{ "cells": [ { "cell_type": "markdown", "id": "181f6c46", "metadata": {}, "source": [ "# Evaluate model calibration using folktexts\n", "\n", "**Prerequisite**: Install `folktexts` package with optional model API dependencies: `pip install 'folktexts[apis]'`\n", "\n", "**Summary**: The script demonstrates how to use folktexts to get insights into model calibration on a **model hosted through a web API**.\n", "\n", "### 1. Check folktexts is installed" ] }, { "cell_type": "code", "execution_count": 1, "id": "f3867376", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "folktexts.__version__='0.1.0'\n" ] } ], "source": [ "import folktexts\n", "print(f\"{folktexts.__version__=}\")" ] }, { "cell_type": "markdown", "id": "2129c830", "metadata": {}, "source": [ "### 2. Load model API using `litellm`\n", "\n", "We use OpenAI's _**GPT-4o-mini**_ model for this demo. The workflow can be similarly applied to any compatible model.\n", "\n", "**Note:** _Set_ `model_name` to the model's name. See the `litellm` [list of compatible web-API providers and models](https://docs.litellm.ai/docs/providers/openai#openai-chat-completion-models)." ] }, { "cell_type": "code", "execution_count": 2, "id": "3dc758de-b86f-4adb-9ed0-0148831da070", "metadata": {}, "outputs": [], "source": [ "model_name = \"openai/gpt-4o-mini\"" ] }, { "cell_type": "markdown", "id": "c58aff1e-082d-4f3f-b061-1f1028d3520d", "metadata": {}, "source": [ "### 3. Set `OPENAI_API_KEY` environment variable (or key to respective API provider)" ] }, { "cell_type": "code", "execution_count": 3, "id": "28d73863-f448-4370-b26a-24576e1498f0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from dotenv import load_dotenv\n", "load_dotenv()" ] }, { "cell_type": "markdown", "id": "25a2a5f7", "metadata": {}, "source": [ "### 3. Create default benchmarking tasks\n", "\n", "We generate ACSIncome benchmark using folktexts. \n", "\n", "**NOTE:** We will subsample the reference data for faster runtime. This should be removed for obtaining reproducible reslts.\n" ] }, { "cell_type": "markdown", "id": "4ed481a4-5258-468f-8fb5-91ed794d1503", "metadata": {}, "source": [ "### Benchmark configuration\n", "- The `subsampling` and `numeric_risk_prompting` key-word arguments are examples of optional benchmark configurations. See this [page for a list of available configs](https://github.com/socialfoundations/folktexts?tab=readme-ov-file#benchmark-options)." ] }, { "cell_type": "code", "execution_count": 4, "id": "bbb17808", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:Received non-standard ACS argument 'subsampling' (using subsampling=0.002 instead of default subsampling=None). This may affect reproducibility.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loading ACS data...\n", "Using zero-shot prompting.\n", "CPU times: user 45.7 s, sys: 13.7 s, total: 59.3 s\n", "Wall time: 1min 1s\n" ] } ], "source": [ "%%time\n", "from folktexts.benchmark import Benchmark, BenchmarkConfig\n", "\n", "# Note: This argument is optional. Omit, or set to 1 for reproducible benchmarking on the full data\n", "subsampling_ratio = 0.002\n", "\n", "bench = Benchmark.make_acs_benchmark(\n", " model=model_name,\n", " task_name=\"ACSIncome\",\n", " subsampling=subsampling_ratio,\n", " numeric_risk_prompting=True,\n", ")" ] }, { "cell_type": "markdown", "id": "7f785fc1", "metadata": {}, "source": [ "### 4. Run benchmark\n", "\n", "Results will be saved in a folder RESULTS_DIR. There is \n", "* `.json` file contains evaluated metrics\n", "* `.cvs` file contains risk scores of each datapoint\n", "* folder called `imgs/` contains figures" ] }, { "cell_type": "code", "execution_count": 5, "id": "62b90528", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c2d0f16089014d93bd06d864634b41a7", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Computing risk estimates: 0%| | 0/21 [00:00" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAj4AAAHgCAYAAACl7mduAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAACAfElEQVR4nO3dd3gU5drH8e9s32RDSELvNRBCgFBEAaVZgBcUsBywYMGKYleaIqKIYldQEMUGeiyADVFUjtgQpHekSRUNGErKZrO7z/tHyMqSBFI2mcnu/bkuzyFPJjv35JdyZ+Z5ZjSllEIIIYQQIgKY9C5ACCGEEKKiSOMjhBBCiIghjY8QQgghIoY0PkIIIYSIGNL4CCGEECJiSOMjhBBCiIghjY8QQgghIoY0PkIIIYSIGNL4CAEY4T6eRqhBiIokX/NCD9L4RIjff/+de+65h65du9K6dWu6devG3XffzZYtW/Qu7YxGjx5NixYtAv+1bNmSdu3aMWDAAKZOnYrb7Q7a/pprruGaa64p9uuvXLmSm2+++Yzbvfzyy7Ro0aLU+ymKx+PhiSee4PPPPw+MjR49ml69epX5tY2qV69ejB49usyvc2ompbVv3z5atGjBvHnzyvxaldW8efNo0aIF+/btCxp/6623uP7660O6r4MHD3LzzTezf//+En3chg0bSE5O1j2noj5Xof4YUT4sehcgyt+2bdv4z3/+Q7t27XjooYdISEjg4MGDzJ49myuuuIJ33nmHdu3a6V3maVWvXp2pU6cC4Pf7OX78OCtWrGDGjBn89NNPvP3229jtdgAeeeSREr32Rx99xI4dO8643eWXX865555b8uLP4O+//+btt99m8uTJgbERI0YwbNiwkO9LiKL06NGDDz74gBo1agSNL1myhO7du4d0X7/88gtLliwp0cd4PB5Gjx6N1+sNaS2lUdTnKtQfI8qHND4R4M033yQuLo6ZM2disfwb+fnnn0+fPn145ZVXeO2113Ss8MxsNluB5qx79+60bduW22+/nVmzZnHbbbcB0KxZs3KpoVatWtSqVatcXvtUDRo0qJD9CJEvPj6e+Pj4oLGsrCxWrFjBww8/rFNV/3rhhRc4fvy43mUAhX+uyuNjRPmQS10R4NChQyil8Pv9QeNRUVGMHTuWvn37Bo1/8sknDBo0iLZt29KjRw+effZZPB5P4P3r169n+PDhdO7cmfbt23Prrbeybdu2wPuXLVtGixYt+O9//0vPnj1p3749P//8MwArVqzg6quvpm3btpx11lmMGjWKf/75p9THdv7559OuXTv++9//BsZOvQT1888/c8UVV5CamkqnTp247bbbAmd4Ro8ezfz589m/f3/gUkf+ZY8333yTPn360LZtW+bOnVvkZZVp06bRpUsXUlNTGTFiBHv37g28r7BLVidfVtm3bx+9e/cGYMyYMYFtT/04n8/HnDlzGDBgAG3atKFHjx4888wz5OTkBO3ruuuuY+7cuVx00UW0bt2aSy65hB9++OG0n8NrrrmG0aNHM336dLp06UKHDh0YMWJEgcsQv//+O7fccgvt27enffv23H777UHHerrcS8Pn8/Haa6/Rv39/2rRpQ7t27RgyZAi//vprgW2//fZbLrroIlJSUrj88stZunRp0PuPHDnC+PHj6dKlCykpKVxxxRUFtgmln3/+mSuvvJIOHTrQuXNn7rvvPv7888/A+/Mve6xdu5ZBgwbRpk0bBgwYwFdffRX0Ojk5OUyZMoXu3bvTunVrBgwYwJdffhm0Ta9evXjppZd46qmn6NKlC23atGH48OH88ccfQdt99NFHDB48mHbt2tGmTRsuueQSFi5cWKCmky/FLF26lBo1atCkSRMAMjIyGD9+POeccw6pqancc889vPXWWwUuAZ/u62nevHmMGTMGgN69exfrkueqVauYPXs248ePL/T9x48fZ/LkyZx//vmkpKTQv39/Pv744zO+7rx580hJSWHFihVceumlpKSkcNFFF7F48WJ27tzJtddeS9u2bbngggtYsGBBkZ+r4nzvyaUu45DGJwL06NGDAwcOMGTIEObMmcOOHTsCkwr79OnDoEGDAtvOmTOHUaNGkZyczNSpU7n55pt59913efzxxwH49ddfGTp0KABPPPEEjz/+OH/++SdDhgwpcLlo6tSpjBo1ivHjx5Oamspvv/3Gddddh8Ph4IUXXmDs2LEsX76cYcOGFZinUxJdu3bl4MGDhc4X2Lt3LyNGjKB169a8+uqrTJo0iV27dnHzzTfj9/sZMWIE3bt3p3r16nzwwQf06NEj8LEvv/wyN910E1OmTKFr166F7nvlypUsWLCA8ePH8/jjj7NlyxaGDRtGRkZGsWqvUaNG4BLebbfdFvj3qcaPHx/4wf7qq69y1VVXMXv2bEaMGBE0QXTDhg288cYb3HnnnUybNg2z2czIkSM5evToaev47rvvmDdvHg899BCPPvoomzdv5pprriE7OxuAXbt2MWTIEA4fPsxTTz3FpEmT2Lt3L0OHDuXw4cNBr3Vq7qX1zDPP8Morr/Cf//yH119/nccee4wjR45w1113BerKN27cOIYNG8bLL79MdHQ0N910E+vXrwfymodrr72W7777jnvuuYepU6dSq1YtbrzxxnJpfj755BNuuOEGateuzXPPPceYMWNYvXo1//nPfwp8rm655RZ69+7N1KlTady4MXfffXfgEpBSittvv53//ve/XH/99bz66quBZuOTTz4Jep133nmHnTt3MnnyZB5//HE2bNjAqFGjAu+fM2cO48eP5/zzz2fGjBk888wz2Gw27r//fg4ePFjksZx6mWvEiBEsXLiQkSNH8vzzz5OZmcmzzz5b4ONO9/XUo0ePwNnZqVOnMmLEiNN+PrOzsxkzZgy33HJLoX94uN1urrzySj7//HNuvPFGXnnlFTp06MC4ceOYPn36aV8bwOv1ct999zFkyBBeffVVnE4n999/P7feeis9evRg+vTp1KhRg1GjRp32c1Xa7z2hAyUiwgsvvKBSUlJUYmKiSkxMVJ07d1b33XefWrt2bWAbn8+nzjnnHDVixIigj3399dfVoEGDlMfjUZdddpnq16+f8nq9gfcfPXpUnXXWWerOO+9USin166+/qsTERDVt2rSg1/nPf/6j+vfvH/SxO3fuVElJSWr27NlF1j5q1CjVs2fPIt8/Z84clZiYqNasWaOUUurqq69WV199tVJKqS+++EIlJiaqgwcPBrZfu3ateu6559Tx48cLff29e/eqxMRENXbs2KD9vPTSSyoxMTHw9tVXX61at26t/vzzz8DYpk2bVGJionr33XeLrD3/9efOnVvo26d+3LZt21RiYqKaMWNG0Ot88sknKjExUX3//feBj0lMTFS7d+8ObLN8+XKVmJiovvrqqyI/f1dffbVKTk5We/bsCYxt3LhRJSYmqvfee08ppdS9996runTpEvicKaVUenq66tChg3ryySeVUkXnXpiePXuqUaNGnXabe++9V7311ltBY19//bVKTExUq1evVkr9m8nChQsD27jdbtW1a1c1cuRIpZRSH3zwQdDXh1JK+f1+ddVVV6nBgwcrpQrPoDR8Pp/q2rWruuGGG4LGd+/erZKTk9VTTz2llFJq7ty5KjExUU2dOjWopksuuURdfvnlSimlfvrpJ5WYmKgWLFgQ9Fr333+/6tq1q8rNzVVK5X0ue/bsGfR99fLLL6vExET1zz//KKWUmjx5snr66aeDXmfDhg0qMTFRffHFF0E17d27N7BNjx49Al9fv/zyi0pMTFRff/110PH27du3wPfFmb6eCttXUR577DE1cOBAlZubW2hO+d//q1atCvq4sWPHqpSUFJWenl7ka+fXkV+XUkotWLBAJSYmqhdeeCEwtn79epWYmKi++eabQusvzvdeSY5ZlC854xMh7rrrLn788UeeffZZLrvsMlwuF59//nlgcjPk/VV/+PBhLrjggqCPHT58OPPmzSM3N5f169fTt29fzGZz4P1VqlShZ8+eLF++POjjkpKSAv/Ozs5m7dq1dO/eHaUUXq8Xr9dL/fr1adq0aZkuiagTZzw0TSvwvrZt22K327nsssuYNGkSP/74Iy1btuSee+7B5XKd9nVPrr8o7du3D5r3k5SURP369fntt99KeBRFy/+8/t///V/Q+P/93/9hNptZtmxZYCw+Pj5oflB+baeeITlV+/btqV+/fuDtVq1aBR3Hr7/+yllnnYXD4Qhk53K56NixI7/88kvQaxXn81Yczz77LNdeey3//PMPK1asYO7cuXz22WcAQZderVYrF154YeBtu93OeeedF6h96dKlVK9eneTk5EDtPp+Pnj17smHDhmL9RX7y12z+f4XZtWsXaWlp9O/fP2i8QYMGpKamFvgeOflsq6ZpXHDBBaxbtw63283SpUvRNI3u3bsH7bdXr16kpaUFXV5OSUkJ+p48NffRo0dz//33c+zYMdasWcOnn37KnDlzCnwuT7Zt2zYOHz5M586dgbyvAavVyvnnnx/YxmQy0a9fvwIfe6avp1P5/f5CP7/Lli3jgw8+YPLkyUHzE0+2fPly6tatW+Ds4sUXX0xOTg5r164t8vXznfyxCQkJQN7PjnxVq1YF4NixY4XWAKX/3hMVTyY3R5DY2Fj69+8f+KG8adMmHnjgAZ5++mkGDBjAkSNHgH+/8U91/PhxlFJUq1atwPuqVatWYOJhVFRU4N/Hjh3D7/czc+ZMZs6cWeDj81dklcZff/0FQM2aNQu8r169esyePZvXXnuNjz/+mHfeeYcqVapw5ZVXcvfddxfaLBVWf1EK+1wkJCSc9gdkSeX/Yq5evXrQuMViIS4uLujz7nQ6g7bJP75T53edqrDPXUJCQmDfR44c4csvvywwvwQoMGGzOJ+34li/fj2PPvoo69evx+l00qxZM+rUqQME3/8lLi4Okyn4b7iTMzhy5AhpaWkkJycXup+0tDQcDsdpa5k/f35gXkq+7777jnr16gWN5X8PFfU9smnTpqCxU1f4JCQkoJTi2LFjHDlyBKUU7du3L7Smv//+O9Bknpp7/ucjP/c9e/Ywfvx4li5ditVqpUmTJrRs2RIo+l46S5YsCTS7AOnp6VStWrXQz/WpzvT1dKpp06YVuMy7atUqxowZw0033USzZs3wer2B48lvZCwWC0ePHi3wvQH/ZnDs2LFCX3/r1q2Bfxf2R9Cpn9MzKe33nqh40viEub/++otLL72Uu+66i8svvzzofa1ateKee+4JTFKtUqUKQIHJxunp6WzatInU1FQ0TePQoUMF9pOWlhb4q6gw0dHRaJrGddddV+DMBZT8h8zJfvnlFxo2bFjoD1uANm3aMHXqVDweDytXruSDDz5g+vTptGzZssDE7pIq7Ad5Wlpa4C9ITdPw+XxB78/KyirRPmJjYwOvW7du3cB4bm4u6enpxMXFlbTsAtLT0wuMHTp0KPAXbExMDF26dCn0fi5F/SVeFhkZGdx44420aNGCBQsW0KRJE0wmE0uWLOHrr78O2ja/IT+5iT106FCgIYuJiaFRo0Y888wzhe6rXr16hX5Nn6xnz54FJssWtiw5/3ugqO+RU7M6cuRIUJN06NAhzGYzVatWJSYmhqioqMAZ2VM1bNjwtDXn8/v93HzzzVitVj7++GOSkpKwWCxs376dTz/9tMiP++GHH4LO/tasWZP09HT8fn9Q83PqvCU489fTqa644oqg+XWQN2dm//79TJs2jWnTpgW9b9y4cYwbN46tW7cSGxvL7t27C7xmWloakNcYn3XWWQVeX0QuudQV5qpVq4bFYuG9994LWgGUb+fOndjtdho2bEiTJk2Ii4vjf//7X9A2n376KTfffDO5ubm0bt2ahQsXBv0yP378ON9//z0dOnQosg6Xy0WrVq3YuXMnKSkpgf+aN2/Oyy+/HHS5piS+//571q9fH5hwfaq33nqLnj174vF4sNlsnHPOOTz22GMAHDhwAKDAX7AlsXLlyqAzLmvXrmX//v2cffbZQF7Dl56eHvS5X7lyZdBrnHyJojBnnXUWQNCqkvy3fT7faT/vxbVy5cqgX1YbNmxg3759nHPOOYEatm/fTlJSUiC71q1b89Zbb/HNN9+Uef+n2rlzJ0eOHGHYsGE0a9YskFH+KpmT/4rOzs4OWumVmZnJ999/H7hEc9ZZZ/Hnn3+SkJAQ9LX3888/8/rrr5/x8w95vzxP/tiUlBRsNluB7Ro3bkz16tX54osvgsb37t3LmjVrCpy9+fbbbwP/VkqxaNEiOnTogM1m46yzziIrKwulVNB+f//9d6ZNm1bs+9mkp6eza9cuLrvsMlJSUgKNamGfy3wZGRmsWrWK8847LzB21lln4fV6Wbx4cVDNJx9DvjN9PZ36PVezZs0Cn9/k5GQ+/vjjoP9effVVAO64445AI9qpUyf279/P6tWrg17zs88+w2q10qZNm0JfX0QuOeMT5sxmMxMmTOD222/n0ksv5aqrrqJp06ZkZ2fz888/M2fOHO66667AWYWRI0cyceJEEhIS6NWrF7t27eKll17iqquuIjY2lvvuu4/hw4dz8803c+WVV5Kbm8trr72Gx+Ph9ttvP20t9957LzfffDP33XcfF198MT6fj1mzZrF27dozruzweDysWbMGIHApYMWKFbzzzjt07tyZq6++utCPO/vss3nmmWe4/fbbufrqqzGbzfz3v//FZrPRs2dPIG+O0qFDh1iyZEmJ56fk/zV96623kp6ezrPPPktiYiIXX3wxkHem4N1332XcuHFcdtll/P7777z55ptBv2xjYmKAvLkoTZs2DZpbAHn3JRo0aBAvvfQS2dnZdOrUic2bNzN16lQ6d+4ckpsqZmdnc+ONN3LbbbeRmZnJ888/T2JiYuCy6IgRIxgyZAi33HILQ4cOxW6388EHH/Dtt9/y0ksvlWqf27dv56233iow3r59exo3bozL5WL69OlYLBYsFgtff/114JfdyfMmrFYrY8eO5d5778XlcvHaa6/hdrsDX1ODBw9m9uzZXH/99dx6663Url2bX375hZkzZ3L11VdjtVpLVX9hTCYT9957L2PGjAl8naenpzN16lRiY2MLnDGbMmUKOTk5NG7cOHAjzbfffhvIu09Vp06dGDFiBCNGjKBp06asW7eOl156iXPPPbfY94RJSEigbt26zJkzh1q1alGlShV+/PHHwJmkwuag/PLLL9StWzforFKnTp3o2rUr48aN49ChQ9SpU4ePP/6YrVu3FrhkfKavp/yzy9988w3nnXceTZs2LVCDy+Uq0KDkLwWvW7du4H2DBw/mvffe4/bbb+fOO++kXr16LF68mLlz53LHHXcE9iVEPml8IkCPHj348MMPeeONN5g+fTr//PMPNpuNVq1a8fzzzwdNDL3qqquIiorijTfe4IMPPqBWrVrcdNNN3HTTTQCcc845vPnmm7z00kvce++92Gw2OnbsyFNPPUXz5s1PW0e3bt144403mDp1KnfeeSdWq5Xk5GTefPPNM945Oi0tjf/85z+Bt6OiomjcuDF33nkn11xzTZG/vFq2bMn06dOZNm0a9957Lz6fj9atWzNr1qzAvUkGDx7MkiVLAj84C5usWZTzzz+fOnXq8MADD+D1eunZsyfjxo0LzFnq2rUro0aN4t133+Xrr78O3CZgyJAhgddwuVxcf/31fPDBByxZsqTQid6TJk2iYcOGzJ07l5kzZ1KjRg2GDRvGiBEjynTGKl/Hjh05++yzGTduHJB3b5gHH3wwcFajZcuWzJkzh+eff54HH3wQpRSJiYlMmzYtcB+iklq/fn1gyfnJ7rrrLtq0acMrr7zClClTuOuuu4iOjiYpKYnZs2dz0003sWLFisB9juLj47nvvvt47rnnSEtLo23btsyePTuQb1RUFHPmzOHZZ5/l6aef5vjx49StW5f77ruPG264oVS1n87gwYOJjo5mxowZ3H777bhcLs4991zuvffeAnNRJkyYwIwZM9i7dy+tWrVi1qxZdOzYEchrol577TVefPFFZsyYweHDh6lZsybXX3/9Gf/IONUrr7zCpEmTGD16NDabjWbNmvHqq6/yxBNPsGLFigKPXvnhhx+Czvbke/7553nyySd59tln8Xq99O7dm6FDhxZYXn+mr6fOnTvTpUsXnn32WZYuXVqmG6g6nU7effddnn32WV588UUyMjJo0qQJkyZN4rLLLiv164rwpamiZrYJISJC/i+9d999V+dKIkf+TfwKmyBtVPv372fNmjX07t07aDL4nXfeyd69e5k/fz4gX0/C+OSMjxBCiDMymUyMHj2a3r17c9lll2E2m/nxxx9ZtGhR0HPmhDA6aXyEEEKcUe3atZk5cybTpk3j7rvvxuv10rRpU5555pkC9y0SwsjkUpcQQgghIoYsZxdCCCFExJDGRwghhBARQxofIYQQQkQMaXyEEEIIETGk8RFCCCFExJDGRwghhBARQxofIYQQQkQMaXyEEEIIETGk8RFCCCFExJDGRwghhBARQxofIYQQQkQMaXyEEEIIETGk8RFCCCFExJDGRwghhBARQxofIYQQQkQMaXyEEEIIETGk8RFCCCFExJDGRwghhBARQxofIYQQQkQMaXyEEEIIETGk8RFCCCFExJDGRwghhBARQxofIYQQQkQMaXyEEEIIETGk8RFCCCFExJDGRwghhBARQxofIYQQQkQMQzQ+Ho+H/v37s2zZsiK32bRpE5dffjlt27bl0ksvZcOGDRVYoRBCCCHCge6NT05ODvfeey/btm0rcpusrCxuvvlmOnbsyLx580hNTeWWW24hKyurAisVQgghRGWna+Ozfft2rrjiCvbs2XPa7b788kvsdjsPPvggTZs2Zdy4cURHR/PVV19VUKVCCCGECAcWPXe+fPlyOnfuzD333EO7du2K3G7t2rV06NABTdMA0DSN9u3bs2bNGgYPHlysffn9frxeLyaTKfA6QgghhDA2pRR+vx+LxYLJVPbzNbo2PldeeWWxtktLS6NZs2ZBYwkJCae9PHYqr9fL+vXrS1SfEEIIIYwhJSUFm81W5tfRtfEpruzs7AIHa7PZ8Hg8xX6N/C7xldU5eNSJM0f5/6NAnbRt/rhSwa9R5PiJE0jlOn5KjUWNV4pjUgq3x43D7sivoPIfUxG1G/6YlMKd48bhcKIV9fqV7ZiKM27EY8rPwu5AM2nhcUxlHdfrmPz/ZoGmhccxVeKcrChGpNpDcrYHKknjY7fbCzQ5Ho8Hh8NR7NfIv7zlURq5Qb+Ei/iAkoyH4jWMNl6Or62URlaOD5P13x8oFbFfQ31+QzVextdQSiPL48Nko2AWIXj9Uo0b6fMbqvFibPtvFhqavxxrCdW4kWoJ1fiJsaAsjFZjSceNVEspx9VJ01xCQfdVXcVRs2ZNDh06FDR26NAhatSooVNFQgghhKiMKkXj07ZtW1avXo06cR5MKcWqVato27atzpUJIYQQojIxbOOTlpaG2+0GoE+fPhw7doxJkyaxfft2Jk2aRHZ2Nn379i3x68p6Lv1pgMNhlywMQLIwDsnCOCQLYwl1Doad49OtWzcmT57M4MGDcblczJgxg0ceeYQPP/yQFi1a8NprrxEVFVXyFz4xsUroSAOr1ap3FQIkCyORLIzDoFlYTeCyhtcf8ArIyIXcoua1QcgP2DCNz9atW0/7dps2bZg/f36Z93PqrHFR8ZTKuxt3VFRU4RNqRYWRLIxDsjAOI2Zxdi0TbWpYsYRoZZOReP1+1v2dy68HC+9+Qv172zCNj4gsfv/p2ntRkSQL45AsjMNIWZxdy0SnOg7iE6phtjnC7pSPz+PGbjkEuItsfkJJGh8hhBDCoGwmaFPDSnxCNWyuWL3LKRdmm514oI33L1b+nXP6y14hEH7nzIQQQogwEW0Fi8mUd6YnjJltDiwmE64KmFoVcY2PUa7XRjJNA6fTKVkYgGRhHJKFcRgpC63AP8KUFvR/we8K8bFHXOMjjMFiMetdgjhBsjAOycI4JIvwFXGNj6zq0p9SkJGRIVkYgGRhHJKFcUgWxhLqHCKu8RHGID9QjEOyMA7JwjjCJYu//jxAv24d+OvPA6fdbt2qFfTr1qHU+xl1x83MfmNGqT++IknjI4QQQoiIIY2PEEIIISJGxN3HR5NHVuhO0yA62jh3RI1kkoVxSBbGEa5Z7Nm1k9defpbN69fh9XlJbNmKkQ8+RINGjQPbfPbxf3nvzdcA6HvJZQy76Ta0E5+IX5Ys5u2Zr/D3nwdo2KQZw0fcRUpq6S+PFZes6hJhQdPkS88oJAvjkCyMI9yy8Pv9TBh1NzVr12XqW+/x7Kuz8Pl8vPnqS0HbLf76SyY9/wp3j3mEBfM+5NuFnwOwc9vvPDtpAkOGDWfa2x/Q88K+jL9/JAf27dXjcMokvJIthnCZsFaZyYoJ45AsjEOyMI5wzMKTk0O/gZdx0x33ULtufZq1SOL8vgPYvWtH0Hb3jHmEpoktObtbdy654kq+/GQuAHP/+y59Bgyk54V9qVOvPpdcPpQOZ3dlwfyPyr12eVaXEEIIIUrE4XTyfwMv47uvvmDbls3s3fMHO7ZuoWp8fNA2DZs0DbzdLLEl8z+YDcDeP3bx485vWPjZvMD7vbm5tD/rnIo7iBCRxkcIIYQIc9nZWYy/fyRVYqvSuVt3up9/Efv2/MHc998NbHPq5T2/8mOx5j1Dwu/zcflV19K7T/+gbWx2e/kXH2LS+AghhBBhbv3qlRw+lMYrb3+A2ZL3q3/Vb7+iTrqOlJ2VyV8H/6RmrdoA/L5pI/UbNAKgboOGHPzzAHXq1Q9s/8YrL1K3fgP6DBhUcQcSAhE3xyfcZulXRpoGLpdLsjAAycI4JAvjCMcsmrVIwp2dzdIfv+evPw/w1efz+WLuB3hzcwPbmEwmnn18PDu2beXHxd/w2cf/ZeB/rgJg0BVX8cO3X/PpR+/z5/69fPLhe8z/YA516zcs99pDnYOc8RG6UMofdqsmKivJwjgkC+MItyziE6ox9LqbmPbsk3g8Hho3bcZt947mxScncijtbwBcMTF0Oqcbo0fejM1m56obbqZr914AtGydwv0PP8acWTN445UXqV23HqMemURKu/Z6HlapaEqF07z1ovl8PtasWcMLqzzkRsQRG1f+iolw+4uqMpIsjEOyMA4jZRFvhyFJTmrVq4/ZWvnm0xSXLzeHg/v28t/N2fyTE/w+qwZ3t7fRrl07zOayPzw2fNpZIYQQQogzkMZHCCGEEBFDGh+hC71PH4t/SRbGIVkYh2QRviJucrM8q0t/+SsmhP4kC+OQLIxDsjAWeVaXCAter0/vEsQJkoVxSBbGIVmEr4hrfCJjDZuxKQXZ2dmShQFIFsYhWRiHZGEsoc4h4hofIYQQQkQuaXyEEEIIETEibnKzMAaTSXpuo5AsjEOyMI7KkIXFpGEyVczyM79f4fWX7JqTJyeHV557ip+XfIfNbufSIdcweOg15VRh8UVc4yOruvSnaRAdHaV3GQLJwkgkC+OoDFlYTBp145xYKqhB8/r97E/PLlHz88YrL7JtyyYmvzidvw/+ybOTJlCjVm269Ty/RPuWZ3WVlTQ9+lOQ683FarGC3CtDX5KFcUgWxlEJsjCZNCwmE899s5W9/2SV677qx0dx7wUt8s4uFbPxcWdn8/XnnzDxmZdo1iKJZi2S2L1rJ5/P/bDEjU+of29HXOMjfY/+FOB252BxWY36MyViSBbGIVkYR2XKYu8/Wew8lKl3GQXs3P47Xp+XpJS2gbHkNu344J1Z+P3+El1KDPXvbeNfxBRCCCFEpfLP4UPExlbFarUGxqrGJ+Dx5HD86FEdK5PGRwghhBAhluN2Yzmp6QECTVBurkePkgKk8RG6sFjMepcgTpAsjEOyMA7JomxsNhve3NygsdwTb9sdDj1KCoi4xkcePKc/TQOn0ylZGIBkYRyShXFIFmWXUL0GR48ewef1BsbS/zmE3W4n2hVToteSZ3WVlcxu1p8CT45HsjACycI4JAvjkCzKrEnzRCxmC1s2rg+MbVy3huZJySW/R5I8sqJs5OtYfwrI8XgkCwOQLIxDsjAOyaLsHA4nvfv2Z+ozk/l980Z++eF/zHv/XS65fGiJXyvUOUTccnYhhBAiXNSPL/8bLZZ2HzeNvIdpz0xm9J23EB3t4urht9K1e68QV1dy0vgIIYQQlUzeIyT83HtBiwrZn9fvx1/CR1Y4HE7ue2gi9z00sZyqKp2Ia3xkrpr+NMBqtUgWBiBZGIdkYRyVIQuvX7E/PdvQz+oKlVAfYcQ1PsizuvSngUPn5YziBMnCOCQL46gkWXj9qtiPkKjUZFVXGUXA14jhKXC73ZKFEUgWxiFZGIdkYSyyqqts5OtYfwrIzfVKFgYgWRiHZGEckoWxyLO6hBBCCCFKSRofIYQQQkSMiGt8jDxLP1JogN1mkywMQLIwDsnCOCQLY5FVXWUlq7r0p4HNbtO7CgGShZFIFsYhWRiLrOoqGyVNj+6UguzsbMnCACQL45AsjEOyMJZQ5xBxjY8wBq/Xp3cJ4gTJwjgkC+OoDFlYTBo2i6lC/rOU4UaJuR4Pt11zBetWrQjh0Zde5F3qEkIIISo5i0mjfpwDk8lcIfvz+33sTXeX+O7Nnpwcpjw6jt27dpRTZSUnjY8QQghRyZhMGiaTGc/ip/Af2Vu++6paH1uvUXmPxyhB47Nn106mPDoOZbBrhhHX+Mgsff1pgMNhlywMQLIwDsnCOCpTFv4je1GHt5fvPkr5cevXrKRN+44Mu3kEg8/vVur9y6quspJVXfrTwGq16l2FAMnCSCQL45AsQuL/Bl0emheSVV1lY7AzbhFJKcjMzJIsDECyMA7JwjgkC2ORVV0iLPj9pT15KkJNsjAOycI4JIvwJY2PEEIIISKGND5CCCGEiBgRN7lZk8nNutM0cDqdeVkIXUkWxiFZGIdkARoampb3udBO3LywWnTeYzw0TSNvSEOhUAqUUvgVeP0Kn9+P16/w+hQerx9fGSfphDqHiGt8hDFYLBVz0y1xZpKFcUgWxlFZsjBVrV/q5eb5NMB0osHRyGtqtJOWUqmq9QBwWEBTCvCfmHGs8j7apAEaStMAM2gWtJO6Fa8vr8IYhxWn1Yw716fr+YeIa3xklr7+8lZMZBAd7Yrov6iMQLIwDsnCOCpDFn6/wu/3Yes1qtz3pQH4vWhH9oLfe/rtAm+YwOoEaxQWi50tmzeCZkbTNPxKkZPrI8vjIzPHS+4ZbooY6t/bEdf4CGOQBtQ4JAvjkCyMw+hZeP2KvenuvLspF4NF03DYzDitZuwWE5qmofx+NH8u5LohNwt8uUW/gPKdtukpuL0fPJl5/3FSU2R3YbLF4LA6cFhtJLjs5OT6+OeYn7/L8DywkpDGRwghhKiEvH512kdImDWNaLsZl92Kw3piLZPfh5ZzHNxH0bzuCqr0JDkZkJOR1wiZzOCMx2ZzUTXKSny0jRu61WTR1n9Yv+9ouV0O03VVV05ODmPHjqVjx45069aNWbNmFbntN998Q9++fUlNTWXo0KFs3LixAisVQgghKgeH1USNGDsNE6Ko5rLnzc3JOYaW/gda+i7I+Av0aHpO5fdBZhpa+i60o/vRvG6SakQxtl8rXhranr6ta2Ezh75N0fWMz5QpU9iwYQNvv/02Bw4cYNSoUdSpU4c+ffoEbbdt2zbuu+8+Jk6cSPv27Xnrrbe45ZZb+Oabb3A6nSXap6zq0p+mQXR0lGGvnUcSycI4JAvjqIxZmACXw0qs04LNYkYphZabBVmHwZujd3lnprzgPob5izuhQQeqtbmcYec04tIO9Vmwdi/wT8h2pdsZn6ysLD766CPGjRtHcnIyF1xwATfeeCNz5swpsO3PP/9Ms2bNGDhwIA0aNODee+8lLS2N7dvL98FsovxomtxCyigkC+OQLIzDKFmoAv8IZtY04qJsNEiIpprLhlVTkHkI7fB2OHagcjQ95M+pUnn/2PY12twb0RaOxpW1n8Ht64d0X7olu2XLFrxeL6mpqYGxDh06sHbt2gK3Cq9atSrbt29n5cqV+P1+5s2bh8vlokGDBiXer9EnrEUCpSAjI0OyMADJwjgkC+MwUhaZueD1+/F5gi9NWUwa1Vw2GiREERdlxez3oB3bn3cpKztdp2pLL8uTN3na6j3+7+DfG+HT29EWjg7pvnS71JWWlkZcXBw2my0wVq1aNXJycjhy5Ajx8fGB8X79+rF48WKuvPJKzGYzJpOJGTNmEBsbW/IdK4VSeecvtfz/UcHNdP74qV/0RY5rgZcuv3FVsOEvbLxSHFPgjX+zqPTHVETthj+mUzYIi2MqzrgRjyn/nUoF3lHpj6ms4zod08lZqBM38tPrmDw+WPd3LnbLIeIBm8NBFacVl90K+Mg5ngnZ/4A/N/9TUEAoZniU9LWLO65UXtOTdjid2EOrMPlygj8PmoY6vAPqlLr0AnRrfLKzs4OaHiDwtsfjCRpPT08nLS2N8ePH07ZtW95//33GjBnD/PnzSUhIKNF+M7MyyfHl/dtqteBwOHDnuMnN/XeZnt1mw2a34XZn4/X6AuMOhx2r1UpWVlbQWSmn04nFYiYzM/gvhLxrxCYyMjKCanC5XCjlJzMzKzCmaXnjXq+P7OzswLjJZCI6Oopcby5u97+nLC0WM06nE4/HQ85Jn6/KckwA3lwv7pzwOabKmlO+cDqmypxTRmZm2B0TVLKcsjIDWRjhmL7d5gW/l64WjehsC2npkObLRbmP5k0QJq9ByL9HzsmB/DvuD+o4NJMJjYIPYzWZTChAnTyugUkzoZRCnRy2pmHStGKP59dSYFx5iTu8mip7vibDe1J+Djs2q41s97+fx1DQlDq1J60YCxcu5PHHH+fnn38OjO3YsYN+/fqxbNkyqlatGhh/4IEHiIqK4tFHHwXygurbty+XXnopN998c7H25/P5WLNmDS+szMEjZ3z0PSalTvxwj86voPIfUxG1G/6YAlnk3agtLI6pOONGPKb8LKKjA48IqPTHVNZxvY7J/28WaPqe8bGaNC5KrsWlHeph1hS+g5vQVr6Fyio42Te/qTj1YDUKH88r8tQXKXxc0/IeT1HoeCFtRLHHlcLqPY5F5Ra5fS5W1qU8RLt27TCby35Hbd3O+NSsWZP09HS8Xi8WS14ZaWlpOBwOqlSpErTtxo0bueaaawJvm0wmWrZsyYEDB0q8X82koZ16f2/t1F+/J4YLG9RrvIgaSzpuiGPStMAv2sI3roTHFBisZDmdkkVYHFNxxo14TIV8X1T6YyrruF7HZCr8Z1RFH9M5TRK4+uyGxEfb4MgetO+fgqN7Ct9ZGNCK+ERqIb6xoW6NT1JSEhaLhTVr1tCxY0cAVq5cSUpKSuBSSL4aNWqwY8eOoLFdu3aRkpJSYfWK0FLKj1FWTUQ6ycI4JAvj0DOLenFOhndrQlLtKviz/kH79gnYv1KXWsKRbo2P0+lk4MCBTJgwgSeeeIK///6bWbNmMXnyZCDv7E9MTAwOh4MrrriC0aNH07p1a1JTU/noo484cOAAgwYNKvF+9bmwJ06mFGRmZp3+rI+oEJKFcUgWxqFXFk6rmcs71qdPci2U3wsr38G0/sOKK8CoQvx7W9cbGI4ZM4YJEyZw7bXX4nK5GDlyJBdeeCEA3bp1Y/LkyQwePJh+/fqRmZnJjBkzOHjwIElJSbz99tslntgshBBCGNFZjeMZ3q0JLrsF04EV8P1Txri7chjSbXJzRQtMbl7lITcijti4lMq7R4b8Zas/ycI4JAvjqMgsEqJt3NCtMR0axuPP+gfTd4/D4d/Ld6eVjFezsbb1uMo/uVlENvnBbhyShXFIFsZR3llowPlJNbn6nIZYNGD9x5hWvlW+OxVABDY++csGhX40Le8+F0J/koVxSBbGUd5ZVHfZubVHU5LrxKLS96B983DeM7VEoYpa7VVaEdf4CGPwen1YLGU/ZSnKTrIwDsnCOMori94tazCsS6O8szwr3kTbMDfk+wg3KsRnKyKu8YmMGU3GplTenbtlLoP+JAvjkCyMozyyiHVaGdGjGW3rV0Ud2Yv29bi8R02IMwunVV1CCCFEuGvfII4RPZvhtJhg9Ry0te/rXVJEk8ZHCCGEKAc2s4lh5zTi/FY18WelY/pyLBzdq3dZEU8aH6GLU+/OLfQjWRiHZGEcZc2iXpyTey9oQa0qDtjxP0w/PhuiykRZRVzjI6u69KdpeU87FvqTLIxDsjCOsmbRq2UNru/aGJPfi2nxRNj3WwirizyyqquspOnRn4Jcby5Wi7WIp/WJCiNZGIdkYRylzMJpNXPzeU04p2m1vGXqCx8ET0b51RkhQn2f5YhrfKTv0Z8C3O4cLC6r/HzXmWRhHJKFcZQmi/pxUdx/UQuquWyw8RO0314vzxJFGURc4yOEEEKE0rnNq3HzeU0x+XMxfzMe/lyjd0niNKTxEUIIIUrBata4tktjzk+qiTq6H23B/eA5rndZ4gyk8RG6kLvTGodkYRyShXGcKYuEaBv3XdiCRtWiYdu3aD+/UDGFiTKLuMZHVnXpT9PA6XTqXYZAsjASycI4zpRFUu0q3HdBIk6rCdOPz8HO/1VgdZFHVnWVlTQ9+lPg8Xiw2WyyekVvkoVxSBbGcZos+iTXYtg5jVCeTMyf3gfH9utTYwSRVV1lJH2P/hSQ4/Fgtdnk57vOJAvjkCyMo7AsrGaNG7s1pXuL6nBoG3z5APi9epYpSiniGh8hhBCiJKo6rTzQpyWNq0XDlgXw66t6lyTKQBofIYQQoghNq7t48KIWuOxmTD8+DzsX612SKKOIa3zkFLL+NMBqtUgWBiBZGIdkYRz5WXRrVo3bejRF8+Vg/uJeSP9D79JECERc44Os6tKfBg6HQ+8qBEgWRiJZGIamwbBuzRncvh7q2AG0z++G3Cy9y4pYsqqrrKTp0Z8Cd44bh90hp+D0JlkYh2RhCHaLidt7NqNTo3jU3t/QvntU75IinqzqKiPpe/SngNxcL3a7/HzXm2RhHJKF/uKibIzu25J6cVF4VryLbcMHJ27+JsJJxDU+QgghxKkaJUQzpm/LvEnM3z+JZ+NX2FwuvcsS5UAaHyGEEBGtY8M47uydiNnvwfzFPah//tC7JFGOIq7xkZOW+tMAu9ykzRAkC+OQLPTRv01trurcEJV5GNNnIwMPGbXZbDpXJspLxDU+sqrLADSw2eWHiiFIFsYhWVQos6Zxfbe8J6vz92a0L0cBfiBvFZHdbte3QBEQ6lVdppC+WiUQ4snhohSUguzsbMnCACQL45AsKo7TamZ0vyR6tawBvy/Ke/zEiaYH8lYRZWVnhXw1kSgdWdUlwoLX69O7BHGCZGEckkX5q+ayMaZvK2rF2jH99gZs+qTQ7XySRdiSxkcIIUREaFI9mtF9koi2apgXT4R9K/QuSehAGh8hhBBhr2PDOO46PxGTLwfz5/fC0b16lyR0EnGNj6yY0J8GOBx2ycIAJAvjkCzKT7+U2lxzdkNU5qETK7cyzvgxdodMbg5XEdf4yKouA9DAarXqXYUAycJIJIuQM2lwbZfGXJRcC/7egvblg5w8ibkomqZhs8oKO6OQVV1lJJP09acUZGZmSRYGIFkYh2QRWg6riQcvasmFrWrCjsXw5f0Up+mBvFVEmZmZsqrLIGRVlwgLfn/xfgCJ8idZGIdkERpxUTbG9G1J3Tgn2qq3Yf3HJX4NySJ8SeMjhBAibDRMiGJM3yRi7GbM30+GPUv1LkkYjDQ+QgghwkJq/arcc0EiZpWL+Yv7IX2n3iUJA4q4xkeTyc260zRwOp2EeL6aKAXJwjgki7K5KLkW13ZpBNnpmD69A3KOlf7FTmQhS+wMIsQ5RFzjI4zBYjHrXYI4QbIwDsmi5DQNhp3TiL6ta8OhbXmPn/B7y/aaaFgs8uvRKLQQdz6yqktUOKUgIyNDsjAAycI4JIuSy1+51Se5Fuz8Hr64p8xND+StIjqecVxWdRmErOoSYUF+nhiHZGEckkXxJUTbGNMvidqxDrTV78K6D0O7A8kibEnjI4QQolJpWt3FqD4t85659b9JsHeZ3iWJSkQaHyGEEJXG2U0SuL1nM0w+N+bP75NnbokSi7jGR1Z16U/TIDo6SlavGIBkYRySxelpwKUd6nFZh/r4jx/E9NmdkJtVbjuLio6SVV1GIau6RDjQtIibV29YkoVxSBaFs5lN3N6zGZ2bJMD+VZi+GV/u+zRJFmEr4pKVyYP6k9UrxiFZGIdkUbj4aBuPXdKajo3iYd3HUAFNDyeykKsDBhHiHOSMjxBCCENKrBnD/Re2INqmYV7yFOz+Se+SRBiQxkcIIYTh9GpZg+HdmqDlZmL67AGZxCxCRhofIYQQhmHWNIZ1acRFybVQ//yB9sW94PfoXZYIIxHX+MiqLv1pGrhcLlm9YgCShXFIFlDVaeXeC1rQrKYLdixG+/E5fQo5kYWs6jIIWdUlwoFSflnBYhCShXFEchb/zucxYfplKmz7Wtd6/MovK7vCVMSlKism9KcUZGZmSRYGIFkYRyRncVFyLR4ZkIzLlIP5izt1b3pQkJWZJVcHjEJWdQkhhAgHDquJm89tSpdm1eDwdljwoMznEeVOGh8hhBAVrn5cFPddmEj1GDts/AR+e13vkkSEkMZH6CKSJ3AajWRhHJGSRffE6tx4bhNM/lzM346HA2v0LqmgCMkiEkVc4yOruvSXv3pF6E+yMI5IyMJpNXNDt8ac27w66shetC8fAE+G3mUVoGkaMa4YvcsQJ2gh/osg4hofYQxerw+Lxax3GQLJwkjCOYsm1aO55/xE4qNtsGUB2q+v6l1SkRQKn9eH2WJGk1M/ulMhPlsRcY1PJK6YMBqlIDs7O+LvWWIEkoVxhGsWmgb929RhSKcG4M3BvGgcHFyvd1mnd1IW0vcYgKzqEkIIURlUj7Fze49mtKgVg3bod/h6HHjdepclIpw0PkIIIUKuR4vqXN+1MRZNof02EzZ9pndJQgDS+AidmEwRd+9Mw5IsjCMcsqjqtHLTeU3o0DAedXQ/2ldjIPsfvcsqsXDIQhQu4hofWdWlP02D6OgovcsQSBZGEg5ZdE+sznVdGmEzm2Ddx2ir3tK7pFLRNI3o6Gi9yxAnyKquspKmR38Kcr25WC1WmTioN8nCOCpxFtVcNm45rykp9aqijh1A++YROP6n3mWVmlIqkEWof+mKklMhXpWk67m8nJwcxo4dS8eOHenWrRuzZs0qctutW7cydOhQ2rRpw4ABA/j1119LtU/pe/SnALc7R7IwAMnCOCpjFmZNo3+bOjx3RTta1Y6BVe+izbu5Ujc9+XLcOXqXIMqJrmd8pkyZwoYNG3j77bc5cOAAo0aNok6dOvTp0ydou+PHj3PDDTfQq1cvnnzyST799FPuuOMOvv76axISEnSqXgghIlfLWjHcdG5T6lR1oP2zA76dWCnn8ojIo1vjk5WVxUcffcTMmTNJTk4mOTmZbdu2MWfOnAKNz/z584mKimLChAmYzWbuvPNOlixZwoYNG+jevbtORyCEEJEnLsrK0LMacl5idXyebLQlT8EfP+ldlhDFplvjs2XLFrxeL6mpqYGxDh06MH36dPx+f9CM+uXLl9O7d2/M5n/vaDp37twKrVeEVrjenbYykiyMw8hZ2Mwm+repzcDUupg1DXYsxvzjC4Bf79LKhdnAWYiy0a3xSUtLIy4uDpvNFhirVq0aOTk5HDlyhPj4+MD43r17adOmDQ8//DCLFy+mbt26jBo1ig4dOpRq3/nzpLT8/1HBc3/yx0+dT1XkuBb8uuUyrgrOTypsvLIck9PpzKuxGMdaWY6psubkcDjD7pjOOG7QY3I4nEHvN8IxmYAuzatxdeeGxEZZ0Q5vg8VPoLLS0NAKTjzNnwtcoJjCxzVNy3skQWHjhUxqLddxjcAjKpwnslBKhcUxVeacQk23xic7Ozuo6QECb3s8nqDxrKwsXnvtNYYNG8bMmTNZsGABw4cPZ+HChdSuXbtE+83MzCDHl/dvq9WCw+HAneMmN9cb2MZus2Gz23C7s/F6fYFxh8OO1WolKysLv//fv3KcTicWi5nMzIygHxrR0VFomomMjOCH8LlcLpTyk5mZFRjLf0Ch1+sjOzs7MG4ymYiOjiLXm4v7pMl2FosZp9OJx+Mh56TPV2U5JqvFgqZpuHPC55gqbU4nxr2+MDqmcMxJh2Pq0rwm13ZrRr34KHwZh8j+ZBL+fatOOiYLGZkZQb8Mo6KjMBVxTH7lJ+ukY0KDGFcMvkKPKZpcb27QJGOzxUyUMwqPxxP0e8JiteB0OHHnuPGedEw2mw273U62OxvfSTnZHXZsVlsROckxGe6Ysk+qJQQ0Fep1YsW0cOFCHn/8cX7++efA2I4dO+jXrx/Lli2jatWqgfE+ffpQvXp13n333cDYwIED6dOnD7feemux9ufz+VizZg0vrMzBo/I6SPkLVadjUoqMzExcruj8Cir/MRVRu+GPKZBF3vOhwuKYijNuxGPKzyI6Gs2k6XpMretWYehZDWhWIwafOwPzyjdRv39V4GAr+5mEos6O+P1+MjMziY6OzjvjEAbHVJlzysXKupSHaNeuXdCUl9LS7YxPzZo1SU9Px+v1YrHklZGWlobD4aBKlSpB21avXp0mTZoEjTVq1Ig//yzFkkmtkGftnvR1fcqmRb1ExY8XUWNJx41wTCpQmRaSYzXCMf07WLlyUqfsPRyOqVjjBjymQBYnbVTRx9S+QVUGt69PsxoufB43rHgT84a5J/ZZeDFFXoooYriwca2IIku6z1CPa5oWvE0YHFPBdxQ+XBmOqbR0a3ySkpKwWCysWbOGjh07ArBy5UpSUlIK3Cq8Xbt2/Pbbb0FjO3fupH///hVWrxBChCOzpnFWk3gGtatLg4RofJ4sWD0H89r39S5NiHKhW+PjdDoZOHAgEyZM4IknnuDvv/9m1qxZTJ48Gcg7+xMTE4PD4WDIkCHMnj2bl19+mYsvvphPPvmEvXv3cskll5R4v6HtG0VpaOTNM5As9CdZGEdFZxFtM9MrqSb9UmoTF2XD7z4Oy1/DLA8TBfLmo4jwpNscH8ib4DxhwgQWLVqEy+Vi+PDhXHfddQC0aNGCyZMnM3jwYCDvbNCkSZPYtm0bTZs2Zdy4cXTq1KnY+8qf4/Piag+e8Fx9KYQQZ9S4WjS9k2pyXvPqWMwa2rEDaKvehd1yLx5hTD6TnTXJY0M2x0fXxqciBRqfVR48EXHEBqbAnePGYXfIKTi9SRbGUY5ZOK1mujRN4IJWtWhULRqfz4f5743w63Q4uie0OwsDSqlAFvKsLv15NRtrW4+r/JOb9SI9j/4UkJvrxW6X37V6kyyMI9RZmDRoU68q5zWvTqfG8VhMGir7CKz5HPO6/4Lfe8bXiGTeXC/Y9a5ClIeIa3yEECJcaRok1apC5yYJdGmaQIzDii/Xg/nPVbB6Ntrh7XqXKITupPERQohKzGzSaFW7Cp0axXPOiWbH6/NhSd8Fv87D/McPepcohKFEXOMjp/P1p5F3l1jJQn+ShXGUJIsom5m29avSqWE8qQ3jcFrNeH3evGZn5ZdYtn1HuD5Dq6Kc+mQBET4irvHJv2Op0JEGNrv8UDEEycI4zpBF3apOUhvE0bFhHIk1YzCZNHy5OZgPb4ItC7DIE9JDRtM07HaZ4GMUYXMDQ71Exho2Y1MK3O7soIdjCn1IFsZxahZWs4nkOlUCzU6Cy47fr8B9BNMfS2DT55gPbdW77LCklCLbnY3T4ZRVXQYQ6sXnEdf4CGM4+cGOQl+ShXG4bGa6tahOp0bxtK1fFavZlPdYn2P7YPXPmDZ/Dp6MM7+QKDOffF+ELWl8hBBCR1WdVs4+sQqrec0YAPye7LyVWFsWYNn32xleQQhREtL4CCFEBcu/oWC35tVpWSsmb9ph9lFyNy/EuuUzzMf26V2iEGEr4hofuVqrPw1wOOyShQFIFhWreQ0XvZNq0qVpNaxmDeU+jrb9W7Q176My/gJvLlisRT+WXVQYu0MmN4erUjU+e/fupX79+qGupWLIqi79aWC1WvWuQoBkUQFMGpzdJIFBqfWoHx+Fz+fF/Nc6WPlW0A0FNU3DZpUVdkYgWRiLIVZ19enTh1atWvF///d/9O3bl5o1a4a0qPIkq7r0pxRkZWURFRUlf9jqTLIoPxaTxnmJ1RmUWpfqMQ782Udh5VuY18+jsHvsKKVOykLC0JNkYSyGWNX1448/8vXXX7Nw4UKeeeYZ2rVrR79+/ejTpw/x8fEhLVCEJ79fbq5mFJJF6J3VOJ5rz2lEfLQNlXkYlryMadeSM36cZGEckkX4KlXjEx8fz9ChQxk6dCiHDx9m0aJFLFmyhGeeeYbU1FT69+9Pnz59cDqdoa5XCCEMq16ck+u7Nia5Tiz+rCNo301G27dC77KEECcxlfUF0tLSSEtL4+DBg/j9fqKjo/nwww/p0aMHixYtCkWNQghhaBaTxtWdGzLl0ra0rBEFq+dg+vBqkKZHCMMp1RmfzZs389VXX/HVV1+xf/9+unTpwvXXX8/5559PdHQ0AK+88goPP/wwF154YUgLLitNJjfrTtPA6ZQ7BRuBZFF2dao6ufv8ROrFOTHtXwXfTwavu+QvdCILWWJnAJKFsYQ4h1I1PoMHD6Zjx45cd9119OnTh7i4uALbdOjQgb1795a5QBGeLBaz3iWIEySL0uvVsgbXd22MSfkwLXkKyvC8LA0NiyXi7jBiSJKFsWgh7nxKleyTTz5Jv379CiyD9Xg8/PDDD5x//vl07tyZzp07h6TIUJJVXfpTCjIzM4iOdsmZBp1JFqVjMWnc0r0p5zavjkrfg/bVaMg5VqbXVEqRkZmBK9olK4l0JlkYS6hXdZVqjs/o0aM5fvx4gfFt27Zx7733lrkoEf6kATUOyaJkomxmxvZLomuzarDpM7RPR5S56QmQLIxDsghbxT7j89577zFx4kQ0TUMpRdeuXQvdrkuXLiErTgghjCQh2sbYfknUinVg+nU6bF2gd0lCiBIqduNz5ZVX0rx5c/x+P9deey0vvfQSsbGxgfdrmobT6SQxMbFcChVCCD3Vi3Py0P+1IsZuwrx4oqzYEqKSKtEcn06dOgHw3XffUadOnUp57VNWdelP0yA6Wu4UbASSRfHUjnXwyIBkosx+zF/cDel/hH4nGkRFR8lKIiOQLIxFr1VdY8aMYdy4cbhcLqZOnXrabSdPnlzmwkR407Qy30JKhIhkcXoJ0TbG908myqIwf3onHN9fbvsySRaGIVmEr4hLViZy6k8pyMjIkCwMQLI4vVinlfEDkqliN2Fe+GC5Nj2cyELOSBuAZGEsIc6h2Gd8Tj6LI2d0hBDhLtpm5qH/a0W1aCvmRWPhpCepCyEqr1Kd8cnMzOSZZ55h586d+P1+HnzwQdq1a8eVV17J/v3l+BeREEJUAJMG91zQgjpVHZi/fwL+2qh3SUKIEClV4zNhwgSWLFmCpml8/vnnLFq0iCeeeIJq1arx6KOPhrpGIYSoUEM6NSC5ThXMK2bB3mV6lyOECKFS3bl5yZIlvPPOOzRu3Jinn36anj170q9fP1q1asWgQYNCXWNIyaou/WkauFxyp2AjkCwKOqdJAhe3qwt7foVNn1Tcjk9kISuJDECyMJYQ51CqMz5KKaxWK263m6VLl9K9e3cAjh49SlRUVEgLFOFJKb/eJYgTJIt/NYiP4rYezVDHD8Lixyt8/37JwjAki/BVqjM+Z599Ng8//DBRUVGYTCbOP/98li5dymOPPUavXr1CXWNIyeoV/eU9HypLzjQYgGTxr2i7hQcuaolZ5aJ9fk/FF6Ag60QWcqZBZ5KFsYT493apzvg88cQTtGrVCpvNxrRp03C5XGzdupXu3bszbty40FYohBAV4JbzmhAfbcX8zXjwFHwWoRAiPJTqjE9MTAwPPfRQ0Nh1110XinqEEKLCndu8Gmc1ToAN8+BvWcElRDgrVeOTm5vLJ598wvr16/F6vQUeGS/3+RFnEumXVYwk0rOo5rIxvFsT1LE/0VbM0reYCM/CUCSLsFWqxmfcuHEsWrSIc889N+8aaCUiq7r0l7+SSOgv0rPQgNt7NsdqUmhfjda3Fk0jxhWjaw0ij2RhLKF+LmipGp9vvvmGadOm0bVr15AWIyKH1+vDYjHrXYYgsrPol1KbpNpVYPlMyDqsay0Khc/rw2wxo8npBl1JFsaiQny2olSTm2NiYqhZs2ZIC6kosqpLf0pBdna2ZGEAkZxFvTgnQzs3gEPbYNOnepcDJ7KQM9IGIFkYixFWdd12221MmjSJHTt24PV6Q1uREEKUMw245bymaH4ffC0rUYWIJKW61DVz5kz+/vtv+vfvX+j7N2/eXKaihBCiPPVqWYPmNWNg2QzIzdK7HCFEBSpV4/Pkk0+Gug4RYUymUp1sFOUg0rKIdVq5+uyGqKP70TZ/rnc5QSItCyOTLMJXqRqfs846C4CMjAz27NlDs2bN8Hg8lWJ1iKzq0p+mQXS0PNrECCIxi2vPaYTNbEL7doLepQTRNI3o6Gi9yxBIFkYT6lVdpWppPR4PDz30EGeddRaXXXYZf/31F6NHj2b48OEcPXo0pAWGnDQ9+lN594KSLAwgwrJoUzeWLs2qYd7+NRz/U+9ygiil8OR6CtwXTVQ8ycJYQp1DqRqfKVOmsH37dubPn4/dbgdg5MiRpKen8/jjFf9gv5KQL2P9KcDtzpEsDCCSsrCaTdx0XlN87gxYOk3vcgqV487RuwRxgmQRvkrV+CxatIhx48bRokWLwFiLFi147LHH+OGHH0JWnBBChMqAtnVIcNkw/yBzFIWIZKVqfDIzM3E6nQXG/X4/Pp+vzEUJIUQoJUTbGJRaF1PaVjiwRu9yhBA6KlXj06tXL5577jkyMjICY3v37uXxxx+ne/fuIStOhK9IvVOwEUVCFld1bogJBYsn6V3KaZkjIIvKQrIIX6VqfMaPH4/FYqFz585kZ2dz6aWXcsEFF1ClShUefvjhUNcYUpH+QEYj0DRwOp2ShQFEQhYta8XkTWje8S240/Uup0iaphHljAr5ChZRcpKFsRjiWV1Hjhxh0KBBJCcn06JFC3bv3s25555LkyZNQlpcuYiEWZxGp/JWBtpsNnkCst7CPAtNg+u7NsbncWP+xZgTmvMppQJZyC9cfUkWxhLqVV0lanyWLl3K5MmT2bZtW1Ahmqbx+eefM3r0aDp27BjSAkNN+h79KSDH48Fqs4Xj79pKJdyz6JFYg4YJ0fDzy4Bf73LOKNCECt1JFuGr2Je6fvrpJ2688UZatmzJu+++y6+//srGjRtZtmwZb731Fk2aNOH6669n9erV5VmvEEIUi9Nq5qrODVDHDsK2r/UuRwhhEMU+4zNt2jSuu+46HnjggaDx2NhYOnfuTOfOnYmNjeXVV1/ltddeC3mhQghREgNT6xJls6B9I8vXhRD/KvYZny1btjBo0KDTbnP55ZezadOmMhdVnsLxdH5lowFWq0WyMIBwzaK6y87/pdTG9PcGOLxd73KKzWIt1bRLUQ4ki/BV7GTdbjexsbGn3SYuLo5//vmnzEWVK3lWl/40cDgcelchIGyzGHJWAzQUfP+U3qUUm6ZpOB0F748mKp5kYSy6PatLKXXGp9Vqmmb8Z5sYvLyIoPIaacnCAMIwi6bVXXRtVg3zru/BfUTvcopNKUW2O9v4P0MjgGRhLLqu6lq4cOFpn8B+/PjxMhdU3uTLWH8KyM31YrfLpUe9hWMW157TCF+uB/MvL+tdSol5c71g17sKAZJFOCt241OnTh1mzZp1xu1q165dpoKEEKK0OjWKJ7FWDKx8B/xevcsRQhhQsRufxYsXl2cdQghRJmaTxtVnN8SffRTT+g/1LkcIYVClemRFZRYup/MrMw2wh+kN8yqbcMri/KSa1IixY1o6Ve9SSk1umGcckkX4irz1erKqS38a2OzyQ8UQwiSLKJuZKzrWh6P7YM9SvcspFU3TsNtlUokRSBbGotuqrnAhk/T1pxRkZ2dLFgYQLlkMbFcXp9WMtuRpvUspNaUUWdlZspLIACQLYwl1DhHX+Ahj8Hp9epcgTqjsWVRz2eiXf7PC9J16l1MmvkqeRTiRLMKXND5CiEptSKfKd7NCIYR+pPERQlRaTapF0615dcy7llSqmxUKIfSja+OTk5PD2LFj6dixI926dSvWfYL27dtHamoqy5YtK9U+w2H1SmWnAQ6HXbIwgMqexTUnblbILy/pXUpI2B0yodYoJIvwpeuqrilTprBhwwbefvttDhw4wKhRo6hTpw59+vQp8mMmTJhAVlZW6Xcqq7r0p4HVatW7CgGVOouODeNIql0FVr0bFjcr1DQNm7Xyr7ALB5KFsYR6VZdujU9WVhYfffQRM2fOJDk5meTkZLZt28acOXOKbHw+++wzMjMzy7RfmaSvP6Xy8o+KiiLEX8+ihCprFhaTxrVdGuXdrHDdB3qXExJKqZOyqERhhCHJwljCZlXXli1b8Hq9pKamBsY6dOjA2rVr8fv9BbZPT0/n6aefZuLEiRVZpignhWUs9FEZs7gouRbVXHZMYXKJK19lzCJcSRbhS7czPmlpacTFxQXdHbNatWrk5ORw5MgR4uPjg7Z/8sknGTRoEM2bNy/bjpVCqbwOXsv/HxV89St//NQms8hxLfDS5TeuCl6hK2y8UhxT4I1/s6j0x1RE7YY/plM2qAzH5LJbuLxjfUj/A7Xn138n7hXYXkMVUrymaYX+BVmu4xpoFD6eX3v++5RSYXNMxRk38jEF3h9Gx3Sm2ivFMZWRbo1PdnZ2gVuC57/t8XiCxn/55RdWrlzJF198Ueb9ZmZlknPi9gxWqwWHw4E7x01u7r9zBOw2Gza7Dbc7O+geJw6HHavVSlZWVtBfA06nE4vFTGZmRtAP6+joKDTNREZGRlANLpcLpfxkZv47V0nT8sa9Xh/Z2dmBcZPJRHR0FLneXNzunMC4xWLG6XTi8XjIOenzVVmOCfKefuzOCZ9jqqw55assx3R5h7pYzRqZXzyEysjA5XLhV36yTj4mDWJcMfgKPaZocr255Jx0TGaLmShnFB6PJ+jnj8Vqwelw4s5x5z2t+wSbzYbdbifbnR10vxe7w47NaivimCxkZGYE/eKIio7CdEpOmZmZYXdMQKU6psyszEAW4XJMlTmnbPe/+wwF3Rofu91eoMHJf9vhcATG3G4348eP55FHHgkaL63o6Gis/pPO+AAOu4OT704eGHc4gz42fzwqKip4XMt/bVeh4y5XwXFNMxUYh7xfKoWNWy1WLK6Ck1BtNhvWkxrIynFMCp/Pj9lsxlXIxNrKeUx5Kl9OCp/Ph6ZVjmOqHxfFBcm10fb8SrTvCLhcoIGpiJzMpzkmaxHHVNgzmhx2BxSyyMd5yjHlO/WY8g/WdcoxcVJOCvD5vJjNlrA5plPHK8sxRUe7AlloJ41X5mOqzDk5nVGFjpeWbo1PzZo1SU9Px+v1YrHklZGWlobD4aBKlSqB7datW8fevXu58847gz7+pptuYuDAgSWe86NpWsFJnNq/P4SDty3qNXQYL6LGko4b45g0LBZz4RvmvbsSHlP+YGXLSQt8/xW5vYGO6doujVA+L6Yfny24QSHba0UUU9SEVb3G88s0WawFxgtuWnmOqbjjRjsmk6YVzCKv0MJVgmOqzDmZiqq9lHRrfJKSkrBYLKxZs4aOHTsCsHLlSlJSUgKXQgDatGnDokWLgj72wgsv5PHHH6dr164l3q+s6tKfUpCZmUF0tKvIX3qiYlSmLM5qHE/rurGw5j3wuvUuJ+SUUmRkZuCKdhX9S0pUCMnCWMJmjo/T6WTgwIFMmDCBJ554gr///ptZs2YxefJkIO/sT0xMDA6Hg4YNGxb4+Jo1a5KQkFDRZYsQkQbUOCpDFnaLieu7NsaflY5pzXt6l1N+KkEWEUOyCFu63rl5zJgxJCcnc+211/Loo48ycuRILrzwQgC6devGl19+qWd5QgiDGNy+HrEOK6bvn9S7FCFEJafrnZudTidPPfUUTz1V8OGCW7duLfLjTvc+IUR4qVPVSf82dTAdXAd/b9S7HCFEJRdxDymVy7X607T8pcl6VyIqQxY3dmsMfh/8b5LepZQvLW+JcZGTTUXFkSyMJcQ5RFzjI4xB0+RLzyiMnMU5TRNoVScW87r3ILcMz+irJEwGziLSSBbhK+KSrQwTOcOdUpCRkSFZGICRs4i2W7i+S2P8mYdh3Yd6l1P+TmQhk2oNQLIwlhDnEHGNjxCicrj2nEZE282YFj+mdylCiDAijY8QwnBS61flvMTqmHd8B4e3612OECKMSOMjhDAUp9XMLd2b4s8+Cj+/qHc5QogwE3GNj5FXr0SK/Ad9Shb6M2IW15zTiBiHBdN3JXscTaV3IgtZSWQAkoWxyKouEQ6U8p95I1EhjJRFm7qx9GpZA/OuJXAo8u7X5TdQFpFOsghfEdf4GHH1SqTJez5UlmRhAEbKwmW3cFvPZvjdx+HHZ/Uup+IpyMrMkpVERiBZGEuIc9D1zs1CCJHv9p7NqGK3YPryQb1LEUKEsYg74yOEMJ6+rWuR2iAO8/r/yiouIUS5ksZH6MJIk2kjnd5ZNKkWzdVnN4JD2yGcn7xeHPJ9YRySRdiKuEtdmoZct9VZ/koioT+9s3BazdxzQQvw5sBXo3Wrwwg0TSPGFaN3GQLJwmi0EP91Jmd8hC68Xp/eJYgT9MpCA27r0ZT4aCvmxY+C161LHUahUHi9XpT8ZaY7ycJYQp1DxDU+Rli9EumUguzsbMnCAPTM4vKO9TmrcQLmDfPg4PqKL8BoTmQhv2sNQLIwFnlWlxCisuvWrBqD29eDfStg1Vt6lyOEiCDS+AghKlRizRhu7dEUdXQ/fDtB73KEEBFGGh+hC5NJvvSMoiKzqB5j58E+LTHlZqF9fleF7beykO8L45Aswpes6hIVTtMgOjpK7zIEFZtFXJSN8f1b4TSD6dP7In4y86k0TSM6OlrvMgSShdHIqq6ykqZHfwpyc3MlCyOooCxinVYeGdCK+Cgr5kXj4Pj+8t1hJaSUwpPrQcmsf91JFsYS6hwirvGRL2P9KcDtzpEsDKAisohxWHhkQDLVXTbM3zwMf28sx71VbjnuHL1LECdIFuEr4hofIUTFcdktjO+fTM0YG+bFE+HgOr1LEkJEuIib4yOEqBjVXDbG9mtFzRg75u8nwf6VepckhBDS+Ah9WCxmvUsQJ5RHFg0TohjbrxUum4b5uwlwYFXI9xGOzPJ9YRiSRfiKuMZHVnXpT9PA6XTqXYagfLJoUzeW+y5qgcWfi/mL+yB9d0hfP1xpmkaUU1Y7GoFkYSyhXtUVcY2PND0GoMDj8WCz2eQJyHoLcRYXtKrJdV0ao7mPYvrsDnAfKfuLRgilVCCLUP+gFyUjWRhLqFd1RVzjI32P/hSQ4/Fgtdmk79FZqLJwWE3cfG5TujSrhvpnF9oX94DfG6oyI0agCRW6kyzCV8Q1PkKI0KofF8X9F7WgmssOGz9F+22m3iUJIUSRpPERQpSKRt6lrWvOaYTJ78X87cNwYI3eZQkhxGlFXOMjl1b0pwFWq0WyMIDSZlGzioPbujelZe0qqPTdaAtHgSejPEqMKBZrxP1INizJInxFXrKyqkt/GjgcDr2rEFDiLDQN+iTX4srODTEpPyx/HW3TJ+VXXwTRNA2nQ1Y7GoFkYSyyqquspOnRnwJ3jhuH3SGn4PRWgiwSa8YwvFtjGiZEw+Gd8M14WbUVQkqpQBaykkhfkoWxyKquMpK+R38KyM31YrdL36O34mQRF2Xjqs4N6Na8Oj6PG35+EbZ9U5FlRgxvrhfselchQLIIZxHX+AghisdpNfN/bWpzcds6mDUNtn2D+eeXAb/epQkhRKlJ4yOECGIxaVzQqiaXdqhPlM2M6dDv8P2TkJmmd2lCCFFmEdf4yKUV/WmAXW5eaAgnZ2HWNM5LrM5lHeoRH22Do/vQFj0Lh7frXWbEkBvmGYdkEb4irvGRVV0GoIHNLj9UDEEDp8MeaHgSXHZUxiG076bCvhV6VxdRNE3DbpdJJUYgWRiLrOoqoxBPDheloBS43dk4HE5kwYR+LCaN7onVGdS+HtVcdvwZabD4NbQ9S/UuLSIppch2Z+N0OGUlkc4kC2ORVV0iLHi9Pr1LiFh2i4neSTW5pG0dqjit+I//jVo8E9OeX/UuLeL55PvCMCSL8CWNjxARIspm5sLkWvRvU4domxmO/wmLXiXr9x9wuVzI6TchRCSQxkeIMBfrtNK3dW36tK6FzWLCdGQPfPcK/L0x5KeQhRDC6CKu8ZG/afWnAQ6HXbIoZwnRNga0rUPvpJqYNDAf3ga/vAzpfwRtZ3fIJE6jkCyMQ7IIXxHX+MiqLgPQwGq16l1F2Kod6+CSdnU5t3l1QGH+az38/BJk/FVgW03TsFllhZ0RSBbGIVkYi6zqKiM5s68/pSArK4uoqCiZVhJC9eOiGNy+Lmc3ScDv92PetzzvDM9pnqellDopCwlDT5KFcUgWxiKrukRY8PvlsQeh0rhaNJe2r0fHRvH4fF60XUswL30FcrOK9fGShXFIFsYhWYQvaXyEqKSaVndxWYd6pDaIw+fNhd+/xvzrDPB79C5NCCEMSxofISqZZtVdXN6xPm3rV81reDZ/gfm318Hv1bs0IYQwvIhrfDSZ3Kw7TQOnU+7aXFJNqkVzRaf6tKsfhy/XA5s+w7xiVtkanhNZyBI7A5AsjEOyMJYQ5xBxjY8wBovFrHcJlUbDhCiu6FifDg3j887whKLhOUFDw2KRHwNGIFkYh2RhLFqIO5+IS1ZWdelPKcjMzCA62iVnfU6jTlUn/+lYn85NEvIani0LMC+fGdJLWkopMjIzcEW7ZPWKziQL45AsjEVWdYmwIA1o0WrE2LmsQ326Na+G8vvg90WYf32l/ObwSBbGIVkYh2QRtqTxEcIgqjqtDG5fj95JNUH5Me36Ie8+PF633qUJIUTYkMZHCJ1F28xc3K4u/VJq5z1aYv9v8OPz4Dmud2lCCBF2Iq7xkVVd+tM0iI6WuzbbzCb6tK7FoNS62CxmzGmbYMkUyDpccUVoEBUdJatXjECyMA7JwlhkVZcIB5pm0rsE3Zg1jR4tq3NFxwbEOCyY0v+AJU/D0T261GOK4CyMRrIwDskifEVc4yOTavWnFGRkZOByRd6qrs6N47myc0NqVnGgjh9E++p5+GujfgWdlIX8daszycI4JAtjCfHv7YhrfITQQ6vaVbj67IY0qe7Cn30Uvn8B7Y+f9C5LCCEijjQ+QpSjBvFRXNW5Yd7jJTxuWD4T06ZP9S5LCCEiljQ+QpSD6i47l3esz7nNq+H3eWHDfMwr3tC7LCGEiHgR1/jIqi79aRphO78nxm5hYGpdLmpdC00ptF1LMP/0knGfmH4iC5nHYACShXFIFsYiq7pEOFDKH1Yru+wWE31b12Zgal2sZg3zX+vzVmq5j+hd2hn5lV9WsBiEZGEckkX4irjGR1Z16S/vWV1ZYXHWp8DS9H925t2L59h+vUsrHgVZJ7KQv251JlkYh2RhLCH+va1rO5uTk8PYsWPp2LEj3bp1Y9asWUVu+/3333PJJZeQmprKgAED+O677yqwUiGCacDZTRJ47j/tuLFbE6p4D2NaOBo+v6vyND1CCBGBdD3jM2XKFDZs2MDbb7/NgQMHGDVqFHXq1KFPnz5B223ZsoU77riDBx98kO7du/PTTz9x11138fHHH9OyZUudqheRqk3dWK7s3JBG1aLxZx9F+/4F2C1L04UQojLQrfHJysrio48+YubMmSQnJ5OcnMy2bduYM2dOgcbniy++4Oyzz2bYsGEANGzYkMWLF7Nw4UJpfCqpyniJq1l1F1d2bkCrOrH4PNmwbAamzZ/rXVbZVcIswpZkYRySRdjSrfHZsmULXq+X1NTUwFiHDh2YPn06fr8fk+nfq3CDBg0iNze3wGscP17yhzjKqi795a/qqizqxTkZ0qkBHRvF48v1wNr/Yl49W++yQkLTNGJcMXqXIZAsjESyMBYtxH8p69b4pKWlERcXh81mC4xVq1aNnJwcjhw5Qnx8fGC8adOmQR+7bds2li5dypAhQ0q8X6UUSuV9ErX8/1HBvVD++KkToYsc1/JfuxzHVcF+rbDxynFMCp/Pj9ls5lRGOqbasQ4u71ifLk0T8Pt8qC1fYlo2A5QPVUggmqahCpk9X67jGmgUPp53UKe+SPC4Anw+LxaLpdDtK+MxBb12JcopPwuz2fLvGdFKfkzFGTfiMfmV+jeLMDmmypyTP8SrknRrfLKzs4OaHiDwtsdT9D1P/vnnH0aOHEn79u3p3bt3ifebmZlJji/v31arBYfDgTvHTW6uN7CN3WbDZrfhdmfj9foC4w6HHavVSlZWFn6/PzDudDqxWMxkZmYE/fLMewK5iYyMjKAaXC4XSvnJzMwKjOWfBfF6fWRnZwfGTSYT0dFR5HpzcbtzAuMWixmn04nH4yHnpM9XZTkmv9+Pw27HnWO8Y6oZ6+TKLk3p1bIWSvnxbv0G9/+eBq8HNIhxxeArNKdocr255JyUk9liJsoZhcfjCfq6tlgtOB1O3DluvCcdk81mw263k+3OxnfSMdkddmxWWxHHZCEjMyPoB1JUdBSmInLyKz9ZJ+WUP+7zhdExhWNOckwVdkyZYXhMlTmn7Ozgn1dlpanCWqwKsHDhQh5//HF+/vnnwNiOHTvo168fy5Yto2rVqgU+5tChQ1x//fV4PB7ef//9oLNCZ+Lz+VizZg0vrMzBI2d89D0mpcjIzMTlis6vwBDHFBdlY3BqXXol1QSlMO1bBj89B56sU7YPn7/mlFJkZmb+u2w3DI4p6LUrUU75WURHR6OZtMB4ZT6m4owb8Zj8fv+/WWhaWBxTZc4pFyvrUh6iXbt2hV4pKCndzvjUrFmT9PR0vN5/T7OnpaXhcDioUqVKge3/+uuvwOTmd955p0RNTxBNKzhn7aSv61M2LeolKn68iBpLOm6EY1KByrSQHGtZa4yLsnFJuzqc36ommgLzgRXw4/OQc6zIF9KKKKaoa9F6jRc5QbOw2uWYDHFMmqYR+CkVJsd0pnGjHpOmacHbhMExFXxH4cOV4ZhKS7fGJykpCYvFwpo1a+jYsSMAK1euJCUlJWhiM+StALvxxhsxmUy88847VK9eXY+SRQidmrEeEqJtXNyuLr2TaqAB5oPr4IdnwZ2ud2kVyghZiDyShXFIFuFLt8bH6XQycOBAJkyYwBNPPMHff//NrFmzmDx5MpB39icmJgaHw8GMGTPYs2cP7777buB9AA6Hg5iYks28z7+UIvSjaXnzavRS3WVnQNs69Ao0PGvzzvBk/6NbTXrRNI3o6Gi9yxBIFkYiWRhL2JzxARgzZgwTJkzg2muvxeVyMXLkSC688EIAunXrxuTJkxk8eDBff/01brebyy+/POjjBw0axJNPPlmynUrToz8Fud5crBZr0adZy0HtWAeXtKvLuc2rg1KY/1wNP74QcWd4TqaUCmQR6h8uomQkC+OQLIwl1FORdZvcXNECk5tXeciNiCM2LqUgIyOjwp7V1TAhikva1uXspgkovx/zvuXwy8v/zuGJYEqpk7KQH/B6kiyMQ7IwFq9mY23rcZV/crMQ5S2pdhUGtqtL2/pV8Xm9mHb9AEunQW5ol0YKIYSoPKTxEWFF06BTo3gubluXZjVceXda3vwF5t9eB7/3zC8ghBAirEnjI3RhsZT9dOXJbGYT3ROrM6BtHWpUceDLyYDVczCvfT+k+wlH5hBnIUpPsjAOySJ8RVzjI6u69Kdpeav6QiEuysqFybW4qFUtnDYzKjMNfngF887FIXn9cKdpGlFO/VbYiX9JFsYhWRhLWK3q0oU0PfpTeY8lsdlspV7V1aRaNH1TatOlaTVAYU7fCctmov29MaSlhjulVCALmcSpL8nCOCQLYwn1GqyIa3yk79GfAnI8Hqw2W4n6HrNJ4+zGCfRLqU3TGi58Xi/mvb/Cr69G5D14QiXQhArdSRbGIVmEr4hrfETlEx9to1fLGlzYqhZVnFZ87uOw9oO8+TsyYVkIIUQJSOMjDEkDkuvGclFyLTo0iEOhMB/dC7+8g3nvMr3LE0IIUUlFXOMjV2v1pwFWq6XQLGKdVronVueCVjWpHuPAl+vB9McSWP5GRN9huTxZrBH3Y8CwJAvjkCzCV+QlK6u69KflPWct8KYGbetVpVeLGnRoFI8GaBl/wtJPMG/9Ur86I4CmaTgdoVlhJ8pGsjAOycJYZFVXWUnToz8F7hw3DavH0r1FDXq1rEHVKBu+XA/mPb/AilmQ8ZfeVUYEpRTuHDcOu0NWr+hMsjAOycJYZFVXGUnfoy+n1czZTRLo0aI6LWpVwef3583dWTFX7r2jE2+uF+x6VyFAsjASySJ8RVzjIyqeWdNIqRfLec2r06lxPBaThs99DLX5C8yr54DnuN4lCiGEiBDS+Ihy06yGi27NqtGteXVcdkvepaw/V6NWvUP27jW4XC4q5PHsQgghxAkR1/jIr9ny1SA+ii5Nq3Fu82okuOz4fD7M6Ttg6TzMf/yUt5FScmMwA5EsjEOyMA7JInxFXOMjq7pCr35cFGc3SaBrswRqxTrz5u0c2wfLF2He8kWBmwxqmobdLhfPjUCyMA7JwjgkC2ORVV1lFOLJ4RGrUUI0ZzWOp0vTatSKdeDz+zFlHITV8zBvnA9ed5Efq5Qi252N0+GUFRM6kyyMQ7IwDsnCWGRVl9CFSYPEmjF0ahTPOU0TiI+25zU7x/+E1d+fsdk5lc/rK8dqRUlIFsYhWRiHZBG+pPERRbJbTLSpV5WODePp2CiOaLslb87O0b2w6TvMmxeA36N3mUIIIUSxSeMjgtSIsZPaII4ODeNoVacKFpMJb64HS/o2+P1rzNsXA369yxRCCCFKJeIaH7laG8xqNpFUO4Z29avSvkE8tWId+JUC93FMe36FLZ9jObg+5Pu1O2TioFFIFsYhWRiHZBG+Iq7xkVVdeUvOU+rG0rZ+VZJqV8FqNuH1+rBkHID1yzBt/LRcHwiqaRo2qywVNQLJwjgkC+OQLIxFVnWVUSSu6qpZxUFynSok14mlTb1YYhxW/H4FOccw7f8Nfv8Ky77fKqwepRRZWVlERUXJigmdSRbGIVkYh2RhLLKqS5xR7VgHLWtVIal2FVLqxhIXbUMphT/XjfnIdlj3M6ZtiyA3S7ca/X6ZJ2QUkoVxSBbGIVmEL2l8KjmzSaNRQjQtasXQomYMSbWrUMVpRSmFLzcHy7HdsO03tN+/xpx1WO9yhRBCCF1J41PJVHPZaFYjhmY1XCTWjKFxtWisZhN+v0LlZmE+uh02/4a27Vss2f/oXa4QQghhKBHX+GiVaHJzQrSNRtWiaVLNRdMa0TSr7sLlsALg9Xoxu/9B278R9vyK6Y+fSnQDQV1p4HQ6ZYmdEUgWxiFZGIdkYSwhziHiGh8jsltM1I+Lon583n+Nq0XTMCGKKFtePD6fH81zDNORrfDXRvjjByzpu3WuuvQ0NCwW+dIzAsnCOCQL45AsjEULcecTccnqtapLA6pG2agV66BOrIO6cU7qVo2iXpyTBJf9RG0Kn8+LOecI2qEd8Pdm2Lsc8+Ht+hRdTpRSZGRm4Ip2yYoJnUkWxiFZGIdkYSyyqsvAYuwW4l02qrns1IixUz3GTvWYvEanRhUHVrMJOKnB8RxHy/wD9u+EgxvQ9q/C4jmu70FUlEpyuTEiSBbGIVkYh2QRtqTxOQ2b2US03UyUzUKMw0KMw4rLbiHWaSU2ykpVp5X4aBsJ0TaqRtmwnGhsAPx+hd/nxeTNwuROg30HIH0XHPod7eAGLJVlPo4QQggRRiKu8bn5vCaYzGbMJg2LScNqNmGzmHBYTTgsZuxWE3aLGYc1b5tTKaXyVlD5vZh8OZhyM8F9EA6nwfE/4eg+OLwNU/puTIXsXwghhBD6ibjGp3N9J2aTCU350fCh+b2gfODLBW8O5OSANxtyMsCTAe6jkH0EMv6CYwfRMv/C7PfqfRiVmwZR0VGyYsIIJAvjkCyMQ7IwFlnVVTamj6/D7PfoXUbEM2lyPswoJAvjkCyMQ7IIX5GXrExY05+CjIwMycIIJAvjkCyMQ7IwlhDnEHmNjxBCCCEiljQ+QgghhIgY0vgIIYQQImJEXuMjs/T1p4HL5ZIsjECyMA7JwjgkC2MJcQ6R1/gIQ/Arv94liBMkC+OQLIxDsghfkdf4yCx9/SnIysySLIxAsjAOycI4JAtjkVVdQgghhBClI42PEEIIISKGND5CHzJp0DgkC+OQLIxDsghbEffICk3T5LqtzjRNI8YVo3cZAsnCSCQL45AsjEXTQtuFRtwZHyVdj+4UCq/XK1kYgGRhHJKFcUgWxhLqHCKu8ZGvYwNQkJ2dLVkYgWRhHJKFcUgWxiKruoQQQgghSkcaHyGEEEJEDGl8hC5MJvnSMwrJwjgkC+OQLMKXrOoSFU7TNKKjo/UuQyBZGIlkYRyShbHIqq4yUkq6Hr0ppfDkeiQLA5AsjEOyMA7JwlhCnUPENT7CGHLcOXqXIE6QLIxDsjAOySJ8SeMjhBBCiIghjY8QQgghIoY0PkIXZotZ7xLECZKFcUgWxiFZhC9Z1SUqnKZpRDmj9C5DIFkYiWRhHJKFsciqrjKSWfr6U0qRk5MjWRiAZGEckoVxSBbGIqu6RFjweDx6lyBOkCyMQ7IwDskifEnjI4QQQoiIIY2PEEIIISKGND5CFxZrxM2rNyzJwjgkC+OQLMKXro1PTk4OY8eOpWPHjnTr1o1Zs2YVue2mTZu4/PLLadu2LZdeeikbNmwo1T5DPTtclJymaTgdTsnCACQL45AsjEOyMJawWtU1ZcoUNmzYwNtvv80jjzzC1KlT+eqrrwpsl5WVxc0330zHjh2ZN28eqamp3HLLLWRlZZV4nzJLX39KKbLd2ZKFAUgWxiFZGIdkYSxhs6orKyuLjz76iHHjxpGcnMwFF1zAjTfeyJw5cwps++WXX2K323nwwQdp2rQp48aNIzo6utAmSVQO3lyv3iWIEyQL45AsjEOyCF+6NT5btmzB6/WSmpoaGOvQoQNr167F7/cHbbt27Vo6dOgQON2laRrt27dnzZo1FVmyEEIIISo53WZvpaWlERcXh81mC4xVq1aNnJwcjhw5Qnx8fNC2zZo1C/r4hIQEtm3bVuz95Z8q8/1nNpj/vRW5RuE3cg7VeEmUdy1GOianUvgKuW5bmY/JaOPFVVQWoaxFcireMZ0uCz1rjMSczpTF6ehde3HHS0LP2n0+H2zcHLJLXro1PtnZ2UFNDxB4+9QbRxW1bUluMJV/FmnDxs2lKVcIIYQQOjr1alBp6db42O32Ao1L/tsOh6NY25663elYLBZSUlIwmUwyU18IIYSoJJRS+P1+LJbQtCy6NT41a9YkPT0dr9cbOJi0tDQcDgdVqlQpsO2hQ4eCxg4dOkSNGjWKvT+TyVTgrJEQQgghIotuk5uTkpKwWCxBE5RXrlwZOCtzsrZt27J69erA9T2lFKtWraJt27YVWbIQQgghKjndGh+n08nAgQOZMGEC69at49tvv2XWrFkMGzYMyDv743a7AejTpw/Hjh1j0qRJbN++nUmTJpGdnU3fvn31Kl8IIYQQlZCmdLxDU3Z2NhMmTGDRokW4XC6GDx/OddddB0CLFi2YPHkygwcPBmDdunU88sgj7NixgxYtWvDoo4/SqlUrvUoXQgghRCWka+MjhBBCCFGR5CGlQgghhIgY0vgIIYQQImJI4yOEEEKIiBFWjU9OTg5jx46lY8eOdOvWjVmzZhW57aZNm7j88stp27Ytl156KRs2bKjASsNfSbL4/vvvueSSS0hNTWXAgAF89913FVhp+CtJFvn27dtHamoqy5Ytq4AKI0dJsti6dStDhw6lTZs2DBgwgF9//bUCKw1/Jcnim2++oW/fvqSmpjJ06FA2btxYgZVGFo/HQ//+/U/7s6fMv79VGJk4caIaMGCA2rBhg1q0aJFKTU1VCxcuLLBdZmam6tq1q3ryySfV9u3b1WOPPaa6dOmiMjMzdag6PBU3i82bN6vk5GT19ttvqz/++EPNnj1bJScnq82bN+tQdXgqbhYnGz58uEpMTFS//vprBVUZGYqbxbFjx1SXLl3UQw89pP744w/14osvqg4dOqhDhw7pUHV4Km4Wv//+u0pJSVHz589Xu3fvVo8++qjq2rWrysrK0qHq8OZ2u9Xtt99+2p89ofj9HTaNT2ZmpkpJSQn6ZE2bNk1dffXVBbb96KOPVK9evZTf71dKKeX3+9UFF1yg5s6dW2H1hrOSZPH000+r4cOHB43dcMMN6rnnniv3OiNBSbLI9+mnn6ohQ4ZI4xNiJcni7bffVueff77yer2BscGDB6vvv/++QmoNdyXJ4s0331SDBg0KvH38+HGVmJio1q1bVyG1Ropt27apiy++WA0YMOC0P3tC8fs7bC51bdmyBa/XS2pqamCsQ4cOrF27tsCDzdauXUuHDh0Cz+zSNI327dsH3UValF5Jshg0aBD3339/gdc4fvx4udcZCUqSBUB6ejpPP/00EydOrMgyI0JJsli+fDm9e/fGbDYHxubOnUv37t0rrN5wVpIsqlatyvbt21m5ciV+v5958+bhcrlo0KBBRZcd1pYvX07nzp354IMPTrtdKH5/6/asrlBLS0sjLi4u6Hlc1apVIycnhyNHjhAfHx+0bbNmzYI+PiEhgW3btlVYveGsJFk0bdo06GO3bdvG0qVLGTJkSIXVG85KkgXAk08+yaBBg2jevHlFlxr2SpLF3r17adOmDQ8//DCLFy+mbt26jBo1ig4dOuhRetgpSRb9+vVj8eLFXHnllZjNZkwmEzNmzCA2NlaP0sPWlVdeWaztQvH7O2zO+GRnZxd4CGn+26c+2b2obU/dTpROSbI42T///MPIkSNp3749vXv3LtcaI0VJsvjll19YuXIlI0aMqLD6IklJssjKyuK1116jevXqzJw5k06dOjF8+HD+/PPPCqs3nJUki/T0dNLS0hg/fjwffvghl1xyCWPGjOHw4cMVVq/4Vyh+f4dN42O32wsceP7bDoejWNueup0onZJkke/QoUNce+21KKV46aWXCjyoVpROcbNwu92MHz+eRx55RL4PyklJvi/MZjNJSUnceeedtGrVigceeIBGjRrx6aefVli94awkWTzzzDMkJiZy1VVX0bp1ax577DGcTidz586tsHrFv0Lx+ztsfrvUrFmT9PR0vF5vYCwtLQ2Hw0GVKlUKbHvo0KGgsUOHDlGjRo0KqTXclSQLgL/++ourrroKj8fDO++8U+Dyiyi94maxbt069u7dy5133klqampg7sNNN93E+PHjK7zucFSS74vq1avTpEmToLFGjRrJGZ8QKUkWGzdupGXLloG3TSYTLVu25MCBAxVWr/hXKH5/h03jk5SUhMViCZrgtHLlSlJSUgqcPWjbti2rV69GnXhMmVKKVatW0bZt24osOWyVJIusrCxuvPFGTCYTs2fPpmbNmhVcbXgrbhZt2rRh0aJFfPLJJ4H/AB5//HHuuuuuCq46PJXk+6Jdu3Zs3bo1aGznzp3UrVu3IkoNeyXJokaNGuzYsSNobNeuXdSrV68iShWnCMXv77BpfJxOJwMHDmTChAmsW7eOb7/9llmzZjFs2DAgr5t3u90A9OnTh2PHjjFp0iS2b9/OpEmTyM7Opm/fvnoeQtgoSRYzZsxgz549PPXUU4H3paWlyaquECluFg6Hg4YNGwb9B3l/XSUkJOh5CGGjJN8XQ4YMYevWrbz88svs3r2bF198kb1793LJJZfoeQhhoyRZXHHFFXz44Yd88skn7N69m2eeeYYDBw4waNAgPQ8hooT893dZ194bSVZWlnrwwQdVu3btVLdu3dSbb74ZeF9iYmLQOv+1a9eqgQMHqpSUFHXZZZepjRs36lBx+CpuFhdddJFKTEws8N+oUaN0qjz8lOT74mRyH5/QK0kWK1asUIMGDVKtW7dWl1xyiVq+fLkOFYevkmTx4Ycfqj59+qh27dqpoUOHqg0bNuhQceQ49WdPqH9/a0qdOF8khBBCCBHmwuZSlxBCCCHEmUjjI4QQQoiIIY2PEEIIISKGND5CCCGEiBjS+AghhBAiYkjjI4QQQoiIIY2PEEIIISKGND5CCCGEiBjS+AgRJnr16kWLFi0C/yUnJ9OnTx/eeuutkO7nmmuu4eWXXwZg9OjRjB49+owf4/F4+PDDD0u9z3nz5tGrV69C37dv376g484/9m7duvHYY48FnuS8bNkyWrRoccZ9FXe7fLt372bkyJF06tSJtm3bcumll/LFF18U++OFEBXLoncBQojQGTt2LP369QPA6/Xy66+/Mm7cOKpWrcrAgQNDvr9x48YVa7sFCxYwffp0rrjiipDXkO+jjz6idu3aAOTk5LB8+XIeeeQR4uLiuOOOO0hNTeWnn34K6T6zs7MZNmwYPXv2ZM6cOdjtdn766SdGjRqF1WrloosuCun+hBBlJ42PEGEkJiaG6tWrB94eNGgQX3zxBYsWLSqXxicmJqZY21XEk3Hi4+ODjr1evXqsWrWKb7/9ljvuuAObzRb0/lD45ZdfyMrKYsKECYGxhg0bsmnTJj788ENpfIQwILnUJUSYs1gsWK1WIO8y1WOPPUbv3r3p0aMHGRkZ/Pnnn9x66620bduWXr16MXXqVHw+X+Djv/nmGy666CLatWvHxIkTg9536qWuTz/9lD59+tC2bVuGDBnCpk2bWLZsGWPGjGH//v20aNGCffv2oZRi2rRpdOvWjY4dO3Lrrbdy4MCBwOv89ddf3HjjjbRr145BgwaxZ8+eUh27zWbDbDYDBS9hvfPOO/Ts2ZOUlBQGDx7MihUrCn2NyZMn06NHj6D68plMJjIzM1mzZk3Q+H333cfjjz8eeHvdunUMHTqUtm3bctFFF7FgwYLA+1avXs3QoUNp164dvXr14v333w+8L//ze/HFF3POOefwxx9/cOzYMR544AHat28fuJyX/+RqIcSZSeMjRJjKzc1l0aJF/Pzzz/Tu3TswPm/ePJ5++mmmTp1KdHQ0d9xxBwkJCcyfP5/Jkyfz+eefM336dAC2b9/O3XffzdChQ5k7dy5er5eVK1cWur8ff/yRcePGce211/LZZ5/RunVrbrnlFlJTUxk7diy1atXip59+onbt2syePZvPP/+cZ599lg8++ICEhARuuOEGcnNzAbjrrrvw+/189NFH3HTTTbz99tslOnalFMuWLePzzz8v9KzLpk2bmDJlCo888ggLFy6kY8eO3H333fj9/qDt3nzzTT799FPeeOMN6tSpU+B1unTpQuPGjRkyZAhDhw5l6tSprF27lvj4+MBlt8OHD3PDDTeQlJTE/PnzueWWWxg1ahRbtmxhx44dXHvttXTq1Il58+YxcuRInnrqKb755pvAPj799FPuvvtuZsyYQaNGjRg3bhzHjx/n/fff55VXXmH9+vVMnDixRJ8fISKZXOoSIow88sgjPPbYYwC43W4cDgfXXnstF198cWCbHj160L59ewCWLl3KgQMH+OijjzCZTDRp0oRRo0YxZswYbr/9dubOnUvHjh257rrrAHj44Yf53//+V+i+P/jgA/r378/QoUMBePDBB7FarRw9epSYmBjMZnPgUtPrr7/OI488QufOnQGYOHEi3bp148cff6R+/fqsXr2a//3vf9SpU4fmzZuzYcMGvvrqq9Mee//+/dE0DcibTB0fH8+wYcMYPnx4gW3379+PpmnUqVOHevXqcffdd9OzZ8+gxufLL79k6tSpvPXWWzRt2rTQfdrtdt577z2mT5/OV199xcsvv8zLL79Mq1ateP7552nUqBELFiwgNjaWhx56KPA5Pnr0KG63m/nz59OqVSvuvfdeAJo0acKOHTt4/fXXueCCCwBISUkJTOzes2cP3377LcuXLw9cZnzssccYOHAgY8aMKfalRyEimTQ+QoSRO++8kwsvvBDI+6VcvXr1wKWefHXr1g38e8eOHRw5coQOHToExvx+P263m/T0dHbs2EFSUlLgfVarNejtk+3atYshQ4YE3rbZbIwaNarAdpmZmRw8eJB77rkHk+nfk85ut5s//viDnJwcqlatGnSGJSUl5YyNz2uvvUbNmjU5cOAAEydOpGXLltx6660Fjh+gW7duJCYmMmDAAFq1akXv3r25/PLLsVj+/ZE4evRobDYbtWrVOu1+Y2NjGTVqFKNGjeL333/nu+++48033+TOO+/ks88+Y9euXbRq1SroWK+//noApk6dSps2bYJeLzU1lf/+97+Bt0/Ny+/3c9555wV9jN/vZ/fu3bRu3fq0tQohpPERIqwkJCTQsGHD025jt9sD//Z6vTRp0oRXXnmlwHb5Zw9OnZicP1/oVCc3DaeTP0foxRdfpHHjxkHvi42NZenSpcXe58nyz940bNiQGTNmcMkll/DUU0/x0EMPFdjW6XTy0UcfsXz5cv73v/8xb9483n//febNmxfY5umnn+b111/nqaee4plnnil0nx9++CEulyuwki4xMZHExESSk5O56aab+Oeff077eTk5i3x+vz9oHtXJ2/h8PmJiYpg7d26Bj6tZs2aR+xFC/Evm+AgRwRo3bsyBAweIj4+nYcOGNGzYkH379vHSSy+haRrNmzdn/fr1ge39fj9btmwp9LUaNmwY9D6fz0evXr1YuXJl4BIUQJUqVUhISCAtLS2wz9q1a/P000+za9cuEhMTOXr0KLt37w58zObNm0t0XA0aNGDkyJHMnj2btWvXFnj/6tWrmTFjBmeffTZjxozhq6++IicnJ2j+0kUXXcRDDz3EggUL+O233wrdz++//87MmTMLzA2qUqUKNpsNl8tFo0aN2Lp1a1Azd/fdd/P666/TuHHjAvWtXr26QEOYr3Hjxhw/fhxN0wKfO7fbzZQpUwL3KxJCnJ40PkJEsG7dulG3bl0eeOABtm7dyooVK3j44YdxOp2YzWauuOIKNmzYwKuvvsrOnTt56qmnCl3dBHkrxj777DPmz5/P7t27mTx5MkopkpOTcTqdHD16lD/++AOv18t1113HCy+8wOLFi/njjz946KGHWLVqFU2aNKFp06acc845jB07li1btvDtt98ye/bsEh/bsGHDaNq0KRMnTizQmDgcDqZNm8ZHH33Evn37WLBgAVlZWQVuXNi2bVsuueQSJk6ciNfrLXQfe/fu5Y477mDlypXs3buX//3vfzz88MNcddVV2Gw2BgwYwJEjR5gyZQp//PEH8+bN47vvvqNr165ceeWVbN68meeee45du3Yxf/583nvvPa666qpCj6lp06ace+653H///axbt46NGzcyZswYsrKyqFKlSok/R0JEIml8hIhgZrOZV199Fb/fzxVXXMHIkSPp3r174PJQw4YNefXVV1mwYAEDBw4kLS2N7t27F/panTp14pFHHmHatGlcfPHFbN68menTp+NwODj77LNp2LAhAwYMYPPmzQwfPpzLLruM8ePHM3DgQA4cOMAbb7xBbGwsAM8//zxxcXEMGTKE5557jmuuuabEx2axWHjooYfYsGFDgUtDSUlJTJo0iddff52+ffsyffp0nn766UInMd93333s37+fd999t8D7GjRowPvvv4/JZOKOO+6gb9++TJ48mQEDBvDAAw8AeWd/ZsyYwYoVK+jfvz8zZ87k2WefJSkpiTp16jBjxgx+/PFHBgwYwKuvvsro0aO59NJLizyuKVOmUK9ePa677jquv/56GjduzHPPPVfiz48QkUpTFXFnMSGEEEIIA5AzPkIIIYSIGNL4CCGEECJiSOMjhBBCiIghjY8QQgghIoY0PkIIIYSIGNL4CCGEECJiSOMjhBBCiIghjY8QQgghIoY0PkIIIYSIGNL4CCGEECJiSOMjhBBCiIjx//cR38V06YQNAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "{'roc_curve_path': '/Users/acruz/Documents/folktexts/notebooks/res/openai/gpt-4o-mini_bench-4104804744/imgs/roc_curve.pdf',\n", " 'calibration_curve_path': '/Users/acruz/Documents/folktexts/notebooks/res/openai/gpt-4o-mini_bench-4104804744/imgs/calibration_curve.pdf',\n", " 'score_distribution_path': '/Users/acruz/Documents/folktexts/notebooks/res/openai/gpt-4o-mini_bench-4104804744/imgs/score_distribution.pdf',\n", " 'score_distribution_per_label_path': '/Users/acruz/Documents/folktexts/notebooks/res/openai/gpt-4o-mini_bench-4104804744/imgs/score_distribution_per_label.pdf',\n", " 'roc_curve_per_subgroup_path': '/Users/acruz/Documents/folktexts/notebooks/res/openai/gpt-4o-mini_bench-4104804744/imgs/roc_curve_per_subgroup.pdf',\n", " 'calibration_curve_per_subgroup_path': '/Users/acruz/Documents/folktexts/notebooks/res/openai/gpt-4o-mini_bench-4104804744/imgs/calibration_curve_per_subgroup.pdf'}" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bench.plot_results()" ] }, { "cell_type": "markdown", "id": "b83085bc-9df7-43b0-9282-cfd4c83713b7", "metadata": {}, "source": [ "---" ] } ], "metadata": { "kernelspec": { "display_name": "folktexts", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 5 }