhlMzH7/czsWhk2GuxiE7pgHe7QAAFzCVuzHbHREkMHEDAAkWKC9mILd6pcRGRmJyZMnV/i4iYiIyHjMts1ZcQcOHMCWLVvwxhtvlLrd8uXLYW9vL/+5u7tX6P1yc3MRHByEYaM6Y1PUy3JiBgAZ6ffQoInhvDcvV4PFwSno2q8uXlvZQE7MACB+bw46teqpU5Up7/cgF+9vehXuYhCexjo5MQOAG9gJJ3TUqco0xBZucFF1QFRUVHkPl4iIiKpItUjOEhMTMWHCBDz99NOYMWNGqdvOmzcPGRkZ8l9CQkKF3jMiIgKpqXexcOVYWFjofoz2Dja4k1RgcL9fI7KQnlqISTOcoCrWFi0nC3BxcDO4X1x8FDJz7qI75kFVrHQsHxmwhlOZ4rbUOCEtTV2mbYmIiKjqmX1ylp6ejuHDh8PZ2Rk//vjjIzsCWFlZwc7OTuevIqKjo9Gzb2udEjOt4b6eOHEgB9cv5Omt2xudhbaeVjolZlp16wGp6YkG3+/AyW1oKD2pU2KmZQl75CKtTHHnq9Lg5ORYpm2JiIio6pl1cnb//n2MHDkSGRkZ2LFjB+zt7avsvdPT1WjUxPD7+fh7wcmlLj6ecweFhbr9LbLSC+FY33CVp9eAujh16QgSbl3UW5d1LwN1hX4iCABNMRRpOI1sJJUaczYSkao5Az8/v1K3IyIiItMx2+SsoKAA48ePx9mzZ/HLL7+gSZPS21tVNgcHR9xMyjC4ztq6Nj7aEIh9sdl4c2ySTglaPQcLqO8YrvLsOdgG9exrY92P81GoKdRZV8/GHjnSLYP7eeBZWMERZ7AJAoUGtxEoxFlpM5wcnTFu3LiyHCIRERGZgNkmZ6+88gq2bduGd955B5mZmTh8+LD8V7Q3prH4+vriyIGLuHzBcMI0zKcLNka9jJP7C+DX9gpe7HMdcyck4tKpPJw/mYeU6w/09rG0UmHqIiccOrUDC9dN0ilB6+s5ErfEUWTgit5+tWCNvvgAt/AHjmK5XglaNhJxVFqOW/gDmzZv5DAaRERECma245x5eHjg+vXrBtddvXq1xCmOiqvoeDK5ublwd3dD9z5u2PDjNL1OAQBQWKhBwOj/4OCeS+jWzQu/HzyAPr374sSJeLTrrsJrK+vrdQoAgGN77uGzd9KQn1+AJ1o+hfoOjXErLRFnr8bDDU9jIML0OgUAwDX8D/swA4XIgyPaog7q4z7uQI3zkKDChInj8d1335X5GImIqOpxnDMy2+SssjzOjyA2NhajR4/WG+cMAC6dv4nFb/6Indv+Kjq9pQ6v/nUxaaaTTueA5Gv52LJWjfh9OfIySVJBCI3876YYjO54W6dzQAYuI15agetiF55//jmkpKTIswc8/fTTGDRoEDw8PDjxORGRwjE5IyZnlThDwJO9W8HVzR4piRk4evAS7B3sMOu12fDx8dHbLy4uDkvfXQx1WgbadqkDhwYqpN/W4Pyf9+HoZI+FC0LRv39/vf1iYmKw+sOPkJWdgYYqL9TRNMJ91U3c0sTDvp4jPv5kDaZMmVKhz4KIiEyPyRlVqxkCTCEwMBATJ05EZGQkoqKikJ6qhnujZpgRvgjjxo0rsX2Xq6srnnrqKfz222/49ddfsX/XPvTr1x+Tlw4ptZQrJiYGWdkPOyLc0sQDkADNw/w6I0uNq1evGu1YiYiIyPhYcmaiJ5TQ0FAsXry4xPWLFi1CaGio3vKUlBSkpKSUuJ+rqyurLomIzBhLzojJmYl+BEyyiIjIECZnxGpNE2HyRURERIaY7ThnRERERNURkzMiIiIiBWFyRkRERKQgTM6IiIiIFITJGREREZGCMDkjIiIiUhAmZ0REREQKwuSMiIiISEGYnBEREREpCJMzIiIiIgVhckZERESkIEzOiIiIiBSEyRkRERGRgjA5IyIiIlIQJmdERERECsLkjIiIiEhBmJwRERERKQiTMyIiIiIFYXJGREREpCBMzoiIiIgUhMkZERERkYIwOSMiIiJSECZnRERERArC5IyIiIhIQZicERERESkIkzMiIiIiBWFyRkRERKQgTM6IiIiIFITJGREREZGCMDkjIiIiUhAmZ0REREQKwuSMiIiISEGYnBEREREpCJMzIiIiIgVhckZERESkIEzOiIiIiBSEyRkRERGRgjA5IyIiIlIQJmdERERECsLkjIiIiEhBmJwRERERKQiTMyIiIiIFYXJGREREpCBmnZydO3cOQ4YMgY2NDRo1aoQ5c+YgPz/f1GERERERVVgtUwdQUWq1GgMHDkTr1q2xdetWJCUlYfbs2cjJycGnn35q6vCIiIiIKsRsk7N169YhMzMTUVFRcHJyAgAUFBTglVdewdtvv43GjRubOEIiIiKi8jPbas0dO3Zg8ODBcmIGAOPHj4dGo8HOnTtNGBkRERFRxZltydm5c+cQFBSks8zBwQGurq44d+5cifvl5eUhLy9P/ndGRgYAIDMz0ziBEhERlYP2fiSEMHEkZCpmm5yp1Wo4ODjoLXd0dERaWlqJ+y1fvhyLFy/WW+7u7l6Z4RERET2WrKws2NvbmzoMMgGzTc4qat68eZg9e7b8b41Gg7S0NDg7O0OSJBNG9lBmZibc3d2RkJAAOzs7U4djNDXlOIGac6w8zuqFx2k6QghkZWWx7XQNZrbJmaOjo1wlWZRardZph1aclZUVrKysdJYZKoEzNTs7O8VcKIypphwnUHOOlcdZvfA4TYMlZjWb2XYIaNeunV7bsoyMDKSkpKBdu3YmioqIiIjo8ZhtcjZ8+HDs2rUL6enp8rKIiAioVCoMHTrUdIERERERPQazTc6mTZuGevXqwdfXFzt37sTGjRvx5ptvYtq0aWZdT29lZYVFixbpVb1WNzXlOIGac6w8zuqFx0lkOpIw4766Z8+exfTp03Hw4EHUq1cPAQEBWLZsGSwtLU0dGhEREVGFmHVyRkRERFTdmG21JhEREVF1xOSMiIiISEGYnBEREREpCJMzIiIiIgVhckZERESkIEzOajB21K1eatL51Gg0pg6hStSEc1oTjlGrJh0rPR4mZzVQXl4eAMgTvRcWFpoyHKOZMWMG3nvvPVy7dg137tzRWVedLpI15XwuXboU4eHhSE9PR25urs666nQ+AeDGjRsAqv85Bf45xuosLS0NQM04n1Q5OM5ZDfPss8/C0tISQ4YMgbe3N5544glTh2QU+/fvh5+fH3Jzc6HRaNChQwe8/vrr6NOnD5o2bQrgYemLSmXezyc15Xz+8MMPmDRpEgCgQYMG6Nu3L1566SX0798f1tbWAB4maNXhRj9gwABcvHgRI0aMQO/evTFx4kT5GKuTF154AfXq1cOUKVPQqFEjNGvWTF5XXc4lAAwcOBAZGRkYMWIE+vXrhyFDhpg6JDIHgmqMK1euiMDAQNG+fXthaWkp7OzsxJgxY8ShQ4fE3bt3TR1epbt//774888/xaxZs4S9vb2QJEn07t1bfPrpp6YOrVLUpPOp0WhEVlaWiI6OFs8995yQJElIkiQmTJggIiIi5O0KCwtNGGXl+Oijj0RISIhwcnISkiSJdu3aiRUrVojTp0+bOrRKc/bsWdG+fXvh6uoqJEkSTZo0EatXrxZ//PGHvI1GozFhhJUjKytLzJs3TwwbNkzY2NgISZJEnz59xHfffSeuX78uhKgex0mVj8lZDZScnCz27dsn+vfvLywtLYWjo6OYMmWKOHbsmBCielws8vPzdf598OBBMW/ePGFpaSkkSRKTJ08WmZmZJoquctXE8/nTTz+J5557TtSuXVtYWVmJ2bNny+vM9XiLJ5Y3b94U8+bNE126dBGSJAkPDw+xdetWE0VXebTHmZ+fL9RqtVi+fLno2LGjUKlUws3NTcyfP9/EEVa++/fvi3PnzolJkyaJxo0bC0tLS9G/f3+xd+9eU4dGCsXkrIa4d++e/P/ai2NWVpb49ttvxaBBg4QkScLBwUHs2LHDVCE+tlGjRoktW7bI/9ZoNHo3vL1794qmTZsKSZLE8OHDxdmzZ6s6zEpRE87nSy+9JH755Rf538XP561bt8TXX38trK2thSRJ4vnnnxf3798XQphnCVpqaqr8/9pk9MGDByIhIUFMnz5dLi0MDQ0VycnJpgqzUjx48EDn3xcuXBDr1q0Ttra28m/z5MmToqCgwEQRPr6MjAz5/7XHe//+fXHgwAExYcIE+XyuX7/eLL+vZFxMzqq5Q4cOiffee0+89NJL4tChQ/Jy7cVAo9GItLQ0MXPmTPliER4eLq8zF1988YWckPz000/y8qLHoP3/06dPi969ewtJksSwYcPkKkBzuEDWlPP5/vvvC0mSRJcuXXRKFzQajd5xxMfHi8aNGwtJksTEiRPl5eZwPoUQIiYmRkyfPl20aNFCPldC6J+vL774Qri5uQlJksQrr7wibty4UdWhPpaePXuKsLAw+d+FhYV6x/jnn3+Kvn37CkmSRM+ePcUvv/yil8gp3a5du8Tbb78tBg0aJLZv3y4vL36sy5Ytk3+j7733nsjLy6vqUEnBmJxVY//+97+Fi4uLkCRJuLm5iVWrVgm1Wl3i9kuXLpUvFtu2bau6QCvBgwcPxNy5c4UkSaJevXolJmjaG/bFixdFv3795HZLhrZVmpp0Pi9duiSmTJkiJEkSnTp1Env27JHXGTqff/31l3B3dxeSJIl///vfBrdVosDAQFGnTh1Rq1Yt0blzZzF79mydEhchhE7pUWRkpPD09BSSJIkFCxaI3Nzcqg65QiIjI/UeFoTQTaC1/3/58mUxadIkoVKpxJNPPini4+OFEMo/l0IIMXXqVGFnZyckSRKtW7cWCxYs0PuNFj3mzz//XG5b+MUXXwghzOM4yfiYnFVTQ4cOFZIkiV69eom4uDhx6dKlErctevHXPs1ZW1vrlMyYg4KCAvHmm2/KCVp0dLS8zlAJ2pkzZ0SrVq2EJEli5cqVVR5vedTE83nt2jXxwgsvlDlBi4+PF3Xq1BGSJInNmzdXdbjlNmTIELkK79SpUzpV1cUVvaFv3bpVNGvWTEiSJL799tuqCLVSrF69+pEJmva8JiQkiMmTJwtJksSQIUPkal4lJy7a8/n000+Lo0ePitu3b5e4bdFjDgsLkz+XnTt3VkWoZAaYnFVD48aNE5IkiZkzZ4o7d+4IIR59USt6Q3/99deFJEnCz89P3Lx506ixVraiCZqtrW2JCZr24njw4EFRu3Zt0alTJ3Hq1Cm97ZSgJp/P8iZoP/74o7C0tBTPPvusThsupdEmHrNmzZLjfFT7qqLHu2HDBiFJknB2dhYnT540aqyPq+hxffjhh3Ii8t///ldebihBu3Llihg8eLCQJEm8/vrrVRdwBUycOFFIkiRee+01+Tf6qGr1ouu11fienp6lPnhRzcHkrJrRPoVNmjSp3G2ptBfRnJwc8eyzzwpbW1u5Qbk5Ncy9f/++WLRokZAkSTg6Oooff/xRXmfohq6t/lPiEBs8nw+roF966SX55rVr1y55XfEkNT09Xd72hx9+qOpQy+SHH37QSyDLek6LbvfGG28ISZLEG2+8IQoLCxXdxq5obOVJ0E6fPi0cHByEg4OD+PXXX6su4HLYvHmzsLCwEGPGjHms86mtxv/ss8+EEOb1G6XKx+SsmvH19RX16tUT165dE0JUvFF0dHS0sLe3F4MGDarM8CpFdnZ2ieu01R9qtVo0aNBASJIk7O3tSyxBE0KIEydOiKZNmwoPDw/5c1OKmnA+S6M93tOnTwt7e3thYWEhunTpUmIJmhBC/Prrr8La2lr0799fkaVnL7/8sqhdu7ZcUlvec6q9ad+9e1f06dNHNGvWTKSnp1d6nI+r+Hkpepzr1q2TE7QNGzYY3Eb7///9739FrVq1xDvvvGPkiCvmhRdeENbW1uLixYtCiPKfT+32x48fF61btxZdunRRdKJNVYPJWTVy+vRpYWFhIfr37y+EEBXq/aO9oGZnZ4tRo0YJSZLEb7/9prPOlIYMGSLeeustgw3htb26srKyRKdOneSxhB7VSUAIIRYsWCAkSRKHDx82uN4UasL5HDx4sFi3bp3BddrzmZOTI59PbWP40qo4hXjYMLtevXqKqiLSaDQiKSlJuLu7C1dXV6FWqx+rJ2JBQYFYuXKlkCRJLFu2TH4PU0tISChxnXaoEyGE3IGjtBI0IYRITEwUffv2FfXq1RN///135QdcQRqNRly+fFnY29uLDh06iLy8PL3x+Mr6OkIIkZubK1599VWdNpNKOJ9kGkzOqpGzZ8+KWrVqibFjx5Z736JP3ton8z///FPY2NiIhQsXVlqMj2P79u1CkiRRq1Yt8d577+kkaNqLYnZ2tnwjf++990RmZqZ45513SkzQtDeCGzduiIYNG4pXXnmlSo+pNNX9fH7zzTdCkiRhYWGh00BciH8Ss+zsbPHEE08IS0tLsWzZMnH27FkRFBRUYoKmPZ+///67qFu3rpy0KEV6erpo3ry58PT0LPe+WVlZ8v9rz2lqaqpo2rSpGDlyZKXF+DiGDBkiJk6cKM6fP6+3TntO09PT5d/oyJEjH9lJQAghPvnkEyFJkoiMjBRCKCdpSUpKEk5OTmLgwIHl3rdor1zt+bxx44ZwcXERU6dOrbQYyTwxOatG/v77b2FhYSF69eolCgoKytVmYe3atTq9+TQajVCr1WLAgAHCy8tLr3u/qXz55ZfycBLLli0TarVaZxBW7UV/2bJlIicnRwjxsMSpaC9OQyVohYWFokuXLsLb21sxwxPUhPNZdKwnbemJNtEuej7fffddueTw8uXLj+wk8ODBA9GoUSMxYcIERVUR3bx5U7i5uQkrKytx/Pjxcu379ttvi6+//lr+t/b7sGzZMmFjYyP+/PPPSo21vH7//XfRuHFjUatWLfHyyy/rJGjac1f84UmIfxIvQwma9nwWFBSI9u3bC19fX8UkZkIIcfXqVWFnZyeaNm0qEhMTy/VdW7Zsmc44aAUFBUKj0YigoCDh5uZmduPYUeVicmbGilaJaDQakZycLFq0aCEkSRIHDx4s02toNBqRmJgoWrZsKYKDg/W687/99tuiQYMGJr2ZP3jwQOeCHBYWJo8NtGTJEiHEwxHziyZm2uoT7Q2saC9OBwcHnZkEtBfUn3/+2aTVJjXlfAqhe6zvvvuuXvuj4ol20eowIXR7cXp6eurMJKA95+vWrTN5NVjROU6132Ft3Bs3btRZXpKCggKRl5cnnnrqKeHh4SFu376ts8+3334r7O3tRVJSUuUfQDlFR0eLrl27CkmSxLRp03QStMzMTJ1zWrQksGgngZIG4h0+fLjo2LGjzn5VrWh7V41GI7Kzs+WmE9pE61Hns7CwUKjVatGpUyfx9NNPi/T0dJ19PvroI2FnZyf3+qSaicmZmZo4caLBoR9mzJghjw109erVUl+jaENUSZLEokWL5HXa1zx//vwjX8eYih5n0fYcYWFhwtnZWUiSJBYuXCg6duyoV2JW/Cm2oKBAHqhWaQ3ja8r5DA4OFikpKUKIkhO0L774QnTu3PmR5/PatWsiMDBQniu1OFOXmA0dOlR89dVXerH85z//EZIkCRsbG3mi75Ju6Nr9rly5IqytrUus7jLlECnFO+hERUXJbQNfeuklcfv2bXH//n2DyXbRdpRFE7SiMwloP5sTJ06IM2fOVMERGTZq1Cjxv//9Twihez4XL14sJEkSrVq1euTDgHa/s2fPljhESGZmpkhMTKzEyMkcMTkzQ3/99ZeQJEl88MEH8jLtj/7cuXPCy8tLWFtbizlz5pQ4B592+4yMDDFo0CDh4OAgDhw4YPzgy6G04xTi4XQ22gRNpVKJ+fPny1WSJVUBPnjwQHz66acVarhrLDXlfO7cuVNIkiS+++47eVnR81Q0Qatdu7ZYsWJFiYmZ1qVLl8SSJUsUdT6FePg9q1+/vnjuuefkZUUTsEmTJglJksSTTz4pV0eW1LsxIyNDjB07VlhaWsrDwiilaq9owlL0HBRN0IKCgkS7du3kqkxtaa72+Iqe2zVr1ghJkkTHjh0Vc4xCPJzHtVatWmLWrFnyMm3cmZmZYtiwYUKSJDF+/Hi512Zp53PEiBGibt26comvko6VlIHJmRnSNir29fXVW5ebmys++ugj0aBBA+Ho6CjmzJkjl5Rob4Tap9XMzEzx1ltvyRdQU5c0FFfScRYvhdD2+goNDS3XTVopc/bVlPOZlJQk7O3tdaZXEkI3QQsNDRUqlUpIkiSXOpW1rZ1Szqd2/k9/f3/RtGlTcfbsWXl50dkMtNVhPXr0EEePHtV5De2xZGZmirfffluoVCrFtZ8rLWER4p8ETXs+Z82apTOhe1FF9/vuu+8Ul2zn5uaKp556SvTo0UNuElC0vWpUVJTo0KGDsLCwEOPHjxenT5+W1wnxT+KamZkp5s2bJ1QqlXjhhRcUdT5JWZicmRntBeHtt98WkiTJT61F12VkZIhFixaJBg0aiDp16ohnnnlGHDp0SOfp7NatWyIoKEioVCrRp08f+WKplItFaccphP6YSdoStKVLl5Y636TS1JTzqY1j8uTJwtraWh6yRKtoArZkyRK5BG3Tpk1VGmdl+umnn4QkSWL16tXysqIdFnbt2iUnaLa2tmLz5s1yKVpWVpa4dOmSGDdunFCpVKJ3796KO6eGEhYhdEuBIiMjxVNPPSUkSRL/+te/Sh1mo3gSrpQETXs8n3/+uZAkSadThnZdTk6OWL9+vejQoYOQJEm0adNG/PLLL3IVfkFBgUhISBDPP/+8Yn+jpCxMzszUzz//LCRJEmPHjpUvAELo3tDXrFkjunXrJt/o+vfvLyZNmiSGDBkiJzPDhw+XL4JKHJG6pOMUouQqTm0vTnNSU87n5s2b5bY2xdsqlVTFWXQMLHNy7do10aZNG9GgQQOdnplFE7Rjx46JCRMmyMdqY2MjevToITw8PESdOnWESqUSfn5+JZY4mUppCUvR9UI8nFJLW8U5depUg8NsmIOjR48KOzs70b17d7nqUgjdBG3r1q3yHJuSJIkWLVqIYcOGia5du8oTovv4+CjufJLyMDkzY+PHjxc2Njby2D/am1vRQQ1Pnz4t/v3vfwt3d3e5ekGSJPHMM8+Ijz76SN5HyReJko5TCP0JhLW9OM0xQasp59Pb21s0bNhQxMfHCyF0z2d1S9C0U4NNnz5dZ7aC4m2MPvnkEzFp0iTh6uoq3NzcRMOGDUVgYKAIDw9X9DktKWERQvcYi7ZBK96L05zaW/373/8WkiSJDz/8UKdkr2gVZ3p6uli4cKHo3bu3sLW1FXZ2dqJu3bpi3Lhx4osvvlD0+STlYHJmhrQXgujoaGFnZyfatm0rd9kvfkPXunHjhjh58qQ4efKkiI+P11mvxBIWIcp2nELoJ2guLi6iVq1a4q233jJpt/uyqinnU4iHx7F27Vq5Mby2cfijErRatWqVOJOAEmnPx61bt0SfPn2Ek5OT2Lp1q952xacrSk5OFnfu3NGbRkzJ57SkhEWIkhO04uOgKZ32PJ04cUK0bt1auLm5yaWhJZ2bjIwMcenSJXHlyhW53aGWks8nKQOTMzN2//59ERAQICRJEn379pWriQwlLiU9nZrDU2t5jlOIhwPVSpIkevfubRbHp1VTzmdOTo4YOHCgkCRJPPfcc3KPzJIStPfee88sz6cQD8/XunXrhJWVlWjRooU4cuSI3jbaYyp6bOZwnGVNWIonaF27dhW1a9cWEydONLuBVvPz8+UZR5544glx69YtIcSjf6PmcD5JWZicmami3bi7dOkiJEkSo0ePlm/o1aXIvDzHWTRB++mnn+R15nBhrCnnU3sTu3btmmjVqpWQJEn8+9//1hs0uPj/b9q0SS6VMYfzKcQ/cd6/f1+EhIQISZJE+/bt5erc6qIsCUvRcxYdHS0aN24sevfubVaN4YvOU/vss88KSZKEl5eXTnU1UWVhcmbGtDfsa9euibZt2wpJkoS3t7fJR3+vbOU5zuIXe3NKamrK+dSeo71798rDoEyePFlvNgMh9Kt/zOl8CvHPsWZnZws/Pz8hSZJo2bKliI2N1Zn/1FwSzuLKk7AUPca4uDj53JpTgqaNOSMjQ3Tv3l2eQuzUqVNmdRykfEzOFMZQFUdptBeES5cuiU6dOglJkkSHDh3Ejh07qtUTHY9T2cdZ9MZU1u9uQUGB+PXXX0XLli3lasuzZ8/qjBqvxKSlvDFpb+hZWVkiODhYqFQqUb9+fTF37lzx119/PdZrK0F5EhZDs3aYWnmH7Ch6vEOHDhWSJIlmzZqJzz//XG/2DXM8n6QMTM4URtv+RqssP+6iwy34+/sLS0tL4eDgIIKDg0VcXJxR4qxs1fE4jx07VqH9zO04CwsLxeXLl3UmZy9PKcKFCxdE7969hSRJokmTJmLp0qXi5MmTOtso6SZXWqP3kmg/l5ycHLFmzRrh5eUlJEkSHh4e4ssvv9SbrkdJx1sW5pqwfPDBB2LWrFnlntJMW4KblZUlZs+eLdzd3UXt2rXFwIEDRXR0NEvR6LExOVOIr7/+WsycOVMMGTJEzJkzRxw9erRcVTjabXNyckR4eLgYPny4PAxBcHCw+O9//yuSk5NNXi0UGRkpQkNDxZw5c8Snn34qLl++LJeUlOUp2lyOs0ePHgYHzy0rcznOxYsXi8GDB4tatWqJfv36iQULFsjVk+VJuHNycsSyZcvkpMXe3l4sXLhQ7N69WzE9brdu3SreeecdMWnSJDF//nxx8OBB+btblmPV3rALCgrEpUuXxNy5c4WLi4s8XdHMmTPFr7/+Km7fvm3U46iIshyfuSUs2mrmOnXqiMOHD5e7FK/oDB179+4VgYGB8vA2w4YNE8uXLxenTp1SzPeXzAuTMwUYN26cfOPV/nXr1k1s27atXK9T/OIXEREhgoODRf369YUkSaJLly4mbb80evRoveNs2bKleOWVV0RmZqYQomwlLko/zmXLlsnHV69ePbFjx44KvY7Sj/OZZ54RkiQJZ2dn0aRJE1GvXj0hSQ8noi/PjVh7kysoKBAZGRnis88+E0OGDBG1a9cWkiSJfv36yXOmmsqECROEhYWFzne3Xbt2YuXKleWKrXiSc+rUKbF582bRv39/UadOHdGgQQORlJRU2eGX2S+//CJWrFgh3njjDbF69Wpx7dq1EodzMcRcEhYfHx95mrPH6TFa/DPZs2ePWLp0qdxm1MPDQ9y5c+dxw6UaiMmZiWknzB0zZoyIj48Xe/fuFS+99JKoVauWGDNmTKW8x61bt8Svv/4qLl26VCmvVxHaUdCDgoLE8ePHxZ49e8Q777wjPDw8hCRJonv37npjO5WXEo5TCCF+/fVXYWlpKY/pVK9ePXmC48qghOP09fWVp+S5ffu2uHnzpoiNjRVubm6ia9eucrJdVsVvctrSpQ0bNohz585VZujlpq2mGzZsmPjhhx/Ef//7XzFy5EhhY2MjWrRoISff5amuK5685ubmioyMDL3qzao0efJkUbduXZ0EtH///uK7774rVwmt0hOWTz75REiSJEJCQuQ4SnqYKOtDRvFjzsrKEufPn3/saxrVXEzOTGjq1KnCwsJCTJ8+XaSlpcnLz58/L1q3bi3s7e1FUlLSY42Xo4SqhL179worKysxfPhwnePMz88Xly9flufea9OmjdxAurxxK+E4tf766y/RoEEDERYWJs+ZWVkJmhKO8z//+Y+QJElMmDBBroLTaDTi3r17Yty4ccLV1VUkJyfr7FPem5wSjlMIIU8kP2PGDJ3elZcuXZLHpAsJCXms91BCGyztlEP9+/cXn3zyiVi9erU8T2SvXr3E33//LYQoX6xKTVj8/f1F/fr19aqP8/PzxZEjR8TOnTtFfHy8TseU8lDKd5fMG5MzE/n++++FtbW1GD58uHyRyM/Ply9ofn5+onHjxiI7O1ukpKQIjUajU/1jTsLDw4UkSWLjxo1CiH8aVGsvYvfu3ZOrGdq0aSNfvM3tOIt64oknhL+/vxBCiJkzZ5aYoGnH9zIn//rXv0SdOnXkAUeLlqrMmTNHtG7dWhw/flzExcWJq1evGhzDzBycOHFCeHh4iHbt2sljdxU91v3798udGJKSksz2pjx79mwhSZJ47bXXdBLQEydOiL59+wpJksTbb7/9WO+hhM+moKBAqNVq4eLiIoYNG6azLjo6WowfP14uMbS3txe9evUSJ06cUETsVPMwOTOB3NxcMX/+fNGwYUNx5swZIYTuRf/w4cPC1tZWtG7dWgQEBAhnZ2fRt29f8c4778htNczhRqdNNLXT9bz66qt61SNFG75rEzQvLy+5WkwJpQrlob2QP//886JFixby8qIJ2m+//SaEEGLDhg3i008/VWQD8JIUFhaKPn36iLp168q9UbXfxePHjwtXV1dRu3Zt0blzZyFJkmjQoIEYM2aMfNM3h++t1sqVK4UkSSIqKkoIoT/VUn5+vnjiiSdEnTp1xOXLl00U5eM5dOiQcHNzE507d9Z5SNSKjY0VkiSJHj16iMzMTLNPVB48eCA8PDxEjx495GtPdHS0aNmypahTp454+umnxYABA0SLFi3kicu3b98uhFBGgkk1B5MzE7lw4YLcVqXoj/7UqVNi5MiRQpIk0adPH+Hr6yv8/PxEgwYN5LZp2lHjzcXx48eFg4OD6N+/v5x0GRoJPicnR/Tq1UueHNnUjcArQptMbtmyRUiSJPbt2yevmzFjhpygTZ8+XUiSJFxdXU3azqgiXnnlFbk6T/vd/fPPP+XketSoUWLu3Lli9uzZcjuj7t27y50XzCXh3r9/v+jQoYPesB5FaQdeLT53ormYO3eukCRJ7N69WwihO/WQRqMRycnJon79+qJ+/fpy6aG5Gzx4sHBycpLP66hRo4Stra347bffRGFhobh//75ISkoSgwYNEpIkiVatWokrV64IIcznu0vmj8lZFSo+51rxJ7Fbt26JyZMnC0mSxKxZs+SbWUFBgThx4oTcBuTTTz/VeR2lu3nzpjw45ezZs+XlRY9f+xR75coV0bx5c+Hh4WHyhuCP4/Dhw0KSJLFlyxad5W+88YaQJEmoVCphaWkpDhw4YKIIK+7YsWPC0dFRLuUcMmSIsLe3l6vGikpISBDdunUTkiSJV155xeRDf5SFRqORv5slJSTa45g4caKQJEns379fZ/+ilFzi8vPPP4tGjRrJbcoM6dGjh7CzsxMpKSlVGFnlOH36tPz/2ofAjz/+WEiSJKZOnSpu3rwpnJ2dxfz584UQD89V0eFdtOPvjR49usJt0IgqQgWqMiqVCoWFhZAkSf53URqNBnZ2dnjnnXewevVq2NnZyes8PT2xfPlyAMDhw4cBQH4dJfnzzz9RUFCgs6xhw4Z4//33AQBr1qzBmjVrADw8fo1GAwCoVasWNBoN3N3dERAQgOvXr2PHjh1VG3w5GDrOojp16gQPDw9ER0frbNe6dWvUqlULQgjUqlUL1tbWAAAhhNFjrojixymEgJeXF3bs2IH+/fvj1q1biI+Ph7u7OwYPHoyVK1fK2xUUFMDNzQ1ffPEF7O3t8eeff5rqMMpky5Yt2LdvHyRJkn+bDRo0AKB/frTrGzVqBADyZ6TRaCBJEnJychAXF4f79+/r/c5N7dChQ/L/Dx8+HPHx8ejYsaPedtpjsrKyQlZWFlJTU+XPofjnocTv7/Dhw/Hee+8hNzcXQghYWFgAAIYNG4aGDRviyy+/xCuvvAIAaNeuHYCH11RJklBQUIA6dergq6++gouLCxISEhR5vaVqzGRpYQ0ydOhQMWXKFPnfpbW7KdrFvPh2R48eFZIkiaeeekpkZGQo7om8a9euonv37nIVgJb2SXTVqlVCpVIJe3t78dlnn8nrix/nvn37hCRJYubMmUaPuSJKOs7ihg8fLtq1ayf/+5NPPhE2NjaiVq1a8th2dnZ2lTrMRmV61PlMS0sTaWlp8sTeQ4cOFQUFBXpTOWmrxmrXri0uXbqkuO+tEEK88MILQpIkUb9+fXH9+vUy76ed8Hvv3r3ysuzsbDF//nzRvHlz8eWXXxoj3AobNmyY6NOnj0hMTNQ7D4aGMxFCiLFjxwpJkuRqQO1+OTk54sSJE4osURo8eLCQJEnY2trKbSO1VbVCPGxLpx1/TZIkMWfOHL3rUEFBgbhz545wc3MTlpaW4vLly4r87lL1pKxHumromWeewa+//opvv/0Ws2fPBgBYWFigsLDQ4PYuLi4AoPOkp91WW8rUo0cP2NnZKeqJ/Omnn8bJkyfRu3dv1K9fX2ed9olz4sSJeO2115CVlYW3334bH330EQDIx/ngwQMA/3wG2lIlJSntOLW056lPnz64ceMGLl68iP/85z+YO3cu8vLy8PvvvyMiIgIzZsxAVlYWhg8fjiNHjlTlYTxSWc6no6MjHB0dYWFhgd9//x0ajQYWFhZyiai2FElbKjpgwAC0bNlSUd9b4OFv9Ouvv8aYMWPwv//9D02bNn3kPuL/S4rq1KkDAFCr1QCArKwsrFq1CsuWLYO9vT0CAwONFnd5DR48GDt37sTx48dx5swZqFQqnRKv4iVD2t+lg4MDgIel28DDUsN79+7h3Xffxb/+9S/s3Lmzag6gjLy9vbF792507NgR9+7dw/Lly5GZmSmXigHAyJEjsXr1avnfhw8fxqVLl+TXePDgASwsLFCrVi0UFBSgd+/eaNasmeK+u1SNmTg5rPZ8fHyElZWVqFOnjpAkSbz++uvyurL0XNM+qWVmZopnn31WWFhYiB9++MFo8VaEt7e3kCRJvPXWW0KtVgshSp4I+9KlS2L27NnyU+vrr78u7t27pzM59KuvviokSRJff/11lR7HozzqOIv75ZdfhEqlEhMmTBDOzs6iVq1aenNjvvjii6Jjx46KaotV3uPMy8sTTz75pJAkSaxatUpnnVqtFtOmTROSJIkFCxYYM+wKmTNnjtxW7lEDkhb9Hmu30fZE/vnnn0Vubq5YuHChUKlUokePHnKvRyX0UNWeU23bz549ez6ygb/2GLXnT9uuLisrS4SGhsoTnCvxu/vOO++IvXv3irZt24pWrVqJCxcuCCF0z0VmZqZYs2aNfC0aM2aMOHbsmFwSmJGRIfeynjt3rkmOh2ouJmdGor2wzZo1S7Rq1Ups2rRJbjRd1gRNe9HLzMyUe1X5+/srqmh9wIAB8sWrLDdyIR42EtcOUyBJkhgwYIB47bXXxHfffSfGjBkjLCwsxODBgxVxU9Mqz3EWFBQIjUYjTp8+LTp27Ch3ANBWfWmHYdDSvo4SbnLlOc6iycrmzZuFSqUS1tbWYv78+eLPP/8UJ0+elDu4DBgwQD4+pXRkyczMFJ07dxadO3eWj7Womzdvijt37uiMRVf8s/j888+FJEniq6++kqftevLJJ+Xzq4Rzqk1Y5s+fLy5evCh69eolXFxcxM6dO4UQJV+DtMvffPNNIUmSOHz4sMjOzlZ8Ajp37lyRkZEhNBqNPGXctGnTDO6Tl5cnvv/+e2FlZSVPiRYUFCQ+/fRTubdm3759FffdpeqPyZmR7dmzR+6q/ssvvwhbW1u9BK00arVavPjii8LS0lL07t1bvkgo4WKondbm7bff1hn5X+vIkSMiOjpa/O9//zPYjmfXrl2ia9euws7OTk7ULCwsxMiRIxV10X+c41yxYoVo1qyZPKRG8bGyDP2/qTzOcSYnJ4vZs2fL80/a29sLGxsbIUmSGDx4sKLOp9Yff/whJEkSy5cv11m+e/du8frrr4umTZuKpk2bitGjR4tPPvnE4Gt8+eWXQpIk4enpKWrXri26d++uyMRs7ty58jn997//LSRJEuPGjSvTa2hLyWJiYhSbgPbv31/voUKIh8P41K1bVzRp0kQcOXKkxP2PHj0q/P39RZMmTeRrkZOTk5g4caKirrlUczA5M7Jz584JCwsLefiLmJgYeYLoWbNmydv99ttvOk/oGRkZYvHixaJevXqidu3awtfXV1EXw23btonatWuLWrVqibVr1+qs2759u1xiUnTE7c8//1xvUueUlBTxxx9/iNWrV4uvvvpK7Ny5U1ElSRU9zoSEBHk77VRGSkjASlIZ5zMxMVFs2LBBtG3bVjRu3Fg888wzYvHixfJNTQnns6g///xTr7r1+++/F+3atRO1atUSTk5OcoKp7aBSfJaO6OhoeX3RkiQlHGtJCcvFixeFs7OzkCRJREdHP/J13n33XSFJDyegr1WrluISUO0UW8VLewsLC0VOTo783f3www8N7q8tDcvOzha3b98W27ZtEzt27BBnz55V1LWIahYmZ1Wge/fuYtiwYfIFbdu2bXIJ2ty5c8W6devkcXeKFpuHh4eLHj16iA8//FCRN7gvv/xSuLi4CEmSxPr164UQD29urVu3FtbW1uLpp58WISEh8iTZlpaWYt68eTrzMZZESU+pFT1OcxsXqqLHWbztUnp6urhz545OMqqk86l14cIFYWlpKZ577jkhxMMk+qmnnhK2trbihx9+EJcuXRKHDh0SH374oZyA/V97Zx4XVfX//9eZgQFGBEVcUJFwwX3BcF/AVLT8irummUvilpa5L5Sa+amPWbkUWilp5ZYftxRz3yp3cS3NJTU0TRRERFGBef3+4HdvM8wMixt34DwfDx46555z5/2ec+85r3vOue8zZswYi3McOXJEnQ5T7k0t3KOKoLIlWEjyvffes+mPOcr9qUzdanHEjCR/++03Ll68WB0ZzNyuLF++XB0JO3HihN3z2GuPtPxQJcm/SHH2HOjTpw99fX0t0rZs2aKOoLm6ulKn09kMSJpVaI28wryxioqKopeXF4UQnDx5Mhs3bkyj0cgNGzaoQXRJ8uuvv2bFihVpMBi4bNkykpaNoRbXcjwLP7XI0/IzJ2vTtILJZGJycjKbNWtGIQQPHTqkTnMuXbrUKv///vc/VaAsX76c5L/+xsTEaEqYkRmL9lesWGFXsGzdulVdC7l3794sz7V582YKIVi3bl3NCTMFW4G9zX1+9dVXqdfrOWfOHJLaaUslEntIcfYMURqH7777jkII7tmzx6JRGzp0qPqmUI8ePdR0Ww2f1jq4zB26sr2UwWBQFxqbxxUiM+J8CSFYrlw5hxlVkn7mLz8zo4yKVa1aleHh4SxbtiwvXLhA0jJaPPnv2qtx48bZPK41waJgTzQra89GjBjBR48eZfvmsdYEaE5Q6mfhwoXq26X37t3LY6skkuyR4uw5EBMTQ71ez6+++kpNi4yMZKFChajX62k0GrPc2kirmNv41Vdf0d/fn++++65Vp2Wer379+vT29ualS5eep6lPhPQzf/lJWj7sKAGBixQpwkKFCllsxWTO2rVr1bVXaWlpDjv6otTftm3b6O3tTX9/f3VdZHYPgY4kzMy5d++eGu7l448/1tzDrkSSGRlR7xlDEmXKlIGPjw/27dsHAPj8888xduxYPHz4ED///DN27tyJwoULY9asWRg4cCAA662dtIj59kuDBg3Cf/7zH4SGhkKn01kEtNTpdHj06BHS09ORlpaG+Ph4xMXF5ZXZuUb6mb/8BDICrvL/B2CdMGECgoODcefOHdy/f1+9TxUePXoEAPD394cQAjVr1oRer1eDtDoaStvSpEkTBAUF4fLly/joo4/UoMFZoQSidSTS09NhNBoxYcIEuLm5Yc+ePerWVNTgtlMSCQAZhPZ50b59e9auXZtz5sxRt/Ax3/IlOjqaQgjWqlXLIUbNzMnOXvNNpEuWLMmmTZs65NSC9NPyuKP7qZCamspt27bxpZdeUteV/fDDDxZ57ty5wz59+lAIwXnz5pHU3lKD3KDU4aFDh1isWDG++OKLvHr1KknH9isrzp49ywoVKlAIwUWLFuW1ORJJlmh/eMbBUbZeqlq1Kk6ePKlu4bN9+3YEBwfDZDKBJNq1a4dff/0VMTExVtuqaJ2s7E1PT4dOp0NycjIiIiIQFxeHkJAQGI3G52zlkyP9zF9+AlA3oA8JCcEHH3yATp06AcjYaiwiIgLr1q3DsWPHMGzYMHz//fdo2bIlBg0aBMB6uyNHQhk98/X1Rd26dXH06FH88MMPABzbr6wICAjA+PHjAWRsch8fH5/HFkkkWZCXyjA/kzk+TmxsLF1dXSmEsAhIausp1ZHWdSh+KutvbI263L17l2PHjqVOp2OLFi0cMtq29PNf8oOf5L++PXjwgGSG/UlJSRwzZowa6sb8r23btpoMpvukrFq1Sn0p4o8//shrc6zI6XWV1bWrnOPy5cts3LixuuOBRKJVpDh7BigNwa1btzhhwgR1P8XY2FgeOnSIpLYX/J8+fTpH+TL7mfmV/Bs3bnD58uWsV68e9Xo9Q0JCHLJzc3Q/P/zwQx47dizbfI7upz1sde5KWnx8PMePH88VK1ZYHD948CC//fZbvvnmm5w2bRpXrVqlqViDSvuRnXBR8plvF6aglE1NTWW3bt0ohOCPP/74lC19chTxrJBVfdq7ds3p378/y5Urp4l6lEjsIcVZDjl06BAXLFjA+fPnc82aNXY7I6UxTEhIUCNXh4aGWuTXsjBTNkbet29flvns+Un+G3LhwIEDDAkJoaurK4cOHaqpV/GTk5NzlM/R/WzUqBFdXFy4cuXKLK87R/eTzHj7cPbs2Zw5cyaXL1/Oa9euqZ22rfvP3NfWrVtb5SOthYBWRGhSUpLFZ1t1m1mAZl5HZ86kSZM0t4n5ypUrOW7cOIaFhXH69Ok8efKkzXxZXbvmmMdC05LQlkhsIcVZDggPD1fjPil//fr145EjR2zmj4+P57hx4+w2ElpFiRouhGCpUqWyDU6ZnZ+PHj3ioUOHuH37dqsph7wkNDSUU6ZMsbnZtS0c1U9lX8XRo0czMTEx2/yO6idJdu/enQaDweIerVOnDidMmGBzmiun96jWpmq/+eYbDhkyhIGBgXz77bcZHR1t08asBKg5tkKkaEGwdO/e3WpauWnTptyxY4fN/DmtT63tZyuR2EOKs2xo1aoVhRAMDAzkqFGj+NZbb9HZ2ZlCCPbu3dtqBOb+/fucPHmyuuGzghYavOxYvXo1dToda9asSSEEfXx87I6gPY6fWmgMlekbg8HAGTNmWES9t4Wj+mm+4bUiQs1FitIpK/86qp9kxpvQQgiGhYVx48aN/P777/nqq6/S09NT9Sc+Pl7N/+DBA06bNs3h7tHOnTtbCZYKFSrwu+++s5nfUQVLmzZt1Po8cOAAo6Oj2atXL+p0Ovbv398qvyO3uRKJPaQ4y4KhQ4eqG5Sbjzz89NNPLFq0KIUQXLhwoUWZhIQEjho1ih06dFDTHKWROHz4MIsXL86oqCi++eabWY6gxcfHc+TIkQwLC1PTtO7n7NmzKYSgt7c3S5QoQZ1Ox//+979Zjio5Yn0qISEmTZpkIUqy4ubNmw7nJ0l1X9oePXpY+Hrt2jV+9dVXLFWqFIUQfPHFF9VAuXfu3OHcuXPZtWtXNb/WfW3bti2FEOzatSvPnDnDffv28d1336XRaOQrr7xitS7LUQVoeHg4dTod3377bXXrKZI8fvw4y5Qpw5IlSzIuLs5ixM9Rr12JJCukOLPDtm3bWKxYMTZq1Ejd39J8Ua2ydU3v3r1JWj5xmm9l42iNxAsvvMCBAweSzFg4m51AU9C6n8ePH2etWrXo6enJHTt2cMmSJTkWaI5Un0q0+169elnsy0qSV69e5ZIlS9i3b1/269ePc+fO5YULF9SO7sqVK2perfup8Oabb9JgMPDgwYMkLe/Rmzdvcty4cXRxcVEFmlLPt27dUvNp3dehQ4dSr9fzrbfesrjnLl++zDp16rBQoULqllMKSUlJDidAly1bRhcXF7Zr145xcXEkyYcPH6rH27RpQ39/fz58+FC9tpVrNzY2Vs2ndT8lkpwgxZkNTCYTBw8eTCGE2ugr4kv5d9++fWrQ2MxPrebncRQUvzp27MgaNWqo6f369VMFmvKm6eLFixkVFWV3U2UtsnnzZpYoUYK9e/dWA6YuXLiQJUuWzJFAI7Xv540bNzhkyBB6eXmxXr16FoJ65cqVbNGihdW0WIMGDTh//ny7G0ZrFcVGZePyXbt2kbReA/fLL79QCKGGsWnXrp1F5611X1etWkUXFxeGhoaqgsVcgHbv3p0lS5ZkfHw8r169ypSUFLUuHUmA3rt3j6NHj2bx4sXVcB7mNu/fv5+urq6sVasWBwwYwNKlSzM0NJQffvihQ9WnRJJTpDizw8yZMxkQEMArV67YvOFTUlLo6+vLSpUqWTzdOSqZNwg2f9lBEWg+Pj4cM2YMhRD09/d3qM2u//77b37zzTdWL3HkVqBpndjYWI4fP54uLi5s2LAhd+3axXXr1rFSpUp0c3PjxIkTuXz5cv7www/s3r07CxcuTF9fX4eLmK5cr3379qUQgpMnT1aPpaWlqccvXbrEcuXK8YMPPqC/vz+FEIyMjMwTm3PLw4cP+emnn7Js2bLqm4rmQuTgwYMsXLgw/fz82K1bNxqNRtaqVYtDhw5VBZy9WIpa5Pjx49y4cSNJS5F96tQptmvXjkIINmzYkG3atGHbtm3p4eGhvpyllRdTJJKnhRRnZpiPHqSlpfHMmTM286WlpfH+/fssV64cPTw8eP36dbVxyNwQarFhzGrR744dOyiEYHR0tEX6wIEDKYSgXq+nwWDgr7/++qzNfOqYj3Cad3JZCbTMjb4WFkzbwvw6u3LlCseNG0dXV1cGBgaydu3aNBqNVm+6xcbG8j//+Q/d3Nz40ksvWU2DOgLr1q1TRwGjoqLsHt+5cyd37dpFDw8PdurUKQ8sfTwuXLigxkk0v/ZOnTrFDh06UAjB4OBg9urVi4MGDaKPj4+6zkwRaFpsgxTOnz9v8Tnz/Xb9+nX27NlTXfurTOs+ePCAv/zyC8uVK0chBL/55pvnZrNE8jyQ4iwTtp7A7MU6qlu3Lt3d3Xn9+nWaTCaLiOPmayC0iL0nzcTERPr4+DA8PNyiM4iMjKSTkxOFECxWrBjPnTtHUrti5fTp0zneI5K0LdCUek9MTGR0dLQmn87t+XnlyhWOHz+ebm5uFEJw3bp1JK3r6+LFi2rE9CVLljwXmx8XW76mpaVx1KhRFELQ3d2dM2bM4K1btxgbG8vt27fTy8uLQUFBvHnzJm/cuMEmTZrQYDDwxIkTeeRFzjC/1jJfd7du3eJrr71GIQRHjRrFu3fvqsdiY2NZuXJlCiE4derU52bv49CuXTsOGjSIjx49sntvxcbGsl+/fpw4caJFupJ/2bJlFEJwyJAhz9xeieR5IsUZM96EGjFihPo5p51wy5Yt6eHhYbFI9+7du5w4cSI7duzI48ePP21Tn4ic+JmamsqmTZsyKChITZs7d666WfvLL7+sTnFmFwctr6hbty5DQkIsFrjbw55A+/DDD0lmCLPu3bvT29ubS5cufWY2Pw7Z+fnXX39xwoQJHDx4cJZT0B988AGFEJw9e/azMvWJycrX06dPq28XCyFYvnx5ent709nZmX5+fhahJiIiIuji4qJZcRYdHa0+2Nkb8UpISODUqVMZERFhka4sr9i/fz8NBgM7d+78bI19Alq3bk0hBEuUKMGzZ89mmdf82rW3pjAkJIT37t3T7MOiRJJbCrw4U+KYubq6WjxpZiXQlGNKWWUU6e7du5w6dSqFEKxRo4amRlpy4qfSsE2YMIGenp7866+/GBkZSaPRSCcnJx4+fJjkv29xCiF46tSp5+tINiiL3t9+++1c7wJAWgq0KVOmqG8/1q9fX1OLqnPqZ2xsrN3I6kpnrgQf/vLLL5+JrU9KTny9ceMGFyxYwEqVKtHf358eHh4cNGgQf/rpJ4t8ERERFEJo8sEiPDxcFZfZxd8zP565nfn9999pMBhYtWpV3r59W1PtEEk2b96cOp2OlSpVohCCffr0UV/SyQpzsarci7/++iuFEBwzZswzs1ciyQsKvDgLDg6mwWBQp+ymTZumHrPXqCkNQ1hYGIUQ/Ouvv3jnzh1OmTKFOp2ODRo0sFiQqwVy4+f//vc/6vV69u3bl15eXnRyclLXvZAZjWTHjh1ZpUoVTQkWJfDqhAkT1MCrud00mcyYKilZsqQabLhJkyaa2kPycf20FQ0+KSmJgYGBLFWqFGNiYp6JvU9Cdr5mvr+uXbvGuLg49YHJnOTkZNauXZu1atXKcfy350VoaCiFEHz55Zf5yy+/5Pi+Mv8tlGvz+PHjmp3qU+rz3Xff5ebNm+nn58caNWqoo4U5aS/Nr902bdrQ2dmZa9eufZZmSyTPnQIrzpQbfNCgQaxevTq//PLLXAk0knz99ddpNBp57NgxTp8+nTqdjvXq1VM7ci0Il8fx89ixY6xQoYL6AsDu3bvVc5m/xq+lLXxCQkKsIuLba+jtpSsjSSkpKWzYsKGVMNNCfT4NP5X6SkpK4ujRoymE4IABAzTzIKGQG1+VurG3PjQpKYnjx49X12lpaZH88OHD1QXvSriM3NaFuWBRXhRQ1hBqxVfzXSvu3LnDhw8fqiP648aNy9E5lHpOSkpSdz/o0aOH5q5dieRJKbDiTGHDhg1qPLOVK1dSr9dbCZfMKI3dG2+8oW4zotfrGRQUpKmO3Jzc+jlp0iSWLl2aP//8M0n7W7xooVFU1q9ERERYRBVXiImJ4ZYtW7hnzx6187PHjRs3+Prrr1MIwcaNG2uqPp+mn7dv3+aQIUPo7OzMJk2aqP5poT7Jp+vrn3/+yTfeeIN6vZ7NmjWzK+TygitXrtDPz4+NGze26WdycjJTUlIs0my9FEFaCtDOnTtr4qFJwZbQJsndu3dTp9OxfPnyOV6je/v2bYaHh9NgMLBx48aau3YlkqdBgRdnR48epRCC3377LUlyyZIlqnAxX5tlPtWgNAIjR45U115pWZiROfdTGSUj/40Yr+VGb+XKlRRC0MXFhYsXL7Y4tmnTJjVGm/JXpkwZLlmyxGbYiPT0dI4dO5ZCZGyyrKX6fFp+JiQk8L333mOxYsWo0+n4yiuvaMpP8un5mp6eztOnT7N27doUQrBDhw6amp4mM/wRQnDZsmUW6Xv37uX777/PevXqMSgoiBMmTOCGDRvU45nvyfj4ePbp08dKsGjBz7fffttqalqJRXf37l11z9AFCxZkeZ7bt29z2rRp9PLyorOzM8PCwjR37UokT4sCL85Islq1auzcubP6JL1s2TJVuHz44YdcsGABhRAcO3asRbl58+ZRCKG5qUx75NTPkSNH5rGluWPWrFksXLgwXVxcuGrVKpLkihUrGBAQQBcXFzZu3Jh9+vRhy5Yt1ZAL06dPtzlScerUKb722muarM+n4afJZGJkZCQrVKjAyZMnq523lvwkn16dxsfHc+XKlVy8eLEmfY2OjqYQwiII8IoVK1irVi0KIdR1jzqdjk5OTpw7d66aLy0tjUlJSRw5ciQLFSpEg8HATp06qf5pwU+TycQjR47wq6++srujyNdff00hBMuWLWsV98yc9PR0RkZGsnbt2vz44481WZ8SydNCijOSnTp1YpUqVSzSlEXxQgg1VpQyxadw8+ZNfv3115rsyG3xuH5qFfPRg9mzZ9NoNNLFxYUzZsxgo0aNaDQauW7dOosO+7PPPqOvry/d3d3VkYjs1jHlNU/LT/NO8fLly+pnLYyuKDyLOs0cXFpL7Nq1i0IITp8+nSR55swZ1qlTh+7u7lywYAEPHDjA77//Xg0CLYTgvHnzLM6xevVq1q9fn3PnztWsYMm8/R1peT22a9eOzs7O/Prrr0lmXU9ZhdaQSPILBVqcKY2DMgJ26NAhi0atf//+1Ol06oJpBVsNn9YaQ3Oepp9aw7yBnz17Nj09PdUpMfOI+Ob5PvzwQwohWK1aNYv1L1rmWfmpxSnrglKnZMb2UqVKlaKXlxdv3LjBH3/8kUIIrl+/3iJfcnIyp0+frgaB3r9/P8l/fwNzsepIgsVkMtFkMnHu3LnqOs+crgXUwppBieRZUaDFmcLu3bsphODy5cvVtC+++IJGo5F6vV4dWXr//ffV447UACo8jp9a7LwzY95If/LJJ/T19VXX0dkLu1CjRg36+Pjw2rVrz8/QJ6Sg+EkWLF+HDBlCIQS7d+/Orl27snLlymqoD3P/4uLi1K2MFi5caHWcdFzBcvPmTVapUoVCOM7epxLJs0SKM2YsfC9evDiHDx9OkpwzZ44aeHXfvn3cvHmzuvYj87ozRyI/+2neKS1cuNDu3p8PHz7kgwcPWLVqVQoheOLECYfq0AqKn2T+91Wx8erVqwwKCqK7uzuLFy9OPz8/u9u/ffrppxYj3I7w8JQdig/fffcdDQYDu3fvrv42jlCPEsmzQIqz/09wcDCbNGnCL774Qt2qyDzw6vLlyymE4IsvvujQDUZ+9jM7e5VO4Nq1ayxWrBhfeuklh5i6zUxB8ZMsGL6mpqZy6dKlDAgIoBCCBoNBndZURuiVGHxbtmzJNtSPo3LixAmWLl2aQgiuWbMmr82RSPIUHQo4JAEANWrUwL59+zB27Fg8fPgQO3fuRPPmzWEymUASr776KrZu3YoDBw5ACKGWcxQKgp9CCLvH0tPTodPpcPfuXURERCAhIQHNmzeHk5PTc7Tw6VBQ/AQKhq9OTk5o37493nrrLVSrVg2pqano06cPjh49Cr1eD5IwGAxISkrCl19+CQCoWrUqADjU/ZkdtWrVwsiRIwEA3333He7cuZPHFkkkeUje6UJtcfbsWfVtqF9++YVkxlO5rSd3R3syN6eg+GkL86jiLVu2VEclHG2EMDsKip9k/vL1zp07jIqKUnenMBqNXLp0KY8cOcJLly6pe2+2a9cuX0xnmqP4c+7cOQYGBlIIYXdPWImkICDIfPTo9YT8/vvvSE5ORoMGDWAymaDT5c+BxYLip0JcXBx+/vlnfPrppzh8+DCaNWuGbdu2wcnJCenp6dDr9Xlt4lOhoPgJ5F9fHzx4gNOnT+Ojjz7C6tWr1XQnJyekpaWhZcuW2LRpk8P7aQ+S6Nq1K44cOYKLFy/mO/8kkpwixZkNCoJgAQqGnyaTCfv378fo0aNx7NgxvPHGG/jiiy+g1+uRlpbmcFNg9igofgIFx9fly5fj999/x4EDB1C5cmXUrFkTAwcOzHd+KpCEEAIpKSkwGAzQ6/X5UoBKJDlBijNJviclJQVHjx5FcnIyQkNDIYTIl41+QfETyN++KiJFITU1Fc7Ozurn/OKnLcwfGAvCw6NEYg8pziQFjoLS6BcUP4H87asixjKLNolEkn+R4kwikUgkEolEQ+TPR02JRCKRSCQSB0WKM4lEIpFIJBINIcWZRCKRSCQSiYaQ4kwikUgkEolEQ0hxJpFIJBKJRKIhpDiTSCQSiUQi0RBSnEkkEolEIpFoCCnOJBKJRCKRSDSEFGcFkF27dqFLly4oU6YMDAYDihYtisqVK6Nbt2744osvcOfOnbw2MU8QQuCFF17IazMei6NHj+L111+Hn58fXFxc4OHhgYoVK6J9+/b45JNPcP369bw2sUCyePFiCCGy/du9e7daZvfu3RBCoF+/fnlmt0QiyVvy1865kmyZNm0apkyZAgCoWrUqGjRoAGdnZ5w9exZr1qzBqlWrEBQUhIYNG+axpZKcsmjRIgwcOBDp6el44YUX0KZNGxQqVAgXL17Eli1bEB0djbJly+LVV19Vy4SEhGDPnj24dOmSZgXp4sWL0b9/f0yZMgVTp07Na3OeiAoVKqBp06Z2j5cqVeo5WqN98lPdSySPgxRnBYiYmBhMnToVzs7OWLlyJTp27Ghx/J9//sGSJUtQpEiRPLFPknv+/vtvvPnmm0hPT8e8efMwePBgiz0mb9++jZUrV6JMmTJ5aKWkadOmWLx4cV6bIZFIHAQpzgoQa9asAUl0797dSpgBGU/vY8aMef6GSR6bn376CQ8ePECTJk0wdOhQq+NFixbF4MGD88AyiUQikTwucs1ZAeLmzZsAgOLFi+e67P379/HRRx8hMDAQ7u7ucHd3R8OGDfHtt9/aLRMfH4+IiAjUrFkThQoVgoeHB2rWrIlx48ZZrYFKS0vD559/jhdffFE9f/369TF//nykp6dbnTskJARCCFy+fBnr1q1Dw4YNUahQIXh5eaFnz564evWqTZsSEhIwfPhwlC5dGq6urqhWrRrmzJkDkjbzP3jwAFFRUejQoQPKly8PNzc3FClSBM2bN8eKFStslunXr5+6jmjLli1o0aIFihQpAiEErl+/DmdnZ/j6+tr0CwCWLVsGIQT69u1r97dVyG2dXr58GUII7NmzBwDg7+9vsfYpJz4kJiaq5wkJCbH5PVOnToUQwuZo0b179zBjxgwEBQXBw8MDhQoVQpUqVTBs2DCcO3cOQEb99u/fHwDw/vvvW9ionFNZz2Vv2sv8Gsnsf0hICJKSkjBq1Cj4+/vD2dkZ77zzjpovISEBEydORLVq1eDm5gZPT0+89NJLiI6OztHv/CzZvHkz2rVrh+LFi8PFxQXly5fHqFGjEB8fb5XXvB63b9+O5s2bo3DhwihRogQGDhyori+Ni4vD4MGDUaZMGbi6uqJ+/foW6+Ayc/DgQXTr1g0+Pj4wGAwoW7YswsPDERsba5XX/Fo4deoUwsLCULRoURQqVAjBwcHYt2+fRf6c1L1Ekt+RI2cFCF9fXwDA6tWrMXHiRJQoUSJH5eLi4tC6dWucPHkSpUqVQnBwMEhi37596NevH44cOYLPP//cosyZM2cQGhqKq1evolSpUmjTpg0A4Ny5c5g5cyYaN26sjt6lp6ejQ4cO+Omnn+Dh4YHWrVuDJHbu3Ik333wT27Ztw6pVqyym6xTmzZuHzz77DM2aNcMrr7yCgwcPYsWKFYiJicGJEyfg5uam5r19+zaaNm2KM2fOoFSpUujQoQMSEhIwZswYXLhwwabvly9fRnh4OEqXLo3KlSujfv36+Oeff7Bv3z788ssv+OOPP+yKg2XLlmHhwoUICgrCyy+/jD///BNGoxFhYWFYs2aN2slmZsGCBQCAQYMGZVs3Sp3u2LEDZ8+eReXKlbPM7+7ujr59+2Lz5s24ceMGunTpAnd3d7v5bflgLuJyy/Xr19G6dWv8/vvvKFq0KEJCQuDi4oKLFy/iyy+/RKVKlRAQEIC2bdsiLS0Ne/fuRe3atVGnTh31HBUrVnzs71dISUlBcHAw/vrrLwQHB6Nu3booWrQogIxrtFWrVrhy5Yq6hu/u3bs4cOAA2rdvj5kzZ+bZCPOECRMwY8YMGAwG1KtXDz4+Pjhx4gRmzZqF9evXY+/evShZsqRVubVr1yIyMhKNGjVC27ZtceDAASxcuBDnz5/HqlWr0KhRI6Snp6NZs2a4fPkyDh48iLZt2+Lw4cOoWbOmxbnmzZuHt956CwBQr149NGvWDGfPnkVUVBTWr1+PPXv2oGrVqlY2HDlyBMOGDUOFChXQpk0b/PHHH/j555/RsmVLHD58GDVq1ACAZ173EolDQEmB4c8//6SbmxsBsHDhwuzbty8XLFjAo0ePMi0tzW65V155hQA4YsQIPnjwQE3/559/GBQURADctGmTmp6amsrKlSsTAN955x0+fPjQ4ny//fYbL1y4oH7+5JNPCIDVq1fnP//8o6Zfu3ZNPc/nn39ucY7g4GACoNFo5L59+9T0e/fusXHjxgTAqKgoizJDhgwhALZt25b37t1T0w8ePEh3d3cCoJ+fn0WZW7ducdu2bTSZTBbpFy9e5AsvvECdTsdLly5ZHOvbty8BEABXrFhh9Xtu3bqVANihQwerY+fPnycAVq1a1eqYLRITE1miRAkCoIuLC7t168bIyEju37/f6nc3R/n9MtueUx8uXbpEAAwODrZZfsqUKQTARYsWWaS3bNmSANi9e3fevXvX6pwnTpxQPy9atIgAOGXKFJvfkd1xWz4qdgNgo0aNePv2bYsyaWlprFmzJgHw448/Znp6unrs/Pnz9Pf3p16v56lTp2x+pz0b+/btm6P8JLlr1y6bZVauXEkArFGjBs+fP6+mm0wmTp48mQDYo0cPizJKPep0OkZHR6vpSUlJrFGjBgGwWrVq7N27Nx89eqQef/fddwmAffr0sTjf/v37qdfrWaZMGR45csTi2MKFCwmADRo0sEhXrgUAnDNnjsWxd955hwD4+uuvW6RnV7cSSX5HirMCxvbt2+nr66s2lspfkSJFOHToUF67ds0i/7FjxwiA9erVs+ioFI4ePUoADAsLU9N++OEHVWxlJfoUypUrRwDcsmWL1bH169cTACtWrGiRrnS8ERERVmVWrVpl1bklJyfTzc2NOp3OQhgqjB8/3qY4y4oFCxYQAOfOnWuRrnSI7dq1s1nOZDKxYsWKdHJysvq9FTs+++yzHNtx7NgxVqtWzapOjUYje/XqxXPnzlmVyak4s+fD44izgwcPEgBLlCjBpKSkbP161uLs8OHDVmXWrl1LAOzSpYvNc65Zs4YA+Pbbb2drv7mNWf15enpalLEnzmrXrk0ANoWhyWRinTp1qNfrefPmTTVdqcfevXtblZkzZw4B0MPDgwkJCRbHEhMTKYSwuh86dOhAANywYYNNf8PCwgiAR48eVdOUa6FJkyZW+W/dumXzvpPiTFLQkdOaBYyWLVviwoUL2LhxI7Zu3YpDhw7h5MmTSExMxPz587F69Wr8/PPP6vTY1q1bAQAdO3a0Oa2orEE7dOiQmrZ9+3YAQHh4OPR6fZb2xMbGIjY2FsWLF0doaKjV8f/7v/9DkSJFcOHCBfzzzz9WIQdslQkICAAAi3VtMTExSElJQf369VGhQgWrMj179sSMGTPs2vnrr79i9+7d+Pvvv/HgwQOQVM9//vx5m2XCwsJspgshMGjQIIwbNw6LFi3CpEmTAACpqalYvHgxXFxc0KdPH7u2ZKZOnTo4deoUtm/fjk2bNuHAgQM4fvw47t+/j2XLluHHH3/Epk2b0KxZsxyfMzsfHgfluujZsycKFy781M77OPj4+CAoKMgqXbneO3fubLOc8huaX+85IatQGkajMdvycXFxOHHiBCpVqqRO/5kjhECTJk1w/PhxxMTEqMsIFGzdJ+XLlwcABAUFqVO6Cp6envDy8rK4h0wmE3bs2AGj0Wh1foVmzZph/fr1OHToEAIDA7O1oVixYlbfI5FI5JqzAonBYECnTp3QqVMnAEBiYiJWrFiBSZMmIS4uDsOHD8e2bdsAQF1MHRERgYiICLvnfPDggfr/K1euAIBNEZSZa9euAQD8/PxsHhdCwM/PD4mJifj777+txFnZsmWtyigd/8OHD3P8PfZifd25cwedO3fGzp077fpw9+5dm+nlypWzW6Z///547733EBUVhYkTJ0IIgQ0bNuDGjRvo2bMnihUrZresLXQ6HUJDQ9UO8P79+/jxxx8xbtw4XL16FQMGDFAX2+eGrHzILbm5Lp419vxSrvfXXnsNr732mt3yt27dytX3PWkoDcWu8+fPZ7vmz5ZttkKpKGsN7YVZcXd3t3jJ4NatW0hOTgaQ0Ybk1gZb9yqQcb8mJCRkeT6JpKAhxZkERYoUwZAhQ1C6dGl06NABu3btwv3792E0GmEymQBkdC551alm1RnZGs17mowfPx47d+5EcHAw3n//fdSoUQNFihSBXq/H1q1b0aZNG7tverq6uto9r7e3N7p06YJly5Zhx44daNWqFRYuXAgAGDhw4BPbbTQa0bNnT1SvXh21a9fG+fPnce7cOXVUMadk5UNWKNdNXpKVDfb8Usq0bdvW5sJ6BW9v7yczLpcodpm/XGMPWw8gWd0nOb2HFBvc3d3RpUuXLPNWr179sb9HIpFIcSYx46WXXgKQ8fZkYmIijEaj+rTbsWNHjB49OkfnUd4g/PPPP7PNW7p0aQDAX3/9ZTePcuxJAqn6+Phk+T320teuXQu9Xo/169fDw8PD4tjFixcf2x4AGDJkCJYtW4YFCxYgICAAW7ZsQaVKldCiRYsnOq85tWrVQrFixRAfH49bt27lWpzZQxk5UUZSMqOMkpmTm+viWdmQHcr1Hh4enq0AeZ4odnl7e+dZOAlvb2+4urpCp9Nh0aJFT/TWrkQiyRr5KFOAsDfCo6CEkzAYDOrIQOvWrQFkiJSc0qpVKwBAVFRUtiMo5cqVQ7ly5XDz5k3s2LHD6vjGjRtx+/ZtVKxY8Ym2uHnxxRfh5uaGmJgYm6LKXsyy27dvw8PDw0qYAcDKlSsf2x4gY31O9erVsW7dOnz88ccwmUwIDw/P1Tmyq9OEhAR1yshc3CrCJi0tLZdWZ+Dt7Q0nJydcunTJ6hypqalqHDVzlOti+fLldgWVOdnZqAhuW9O1586dsxlzKzse53p/HpQtWxZVqlTB6dOnH2t6+mng5OSkxoezda8+TZ70+pRIHB0pzgoQ7733HsaOHWtz5OLvv/9WI8mHhYWpjWODBg3QunVr7N27F8OGDUNSUpJV2RMnTmDz5s3q586dOyMgIAC//fYbxo0bh9TUVIv8v//+u4VAUmImjRo1Sg2qCmRsJzV27FgAwIgRIx7XbQAZUzGvv/460tPT8dZbbyElJUU9duTIEXzxxRc2ywUEBOD27dv44YcfLNJnzZqFXbt2PZFNADB48GA8evQIkZGRcHZ2zvVm1/Pnz8egQYNw8uRJq2MJCQno168fSCIoKMhiuksZsTx79uxj2W0wGNCoUSMkJCQgMjJSTU9LS8Po0aNx6dIlqzL169dHixYtEBcXh0GDBuHevXsWxy9fvoxTp07l2MZ69erBaDRi06ZNiImJUdNv3bqF8PDwx5pa7dKlC6pVq4alS5figw8+sFi3CGSI4b1792Lv3r25PveT8t5778FkMqFLly44fvy41fH4+Hg1Rt6zIiIiAjqdDv3797cZpDY5ORnffPONxf31ODzp9SmRODx5+aqo5PkyYsQI9fX9gIAAduzYka+++iqbNm1KZ2dnNWTF1atXLcrduHGDgYGBasiNkJAQ9urVi+3atVPDcowYMcKizKlTp1iqVCkCoI+PDzt37sxOnTqpsZXWrl2r5k1LS+PLL7+shhXo1KkTO3bsyMKFCxMAO3bsaBXGI6tQEPbCPMTHx6tx03x8fNijRw+GhobSycmJw4YNs/lK/5IlS9TfrFmzZuzZsyerVatGnU7HkSNH2gx5oIQv2LVrV7Z1kpiYSKPRSADs2rVrtvkzM2vWLNU+Pz8/tm/fnj179mSLFi1YqFAhAmDx4sV58uRJi3KrV69Wwyh07dqVAwYM4IABA3Llw7Zt26jT6dSYYZ06dWK5cuXo7e2tls8c5+zq1atqHXh5eTEsLIzdunVj3bp1qdPpOGvWLDVvSkqKGsMtODiY/fv354ABA7h37141jxLfy9XVlW3atGHbtm1ZtGhRNm7cmI0aNbIbSsNeCBCSPHfuHP39/dWwH61atWKvXr0YGhqq2mNuZ1YoISEqVKjAvn372v0zDyNjL5QGSU6aNEmNW1a3bl1269aNXbt2ZWBgIPV6vVVYjqzqMavvIUk/Pz/a6iLmz59PvV6vxlzr3Lkze/TowQYNGtDFxYUALOLH2Yt5l9X35KTuJZL8jBRnBYibN2/y+++/Z+/evVmzZk0WK1aMTk5O9PLyYpMmTfjxxx8zOTnZZtmUlBTOnTuXjRs3pqenJw0GA319fRkcHMyZM2fyypUrVmVu3LjBMWPGMCAggK6urvT09GTNmjU5fvx4Xr9+3SJvamoq58yZw8DAQBqNRhqNRgYFBTEyMtJmrLTHEWdkRlyloUOHslSpUnRxcWGVKlX4ySef0GQy2Y1ztnHjRjZs2JCFCxdmkSJF2KpVK+7evdtu55YbcUaSTZs2tRvnLTvu3LnDVatWceDAgQwMDGSJEiXo5ORET09P1qtXj5MnT7aIe2XOrFmzWK1aNbVDNe8gc+pDdHQ069WrRxcXF3p5ebF79+68dOlSlh1yUlISp02bxlq1atHNzY3u7u6sUqUKhw8fbhFclSQPHz7M1q1b09PTk0IIq3OaTCbOnDmTFStWpLOzM8uWLcvRo0fz3r17WcY5y0qckRmiefr06axbty7d3d3p6urKF154gW3atGFkZKTd3zQzOYlzllnsZSea9uzZw27durF06dJ0dnZmsWLFWKtWLQ4fPpx79uyxyPssxBmZEVuvb9++9PPzo8FgYJEiRVi9enW+8cYbjI6Otgja/DjijMy+7iWS/Iwgs1m0IpFInhlXrlyBv78/fH19cfHiRbnIWiKRSCRyzZlEkpf897//RXp6OoYNGyaFmUQikUgAAHLkTCJ5zpw9exYzZ87EpUuXsHPnTpQtWxZnzpzJcgNyiUQikRQcZJwzieQ5c/36dURFRcHNzQ3NmzfH559/LoWZRCKRSFTkyJlEIpFIJBKJhpBrziQSiUQikUg0hBRnEolEIpFIJBpCijOJRCKRSCQSDSHFmUQikUgkEomGkOJMIpFIJBKJRENIcSaRSCQSiUSiIaQ4k0gkEolEItEQUpxJJBKJRCKRaIj/B2SA2Qg2xEYpAAAAAElFTkSuQmCC", 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SsXHx6PW/oRBDjKysbPTs1hFDBvTN/wVKIHFKMlIf3IHFz8MQGvQK2TFRMGrZDrqeVZH5/m2B6jDrPQBCPX0knj4uXZf66B7SfX2Q8fY1NC2tYTFgOEr/4Yc3P7SGOCW5qA6n2Hi5WGPe/7zhYmuCyLhUrD52B70XHcPRWZ1hoKud6z6JKRloPGE3MrKyIRQIMf3HeqhfQfKDNToxFSnpmdh44j5GdKyOsV1q4VLge4xYexpbx7ZBLQ/VDK68XG0wb0ATuNiaIjIuBasP30Lv+YdxdHZ3GOjlfh7zc/z6Szx+G4U/Z3Qu5NYqLy8XK8zr5w0XGxNExqdg9bG76L34GI7OyP16vP0yDPsvP8PBaZ2+WO/ZB8EYt/EsUjOyYGWij02jWsHMULeoDkMlPNyzB/qWlvj50iVAIICGlhZurl2Li/PnAwAykpLw7soVNJo2DVFPniApPByeP/wAh7p1EfPyZTG3vnB4uVpj3s+NJZ/r+BSsPnIbvRccwVHfbgX6XP+27zqsTQ1Qr4K9dN3GE/egIRSiT/NKRdl0om+itD0EhS09PR0JCQkyf+np6fnvWEyGDuqHhvVro0ffwahYozGGjpqIju1aAQCEH/O9r9+8g/WbdmDG5LE4sGczVi2di/MXr2D1H1uLseVFK2zGOEAggFvAFZS59BhmPfoi8dQxiEWifPc1+q4dLAYMR+jkEciO/RxAply9gKQzJ5Dx8hlSrl1EyKj+EBoZw6h566I8lGLj7VkarWq4wsPBAg0qOWD9iO+QmJqOEzeD8tzHQFcLB6Z3wt7JHTGqU3Us3HsdN55J8oXFYjEAoGkVJ/Rr4YnyjhYY+H1lNPZyhP/5Jwo5puLg7eWIVjXd4FHaAg08S2P9mNZITMnAiZuv5KovNDoJ83dfxuLBzaCjpbT3agqdd6XSaFXdBR4O5mhQ0QHrh7eUnMdbOa/H5LQM+Gw+D98+DfL9cV/bww4HpnbC7gnt0KCiA0b/8Q+iE1KL6jBUgnOjRmg4eTKODx2K9dWqwa9TJ5Rt0wbeU6dKyxzo0wcQCDD2wwdMS09H7REj8GjPngJ9B5cE3p7/+lxXKo31o75HYmoGTtx6ne++GwLu4sSNV1j5a0vpZzjwTSR2nH6I+T83Vuu7z6rs5cuXGDJkCKpUqQJNTU1UqpR74Ldp0yaULVsWurq6qFy5Mo4dO6bgln5Zifpfx8zMDPHx8TnWx8bGwtz8y91w8+fPx6xZs2TWzZg8DjOnKue4A11dHcyfNRm+UycgOiYGVpYW8N9/BAYG+jA3MwUA/L5mI9q3+Q7dOksGNXqUcUNKahqmz16EXwb0lQYOqiQzJBjvh/SCQFcPQgNDZEdHwm7u78gMeffF/YxatIHNlHkInTQcKTe/PKBTlJSIzOAgaDsUPPe2JDPW14GztQmCIxPyLCMUCuBkLZnFq7yjBV6FxuGPgPuo5VEKpoa60NQQwM3OVGYfV1tT3HkZVpRNVyrG+jpwtjFBcHje5/FLAt9GIjohFV1m7pOuyxaJcet5KHafeYT7GwZCQwU/0/8lPY+5XI/BkYkIiU7C0NV/S9eJPgaklX7ZjADfrnC0koxd0dfRgpO1FpysjVHF1RrfTfsT+y8/x6DvKyvmQEqgJrNn4/6OHbizaRMAIOLRI2gbGKDdH3/g4ty5EIvFiH39GlsbN4aWvj50jI2RFBaGrn5+iH2d/w/mkkh6PUbk/O3xb5v/uo8NAfeweVxbmckAbr0IRXRiKppO2CVdly0SY5H/NWz/+yHOLPqxyNqu7FRllqHAwEAcP34ctWvXhkgkgiiX4NjPzw8DBw7ElClT0LRpU/j7+6NTp064ePEi6tSpUwytzqlEBQTlypVDeHg4YmNjZcYRPH36FOXKlfvivpMmTcKYMWNk1umI5PuPW5G0tDRhayMZiBhw8gyaNKwn/aGflpYG4X8+UJ9+MHy6a6uqxGmpyE5LhdDIGPp1GiJq5cI8yxq1bAubqQsQOnUUki+fy7dugZ4+tOwdkRV1qPAarMSS0zLxLjIR7U0KPthSLJbkZgOAtqYGKjlbIShc9j/MN+HxKGVhVKhtVWaS85iA9nLOIFK3vD0Oz+4us27KprNwsTPFgNZV1SIYAP51Huu459jmamuCw9NlU4VWHL6N5LRMTOpRB7b/mdXl38QisfSapdxp6evnuNMvyv54zgQCyQf/o8yUFGSmpEDX1BTu332Hv5V4Uo9vkZyWiXcRCWj/n2mW/23jiXtYf/wuNoxujUrOVjLb2tcti7rlZccDDVx2HO3rlkXnAoyBIeXXrl07dOjQAYBkQpxbuUzBO2PGDPTs2ROzZ88GADRp0gQPHjyAr68vAj6O0SluJSogaNmyJYRCIfbv348BAwYAkPQOnDp1CtPymd1AR0cn59z8qYpLGUpOSUFwcIh0+X1IKJ48fQETEyOUsrPFkhXrEB4RiUVzJMcR9DYYDx49QeVKFZCQkIgtO/3x4uVrLPD9PGVpE+/62LLTHxXKlYWXZwUEB4fg9zUb0cS7PjQ0VHO6R/06DQEIkBH8GtoOTrAc4YOMN68Rf3Q/AMBy6DhoWtsgbOZ4AJI0IdsZixCxZA7SAu9Bw8ISACBOS4MoWTJw0XLERCRf/AeZYSGSMQSDRkIsEiHxlHJ15xWWRX9eR2MvR9hbGCIiLgUrj9yGUChAm48zs/hsOgcbMwOM6SwZWPhHwD1UdLaEo5UxMrKyceHhOxy59gLTf/w8N/7PLb0w9o9/UKOMLWqXs8OlR+9x7kEwto1rUyzHqAiL/K6icRUn2FsaIiI2BSsP3YRQIECb2pIfsj4b/oGNqQHGdJPM0JKRlY1XH2IBAJnZIkTEJuNJcJTkTraNCQz0tFHWQbanU09HE6aGujnWq5JF+z5ej+aGiIhPwcqjdyAUCtGmpisAwGfLediY6mNMp5rQ0dJE2f8MyjTSl3yvf1qfkp6J9QH30aSyI6xM9BCXlI7d5x4jPC4F31V3UezBFSFtAwOYu38OmkxdXGBbuTJSY2IQ/+4d9MzMYOLoCKNSklnCLDwkPz6TwsKQFC6ZornTtm1ICAnBmcmTAQDPjx5F3TFjEHb3Lt5fvw5zd3c0nT0bz44elQYKbi1bQiAQIOrZM5i7u6Pl4sWIevoUd7dsUeThF5lF/h8/1xZGiIhLxsrDtyTfj58+1xv/kXw/dpF8rjcE3MPKwzfx28BmsLc0QmR8CgBJD5WBrhbMDHVzpLdpaghhaaIHF1tThR4bFY38sjFev36N58+fSyfK+aRnz54YP3480tPTleLZUSUqIHBwcMCAAQMwfvx4aGhowN7eHvPmzYOJiQkGDx5c3M37okeBT9H3Xw+/mr9kJQCgU7vvsWD2FERGRiM09PM8+qJsEbZs90PQ22Boamqido1q2LNtHRzsPw/Q/GXgTxAIBFi+egPCIyJhbmaKJt71MXrYIMUdmIIJDY0+/ui3hSghDkn/nETU2iVAtmTmJQ1LK2jafJ4m06RjTwg0tWDjMws2Pp9TxuKP7Ue4rw8AQNPaFnZzlkFoYobs2Bik3r+Fdz93RXacag1U/yQsNhnjNpxFXHIazA11Ua2MLfwmtZfOzx4akwThv3JdU9Kz4LvrCsJjk6GrpQkXOxMs7N8YrWt+ntqxRTVnzOhdH3+cuI95flfhYmOC339pjuplbBV+fIoSFpuEcetPIy4pDeZGepLzOK0TzI0/nsfoRPy7Ay8yLhmdZ3xOB9r8131s/us+anrYYfvEDopuvtIIi03GuI3nPl+P7jbwm9guz+sxPxpCAV6HxeHQtReITUqDqYEuPJ0tsXN8G5QpZZZ/BSVEqRo10O/cOelyq2WSaZfvbd2KQ//7Hzzat5c8Q+Cjbv7+AIBzM2fi3Mf0WRNHR5kegQtz5kAsFqPpnDkwsrdHSmQknh09in+mfL4RpWtigmbz58PYwQGpMTF4sn8/zkyZAlFWVhEereKExSZj3PozkuvRSA/V3G3hN6Vjntej37lAZGaJMHLt3zL1/Nq+OoZ1KODsd2pKWcdUpKen5xhjmutN5QL6NAvmfzNZypcvj4yMDAQFBeWb5aIIArES55YcOnQInTp1QlBQEJydnQFI3qgpU6Zgx44dSExMRP369bFy5Ur5TmZqZOE2WE09b6Si05wqmPtvyh3UlhiaJeo+h/LKyCzuFqgE3yY+xd0ElTD94pLiboJKEDYYk38hBblip5wB+qnBI3OOOZ0xAzNnzsx3308pQ48ePZKu27VrF3r37o3Q0FDY2n6+SXbr1i3UrFkTly9fRr169Qqt/fJS6v85O3bsmCMXXkdHB7/99ht+++23YmoVEREREamiXMecKkFKT1FT6oCAiIiIiFSPss4y9C3pQbn5NAlOfHy8TA9BbKxkTFl+s2QqinpMW0FEREREpGCfUto/jSX45OnTp9DW1oarq2txNCsHBgREREREREXA1dUVZcuWxZ9//imz3t/fH82aNYO2tnxPti9sTBkiIiIiIoVS1lmGvlZKSor0WQJv375FQkIC9u2TzCjXqFEjWFlZYebMmfjxxx/h5uaGJk2awN/fH9evX8eFCxeKs+kyGBAQEREREckhIiIC3bp1k1n3afns2bNo3LgxfvjhB6SkpGDBggVYsGABPDw8cPDgQdStqzyzNDIgICIiIiKSg7Ozc44ZMXPTv39/9O/fXwEtkg8DAiIiIiJSKKGSzjKkrjiomIiIiIhIjTEgICIiIiJSY0wZIiIiIiKFUpVZhlQFewiIiIiIiNQYAwIiIiIiIjXGlCEiIiIiUigBZxlSKuwhICIiIiJSYwwIiIiIiIjUGFOGiIiIiEihOMuQcmEPARERERGRGmNAQERERESkxpgyREREREQKJeAtaaXCt4OIiIiISI0xICAiIiIiUmNMGSIiIiIiheIsQ8qFPQRERERERGqMAQERERERkRpjyhARERERKZRAyJQhZcIeAiIiIiIiNcaAgIiIiIhIjTFliIiIiIgUSshZhpQKewiIiIiIiNQYewiIiIiISKE4qFi5sIeAiIiIiEiNMSAgIiIiIlJjTBkiIiIiIoUScFCxUmEPARERERGRGmNAQERERESkxpgyREREREQKxVmGlAt7CIiIiIiI1BgDAiIiIiIiNcaUISIiIiJSKM4ypFzYQ0BEREREpMYYEBARERERqTGmDBERERGRQnGWIeWi3gGBgB0khUFDR6u4m6AaROLiboFqyMgs7haoBm1+rguDQXE3QGXw+5GoKPEXMRERERGRGlPvHgIiIiIiUjjOMqRc2ENARERERKTGGBAQEREREakxpgwRERERkUIJhLwnrUz4bhARERERqTEGBEREREREaowpQ0RERESkUHwwmXJhDwERERERkRpjQEBEREREpMaYMkREREREisUHkykV9hAQEREREakxBgRERERERGqMKUNEREREpFCcZUi5sIeAiIiIiEiNMSAgIiIiIlJjTBkiIiIiIoUSCHlPWpnw3SAiIiIiUmMMCIiIiIiI1BhThoiIiIhIoQR8MJlSYQ8BEREREZEaY0BARERERKTGmDJERERERIrFB5MpFfYQEBERERGpMQYERERERERqjClDRERERKRQfDCZcuG7QURERESkxhgQEBERERGpMaYMEREREZFC8cFkyoU9BEREREREaowBARERERGRGmPKEBEREREplIAPJlMq7CEgIiIiIlJjDAiIiIiIiNQYU4aIiIiISLGYMqRU2ENARERERKTGGBAQEREREakxpgwRERERkUIJBLwnrUz4bhARERERqTGlDwiWLVsGR0dHaGhooGPHjpg9ezZatGgBU1NTCAQC3Lp1q7ibSERERERUYil1ytCLFy8wduxY+Pj4oF27drC0tETTpk3h5uaG5s2bY//+/cXdRCIiIiL6SnwwmXJR6oDg2bNnEIvFGDhwIFxdXQEAwcHBEAqFOHfuXIkKCG7evotNW3fj0ZNniIyMwupl89G8aaMv7nPk+Els3LoLb4PfwcjQEA3r18GEMcNgZmoCAMjMzML6Tdtx6GgAwiOi4OLsiHGjhsK7fh1FHFKxEOjpw3zASBh4N4eGmTkynj9B1Ip5SH/6KM99dKvUhOXwidB2dkdWRChit69D4olD31RnSbbq6B2sPnZXZp2LjQkCfLvmu+/xm68wbuM5NKvsiFVDWwAAMrNF+P3QLVx49B7voxJhqKeNuuVLYWynGrA2NSiSY1AGhX0eAeDUnTfwv/AEgcHRiE9Ox4GpHVG+tEWht12ZrDp0E6sP35ZZ52JrioD5PXMt/yIkBisP3kTgm0h8iE7CxB/q4aeWXjJlmo3biQ/RSTn2/aFpRUzv07DwGl+MHBo2RM3x42FbvToMS5XCwY4d8fLwYen2Mp06ocqQIbCpXh16FhbYVqUKIu7fz7deHRMTNJw7F2U6d4auuTkS3r7FP6NGIejEiQK9bkm36vAtrD5yR2adi60JAub2yLX83vNPcOTqC7wIiQEAVHCywujONeHlai0tM2nTORy68lxmvwaVHLBhdOtCbj2R/JQ2IOjXrx+2bdsGAHBzcwMAbNmyBf369SvGVskvJTUNHh7u6NKxLYaNmZRv+dt3H8Bn6mxMGjcCTRo1QHhEJGbOWYRpsxZg1bL5AIDlq9bjyPGTmDNjIlxdnHDxynUMGz0RftvWo0J5j6I+pGJh7TMH2q5lEDHHB1lRETBq2Q52yzbjXZ+2yI6KyFFe084edovWIeGwP8J9x0Oveh1YTZiNrOhIpN64LFedqsC9lCk2j/peuqypkX/2YEhUIhbvu4Hq7jYy69MysvD4XTR+aVMF5RzMEZ+Sgfn+1zB09Wnsm9Kh0NuuTArzPAJAakYmqrnbolUNV0zfcalQ26rM3O3NsHl8O+my5hfuHKalZ6G0lTG+q+mGBXuu5Frmz+ldkC0WS5dfvI9B/9+OoVVN18JrdDHTMjBA5P37eLR5MzoePJjr9veXLuHp3r1otXFjgeoUammh299/IyUiAke6dkViSAiMnZyQHhdX4NdVBe6lzLB5XBvpsqYw78/1zWehaF3LDVXd60FHSxMbT9zDgKUBODq7G2zMPt8QaVipNOb+/PkmoLamRtE0nkhOShsQTJs2DRUqVICPjw8OHDgAOzs7aWBQEjVqUBeNGtQtcPl7Dx7BvpQt+v7YHQBQ2qEUenTtiA1bdkrLHD5+Er8M+AmNGtYDAPTq3hlXr93C5u178Nv8mYXafmUg0NaBQaMWCJs8DGn3JWNHYreshkH9JjDp+ANiNv6eYx/jDj2RFRqC6NWLAACZb19D16s6TLv/hNQbl+WqUxVoCoWwMtEvcPlskQjjN5/DsHbVcPtlOBJT0qXbjPS0ZX4UA8DUH+qi+/wj+BCThFLmhoXWbmVTmOcRADrUKQNAEjSok685j56u1vD8ePd16Z/Xci1jbqwns7zh+F04Whujpkepb2uoEgn66y8E/fVXntsf75T8X2Hs5FTgOj1//hl65ubYXa8eRFlZAICEt2+/6nVVgaZGwa/HxYOayizP7ueNU7eDcPVJCDrWKytdr635dd8V6oApQ8pFaQMCNzc3lC0r+TBVrVoVzs7OxdsgBaviVQnLVqzD+YtX4N2gLqJjYnHy9Fk0avg5qMjMyIC2trbMfjo62rhz74Gim6sYGhoQaGpCnCH7I0qUngZdr2q57qJbsQpSbl2VWZd64xIshk+Su05V8DYiAd4T9kBHSwNVXK0xulONL/5wX3PsHsyN9NC1gQduvwzPt/7E1AwIBICxnna+ZUuyoj6P6uJteDy8R2+XnEc3G4zuWhulLIwKpe6MrGwcvfoC/b7zgkDAHyBf4t6+PT5cvYrmq1fDvUMHpERG4snu3bixcCHEIlFxN09h3obHw3vMzs/XY5daKGVRsBsbaelZyMoWwcRAR2b9jWehqD9qO4z1dVC7fCmM7FQTZoa6RdF8IrkobUBQ2NLT05GeLvujT0ecDh0dnTz2KF7Vq3ph8fyZGDVhOjIy0pGVlY0mjRpg+qRx0jIN6tXG1h1+qFm9ChxL2+Pq9Vv4+5/zyM5WzS9ucWoK0h7ehdlPvyDjzStkx0bDsHkb6FasgsyQ4Fz30bCwRHZslMy67JhoaBgaQaCtI1edJZ2XixXm9fOGi40JIuNTsPrYXfRefAxHZ3SGgW7OH/C3X4Zh/+VnODitU4HqT8/MwpIDN9GmphsMVTggKOrzqC68XG0wb0ATuNiaIjIuBasP30Lv+YdxdHZ3GBTC9XPmThASU9LRqb5qplEWJhNXVzg2bYrHu3Zhf+vWMHV3R4s1a6ChpYUrvr7F3TyF8HK1xryfG8PF9uPn+sgd9F5wBEd9uxboevxt3w1Ym+qjXgV76boGlRzQorozHCyNERyRgOUHbmDw8hPYM7kDNL6QjqTy+BwCpaI278b8+fNhYmIi8zd/8fLiblaeXr4KwtxFy/Hr4P9h/54t2LhmKUI+hGLGnEXSMlMmjIKTkwO+7/gDKtVoBN/5S9G5QxsIVbgbLnyODyAQwPnQBbieuQ+TLr2RdOY48A13r4qiTmXmXak0WlV3gYeDORpUdMD64S2RmJKBE7eCcpRNTsuAz+bz8O3ToEB3szKzRRj9x1mIxcCMXvWKovlKoyjPozrx9nJEq5pu8ChtgQaepbF+TGvJebz5qlDq33/hKRp6OsLaTHUHuBcWgVCIlIgInBo0COF37uDZ3r24NncuKg8ZUtxNUxhvT0e0qukquR4rlcb6Ua2QmJqOE7de57vvhoB7OHHjFVb+2hI6Wp/vt7ap7Y6mVZxR1sEczas5Y+3IVngYFIkbT0OL8lCIvora9BBMmjQJY8aMkVmnI845C4WyWL9pO6pV8cSAfj8CAMqVdYeenh5+/N8vGDVsEKytLGFuboY1yxciPT0dcXEJsLa2xG/L16C0vX0+tZdcWR/e4cPwvhDo6kFoYIjs6EjYzFyKzND3uZbPjo6ChpmlzDoNcwtkJyVK04S+tk5VY6yvA2cbEwRHJuTYFhyZiJDoJAxd/bd0nejjYM1Kv2xGgG9XOFoZA/gUDPyDDzFJ2DL6e5XuHchNYZ1HdSc9j+E5z+PXColKxNXHIVgxrGUhtEz1JYeGQpSZKZMeFP3kCQzt7CDU0oIoM7MYW1c8JNejKYIjvnw9bv7rPjYE3MPmcW3gkc/MYKWtjGFmqIvgiHjUraC6/19TyaI2AYGOjk7O9KA05f1yS0tLh4aG7CwEGh9nMBH/a/YMQHJsNjZWyMzMwqkz5/B9y2YKa2dxEaelIjstFUJDY+jVqo/otb/lWi4t8B7063jLrNOrUQ/pgffkrlPVJKdl4l1kAtrXcc+xzdXWBIeny6a4rDh8G8lpmZjUow5sP951/RQMvI2Ix7YxrdXyLnhhnEf613k0/fYBmAcvPYW5sR4aVS74wFp1FnL5Msr36gUIBMDH/2fMypZF0ocPahkMAB+vx4gEtK9bJs8yG0/cw/rjd7FhdGtUcrbKt86wmCTEJafBqhCu8ZKMg4qVS4kLCM6fP4/IyEgEBgYCAP755x+8efMGzs7OqFGjRjG3Lm/JKSkIDv58x/l9SCiePH0OExNjlLKzxZLf1yI8IhKL5k4HADRpVB/TfBdg994DaFivNiIiozFv8XJ4VaoAG2vJF879B4EIj4hE+XJlEB4RiZVrN0EkEkt7FVSRXq36AATIfBcELXsnWAwdh8zgICQGSKa/Mx88GpqWNoiYOxEAkHDYDyade8H8l3FIPL4fetXqwLBJK4T6DClwnapm0b7raOzlCHtzQ0TEp2Dl0TsQCoVo83FKRp8t52Fjqo8xnWpCR0sTZe3NZfY30pcE1p/WZ2aLMGr9GTwOjsbaX1sgWyRGZHwKAMDEQEdlp9cr7PMIAHHJ6QiNSUJEnOT8BYXFAwAsjfVUdoaSRX5X0biKE+wtDRERm4KVh25CKBCgTW1JYOWz4R/YmBpgTLfaACSDhF99iAUgufYiYpPxJDgK+jpacLIxkdYrEolx4NIzdKxftkDTwZY0WgYGMHP/HHyauLjAunJlpMbEIPHdO+iamcHY0REGpSQzK5l5SMZQJIeFITlcMqC99bZtSAwJwcXJkwEA99auRdVhw9Ds999xZ+VKmJUpgzqTJ+POihUFft2SbpH/NTSu4gh7CyNExCVj5eHbEAoFaFNbMsuhz8azsDEzwJgutQBI0oRWHr6F3wY2hb2lkfS7T19HCwa6WkhOy8SaI7fRoroLrEz0ERyRgN/2XYejtQkaVCxdbMdJ9F8lLiCYMWMGzp8/L1328fEBAPz000/YunVrMbUqf48Cn6LvgGHS5fm/Sb5gO7VvjQWzpyIyKhqhYZ9nHencoQ2Sk1Owa89+LFyyEkZGRqhTsxrGj/pVWiY9IwPLV/+Bd+8/QF9fD40a1MWiudNhbFw4s3MoI6GBESwGj4amlS2yE+ORfO4UYjYsB7IlU+RpWFhB08ZOWj4rNAShE4bAcvhEmHbtg6zIMEQumiZ9BkFB6lQ1YbHJGLfxHOKS02BuqItq7jbwm9gO5kaSqRpDY5Ig/IrZWCJik/HPfckA7E5zDsls2zamNWp52OWyV8lX2OcRAM7ef4vJ2y5Kl8duPAsA+LVtVQxrp5qzXoXFJmHc+tOIS0qDuZEeqpWxhd+0TtKpQ0OjE/HvG4mRccnoPGOfdHnzX/ex+a/7qOlhh+0TPz/34urj9wiNTkLnhuUUdiyKZFujBnqeOyddbrpsGQDg0datOPG//8GtfXu0/tf/ie39/QEAl2fOxJVZswAARo6OMulBie/fY99336HJsmXo9+ABkkJCcPv333Fj4cICv25JJ7ke/5F8ro30JJ/rKR3z/Fz7nXuMzCwRRq49LVPPr+2rYViHGtAQCvDsfQwOXXmOxJQMWJnqo35FB4zoWAPaWqp5s4RKJoH4v/kn6iQturhboBJetWhQ3E1QCS6zS/5/pqRCtLWKuwUqYUn9MfkXonyNvageKZxFTdhgbHE3QSqkfa3ibkKu7I/cKO4mFAvV60clIiIiIqICY0BARERERKTGStwYAiIiIiIq2fjkcOXCHgIiIiIiIjXGgICIiIiISI0xZYiIiIiIFEvIe9LKhO8GEREREZEaY0BARERERKTGmDJERERERAolEHKWIWXCHgIiIiIiIjXGgICIiIiISI0xZYiIiIiIFIoPJlMu7CEgIiIiIlJjDAiIiIiIiNQYU4aIiIiISKEEfDCZUuG7QURERESkxhgQEBERERGpMaYMEREREZFC8cFkyoU9BEREREREaowBARERERGRGmPKEBEREREpFh9MplTYQ0BEREREpMYYEBARERERqTGmDBERERGRQnGWIeXCHgIiIiIiIjXGgICIiIiISI0xZYiIiIiIFEog5D1pZcJ3g4iIiIhIjTEgICIiIiJSY0wZIiIiIiKFEvDBZEqFPQRERERERGqMAQERERERkRpjyhARERERKRYfTKZU2ENARERERKTGGBAQEREREakxpgwRERERkULxwWTKhe8GEREREZEaY0BARERERKTGmDJERERERArFB5MpF/YQEBERERGpMQYERERERERqjClDRERERKRQAj6YTKmod0AgFhV3C1SCOJvnsVDweiwcunrF3QLVkJVZ3C1QCVnF3QBVoaFR3C0gUmlMGSIiIiIiUmPq3UNARERERIrHWYaUCnsIiIiIiIjUGAMCIiIiIiI1xpQhIiIiIlIozjKkXNhDQERERESkxhgQEBEREZFiCZT07ysdOXIEtWvXhpGREezs7NC9e3e8fv366ysqZgwIiIiIiIi+0rlz59CpUydUqFABBw8exPLly3H//n20bNkSqampxd28r8IxBEREREREX8nPzw9OTk7YvHkzBB+nUbW2tkbTpk1x69YtNGzYsJhbWHAMCIiIiIhIsVTgOQSZmZkwMjKSBgMAYGJiAgAQi8XF1Sy5MGWIiIiIiAhAeno6EhISZP7S09NzLduvXz88fvwYa9asQXx8PF6/fo3JkyejatWqqF+/voJb/m0YEBARERERAZg/fz5MTExk/ubPn59r2YYNG+LgwYOYOHEiTE1N4ebmhvDwcJw4cQIaGhoKbvm3YcoQERERESmUsmYMTZo0CWPGjJFZp6Ojk2vZK1euoE+fPhg4cCDatm2L6OhozJ49G23atMHFixehp6dXqG1LTk7G7t278eLFC0RHR+dISxIIBNi0aZNcdTMgICIiIiKC5Md/XgHAf40YMQJNmzbFkiVLpOvq1KkDR0dH7NixA4MGDSq0dt24cQNt27ZFVFRUnmW+JSBgyhARERER0Vd6/PgxqlSpIrPOwcEBlpaWePXqVaG+1pgxY5CRkYG9e/ciKioKIpEox192drbc9bOHgIiIiIgUS6ikOUNfwcnJCXfu3JFZ9/btW0RFRcHZ2blQX+v27duYPHkyunbtWqj1fsIeAiIiIiKirzRkyBAcOnQII0eOxOnTp+Hv74+2bdvC2toa3bt3L9TXMjY2hoWFRaHW+W8MCIiIiIiIvtKIESOwdu1anDt3Dh07dsSoUaNQpkwZnDt3rtB/vHfu3BknT54s1Dr/jQEBERERESmUQKCcf193DAIMGTIE9+/fR1JSEkJDQ3HgwAGUK1eu0M/XwoULERERgeHDh+PVq1eF/uAzjiEgIiIiIlJipqamEAgEuHHjBtasWZNrGYFAgKysLLnqZ0BARERERKTE+vbtC0ERPryBAQERERERKZayPplMSW3durVI6+cYAiIiIiIiNcYeAiIiIiKiEuDs2bM4ePAgXr9+DQBwdXVFp06d0KRJk2+qlwEBERERESkWc1S+ikgkwk8//YTdu3dDLBZDKBRK169evRo//vgjtm3bJvc4A74dRERERERKbMmSJdi1axe6du2Ke/fuITU1Fampqbh37x66d++OXbt2YenSpXLXz4CAiIiIiEiJbd26FS1btoS/vz+8vLygpaUFLS0teHl5Yc+ePWjRogU2b94sd/0MCIiIiIhIoQQCgVL+KavXr1+jXbt2eW5v166ddFyBPBgQEBEREREpMQMDA4SHh+e5PSwsDAYGBnLXz4CAiIiIiEiJNWzYEKtWrUJgYGCObY8fP8bq1avh7e0td/2cZYiIiIiIFEuJ03OUka+vL+rUqYOqVauiQ4cOqFChAgAgMDAQR48ehba2NmbNmiV3/QwIiIiIiIiUmKenJ86fP4+RI0di//792L9/v3RbvXr18Pvvv8PT01Pu+hkQEBEREREpuRo1auDy5cuIjIxEUFAQAMDFxQVWVlbfXDcDAiIiIiJSKGYMyc/KyqpQgoB/46BiIiIiIiI1xh4CIiIiIiIlIhQKIRQKkZKSAm1tbQiFwnyfkyAQCJCVlSXX6zEgICIiIiLFEjJn6Ev69u0LgUAADQ0NmeWiwoCAiIiIiEiJbN269YvLhY1jCIiIiIiI1BgDAiIiIiJSLIGS/imp6OhoPHnyRGZdUFAQhg8fjh9//BEnT578pvqVPiBYtmwZHB0doaGhge+//x7Dhg1DhQoVoK+vDxcXF/zyyy+Iiooq7mYSERERERWJkSNH4qeffpIuJyUloWHDhli9ejX27NmDNm3a4MKFC3LXr9QBwYsXLzB27Fj8+OOPuHjxIr7//ntcvHgRgwcPRkBAAGbOnImAgAA0bNgQ6enpxd1cIiIiIqJCd/XqVbRu3Vq67O/vjw8fPiAgIAAfPnxA+fLlsWjRIrnrV+pBxc+ePYNYLMbAgQPh6uoKDw8PDB8+XGaUdZkyZVC/fn0cO3YMXbp0KcbWftnN2/ewadtuPHryDJGR0Vi9dB6aN/X+4j67/PZjp/8BhHwIhZ2tDX4Z0Bcd230vU2brzr3Y8+dBhIaFw8zUFN81b4yxIwZDR0enKA+n2Aj0DWAxcCQMGjWHhpkF0p8/RtTyeUh/8jDX8hoWVrAc7gOdcpWg5eCE+D93IOr3eTJl7Fdth1612jn2Tb5yDqHjBhfJcRSnVUfvYvXxezLrXGxMEDCrc777Hr/5GuM2nUezyo5Y9Usz6frktEwsPXgLZ+4HIy45HQ4WhujdtAJ6epcr7OYrjVUHb2D14Vsy61xsTRGwoFee+/x14yVWHLiBkKhEONmaYGy3umhU2Um6PTktE0v/vIozd4IQl5QGBytj9G7uiZ5NKxXZcRS3VYdvY/XROzLrXGxNEDCne67lT90Owh8B9xAckYCsbBGcbIzRr6UXOtQtAwDIzBLh90M3ceHhO7yPTIShnjbqViiFsV1qwdrUoMiPR1FKN2yI2uPHw7Z6dRiVKoV9HTvixeHD0u1lO3VCtSFDYFu9OvQsLLCpShVE3L//xTp7nT0Lp8aNc6x/efw4/mzbFgDQYMYMVOjZE0alSyM7IwNht2/jwpQp+HDjRqEeX3FZdfBmHp/rH3It/yIkBisP3EDgmyh8iE7ExB/q4afvKucot+v0I2w+cQ9R8Sko52iBKb0bwMvVpkiOoaQoyhlzVFF4eDhKly4tXT5x4gRq1KiBVq1aAQD69euHpUuXyl2/0gYE/fr1w7Zt2wAAbm5uAIAtW7agX79+MuWqVq0KAPjw4YNC2/e1UlJT4VHWHV06tsGwMVPyLb9770EsWbkec6b7wLNiOTx49ARTfRfC2NgITRs1AAAcDTiFJSvWYd7Miaha2RNv3r7DxBlzIRAIMGnc8KI+pGJhPXEOtF3LINx3ArIjI2DUqj1K/b4Fwb1aIzsqIkd5gZY2suNiEbt1LUx79su1ztBJwyHQ0pIua5iYovS2w0j656+iOoxi517KFJtHfidd1tTIv7MwJCoRi/ffRHX3nP+JLdx3A9efhWLR/7xhb2GIy08+wHfPVVib6KNpZcdCbbsycbc3x+bx7aXLmhp5/wd390Uoxq37G6O71kHjKk44dvUFhq84gX2zuqGsgwUAYOGey7j+5D0WDWoOe0sjXA58B9/tF2BtZoCmVV2K/HiKi3spM2we+/nOl6Yw7+vR1EAHg9tUgautKbQ0NXDuQTCmbDkPCyNdNKhUGmkZWXj8Nhq/tK2KcqUtEJ+cjvl+VzF05Snsm9ZJEYejEFoGBoi4fx8PNm9Gl4MHc2zXNjDAu0uX8GTvXrTeuLFAdR7o3Bka2trSZT0LC/S/fx9P//xTui7m+XOcGjYMca9fQ1NPDzVHj0aPU6ewzt0dqSqSvutub1bgz3VaehZKWxnju5puWLDnSq5lAq6/xEK/y5j5UyN4uVpj+6kHGPjbMQQs+AEWxvqF3n5STVpaWkhNTZUunz9/XuY3sampKaKjo+WuX2kDgmnTpqFChQrw8fHBgQMHYGdnJw0M/u3SpUsAgPLlyyu6iV+lUYO6aNSgboHLHzl2Ej26dEDr7yR3YUs72ONh4BNs2LJLGhDcvf8I1ap4ol3rlgAAB3s7tG3VHPcfPi78A1ACAm0dGDZuidCJQ5F2T3IHJ2bTKujXbwKTzr0Q88fyHPtkhYUgavlcAIBx29x7kESJ8TLLhs3bQJyeptIBgaZQCCuTgv9HlC0SYfzmCxjWripuvwhHYmqGzPa7ryPQoY47annYAQC6N/SA/8VnePAmUqUDAk2hAFamBTuP2/9+gAaejujfWnITY2SX2rgS+B67Tz/EzH6NAQB3X4ahQ/1yqFXeHgDQvXFF+J99jAevI1Q6INDUEBT4eqxVrpTMct/mlXDoynPcfhmOBpVKw0hfWya4AICpveqj+9xD+BCdhFIWhoXW7uL0+q+/8PqvvL+jHu3cCQAwcXLKs8x/pcXGyixX6NkTmSkpMgHB4z17ZMqcGTMGVQYMgLWXF97+80+BX0uZaQqFBf5ce7paw9PVGgCw9M/ruZbZdvI+ujWqgM4NJT2mM39qhPP3g3HgwlMMbFutcBpNKq9s2bLYv38/fv31Vxw9ehQxMTFo1uxzT/27d+9gbm4ud/1KO4bAzc0NZcuWBSDpBahTpw6srKxkyqSlpWHcuHGoWrWqzElRBRmZGdDR0ZZZp6Ojg4ePniAzU/IUuqqVKyHw8TM8+BgAvHsfgvOXrn1V4FGiaGpCoKkJ8X/Gi4jT06HnVXhfqsbtuiDx9HGI01LzL1xCvY1IgLePH1pM/RPjN53Hh5ikL5Zfc/w+zI100bV+2Vy3V3W1xtkH7xAemwyxWIzrz0LxJjwe9SvYF0Xzlcbb8Hh4j9qKFuN3Yvy6v/EhOjHPsvdfhqNuBQeZdQ08S+Peq3DpclV3W5y9F4Tw2CTJeXwSgjfhcahfqfR/q1Mpb8MT4D12F1pM9MP4Df/gQ/SXr8dPxGIxrj4JwZuweNQoY5tnucTUDAgEgLG+dp5lKCev/v3x2M8PmSkpuW4XammhyqBBSIuLyzcdqSSRfK63ffxcn/7i5zo/GVnZCHwTKfPZFwoFqFvRXuazr5aKezahEjbL0K+//orz58/DzMwMXbt2haurq8xv34sXL8LT01Pu+pW2h6AghgwZgqCgIFy5ciXfXLT09PQcA491ROlKm2vfoG5t7Dt4DM2bNETF8h549PgZ9h08hsysLMTGxcHayhLtWrdEbFw8ev1vKMQQIysrGz27dcSQAX2Lu/lFQpySjNSHd2D+v6EIe/sa2TFRMGzRFrqVqiDzfXChvIZOeU/ouHkgYl7+aV0llZeLFeb91AAuNiaIjE/F6uN30fu3AByd3gkGulo5yt9+GY79l5/j4NQOedY5tUcdTN91GY0n7YWmUACBUADf3vVR8ws/0ko6LzcbzBvQFC52poiMS8HqwzfRe95BHJ3TEwZ6OX94RsWnwPI/d8EtjPURFf/5x9bU3g0xfes5NB69HZoaQggEgO//GqOmRymoKi9Xa8z7udHH6zEFq4/eQe+FR3HUtwsMdHP/AZ+YkoHG43chIysbQoEQ03vXR/2KDrmWTc/MwpJ9N9CmlhsMc3lfKHd2NWvC2tMTAf3759jm3qYNOvj5QUtfH0mhofBr0QKp35CqoEy83Kz/9blOxurDt9B73iEcndMj1891fuIS05AtEsPCRE9mvYWxPoJC4wqp1aQOPj2p+NChQzAxMcHkyZOh9THdOTo6GnFxcRg6dKjc9ZfYgGDq1KnYtWsXjh07hkqV8h9wN3/+fMyaNUtm3YzJ4zBz6oSiauI3GTqoHyKjo9Gj72CIxYCFuRk6tmuFjVt3Q/gxv/b6zTtYv2kHZkweCy/PCgh+9x5zF/2O1X9sxa+D+hXvARSRcN8JsJk8Dy5HLkKclYX054+RdPo4dDwqFkr9xu26Iv3lszwHKasC70qffzh5OABeLpZoNvlPnLgdlKMHIDktEz5bLsC3d32YGermWefOs49xPygSa4Y2QylzQ9x6EYbZH8cQ1Cuvmj9mvb0+p2J4lAa8XG3QbNwOnLjxEl0bVZCrzp2nH+D+q3CsGdkapSwNcetZKGbvuAhrUwPUq6iavQTenp+Py6O0BbxcrdHMZw9O3HyNrg1zH5RuoKuFA9M7IyU9C9eehGCh/zWUtjTKkU6UmSXC6HVnIIYYM3o3KNLjUDWV+/dHxIMHCL15M8e2t2fPYnOVKtCztESVgQPRce9ebKtdGymRkcXQ0sIl+7m2+Pi53okTN16hayPlTk0m1denTx/06dMnx3oLCwvcvn37m+oukQHBypUrMW/ePGzduhXfffdd/jsAmDRpEsaMGSOzTkeUUBTNKxS6ujqYP2syfKdOQHRMDKwsLeC//wgMDPRhbmYKAPh9zUa0b/MdunVuBwDwKOOGlNQ0TJ+9CL8M6CsNHFRJVsg7hPzaBwJdPQgNDJEdHQkb32XI/PDum+sW6OrBsHkbxGxcUQgtLTmM9XXgbGOC4Iicn4fgyASERCdh6JrT0nUisRgAUGnoVgTM6gxrE30sP3wHK4Y0ReOPP+48HMzx5H0Mtvz9SGUDgv8yNtCBs60JgiPic91uaSLbGwAA0Qmfew3SMrKwfN91rBjeCo2rOAMAPEpb4klwFLacuKeyAcF/fel6/EQoFMDJxgQAUN7RAq9C4/DHiXsyAUFmlgij15/Gh+gkbBnXhr0DX0FLXx/le/bExenTc92emZKC2FevEPvqFT5cv47Bz5+jcv/+uLpggYJbWvTy+1znx9RIFxpCAaLjZVNQ//3ZV1cCoRLn56ihEhcQ7NmzByNHjsT8+fPRt2/BU2N0dHRypgelKv+zC7S0NGFrIxmwFHDyDJo0rCf9oZ+Wlgbhfz5QGh+3iT/+aFNV4rRUZKelQmhkDP3aDRC9ZvE312nYtBUEWtpI/OtIIbSw5EhOy8S7yAS0r51z0L6rrQkOT+sos27FkTtITsvEpO61YWtmgIzMbGRmiyAU/PdaFEiDB3WQnJaJdxEJaF8v96ktK7vb4Nrj9zJTEl4JfIcqbpJZm7KyRZLzmOMzrY7nMRHt6xT8x5JYLEZGpki6/CkYeBuegG3j23yxd4tyKtetGzR1dBD4cWByfgRCITSUNP32W33+XMv3411bUwMVna1w7fF7NK8umRhAJBLj2uMQ/NhMdacTpqIRHByM9evX48WLF4iOjs7xW08gEODMmTNy1V2iAoLz58/jp59+QtOmTdGoUSNcu3ZNus3BwQEODrnnkCqD5JQUBAeHSJffh4TiydMXMDExQik7WyxZsQ7hEZFYNGcaACDobTAePHqCypUqICEhEVt2+uPFy9dY4Ps5t72Jd31s2emPCuXKSlKGgkPw+5qNaOJdHxoaGgo/RkXQr90AgAAZwUHQcnCE5a8TkPn2NRKOHQAAWAwZAw0rG0TM9pHuo11GknYg0DOAhqk5tMuUgzgzE5lvXsnUbdy2K5IvnoYoIU5Rh1MsFu27gcZejrA3N0BEfApWHr0HoVCANjVdAQA+Wy7AxlQfYzrVgI6WJsram8nsb/TxTuun9dqaGqhZxhaLD9yErpYGSlkY4ubzMBy+9go+XWsp9uAUaJHfZTSu4gx7CyNExCVj5aGbkvNYWzIfvs8fp2FjZoAx3SSD/Pu28ELfBYex5cQ9NKrshIDrLxAYFIlZH2cYMtTTRk2PUljsfxW6WpooZWmEm08/4PDlZ/D5oX5xHWaRW7T3GhpXdoK9hSEi4lKw8vDtj+dREqD6bDoLG1MDjOkiuZb+CLiHik6WcLQ2RkZmNi48fIcj115g+o+SlKDMLBFGrTuNx2+jsHbEd8gWiRH5sWfGxEAH2pqq8d2oZWAAM3d36bKpiwusK1dGWkwMEt69g66ZGYwdHWFUStJrYuHhAQBIDgtDcrhkMGvbbduQGBKC85Mny9RduX9/PD90CKkxMbKvqa+PelOm4MWRI0gKDYW+pSWq/forjOztZWYiKskW+V35+Ln+eD3m+Fyf+fi5rgNAMmj4VYhkdqbM7GxExCbjydso6OtqSXuxfvquMiZt+AeVXKzg6WqD7aceIDU9E53ySIkjys2JEyfQqVMnZGRkwNDQEBYWFoVaf4kKCM6ePYvMzEycOXMmRwQ0Y8YMzJw5s3gaVgCPAp+i78AR0uX5S1YCADq1+x4LZk9BZGQ0QkM/zzggyhZhy3Y/BL0NhqamJmrXqIY929bBwd5OWuaXgT9BIBBg+eoNCI+IhLmZKZp418foYYMUd2AKJjQwgsUvY6BpZYvshDgknTuFmPXLgGzJzEsaFlbQsrGT2cdx2+eH9eiWrwSj79ohM/Q93nb5PDpfy9EFelVqIGTk/xRzIMUoLC4F4zadQ1xyOswNdVHN3QZ+Pm1hbiS5ixoak5zjbn9+lgxohGWHbmP85guIT0lHKXNDjOpQDT29PYriEJRCWEwyxq37G3FJaTA30kO1Mnbwm9YF5saSwYOh0Uky57FqGTssHtwcvx+4gWX7r8HJxhQrR3wvfQYBACz5pSWW7buG8etPIz45DaUsjDCqS230bFI4Y2SUUVhsMsb98Q/ikj+eR3cb+E3uAHOjT+dR9npMSc+E767LCI9Nhq6WJlzsTLCwfxO0riUJICLikvHPvbcAgE6zDsi81rZxbXKMMyip7GrUwI/nzkmXmy9bBgB4sHUrjv/vfyjTvj3abt0q3d7R3x8AcHHmTFz6OJ7O2NERYtHnnhUAMC9bFqUbNsSeFi1yvKYoOxsW5crB86efoGdpidToaITevImdDRsi6rFqTHed++e6c56f68jYZHSe8TkY2vzXfWz+6z5qepTC9kmSiRha13ZHbGIqVhy8iaj4FJR3tMQfY9uqfcqQMs/oo4wmTZoES0tLHDp0CDVq1Cj0+gViOXJLBgwYgIEDB6J27ZxPdy1RUkv+AChl8LIZB+sVBte5qh+MKISuXv5lKH9ZmcXdApWw0Ht8cTdBJfhcWVbcTVAJwrqjirsJUqlTOxd3E3KlN+dA/oWKga6uLubMmYNx48YVSf1yjTrdunUr6tWrh0qVKmH58uXf9GQ0IiIiIiLKm5WVFbS1i25yBLkCgvfv32Pu3LnIzMzEmDFj4ODggJ49e+Lvv/8u7PYRERERkaoRCJTzT0n16dMH+/fvL7L65QoIbG1tMXHiRDx79gznzp1D9+7dcezYMbRq1QouLi6YPXs23r379mkgiYiIiIjUXb9+/ZCRkYEOHTrgn3/+QVBQEIKDg3P8yeubBxV7e3vD29sbq1atwp49e7Bp0ybMnDkTvr6+aNGiBQYNGoQOHTrk+yRhIiIiIiLKqVy5chAIBBCLxTh27Fie5bKzs+Wqv9BmGUpLS0NCQgISEhIgFothYGCA69ev4+TJk6hYsSL8/f1Rvjyf8kdERESk7nif+OtMnz69SG+uf1NAIBaLERAQgE2bNuH48ePIzMxErVq1sHHjRvTs2ROamprYuXMnfHx8MHDgQFy6dKmw2k1EREREpBaKemp9uQKCV69eYfPmzdi2bRtCQ0NhbGyMQYMGYdCgQfD09JQp+/PPPyMlJaXIpkkiIiIiIiL5yRUQlCkjeWJf3bp1MXfuXPTo0QO6unk/Gt7Z2Rl2dnZ5biciIiIiNSJkztDXSkxMxLJly3Dq1CmEh4dj+/btqFu3LqKiorBmzRp0794d5crJ9wRsuQKCESNGYODAgahYsWBPz2zbti3atm0rz0sREREREam1yMhINGjQAK9fv4a7uztev36N1NRUAIClpSW2bduGuLg4LF26VK76v3ra0aSkJCQkJOCxijymnIiIiIhImU2dOhVhYWG4fv06Ll68CLFYLLO9Q4cOOHPmjNz1f3VAYGhoCD8/PyQkJMj9okRERESkvor7+WMl7LlkOHbsGIYOHYpq1arlOtuQq6vrNz0DTK4Hk1WoUAFv3ryR+0WJiIiIiKhgoqKi4O7unud2oVCItLQ0ueuXKyCYMGEC1q5di+fPn8v9wkRERESkpoq7K6CEdRHY2tri1atXeW6/e/cuHB0d5a5frkHFT58+RenSpeHp6Ym2bduiTJky0NfXlykjEAgwbdo0uRtGRERERERA69atsWnTJgwfPhza2toy265fv47t27dj1KhRctcvV0Dw74cjHDx4MNcyDAiIiIiIiL7djBkzcOTIEVStWhXt27eHQCDAtm3bsGHDBhw4cAClSpWCj4+P3PXLFRAEBQXJ/YJEREREpN6UODtHKdna2uLatWsYNmwYNm/eDLFYjB07dkAgEKB169ZYu3YtzM3N5a5froDAyclJ7hckIiIiIqKvU7p0aRw+fBgJCQl49uwZxGIx3N3dvykQ+ESugODfoqOjpT0GLi4usLCw+OZGERERERFRTsbGxqhZs2ah1il3QHD//n2MGDECly5dklnfsGFDrFixAl5eXt/cOCIiIiJSQULmDMkjJSUFb968QXR0dI6HkwGAt7e3XPXKFRA8evQIDRo0QFpaGjp06ICKFSsCAAIDA3H06FE0bNgQV65cka4nIiIiIiL5JCcnY/To0di+fTsyMzNzbBeLxRAIBMjOzparfrkCgunTp0NLSwuXL1/O0RPw6NEjeHt7Y/r06di/f79cjSIiIiIiIokhQ4Zg165d6NSpExo2bAgzM7NCrV+ugODChQv49ddfc00LqlSpEoYOHYp169Z9c+OIiIiISAVxmqGvcvjwYfTv3x8bNmwokvrlelJxcnIybG1t89xuZ2eH5ORkuRtFREREREQSWlpahT6Q+N/kCghcXV1x7NixPLcfO3YMrq6ucjeKiIiIiIgkmjZtiuvXrxdZ/XIFBH379sXJkyfRq1cvBAYGIjs7G9nZ2Xj06BF+/PFHnDp1Cv369SvkphIRERGRKhAIlPNPWS1ZsgRnzpzB77//nuug4m8l1xiCcePG4c6dO/Dz84O/vz+EQklcIRKJIBaL0b17d4wdO7ZQG0pEREREpI4cHR0xb9489O3bF+PHj4ednR00NDRkyggEArx69Uqu+uUKCDQ0NODv748BAwbg0KFD0geTubq6omPHjmjevLlcjSEiIiIiIllbt25F//79oa2tDQ8PD+WYZeiTFi1aoEWLFoXVFiIiIiJSB8qcn6OE5s6diypVquDkyZOwtLQs9PrlHlR85MiRPLdzUDERERERUeEICQlB//79iyQYAOQMCN68eYOkpKQ8tycnJ+Pt27dyN4qIiIiIiCQ8PDwQExNTZPXLFRDkJzw8HPr6+kVRNRERERGVcAKhcv4pq8mTJ2PNmjV4//59kdRf4DEEFy5cwLlz56TLBw4cwMuXL3OUi4mJgZ+fH6pUqVIY7SMiIiIiUmtPnjyBvb09ypcvj06dOsHFxSXXWYamTZsmV/0FDgjOnj2LWbNmSV/wwIEDOHDgQK5l3d3dsWzZMrkaREREREREn82cOVP67507d+ZaRiEBwahRo9CvXz+IxWK4urpi+fLl6NChQ46GGBoawtzcXK7GEBEREZEa4CxDX+XTFP9FpcABgYmJCUxMTABIegsqVKgAKyurImsYEREREREBTk5ORVq/XMMnPD09ERoamuf2Bw8eIDY2Vu5GERERERGRYsj1YLIJEybgzp07uHPnTq7b//e//6FmzZpYt27dNzWOiIiIiFQQM4a+yNfXFwKBAFOmTIFQKISvr2+++yhkDMG/nT17Fr17985ze/v27bFjxw65GkREREREpM5mzpwJgUAAHx8faGtrywwqzovCA4IPHz7A0dExz+0ODg748OGDXA0iIiIiIlJnnwYRa2tryywXFbkCAgMDgy8+ifjt27fQ0dGRu1FEREREpLoEnGXoi/47iFgpBxXXrl0b27ZtQ2JiYo5tiYmJ2L59O2rVqvXNjSMiIiIioqIlVw/BuHHj0Lx5c9SrVw8zZsyQPpX43r17mDVrFt6/f4+NGzcWZjuJiIiIiNRCQQYR/9e3jCEQiMVisTw7rl+/HiNHjkRmZqbMei0tLSxfvhxDhgyRq0EKlRZd3C1QCdFDehR3E1SC2YDvi7sJqkFLu7hboBpSU4q7BSohduvfxd0ElWDWr0VxN0ElCBv7FHcTpLKX/VjcTciVxuhdxd0EAIBQmDOJ51Oa1X9/ugsEAojFYggEAmRnZ8v1enL1EADA4MGD0bZtW+zduxcvX74EAJQtWxZdu3aFvb29vNUSEREREam1/w4iTkpKQt++faGpqYnRo0ejQoUKAIDAwEAsW7YMIpEI27dvl/v15A4IAMDe3h6jR4/+liqIiIiIiOhf/juIeMSIEdDR0cGFCxegqfn557uXlxe6du0Kb29vrFu3DitWrJDr9eQaVPxJcnIyTp8+jV27diE8PPxbqiIiIiIidSEQKOefktq7dy969uwpEwx8oqWlhZ49e+LPP/+Uu365A4K1a9fC3t4eLVu2RN++fREYGAgAiIiIgK6uLjZs2CB3o4iIiIiISCIhIQHx8fF5bo+Li/vi9vzIFRDs378fv/76K5o0aYKNGzfKDG6wtrZGq1atcOjQIbkbRUREREREElWrVsWqVavw6tWrHNtevnyJ1atXo1q1anLXL9cYgsWLF6NJkyY4ePAgoqOjMWDAAJntNWrUYA8BEREREeVOqLzpOcpo4cKFaNGiBSpWrIiOHTvCw8MDAPD06VMcPnwYAoEACxYskLt+uQKChw8fYuHChXlut7OzQ0REhNyNIiIiIiIiiQYNGuDcuXMYPXo09u7dK7OtTp06WLp0KerUqSN3/XIFBBoaGhCJRHlu//DhAwwMDORuFBERERERfVa7dm1cuXIFkZGReP36NQDAxcUF1tbW31y3XAFB5cqVcfLkSYwYMSLHNpFIhD///BM1a9b85sYRERERkQoSfNNEl2rNysoKVlZWhVqnXO/GsGHDcOLECUybNg0xMTEAJIHAs2fP0K1bNwQGBuYaLBARERERkXKRq4egR48eePjwIebOnYv58+cDAFq1agWxWAyxWIyZM2fi+++/L9SGEhERERFR4ZP7ScVz5sxB586dsWvXLjx9+hRisRhlypRBnz59UKNGjcJsIxERERGpEiV+CJg6kjsgAIBq1ap905ynRERERERUvDiig4iIiIhIjRWoh8DX1xcCgQBTpkyBUCiEr69vwSrX1IS1tTWaNWsGFxeXb2ooEREREakIPphMqRQoIJg5cyYEAgF8fHygra2NmTNnft2LaGrC398fnTp1kqeNRERERERqa8aMGdi/fz8ePXqU63YvLy90794dU6dOlav+AgUEQUFBAABtbW2Z5fxkZ2cjJCQEPj4+mD59OgMCIiIiIqKvdPDgQbRo0SLP7S1atMC+ffuKNiBwcnL64vKXuLq64ueff8avv/76dS0jIiIiItXEB5N9laCgIJQrVy7P7R4eHti4caPc9Svk3ejVqxeeP3+uiJciIiIiIlI5cXFxeW6LjY1Fdna23HV/07Sjt27dwvXr1xEbGwuRSCSzTSAQYNq0aQAAfX39r+pVICIiIiIiiYoVK+Lw4cPw8fHJsU0sFuPIkSNf7EHIj1wBQWpqKjp37oxTp05BLBZDIBBALBYDgPTf/w4IiIiIiIikOMvQV+nfvz8GDx6Mfv36YfHixbCysgIAREZGYsKECbh27RpWrVold/1ypQz5+vri1KlTmDJlCs6ePQuxWIxt27bhxIkTaNiwIWrWrInHjx/L3SgiIiIiIpIYOHAgevXqhe3bt8PW1hYODg5wcHCAra0ttm3bhu7du+OXX36Ru365AoJ9+/ahW7du8PX1RaVKlQAA9vb2+O6773D69GlkZGRg69atcjeKiIiIiIg+27lzJ/z8/NC2bVuYmJjAxMQE7du3x969e7Fnz55vqluulKF3795hzJgxAAANDQ0AQEZGhqRCTU388MMPWLt2LebPn/9NjSMiIiIiFSRgypA8unfvju7duxd6vXL1EBgZGSErK0v6b6FQiA8fPki3m5iYICwsrHBaSERERERERUauHgI3NzfpNKIaGhqoWLEi9u3bh59//hlisRgHDhxA6dKlC7WhRERERKQihHwOwZds374dANCnTx8IBALpcn769u0r1+vJFRA0b94cmzdvxvLly6GhoYHBgwdj2LBhcHNzg0AgQFBQEObNmydXg4iIiIiI1Fm/fv0gEAjQs2dPaGtrS5c/zeqZG4FAoNiAYOLEiejTp4+0UUOHDkVaWhp27twJDQ0NDBw4EBMmTJCrQURERERE6uzs2bMAAG1tbZnloiJXQGBoaAgPDw+ZdWPGjJEONCYiIiIiyhMHFX9Ro0aNvrhc2L46gSspKQlubm5Yvnx5ETSHiIiIiIgKKj09/Zvr+OqAwNDQENHR0TA0NPzmFyciIiIioi87ceIEZs6cKbNuzZo1MDY2hoGBAXr16oXMzEy565driHedOnVw69YtuV+UiIiIiNSYUKicf0pq8eLFePr0qXT5yZMnGDlyJEqVKoUWLVrA398fq1evlrt+uY58wYIF2Lt3L7Zs2fLF0c5ERERERPRtnjx5gho1akiX/f39oaenhxs3buDEiRPo0aMHtm3bJnf9BR5UHBwcDCsrK+jp6WHMmDEwMzPDgAEDMGHCBLi5uUFfX1+mvEAgwJkzZ+RuGBERERERAbGxsbC0tJQunz59Gk2bNoWxsTEAoHHjxggICJC7/gIHBC4uLti5cyd++OEHvH79GgKBAI6OjgCA8PBwuRtARERERGqGswx9FUtLS7x9+xYAkJiYiJs3b8o88yszMxPZ2dly11/ggEAsFkvTg968eSP3CxIRERERUcHVrVsX69atQ8WKFXHixAlkZWXh+++/l25/+fIl7Ozs5K5frucQEBERERGRYsyaNQtNmjRB9+7dAQA//fQTKlSoAEBy0/7gwYNo0qSJ3PUzICAiIiIixWLK0FepUKECnjx5gsuXL8PExATe3t7SbXFxcRg9ejQaN24sd/1fFRBcvHgRWVlZBS7ft2/fr24QERERERHJMjc3R7t27XKsNzMzw8iRI7+p7q8KCP744w/88ccf+ZYTi8UQCAQMCIiIiIiIClFKSgqio6Nznfr/04Q/X+urAoJBgwahTp06cr1QYdq0aRMWLlyI4OBgeHh4YO7cuWjbtm1xN4uIiIiICkKJHwKmjEQiERYtWoSVK1ciLCwsz3LyzjT0VQFBw4YN0atXL7leqLD4+flh4MCBmDJlCpo2bQp/f3906tQJFy9eVIpgJS83b9/Fpq278ejJM0RGRmH1svlo3rTRF/fZ5bcfO/32IeRDKOxsbfHLwJ/Qsd3nEeUvXr7GijUbEfjkKUI+hGHS+JHo17tHUR9K8REIodepL3TqNoPQxByiuGikXzqJ1CO78txFu3oD6DRpB01HN0BLC9khb5F6aDsyH31+0rbpbzuhYWmbY9+0M4eRvGNlkRxKcVp1+BZWH7kjs87F1gQBc3O/dvaef4IjV1/gRUgMAKCCkxVGd64JL1draZny/XPvORzXrTb6t6pcSC1XLqsOXMfqQzdl1rnYmSJgYe889/nrxkus2H8NIVGJcLIxwdge9dCosrN0+6mbr+B/9hECgyIQn5yOA7N7oLyTVVEdglJYdfQOVh+7J7POxcYEAb5d8t33+M3XGLfxHJpVdsSqoc2l68sP3pxr+XGda6L/d57f1F6lVUTfjwAgNLWAfveB0PKqBYG2DrLDPyBp02Jkv3le1EelcLweSVlNnDgRv/32GypWrIguXbrAwsKiUOsvcYOKZ8yYgZ49e2L27NkAgCZNmuDBgwfw9fX9pgcyFLWU1DR4eLijS8e2GDZmUr7ld+89gCUr1mLO9InwrFQeDx4+xlTfhTA2MkLTxg0AAKlpaXBwKIVWLZpg/m8rivoQip1emx7QbdIOSRsXITvkDTSdy8Kw/3iIU5KRdvpQrvtoengiM/A2UvZvhjglCToNvoPRqNmI9x2O7OCXAID4Wb/K3KnQtHeB8YRFSL95QRGHVSzcS5lh87g20mXNL9ypufksFK1ruaGqez3oaGli44l7GLA0AEdnd4ONmQEA4MJS2R/BFx++w9St59GyukvRHICScLc3x2afDtJlTY28z+PdF6EYt+YkRneri8ZVnHHs6nMMXx6AfbN7oKyD5Is9NSMT1craoVUtd0zffLbI268s3EuZYvOoVtLlL53HT0KiErF43w1Ud7fJse3Cop4yyxcfvcfUHZfQsprTtzdWSRXV96NA3xDGU39H5pN7SFwyCaLEeGjY2EOcnKjAo1MsXo+kjHbu3IlWrVoV2W9dpQoIGjduDENDQxw7dky67t69e6hatSrOnj0LR0dHPH/+HAsXLpTZr2fPnhg/fjzS09Oho6Oj6GYXSKMGddGoQd0Clz9y7C/06NoRrVtJ7jKUdrDHw8An2LBlpzQg8KpUAV6VJFNOLVmxtvAbrWQ03Ssi4+4VZN6/DgDIiApHRp2m0HQtl+c+Kbtlz0vq/s3QrlYP2lXqIPXjf3jixHiZMlpteiI7PARZT+8X8hEoD00NIaxM9PMvCGDxoKYyy7P7eePU7SBcfRKCjvXKAkCOuv65+wa1PUqhtJVx4TRYSWlqCGFlalCgsttP3kcDT0f0b1MNADCyax1cCXyH3X8/wMz/SaaK61Bfci2HRCYUTYOVlKaw4NcjAGSLRBi/+TyGtauG2y/DkJiSIbM9x/V4Pxi1y9qp9PVYVN+Pem16QhQdieRNv0nLiaLyTldQBbweFYSzDH2V2NhYdOjQIf+CcipRCVxPnz4FAJQrJ/sFV758eWRkZCAoKKg4mlUkMjIyoaOtLbNOR1cHDx89RmZmwWd6UiVZLwOhVaEqhDb2AACN0q7QKlMJGQ9vFLwSgQACXf28725paEKnbnOkX/yrEFqsvN6Gx8N7zE608NmD8X/8gw/RSQXeNy09C1nZIpgY5B58R8Wn4PzDYHRpmPcPEVXxNiwO3iM2o8XY7Ri/9hQ+ROV91/T+yzDUrVhaZl0DT0fce6naP64K4m1EArwn7EGLKXsxftM5fIj58vW45tg9mBvpomuDsvnWHZWQivMP36FLAcqWZEX1/ahVpS6y3jyH4a/TYLbiT5jMWgedRq0Lu/lKhdcjKSNPT0+EhoYWWf0F7iEQiURF1oiCio2NBQCYmprKrDczMwMAxMTEKLpJRaZBvdrYd/Aomjf1RsXyHnj0+Cn2HTiKzKwsxMbFwdrKsribqHCpx/0g0DOA6fwtgEgECIVI2b8FGVf/KXAduq26QaCji/Qb53Pdrl2tPgT6hki7dKqwmq10vFytMe/nxnCxNUFkfApWH7mD3guO4KhvVxjoaee7/2/7bsDaVB/1Ktjnuv3Qlecw0NFGi+rOhdxy5eLlZot5g5rDxdYUkXHJWH3oJnrPPYCj837I9TxGxafA8j93Ci2M9REVn6KoJislLxcrzOvXEC42H6/HY/fQe/FxHJ3RGQa6WjnK334Zhv2Xn+PgtI4Fqv/Q1Rcw0NVCi6qqnZ5RVN+PGtZ20GjaDql/7UPq0T3QdPGAwY+/AlmZSL/8d1EcSrHi9UjKasaMGejfvz/69++P0qVL57/DV1KqlKGilJ6ejvT0dJl1OmLlTTEaOuh/iIyKRo8+AyEWAxbmZujY7nts3LoLQjUdma9dqxG06zRF0vp5yA55Cw1HNxj0GgpxXFSB/mPSrtMU+h37IPH3GRAnxuVaRsf7e2Q+vAFxXHQht155eHt+npLMo7QFvFyt0WzCbpy49Rpd87mrvyHgHk7ceIVtE9pCRyv3r48Dl56hbR33PLerCu/Kn/9D93C0hJebLZqN2YYTN16ia6MKxdiyksW70uf/2DwczOHlYoVmk/bixK2gHHdck9My4bP5Anz71IeZoW6B6j9w+QXa1nJT+euxyL4fBQJkBT1H6n7JwNjs4JfQcHCGTpN2KhkQ8HpUHIGQKUNf4/bt23ByckKFChXQqVMnuLi4QENDQ6aMQCDAtGnT5Kq/RF2Rn3oC4uPjYWv7eVaYTz0H5ubmee47f/58zJo1S2bdjCnjMXOqTxG09Nvp6upgvu8U+E7zQXRMDKwsLeC//zAMDPRhbmZa3M0rFvrdByE1wA8Z188BALLfB0HDwgZ6bX/I9z8m7dqNYfi/MUhcMxuZj+/kWkZoYQ2tilWRuHJWrttVlbG+DpxtTBEc8eW89c1/3ceGgHvYPK4NPErnPrvBreehCAqLx9IhzXPdrsqMDXTgbGuK4PC4XLdbmuTsDYhOyNlroO4k16MJgnMZRxEcmYCQ6CQMXX1auk70cR7uSr9sQYBvFzj+Ky/71oswBIXHY+nAxkXe7uJWVN+PorgYZH94K7Mu+0MwdGo0LNT2Kytej6QsZs6cKf33zp07cy2jMgGBrq4uMjJkB+N8+rEPfB478PTpU3h4eEjXP336FNra2nB1dc2z7kmTJmHMmDEy63TEBc+bLi5aWpqwtZFM7xjw12k08a6vtj0EAh1dQCT7EA6xSAQIvnw+tGs3gWH/cUhcO1c64C43Og1bQZwQh8z71wqlvSVFclom3kUkoH3dMnmW2XjiHtYfv4sNo1ujknPe02Duv/gMFZ0sUS6PgEGVJadl4F1EPNrX98h1e2V3W1x7/B4/taoiXXfl0TtUcc855a06S07LxLvIBLSv45Zjm6utCQ5P7ySzbsXh20hOy8SkHnVgayY7wHv/5eeo6GihFtdjUX0/Zr0IhIatbHqChq0DsqPCv73RJQCvR1IWRT1OVqkCAgcHB/z999/SJx0DwKlTn3O5XV1dUbZsWfz5558yI639/f3RrFkzaGvnnf+so6OTMz0oLbNwD+ALklNSEBz8Xrr8PiQUT54+h4mJMUrZ2WLJ72sRHhGJRXOnAwCC3gTjwaPHqOxZEQkJidiyYw9evHyNBbM/R34ZmZl49Sro47+zEB4RiSdPn0NfXx9Ojg4KOzZFybh3FXrtekEUEyGZVs/RHXrfdZEZAKzftT+EZpZI2iCZiUq7TlMYDpiA5N1rkPX6CQQmZh8ry4A4Nflz5QIBdBp8J7mTpgTjZYrSIv9raFzFEfYWRoiIS8bKw7chFArQprbkPzyfjWdhY2aAMV1qAZCkCa08fAu/DWwKe0sjRH68y62voyWTU5uUmoGTt15jQg/lfR5IYVq05xIaV3X5fB4P3JCcxzqStAKf9X9LzmP3egCAvt9VRt95B7HlxF00quyMgGvPERgUgVk/N5HWGZeUhtDoRETESa7NoNA4AJLehYLOZlTSLNp3A429SsPe3BAR8SlYefQuhEIh2tSU3ODx2XIeNqYGGNOpBnS0NFHW3kxmfyN9yff+f9cnpWbg5O03mNC1lmIOpJgV1fdj6qn9MJnyu6Sn4cZ5aLqWg27j1kjaukzhx6gIvB4VKJ9glWQ5ORXtuBOlCgi6du2KTZs2Yfjw4ejYsSOuXLmCffv2yZSZOXMmfvzxR7i5uaFJkybw9/fH9evXceGCcs8Z/yjwKfoOGCZd/vTcgE7tW2PB7KmIjIpGaNjnOy4ikQhbtu9B0NtgaGpqonbNatizfT0c7O2kZSIiotCxRz/p8uZtu7F5227UqlEVOzatLvqDUrDknaug37kfDPqMgNDYFKK4aKSdO47UwzukZQSm5hBafH5glm7jNhBoasKw7wig7wjp+rRLJ5G8cbF0WatCNWhY2iDtwgnFHEwxCotNwrj1/yAuOQ3mRnqo5m4DvykdYW6kBwAIjUmC8F/Twfmde4zMLBFGrj0tU8+v7athWIca0uWAG68ghhhtarkr5kCKWVhMMsatOYm4pI/nsWwp+E3vBnPjj+cxOlHmPFYtY4fFv7TE7/uuYdmfV+FkY4qVo1pLn0EAAGfvBmHyhjPS5bFrTgIAfu1YE8M611bQkSlWWGwyxm08h7jkdJgb6kqux4lt/3U9Jsucx4IKuPkaYrEYbWrl3XOsSorq+zE76BkSV86AftcB0OvQB9mRoUjevfarBiuXJLweSV0JxGKxOP9iirN48WKsXLkSMTExaN26NQYPHozmzZvj7NmzaNy4MQBg06ZNWLBgAYKDg+Hh4YF58+ahbdu2X/9iaao7cFSRooeo8NORFchswPf5F6L8aeU/UxIVQKp6z35UWGK3qt7A2+Jg1q9FcTdBJQgbK8+4SdGeMfkXKgbCH5YWdxMAAL6+vhAIBJgyZQqEQiF8fX3z3edbxhAoXUCgUAwICgUDgsLBgKCQMCAoHAwICgUDgsLBgKBwKFVA4D+2uJuQK2GPJcXdBACAUCiEQCBAamoqtLW1CzR+VCAQIDs7W67XU6qUISIiIiIidfdpEPGn8bFqNaiYiIiIiEjd/XcQcVEPKuYQbyIiIiJSLIFAOf+UUFJSEjQ0NDB79uwiew0GBERERERESsrQ0BCmpqawtrbOv7CcGBAQERERESmxJk2a4Pz580VWPwMCIiIiIlIsoVA5/5TU4sWLcenSJcyYMQMJCQmFXj8HFRMRERERKbFmzZohLS0Nc+bMwZw5c2BlZQV9fX2ZMgKBAK9evZKrfgYERERERERKzNHREYIiHPTMgICIiIiIFEtJZ/SRx7Zt27B8+XI8efIEhoaGqFmzJg4cOAA9Pb1Ce41z584VWl25Ud5kKSIiIiIiJTZ37lwMHz4cPXr0wMmTJ7F+/Xq4uLjI/cTgvFy4cAGRkZF5bo+KisKFCxfkrp89BEREREREX+nZs2eYOXMmjhw5gu+//166vkuXLoX+Wk2aNMGOHTvQq1evXLefOXMGvXr1kjsQYUBARERERIqlAilDW7ZsgYuLi0wwUFTEYvEXt2dnZ0P4DbMkMWWIiIiIiAhAeno6EhISZP7S09NzLXvt2jV4enpizpw5sLa2hra2NurXr4/r168XSdu+NKj4ypUrsLS0lLtuBgRERERERADmz58PExMTmb/58+fnWjYsLAynTp3C9u3bsWbNGhw6dAgCgQAtW7ZERETEN7fl999/h6urK1xdXQEAo0aNki7/+8/MzAxr165F27Zt5X4tpgwRERERkWIp6UPAJk2ahDFjxsis09HRybWsSCRCUlIS9u3bBy8vLwBAnTp14OzsjFWrVsHX1/eb2mJqagonJycAwJs3b2BhYQEbGxuZMgKBAJUqVUKdOnUwevRouV+LAQERERERESQ//vMKAP7LzMwMFhYW0mAAAMzNzVG1alUEBgZ+c1t++ukn/PTTTwAAFxcXLFiwAO3bt//menPDgICIiIiI6CtVrFgxzycDp6WlFeprBQUFFWp9/6Wc/TVEREREpLoEAuX8+wpt27ZFdHQ07t27J10XHR2NO3fuoHr16oV8wj5LSUnBu3fvEBwcnONPXuwhICIiIiL6Sh07dkTNmjXRtWtXzJ07F3p6epg/fz50dHQwdOjQQn0tkUiERYsWYeXKlQgLC8uzHJ9DQERERESkIEKhEAEBARg9ejQGDx6MjIwMNGzYEBcuXICtrW2hvtbEiRPx22+/oWLFiujSpQssLCwKtX4GBERERESkWMKS/2AyALC0tMSOHTuK/HV27tyJVq1aISAgoEjq5xgCIiIiIiIlFhsbiw4dOhRZ/QwIiIiIiIiUmKenJ0JDQ4usfgYERERERKRYAqFy/impGTNmYN26dXj37l2R1M8xBERERERESuz27dtwcnJChQoV0KlTJ7i4uEBDQ0OmjEAgwLRp0+SqnwEBEREREZESmzlzpvTfO3fuzLUMAwIiIiIiKjlUZJYhRSnqJxUzICAiIiIiUmJOTk5FWr/yjp4gIiIiIqIixx4CIiIiIlIsAVOG8rN06dKvKi8QCDB69Gi5XosBARERERGRkhk3btxXlWdAQEREREQlh5BZ6/k5e/aswl6LAQERERERkZJp1KiRwl6L4RkRERERkRpjDwERERERKRYHFSsV9hAQEREREakxBgRERERERGqMKUNEREREpFhMGVIq7CEgIiIiIlJjDAiIiIiIiNQYU4aIiIiISLEEvCetTPhuEBERERGpMfXuIRBnF3cLVINIXNwtUA1insdCIeRAtUKRze/HwvDoyLXiboJKaDi4XXE3gUilqXdAQERERESKx3s3SoUpQ0REREREaowBARERERGRGmPKEBEREREpFh9MplTYQ0BEREREpMYYEBARERERqTGmDBERERGRYjFlSKmwh4CIiIiISI0xICAiIiIiUmNMGSIiIiIixWLKkFJhDwERERERkRpjQEBEREREpMaYMkRERERECsaUIWXCHgIiIiIiIjXGgICIiIiISI0xZYiIiIiIFIsZQ0qFPQRERERERGqMAQERERERkRpjyhARERERKRYfTKZU2ENARERERKTGGBAQEREREakxpgwRERERkWIxZUipsIeAiIiIiEiNMSAgIiIiIlJjTBkiIiIiIsViypBSYQ8BEREREZEaY0BARERERKTGmDJERERERArGlCFlwh4CIiIiIiI1xoCAiIiIiEiNMWWIiIiIiBSLGUNKhT0ERERERERqjAEBEREREZEaY8oQERERESkWH0ymVNhDQERERESkxhgQEBERERGpMaYMEREREZFiMWVIqbCHgIiIiIhIjTEgICIiIiJSYyUuIPD390eXLl3g4OAAgUCA3377rbibRERERERfRaCkf+qpxAUE+/btw+vXr9G2bdvibgoRERERUYlX4gYV+/v7QyiUxDHr168v5tYUzPpNO3DqzAW8fvMWujo6qFq5EsaN+gWuzo5f3O/EqbP4fc1GhHwIg7OjA8aNHIJGDetKt586cx5+fx5G4JNniItPwCG/zShfrkxRH07xEQih17kvdOo1h9DEHKLYaKRfOonUwzvz3EWzbCXodx8IjVKOEGjrQBQVjrSzx5B2cr+0jE7TdtBt2h5CKxsAQHbIW6Qe2oHMBzeK/JCKw6rDt7H66B2ZdS62JgiY0z3X8qduB+GPgHsIjkhAVrYITjbG6NfSCx3qlpEp43/+CQLfRiE+OR0HpndGeUeLIj0OZbPhyC0s3XsVfb6rjMl9vHMtk5mVjT+O3sbhi08QHpsMFztTjO1RHw0rO0nL7Dn9EH5nHiIkMgEA4O5ggaGdasK7srMiDkPhVh27h9UB92XWudgYI2BGp1zLH7z6EpN3XJZZp60pxP0VfaTL5Yduy3XfcZ2qo3+LSt/YYuVgUrc+Sg8fCcPKVaFjZ4dHvXsiOuCYTBnnSVNh26cfNE1MkHD9Gl6MG4XU16++qU4tK2u4zvCFWZNm0DQxQfzVy3jpM+6L9ZYkqw7ewOrDt2TWudiaImBBrzz3+evGS6w4cAMhUYlwsjXB2G510ehfn+mo+BQs2XsVlwPfITElAzXK2mFK74ZwtjUtqsMg+mpKFRA0btwYhoaGOHbs8xfQvXv3ULVqVZw9exaNGzeWBgMlyY3b9/Bjj07wrFge2dnZWLpyPfr/MgbHD+yAvp5ervvcufcQYyfNwpjhg9DEux6OnjiNX0dPxgG/TSjr7goASElNRbWqnvi+ZRNM9V2kyEMqFnpte0K3aXsk/bEQ2SFvoOniAcMB4yFOSUba3wdz3Uecnoa004eQ/e41xOlp0CzrCcP/jYI4PQ3p544DAEQxUUjZuwHZ4SGAQACdBi1hNMoX8dMGIzvkrSIPUWHcS5lh89jW0mXNL3yuTA10MLhNFbjamkJLUwPnHgRjypbzsDDSRYNKpQEAqRlZqFbGFq1quGL69otF3n5l8/BVOPzPBsIjnyDo933XcPTyM/j2bwrXUma49CAYw5cfx+4Z3VDB2QoAYGtuiDE96sHJ1hRisRiHLz7FsKXHsX9uT5RxUM0gy93OFJtHtJQua2p8udveUFdLJmD472QlF+bLBrcXH7/H1J1X0LKqE1SFhoE+kh49QuiuHai0Y0+O7aVHjIb9oCF4OnQw0t6+gfPkafDcdwg369aAOD1drjoBoNLOPRBlZiGwdw9kJSbCYehweB08ipt1a0CUklKox1hc3O3NsXl8e+nyl67Huy9CMW7d3xjdtQ4aV3HCsasvMHzFCeyb1Q1lHSwgFosxbMUJaGoIsXrE9zDU08bWk/fx8+IjODbvB+jraCnikJQTZxlSKkoVEKiqTWuWyCwv8J2Muk3bI/DxM9SsXiXXfbbv3oeG9WphQD/JXYlRvw7AlWs3sdPvAHynjgMAdGzbCgDwPiS06BqvRDTLVETGnSvIvH8dAJARFY6MOk2g6Vouz32y375E9tuX0uWMqHBk1GgALQ9PaUCQee+qzD6p+zZDt2k7aLpVUNmAQFNDACsT/QKVrVWulMxy3+aVcOjKc9x+GS4NCD71FoREJRZuQ0uA5LQMjF97Cr79m2DdoVtfLHvk0jMM7lADjao4AwB+aO6Jq4HvsDXgLhYNlfwgblLNRWafUd3rwu/MQ9x/GaayAYHkesz95khuBAJ8sfx/t/1z/x1ql7VFaUsjuduobGJO/42Y03/nud1+yK94u2QRok9Ivuee/jII9Z69hmWbdog8sE+uOvXc3GFcszZu1quJlKdPAAAvxo5E3aevYd2lG8J25N4zU9JoCgWwMi3Y9+P2vx+ggacj+reuCgAY2aU2rgS+x+7TDzGzX2O8CY/H/VfhODK3J8rYmwMAZvRthIYjt+L4tRfo1qhCkR0H0dcoebfbVUBiUjIAwMTEOM8y9x48Qt3aNWTWNahbC/cePCrStimzrBeB0KpQFUJbBwCARmlXaJX1RMZXpPZoOLlDy70iMp8+yL2AQAjt2k0g0NFF1svHhdFspfQ2PAHeY3ehxUQ/jN/wDz5EJxVoP7FYjKtPQvAmLB41ytgWcStLhtlbz6NRFWfUq/TlFEAAyMjKho6Whsw6XS1N3H7+Idfy2SIRjl99jpT0TFQpY1co7VVGbyMS4T1pL1pM24/xWy7gQ8yXr8eU9Cw0nboPTSb/iV/X/YMXH2LzLBuVkIrzj96jSz0VTqf8D10nZ+jY2iL23FnpuuzEBCTcvgXjmrXkrleorQMAEKWlfV4pFkOUkQ6T2nXz2KvkeRseD+9RW9Fi/E6MX/c3PkTnfaPj/stw1K3gILOugWdp3HsVDgDIzMwGAJnPvVAogLaWEHeeq8fNvDwJBMr5p6bUpocgPT0d6f/pJtURpUNHR0eh7RCJRJi3eAWqVfGUpv7kJioqBpYW5jLrLCzMERUVU9RNVFqpx/ZAoKcP0wVbAJEIEAqRsm8zMq6eyXdf0+V+EBqZABoaSD24HennA2S2azi4wGT6SkBLG+K0VCT+PgPZH1Szd8DL1Rrzfm4EFxsTRManYPXRO+i98CiO+naBga52rvskpmSg8fhdyMjKhlAgxPTe9VG/okOuZdXJ8avP8fhNJP70zX38xX818HTE1hP3UKOcPRytTXA18B3+vvUK2SKRTLnn76Lww8x9SM/Mgr6uFlaOagN3e/M8ai3ZvFwsMa9vfbhYGyMyIRWrj99H76V/4ejUDjDQzZlO4WxjjDm968PD3gyJqRnYcjoQvX47gaPTOsDWzCBH+UPXXsFAVwstqqhOulB+tG0k46EyIyNk1mdERkDb2kbuelNePEPau2C4TJ+FF6NHIDslGQ6/DIOuvQO0bVXjBoGXmw3mDWgKFztTRMalYPXhm+g97yCOzukJA72c349R8Smw/E9vq4WxPqLiJelTLnamsLMwxLI/r2Fmv0bQ09HCtpP3ERaTjMh41UixItWgNgHB/PnzMWvWLJl1MyaPw8yp4xXajlnzl+LFyyDs3rpaoa+rCrRrNYZ23WZIWjsP2SFvoOHoBoPev0IcF430S6e+uG/CnFEQ6OpB07089LsPRHZ4CDKu/evuWeg7xE0dBIG+AXRqesNwkA8S5o1RyaDA27O09N8epS3g5WqNZj57cOLma3RtmHv6lYGuFg5M74yU9CxcexKChf7XUNrSKEc6kToJjU7E/B0XsGliR+hoF+yrdHIfb0zfdAZtxu+EQACUtjZBJ+/yOHBetjfK2c4MB+b2RFJqBk7eeIlJ6//G9qldVDIo8P5XYOkBwMvZCs2m7sOJ22/QtX7Ou/pVXa1R1dX687KbNdr6HoL/pecY2a5qjvIHrr5A25quOXpm6OuJs7IQ2LcXPFasQf2g9xBnZSH2/FlE/30SAhW5s+rt9Tlw9CgNeLnaoNm4HThx4yW6ypHeo6WpgZXDW2HqprOo8+tmaAgFqFvBAQ29HAFxYbac6NsoVUCgq6uLjIwMmXWxsXl3BX+NSZMmYcyYMTLrdETxhVJ3QfnOX4ZzF65i5+aVsLWx/mJZS0tzREXL9gZER8fA0lL1fhAUlH7PQUg95oeM65If8tnvg6BhaQO9tj/kGxCIosKk+wiNzaDf6SeZgADZWRBFSNI2Ut68gIarB3Rbdkby1mVFczBKxFhfB842JgiOSMizjFAogJONCQCgvKMFXoXG4Y8T99Q6IAgMikB0Qiq6TPWTrssWiXHrWQh2//0A97cOhcZ/BmubG+th1ei2SM/IQlxSGqzNDLDE/wocrE1kymlrasDp4wwkFV2s8fB1OHb8dQ+z+jct8uMqbsb62nC2NkZwZN7X479paQhR3sE81/K3XoYjKDwBS/s3KuxmKrWMcEm6ipaVtfTfAKBtZY2kR3mkSxZQ0v17uN2oHjSMjCHU1kZmdBSq/n0WiXfvflO9ysrYQAfOtiYIjsj994KlyefegE+iE2R7DSo6W+Pg7B5ITElHZpYI5sZ66OG7DxWdv/w7QOWpRgypMpRqDIGDgwOePXsGsfhz2Hzq1Jd/6BWUjo4OjI2NZf4UlS4kFovhO38Z/v7nArb9sRyl7fP/EVXFqxKu3bgts+7KtVuo4qUaU+bJQ6CjC4hlUyvEH1OHvq4iIaD55ZkdBAIhoKUesz8kp2XiXURigQcZA5JrOiNTlH9BFVa3Ymkcnt8LB+b+IP2r5GKNtvU8cGDuDzmCgX/T0daEjbkhsrJF+PvGKzT7z0Di/xKLJeMP1EFyWibeRRX8eswWifD8QyysjHOW33/lBSo6WqCcg3rdSEl7+wbpYWEwa9RYuk7DyAjG1Wsg4WbhTKecnZiAzOgo6Lm6wahKNUSfOJb/TiWQ5PsxAVamOdPRAKCyuw2uPX4vs+5K4DtUccuZmmWkrwNzYz28CYvDo6BINKvmXBRNJpKLUvUQdO3aFZs2bcLw4cPRsWNHXLlyBfv2yc6G8PjxYzx+/Ll7/eHDh9i3bx8MDAzw/fffK7rJBTJr3lIcO3Eaa5bPg4GBPiKjogEARoaG0NWVBCUTps6BjbUlxo4YAgDo26sr+gwYjs3b/dCoYV0E/HUGjx4/he/0zylOcfEJCA0NR0RkFAAg6G0wAEnvgpWl6s1GknH3KvTa/whRdIRk2lEnd+i16or0C39Jy+h36w+hmSWS/lgIANBp1kFSPlRybrQ8vKDbuhvSTh2U2SfjwQ2IoiMg0NWHTt2m0CxXGamLJyr2ABVk0d5raFzZCfYWhoiIS8HKw7chFArQprYbAMBn01nYmBpgTBfJ4MM/Au6hopMlHK2NkZGZjQsP3+HItReY/mMDaZ1xSWkIjUlGRJxkwHxQWBwAwNJE76sCjZLEQE8bZUvLfs70dLRgaqgrXe+z7hRszCTTiALA/ZdhCI9NQnknK4THJGH1gRsQicXo37a6tI6l/lfQsLITSlkYITktA8euPMeNJ++xYUIHxR2cAi3afxONPUt/vh6P35NcjzUkQZLP1ouwMdXHmI6Sc7Q64D6qOEuux4SUDGw+/QgfYpJzpBclpWbg5J23mNC5Ro7XVAVCAwPouXweh6br5ASDSp7Iio1Fesh7hKxbDcexE5D66hXS3r6F8+SpSA8LRdTxo9J9vA4eQ9Txo/iwcX2B6gQAyw6dkBkVhfT372BQoSLc5y9CVMAxxJ79R0FHXrQW+V1G4yrOsLcwQkRcMlYeuvnx+1Fyffn8cRo2ZgYY000yiLpvCy/0XXAYW07cQ6PKTgi4/gKBQZGY1a+xtM6/bryEuZEe7CwM8fx9DObtuoRm1VxQvwATERApilIFBK1atcKiRYuwcuVKbN26Fa1bt8a6devQvHlzaZm9e/fKjAXYvn07tm/fDicnJ7x586YYWp2/PX8eAgD0GTBCZv38WZPQuYNkLvjQ0HAI/5WDWa2KJ36bNwPLV2/A0pV/wNnRAauXzZMZiPzPuUuYNGO+dHm0z0wAwLDB/8PwX34uoqMpPsk7VkK/y/9g8NNICI1NIYqNRtrZY0g9tENaRmBqAaHF525YgVAA/e79oWFlC3F2NkQRoUjx34D0s5/vZgmMzWA4aCKEpuYQpyYj691rJC6eiMxA2R4aVREWm4xxf/yDuOQ0mBvpoZq7Dfwmd4C5kWSqxtDoZJlrMSU9E767LiM8Nhm6WppwsTPBwv5N0LqWm7TM2fvBmLzlvHR57B+SHwe/tquGYR0+/9hVN6FRSTLnMj0zGyv+vIZ3kQnQ19GCdxUnLPylBYwNPvdWRiekYuK6vxEZlwwjfR2ULW2BDRM6oL6nav54CItLwbgtFxCXnA5zQ11Uc7OG3/jWMDfSBQCExiZDKPx8DhNS0jFt91VEJaTCRF8bFUpbYPe47+FuZypTb8DtNxCLxWhT88u9LyWVUZVqqPL/9u47rKnrjQP4N+wNMkSGgAIiDgTcBRdatU6sWn/uTdVqrRa1Q+vW1l333ntb96q2dbWVqnUvcKAgIELYK+f3B80tEVC0SIL5fp4nj3JzbvLmzU1y33vOPXf/Yelvj6m5B0GiN2/E7aGD8Hj+XOiamqLS3AW5FxC7cB5XO3dQuQaBcYUK0LexKfJjAoChfTm4T5kOA7uyyHwWjWfbtuDhzO/f6WstSdHxKQhdehwJyf98P3o6YOu4jrC2UH4/qn6m/TwdMPPTZvhx9x+Yu+sCXO2tsODzj1ApzxTBsYmp+GHrWTxPTIOtlQnaf+CFwe3fz0L1jbwn5528L2Qi7/gcbZMW8/o29FrPP+2q7hDeC2UGamYPV6ljZKTuCN4P8qKN4adX+63zNHWH8F5ocHCqukN4L+jUH67uECSKPxeqO4QC6dQequ4Q1EKjziEgIiIiIqKSpVFDhoiIiIhIG3DIkCZhDwERERERkRZjQUBEREREpMU4ZIiIiIiIShZnGdIo7CEgIiIiItJiLAiIiIiIiLQYhwwRERERUcnikCGNwh4CIiIiIiItxoKAiIiIiEiLccgQEREREZUsjhjSKOwhICIiIiLSYiwIiIiIiIi0GIcMEREREVHJ4ixDGoU9BEREREREWowFARERERGRFuOQISIiIiIqYRwypEnYQ0BEREREpMVYEBARERERaTEOGSIiIiKiksVZhjQKewiIiIiIiLQYCwIiIiIiIi3GIUNEREREVLI4ZEijsIeAiIiIiEiLsSAgIiIiItJiHDJERERERCWLQ4Y0CnsIiIiIiIi0GAsCIiIiIiItxoKAiIiIiEiLsSAgIiIiItJiLAiIiIiIiLQYZxkiIiIiopLFWYY0CnsIiIiIiIi0GAsCIiIiIiItxiFDRERERFSyOGRIo7CHgIiIiIhIi7EgICIiIiLSYhwyREREREQli0OGNAp7CIiIiIiItBgLAiIiIiIiLcYhQ0RERERUwjhkSJOwh4CIiIiISItpdw+BTFfdEbwXstMz1R3C+0GH9XmxSEpSdwTvB26PxeL8ixR1h/BeaJCRru4QiN5r2l0QEBEREVHJ4yxDGoWHgIiIiIiItBgLAiIiIiIiLcYhQ0RERERUsmQ8Jq1J+G4QEREREWkxFgRERERERFqMQ4aIiIiIqIRxliFNwh4CIiIiIiItxh4CIiIiIipZvA6BRmEPARERERGRFmNBQERERESkxThkiIiIiIhKFq9DoFH4bhARERERaTEWBEREREREWoxDhoiIiIiohHGWIU3CHgIiIiIiIi3GgoCIiIiISItxyBARERERlSxemEyjsIeAiIiIiEiLsSAgIiIiItJiHDJERERERCWMx6Q1Cd8NIiIiIqL/KDk5Gc7OzpDJZLh48aK6w3kjLAiIiIiIiP6jyZMnIzs7W91hvBUWBERERERUsmQyzby9pVu3bmHRokWYOHFiMSap5LAgICIiIiL6D4YNG4ZBgwbBy8tL3aG8FZ5UTEREREQEICMjAxkZGSrLDA0NYWhoWOg6O3fuxNWrV7Fr1y789ddf7zrEd4I9BERERERUstQ9NKiQ2/Tp02Fpaalymz59eqEvIzU1FSNHjsS0adNgYWFRggksXuwhICIiIiIC8PXXX2PkyJEqy17VOzBlyhTY29ujb9++7zq0d4oFARERERERXj88KK+HDx9i9uzZ2LNnDxITEwHkTj2q/Dc5ORlmZmbvLNbixIKAiIiIiErY28/ooykiIiKQmZmJ1q1b57uvSZMmqFu3Li5cuKCGyN4cCwIiIiIiojfk6+uLU6dOqSy7fPkyRowYgaVLl6J27dpqiuzNsSAgIiIiInpDVlZWaNy4cYH31axZE/7+/iUb0H/AgoCIiIiISpaME11qEhYERERERETFoHHjxhBCqDuMN8byjIiIiIhIi7GHgIiIiIhKlqz0zzL0PmEPARERERGRFmNBQERERESkxThkiIiIiIhKGIcMaRL2EBARERERabFSVRDI5XJMmDABderUgZWVFezt7dG2bVtcvXpV3aEREREREZVKpaogePToEZYtW4bmzZtj+/btWLFiBRITE1GvXj3cvHlT3eERERERUVHIdDTzpqVK1TkEFSpUwP3792FiYiItCwoKgqurKxYvXowFCxaoMbpX+zPsElat3YxrN28jNjYOi+ZOR7OgRq9cZ9PWXdi4dSeePI2CQ7lyGDywN4LbfiTdf/deOOYvXonrN2/hydNofD1qOPr06PKuX4r6yHRg+klfGDdoDh0rG+TExyH9l8NI2bWu0FX0q/jCekL+7SJ2YHsoEuNz23jXgGm7rtCr4AVda1skzPwGGX/+9s5ehrot3HsRi34KU1lWoZwVDk0reNvZ/stN/HTuDu4+yc1XFVc7jOhYBz4Vy0ptjoWFY9vpm7j+IBaJKRnYPaEjvF1s392L0AALD1zCooNXVJZVsLfAoQkfF9h+z/m7+Gb9WZVlBno6uLKgl/T31+t+w94L91XaBFZxxIphzYspas2zcP8lLDp4WWVZBXtLHJpYSB7P3cU368+oLDPQ08WVhf/mUQiBBfsvYceZO0hKy4Sfe1mM71ofbvaWxR6/upRv0AB1R42Cfc2aMHd0xK7gYNzdt0+6v1KHDvAbNAjlataEsY0NVvv6IubKlVc8Yi5DS0s0nDoVXh9/DCNra8gfPsSJL75A+OHDUhszR0c0/uEHuH/0EfRMTPDi3j0c6tsX0WFhr3jk0mHh/r+w6MBllWUV7C1xaFLH16578M9whK48jaY1XLBwSDNp+ddrf8Xe8/dU2gZWccKK4S2KJWai4qBRBUHjxo1hZmaGAwcOSMsuX74MPz8/nDp1Co0bN863jpmZGTw8PPD06dMSjPTNpaalw8vLAx2D22DoyK9f237z9t2YPX8Jpnz3FapX88bfV29g7KQfYGFujqDGgQCAtPR0ODs7ouWHTTB91vx3/RLUziS4O0w+DEbiomnIjoyAfsXKsBjyNRSpyUg7vOuV68YN7waRmiL9rZC/kP4vMzRC1oN7SPv5IKxGTXtn8WsSD6cyWB3aRvpbT6fwk7v+vP0Urep6wM/DHob6ulh56DIGzD6I/VM+gX0ZUwBAWkY2/D3LoWXtivhu7a/vPH5N4eFghdXD/91Z19N99dElMyN9HJrQQfpbVsA83A2qOGFqrwDpbwM93WKIVLN5OFphdZ6doyLlMU/B8HIeVx67io2nbmJ670A425pj/k9/YeCCYzgwvgMM9TXqZ++t6Zua4tmVK/h79Wp8vGdPgfdHnjmDm9u3o9XKlUV6TB19ffzv+HGkxMRgT6dOSH7yBBaurshISJDaGFpZoefZs3h46hS2f/QRUmNjUcbTE+kvXhT+wKWMh6MVVn/RUvr7ddsjADyJS8LMnX+gpod9gfc3qOqEqb0bSH9rw+eaSpdS/82YkJCAa9eu4cMPP1R3KK/UKLA+GgXWL3L7nw4cQZdOwWjVMvcoQ3lnJ1y9fhMr1myUCgKfalXgU60KAGD2/CXFH7SGMahUDRkXzyDz0nkAQEZsNDIDm0LfowrS8OqCQJH4AiI1ucD7Mi//jszLvxd7vJpMT0cHdpYmr28IYGZIU5W/J/dthGNhETh/4wmCAyoBANp/kPvvk7ik4g1Uw+npyoqcRyD3Ojyva2+gX/T35n3xJtsjkFsAFNZeCIH1J29g0Ec+aOrrCgD4vm9DBI7aihOXH6F17YrFErO6hR85gvAjRwq9//rGjQAAS1fXIj+mT79+MLK2xoYPPoAiOxsAkPjwoUqbemPGQP74MQ716yctS3zw4A0i13xvuj3mKBQYtfoXDG3rj7B70UhKzczXxkBPV+s+169T0AERUp9SXxCMHj0aMpkMgwYNUncoxSozMwuGBgYqywyNDHH12g1kZWVD/z05yvUmMu9cg0nTttB1KI+cqMfQc3WHvpcPktcvfO26NjNWA/oGyH4cjpQda5B1W7tPRH/4LBENR2yAob4ufD3sMaJjHTjamBdp3fSMbGTnKGBpaviOo9R8D2OS0PCrbTDU04VvxbIYEewPR2uzQtunZmQj6NsdEEKgSnkbfNHeH56OZVTa/HEnGgGjtsLCxAB1vRwwvJ0fypgZveuXolYPY+RoOGZr7vZYoSxGdKj5mjxmIeib7f/mMbimlMfIuGTEydNQ39tRam9ubACfCra4Eh7z3hQE74Jnu3Z4cv48mi9aBM/27ZEaG4sbmzfjwg8/QCgUUpuIo0cRvH07yjdqhOQnT/DX4sW4UsReiNLgYYwcDUdvyd0eK5bFiA61Xrk9Lj5wGdbmRugUWAlh96ILbPPHnWgEhG7+53PtiOHt/d/7zzWVLqV6r3LNmjVYsWIF1q5dC2dn51e2zcjIQEZGhsoyQ5EBQ0PN3KkJ/KAudu7Zj2ZBDVHV2wvXbtzCzt37kZWdjRcJCShr936Pzy5I6t6N0DE2gc3cjYBCAejoIHnrCqSfOV7oOooXzyFfPhNZ929Bpm8A46ZtUGb8fMR/+ymyI+6UYPSaw6diWUzr3xgVylkhNjEVi/aFocf3P2H/pM4wNTZ47fqzdv6Oslam+KCqUwlEq7l83OwwrVcgKthbIFaehkUHL6PH7MPYPy4Ypkb6+dq72VtiSs8AeDmVQVJaFtacuIZuMw9h/3fBKPfP0KvAKk740NcVzrbmeBQrx7x9f+HThSewZXQr6Oq8nye7+VSww7Tegahgb4nYxDQsOngJPWYdwv7vOhScx3KWmNIr8N88Hr+GbjMOYv/4DihXxhRx8lQAgI2Fscp6tubGiJWnlchrKq2sKlaEa1AQrm/ahO2tWqGMhwdaLF4MHX19nJ00SWrjN3gw/pgzB+enTUO52rXRbP585GRm4tr69Wp+Bf+dTwU7TOvT4J/tMRWLDlxGj5kHsX/8xwVuj2H3orHr7B3sGRdc6GMGVnXGh35ucLY1w6PYJMzbG4ZPFxzDljFt3tvPNZU+pbYgOHz4MEJCQjBu3Dj07t37te2nT5+OiRMnqiwb/+0oTBg75l2F+J8MCemL2Ljn6NJzIIQAbKzLILjtR1i5dhN0tPQLxLB+EIwCP0Ti/EnIeRwBPTdPmPcZBsWLOKT/UnDXeU7UY6RFPZb+zrpzDbr2TjBp/QnkC6eUVOgapaGPi/R/r/I28KlYFk1HbcbhP8PRqWHlV6674uAlHP7jPtaNbvvejMV+Ww2r/XsQwguAj5stmn67E4fDItDpn6FUeflVLAu/PCdi+7mXRZuJe7Dtt9sY3s4fAFSOXldyKgMvJ2s0/24X/rgTjfqVHfM95vtAJY/OgE8FWzT9Zseb5XHCbpU80tuR6eggJSYGR0JCIBQKPPvrL5g7OaHuqFFSQSDT0UHUxYv49dtvAQDPLl+GXbVq8Bs06L0oCBpWKy/938vZGj4V7ND06+04fDECnQJVt8eU9CyMWf0rJvUMeOXRftXPtTW8nMqg+did+ON2tEpPlvbhkCFNolG/6EZGRsjMVB1796KAE5UuXLiATp06oXfv3pj0z5fU63z99dcYOXKkyjJDUfCYck1gZGSI6ZO+xaRxY/A8Ph52tjbYtmsfTE1NYF3GSt3hqYV5j8FI2bcJGedOAgCyH4dD184epsE9Ci0ICpJ17yb0K1d/V2GWOhYmhnCzt8SjmMRXtlt95ApWHLqM1aFt4FXepoSiKz1y82iBR7FFO49CX1cH3uWtX9m+vJ05ypgZ4lFsEuq/ulZ7b/y7PcqL1D43jzZSe1uL3HHaz+VpKJtnzHZcUhq8na2LP+D3SHJUFBRZWdLwIAB4fvMmzBwcoKOvD0VWFpKjovD8xg2V9Z7fvAmvjq+fhac0krbH2Pzb46NYOZ48T8aQRSekZQohAADVBq/BoUkd4WJnkW+98nYWKGNmhEexci0vCEiTaFRB4OzsjOPHj0MIIZ1scuzYMZU2N27cQOvWrREUFISlS5cW+bENDQ3zDw9Kz/rPMb9r+vp6KGefezTs0JETaNIwQGt7CGSGRoBCqCwTCsUbzxus5+YBxYvnxRlaqZaSnoXHsXK0s/QstM3Kw5ex7MAlrBjZCtUq2JVgdKVHbh6T0K6O8esbI/dExDtPXqgcIX9Z9IsUJKRkwM6iaI/5PpC2x7ruRWr/ch6dbc1ga2GMC7ei4P1P4Zqclom/I+Lwv9f0gGm7yLNnUbVbt9yz3//ZsbWuVAlJT59CkZUltbH28lJZz7pSpXwnH78vpO2xXv7tsWI5S+z7roPKsvn7wpCSnoWvu9SThgK+LPdznc6TjEmjaFRB0KlTJ6xatQrDhg1DcHAwzp07h507d0r3x8TEoEWLFjA2NsaIESNw8eJF6T4LCwtUqVJFHWEXSUpqKh49ipT+jnwShZu37sDS0gKODuUw+8cleBYTixlTvwMARDx4hL+v3UCN6lUhlydhzYYtuHsvHN9PHic9RmZWFu7fj/jn/9l4FhOLm7fuwMTEBK4urz6nojTKCDsH0497IifuWe60o26eMG3TBWmnDkptzLp+Ch1rW8gXTQUAmLTqjJyYKGQ/jgAMDGAc1AYG1fyRMOVLaR2ZoTF0y/07Hl63rAP0XD2gSJZD8Tym5F5gCZmx7Twa+7rCycYcMQkpWLD3InRkMrSu6wEAGLPiZ9iXMcXITnUBACsOXcaCvX9iVkhTONmaIzYxd4y2iaG+NKY2ITkdUfHJiEnIvS8iOgEAYGtp8t7+6M3Y9ScaVy8PJxtTxCSkYcGBS9DRkUnDA8as/Q32ViYYGVwTALDo4GX4VrCDi50F5GmZWH38Gp7Gp0jDYlLSs7D44GV86OcKO0tjPIpNwqzdYXCxs0Bglff3fI0ZO/9AYx8XOFmbIiYxFQv2X1bN45pfc/PYoRaAl/OYgdXHruFpfLKUR5lMhl5Nq2Dp4StwLWsBZ1szzP/pEspaGaOZr0uhcZQ2+qamKOPhIf1tVaECytaogfT4eMgfP4ZRmTKwcHGBmWPuEWjlTnxKdDRSnj0DALRZtw5JT57gl2++AQBcWrIENYcOxYc//oiLCxbA2tMT9b/5Bhfn/zut9Z9z56LnuXOo//XXuLl9Oxzr1EGNkBAcCQkpqZf+TuVuj+XhZG32z/Z4CTo6Onm2x19gb2WKkR1qwVBfD5WcVCcFMDfJPQ9LuTwlPQuLD1zCh/5usLNQfq7/fO8/10WixRcB00QaVRC0bNkSM2bMwIIFC7B27Vq0atUKS5cuRbNmuVNv3rhxA5GRuTvVTZuqToXYqFEjnD59uqRDLrJr12+h14Ch0t/K6wZ0aNcK308ei9i454iKfibdr1AosGb9FkQ8fAQ9PT3Ure2PLeuXwdnJQWoTExOH4C59pL9Xr9uM1es2o04tP2xYtejdv6gSlrR6Lky7DIDFgJHQsSyDnPg4pB7fh5Sda6U2OmVsoGubZx5oPX2Y9foMutZ2EBnpyH54Hy8mj0DW9Uv/NnH3Url4mXnvYQCAtNOHIV/8/l2XIPpFCkKXnkRCSjqszY3h71kOW8cGw/qfo9BR8cnQyXNdgq2nriMrW4Hhi1VP3v6sXU0MDc7dSTt1+SG+WX1auu/LpSfztXnfRL9IQejqX5CQkgFrMyP4u5fF1tGtYW2eO5Y4Kj4ZeS/vIE/NxLhN5xAnT4OliQGquNhi86hW8HCwAgDo6shw+8kL7L1wH0lpmbCzNEZAFSd83tYPBvrv75zl0QmpCF11+t88ethj65g2efKYAp080xPKUzIwbuPZf/JoiCouNtg8qjU8HK2kNgOaV0daRjbGbzoHeWom/D3KYvmw5u/VeS8OtWqhW57fvKZz5wIArq5di4N9+8KzXTu0XrtWuj942zYAwJkJE3Dmn/PpLFxcVIYHJUVGYluLFmg6dy76//03kp48wcUff8SFH36Q2kRfvIjdHTqg0fTpCPjuOyRERODkF1/gxubN7/DVlpzoFykIXfnS9vhVG1ibK78fVbfH1/n3c30PSamZsLMyQYC3Iz5vX/O9/lxT6SMTQojXN3tPpXPYSHF41itY3SG8F+yGd3h9I3q9l2YTo7fEOcKLxYyg11+Ikl5v9Knv1R3Ce0GnseZMpCIeFv3cv5Ikc235+kbvoffncAkRERERlRI86KBJOICLiIiIiEiLsSAgIiIiItJiHDJERERERCWL5ylpFPYQEBERERFpMRYERERERERajEOGiIiIiKhk8cJkGoXvBhERERGRFmNBQERERESkxThkiIiIiIhKGGcZ0iTsISAiIiIi0mLsISAiIiKiksXrEGgU9hAQEREREWkxFgRERERERFqMQ4aIiIiIqGTxOgQahe8GEREREZEWY0FARERERKTFOGSIiIiIiEoYZxnSJOwhICIiIiLSYiwIiIiIiIi0GIcMEREREVHJ4oXJNAp7CIiIiIiItBgLAiIiIiIiLcYhQ0RERERUwnhMWpPw3SAiIiIi0mIsCIiIiIiItBiHDBERERFRyeIsQxqFPQRERERERFqMBQERERERkRbjkCEiIiIiKlkcMqRR2ENARERERKTFWBAQEREREWkxDhkiIiIiohLGY9KahO8GEREREZEWY0FARERERKTFOGSIiIiIiEoWZxnSKOwhICIiIiLSYiwIiIiIiIi0GIcMEREREVEJ45AhTcIeAiIiIiIiLcaCgIiIiIhIi3HIEBERERGVLM4ypFFkQgih7iCoYBkZGZg+fTq+/vprGBoaqjucUot5LB7MY/FgHosH81g8mMfiwTy+ORHzp7pDKJCsbG11h6AWLAg0mFwuh6WlJRITE2FhYaHucEot5rF4MI/Fg3ksHsxj8WAeiwfz+OZYEGgWDhkiIiIiohLGIUOahCcVExERERFpMRYERERERERajEOGNJihoSHGjx/PE5T+I+axeDCPxYN5LB7MY/FgHosH8/gWOMuQRuFJxURERERUokRsmLpDKJDMrqa6Q1ALDhkiIiIiItJiHDJERERERCWMx6Q1Cd8NIiIiIiItxoKAiIiIiEiLccgQEREREZUszjKkUdhD8B7hhFHFg3l8e8wdERFR6cOCoJTKzMzE9evXcfz4ccTExEChUEAmk3GH7A1lZmYiIiICYWFhUCgUEEJAJpNBoVCoO7RSJSsrC0lJSdwGiYhekpqaio0bN+Lq1avqDoWoUBwyVAolJSXh448/Rnh4OCIiIuDt7Y0RI0agf//+kLELrsiSkpLQokULREdH48GDB/Dz80ObNm3w1VdfwdjYGDk5OdDV1VV3mBovNTUVrVq1gp+fH8aNGwdra2upsKKiS0lJwfz583Hz5k24u7ujWbNmCAgIUHdYpU5aWhr27t2Lmzdvws3NDTVq1EDNmto5r/h/wTwWj6SkJAQGBsLa2hohISGoWrUqdHR4LDYXfyM0CS9MVsokJyejTp06KF++PAYOHIhKlSohJCQEWVlZuHDhAvT19dUdYqmQmZmJoKAgmJqaYtiwYXB0dMSMGTNw6dIl2Nvb49ChQzAzM2NRUATLly/HoEGDUKNGDbRt2xYjRoxAmTJlWBS8geTkZNSvXx8AYGxsjPDwcHh6emLJkiXw9fVVb3ClSFJSEpo1a4bExESkpKQgNjYWvr6+mDBhAlq2bKnu8EoN5rF4pKeno1GjRrC0tMTUqVNRo0YNGBgYqLTR5u9JEXdF3SEUSGZbQ90hqAXL1FIkMzMTPXr0gIODAxYvXoyPP/4YPj4+mDdvHu7du4e4uDiV9hz2Urg7d+7gyZMnCA0NRZs2beDv74/Vq1djzJgxePr0KerWrYvk5GTo6uoyj6/h7+8Pe3t7GBoaYvXq1Zg3bx5evHjB4UNFlJWVhR49esDJyQm7d+/GH3/8gX379uH27du4du2ausMrNdLT09GqVSuUKVMG27dvx+PHj7F//37Ex8dj/fr1EEJweywC5rH4nD9/HhkZGZg6dSr8/f1hYGCAp0+f4tmzZ4iMjAQArS0GSPOwIChF4uPjkZmZifbt26NixYrSF0lmZiZcXFwwY8YMdOnSBdOmTUNaWhp0dHT4xV2I7OxsJCYmIicnB0BuDk1MTNCrVy/Mnj0bGRkZaNGiBVJTU5nHV1AoFHBzc4Ofnx9WrlyJdu3aYdmyZZg3bx7i4uL4Y1cECQkJuHPnDlq3bg1PT08AQEBAAGrVqgUdHR08ffoUz58/l9pzWyzYunXrkJycjIkTJ6J69eoAgA8//BCfffYZduzYgUePHnF7LALmsfjcunULycnJqF27NnR1dbF37160bdsWPj4+aNKkCUJDQ5Genq7uMNVHJtPMm5ZiQVBKKBQKlCtXDgsWLMDAgQMhk8kgk8mQmZmJgQMHIikpCdHR0YiNjcWSJUvQrVs3ZGRk8Iu7EOXLl4exsTH27dsHADAwMEB2djb09PTQunVrjBs3DnFxcZgwYYJ0wjblp6OjA1tbW8hkMmzduhWLFy9GUFAQVqxYgcWLFyMlJQUbNmxASkqKukPVSEIIPH/+HPfv31cZmvbixQtcvXoVM2fORMWKFfHhhx9izpw5AHhEsTCpqanQ19eHj48PZDKZVOzXq1cPJiYmePr0KQAWVK+TnJzMPBaTChUqQFdXF8+fP8fJkyfxySefICAgAKNHj0bHjh2xePFidO/eHcnJyQCYU1IvFgQaTvllrKOjA4VCAXd3dxgbG0sz4owaNQo2NjY4duwYtmzZgp9//hmffvopzp07hwsXLqg5es2RkZEh/ZApFArY2Njgu+++w6pVq7B8+XIAgJ6enlQUfPLJJwgMDMThw4eRmpqqztA1mnI4VePGjaUZNDZv3oxmzZph2bJlqFWrFnr37o3nz5/zx64AMpkMlStXRrdu3fDNN99g1qxZWLduHQICAuDk5IRvvvkGGzZsQJUqVTBx4kSsX79e3SFrlLzbVP/+/bF//37p+1FZYFWsWBF6enp4/PgxABZUBcnIyMCtW7cAAAMGDMCBAweYx7eQmZmJ+Ph46W9ra2vEx8fj4MGDOH/+PP73v/9h2rRp+PLLLzFlyhRs374dBw8exLRp0wAwp6ReLAg0WFJSEvz8/LBhwwYAUBm6oqOjA5lMhr59++LAgQOoVKmStHM2bNgwxMbG4t69e2qLXZPI5XJUqFABe/bsgRBCmuGhRYsW6Ny5MyZOnIhNmzYByC0KMjMzYWxsjHHjxuH69essrP6RnJyMgwcPIiMjQ1qmzOVHH32Ey5cv4++//wYArF+/Hvr6+ggPD0fXrl1hamrKcwr+UVAeJ02ahE8++QSLFi3Ctm3bkJqaii1btqBz587o3LkzJkyYAG9vbxw9ehSZmZlqjF5zpKSk4Msvv8TJkycBABYWFihbtiwAFDiLS2JiovT/1NRUhIWFlUygGi45ORm1atWSeqAsLS1ha2sLgHl8E8nJyfDz88P8+fOlZXXq1EHXrl3x2WefYe3atbC1tYWZmRmA3Ny2bNkS/fv3x5EjRxAfH6+F348yDb1pJxYEGmzFihW4du0aQkJCsHbtWgCQdqqUXxy+vr6wtrYG8G8vwqVLl+Du7g4fHx91ha4x5HI5atasCQ8PDwQHB6vslLq5uWHYsGHw8/PDmDFjsHLlSgCQZoGIiYmBi4sLbGxs1Ba/pkhKSoKrq6tUnOYlhICNjQ2MjY2l3pRu3bohOTkZgYGBOHPmDH744QckJCRo/RGwwvJYvnx5LF++HLdv30a3bt3g6OgIT09PZGdnAwA8PDzg5OSEhw8fctYr5OaxTp06OHfuHH7//XepJ7Wg7Uu5g6vcNhMTEzFixAj07dsXCQkJJRm2xlF+P964cQObNm3Cr7/+CqDgQoB5LJxcLkft2rVx8+ZNrFy5UuV6A2PGjEGrVq0QHh6O69evSycT6+joQE9PD2ZmZkhPT5cOmhCpCwsCDebi4gJnZ2d0794dQ4YMwbp16wDk/9HLOwtOQkICNm/eDFtbW7i6upZovJomKSkJvr6+qFixIjZu3AgnJycAqvmrV68evvrqKwQGBmLo0KEYMWIEwsLC8Ndff2HNmjWQyWQoV66cul6CRpDL5ahRowb8/f0xa9YsGBoaqtwvk8ng4OCAOnXqYPv27ejUqROOHDmCffv24eTJk/Dz88P+/fuRlZWlplegGV6VR+UOrYGBAeRyOe7evYu4uDjo6ekhJycH0dHRSExMhI+PjxYeRVSVlZWFDh06wMHBARs3bsSoUaMKLJKUeTIwMICBgQHi4uKQnZ2N0NBQrFu3DuvWrYOVlVUJR685lNuji4sLdu3aBVNTU+zZswcKhaLAmdWYx4LlzeOKFSsQGxuL06dPA8jdBp2cnBAaGorg4GD8/PPPWLNmjVQUPHv2TJpiWPkdQKQuvDCZBmvYsCHMzc1Rp04dJCUlISQkBDKZDL169ZKOdMtkMulozrFjx7B582bs27cPv/32m9R9ro0yMzPRtm1bxMbG4uLFi1IvypUrV/D333/j2bNnKF++PLp06YLAwEDY2dmhbt26mDx5MtavXw8TExMYGBhgz549cHBwUPOrUZ/k5GT4+vqiatWqWLx4MRwdHQHkztKk3Ab19HK/Rry8vDBu3Dg4Oztj27ZtqFOnDgBg7969ePr0Kezs7NT2OtStKHlUql27NmxsbBAcHIwlS5bgyZMn2Lt3L65du4aFCxdK+dZWERERiI2NxaxZs+Du7g6ZTIa7d+8iKSkJWVlZqFmzJvT09CCTyZCdnQ0hBBQKBRITEzF27Fhs2rQJ58+fh5+fn7pfitrI5XL4+PjAw8MDGzduhL29PU6ePIm1a9di9OjRcHBwyDc/flZWFvP4ErlcLh10Wr9+Pezt7XH48GHMmTMHffr0gbm5OYDcz/T333+PMmXKYPz48Thx4gRsbGyQkpKCP/74A7/99htMTEzU/GrUgD0imkWQRsrJyREvXrwQ9evXFwcOHBCRkZHik08+EQYGBmLTpk1CCCG2bdsmnj17JoQQYseOHaJJkyaiRo0a4u+//1Zn6BohOjpadOnSRbi4uIhRo0YJIYQ4ePCgsLS0FOXKlRMGBgbCwMBANGrUSGRnZ0vrRUVFiePHj4tff/1VPH36VF3ha4ScnBzRt29fIZPJxPbt26XlJ0+eFJ999plo1KiR6NOnj9i1a5cQQoisrCwxfPhwcezYMSmneXOrrd40jwqFQixevFjUqFFDyGQy4eDgwM91HmfOnBGOjo4iNjZWCCHE9u3bhaOjoyhTpoyQyWSiWbNmYvfu3SrrBAUFCZlMJiwtLcXFixfVEbbGyMrKEgEBAaJp06bi6dOnQqFQCCGECAsLE/b29uLTTz8VWVlZBa7LPP4rIyNDuLu7i6CgIJU87tq1S1haWoqpU6eKnJwcabnShg0bxJAhQ0TTpk3F0KFDxfXr19URvkZQPL+qkTdtxSsVa7ivvvoKjx49wubNm3Hx4kXMnTsXu3btgre3N3JycrBnzx64u7sjPDwcERER8Pb2lo4+arvIyEhMmTIFhw8fho+PD3777TcMGzYMn3zyCZydnbF582ZMnDgRPj4+OHHihLrD1Ujbt2/HokWLEBsbi127diEmJgbNmzeHj48PTE1NERUVhbt372LGjBkIDQ2VjsZynLuqouZx1qxZGDlyJIQQiIuLwx9//IGyZcvCxcUF9vb26n4ZGuHGjRuoWbMmjhw5AmdnZ9SoUQOhoaEICAiAjo4Ohg4dCkNDQ4wdOxadOnUCAHz22WdYtWoVwsLCULVqVTW/AvU7fPgwatasqdKLnJWVhS5duuDKlSs4efIk3NzcoFAoVM4nYB5VbdmyBY0bN1bpRU5PT0dQUBAyMzNx7tw5GBgY5MsjAOlcwILO19AWIv66ukMokMxaO7dtFgQaSvzTXbtmzRrMnTtXmr3lxo0baNWqFSIjIzF8+HDMnj1bzZFqJmX+IiMjMWnSJOzfvx9du3bF5MmTYWpqCiD3HIMVK1Zg7Nix2Lt3L5o3b67mqDWHyDNcYP/+/ZgxYwbu3r2L5ORkfPPNN+jXrx/KlSuHW7duYfHixVi4cCF++ukntGnTRs2Ra5a3yeO+ffvQtm1bNUeumYQQyMzMRNeuXWFsbAxPT0+cO3cOO3bsgKWlJQDg3r17aNWqFTw8PHDo0CEAwOPHj6Gnp6fVw/8A5BsGpKTcYb158ybq1KmDYcOGSVNh5sU85ipoBz/v8p9//hktW7bEzJkzMXz4cDVEWDqwINAs2luaajjll/bHH3+MtLQ0nD9/HgAwefJkJCQkoEGDBli2bJk0Mw6pUo7LdnZ2xrhx4/Dpp5+ic+fOUjGQk5MDc3NzfPLJJ0hPT5euUUC58o5rb9u2LUaNGgUvLy90794dAwcOlE60rly5MgYNGgRnZ2ecOnVKnSFrpLfJ4+nTp1VmEqN/yWQyGBoa4sMPP8Tp06exefNmGBsbS8VAeno6PDw8MHPmTBw5cgTXrl0DkDuLk7bvxAKFz3Ov3LktX748goODsWXLFpWZcpSYx1yFHdVXLq9cuTLq1q2Lbdu2ISoqqiRDI3pr2n12moYTQsDAwACWlpa4efMmVq9ejePHj+Onn36CpaUlvv32W4wdOxadO3eGhYUFpyx7iXJnrHz58hg1apRUDCiHtAghcOvWLZQrV07rZ2QqSN4T19u1awcjIyMYGRlJJwcrj4ZVqVIF5ubmLKoK8TZ55Ge5YMo8Dh48GA8ePMDMmTPx+PFj/P7776hbty6MjIwA5Pb+OTk5ccrgN2RmZobu3btj06ZN+OWXX1C9evVCj4ZT4RwdHTFo0CD07NkTf/75J9q1a1do74xWYz40Cj/lGionJwcymQzGxsZo3bo1BgwYgD179mDz5s1o2LAhatSogR9++AFhYWGwtLTU6i+aVx1JVU6fZ2pqCoVCgaysLOnHLS4uDhs2bICVlRW8vb1LJNbSJu8R7ubNm6Nhw4YAcrdP5YXybt26BSEE/P391RmqRmMei4dMJpOmZ/zhhx/wzTffICMjA59//rk0h/7Tp0/x888/o2zZslKBQK+n3D5btmyJrl27Yvr06YiMjGQx8IaUeezUqRMaNmyICRMmIDY2Vqt/o6l0YA+Bhsh79CAnJwe6urqIiIiAgYEBevTogeTkZLRq1QpNmjSR1tH2k7rS09Oli4cVdBRLmccHDx5AR0cHLi4uUpstW7ZIc+X/8ssvWn+tgVfJyclRmeoyKysL+vr6AIDo6GjMnDkTCQkJ6Nixo7pCLBWYx+I3ZcoUWFtbY926dWjRogW8vLygUCjw9OlTnDx5EmXKlFF3iBqhoKPTyu9H5XaY9/6OHTtiy5Yt2LNnD4YOHcqd2VdQ5lFJmStDQ0N06NABI0aMwNmzZxEcHKymCImKhqV/CUtLS8P69evx1VdfYeHChdK5AcojiNnZ2dDV1UV4eDjc3d0xffp0eHp6Yvz48WjSpAmP1vwjPT0d3t7eCAoKwq1bt6SrNCvlzWPFihUxffp06chNWFgYJk2ahKtXr+LMmTOoUaOGul6GxlPuxN6+fRuhoaEAIO3ETpw4ESEhIThw4AAOHTqEihUrqjNUtUpMTETPnj0RGxtb4P3MY9EoFAqkpqYiIyND+jzn/Vwrd75u376Nvn37QqFQYOTIkdi4cSNWrFiBRo0aoV+/frhw4YJWf66zsrIQHh6OGzduSEenC8rjnTt30L17dzx+/Fhl/Y8//hjt2rXDhx9+qNXFQE5ODmJiYvDkyRMkJycDKHx7HDhwINLT0wH820swcOBANGjQQOsP3hVOR0Nv2ok9BCUoKSkJTZs2RVJSEjIzMxEVFQVvb2+MGzcOwcHBkMlk0k7DBx98gB49emDy5MkAAAsLCzVHr1nCw8MRHR0NJycn9OzZE2vXrkXVqlWlnoKX8/j9999LP2w1a9bE9u3bYWtrq9UnyKWmpmLTpk346KOP4OzsnO9+5Y9deHg46tevjzp16iA9PR1GRkZIS0uDXC5HZmYmTp8+rdVDruRyOfz9/WFlZVXgdKvMY9EkJSVhwIABePjwIZKSkhAYGIghQ4ZIO/bKc3/u37+P+vXro379+khLS4OpqSmqV6+O6tWro0ePHmp+FeqXlJSEbt264d69e3j69Cm8vLywdOlSaSiaMo/37t1D/fr1ERAQoHKuhfI7dM+ePVpdDCQnJ6Nfv364ffs2YmJi0KhRI0yYMAGVK1cGUPD2qKQ8wGdiYoLjx4/DwMBAXS+DqMg47WgJSU9PR4sWLWBsbIzZs2ejatWqOHv2LAYOHAgvLy/s3LlTuurwF198gVu3bmH79u0sBAoRHx8Pf39/1KpVC9HR0cjIyMC6detQpUoVZGdnQ09PD1988QVu3LiBnTt3Mo8vSU1NRd26dXH9+nVMmjQJAwcOLHCe+wcPHqBixYro0aMHFi5cqJJHhUKBlJQU6Wqc2igpKQk+Pj5wd3fHunXr4OTkVGC7iIgIuLu7M4+FSE1NRa1atWBpaSlNq/zzzz8jMjISq1evRqdOnaCvr48nT57Ay8sLwcHBWLx4MT/XL0lOTkbdunVhZ2eHfv364cWLF9i2bRuMjIywb98+aRuLjo6Gv78/GjVqhGXLljGPL1Hm0cbGBh06dMCTJ09w6NAhfPDBB1iyZInUuxcZGYnKlStze3xL4sUtdYdQIFmZyuoOQS3YQ1BCNm3ahISEBHz//fdS92FAQAC+/PJLDBw4EPfv30elSpUAAPPmzZOOIFJ+CoUC1tbW6NChAzw8PGBvb4+JEyeid+/eWLNmDapVqwYgN4+cISO/nJwcjB8/HikpKWjYsCG+++47ZGdnY/DgwfmKAiEEBg4ciBkzZuT7sdPR0dH6ndh69erBwcEBe/fulT6vz58/R0pKCgwNDWFmZgZTU1NkZ2djwIABmDlzJvNYgBUrVkAmk2HDhg3w8PAAAJw4cQLffvst+vXrh+TkZGmI0PDhwzFmzBjufL0kMzMT3bp1g62tLdasWYMKFSoAyD0YtXLlShgbG0tthRAYPXo0+vXrxzy+JD09HZ06dULZsmWxZs0auLm5AQAyMjJw+vRplV7AnJwcDB8+HKNHj2Ye34YW90BpIu4plZCMjAwYGBiodH8DgL+/P8zNzaW5irOzswGAxcArKHfwzczMsHHjRnTq1AmhoaHIzMxE//79cffuXUyZMgXHjh3T6i7vwoSHh+P8+fOoX78+Tp8+jZEjR2LSpElYsmQJnj17JrXLzs5GhQoVsHTpUmmed/rX6tWrcfPmTbi4uCApKQl6enr46aef0KpVK9SoUQPVq1dHx44dERYWBk9PTyxevJh5LER8fDwyMjJga2srLWvWrBmGDh2KjIwMDB8+HFu3bkX58uUxceJE7nwV4OLFi8jKysKwYcPg5uaGrKwsALlDJF1dXTF9+nR8+eWXOHbsGBwcHPDFF18wjwU4c+YM4uPjMWrUKLi5uSEzMxMA0LBhQ1SuXBnLli3D/Pnz8ddff8HV1RWTJ0/m55reCxwy9A5lZmYiPT0dFhYW0lhhe3t7laPWCQkJqFy5MmbMmIFevXrlewwe4c7NY0ZGhnQUVZmTa9euYeDAgTh9+jQMDQ2xYcMGzJkzB48ePYJcLsfNmzdRoUKFAsd1a6O8M40sXboUHTt2lObCHz58OBYsWIDvvvtO6ingvNkFy5uXb7/9Ftu2bUOLFi1Qs2ZNDBkyBB07dkS9evUQGRmJ/fv3IyEhAUePHkX16tXVHLlmyZvH77//Hj/++CPOnj2LihUrSp/xqKgotGzZEvb29jh//jz++OMPrT7PoiB5fyP27NmDli1bSr0BaWlp8Pf3R3JyMuzt7WFgYIALFy5g4cKFGDJkCD/jeWRkZODhw4eoVKkS1qxZg//9738qefT19UVSUhKMjY2hp6eHe/fuYd++fWjTpg3z+JZEwm11h1AgmZWXukNQC+3e03yHUlJSUK1aNYwePRoJCQkwNjaWdrLy7uArr0iakJAgLUtNTZVmH9L2YkCZx1GjRkk5UubExcUFjx49wsaNGwEAPXv2hIGBAVJSUlCxYkVkZGRAV1dXZVYIbZWUlISvv/4a9+/fBwAMGjQIdnZ2yMjIAAD8+OOPGDZsmNRTEB0dLf3AKY80Mo//5vHu3bsAgKlTp6Jz587Yu3cvRowYgW+//RYrVqzAsGHD8MMPP2DmzJkwMzPDpEmTpFxTbh6/+uorhIeHA8idjUVfXx9DhgyBXC6XPuN3795FdHQ0hg8fjho1amD37t0AuC0qJScno0+fPtiwYQMAoEOHDjA2Npby0759e8hkMhw+fBgXLlzAkSNHMHToUIwcORJ37tzhTuw/kpOT4e/vj3HjxgEA+vbtC2NjY+n3uVWrVjAwMMDBgwdx69Yt/PTTT2jfvj369evHCwn+JzINvWkn7d7bfId++eUX3Lt3D8uXL8fo0aORlJQEIP+l483NzWFnZ4e0tDQAuT0GI0aMQP/+/REfH1/icWual/Mol8sB5BZSFhYWaNq0qZSnLl264P79+xg2bBjMzc3RoUMHaUpSbSaXy+Hl5YWrV69KPQJKhoaG0oWe8hYFy5cvl6bbCw0NZR6hmkdlTx8ATJ8+HX379kWLFi3QvXt3mJiYSNMOtm7dGs2aNcMff/whTUmo7ZR5vHbtGmxtbSGEgI2NDRYuXIhLly6hSZMmmDhxIubMmYM2bdogODgYrVu3hq+vLw+U5JGUlIQ6dergzp07iIyMlIabAv/mZ968efj5559RrVo16OnpwcLCAt27d5emyqTc7bFmzZrSEf+jR49K98lkMmRmZmLcuHE4duwY/Pz8oK+vDy8vL/Ts2ROpqamIjIxUY/RExYcnFb8jNWrUQGBgIJo3b44ffvgBOTk5mDdvXr6TB/X09GBsbIzY2FhkZ2cjNDQUGzduxPnz52Ftba2m6DXH6/Lo7++PDRs24JdffsG5c+ewe/duNG7cGMuXL8eGDRtgaGio5legXnK5HL6+vqhatWqhs4no6OhIU2P++OOPkMlkmDBhAhISEnDr1i0cP34cgwcPVkP0muN1eZwyZQouXrxY4DUEzM3NYWBgwKOIeHUeW7RogQMHDmD06NFYuXIlMjMzMXDgQEydOhWA6tWetV12djZ69uwJBwcHrFq1Cs7OzioXvVPy9vbOt93FxMTA0dER7u7uJRWuxpLL5ahRowY8PT0xd+5c9O/fH3v37kWzZs2kWf8MDQ0RFBSUb93U1FQ4ODho9dTV9H5hQfCO2Nvb48WLF5DJZFiyZAn69+8PHR0dzJw5E1ZWVlK7rKws5OTkIDExEWPHjsXmzZtx/vx5+Pn5qS94DVJYHn/44QdYW1vjgw8+wOrVq3Ht2jVs3boVgYGBAICQkBB06dJFq0/2SklJQfXq1VGtWjUsW7YMjo6OAIAXL15AT08PcrkcTk5OkMlk0NXVRWZmJgwMDDBv3jwkJSVh3rx5sLCwwMWLF6W5t7XR6/IYHx8PV1dX1KpVCwCkPAK5O1+XLl2Cr6+v1henr8qjrq4uUlJSULt2bZw6dQovXrxAUlISXFxcAADPnj3D7du34ePjA6DgK+9qk+fPn+PRo0f46quvpFlw/v77bzx58gTp6emoW7cuHB0dpSPcebfH7du3w9HRUet3ZOVyOXx8fODh4YH169ejXLly6N27NxYsWIDQ0FC4u7urnJ+R9/8xMTE4ePAg3N3dVX7P6U1p72dYE7EgeAcUCgX09PTQvn17yOVy9OjRA2lpaRg2bBh0dHQwf/58TJo0CZ07d4avry/s7e2xatUqWFhY4LfffmMx8I/X5XHx4sX46aef8NFHH0m51NPTk764tbkYAID169fj8ePH6NOnj3ThsUOHDmHevHm4ffs2dHR00KVLF3z++edwdHSEgYEBcnJy8OTJE6SkpMDKygpnz57V+pM43yaPAHDz5k3MmjULf/75J86dO6f1BcHr8iiTydCpUyd8+eWXcHBwQJkyZQAA165dw5w5c/DXX39h4cKFAPIPvdQ2SUlJiI2NlQr1bdu2YfDgwdDX10dsbCy8vb3Rq1cvjBkzRtoer1y5gh9//BFHjhzB6dOnpfxqI4VCgXbt2sHDwwMbNmyQplvu3r07Nm3ahMmTJ2PZsmUqn1llMXDjxg3Mnj0bJ0+exKlTp7R+ymB6jwh6Z7Zt2ybKly8vYmNjRWpqqli3bp0wNDQUFSpUEDY2NuL3338XQggRGhoqTExMxLVr19QcsWYqLI8uLi7C0dFRyiOpio+PF6NGjRIymUysXr1anDhxQujo6IiPP/5YfPHFFyIkJEQYGhqKdu3aiWfPngkhhEhKShJjx44V+vr64q+//lLzK9AMb5LHmJgYIYQQP/74o/D29hZubm7i8uXLan4FmuFttsfz58+Lvn37ikqVKjGPeURFRQlra2uxcuVK8fz5c2FtbS0mTZokrly5Iu7fvy/at28vvLy8xJQpU4QQudtjhQoVRNWqVcWVK1fUHL1mCA8Plz6vSgqFQnTr1k04OTmJO3fuCCGEyMnJke6fP3++qFq1KrfHYqJ4cUcjb9qKBcE7olAoxL1790T16tVVvlhq164tdHV1RcuWLUV8fLwQQoinT5+KqKgodYarsV6XxxYtWoiEhAQ1R6m55HK5GDlypJDJZMLIyEhMnz5dypdCoRCHDh0Surq64rvvvpPWOXDggLh37566QtZIRcmjnp6elMezZ8+K8ePHi7t376ozbI3zNtvjyZMnRWRkpLpC1lgjR44UtWvXFhMnThSBgYEiOjpaui8qKkq0bt1aVK9eXaSkpIjk5GSxYsUK8fDhQzVGrNmUO/7h4eGiTJkyYtiwYSr3KxQKcePGDTFv3jwRERGhhgjfQwl3NfOmpXgdgnesXr16CA4OxldffYUuXbrgxIkT6NOnD5YvX47WrVtj1apVMDU1VXeYGu9VeWzTpg2WL1/OrttCyOVyzJgxA+Hh4Zg8ebJ0MmF2djZ0dHTQvXt33LhxAydPnlS5MBSpKmoef/31V1hYWEChUPAaGAUoah5PnDiRb1Ys+te9e/fQqVMnJCYmwsbGBhcvXgQA6Sr3f//9N3x9fXH8+HE0bdpUzdGWDkIIpKWlYfjw4Thy5Aj27t2LmjVr5muj7UPWik3iPXVHUDBLD3VHoBY8h+AdUY5jDwwMREREBHr06IGTJ09i+/btCAgIgKenJyZMmAC5XM6C4BWKmsfk5GQWBIWwsLBAaGgoHj16JO18CSFUZiXR09ODjY2NukIsFYqaRwsLC+lEbcqvqHlkcfpqHh4eWLlyJRo0aICHDx9i165d6Nixo3SVe+VsQuXKlVNzpKWHTCaDiYkJevXqhVWrVuHEiROoWbOmygnFLAbofcWC4B1Rfnm0aNECLVq0QJkyZbB161YEBQVBJpOhX79++N///scZCl6DeSweVlZWUo6UU4wCQGRkJKKiouDv74+srCzo6+vzB+8VmMfiwTwWj1q1auHs2bNo1qwZ+vfvj/T0dPzvf//DgwcPsG3bNpiamrKX5S00aNAA/fr1w+zZs9GpUydO0frO8LOtSThk6B1TKBTYsWMHypYti4YNG/Ko4VtiHotH3u7ue/fuYdq0adi3bx/Onj2r1VOLvinmsXgwj8Xj1q1bCA0NxaFDh+Ds7AxDQ0MkJyfj8OHD8PX1VXd4pdLBgwfRtm1bzJgxA19++SUL03ch8b66IyiYpXYWgCwISgDHHBYP5rH4jB07FufPn8ft27dx4MAB7jS8JeaxeDCP/11qairCwsJw4cIFODk5ISAgAK6uruoOq1Tr2rUrvvvuO62fevmdYUGgUThkqARwJ7Z4MI/Fp0OHDoiJicHSpUvh6emp7nBKLeaxeDCP/52JiQkaNGiABg0aqDuUUk958GnLli3qDuX9xt90jcIeAiItlZ2drXIiJ70d5rF4MI9EWkYeru4ICmZRUd0RqIWOugMgIvXgzlfxYB6LB/NIRKQ+/AYmIiIiohLGIUOahD0ERERERERajAUBEREREZEW45AhIiIiIipZMh6T1iR8N4iIiIiItBgLAiIiIiIiLcaCgIjeiQcPHkAmk2HChAnqDoVKibVr10Imk+H06dPqDoWI3jmZht60EwsCohISHh6OkJAQVK5cGSYmJihTpgy8vb3Ru3dvnDp1St3haaXo6GiEhoaiWrVqMDc3h4WFBTw9PfG///0Pu3fvVmk7b948rF27Vj2BviQhIQETJkwoFTvOffr0gUwmK/Q2YMAAdYdYYh48eIAJEybg8uXL6g6FiEgFTyomKgEXL15Eo0aNoK+vj169eqFq1apIS0vD3bt3cezYMZibm6NJkybqDlOrPHz4EHXq1IFcLkf37t0xePBgAMC9e/dw6tQprFmzBh9//LHUft68eXBzc0OfPn3UFPG/EhISMHHiRABA48aN1RtMES1ZsgRmZmb5lnt4eKghGvV48OABJk6cCDc3N/j6+qo7HCIiCQsCohIwceJEpKam4vLly6hRo0a++6Ojo9UQVemUlJQEc3Pz//w4s2bNQkxMDPbu3Yv27dvnu/+/vifFFac6vIvYO3XqBFtb22J9TCIqxWTaOzxHE3HIEFEJuHv3LmxsbAosBgCgXLly+ZadOHECzZs3h5WVFYyMjODj44OlS5cWuP6lS5fQuXNn2Nvbw9DQEOXLl0fXrl1x//59lXYrV66Ev78/jI2NYWlpiebNm+PMmTP5Hk8mk6FPnz44f/48GjVqBFNTU9jY2GDAgAFITk7O1/7MmTMICAiAsbEx7O3tMXTo0ALbKRQKTJ06FQ0bNkS5cuVgYGAAFxcXDB48GM+fP1dpm/cchG3btqFmzZowNjbGsGHDMHz4cMhkMty9ezffc0RFRUFPTw/9+vUrMFdKynWbNm1a4P153xOZTIaHDx/il19+URnu8uDBAwCAm5sbGjdujEuXLqFFixawtLSEj48PAGDChAkqbfNSrveyU6dOoXXr1rCxsYGRkREqVqyI/v37Iy4uDqdPn0aFChUA5Baayljc3NwAAKdPn4ZMJitweJNy+E5ejRs3hpubG8LDw9GpUydYW1vDwsJCuj8qKgqDBw+Gi4sLDAwM4OjoiJCQEMTExBSYt3chIyMD06ZNQ9WqVWFkZAQrKyu0bdsWly5dUmmX97UvXrwYXl5eMDIyQvXq1XHgwAEAwNWrV9GyZUtYWFjAxsYGn3/+ObKysvI95927d9GzZ084ODjAwMAAbm5uGDVqFFJSUlTaKXOamJiIwYMHo2zZsjAyMkJAQAB+//13qd3atWulXsC+fftK71tp6eEhovcbewiISoC7uztu376N3bt3qwxDKczy5csxaNAg1KtXD99++y1MTU1x/PhxDB48GPfv38fMmTOltgcOHEDHjh1hamqKAQMGwMPDA9HR0Th69CiuXbsGd3d3AMCYMWMwY8YM1KlTB9OmTUNSUhKWL1+OJk2aYN++fWjVqpVKDJcvX0abNm3Qt29fdOvWDadPn8aqVaugo6OD5cuXS+1+//13NGvWDObm5hgzZgysrKywdetW9OrVK9/ryszMxMyZM9GxY0e0b98epqam+PPPP7Fq1SqcOXMGYWFhMDAwUFln7969mD9/PgYPHoxBgwbBwsICVatWxfz587F69WpMnz5dpf26deuQk5Pz2rHpyrysWLECX3zxRb4d5bw2bNiAESNGwNbWFt9++6203M7OTvr/o0ePEBQUhM6dO6Njx44FFkRFsWzZMgwePBhOTk4YPHgwXF1d8ejRI+zfvx+RkZHw9vbG3LlzMWLECHTo0EHangoajlNUycnJaNSoEQICAjB16lRpZ//Ro0eoX78+MjMz0b9/f7i7u+PevXtYsmQJTp06hYsXL8LS0rJIzxEfH1/gcgsLi3zveV5ZWVlo2bIlzp07h549e2Lo0KFITEzEihUrEBAQgF9//RW1atVSWWfRokV48eIFBgwYACMjI8yfPx8dOnTAjh07MHDgQHTt2hXBwcE4duwYFixYgLJly2Ls2LHS+mFhYQgKCoKVlRU+/fRTODk54cqVK5g/fz7Onj2LX375Bfr6+irP2aJFC9jZ2eG7777D8+fPMWfOHLRu3RoREREwNzdHw4YN8c0332DatGkICQlBgwYNAAD29vZFyh8R0TsliOidO3funNDX1xcAhKenp+jbt69YvHixuHHjRr62T58+FYaGhqJr16757vv888+Fjo6OuH//vhBCiJSUFGFrayvs7OxEZGRkvvY5OTlCCCFu3bolZDKZCAgIEBkZGdL9T548EZaWlsLV1VVkZ2dLywEImUwmLly4oPJ4rVq1Enp6eiIpKUlaVr9+faGvry9u374tLcvIyBC1a9cWAMT48eOl5QqFQqSmpuaLc+XKlQKA2LZtm7QsIiJCABB6enoF5ql+/frCwcFBJW4hhPD09BTe3t752r/s/v37wsLCQgAQ5cuXF926dRNz584VFy9eLLC9q6uraNSoUaH3ARArVqzId9/48eMFABEREfHax3z8+LEwMDAQ3t7e4sWLF/naK99PZW7y5lbp1KlTAoBYs2ZNvvt69+4tXv7ab9SokQAgvv3223zt27VrJ+zs7MTjx49Vlv/5559CV1e3wOcv7DkLu+3YsUNqu2bNGgFAnDp1Slo2Z84cAUAcOXJE5XETExNF+fLlVfKnfO2Ojo4iISFBWn7lyhVpm961a5fK4/j7+4ty5cqpLPPx8RFeXl5CLperLN+9e3e+3Cpf3+DBg1Xabt++XQAQS5cuzRdfQe8NkdZJeqyZNy3FIUNEJaB+/foICwtD7969kZiYiDVr1mDIkCGoUqUKGjZsiPDwcKntzp07kZGRIQ0RyXtr27YtFAoFTpw4AQA4evQo4uLi8OWXX8LJySnf8+ro5H7E9+3bByEERo8erXI01tHREX379sXDhw/zDb+oX78+6tatq7IsKCgI2dnZ0vCXmJgYnD9/Hu3bt0elSpWkdgYGBhgxYkS+eGQyGYyNjQEAOTk5SEhIQFxcHIKCggBAZYiFUuvWreHt7Z1veUhICKKionDo0CFp2a+//oq7d++if//++dq/rGLFirhy5Qo+++wzAMDmzZsxYsQI1KpVCz4+PggLC3vtY+RlbW2Nvn37vtE6L9uxYwcyMzMxfvx4WFlZ5btf+X6+C6GhoSp/JyYm4sCBA2jXrh2MjIxUtkM3Nzd4eHjg2LFjRX78Xbt24fjx4/luDRs2fOV6GzduROXKlVGzZk2VGDIzM/Hhhx/izJkzSEtLU1mnT58+Kj0XPj4+sLCwgKOjY74eusDAQERHR0s9OlevXsXff/+Nbt26ISMjQ+U5AwMDYWpqWuDrfnl7V27TBQ1rIyLSNBwyRFRCqlevLo3rVo5HX7lyJX777Te0b99eGi5z8+ZNAECzZs0Kfaxnz54B+Hdnw8/P75XPHRERAQCoWrVqvvuUy8LDw1WGXlSsWDFfWxsbGwCQxvsrC5nKlSvna1ulSpUCY9m+fTtmz56NS5cu5Ru7/eLFi3zt8xYaeXXp0gVffPEFVq1ahbZt2wIAVq1aBQMDgwKHKxXEzc0NCxcuxMKFCxEVFYUzZ85gw4YN2L9/P9q0aYPr16/D2tq6SI/l7u4OXV3dIrUtTFHfz+JmZ2eXrwC5ffs2FAoFVq1ahVWrVhW4XkHbSGEaNmz4VicV37x5E2lpaSrDs14WFxeH8uXLvzKuMmXKqLTJuxzI3abNzMykz9/48eMxfvz4Ap9P+fnL6+XnfPmzQkSkyVgQEKmBq6srevXqhZ49e6JBgwY4e/Ys/vjjDwQGBkIIAQBYv349HBwcClz/TXbE3tardm6VMb6p3bt3o0uXLqhTpw5+/PFHlC9fHkZGRsjJyUHLli2hUCjyrWNiYlLgYxkbG6NHjx5YtmwZnj17BmNjY+zcuRPt2rV75c5jYRwcHNC5c2d07twZ3bt3x+bNm3Ho0CH06NGjSOsXFuerzk3Izs5+4zhf522er6DYle9xjx490Lt37wLXU/b2vEtCCFSvXh1z5swptM3L73dh225Rtmnlv19++SVatmxZYFtlEVGUx37bzwrRe4+zDGkUFgREaiSTyVC3bl2cPXsWT548AQB4enoCAGxtbV/ZSwD8e/T88uXLaN68eaHtlAXE9evXpZNplW7cuKHS5k0oZ7u5detWvvuUj5vXhg0bYGRkhFOnTqnshBa0flGEhIRg0aJFWLduHSwtLZGamlqk4UKvU69ePWzevFl6T4BX72i/irKHIT4+XpoJCADS09MRFRWlMg9/3vezsJ6R18WS9/lelndo2ut4eHhAJpMhMzPztdvhu+Tp6YnY2FgEBQW90yFTeZ8PyN3BL+7X/bbbEBHRu8ZzCIhKwPHjxws8OpuWliaNR1YOsfnkk09gaGiI8ePH5xsbDeSO7c7IyAAANG/eHLa2tpg9ezaioqLytVUenWzXrh1kMhlmzpypMkwnKioKa9asgaur61sNU7G3t0e9evWwb98+3LlzR1qemZmJuXPn5muvq6sLmUym0hMghMCUKVPe+LmB3LHhderUwerVq7Fq1Sq4uLi8sjDK6/Tp0wXmV6FQYP/+/QBUhz2ZmZkVOlPOqyh37JXnfSjNnTs3X49Ip06dYGBggIkTJ0Iul+d7LOX7qZxRqKB4KlSoAD09vXzPd+7cOVy4cKHIcdvY2KBVq1bYvXt3gesJIRAbG1vkx3tbvXr1QnR0dKE9BAUN3/kv/Pz8UK1aNSxdurTAAio7O/uttgPg1e8bEZE6sYeAqASMGDECz58/R7t27VC9enWYmJjg8ePH2Lx5M+7cuYNevXqhevXqAABnZ2csWbIEAwYMgLe3N3r27AlXV1fExsbi6tWr2Lt3L27cuAE3NzeYmJhg1apV6NSpE6pVqyZNOxobG4ujR49i5MiRaN++Pby8vDBq1CjMmDEDDRs2RJcuXaRpR5OTk7Fp06a3Hv8+Z84cNG7cGAEBAfjss8+kaUcLKoA6deqEXbt2ISgoCL169UJWVhb27t2L1NTUt85tSEiINMXo+PHji3wUedasWTh79izatm0Lf39/WFpaIjo6Grt27UJYWBiaNGmC1q1bS+3r1auHVatWYdy4cfD29oaOjg7atm0LU1PTVz5Ps2bN4OXlJU1HWaFCBZw5cwYXLlzIN6be2dkZ8+bNw2effYbq1aujV69ecHV1xZMnT7Bv3z6sXr0avr6+sLGxgYeHB7Zu3Qp3d3fY29vD1NQUbdu2hZmZGfr06YOVK1eia9euaNy4Me7evYs1a9bAx8cHV65cKXJulyxZgsDAQDRs2BC9evWCn58fFAoFwsPDsW/fPvTq1QsTJkwo0mPt3LmzwKlRy5Yt+8oibvjw4Th+/DhGjRqFn3/+GUFBQbCwsMCjR49w8uRJqcepuMhkMmzYsAFBQUHw8fFBv379ULVqVaSmpuLevXvYvXs3pk+f/lZXrK5SpQrMzc2xePFimJiYwMrKCmXLlpVOQCbSLuwx0yjqmdyISLscPXpUDBkyRPj4+AgbGxuhq6srrK2tRePGjcWqVauk6STzOnPmjAgODhZ2dnZCX19fODg4iMaNG4tZs2aJtLQ0lba///67aN++vbCxsREGBgbSNJrK6UmVli9fLnx9fYWhoaEwNzcXzZo1E7/++mu+5wYgevfunW95QdNCCiHEL7/8IurXry8MDQ1F2bJlxZAhQ8TVq1cLnBpz+fLlwtvbWxgaGopy5cqJgQMHiufPn+d7zldNrZlXcnKysLCwEDo6OuLBgwevbJvX+fPnxciRI0WtWrVE2bJlhZ6enrC0tBT16tUTs2fPFunp6Srtnz17Jj7++GNRpkwZIZPJVKYSfdWUpEIIcfv2bdGiRQthbGwsLC0tRefOnUVkZGSh6x09elQ0a9ZMWFhYCENDQ1GhQgUxYMAAERcXJ7X5/fffxQcffCBMTEwEAOHq6irdl5SUJPr37y+sra2FsbGxCAwMFGfPni102tG8674sNjZWhIaGCk9PT2FoaCgsLS1FtWrVxOeffy6uX79e6HpKr5t2NCAgQGpb2PaVlZUlfvzxR1GrVi1hYmIiTExMhIeHh+jWrZs4evSo1O5V03oWluvCpoV98OCB+PTTT4Wrq6vQ19cX1tbWwt/fX3z11Vfi0aNH+V5fQQr6HB08eFD4+fkJQ0NDAeCV2w3Rey35iWbetJRMCJ7xRESlV0ZGBhwcHFC7dm0cPXpU3eEQEVFRpDxVdwQFM3VUdwRqwSFDRFSqbdq0CS9evEBISIi6QyEioqLiSfYahT0ERFQq7d+/Hw8fPsSECRNgb2+Pv//++z9fB4CIiEpIav6JMDSCScHTfb/vWBAQUank5uaGp0+fombNmli5cmWBF10jIiINxYJAo3DaUSIqlR48eIDMzEycP3+exQARUakj09Bb0e3YsQPt27eHs7MzTE1N4evri9WrV5fKCxLyHAIiIiIiojc0Z84cuLm5Yfbs2bCzs8Px48cxcOBAPH78GOPHj1d3eG+EQ4aIiIiIqGSlRqs7goKZlCty07i4uHzXkwkJCcG2bdvw4sWLErm6enEpPZESERER0ftBpqOZtzfwcjEA5F7tXC6XIyUlpbgyVSJYEBARERERFYMzZ87AyckJ5ubm6g7ljfAcAiIiIiIi5F7sMiMjQ2WZoaEhDA0NX7vumTNnsHXrVsyePftdhffOsIeAiIiIiEqYumcTKvg2ffp0WFpaqtymT5/+2lcTGRmJLl26oEmTJvj888//W2rUgCcVExEREVHJSotVdwQFytCxeOMegoSEBDRo0AAymQy//fYbLC0t33WYxY5DhoiIiIioZMnebM7/klLU4UFKaWlpaNOmDRITE3H+/PlSWQwALAiIiIiIiN5YdnY2PvnkE9y8eRO//fYbnJyc1B3SW2NBQERERET0hoYMGYIDBw5g9uzZkMvluHDhgnSfn5/fG/U0qBvPISAiIiKikpX+XN0RFMzIpshN3dzc8PDhwwLvi4iIgJubWzEF9e6xICAiIiKikvUeFATvE047SkRERESkxdhDQERERESkxdhDQERERESkxVgQEBERERFpMRYERERERERajAUBEREREZEWY0FARERERKTFWBAQEREREWkxFgRERERERFqMBQERERERkRZjQUBEREREpMVYEBARERERabH/AxLynnYb/k2zAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ID secondary str\n", "fig, ax = plt.subplots(figsize=(8,8))\n", "shift_amount = 0.3\n", "unique_trajectories = results_ss[\"trajectory\"].unique()\n", "n_traj = len(unique_trajectories)\n", "shifts = np.linspace(-shift_amount, shift_amount, n_traj)\n", "\n", "for i, trajectory in enumerate(unique_trajectories):\n", " subset = results_ss[results_ss[\"trajectory\"] == trajectory]\n", " x_labels = subset[\"window\"].values\n", " x_positions = np.arange(len(x_labels))\n", " x_shifted = x_positions + shifts[i]\n", "\n", " y_std = subset[\"instantaneous\"].apply(np.std).values\n", " y = subset[\"entire simulation\"].values\n", "\n", " ax.errorbar(\n", " x_shifted,\n", " y,\n", " yerr=y_std,\n", " fmt=\"o\",\n", " color=colors.colors[i],\n", " markeredgecolor=\"black\",\n", " ecolor=\"black\",\n", " elinewidth=0.8,\n", " capsize=3,\n", " markersize=8,\n", " label=f\"{trajectory}\",\n", " )\n", " # ax.scatter(x_shifted, y,color=colors.colors[i], edgecolor='black', s=100, label=f\"{trajectory}\")\n", "\n", "all_windows = sorted(subset['window'].unique(), key=lambda w: int(w.split(\"-\")[0]))\n", "\n", "xtick_labels = [f\"{w} ({s})\" for w, s in zip(all_windows, subset['sec str type'])]\n", "ax.set_xticks(np.arange(len(all_windows)))\n", "ax.set_xticklabels(xtick_labels, rotation=45, fontsize = 15)\n", "ax.tick_params(axis=\"x\", rotation=45)\n", "plt.ylim(0, y.max() + 2)\n", "ax.set_ylabel(\"ID\", fontsize=15)\n", "ax.set_xlabel(\"Secondary Structure Element\", fontsize=15)\n", "ax.set_box_aspect(1)\n", "ax.legend(title=\"Trajectory\", loc=\"center right\", bbox_to_anchor=(1.30, 0.5))\n", "plt.tight_layout(rect=[0.15, 0, 1, 1])\n", "\n", "plt.savefig(f\"../extra/villin_ss_{projection_method}.pdf\", dpi=300)\n", "plt.show()\n", "\n", "\n", "\n", "# Id sec str heatmap\n", "fig, ax = plt.subplots(figsize=(8, 8))\n", "\n", "grouped_data = results_ss.groupby([\"trajectory\", \"window\"], as_index=False)[\n", " \"entire simulation\"\n", "].mean()\n", "pivot_data = grouped_data.pivot(\n", " index=\"trajectory\", columns=\"window\", values=\"entire simulation\"\n", ")\n", "ordered_cols = sorted(pivot_data.columns, key=lambda w: int(w.split(\"-\")[0]))\n", "pivot_data = pivot_data[ordered_cols]\n", "pivot_data.columns.name = None\n", "sns.heatmap(\n", " pivot_data,\n", " cmap=\"OrRd\",\n", " annot=True,\n", " fmt=\".2f\",\n", " ax=ax,\n", " cbar_kws={\"label\": \"Intrinsic dimension\"},\n", ")\n", "\n", "ax.set_ylabel(\"Trajectory\")\n", "ax.set_xlabel(\"Secondary Structure Element\")\n", "ax.tick_params(axis=\"x\", rotation=45, labelrotation=45)\n", "ax.tick_params(axis=\"y\", rotation=0)\n", "ax.set_box_aspect(1)\n", "\n", "plt.tight_layout()\n", "plt.savefig(f'../extra/villin_ss_heatmap_{projection_method}.pdf', dpi=300)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "13d0afad-4c01-42ce-9dcf-af9400598065", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "mdintrinsicdimension", "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": "3.12.8" } }, "nbformat": 4, "nbformat_minor": 5 }