From c2730111758088f2ce5235715df046f056820557 Mon Sep 17 00:00:00 2001 From: usaito Date: Mon, 6 Sep 2021 19:58:26 -0400 Subject: [PATCH 1/3] rerun some examples --- examples/quickstart/multiclass.ipynb | 53 ++++++++++++++-------------- examples/quickstart/obd.ipynb | 14 ++++---- examples/quickstart/opl.ipynb | 22 ++++++------ examples/quickstart/synthetic.ipynb | 32 ++++++++--------- 4 files changed, 59 insertions(+), 62 deletions(-) diff --git a/examples/quickstart/multiclass.ipynb b/examples/quickstart/multiclass.ipynb index c57fa08e..e9a39994 100644 --- a/examples/quickstart/multiclass.ipynb +++ b/examples/quickstart/multiclass.ipynb @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "source": [ "from sklearn.datasets import load_digits\n", "from sklearn.ensemble import RandomForestClassifier as RandomForest\n", @@ -51,7 +51,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "source": [ "# obp version\n", "print(obp.__version__)" @@ -61,7 +61,7 @@ "output_type": "stream", "name": "stdout", "text": [ - "0.4.1\n" + "0.5.0\n" ] } ], @@ -92,7 +92,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "source": [ "# load raw digits data (multi-class classification data)\n", "# `return_X_y` splits feature vectors and labels, instead of returning a Bunch object\n", @@ -105,7 +105,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "source": [ "# convert the raw classification data into a logged bandit dataset\n", "# we construct a behavior policy using Logistic Regression and parameter alpha_b\n", @@ -131,7 +131,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "source": [ "# split the original data into training and evaluation sets\n", "dataset.split_train_eval(eval_size=0.7, random_state=12345)\n", @@ -153,7 +153,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "source": [ "# `bandit_feedback` is a dictionary storing logged bandit data\n", "bandit_feedback" @@ -179,7 +179,7 @@ ] }, "metadata": {}, - "execution_count": 7 + "execution_count": 6 } ], "metadata": {} @@ -201,7 +201,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "source": [ "# obtain action choice probabilities of an evaluation policy\n", "# we construct an evaluation policy using Random Forest and parameter alpha_e\n", @@ -215,7 +215,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "source": [ "# action_dist is a probability distribution over actions (can be deterministic)\n", "action_dist[:, :, 0]" @@ -235,7 +235,7 @@ ] }, "metadata": {}, - "execution_count": 9 + "execution_count": 8 } ], "metadata": {} @@ -274,7 +274,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "source": [ "# estimate the expected reward by using an ML model (Logistic Regression here)\n", "# the estimated rewards are used by model-dependent estimators such as DM and DR\n", @@ -288,7 +288,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "source": [ "estimated_rewards_by_reg_model = regression_model.fit_predict(\n", " context=bandit_feedback[\"context\"],\n", @@ -318,7 +318,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "source": [ "# estimate the policy value of the evaluation policy based on their action choice probabilities\n", "# it is possible to set multiple OPE estimators to the `ope_estimators` argument\n", @@ -334,7 +334,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "source": [ "# estimate the policy value of IPWLearner with Logistic Regression\n", "estimated_policy_value, estimated_interval = ope.summarize_off_policy_estimates(\n", @@ -349,9 +349,9 @@ "name": "stdout", "text": [ " mean 95.0% CI (lower) 95.0% CI (upper)\n", - "ipw 0.888142 0.834290 0.959161\n", - "dm 0.786754 0.779617 0.792891\n", - "dr 0.883089 0.810718 0.940121 \n", + "ipw 0.886560 0.827663 0.971508\n", + "dm 0.787145 0.780549 0.794879\n", + "dr 0.878479 0.813677 0.940087 \n", "\n" ] } @@ -362,7 +362,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "source": [ "# visualize policy values of the evaluation policy estimated by the three OPE estimators\n", "ope.visualize_off_policy_estimates(\n", @@ -376,8 +376,7 @@ { "output_type": "display_data", "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -414,7 +413,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "source": [ "# calculate the ground-truth performance of the evaluation policy\n", "ground_truth = dataset.calc_ground_truth_policy_value(action_dist=action_dist)\n", @@ -446,7 +445,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "source": [ "# evaluate the estimation performance of OPE estimators \n", "# `evaluate_performance_of_estimators` returns a dictionary containing estimation performances of given estimators \n", @@ -511,7 +510,7 @@ ] }, "metadata": {}, - "execution_count": 16 + "execution_count": 15 } ], "metadata": {} @@ -536,7 +535,7 @@ "metadata": { "kernelspec": { "name": "python3", - "display_name": "Python 3.8.2 64-bit ('3.8.2': pyenv)" + "display_name": "Python 3.9.5 64-bit ('3.9.5': pyenv)" }, "language_info": { "codemirror_mode": { @@ -548,10 +547,10 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.2" + "version": "3.9.5" }, "interpreter": { - "hash": "a588998c237fcc28dc215a10a422972d26151263dec0bff02e1a95f6e2b22b77" + "hash": "2ff39f3b22306140fd87fd114528320b56c4f8c8e196b421a3ea939a2b6b4692" } }, "nbformat": 4, diff --git a/examples/quickstart/obd.ipynb b/examples/quickstart/obd.ipynb index 5d108e8e..47c19963 100644 --- a/examples/quickstart/obd.ipynb +++ b/examples/quickstart/obd.ipynb @@ -58,7 +58,7 @@ "output_type": "stream", "name": "stdout", "text": [ - "0.4.1\n" + "0.5.0\n" ] } ], @@ -626,8 +626,7 @@ { "output_type": "display_data", "data": { - "image/png": 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", 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", 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", 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" ] @@ -845,15 +843,15 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.2" + "version": "3.9.5" }, "orig_nbformat": 2, "kernelspec": { "name": "python3", - "display_name": "Python 3.8.2 64-bit ('3.8.2': pyenv)" + "display_name": "Python 3.9.5 64-bit ('3.9.5': pyenv)" }, "interpreter": { - "hash": "a588998c237fcc28dc215a10a422972d26151263dec0bff02e1a95f6e2b22b77" + "hash": "2ff39f3b22306140fd87fd114528320b56c4f8c8e196b421a3ea939a2b6b4692" } }, "nbformat": 4, diff --git a/examples/quickstart/opl.ipynb b/examples/quickstart/opl.ipynb index ae158a7b..0f52fb7b 100644 --- a/examples/quickstart/opl.ipynb +++ b/examples/quickstart/opl.ipynb @@ -62,7 +62,7 @@ "output_type": "stream", "name": "stdout", "text": [ - "0.4.1\n" + "0.5.0\n" ] } ], @@ -261,8 +261,8 @@ "output_type": "stream", "name": "stderr", "text": [ - "q-func learning: 100%|██████████| 200/200 [00:17<00:00, 11.26it/s]\n", - "policy learning: 100%|██████████| 200/200 [00:44<00:00, 4.50it/s]\n" + "q-func learning: 100%|██████████| 200/200 [00:16<00:00, 11.99it/s]\n", + "policy learning: 100%|██████████| 200/200 [00:40<00:00, 4.93it/s]\n" ] } ], @@ -299,7 +299,7 @@ "output_type": "stream", "name": "stderr", "text": [ - "policy learning: 100%|██████████| 200/200 [00:43<00:00, 4.56it/s]\n" + "policy learning: 100%|██████████| 200/200 [00:36<00:00, 5.50it/s]\n" ] } ], @@ -336,8 +336,8 @@ "output_type": "stream", "name": "stderr", "text": [ - "q-func learning: 100%|██████████| 200/200 [00:19<00:00, 10.32it/s]\n", - "policy learning: 100%|██████████| 200/200 [01:03<00:00, 3.14it/s]\n" + "q-func learning: 100%|██████████| 200/200 [00:15<00:00, 12.70it/s]\n", + "policy learning: 100%|██████████| 200/200 [00:51<00:00, 3.85it/s]\n" ] } ], @@ -498,9 +498,9 @@ "output_type": "stream", "name": "stdout", "text": [ - "policy value of NN Policy Learner with DM: 0.7404435523322302\n", - "policy value of NN Policy Learner with IPW: 0.7212317939160037\n", - "policy value of NN Policy Learner with DR: 0.7236077796319849\n", + "policy value of NN Policy Learner with DM: 0.7401610285643739\n", + "policy value of NN Policy Learner with IPW: 0.7219954182377301\n", + "policy value of NN Policy Learner with DR: 0.7239531174451277\n", "policy value of IPW Learner with Logistic Regression: 0.7225216225722526\n", "policy value of IPW Learner with Random Forest: 0.6826465969408197\n", "policy value of Unifrom Random: 0.6056038101021686\n" @@ -538,7 +538,7 @@ "metadata": { "kernelspec": { "name": "python3", - "display_name": "Python 3.9.5 64-bit ('zr-obp': pyenv)" + "display_name": "Python 3.9.5 64-bit ('3.9.5': pyenv)" }, "language_info": { "codemirror_mode": { @@ -553,7 +553,7 @@ "version": "3.9.5" }, "interpreter": { - "hash": "64b446a4e17784c2dc3dbe74bf0708929a003fb4822b30671d57ebdef413b716" + "hash": "2ff39f3b22306140fd87fd114528320b56c4f8c8e196b421a3ea939a2b6b4692" } }, "nbformat": 4, diff --git a/examples/quickstart/synthetic.ipynb b/examples/quickstart/synthetic.ipynb index a3d879db..764b6835 100644 --- a/examples/quickstart/synthetic.ipynb +++ b/examples/quickstart/synthetic.ipynb @@ -10,15 +10,15 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.2" + "version": "3.9.5" }, "orig_nbformat": 2, "kernelspec": { "name": "python3", - "display_name": "Python 3.8.2 64-bit ('3.8.2': pyenv)" + "display_name": "Python 3.9.5 64-bit ('3.9.5': pyenv)" }, "interpreter": { - "hash": "a588998c237fcc28dc215a10a422972d26151263dec0bff02e1a95f6e2b22b77" + "hash": "2ff39f3b22306140fd87fd114528320b56c4f8c8e196b421a3ea939a2b6b4692" } }, "nbformat": 4, @@ -90,7 +90,7 @@ "output_type": "stream", "name": "stdout", "text": [ - "0.4.1\n" + "0.5.0\n" ] } ], @@ -449,16 +449,16 @@ "name": "stdout", "text": [ " mean 95.0% CI (lower) 95.0% CI (upper)\n", - "ipw 0.787179 0.767771 0.803275\n", - "dm 0.648031 0.646767 0.649509\n", - "dr 0.770260 0.763268 0.778683 \n", + "ipw 0.784805 0.767594 0.803541\n", + "dm 0.648009 0.646855 0.649021\n", + "dr 0.770691 0.760420 0.778522 \n", "\n" ] }, { "output_type": "display_data", "data": { - "image/png": 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", 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9wmX1N50dApFRHNzL6YMPqsnTdU+T16fdswYSEhLwyy+/ICgoCHPnzkWvXr1w/fp17NixAxcvXsTy5cvRs2dPnDhxAlu2bEFMTAw+/vhjODk5tStQIiIi6lh6xwgcPnwYbm5uWLp0Kdzd3WFnZwd3d3csWbIEDg4O+Pbbb2FtbY2QkBC8++67qKurww8//NBBoRMREdG90psI5OfnY+jQobC0tNQqt7S0xNChQ7VWHXR3d0dQUBBSU1NNEykREREZnd5EQCQSQalUtnpMqVSioaFBq8zV1dWgTYeIiIioc+lNBPr27YuUlJQW6/5XVVUhJSWlxdr+dXV1EIvFxo+SiIiITELvYMEJEybg66+/xl//+ldERETA2dkZxcXF+PHHH3Hr1i1ERERo1b927Rp69+5t0oCJiIjIePQmAmFhYVAoFDhx4gQ2btyodSwwMFArEaitrYVSqeSa/0RERF1ImwsKvfrqqxg1ahROnTqFW7duoVu3bggKCsKYMWNgYfG/Nwt2dnb429/+ZtJgiYiIyLgErSw4YsQIjBgxwtSxEBERUQfr1E2HiIiIqHMxESAiIjJjgl4NEBHdq5iYGJSWlkIul+Ott97q7HCI6P9jIkDUyZ7d9Gtnh9AhmnKuATW3UFRRazY/87+fGd3ZIRC1ia8GiIiIzBh7BIioY9h20/6TiO4LTASIqENYBk3v7BCIqBV8NUBERGTGDE4EFAoFdu7cafAxIiIiuv8YnAhkZGQgLi7O4GNERER0/+GrASIiIjPGRICIiMiMMREgIiIyY4KmD5aWlmr+Xl1d3aIMAORyuRHDIiIioo4gKBFYvHix3jKRSIRt27YZLyoiIiLqEIISgSeeeAIikQjA7SmCCoUCs2bNMmlgREREZHqCEoE5c+Zo/h4XFweFQoHZs2cbJYD8/HzExsYiKysLUqkUoaGhmD17Niws2h6+kJycjB9++AFXr16FjY0NPDw8sGTJEtja2holNiIiogddpy4xXFVVhaioKLi5uWHZsmUoKirCli1boFarMW/ePL1tDx06hNjYWEyfPh1/+tOfUF1djfPnz0OlUnVQ9ERERF1fpyYC8fHxUCqVWLJkCSQSCfz9/VFbW4u4uDhMnz4dEomk1XYVFRXYtGkTnnvuOYSFhWnKR4wY0VGhExERPRA6dfpgWloaAgICtB74wcHBUCqVUCgUOtv9+uvtvcxDQkJMHSIREdEDzeAeAbVa3a5jrSkoKICfn59WmVwuh42NDQoLC3W2y87ORp8+fXD48GHs3r0bt27dwoABA/DMM8/A29vboBiIiIjMmcE9AnPmzMH27dsNPtaa6upqSKXSFuVSqRRVVVU62926dQuFhYXYtWsX/vjHP+Ktt96CjY0N/v73v6O8vFzw9YmIiMxdp44RaC+1Wo26ujq88cYbCAwMBAAMGjQIixcvxoEDB1odaJiQkICEhAQAQHR0dLsXQPq93VHT/Y6LYpGxdd49xd9UDypT3FOdmghIpVLU1NS0KK+uroZMJtPbTiQSwdfXV1MmkUgwcOBA5Ofnt9omLCxMa2Dh3SsjEvGeIGPjPUXG1t57qk+fPjqP6Xw1oFQq23UxQ87h6uqKgoICrbLS0lLU19frDdrV1bXV8QhqtVrQ+gNERER0m86n5uLFi/Hf//4XDQ0NBp80NzcXH330Efbu3au3XmBgIM6dO4fa2lpNWVJSEsRisda3/bs9/PDDAIDz589rympqapCTk4P+/fsbHC8REZG50vlqICAgAJs2bUJcXBzGjBmD0aNHY9CgQRCLxa3Wv379Os6dO4fExERcunQJcrkc06dP13vx8PBw/PTTT1izZg1mzJiB4uJixMXFISIiQmtKYWRkJHx9fbFo0SIAgIeHB4YNG4Yvv/wSTz75JOzt7bFnzx5YWlpi8uTJ7fl3ICIiMks6E4FXXnkFU6ZMwbZt2zQD7SwsLODm5gYHBwdIpVI0NDSgqqoKhYWFqKioAADY29tj/vz5mDZtGqytrfVeXCaTYcWKFdi4cSNiYmIglUoxbdo0rSWNAUClUrVYMfDVV1/Fli1bsHnzZtTX18PHxwcrV67UO7aAiIiItInUAib///777zh8+DDOnz+P3NzcFg9le3t7DB48GCNHjsTIkSNhZXX/T0bQt06BPr+/+YKRI6H7hcvqbzrlus9u+rVTrkum9+9nRnfKdQ/u5ayBB9Xk6S7taqdv3J2gJ7aLiwv++Mc/AgDq6+tx8+ZNVFZWQiwWo3v37nB0dGxXYERERNS5DP7qbmNjAxcXF7i4tC8rISIiovsH59oRERGZMSYCREREZoyJABERkRljIkBERGTGmAgQERGZMSYCREREZoyJABERkRkzeB2BxsZGnD9/Hvn5+airq8OsWbMA3N5psLa2Ft26deMOgERERF2EQYlAWloaNmzYgPLyck1ZcyKQm5uLd999F5GRkRg7dqxRgyQiIiLTEPzV/fLly1i9ejVEIhGeeeYZBAcHax0fNGgQnJ2dcerUKaMHSURERKYhOBHYtWsXxGIxoqOjMXXq1FaXGPbw8EBeXp5RAyQiIiLTEZwIXLx4EcOHD4eDg4POOnK5XOu1AREREd3fBCcCdXV1sLe311unvr6+xRbFREREdP8SnAg4OTnh2rVreuvk5uaiV69e9xwUERERdQzBiUBgYCDOnTuHCxcutHo8NTUVWVlZCAoKMlpwREREZFqCpw8+9thjSEpKwgcffIApU6agpKQEAHD27FkoFAocPHgQDg4OiIiIMFmwREREZFyCEwEnJycsX74cn376Kfbt26cpj4mJAQD06tULS5cubXMcAREREd0/DFpQaODAgfj8889x9uxZZGVlobKyEhKJBF5eXhg+fDgsLS1NFScRERGZgMFLDFtYWGDYsGEYNmyYKeIhIiKiDsRNAYiIiMyY4B6BxMREwScdP358u4IhIiKijiU4EVi/fr3gkzIRICIi6hoEJwKLFi1qtbympgaXLl1CUlISRowYwXUEiIiIuhDBiUBISIje4xMmTNBsSERERERdg8GzBnQZOnQoAgICsH37dqxcuVJwu/z8fMTGxiIrKwtSqRShoaGYPXs2LCx0j2MsLi7GK6+80qJ8zJgxeO2119oTPhERkVkyWiIAAH369EF8fLzg+lVVVYiKioKbmxuWLVuGoqIibNmyBWq1GvPmzWuz/VNPPQVvb2/NZy5mREREZBijJgL5+fkG1Y+Pj4dSqcSSJUsgkUjg7++P2tpaxMXFYfr06ZBIJHrb9+nTB4MGDbqXkImIiMzaPa8joFKpUFJSgm3btiE1NRWDBw8W3DYtLQ0BAQFaD/zg4GAolUooFIp7DY2IiIjaILhHYO7cuW3Wkclk+NOf/iT44gUFBfDz89Mqk8vlsLGxQWFhYZvt169fj6qqKnTv3h3BwcGYP38+xGKx4OsTERGZO8GJwODBgyESiVqUi0QiSKVSeHp6YsKECQa9p6+uroZUKm1RLpVKUVVVpbOdtbU1Jk+ejICAANjZ2SEjIwN79uzB9evXsWzZslbbJCQkICEhAQAQHR0NuVwuOM47/d6uVtQVtPeeINKl8+4p/qZ6UJninhKcCLz33ntGv3h7OTo6YsGCBZrPfn5+cHBwwDfffIPc3Fy4u7u3aBMWFoawsDDN59LS0o4IlboQ3hNkbLynyNjae0/16dNH57FO3WtAKpWipqamRXl1dTVkMplB5xo1ahQAICcnxyixERERmYNOTQRcXV1RUFCgVVZaWor6+nq92Ys+rb2+ICIiotbpfDVgyN4CdxKJRDqXI75bYGAg9u7di9raWtjZ2QEAkpKSIBaL4evra9B1T548CQAYOHCgYQETERGZMZ2JgCG7Dd5NaCIQHh6On376CWvWrMGMGTNQXFyMuLg4REREaE0pjIyMhK+vr+a8O3bsQF1dHby9vWFnZ4fMzEzs3bsXI0aMQP/+/dsdNxERkbnRmQh88cUXJr+4TCbDihUrsHHjRsTExEAqlWLatGmYM2eOVj2VSgWVSqX57Orqin379uHQoUNQKpWQy+WYPn06Hn/8cZPHTERE9CDRmQj07NmzQwJwc3Nrc2+CdevWaX0ODg5GcHCwKcMiIiIyC506WJCIiIg6V7v2GlCpVKioqEBjY2Orx7kwCxERUddgUCJw9epVbN26FRkZGWhoaGi1jkgkwrZt24wSHBEREZmW4EQgPz8f//d//wcA8Pf3x5kzZ9C/f390794dV65cQWVlJfz8/NgbQERE1IUITgR2796NpqYmfPjhh+jXrx/mzp2LESNGYNasWairq8O//vUvpKam4uWXXzZlvERERGREggcLZmRkICgoCP369dOUqdVqAICtrS3+/Oc/QyqVYvv27caPkoiIiExCcCJQWVkJFxeX/zW0sEB9fb3ms6WlJfz8/JCenm7cCImIiMhkBCcCMpkMdXV1ms/29vYtdkGysrJqdRMhIiIiuj8JTgR69eqF4uJizecBAwbgt99+w61btwAAdXV1SElJgbOzs/GjJCIiIpMQPFgwICAAe/bsQV1dHWxtbTFp0iSkpqZi2bJl8Pb2Rk5ODkpKSvD000+bMl4iIiIyIsGJwMSJE9GnTx8olUrY2toiKCgIzzzzDOLi4pCcnAyxWIwZM2bgD3/4gynjJSIiIiPSmwgsW7YMYWFheOSRR+Do6IgxY8ZoHZ86dSqmTJmCiooKdO/eHSKRyKTBEhERkXHpHSOQl5eHjRs34qWXXsKXX36J7OzsliewsICDgwOTACIioi5Ib49AVFQUEhIScPLkSRw5cgRHjhxBv379MHHiRIwbNw4SiaSj4iQiIiIT0JsIDBo0CIMGDcJzzz2HY8eO4fDhw7hy5Qr+9a9/YevWrRg1ahQmTpwIHx+fjoqXiIiIjEjQYEE7OztMmjQJkyZNQm5uLhISEnDixAn88ssv+OWXX+Dm5qbpJZDJZKaOmYiIiIxE8DoCzdzd3fHCCy/gn//8J15++WV4e3sjPz8fmzZtwsKFC7F27VpTxElEREQmYHAi0EwsFmP8+PF4//338emnn8LHxwcNDQ04fvy4MeMjIiIiExK8jkBrqqqqkJiYiMOHDyM/Px8AOICQiIioC2lXInD+/HkkJCTg9OnTaGxsBAB4eXkhLCysxVoDREREdP8SnAiUl5fjyJEjOHz4sGbPAalUirCwMISFhaFv374mC5KIiIhMQ28ioFarcfbsWRw6dAipqalQqVQAAB8fH0ycOBGjRo2CWCzukECJiIjI+PQmAi+//DJu3rwJ4PY2xOPGjUNYWBhcXV07JDgiIiIyLb2JwM2bN+Hr66v59m9ldU9jC4mIiOg+o/fJ/tlnn8HFxaWjYiEiIqIOpncdASYBRERED7ZO7+vPz89HbGwssrKyIJVKERoaitmzZ8PCQthaRyqVCn/961+Rk5ODt956Cw8//LCJIyYiInpwdGoiUFVVhaioKLi5uWHZsmUoKirCli1boFarMW/ePEHnOHz4MG7cuGHiSImIiB5M7V5i2Bji4+OhVCqxZMkS+Pv7Y9KkSZg1axb279+PmpqaNttXVVXhu+++w/z58zsgWiIiogdPpyYCaWlpCAgI0FqWODg4GEqlEgqFos3227dvh7e3N4YMGWLKMImIiB5YnZoIFBQUoE+fPlplcrkcNjY2KCws1Ns2Ly8PR44cwdNPP23KEImIiB5ogscIJCcnY/jw4YIH8QlRXV0NqVTaolwqlaKqqkpv29jYWEyZMgW9e/fWLHmsT0JCAhISEgAA0dHRkMvl7Yr593a1oq6gvfcEkS6dd0/xN9WDyhT3lOBE4JNPPoGjoyMmTJiAiRMnduovzRMnTqCwsBBvvfWW4DbNeyI0Ky0tNUVo1IXxniBj4z1Fxtbee+ru3vc7Cf56P3nyZNTX12P37t2IjIxEdHQ0zpw5A7Va3a6ggNvf/FsbFFhdXQ2ZTNZqm8bGRvznP//BjBkzoFarUV1djdraWgBAfX295u9ERETUNsE9As8//zz+9Kc/ISkpCfHx8UhNTUVqaiqcnJwwceJEhIaGwsnJyaCLu7q6oqCgQKustLQU9fX1OrOX+vp63LhxA5s3b8bmzZu1jn322Wfo1asX1q5da1AcRERE5sqgdQTEYjFCQkIQEhKCq1evIiEhAceOHUNcXBx27dqFoKAghIeHIzAwUND5AgMDsXfvXtTW1sLOzg4AkJSUBLFYDF9f31bb2NraYuXKlVpl5eXl+PzzzzF//nzOICAiIjJAuxcU6tevn1Yvwfbt25GSkoKUlBTI5XJMnjwZkyZNgq2trc5zhIeH46effsKaNWswY8YMFBcXIy4uDhEREVpTCiMjI+Hr64tFixbB0tISfn5+WudpHizYr18/eHl5tfdHIiIiMjv3NAWgrq4Ov/zyCw4cOKDZrtjd3R1VVVXYunUrXn/9deTm5upsL5PJsGLFCqhUKsTExGDHjh2YNm0a5syZo1VPpVJBpVLdS6hERETUinb1CFy5cgXx8fE4ceIE6urqIBaLERoaismTJ8Pd3R11dXU4ePAgduzYgX/9619YtWqVznO5ubm16Oq/27p16/Qed3Z2xo4dO9rzoxAREZk1wYlAfX09Tpw4gfj4eOTk5AC4PdgvPDwc48eP1+rKt7W1xYwZM3Djxg0cPnzY+FETERGRUQhOBF566SXU1tbCwsICI0eOxOTJk1u8q7+bk5MTGhoa7jlIIiIiMg3BiYCdnR0iIiIQFhYGBwcHQW0mTZqE4ODg9sZGREREJiY4EVi3bp3BywtLJBKtVwZERER0fxH8ZDfmHgNERER0fxD8dN+1axfmz5+vmSZ4t5s3b2L+/Pn44YcfjBUbERERmZjgRODMmTPw9fXVuYywk5MThgwZgtOnTxstOCIiIjItwYlAUVER3Nzc9NZxdXVFUVHRPQdFREREHUNwIqBUKmFjY6O3jlgsRl1d3T0HRURERB1DcCLQo0cPZGdn662TnZ1t8A6ERERE1HkEJwIBAQFQKBRISkpq9fiJEyegUCgE7zxIREREnU/wOgIzZ87E8ePH8fnnnyMpKQmBgYFwcnLCzZs3kZqaipSUFMhkMsycOdOE4RIREZExCU4EnJycsHz5cnzyySc4ffp0i9kBPXv2xBtvvIEePXoYPUgiIiIyDYN2H/Tw8MDnn3+OM2fOIDs7G9XV1ZBKpfDy8sLDDz8MK6t2bWZIREREncTgJ7eVlRVGjhyJkSNHmiIeIiIi6kBcN5iIiMiM6ewRSExMBACMGDECdnZ2ms9CjB8//t4jIyIiIpPTmQisX78eAODl5QU7OzvNZyGYCBAREXUNOhOBRYsWAQAcHR21PhMREdGDQ2ciEBISovczERERdX0cLEhERGTGmAgQERGZMZ2vBl555ZV2nVAkEmHt2rXtDoiIiIg6js5EQK1Wt+uE7W1HREREHU9nIrBu3bqOjIOIiIg6AccIEBERmbF27xJUW1uL6upqSCQSSCSSdgeQn5+P2NhYZGVlQSqVIjQ0FLNnz4aFhe4c5dq1a9i8eTOuXr2KyspKdO/eHQEBAZg7d65m3QMiIiJqm0GJQFNTE/bt24dDhw6huLhYU+7s7IyJEyfi0UcfhaWlpeDzVVVVISoqCm5ubli2bBmKioqwZcsWqNVqzJs3T2e7mpoaODs7Y/z48XB0dERxcTF27tyJnJwcfPjhhwbFQEREZM4EJwKNjY3429/+BoVCAZFIBLlcDgcHB5SXl6OkpATfffcd0tLS8H//93+CtyOOj4+HUqnEkiVLIJFI4O/vj9raWsTFxWH69Ok6exq8vb3h7e2t+ezn54cePXrggw8+QF5eHgYOHCj0xyIiIjJrghOB/fv3Q6FQICgoCE8//TRcXFw0x4qKirB582acOXMG+/fvx8yZMwWdMy0tDQEBAVoP/ODgYGzduhUKhQLDhg0T/IPIZDIAtxMWIiIiEkbwYMHjx4+jb9++ePPNN7WSAADo3bs3li5dir59++LYsWOCL15QUIA+ffpolcnlctjY2KCwsLDN9iqVCo2NjSgsLMS3334LDw8PeHp6Cr4+ERGRuRPcI1BUVIQpU6boHMRnYWGBwMBAHDhwQPDFq6urIZVKW5RLpVJUVVW12f7DDz/EuXPnAAADBw7EO++8ozO+hIQEJCQkAACio6Mhl8sFx3mn39vVirqC9t4TRLp03j3F31QPKlPcU4ITASsrK9TV1emtU19f36ED9Z5//nlUVVXh999/x+7du/H3v/8dUVFREIvFLeqGhYUhLCxM87m0tLTD4qSugfcEGRvvKTK29t5Td/e+30nwq4H+/fsjOTkZFRUVrR6vqKjAyZMn4e7uLjgwqVSKmpqaFuXV1dWad/76uLi4wMvLC+PGjcPy5cuRm5uL48ePC74+ERGRuROcCEyePBkVFRV45513cPjwYVy/fh1KpRLFxcU4cuQIli9fjoqKCkyePFnwxV1dXVFQUKBVVlpaivr6er3ZS2t69uwJmUymNa2RiIiI9BP8amDMmDHIzc3Fnj178M9//rPVOtOnT8eYMWMEXzwwMBB79+5FbW0t7OzsAABJSUkQi8Xw9fUVfB4AKCwsRGVlJZydnQ1qR0REZM4MWlDoySefxLBhw3D48GHk5uaipqYGEokE7u7uCA0NxaBBgwy6eHh4OH766SesWbMGM2bMQHFxMeLi4hAREaE1pTAyMhK+vr5YtGgRAGDz5s2wtLSEl5cXJBIJCgoKsHfvXvTq1cugRISIiMjcCU4EKisrIRKJMGjQIIMf+LrIZDKsWLECGzduRExMDKRSKaZNm4Y5c+Zo1VOpVFCpVJrPHh4eOHDgABISEtDQ0AC5XI6RI0di5syZsLW1NUpsRERE5qDNROD06dPYvHmz5t1779698dRTTxm02I8+bm5uWLlypd46d++EGBwcjODgYKNcn4iIyJzpHSyYlZWFjz/+WGsAXlFRET7++GNkZWWZPDgiIiIyLb2JwP79+6FWq/HEE0/g66+/xldffYXHH38cKpUK+/fv76gYiYiIyET0vhrIzs6Gj4+P1jv7uXPnQqFQsEeAiIjoAaC3R+DWrVvw8vJqUe7l5aVzYSEiIiLqOvQmAk1NTa2OwrexsUFTU5PJgiIiIqKOIXhlQSIiInrwtDl98OjRo8jIyNAqKykpAQCsWrWqRX2RSIQVK1YYKTwiIiIypTYTgZKSEs2D/24KhcLoAREREVHH0ZsItLXQDxEREXVtehMBQzf+ISIioq6FgwWJiIjMGBMBIiIiM8ZEgIiIyIwxESAiIjJjTASIiIjMGBMBIiIiM8ZEgIiIyIwxESAiIjJjOhcU2rlzZ7tPOmvWrHa3JSIioo6jMxGIi4tr90mZCBAREXUNOhOB1vYZ2L9/P1JTU/HII4/A19cXDg4OKC8vR0ZGBo4fP46goCBMmzbNpAETERGR8ehMBO7eZyAxMRG//fYb/va3v2HgwIFax0JCQjBlyhSsXLkSI0eONE2kREREZHSCBwv++OOPGD16dIskoJmHhwdGjx6NH3/80WjBERERkWkJTgQKCwvh6Oiot46joyMKCwvvOSgiIiLqGIITATs7O1y8eFFvnYsXL8LW1vaegyIiIqKOoXOMwN2CgoJw9OhRbN68GbNnz4adnZ3mWG1tLeLi4nDhwgVMmDDBoADy8/MRGxuLrKwsSKVShIaGYvbs2bCw0J2jXLp0CT///DMyMzNRVlaGHj16YOzYsZgxYwbEYrFB1yciIjJnghOBJ598EgqFAj/++CMOHz4Md3d3dO/eHbdu3UJubi5qa2vh7OyM+fPnC754VVUVoqKi4ObmhmXLlqGoqAhbtmyBWq3GvHnzdLZLSkrC9evXMWPGDLi4uCAvLw/bt29HXl4eli5dKvj6RERE5k5wItC9e3f8/e9/x7fffovjx48jMzNTc0wsFmPixImYP38+unXrJvji8fHxUCqVWLJkCSQSCfz9/TW9C9OnT4dEImm13cyZM2Fvb6/57OfnB7FYjK+++golJSXo2bOn4BiIiIjMmeBEAAC6deuGl156CS+88AIKCgpQU1MDiUQCV1dXWFpaGnzxtLQ0BAQEaD3wg4ODsXXrVigUCgwbNqzVdncmAc3c3d0BAGVlZUwEiIiIBDIoEWhmaWmJfv363fPFCwoK4Ofnp1Uml8thY2Nj8OyDrKwsiEQi9OrV657jIiIiMhcGJwKNjY04f/488vPzUVdXp1lOWKlUora2Ft26ddM70O9O1dXVkEqlLcqlUimqqqoEx1ReXo7du3dj3Lhx6N69e6t1EhISkJCQAACIjo6GXC4XfP47/d6uVtQVtPeeINKl8+4p/qZ6UJninjIoEUhLS8OGDRtQXl6uKWtOBHJzc/Huu+8iMjISY8eONWqQ+jQ2NuLTTz+Fra0tnnnmGZ31wsLCEBYWpvlcWlraEeFRF8J7goyN9xQZW3vvqT59+ug8JngdgcuXL2P16tUQiUR45plnEBwcrHV80KBBcHZ2xqlTpwQHJpVKUVNT06K8uroaMpmszfZqtRpffPEFrl27hnfeeUdQGyIiIvofwYnArl27IBaLER0djalTp8LFxaVFHQ8PD+Tl5Qm+uKurKwoKCrTKSktLUV9frzd7afbvf/8bp0+fxrJly+Dq6ir4ukRERHSb4ETg4sWLGD58OBwcHHTWkcvlWq8N2hIYGIhz586htrZWU5aUlASxWNxi06O7ff/99zhw4AAiIyPh4+Mj+JpERET0P4ITgbq6ulan7d2pvr4eKpVK8MXDw8NhbW2NNWvWID09HQkJCYiLi0NERITWlMLIyEhs2LBB8/n48eP47rvvMH78eDg5OSErK0vzv4qKCsHXJyIiMneCBws6OTnh2rVreuvk5uYaNH1PJpNhxYoV2LhxI2JiYiCVSjFt2jTMmTNHq55KpdJKMM6dOwcAOHr0KI4ePapV9+WXX0ZISIjgGIiIiMyZ4EQgMDAQ8fHxuHDhQqtd8ampqcjKysKMGTMMCsDNzQ0rV67UW2fdunVanxcvXozFixcbdB0iIiJqSXAi8NhjjyEpKQkffPABpkyZgpKSEgDA2bNnoVAocPDgQTg4OCAiIsJkwRIREZFxGfRqYPny5fj000+xb98+TXlMTAwAoFevXli6dGmb4wiIiIjo/mHQgkIDBw7E559/jrNnzyIrKwuVlZWQSCTw8vLC8OHD27XfABEREXUeg5cYtrCwwLBhw3RuCERERERdh+Dpg6tWrUJiYqLeOr/88gtWrVp1z0ERERFRxxCcCCgUCs0AQV1KS0uhUCjuOSgiIiLqGIITASGUSiXHCRAREXUhBo8RaI1arUZpaSlSU1PRo0cPY5ySiIiIOoDeRGDu3Llan+Pi4hAXF6f3hI899ti9R0VEREQdQm8iMHjwYIhEIgC3xwjI5XI4Ozu3qGdhYQGZTIahQ4ciNDTUNJESERGR0elNBN577z3N3+fOnYsJEyZg1qxZpo6JiIiIOojgMQJffPEFpFKpKWMhIiKiDiY4EejZs6cp4yAiIqJOYPCsgbKyMvz222+4efMmGhsbW63D1wdERERdg0GJwI4dO/DDDz+gqalJbz0mAkRERF2D4ETg2LFj2LVrF4YMGYLJkyfj448/xvjx4xEQEICMjAwcOXIEo0aNQnh4uCnjJSIiIiMSnAj8/PPPcHJywl//+lfN6oHOzs4IDg5GcHAwRowYgejoaAQHB5ssWCIiIjIuwUsMX716FQ899JDWEsIqlUrz98DAQAQEBGDfvn3GjZCIiIhMRnAi0NTUhG7dumk+i8Vi1NTUaNXp27cvcnNzjRYcERERmZbgRMDR0RFlZWWaz3K5HHl5eVp1ysrKuOkQERFRFyI4EXB3d8e1a9c0n/38/HDhwgX88ssvqKurw9mzZ3Hy5EkMGDDAJIESERGR8QlOBB5++GFcu3YNxcXFAICZM2dCIpFg3bp1eOaZZxATEwOg5UZFREREdP8SPGsgJCQEISEhms9yuRwffvgh9u3bh+vXr6Nnz56YPHky+vXrZ4o4iYiIyAQMXlnwTs7OzliwYIGxYiEiIqIOJvjVABERET14DO4RUKlUuHnzpt69Bnx9fe85MCIiIjI9gxKBvXv3Yt++faioqNBbb/v27YLPmZ+fj9jYWGRlZUEqlSI0NBSzZ8+GhYXuzorGxkZ89913yM7OxuXLl9HQ0IAdO3YIviYRERHdJjgR2LFjB3bt2gWZTIbx48fDycnpntcMqKqqQlRUFNzc3LBs2TIUFRVhy5YtUKvVmDdvns529fX1OHz4MDw9PeHt7Y3z58/fUxxERETmSnAicOTIETg7OyMmJgYSicQoF4+Pj4dSqcSSJUsgkUjg7++P2tpaxMXFYfr06TqvI5VKERsbC5FIhAMHDjARICIiaifBgwUrKysxbNgwoyUBAJCWloaAgACtcwYHB0OpVEKhUOhtKxKJjBYHERGRuRKcCPTu3RvV1dVGvXhBQQH69OmjVSaXy2FjY4PCwkKjXouIiIhaEvxqYNKkSdi+fTvKy8vh4OBglItXV1dDKpW2KJdKpaiqqjLKNZolJCQgISEBABAdHQ25XN6u8/xuzKDovtLee4JIl867p/ib6kFlinvKoETg999/x7vvvosnnngCAwcO1Pma4H78hRoWFoawsDDN59LS0k6Mhu5HvCfI2HhPkbG19566u/f9TgZNH+zfvz+OHj2KDRs26KwjEomwbds2QeeTSqUttjIGbvcUyGQyQ0IjIiKidhCcCBw6dAhfffUVLC0t4efnB0dHx3uePujq6oqCggKtstLSUtTX1+vNXoiIiMg4BCcC+/btQ/fu3fHBBx/A2dnZKBcPDAzE3r17UVtbCzs7OwBAUlISxGIxVyckIiLqAIJnDZSUlGDUqFFGSwIAIDw8HNbW1lizZg3S09ORkJCAuLg4REREaI0/iIyMbPE6IjU1FSdPnkRubi4A4OTJkzh58iRKSkqMFh8REdGDTnCPgJOTk869BdpLJpNhxYoV2LhxI2JiYiCVSjFt2jTMmTNHq55KpYJKpdIq++abb7Qe+p988gkA4OWXX9baLpmIiIh0E5wIjB8/HocOHdLqxjcGNzc3rFy5Um+ddevWCSojIiIiwwh+NfDYY4/B09MTUVFRyMjIQG1trSnjIiIiog4guEfgySef1Pz9/fff11nPkOmDRERE1LkEJwKDBw/m+v5EREQPGMGJwHvvvWfCMIiIiKgzCB4jQERERA8eJgJERERmTOergZ07dwIApkyZAplMpvksxKxZs+49MiIiIjI5nYlAXFwcAGDMmDGQyWSaz0IwESAiIuoadCYCzYv8NG8p3NaiP0RERNT16EwE7t70h5sAERERPXgEDxZMTExEXl6e3jpXr15FYmLiPQdFREREHUNwIrB+/XqcPn1ab52UlBSsX7/+noMiIiKijmHU6YMqlYqrDxIREXUhRk0ECgsLIZVKjXlKIiIiMiG9Swzf3c1/+vRpFBcXt6inUqlw48YNZGZmIigoyLgREhERkcnoTQTuHviXm5uL3NxcnfW9vLzwzDPPGCUwIiIiMj29icAXX3wBAFCr1YiMjMTUqVMxderUFvUsLCwglUpha2trmiiJiIjIJPQmAj179tT8fdasWfDz89MqIyIioq5N8DbEs2fPNmUcRERE1AkEJwJXrlxBVlYWHnnkEUgkEgBAXV0dvvnmG6SkpMDGxgYzZsxo9dUBERER3Z8ETx/cs2cPdu/erUkCAODbb7/FsWPHoFarUVlZiU2bNuHcuXMmCZSIiIiMT3AicPnyZfj5+Wk+NzY2IjExEZ6envj666/xxRdfwN7eHj/99JNJAiUiIiLjE5wIVFRUoEePHprPOTk5qKurQ1hYGMRiMZycnDBs2LA29yMgIiKi+4dBKws2NTVp/n7hwgUA2rsS2tvbo6KiwkihERERkakJTgTkcjmys7M1n0+fPo0ePXqgV69emrKysjLIZDLjRkhEREQmI3jWwOjRoxEXF4ePP/4Y1tbWyMrKwrRp07TqFBQUaCUGREREdH8TnAhERETg3LlzOHXqFADA3d0ds2bN0hwvLi7GpUuX8NhjjxkUQH5+PmJjY5GVlQWpVIrQ0FDMnj0bFhb6Oytqamrw73//G6dPn4ZKpcLDDz+M5557Dt26dTPo+kREROZMcCJga2uLqKgoXL16FQDg5ubW4mG9dOlSeHh4CL54VVUVoqKi4ObmhmXLlqGoqAhbtmyBWq3GvHnz9Lb99NNPUVhYiJdeegkWFhbYunUrVq9ejffff1/w9YmIiMyd4ESgWb9+/Votd3Z2hrOzs0Hnio+Ph1KpxJIlSyCRSODv74/a2lrExcVh+vTpWmsW3CkrKwvnzp3De++9pxms6OTkhL/+9a9IT0+Hv7+/YT8UERGRmdLb/65QKFBaWir4ZHl5eS12LNQnLS0NAQEBWg/84OBgKJVKKBQKne1SU1PRvXt3rRkLnp6ecHZ2RlpamuDrExERmTu9icCqVatw9OhRrbIffvgBzz//fKv1T506hfXr1wu+eEFBAfr06aNVJpfLYWNjg8LCQr3tXF1dW5S7urqioKBA8PWJiIjMncGvBhoaGlBdXW2Ui1dXV0MqlbYol0qlqKqq0tuutdcGUqkUxcXFrbZJSEhAQkICACA6OrpFAiJUn63/bVc7Il1+fueJzg6BHjDPLWzf7zcyTwYtKNSVhYWFITo6GtHR0Z0dSpfx9ttvd3YI9IDhPUXGxnvq3nVqIiCVSlFTU9OivLq6Wu/CRFKpFLW1ta22a62HgYiIiFrXqYlAa+/0S0tLUV9fr7frXtdYgMLCwlbHDhAREVHrOjURCAwMxLlz57S+3SclJUEsFmvNCLjbQw89hPLycs1+B8Dt3RGvX7+OwMBAU4ZsVsLCwjo7BHrA8J4iY+M9de86NREIDw+HtbU11qxZg/T0dCQkJCAuLg4RERFagwEjIyOxYcMGzedBgwYhICAAX3zxBZKTk3Hq1Cn84x//gI+PD9cQMCL+B0bGxnuKjI331L0TqdVqta6Dc+fObddJt2/fLrhufn4+Nm7cqLXE8Jw5c7RWLVy8eDF8fX2xePFiTVl1dTU2bdqEU6dOQa1WIygoCM899xzs7e3bFTMREZE56vREgIiIiDqP3kSAiIiIHmwGLyhEXUdxcTFeeeUVjBw5EkuWLAEArFu3TmsZaJFIBFtbW/Tr1w8hISEIDQ2FSCRCRkYGVq1ahTFjxuC1115rce7ly5cjOzsbU6ZMaXWlyVdffRXFxcWIjY3VuWcEdW3N99edbGxsIJPJ0LdvXwwZMgQhISEtXtft2LEDO3fuBAA8+eSTmDlzZqvnb77HAGDNmjU69zmhB4sx7qs727m4uGDUqFGIiIiAWCw2efxdERMBMzVp0iTY29tDpVKhpKQEycnJuHjxIq5cuYIXXngBXl5esLa2RmZmZou2dXV1yMnJgUgkavX4zZs3UVRUhIEDBzIJMAOurq4YPXo0AECpVKKsrAwXLlxAWloadu3ahRdeeAGPPPJIi3aWlpZITExsNRHIz89HdnY2LC0t0dTUZOofge5D7b2vgoOD4eLiAgAoKyvD6dOnsW3bNmRkZODdd9/t0J+hq2AiYKYmTZqk9Q1r5syZeOeddxAfH49HH30UvXr1gqenJzIzM1FUVITevXtr6mZlZaGpqQnDhw9HSkoKqqqqtBaAat4wSt8UUHpwuLm5Yc6cOVplarUax48fx9dff40vvvgCUqkUQUFBWnUCAgJw9uxZXLp0CZ6enlrHjh49CktLSwwdOpQbiZmp9t5XY8eOxcMPP6z5/Mc//hFLly7Fb7/9hvPnz2PIkCEdEn9XYjZLDJN+ffv2hZ+fH9RqNXJycgAAfn5+ANBiJ0iFQgFra2tMnz4darW6Ra9Ac/3m9mR+RCIRHnnkEbz44otQq9XYsmUL7h6ONGbMGFhbW7fY2EylUuHYsWMICAhA9+7dOzBqut8Jua/uJpPJMGzYMADQ/G4jbUwEqAWRSATgf9/oW0sEPD094eXlBTs7uxbHMzMzIRKJMHjw4I4JmO5bY8eOhbOzMwoKCpCXl6d1TCqVYtiwYUhKSkJjY6Om/Ny5cygrK0NISEgHR0tdhb77Sh9LS0sTRtV1MREgALffySoUCohEIgwcOBDA7YWbrK2ttR70SqUSly5dwuDBg2FhYQFvb2+t4+Xl5SgoKIC7uzvHBxBEIhF8fHwAtP5tLCQkBFVVVUhJSdGUHT16VOtbHNHd2rqv7nTn/TVo0CCTx9YVcYyAmfr5559hb28PtVqtGSxYX1+PKVOmwNnZGQAgFos14wSKi4vh7OyMrKwsNDY2ar7t+/j4YPv27aipqYFEItG8JuBrAWrm6OgIAKisrGxxLCAgAI6OjkhMTMSoUaNQXV2NlJQUhIaGwsqKv55IN1331fHjx3H58mUA/xssWFFRgfDwcHh5eXV4nF0B/0szUz///DOA/00fdHd3x4QJEzBhwgSter6+vsjMzIRCoYCzszMUCgUsLS3h7e2tOa5Wq3HhwgUEBQVxoCAZxMLCAo888gh+/PFH3Lp1C8nJyWhoaOBrAWq3EydOtCgLCwvDiy++2AnRdA1MBMyU0HnZvr6+2LVrFxQKBUJCQpCZmYkBAwbA1tYWAODh4aF5fdCcCHB8AN2prKwMAHQu/x0SEoK9e/fi2LFjSEpKQt++feHh4dGRIVIXpOu+euutt/Dwww+jsbER165dQ2xsLBISEtC/f39Mnjy5M0K973GMAOnl7e0NKysrZGZmoqGhAVlZWVoPeWtra3h6ekKhUKCyshL5+flwd3eHVCrtxKjpftHcWwRAM/bkbm5ubvDw8MC+fftw6dIljB8/viNDpC5IyH1lZWWFAQMG4O2330b37t2xefNm3LhxoyPD7DKYCJBezeMErl+/rum2vfvb/uDBg3HlyhWkpqZCrVbztQBpnDhxAsXFxXB1ddXbAxUSEoKysjJYWFhg3LhxHRghdUVC7yvg9uyU2bNno6GhAbt27eqgCLsWJgLUpuYH+/fff681WrfZ4MGD0dTUhD179mjVJ/PVvPDLV199BZFIhKefflozLbU148aNw9KlS7F8+XI4ODh0XKDUpRh6XzULDQ1Fjx49cOTIEZSWlnZApF0LxwhQm3x9fbF7925cu3YN/fv311pFELj9+sDCwgLXrl3j+AAzlJ+fjx07dgAAGhoaUFZWhszMTJSUlMDOzg6vvPIKHnroIb3nsLOzw4gRIzoiXOoijHFfNbOyssLMmTOxceNG7N69G3/+859NGXqXw0SA2tQ8TuDOaYN3srW1xYABA3D58uVWEwV6sBUUFGg2e7lzc5jJkye3ujkMkRDGvq9CQ0Px/fff4+jRo3j88cchl8tNEXaXxG2IiYiIzBjHCBAREZkxJgJERERmjIkAERGRGWMiQEREZMaYCBAREZkxJgJERERmjIkAERGRGWMiQESdIiMjA3PmzMGcOXM6OxQis8aVBcnsKZVKJCYm4syZM8jLy0NFRQWsrKzg5OQEHx8fBAcHY8iQIXrPsXjxYpSUlLQot7W1Rc+ePTF48GBMmTIFbm5uLeq89957UCgUgmL19fXFe++9J6huW7G1Zvz48Vi8eLFB579bdXU1fvzxRwDAtGnTHsidKI8ePYri4mL4+fnBz8+vs8MhuidMBMispaenY8OGDVrbk9rZ2aGxsREFBQUoKCjAoUOH8NBDD+GVV15Bt27d9J7P2toaEokEwO0NUiorK3Ht2jVcu3YNhw4dwosvvojQ0NBW21paWra5PPO9LN98Z2y6tHVciOrqas3SsCEhIToTARsbG/Tp0+eer9cZjh49qknemAhQV8dEgMxWUlIS1q5di6amJjg5OWHOnDkYMWKE5mFbUFCA+Ph4HDx4EKmpqVi+fDmioqLQvXt3neccM2aM1jdqpVKJM2fOIDY2Frdu3cJXX30FDw8P9O/fv0Vbb29vg7/tG+Lu2Dqbp6cnPvvss84Og8jscYwAmaX8/Hxs2LABTU1N6NevHz766COEhoZqfeN2dXXFs88+izfffBNWVlYoKirCP/7xD4OuIxaLMXr0aERGRgIAVCoVfv75Z6P+LERE94I9AmSWtm3bhvr6elhbW+ONN97Qu5NZUFAQHn/8cezYsQO//fYbzp49i6CgIIOu5+/vD0dHR5SVleHy5cv3Gn6HunHjBvbt24f09HSUlJSgqakJ3bp1g4ODAwYPHoyxY8fC09MTQMvxDq+88orWue4c45CRkYFVq1YBgGa72WZHjx7F+vXr0bNnT6xbtw6ZmZnYs2cPLl26hPr6eri4uGDKlClar1nOnj2LH3/8Ebm5uaivr0ffvn3x6KOPYsyYMa3+XMXFxUhKSkJGRgaKi4tx8+ZNAIBcLkdAQAAiIiJa7FDXHFeznTt3al6DNPviiy/g7Oys+axSqXD06FEcO3YMV69eRW1tLbp16wZvb29MnjxZ56uF5n/LWbNm4fHHH8dPP/2EEydOoKioCDU1NVi5cqWmbUFBAfbv3w+FQoEbN25ArVbD3t4eTk5O8PPzw/jx4+Hq6trqdYiYCJDZKSsrw+nTpwEAwcHBgt5TR0REYN++faitrcXBgwcNTgQAwMnJCWVlZaitrTW4bWfJzc3FqlWrUF1dDQCwsLCAnZ0dysvLUVZWhitXrqC6ulqTCMhkMnTr1g2VlZUAgG7dusHC4n8dj+0Z43Do0CF89dVXAG6P36ivr0dubi6+/PJLFBUV4cknn8SOHTuwc+dOiEQi2NnZQalU4vLly/jss89QVVWFSZMmtTjv+vXrNUmLlZUV7OzsUFVVpRkbcvToUbz99tvw8fHRtBGLxejevTuqqqrQ1NQEGxsb2Nraap33zp+3pqYGq1evRkZGRot/v5MnT+LkyZN49NFH8dRTT+n8+RsaGrBq1SpcvHgRlpaWsLW1hUgk0hxPT09HTEwMGhoaAEBT58aNG7hx4ways7NhZWXF2RmkExMBMjsZGRlo3n175MiRgtrY2trC398fycnJyMzMRFNTEywtLQ26bvPI/XsZ8NfRtmzZgurqagwYMAALFiyAl5cXRCIRGhsbUVJSgpSUFNy5k/nSpUtRXFys6Qn48MMPtb4dG6qiogIbN27ElClT8MQTT8De3h5VVVXYtGkTEhMTsWfPHkilUuzevRvz5s3DlClTIJFIUFZWhg0bNiAtLQ1btmzB2LFjWwyEdHd3x+jRo+Hv749evXrBwsICTU1NuHLlCnbs2IG0tDR8+umnWLt2LcRiMYDb4yzGjBmj+bb+6KOP6n3AbtiwARkZGbCyssJTTz2F0NBQ2NjYoLy8HN999x2OHDmCffv2oVevXq0mKwBw8OBBAMDLL7+MMWPGQCwWo7KyUpMMfP3112hoaEBAQACeeuop9OvXD8Dt8SnXr19HcnJyi54NojsxESCzk5+fr/n7gAEDBLdzd3dHcnIy6urqUFJSgt69ewtue/LkSVRUVAAAvLy8Wq1z8eJFvPjii3rP89xzz+ns6m5LUlIS0tLS9NZZunQpvL29tWICgAULFmDQoEGacisrK7i4uODRRx9tVyxC1dfXIzQ0FM8995ymTCaTYdGiRcjMzERxcTG2bt2KefPm4fHHH9fUcXR0xGuvvYaXXnoJ9fX1SElJwbhx47TO/eyzz7a4nqWlJTw9PfH222/jrbfeQl5eHk6ePNmirRDZ2dlITk4GADz//PMICwvTHHNwcMCiRYtQU1OD5ORkbN++HSEhIZqE4051dXVYtmwZhg0bpilrnr1y69YtXL9+HcDtRMHR0VFTRywWo2/fvujbt6/BsZN54WBBMjvN3daAYd/O75w6WFVV1WZ9tVqNkpIS/PTTT9iwYQOA2w/QyZMnt1q/qakJt27d0vs/pVIpON67NTQ0tHn+xsZGrTbNU//Kysrafd17NXPmzBZlFhYWmrUdrK2tMXXq1BZ1JBKJJnm5evWqQde0sLBAQEAAAODChQsGRnxbUlISAKBHjx46p4zOnTsXwO17Mj09vdU6ffv21UoC7mRnZ6fpGejM/4+oa2OPAJERJSYmIjExsdVjtra2WLx4MVxcXFo93p7FggzRnsWCgoKCcOjQIaxbtw4XL17EsGHD4OHhARsbGxNFqU0mk+nseXFwcAAAuLm5tXhP36x5qqeuxC0zMxOHDx9GdnY2bty4gfr6+hZ1mgcRGionJwfA7XUG7hw3cCc3Nzc4OTnh5s2byMnJafWBf2cPzd3EYjGGDh2K9PR0/P3vf0d4eDiCgoIwYMAAWFnx1zsJwzuFzM7d3+ydnJwEtRPSk3Dnoj0ikQg2NjaQy+UYPHgwJk6ciB49etxD5B3vT3/6E4qKipCRkYH9+/dj//79sLCwgLu7O4KCghAWFib436897OzsdB5rfrjqq9M8jqOpqanFsf/85z/Yu3ev1vmkUqnmAVpXV4f6+vpWkwMhbt26BQBt/vv06NEDN2/e1NS/m74ZLQCwcOFCxMTEIC8vD7t27cKuXbtgZWUFDw8PDB8+vMW0WKK7MREgs3PnMr85OTmCH2RXrlwB8L9lg1tzvy3ac6+kUilWrlyJCxcuICUlBRcvXkROTo7mf3v37sXChQsxduzYzg7VIOnp6ZokYNKkSZg0aRLc3Ny0vrlv27YNu3fv1hoM2Rl09SY0k8vliImJQXp6OlJTU3Hx4kXk5eXh4sWLuHjxIr7//nssWbKkzWWyyXwxESCz4+fnB5FIBLVajeTkZJ3vX+9UV1eH3377DQAwePBgg2cMdHU+Pj6aaXRKpRLp6enYtm0brl69ig0bNmDIkCGarvqu4MSJEwCAgIAAvPDCC63WKS8vv6drdO/eHYWFhVrLV7em+bi+FSvbYmFhgcDAQAQGBgIAamtrcebMGXz77bcoLS3F559/jg0bNvB1AbWKgwXJ7Dg6OmL48OEAbg/oKiwsbLPN/v37NfP/dU3zMhdisRjDhg3D0qVLAdwehHjngLq2vsHeD5ofvrpmjajVas3c/9bcOY9fl4EDBwK4PV1VpVK1WqegoEAzBsHDw6PNcwplZ2eHsWPHYuHChQBuv6YwdMAkmY/7/79YIhOYO3cuxGIxGhoa8Mknn2im9rUmNTUVu3fvBnC7N6E9iwl1RU1NTTofYAC0prrd+fC/851980JE95vmcRx5eXmtHo+Pj9dMy2tN88+o7+cLDg4GcHuw4eHDh1uts337dgC3x60MHTq07cDvcvcsj7vd+f+RkOSFzBMTATJLffv2xcKFC2FhYYGrV6/irbfewuHDh7V+sRcWFmLTpk346KOP0NjYiF69euEvf/mL2fxCvXHjBv7yl79g165duHLlitaAu7y8PKxduxbA7V0EfX19NcekUqlm3MWRI0daHajX2Zq70FNTU7Fz507U1dUBuP1g3717N2JjY/XuNNm8aE9qaqrOWQWenp6aBatiY2Nx4MABzcDD8vJyfPnllzh58iSA/yWmhrp48SKWLl2K/fv3Iz8/X5O4qdVqXLx4Ed988w2A2wMSW9voigjgGAEyY2PHjoVMJtNsQ/zll1/iyy+/hEQiQUNDg2bJVuD2u+TIyMg2R3DfCyELCgG3V5JrDyELCsnlcnz44Yeaz9evX8f27duxfft2WFhYQCKRoK6uTvNN1MrKCosXL24xKj08PBzbt2/HgQMHcOjQIdjb28PCwgJeXl547bXX2hW/MY0bNw6JiYnIzMzEjh07EBcXB4lEgpqaGqjVagQFBcHd3V3TE3S38ePHY9++fSgqKsKiRYtgb2+veZC///77mtkhixYtQmVlJRQKBWJjY7Fp0ybY2tpqrgMAjz766D29brp69So2b96MzZs3w9LSUvNzNCdgdnZ2ePXVV7vEKxvqHEwEyKwFBgZi7dq1OHr0KM6cOYO8vDxUVlbCyspKM+0vODi4Xd22hmpeUMhUmhcU0ufOb6VOTk5YtmwZMjIykJWVpZniZmlpid69e8PPzw9Tp05tdV2Exx57DHZ2djh27JjmPbhardY526KjWVlZYfny5fjhhx9w4sQJzfLPnp6eGD9+PMLCwlpsJnQnFxcXrFy5Ej/88AOys7M1ew8A2lMVJRIJVqxYodl0KDc3F3V1dXBwcMCgQYMwZcoUnZsOCeHh4YHXX38dGRkZuHTpEsrKylBRUQFra2v07dsX/v7+mDp1qkmneFLXJ1J39twYIiIi6jTsKyIiIjJjTASIiIjMGBMBIiIiM8ZEgIiIyIwxESAiIjJjTASIiIjMGBMBIiIiM8ZEgIiIyIwxESAiIjJjTASIiIjM2P8DxhEqziaP7zwAAAAASUVORK5CYII=", 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" ] @@ -495,16 +495,16 @@ "name": "stdout", "text": [ " mean 95.0% CI (lower) 95.0% CI (upper)\n", - "ipw 0.707430 0.691804 0.725439\n", - "dm 0.627359 0.626207 0.628906\n", - "dr 0.703727 0.695768 0.710714 \n", + "ipw 0.707511 0.691352 0.725633\n", + "dm 0.627372 0.626142 0.628639\n", + "dr 0.703989 0.695135 0.712832 \n", "\n" ] }, { "output_type": "display_data", "data": { - "image/png": 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BKpU2KJdKpQ2eQtzrzp07yMnJwa5du/DMM8+gQ4cO2LNnD7744gt8//33ja5nEB0djejoaADAsmXLIJPJBMd5r7+a1Yrag+ZeE0SatN01xd9UDytDXFNNLij0xhtvYMiQITh9+jTu3LmDDh06wN/fH4GBgTAx+fvNgpWVFT7//HO9B9gYpVKJyspKvP322/Dz8wMA9OnTB3PmzMHBgwcbHWgYGhqqNp6goKCgVWKl9oPXBOkbrynSt+ZeU926ddN4TNDKgoMGDTLIQDypVIry8vIG5WVlZbC2ttbaTiQSqW2KJJFI0Lt3b2RlZek9TiIiooeV1sGChubk5ITs7Gy1soKCAlRVVWnNXpycnKBUKhuUK5VKtacUREREpF2b3jX9/Pxw/vx5VFRUqMri4uIgFou1boE8YMAAAMDFixdVZeXl5UhPT0fPnj0NFzAREdFDpk0TgbCwMJibm2PFihW4cOECoqOjERkZifDwcLUphfPmzcPatWtVn11dXREQEIB169bh2LFjOHfuHCIiImBqaooxY8a0xY9CRETULum0DbG+WVtbY9GiRVi/fj0iIiIglUoxfvx4TJ06Va2eQqFosGLgG2+8gc2bN2PTpk2oqqqCp6cnFi9erHVsAREREalr00QAAJydnbF48WKtdVavXt2gzNLSEi+//DJefvllQ4VGRET00OPIOiIiIiPGRICIiMiIMREgIiIyYjonAnK5HDt37tT5GBERET14dE4EkpOTERkZqfMxIiIievDw1QAREZERYyJARERkxJgIEBERGTFBCwrdu+1hWVlZgzKAe7kTERG1R4ISgTlz5mgtE4lE2LZtm/6iIiIiolYhKBF48sknIRKJANydIiiXyzF58mSDBkZERESGJygRuHcToMjISMjlckyZMsVgQREREVHr4GBBIiIiI8ZEgIiIyIgxESAiIjJiOicCSqWyWceIiIjowSNosOC9pk6dqjZ4UOgxIiIievDw1QAREZERYyJARERkxDQmAtXV1S3uXB99EBERkeFoTATmzJmD//3vf6ipqdG504yMDHz11VfYu3dvi4IjIiIiw9I4WNDX1xcbN25EZGQkAgMDMXToUPTp0wdisbjR+jdv3sT58+cRExODK1euQCaTYcKECQYLnIiIiFpOYyIwd+5cjB07Ftu2bUN0dDSio6NhYmICZ2dn2NraQiqVoqamBqWlpcjJyUFxcTEAwMbGBjNmzMD48eNhbm7eaj8IERER6U7r9EE3Nzd89NFH+Ouvv3DkyBFcvHgRGRkZuH79ulo9GxsbDB48WPWPmZnOsxKJiIioDQi6Yzs6OuLpp58GAFRVVeH27dsoKSmBWCxGx44dYWdnZ9AgiYiIyDB0/upuYWEBR0dHODo6GiIeIiIiakVcR4CIiMiIMREgIiIyYkwEiIiIjBgTASIiIiPW5vP8srKysGHDBqSlpUEqlSIkJARTpkyBiYnmHCUvLw9z585tUB4YGIg333zTgNESERE9XNo0ESgtLcXSpUvh7OyMhQsXIjc3F5s3b4ZSqcT06dObbP/ss8/Cw8ND9dnGxsaQ4RIRET102jQRiIqKQnV1NebPnw+JRAIfHx9UVFQgMjISEyZMgEQi0dq+W7du6NOnTytFS0RE9PDReYxAbW0tkpKSsH//fuzcuVNVXl1djTt37kChUAjuKykpCb6+vmo3/KCgIFRXV0Mul+saGhEREelIpycCSUlJWLt2LYqKilRlkydPBnB3x8GPP/4Y8+bNw7BhwwT1l52dDW9vb7UymUwGCwsL5OTkNNl+zZo1KC0tRceOHREUFIQZM2Zo3BSJiIiIGhKcCFy9ehXLly9Hhw4dMHPmTFy5cgWxsbGq43369IGDgwNOnz4tOBEoKyuDVCptUC6VSlFaWqqxnbm5OcaMGQNfX19YWVkhOTkZe/bswc2bN7Fw4cJG29RvnAQAy5Ytg0wmExTj/f5qVitqD5p7TRBp0nbXFH9TPawMcU0JTgR27doFsViMZcuWwdbWFpGRkQ3quLq64tq1a3oNsDF2dnZ46aWXVJ+9vb1ha2uLn376CRkZGXBxcWnQJjQ0FKGhoarPBQUFBo+T2hdeE6RvvKZI35p7TXXr1k3jMcFjBFJTUzFw4EDY2tpqrCOTydReGzRFKpWivLy8QXlZWRmsra0F9wMAQ4YMAQCkp6fr1I6IiMiYCU4EKisrm5yeV1VVpdNgQScnJ2RnZ6uVFRQUoKqqSmv2oo1IJGpWOyIiImMkOBGwt7fHjRs3tNbJyMhAly5dBJ/cz88P58+fR0VFhaosLi4OYrEYXl5egvsBgFOnTgEAevfurVM7IiIiYyZ4jICfnx+ioqJw6dIleHp6NjiemJiItLQ0TJw4UfDJw8LCcODAAaxYsQITJ05EXl4eIiMjER4erjalcN68efDy8sLs2bMBADt27EBlZSU8PDxgZWWFlJQU7N27F4MGDULPnj0Fn5+IiMjYCU4EHn/8ccTFxeGzzz7D2LFjkZ+fDwA4d+4c5HI5Dh06BFtbW4SHhws+ubW1NRYtWoT169cjIiICUqkU48ePx9SpU9XqKRQKtVcOTk5O2LdvHw4fPozq6mrIZDJMmDABTzzxhOBzExERESBSKpVKoZXT09Px7bffIi8vr8GxLl26YMGCBejRo4deAzQUIesUNOavd2bpORJ6UDgu/6lNzvv8xj/a5LxkeP+ZObRNzntoL6cPPqzGTHBsVjtt4+50WlCod+/e+P7773Hu3DmkpaWhpKQEEokE7u7uGDhwIExNTZsVIBEREbUNnfcaMDExQUBAAAICAgwRDxEREbUinfcaICIiooeH4CcCMTExgjsdMWJEs4IhIiKi1iU4EVizZo3gTpkIEBERtQ+CE4H6Ofz3Ky8vx5UrVxAXF4dBgwbB399fb8ERERGRYQlOBIKDg7UeHzlyJJYtW4Zx48a1NCYiIiJqJXobLNi/f3/4+vpi+/bt+uqSiIiIDEyvswa6devG3f+IiIjaEb0mAllZWfrsjoiIiAxM5wWF7qdQKHDr1i0cPnwYiYmJeOSRR/QRFxEREbUCwYnAtGnTmqxjbW2NZ555pkUBERERUesRnAj07dsXIpGoQblIJIJUKoWbmxtGjhwJGxsbvQZIREREhiM4Efjkk08MGAYRERG1Be41QEREZMSYCBARERkxja8GdNlb4F4ikUjjcsRERET0YNGYCOiy2+D9mAgQERG1DxoTgVWrVrVmHERERNQGNCYCnTt3bs04iIiIqA1wsCAREZERa9YSwwqFAsXFxaitrW30uEwma1FQRERE1Dp0SgSuX7+OLVu2IDk5GTU1NY3WEYlE2LZtm16CIyIiIsMSnAhkZWXho48+AgD4+Pjg7Nmz6NmzJzp27Ihr166hpKQE3t7efBpARETUjghOBHbv3o26ujp8+eWX6NGjB6ZNm4ZBgwZh8uTJqKysxL///W8kJibi9ddfN2S8REREpEeCBwsmJyfD398fPXr0UJUplUoAgKWlJV555RVIpVJs375d/1ESERGRQQhOBEpKSuDo6Ph3QxMTVFVVqT6bmprC29sbFy5c0G+EREREZDCCEwFra2tUVlaqPtvY2KCgoECtjpmZGcrLy/UXHRERERmU4ESgS5cuyMvLU33u1asX/vzzT9y5cwcAUFlZiYSEBDg4OOg/SiIiIjIIwYMFfX19sWfPHlRWVsLS0hKjR49GYmIiFi5cCA8PD6SnpyM/Px/PPfecTgFkZWVhw4YNSEtLg1QqRUhICKZMmQITE2E5ikKhwAcffID09HS8++67GDBggE7nJyIiMmaCE4FRo0ahW7duqK6uhqWlJfz9/TFz5kxERkYiPj4eYrEYEydOxD/+8Q/BJy8tLcXSpUvh7OyMhQsXIjc3F5s3b4ZSqcT06dMF9XHkyBHcunVL8DmJiIjob1oTgYULFyI0NBSPPvoo7OzsEBgYqHZ83LhxGDt2LIqLi9GxY0eIRCKdTh4VFYXq6mrMnz8fEokEPj4+qKioQGRkJCZMmACJRKK1fWlpKX7++Wc8/fTTWLdunU7nJiIioibGCGRmZmL9+vV49dVXsW7dOly+fLlhByYmsLW11TkJAICkpCT4+vqq3fCDgoJQXV0NuVzeZPvt27fDw8MD/fr10/ncRERE1EQisHTpUowYMQIAcPToUXz00Ud45513cPDgQb3MDsjOzka3bt3UymQyGSwsLJCTk6O1bWZmJo4eParzmAQiIiL6m9ZXA3369EGfPn3wwgsv4MSJEzhy5AiuXbuGf//739iyZQuGDBmCUaNGwdPTs1knLysrg1QqbVAulUpRWlqqte2GDRswduxYdO3aVW02AxEREQknaLCglZUVRo8ejdGjRyMjIwPR0dGIjY3F8ePHcfz4cTg7O2PUqFEYPnw4rK2tDR0zYmNjkZOTg3fffVdwm+joaERHRwMAli1b1uw9Ef5qVitqD7hPBulb211T/E31sDLENaXzNsQuLi6YNWsWnnvuOfzxxx84fPgwUlNTsXHjRmzduhWDBw/GvHnzBPUllUobfcVQVlamMaGora3Ff//7X0ycOBFKpRJlZWWoqKgAAFRVVaGiogJWVlYN2oWGhiI0NFT1+f7FkIh4TZC+8ZoifWvuNXX/a/h76ZwI1BOLxRgxYgRGjBiBnJwc/Otf/8KlS5dw8uRJwYmAk5MTsrOz1coKCgpQVVWlMeiqqircunULmzZtwqZNm9SOfffdd+jSpQtWrlzZvB+KiIjIyDQ7EQDuTt+LiYnBkSNHkJWVBQBNTvm7l5+fH/bu3av2LT4uLg5isRheXl6NtrG0tMTixYvVyoqKivD9999jxowZnEFARESkg2YlAhcvXkR0dDTOnDmD2tpaAIC7uztCQ0MbrDWgTVhYGA4cOIAVK1Zg4sSJyMvLQ2RkJMLDw9USinnz5sHLywuzZ89WbW50r/rBgj169IC7u3tzfiQiIiKjJDgRKCoqwtGjR3HkyBHVjVcqlarevXfv3l3nk1tbW2PRokVYv349IiIiIJVKMX78eEydOlWtnkKhgEKh0Ll/IiIi0k5rIqBUKnHu3DkcPnwYiYmJqpuxp6cnRo0ahSFDhkAsFrcoAGdn5waP+u+3evVqrccdHBywY8eOFsVBRERkjLQmAq+//jpu374N4O639+HDhyM0NBROTk6tEhwREREZltZE4Pbt2/Dy8lJ9+zcza9HYQiIiInrAaL2zf/fdd3B0dGytWIiIiKiVad1rgEkAERHRw01rIkBEREQPNyYCRERERoyJABERkRFjIkBERGTEmAgQEREZMcGJQHx8PJf5JSIiesgIXiHom2++gZ2dHUaOHIlRo0ZBJpMZMi4iIiJqBYKfCIwZMwZVVVXYvXs35s2bh2XLluHs2bNQKpWGjI+IiIgMSPATgRdffBHPPPMM4uLiEBUVhcTERCQmJsLe3h6jRo1CSEgI7O3tDRkrERER6ZlOmweIxWIEBwcjODgY169fR3R0NE6cOIHIyEjs2rUL/v7+CAsLg5+fn4HCJSIiIn1q9i5CPXr0UHtKsH37diQkJCAhIQEymQxjxozB6NGjYWlpqc94iYiISI9aNH2wsrISx48fx8GDB1XbFbu4uKC0tBRbtmzBW2+9hYyMDH3ESURERAbQrCcC165dQ1RUFGJjY1FZWQmxWIyQkBCMGTMGLi4uqKysxKFDh7Bjxw78+9//xpIlS/QdNxEREemB4ESgqqoKsbGxiIqKQnp6OgDAyckJYWFhGDFiBCQSiaqupaUlJk6ciFu3buHIkSP6j5qIiIj0QnAi8Oqrr6KiogImJiYYPHgwxowZA29vb61t7O3tUVNT0+IgiYiIyDAEJwJWVlYIDw9HaGgobG1tBbUZPXo0goKCmhsbERERGZjgRGD16tUwMdFtbKFEIlF7ZUBEREQPFsF3dl2TACIiInrwCb6779q1CzNmzFBNE7zf7du3MWPGDPz666/6io2IiIgMTHAicPbsWXh5eWlcRtje3h79+vXDmTNn9BYcERERGZbgRCA3NxfOzs5a6zg5OSE3N7fFQREREVHrEJwIVFdXw8LCQmsdsViMysrKFgdFRERErUNwItCpUydcvnxZa53Lly9zB0IiIqJ2RHAi4OvrC7lcjri4uEaPx8bGQi6Xc+dBIiKidkTwOgKTJk3CyZMn8f333yMuLg5+fn6wt7fH7du3kZiYiISEBFhbW2PSpEkGDJeIiIj0SXAiYG9vjw8//BDffPMNzpw502B2QOfOnfH222+jU6dOeg+SiIiIDEOn3QddXV3x/fff4+zZs7h8+TLKysoglUrh7u6OAQMGwMxM980Ms7KysGHDBqSlpUEqlSIkJARTpkzRuoDRjRs3sGnTJly/fh0lJSXo2LEjfH19MW3aNNjZ2ekcAxERkbHS+c5tZmaGwYMHY/DgwS0+eWlpKZYuXQpnZ2csXLgQubm52Lx5M5RKJaZPn66xXXl5ORwcHDBixAjY2dkhLy8PO3fuRHp6Or788kuYmpq2ODYiIiJjoPtXeD2KiopCdXU15s+fD4lEAh8fH1RUVCAyMhITJkzQuE+Bh4cHPDw8VJ+9vb3RqVMnfPbZZ8jMzETv3r1b60cgIiJq1zQmAjExMQCAQYMGwcrKSvVZiBEjRgiql5SUBF9fX7UbflBQELZs2QK5XI6AgADB57S2tgYA1NbWCm5DRERk7DQmAmvWrAEAuLu7w8rKSvVZCKGJQHZ2Nry9vdXKZDIZLCwskJOT02R7hUIBhUKBvLw8bN26Fa6urnBzcxMcJxERkbHTmAjMnj0bAFSD7+o/61P9YMP7SaVSlJaWNtn+yy+/xPnz5wEAvXv3xvvvv69xkGF0dDSio6MBAMuWLYNMJmtWzH81qxW1B829Jog0abtrir+pHlaGuKY0JgLBwcFaPz8IXnzxRZSWluKvv/7C7t278cUXX2Dp0qUQi8UN6oaGhiI0NFT1uaCgoDVDpXaA1wTpG68p0rfmXlPdunXTeKxNBwtKpVKUl5c3KC8rK1O989fG0dERwN3XF3379sXcuXNx8uRJhISE6D1WIiKih5HgJYYNwcnJCdnZ2WplBQUFqKqq0pq9NKZz586wtrZGXl6ePkMkIiJ6qGl8IjB37txmdSgSibBy5UpBdf38/LB3715UVFTAysoKABAXFwexWAwvLy+dzpuTk4OSkhI4ODjoHDMREZGx0pgIKJXKZnWoS7uwsDAcOHAAK1aswMSJE5GXl4fIyEiEh4erTSmcN28evLy8VAMWN23aBFNTU7i7u0MikSA7Oxt79+5Fly5dEBgY2Ky4iYiIjJHGRGD16tUGP7m1tTUWLVqE9evXIyIiAlKpFOPHj8fUqVPV6tVPE6zn6uqKgwcPIjo6GjU1NZDJZBg8eDAmTZoES0tLg8dNRET0sGjTwYIA4OzsjMWLF2utc39SEhQUhKCgIEOGRUREZBSaPViwoqICBQUFjY76JyIiovZBpycCdXV12LdvHw4fPqw2Ot/BwQGjRo3CY489xg1/iIiI2hHBiUBtbS0+//xzyOVyiEQiyGQy2NraoqioCPn5+fj555+RlJSEjz76qFnbERMREVHrE3zH3r9/P+RyOfz9/fHcc8+pFvMBgNzcXGzatAlnz57F/v37MWnSJEPESkRERHomeIzAyZMn0b17d7zzzjtqSQAAdO3aFQsWLED37t1x4sQJvQdJREREhiE4EcjNzYWfn5/GTX1MTEzg5+eHmzdv6i04IiIiMizBiYCZmRkqKyu11qmqquJgQSIionZEcCLQs2dPxMfHo7i4uNHjxcXFOHXqFFxcXPQVGxERERmY4ERgzJgxKC4uxvvvv48jR47g5s2bqK6uRl5eHo4ePYoPP/wQxcXFGDNmjCHjJSIiIj0SPGsgMDAQGRkZ2LNnD/71r381WmfChAlc65+IiKgd0WnC/1NPPYWAgAAcOXIEGRkZKC8vh0QigYuLC0JCQtCnTx9DxUlEREQGIDgRKCkpgUgkQp8+fXjDJyIiekg0mQicOXMGmzZtUi0p3LVrVzz77LMICAgweHBERERkWFoHC6alpeHrr79W21cgNzcXX3/9NdLS0gweHBERERmW1kRg//79UCqVePLJJ/Hjjz/ihx9+wBNPPAGFQoH9+/e3VoxERERkIFpfDVy+fBmenp6YOnWqqmzatGmQy+V8IkBERPQQ0PpE4M6dO3B3d29Q7u7urnFhISIiImo/tCYCdXV1sLS0bFBuYWGBuro6gwVFRERErUPwyoJERET08Gly+uCxY8eQnJysVpafnw8AWLJkSYP6IpEIixYt0lN4REREZEhNJgL5+fmqG//95HK53gMiIiKi1qM1EVi8eHFrxUFERERtQGsi4OXl1VpxEBERURvgYEEiIiIjxkSAiIjIiDERICIiMmJMBIiIiIwYEwEiIiIjxkSAiIjIiDERICIiMmJNrixoaFlZWdiwYQPS0tIglUoREhKCKVOmwMREc45y5coV/P7770hJSUFhYSE6deqEYcOGYeLEiRCLxa0YPRERUfumMRHYuXNnszudPHmyoHqlpaVYunQpnJ2dsXDhQuTm5mLz5s1QKpWYPn26xnZxcXG4efMmJk6cCEdHR2RmZmL79u3IzMzEggULmh03ERGRsdGYCERGRja7U6GJQFRUFKqrqzF//nxIJBL4+PigoqICkZGRmDBhAiQSSaPtJk2aBBsbG9Vnb29viMVi/PDDD8jPz0fnzp2bHTsREZEx0ZgINLbPwP79+5GYmIhHH30UXl5esLW1RVFREZKTk3Hy5En4+/tj/Pjxgk+elJQEX19ftRt+UFAQtmzZArlcjoCAgEbb3ZsE1HNxcQEAFBYWMhEgIiISSGMicP8+AzExMfjzzz/x+eefo3fv3mrHgoODMXbsWCxevBiDBw8WfPLs7Gx4e3urlclkMlhYWCAnJ0dwPwCQlpYGkUiELl266NSOiIjImAkeLPjbb79h6NChDZKAeq6urhg6dCh+++03DB8+XFCfZWVlkEqlDcqlUilKS0uFhoaioiLs3r0bw4cPR8eOHRutEx0djejoaADAsmXLIJPJBPd/r7+a1Yrag+ZeE0SatN01xd9UDytDXFOCE4GcnBw88sgjWuvY2dnh1KlTLQ5KF7W1tfj2229haWmJmTNnaqwXGhqK0NBQ1eeCgoLWCI/aEV4TpG+8pkjfmntNdevWTeMxwesIWFlZITU1VWud1NRUWFpaCg5MKpWivLy8QXlZWRmsra2bbK9UKrFq1SrcuHED77//vqA2RERE9DfBiYC/vz9SUlKwadMmVFRUqB2rqKjApk2bcOnSJQwYMEDwyZ2cnJCdna1WVlBQgKqqKq3ZS73//Oc/OHPmDBYuXAgnJyfB5yUiIqK7BL8aeOqppyCXy/Hbb7/hyJEjcHFxQceOHXHnzh1kZGSgoqICDg4OmDFjhuCT+/n5Ye/evaioqICVlRWAu2sEiMXiBoMV7/fLL7/g4MGDeOutt+Dp6Sn4nERERPQ3wYlAx44d8cUXX2Dr1q04efIkUlJSVMfEYjFGjRqFGTNmoEOHDoJPHhYWhgMHDmDFihWYOHEi8vLyEBkZifDwcLUphfPmzYOXlxdmz54NADh58iR+/vlnBAcHw97eHmlpaaq6Xbt2bXR6IRERETWk0xLDHTp0wKuvvopZs2YhOzsb5eXlkEgkcHJygqmpqc4nt7a2xqJFi7B+/XpERERAKpVi/PjxmDp1qlo9hUIBhUKh+nz+/HkAwLFjx3Ds2DG1uq+//jqCg4N1joWIiMgYiZRKpbKtg2gLuq5TUO+vd2bpORJ6UDgu/6lNzvv8xj/a5LxkeP+ZObRNzntoL6cPPqzGTHBsVjtt4+503nSotrYWFy9eRFZWFiorK1XLCVdXV6OiogIdOnTQumEQERERPTh0SgSSkpKwdu1aFBUVqcrqE4GMjAx8/PHHmDdvHoYNG6bXIImIiMgwBH91v3r1KpYvXw6RSISZM2ciKChI7XifPn3g4OCA06dP6z1IIiIiMgzBicCuXbsgFouxbNkyjBs3Do6ODd9TuLq6IjMzU68BEhERkeEITgRSU1MxcOBA2Nraaqwjk8nUXhsQERHRg01wIlBZWdnk/Pyqqiq1aX5ERET0YBOcCNjb2+PGjRta62RkZHAbYCIionZEcCLg5+eH8+fP49KlS40eT0xMRFpaGvz9/fUWHBERERmW4OmDjz/+OOLi4vDZZ59h7NixyM/PBwCcO3cOcrkchw4dgq2tLcLDww0WLBEREemX4ETA3t4eH374Ib799lvs27dPVR4REQEA6NKlCxYsWMB1/omIiNoRnRYU6t27N77//nucO3cOaWlpKCkpgUQigbu7OwYOHNis/QaIiIio7ei8xLCJiQkCAgIQEBBgiHiIiIioFQkeLLhkyRLExMRorXP8+HEsWbKkxUERERFR6xCcCMjlctUAQU0KCgogl8tbHBQRERG1Dr1uE1hdXc1xAkRERO2IzmMEGqNUKlFQUIDExER06tRJH10SERFRK9CaCEybNk3tc2RkJCIjI7V2+Pjjj7c8KiIiImoVWhOBvn37QiQSAbg7RkAmk8HBwaFBPRMTE1hbW6N///4ICQkxTKRERESkd1oTgU8++UT192nTpmHkyJGYPHmyoWMiIiKiViJ4jMCqVasglUoNGQsRERG1MsGJQOfOnQ0ZBxEREbUBnWcNFBYW4s8//8Tt27dRW1vbaB2+PiAiImofdEoEduzYgV9//RV1dXVa6zERICIiah8EJwInTpzArl270K9fP4wZMwZff/01RowYAV9fXyQnJ+Po0aMYMmQIwsLCDBkvERER6ZHgROD333+Hvb09PvjgA9XqgQ4ODggKCkJQUBAGDRqEZcuWISgoyGDBEhERkX4JXmL4+vXreOSRR9SWEFYoFKq/+/n5wdfXF/v27dNvhERERGQwghOBuro6dOjQQfVZLBajvLxcrU737t2RkZGht+CIiIjIsAQnAnZ2digsLFR9lslkyMzMVKtTWFjITYeIiIjaEcGJgIuLC27cuKH67O3tjUuXLuH48eOorKzEuXPncOrUKfTq1csggRIREZH+CU4EBgwYgBs3biAvLw8AMGnSJEgkEqxevRozZ85EREQEgIYbFREREdGDS/CsgeDgYAQHB6s+y2QyfPnll9i3bx9u3ryJzp07Y8yYMejRo4dOAWRlZWHDhg1IS0uDVCpFSEgIpkyZAhMTzTlKbW0tfv75Z1y+fBlXr15FTU0NduzYodN5iYiIqBkrC97LwcEBL730UrPbl5aWYunSpXB2dsbChQuRm5uLzZs3Q6lUYvr06RrbVVVV4ciRI3Bzc4OHhwcuXrzY7BiIiIiMWYsSgZaKiopCdXU15s+fD4lEAh8fH1RUVCAyMhITJkyARCJptJ1UKsWGDRsgEolw8OBBJgJERETNpHMioFAocPv2ba17DXh5eQnqKykpCb6+vmo3/KCgIGzZsgVyuRwBAQEa24pEIt0CJyIiogZ0SgT27t2Lffv2obi4WGu97du3C+ovOzsb3t7eamUymQwWFhbIycnRJTQiIiJqBsGJwI4dO7Br1y5YW1tjxIgRsLe3b/GaAWVlZZBKpQ3KpVIpSktLW9T3/aKjoxEdHQ0AWLZsGWQyWbP6+UufQdEDpbnXBJEmbXdN8TfVw8oQ15TgRODo0aNwcHBARESExnf3D7LQ0FCEhoaqPhcUFLRhNPQg4jVB+sZrivStuddUt27dNB4TvI5ASUkJAgIC9JoESKXSBssUA3efFFhbW+vtPERERNQ4wYlA165dUVZWpteTOzk5ITs7W62soKAAVVVVWrMXIiIi0g/BicDo0aNx9uxZFBUV6e3kfn5+OH/+PCoqKlRlcXFxEIvFgmceEBERUfMJHiMwevRo/PXXX/j444/x5JNPonfv3hpfEwgdzBAWFoYDBw5gxYoVmDhxIvLy8hAZGYnw8HC1vufNmwcvLy/Mnj1bVZaYmIiqqirVboenTp0CALi6uqJz585CfywiIiKjptP0wZ49e+LYsWNYu3atxjoikQjbtm0T1J+1tTUWLVqE9evXIyIiAlKpFOPHj8fUqVPV6ikUCigUCrWyn376Cfn5+arP33zzDQDg9ddfV1sKmYiIiDQTnAgcPnwYP/zwA0xNTeHt7Q07Ozu9bDns7OyMxYsXa62zevVqQWVERESkG8GJwL59+9CxY0d89tlncHBwMGRMRERE1EoEDxbMz8/HkCFDmAQQERE9RAQnAvb29hr3FiAiIqL2SXAiMGLECCQmJqpN9SMiIqL2TXAi8Pjjj8PNzQ1Lly5FcnIyEwIiIqKHgODBgk899ZTq759++qnGerpMHyQiIqK2JTgR6Nu3L0QikSFjISIiolYmOBH45JNPDBgGERERtQXBYwSIiIjo4cNEgIiIyIhpfDWwc+dOAMDYsWNhbW2t+izE5MmTWx4ZERERGZzGRCAyMhIAEBgYCGtra9VnIZgIEBERtQ8aE4H6jYDqtxRuamMgIiIian80JgJeXl5aPxMREVH7J3iwYExMDDIzM7XWuX79OmJiYlocFBEREbUOwYnAmjVrcObMGa11EhISsGbNmhYHRURERK1Dr9MHFQoFVx8kIiJqR/SaCOTk5EAqleqzSyIiIjIgrUsM3/+Y/8yZM8jLy2tQT6FQ4NatW0hJSYG/v79+IyQiIiKD0ZoI3D/wLyMjAxkZGRrru7u7Y+bMmXoJjIiIiAxPayKwatUqAIBSqcS8efMwbtw4jBs3rkE9ExMTSKVSWFpaGiZKIiIiMgitiUDnzp1Vf588eTK8vb3VyoiIiKh9E7wN8ZQpUwwZBxEREbUBwYnAtWvXkJaWhkcffRQSiQQAUFlZiZ9++gkJCQmwsLDAxIkTG311QERERA8mwdMH9+zZg927d6uSAADYunUrTpw4AaVSiZKSEmzcuBHnz583SKBERESkf4ITgatXr8Lb21v1uba2FjExMXBzc8OPP/6IVatWwcbGBgcOHDBIoERERKR/ghOB4uJidOrUSfU5PT0dlZWVCA0NhVgshr29PQICAprcj4CIiIgeHDqtLFhXV6f6+6VLlwCo70poY2OD4uJiPYVGREREhiY4EZDJZLh8+bLq85kzZ9CpUyd06dJFVVZYWAhra2v9RkhEREQGI3jWwNChQxEZGYmvv/4a5ubmSEtLw/jx49XqZGdnqyUGRERE9GATnAiEh4fj/PnzOH36NADAxcUFkydPVh3Py8vDlStX8Pjjj+sUQFZWFjZs2IC0tDRIpVKEhIRgypQpMDHR/rCivLwc//nPf3DmzBkoFAoMGDAAL7zwAjp06KDT+YmIiIyZ4ETA0tISS5cuxfXr1wEAzs7ODW7WCxYsgKurq+CTl5aWYunSpXB2dsbChQuRm5uLzZs3Q6lUYvr06Vrbfvvtt8jJycGrr74KExMTbNmyBcuXL8enn34q+PxERETGTnAiUK9Hjx6Nljs4OMDBwUGnvqKiolBdXY358+dDIpHAx8cHFRUViIyMxIQJE9TWLLhXWloazp8/j08++UQ1WNHe3h4ffPABLly4AB8fH91+KCIiIiOl9fm7XC5HQUGB4M4yMzMb7FioTVJSEnx9fdVu+EFBQaiuroZcLtfYLjExER07dlSbseDm5gYHBwckJSUJPj8REZGx05oILFmyBMeOHVMr+/XXX/Hiiy82Wv/06dNYs2aN4JNnZ2ejW7duamUymQwWFhbIycnR2s7JyalBuZOTE7KzswWfn4iIyNjp/GqgpqYGZWVlejl5WVkZpFJpg3KpVIrS0lKt7Rp7bSCVSpGXl9dom+joaERHRwMAli1b1iABEarblv81qx2RJr+//2Rbh0APmRdea97vNzJOOi0o1J6FhoZi2bJlWLZsWVuH0m689957bR0CPWR4TZG+8ZpquTZNBKRSKcrLyxuUl5WVaV2YSCqVoqKiotF2jT1hICIiosa1aSLQ2Dv9goICVFVVaX10r2ksQE5OTqNjB4iIiKhxbZoI+Pn54fz582rf7uPi4iAWi9VmBNzvkUceQVFRkWq/A+Du7og3b96En5+fIUM2KqGhoW0dAj1keE2RvvGaark2TQTCwsJgbm6OFStW4MKFC4iOjkZkZCTCw8PVBgPOmzcPa9euVX3u06cPfH19sWrVKsTHx+P06dP45z//CU9PT64hoEf8H4z0jdcU6RuvqZYTKZVKpaaD06ZNa1an27dvF1w3KysL69evV1tieOrUqWqrFs6ZMwdeXl6YM2eOqqysrAwbN27E6dOnoVQq4e/vjxdeeAE2NjbNipmIiMgYtXkiQERERG1HayJAREREDzedFxSi9iMvLw9z587F4MGDMX/+fADA6tWr1ZaBFolEsLS0RI8ePRAcHIyQkBCIRCIkJydjyZIlCAwMxJtvvtmg7w8//BCXL1/G2LFjG11p8o033kBeXh42bNigcc8Iat/qr697WVhYwNraGt27d0e/fv0QHBzc4HXdjh07sHPnTgDAU089hUmTJjXaf/01BgArVqzQuM8JPVz0cV3d287R0RFDhgxBeHg4xGKxweNvj5gIGKnRo0fDxsYGCoUC+fn5iI+PR2pqKq5du4ZZs2bB3d0d5ubmSElJadC2srIS6enpEIlEjR6/ffs2cnNz0bt3byYBRsDJyQlDhw4FAFRXV6OwsBCXLl1CUlISdu3ahVmzZuHRRx9t0M7U1BQxMTGNJgJZWVm4fPkyTE1NUVdXZ+gfgR5Azb2ugoKC4OjoCAAoLCzEmTNnsG3bNiQnJ+Pjjz9u1Z+hvWAiYKRGjx6t9g1r0qRJeP/99xEVFYXHHnsMXbp0gZubG1JSUpCbm4uuXbuq6qalpaGurg4DBw5EQkICSktL1RaAqt8wStsUUHp4ODs7Y+rUqWplSqUSJ0+exI8//ohVq1ZBKpXC399frY6vry/OnTuHK1euwM3NTe3YsWPHYGpqiv79+3MjMSPV3Otq2LBhGDBggOrz008/jQULFuDPP//ExYsX0a9fv1aJvz0xmiWGSbvu3bvD29sbSqUS6enpAABvb28AaLATpFwuh7m5OSZMmAClUtngqUB9/fr2ZHxEIhEeffRRvPzyy1Aqldi8eTPuH44UGBgIc3PzBhubKRQKnDhxAr6+vujYsWMrRk0POiHX1f2sra0REBAAAKrfbaSOiQA1IBKJAPz9jb6xRMDNzQ3u7u6wsrJqcDwlJQUikQh9+/ZtnYDpgTVs2DA4ODggOzsbmZmZasekUikCAgIQFxeH2tpaVfn58+dRWFiI4ODgVo6W2gtt15U2pqamBoyq/WIiQADuvpOVy+UQiUTo3bs3gLsLN5mbm6vd6Kurq3HlyhX07dsXJiYm8PDwUDteVFSE7OxsuLi4cHwAQSQSwdPTE0Dj38aCg4NRWlqKhIQEVdmxY8fUvsUR3a+p6+pe915fffr0MXhs7RHHCBip33//HTY2NlAqlarBglVVVRg7diwcHBwAAGKxWDVOIC8vDw4ODkhLS0Ntba3q276npye2b9+O8vJySCQS1WsCvhagenZ2dgCAkpKSBsd8fX1hZ2eHmJgYDBkyBGVlZUhISEBISAjMzPjriTTTdF2dPHkSV69eBfD3YMHi4mKEhYXB3d291eNsD/h/mpH6/fffAfw9fdDFxQUjR47EyJEj1ep5eXkhJSUFcrkcDg4OkMvlMDU1hYeHh+q4UqnEpUuX4O/vz4GCpBMTExM8+uij+O2333Dnzh3Ex8ejpqaGrwWo2WJjYxuUhYaG4uWXX26DaNoHJgJGSui8bC8vL+zatQtyuRzBwcFISUlBr169YGlpCQBwdXVVvT6oTwQ4PoDuVVhYCAAal/8ODg7G3r17ceLECcTFxaF79+5wdXVtzRCpHdJ0Xb377rsYMGAAamtrcePGDWzYsAHR0dHo2bMnxowZ0xahPvA4RoC08vDwgJmZGVJSUlBTU4O0tDS1m7y5uTnc3Nwgl8tRUlKCrKwsuLi4QCqVtmHU9KCof1oEQDX25H7Ozs5wdXXFvn37cOXKFYwYMaI1Q6R2SMh1ZWZmhl69euG9995Dx44dsWnTJty6das1w2w3mAiQVvXjBG7evKl6bHv/t/2+ffvi2rVrSExMhFKp5GsBUomNjUVeXh6cnJy0PoEKDg5GYWEhTExMMHz48FaMkNojodcVcHd2ypQpU1BTU4Ndu3a1UoTtCxMBalL9jf2XX35RG61br2/fvqirq8OePXvU6pPxql/45YcffoBIJMJzzz2nmpbamOHDh2PBggX48MMPYWtr23qBUrui63VVLyQkBJ06dcLRo0dRUFDQCpG2LxwjQE3y8vLC7t27cePGDfTs2VNtFUHg7usDExMT3Lhxg+MDjFBWVhZ27NgBAKipqUFhYSFSUlKQn58PKysrzJ07F4888ojWPqysrDBo0KDWCJfaCX1cV/XMzMwwadIkrF+/Hrt378Yrr7xiyNDbHSYC1KT6cQL3Thu8l6WlJXr16oWrV682mijQwy07O1u12cu9m8OMGTOm0c1hiITQ93UVEhKCX375BceOHcMTTzwBmUxmiLDbJW5DTEREZMQ4RoCIiMiIMREgIiIyYkwEiIiIjBgTASIiIiPGRICIiMiIMREgIiIyYkwEiIiIjBgTASJqE8nJyZg6dSqmTp3a1qEQGTWuLEhGr7q6GjExMTh79iwyMzNRXFwMMzMz2Nvbw9PTE0FBQejXr5/WPubMmYP8/PwG5ZaWlujcuTP69u2LsWPHwtnZuUGdTz75BHK5XFCsXl5e+OSTTwTVbSq2xowYMQJz5szRqf/7lZWV4bfffgMAjB8//qHcifLYsWPIy8uDt7c3vL292zocohZhIkBG7cKFC1i7dq3a9qRWVlaora1FdnY2srOzcfjwYTzyyCOYO3cuOnTooLU/c3NzSCQSAHc3SCkpKcGNGzdw48YNHD58GC+//DJCQkIabWtqatrk8swtWb753tg0aeq4EGVlZaqlYYODgzUmAhYWFujWrVuLz9cWjh07pkremAhQe8dEgIxWXFwcVq5cibq6Otjb22Pq1KkYNGiQ6mabnZ2NqKgoHDp0CImJifjwww+xdOlSdOzYUWOfgYGBat+oq6urcfbsWWzYsAF37tzBDz/8AFdXV/Ts2bNBWw8PD52/7evi/tjampubG7777ru2DoPI6HGMABmlrKwsrF27FnV1dejRowe++uorhISEqH3jdnJywvPPP4933nkHZmZmyM3NxT//+U+dziMWizF06FDMmzcPAKBQKPD777/r9WchImoJPhEgo7Rt2zZUVVXB3Nwcb7/9ttadzPz9/fHEE09gx44d+PPPP3Hu3Dn4+/vrdD4fHx/Y2dmhsLAQV69ebWn4rerWrVvYt28fLly4gPz8fNTV1aFDhw6wtbVF3759MWzYMLi5uQFoON5h7ty5an3dO8YhOTkZS5YsAQDVdrP1jh07hjVr1qBz585YvXo1UlJSsGfPHly5cgVVVVVwdHTE2LFj1V6znDt3Dr/99hsyMjJQVVWF7t2747HHHkNgYGCjP1deXh7i4uKQnJyMvLw83L59GwAgk8ng6+uL8PDwBjvU1cdVb+fOnarXIPVWrVoFBwcH1WeFQoFjx47hxIkTuH79OioqKtChQwd4eHhgzJgxGl8t1P+7nDx5Mp544gkcOHAAsbGxyM3NRXl5ORYvXqxqm52djf3790Mul+PWrVtQKpWwsbGBvb09vL29MWLECDg5OTV6HiImAmR0CgsLcebMGQBAUFCQoPfU4eHh2LdvHyoqKnDo0CGdEwEAsLe3R2FhISoqKnRu21YyMjKwZMkSlJWVAQBMTExgZWWFoqIiFBYW4tq1aygrK1MlAtbW1ujQoQNKSkoAAB06dICJyd8PHpszxuHw4cP44YcfANwdv1FVVYWMjAysW7cOubm5eOqpp7Bjxw7s3LkTIpEIVlZWqK6uxtWrV/Hdd9+htLQUo0ePbtDvmjVrVEmLmZkZrKysUFpaqhobcuzYMbz33nvw9PRUtRGLxejYsSNKS0tRV1cHCwsLWFpaqvV7789bXl6O5cuXIzk5ucG/v1OnTuHUqVN47LHH8Oyzz2r8+WtqarBkyRKkpqbC1NQUlpaWEIlEquMXLlxAREQEampqAEBV59atW7h16xYuX74MMzMzzs4gjZgIkNFJTk5G/e7bgwcPFtTG0tISPj4+iI+PR0pKCurq6mBqaqrTeetH7rdkwF9r27x5M8rKytCrVy+89NJLcHd3h0gkQm1tLfLz85GQkIB7dzJfsGAB8vLyVE8CvvzyS7Vvx7oqLi7G+vXrMXbsWDz55JOwsbFBaWkpNm7ciJiYGOzZswdSqRS7d+/G9OnTMXbsWEgkEhQWFmLt2rVISkrC5s2bMWzYsAYDIV1cXDB06FD4+PigS5cuMDExQV1dHa5du4YdO3YgKSkJ3377LVauXAmxWAzg7jiLwMBA1bf1xx57TOsNdu3atUhOToaZmRmeffZZhISEwMLCAkVFRfj5559x9OhR7Nu3D126dGk0WQGAQ4cOAQBef/11BAYGQiwWo6SkRJUM/Pjjj6ipqYGvry+effZZ9OjRA8Dd8Sk3b95EfHx8gycbRPdiIkBGJysrS/X3Xr16CW7n4uKC+Ph4VFZWIj8/H127dhXc9tSpUyguLgYAuLu7N1onNTUVL7/8stZ+XnjhBY2PupsSFxeHpKQkrXUWLFgADw8PtZgA4KWXXkKfPn1U5WZmZnB0dMRjjz3WrFiEqqqqQkhICF544QVVmbW1NWbPno2UlBTk5eVhy5YtmD59Op544glVHTs7O7z55pt49dVXUVVVhYSEBAwfPlyt7+eff77B+UxNTeHm5ob33nsP7777LjIzM3Hq1KkGbYW4fPky4uPjAQAvvvgiQkNDVcdsbW0xe/ZslJeXIz4+Htu3b0dwcLAq4bhXZWUlFi5ciICAAFVZ/eyVO3fu4ObNmwDuJgp2dnaqOmKxGN27d0f37t11jp2MCwcLktGpf2wN6Pbt/N6pg6WlpU3WVyqVyM/Px4EDB7B27VoAd2+gY8aMabR+XV0d7ty5o/Wf6upqwfHer6ampsn+a2tr1drUT/0rLCxs9nlbatKkSQ3KTExMVGs7mJubY9y4cQ3qSCQSVfJy/fp1nc5pYmICX19fAMClS5d0jPiuuLg4AECnTp00ThmdNm0agLvX5IULFxqt0717d7Uk4F5WVlaqJwNt+d+I2jc+ESDSo5iYGMTExDR6zNLSEnPmzIGjo2Ojx5uzWJAumrNYkL+/Pw4fPozVq1cjNTUVAQEBcHV1hYWFhYGiVGdtba3xyYutrS0AwNnZucF7+nr1Uz01JW4pKSk4cuQILl++jFu3bqGqqqpBnfpBhLpKT08HcHedgXvHDdzL2dkZ9vb2uH37NtLT0xu94d/7hOZ+YrEY/fv3x4ULF/DFF18gLCwM/v7+6NWrF8zM+OudhOGVQkbn/m/29vb2gtoJeZJw76I9IpEIFhYWkMlk6Nu3L0aNGoVOnTq1IPLW98wzzyA3NxfJycnYv38/9u/fDxMTE7i4uMDf3x+hoaGC//01h5WVlcZj9TdXbXXqx3HU1dU1OPbf//4Xe/fuVetPKpWqbqCVlZWoqqpqNDkQ4s6dOwDQ5L+fTp064fbt26r699M2owUAXnvtNURERCAzMxO7du3Crl27YGZmBldXVwwcOLDBtFii+zERIKNz7zK/6enpgm9k165dA/D3ssGNedAW7WkpqVSKxYsX49KlS0hISEBqairS09NV/+zduxevvfYahg0b1tah6uTChQuqJGD06NEYPXo0nJ2d1b65b9u2Dbt371YbDNkWND1NqCeTyRAREYELFy4gMTERqampyMzMRGpqKlJTU/HLL79g/vz5TS6TTcaLiQAZHW9vb4hEIiiVSsTHx2t8/3qvyspK/PnnnwCAvn376jxjoL3z9PRUTaOrrq7GhQsXsG3bNly/fh1r165Fv379VI/q24PY2FgAgK+vL2bNmtVonaKiohado2PHjsjJyVFbvrox9ce1rVjZFBMTE/j5+cHPzw8AUFFRgbNnz2Lr1q0oKCjA999/j7Vr1/J1ATWKgwXJ6NjZ2WHgwIEA7g7oysnJabLN/v37VfP/NU3zMhZisRgBAQFYsGABgLuDEO8dUNfUN9gHQf3NV9OsEaVSqZr735h75/Fr0rt3bwB3p6sqFIpG62RnZ6vGILi6ujbZp1BWVlYYNmwYXnvtNQB3X1PoOmCSjMeD/38skQFMmzYNYrEYNTU1+Oabb1RT+xqTmJiI3bt3A7j7NKE5iwm1R3V1dRpvYADUprrde/O/9519/UJED5r6cRyZmZmNHo+KilJNy2tM/c+o7ecLCgoCcHew4ZEjRxqts337dgB3x63079+/6cDvc/8sj/vd+99ISPJCxomJABml7t2747XXXoOJiQmuX7+Od999F0eOHFH7xZ6Tk4ONGzfiq6++Qm1tLbp06YL/+7//M5pfqLdu3cL//d//YdeuXbh27ZragLvMzEysXLkSwN1dBL28vFTHpFKpatzF0aNHGx2o19bqH6EnJiZi586dqKysBHD3xr57925s2LBB606T9Yv2JCYmapxV4ObmplqwasOGDTh48KBq4GFRURHWrVuHU6dOAfg7MdVVamoqFixYgP379yMrK0uVuCmVSqSmpuKnn34CcHdAYmMbXREBHCNARmzYsGGwtrZWbUO8bt06rFu3DhKJBDU1NaolW4G775LnzZvX5AjulhCyoBBwdyW55hCyoJBMJsOXX36p+nzz5k1s374d27dvh4mJCSQSCSorK1XfRM3MzDBnzpwGo9LDwsKwfft2HDx4EIcPH4aNjQ1MTEzg7u6ON998s1nx69Pw4cMRExODlJQU7NixA5GRkZBIJCgvL4dSqYS/vz9cXFxUT4LuN2LECOzbtw+5ubmYPXs2bGxsVDfyTz/9VDU7ZPbs2SgpKYFcLseGDRuwceNGWFpaqs4DAI899liLXjddv34dmzZtwqZNm2Bqaqr6OeoTMCsrK7zxxhvt4pUNtQ0mAmTU/Pz8sHLlShw7dgxnz55FZmYmSkpKYGZmppr2FxQU1KzHtrqqX1DIUOoXFNLm3m+l9vb2WLhwIZKTk5GWlqaa4mZqaoquXbvC29sb48aNa3RdhMcffxxWVlY4ceKE6j24UqnUONuitZmZmeHDDz/Er7/+itjYWNXyz25ubhgxYgRCQ0MbbCZ0L0dHRyxevBi//vorLl++rNp7AFCfqiiRSLBo0SLVpkMZGRmorKyEra0t+vTpg7Fjx2rcdEgIV1dXvPXWW0hOTsaVK1dQWFiI4uJimJubo3v37vDx8cG4ceMMOsWT2j+Rsq3nxhAREVGb4bMiIiIiI8ZEgIiIyIgxESAiIjJiTASIiIiMGBMBIiIiI8ZEgIiIyIgxESAiIjJiTASIiIiMGBMBIiIiI8ZEgIiIyIj9P5xfLUYuUjnMAAAAAElFTkSuQmCC", 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", 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" ] @@ -541,16 +541,16 @@ "name": "stdout", "text": [ " mean 95.0% CI (lower) 95.0% CI (upper)\n", - "ipw 0.604971 0.601821 0.608098\n", - "dm 0.605281 0.603590 0.606781\n", - "dr 0.605108 0.602185 0.608493 \n", + "ipw 0.605677 0.602447 0.608713\n", + "dm 0.605383 0.604123 0.606918\n", + "dr 0.605225 0.602239 0.608934 \n", "\n" ] }, { "output_type": "display_data", "data": { - "image/png": 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", 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", 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" ] From 5091b9971ed5b5545c846bc817abf9415e30918f Mon Sep 17 00:00:00 2001 From: usaito Date: Mon, 6 Sep 2021 19:58:39 -0400 Subject: [PATCH 2/3] update version to 0.5.0 --- obp/version.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/obp/version.py b/obp/version.py index 3d26edf7..3d187266 100644 --- a/obp/version.py +++ b/obp/version.py @@ -1 +1 @@ -__version__ = "0.4.1" +__version__ = "0.5.0" From 16c7d1c20f9ac30bf6327ecd967d7e46c36c48f9 Mon Sep 17 00:00:00 2001 From: usaito Date: Mon, 6 Sep 2021 20:21:14 -0400 Subject: [PATCH 3/3] update obp version in benchmark --- benchmark/ope/README.md | 2 +- benchmark/ope/poetry.lock | 42 ++++++++++++++++++------------------ benchmark/ope/pyproject.toml | 4 ++-- 3 files changed, 24 insertions(+), 24 deletions(-) diff --git a/benchmark/ope/README.md b/benchmark/ope/README.md index 647cf7e0..98527c9c 100644 --- a/benchmark/ope/README.md +++ b/benchmark/ope/README.md @@ -53,8 +53,8 @@ numpy = "^1.21.1" matplotlib = "^3.4.2" hydra-core = "^1.1.0" pingouin = "^0.4.0" -obp = "^0.4.2" pyieoe = "^0.1.0" +obp = "^0.5.0" ``` ## Files diff --git a/benchmark/ope/poetry.lock b/benchmark/ope/poetry.lock index 00cc1c5d..a6336955 100644 --- a/benchmark/ope/poetry.lock +++ b/benchmark/ope/poetry.lock @@ -184,23 +184,25 @@ python-versions = ">=3.7,<3.11" [[package]] name = "obp" -version = "0.4.1" +version = "0.5.0" description = "Open Bandit Pipeline: a python library for bandit algorithms and off-policy evaluation" category = "main" optional = false -python-versions = "*" +python-versions = ">=3.7.1,<3.10" [package.dependencies] -matplotlib = ">=3.2.2" -mypy-extensions = ">=0.4.3" -numpy = ">=1.18.1" -pandas = ">=0.25.1" -pyyaml = ">=5.1" -scikit-learn = ">=0.23.1" -scipy = ">=1.4.1" -seaborn = ">=0.10.1" -torch = ">=1.7.1" -tqdm = ">=4.41.1" +matplotlib = ">=3.4.3,<4.0.0" +mypy-extensions = ">=0.4.3,<0.5.0" +numpy = ">=1.21.2,<2.0.0" +pandas = ">=1.3.2,<2.0.0" +pingouin = ">=0.4.0,<0.5.0" +pyieoe = ">=0.1.1,<0.2.0" +PyYAML = ">=5.4.1,<6.0.0" +scikit-learn = ">=0.24.2,<0.25.0" +scipy = ">=1.7.1,<2.0.0" +seaborn = ">=0.11.2,<0.12.0" +torch = ">=1.9.0,<2.0.0" +tqdm = ">=4.62.2,<5.0.0" [[package]] name = "omegaconf" @@ -320,7 +322,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" [[package]] name = "pyieoe" -version = "0.1.0" +version = "0.1.1" description = "pyIEOE: a Python package to facilitate interpretable OPE evaluation" category = "main" optional = false @@ -509,7 +511,7 @@ typing-extensions = "*" [[package]] name = "tqdm" -version = "4.62.1" +version = "4.62.2" description = "Fast, Extensible Progress Meter" category = "main" optional = false @@ -567,7 +569,7 @@ viz = ["matplotlib", "seaborn", "nc-time-axis"] [metadata] lock-version = "1.1" python-versions = "^3.9,<3.10" -content-hash = "4d5877b71e7c289230edf83a4a4fba035f9ede84ef017df5bed560154d2c13c6" +content-hash = "f61d01af9f6cb2ab9ec46eeb39d3d02f096cc4964ea7532cff3f5bf032e118a2" [metadata.files] antlr4-python3-runtime = [ @@ -718,9 +720,7 @@ numpy = [ {file = "numpy-1.21.2.zip", hash = "sha256:423216d8afc5923b15df86037c6053bf030d15cc9e3224206ef868c2d63dd6dc"}, ] obp = [ - {file = "obp-0.4.1-py3-none-any.whl", hash = "sha256:87dec9caf4283c25ab13036532e0a24566f1c7bdcad1653a8ded43b2f5ef8208"}, - {file = "obp-0.4.1-py3.8.egg", hash = "sha256:ec415eda29f718d9e93e911b00b8fcb8d0d8caf72b5c47992b424f525da7ceca"}, - {file = "obp-0.4.1.tar.gz", hash = "sha256:4be96fae9ba4f7a0cff3e313209e767c466f1b940bbc203c4238cc23f1241d15"}, + {file = "obp-0.5.0.tar.gz", hash = "sha256:a8bbcb9aeb6e17da754690abac7e64e28f4c09214de3ce64643966aeaf1b947b"}, ] omegaconf = [ {file = "omegaconf-2.1.1-py3-none-any.whl", hash = "sha256:be93d73eaa2564fbe52d88ee13e3b79f4c6e04876b2f326551a21391f7dc6367"}, @@ -816,7 +816,7 @@ pyflakes = [ {file = "pyflakes-2.3.1.tar.gz", hash = "sha256:f5bc8ecabc05bb9d291eb5203d6810b49040f6ff446a756326104746cc00c1db"}, ] pyieoe = [ - {file = "pyieoe-0.1.0.tar.gz", hash = "sha256:a9f2f4b88c80b6dd9bfada8d9b79b250e33ceabb0fe713c385958a65962a5559"}, + {file = "pyieoe-0.1.1.tar.gz", hash = "sha256:679bee6e437cbba7bae9462a5d52d7d1a71bc7568aa4f80eec0add1dc3126b78"}, ] pyparsing = [ {file = "pyparsing-2.4.7-py2.py3-none-any.whl", hash = "sha256:ef9d7589ef3c200abe66653d3f1ab1033c3c419ae9b9bdb1240a85b024efc88b"}, @@ -1020,8 +1020,8 @@ torch = [ {file = "torch-1.9.0-cp39-none-macosx_11_0_arm64.whl", hash = "sha256:569ead6ae6bb0e636df0fc8af660ef03260e630dc5f2f4cf3198027e7b6bb481"}, ] tqdm = [ - {file = "tqdm-4.62.1-py2.py3-none-any.whl", hash = "sha256:07856e19a1fe4d2d9621b539d3f072fa88c9c1ef1f3b7dd4d4953383134c3164"}, - {file = "tqdm-4.62.1.tar.gz", hash = "sha256:35540feeaca9ac40c304e916729e6b78045cbbeccd3e941b2868f09306798ac9"}, + {file = "tqdm-4.62.2-py2.py3-none-any.whl", hash = "sha256:80aead664e6c1672c4ae20dc50e1cdc5e20eeff9b14aa23ecd426375b28be588"}, + {file = "tqdm-4.62.2.tar.gz", hash = "sha256:a4d6d112e507ef98513ac119ead1159d286deab17dffedd96921412c2d236ff5"}, ] typing-extensions = [ {file = "typing_extensions-3.10.0.0-py2-none-any.whl", hash = "sha256:0ac0f89795dd19de6b97debb0c6af1c70987fd80a2d62d1958f7e56fcc31b497"}, diff --git a/benchmark/ope/pyproject.toml b/benchmark/ope/pyproject.toml index 640b4908..4229057b 100644 --- a/benchmark/ope/pyproject.toml +++ b/benchmark/ope/pyproject.toml @@ -1,7 +1,7 @@ [tool.poetry] name = "benchmark/ope" version = "0.1.0" -description = "" +description = "benchmarking OPE estimators on Open Bandit Dataset" authors = ["usaito "] [tool.poetry.dependencies] @@ -12,8 +12,8 @@ numpy = "^1.21.1" matplotlib = "^3.4.2" hydra-core = "^1.1.0" pingouin = "^0.4.0" -obp = "^0.4.2" pyieoe = "^0.1.0" +obp = "^0.5.0" [tool.poetry.dev-dependencies] flake8 = "^3.9.2"