diff --git a/examples/cf_mnist.ipynb b/examples/cf_mnist.ipynb index 8f2ac1691..16ffea608 100644 --- a/examples/cf_mnist.ipynb +++ b/examples/cf_mnist.ipynb @@ -217,11 +217,11 @@ "Instructions for updating:\n", "Use tf.cast instead.\n", "Epoch 1/3\n", - "60000/60000 [==============================] - 46s 759us/step - loss: 0.3420 - acc: 0.8915\n", + "60000/60000 [==============================] - 53s 875us/step - loss: 0.3319 - acc: 0.8940\n", "Epoch 2/3\n", - "60000/60000 [==============================] - 44s 731us/step - loss: 0.1193 - acc: 0.9637\n", + "60000/60000 [==============================] - 43s 712us/step - loss: 0.1187 - acc: 0.9629\n", "Epoch 3/3\n", - "60000/60000 [==============================] - 44s 739us/step - loss: 0.0891 - acc: 0.9727\n" + "60000/60000 [==============================] - 44s 733us/step - loss: 0.0930 - acc: 0.9719\n" ] } ], @@ -248,7 +248,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Test accuracy: 0.9878\n" + "Test accuracy: 0.987\n" ] } ], @@ -337,7 +337,7 @@ "WARNING:tensorflow:From /home/janis/.conda/envs/py36dev/lib/python3.6/site-packages/tensorflow/python/training/learning_rate_decay_v2.py:321: div (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n", "Instructions for updating:\n", "Deprecated in favor of operator or tf.math.divide.\n", - "Explanation took 17.780 sec\n" + "Explanation took 6.444 sec\n" ] } ], @@ -375,12 +375,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Counterfactual prediction: 9 with probability 0.9900040030479431\n" + "Counterfactual prediction: 9 with probability 0.9900996088981628\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -413,9 +413,9 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzAAAABqCAYAAABj9bQXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJztnXfYJFWV/7933kGCYCKpIBIlKWIiGAARRILummFFRUXRn7JgwITub3dh17gCIiYQXGRVghkElMVRkQUVECQoQZIBYVwwwjDM1P7Rfe776e5zuzrU+77T75zP88zDpd7uqlunTp3quud7z01VVSkIgiAIgiAIgmASWDDXHQiCIAiCIAiCIBiUeIEJgiAIgiAIgmBiiBeYIAiCIAiCIAgmhniBCYIgCIIgCIJgYogXmCAIgiAIgiAIJoZ4gQmCIAiCIAiCYGKY2BeYlNJfUkqbznU/VgbC1rND2Hn2CFvPHmHr2SNsPTuEnWePsPXsMWm2HukFJqV0S0ppj3b7oJTSRc12q+d4i1JKB3NbVVVrVlX1q5k8bvvYb0kp/TSltCSl9PmZPp5z/JXC1imlVVNKn0sp3ZpS+nNK6YqU0t4zecyu468Udm4f+7SU0u9SSn9KKV3f3Y9ZOP5KY2v0YYuU0n0ppdNm65jt4640tm4f+772Q/gvKaVfzvQxu46/0ti6ffz9U0rXpZT+mlK6KaX0rFk67kpjZ/iy/VuWUjp+po+L469Mtt44pfTtlNLdKaU7UkqfSCktnOnj4vgrk623TildmFL6Y0rpxpTSC0fZz5xnYGbTQUbkt5KOlnTyXHdkXFZwWy+UdLukXSU9VNL7JZ2RUtp4Dvs0Eiu4nSXpA5I2rqrqIZJeIOnolNJT5rhPIzEBtjZOkPSTue7EOEyIrd/SfgivWVXVlnPdmVFZ0W2dUtpT0ockvUbSWpJ2kTRrAwJNsaLbGb68pqT1Jd0r6cw57tZIrOi2lvRJSXdKepSk7dX6LfL/5rRHI7Ii27rdt29IOlvSIyS9QdJpKaXHDb2zqqqG/ifpFkl7SNpa0n2Slkn6i6R72n9fVdJHJd0m6feSPi1p9fbfdpP0a0nvknSHpC9Ienj7ZO6SdHe7vWH78//W3v997WN8or29krR5u/1QSae2v3+rpPdJWtD+20GSLmr3525JN0vae4RzPlrS50ex1zj/VkZb49yvkvTisPPM2VnSlpJ+J+ll4dMzY2tJ+0s6Q9I/Szpttuy8stla0iJJB8+mfVdiW18s6XVh51mN1a9W6yUxha1nxKevk7QP/v8jkj4Ttm7W1pIe3z5mwrbvSDpqaJuNY2ieSNffj5X0TbXertaS9C1JH4ChH1Br9GZVSatLWlvSiyWt0f78mZK+jv0tUteDqcvQp6r1RreWpI0lXa92cG33b6mk10uakvQmtbIqqf33d0s6e4BzntMXmJXJ1u3Prq/WzbVV2Ll5O6s12vS39jEvl7Rm+HTztpb0kPb+HqM5fIFZSWy9SK2H7WJJP5K0W9i6eVu3P39/+zM3qvXD6RNq/5gKO8/YM/FCSf8cPj1j8eON7f2vIWkDSVdLemHYuvH48QT1vsB8V9LXhrZZ04aWlCT9VdJm2LazpJth6PslrdZn/9tLunsQQ7eNt0TSNvjbIZIWoX834m9rtL/7yCHPeYV7gZnHtl5F0gWag9GPlczOU5KeqdbIyiph6+ZtLek4Se9qt/9ZK9ALzDy09Y5qPWxXVWu0+s88t7B1M7aW9Oj2Z3+qltxmHbVeGP8t7DxjsXojtUbMN5ktf17ZbK1W5uMytV4EKkmf1xxku+a7rdX6ffcrSe9st5/b7vv5w9psJnRy67ZP5rKUkm1LbYMYd1VVdV/+Y0prSDpG0vPUSntJ0loppamqqpbVHG8dSQ9SK8Vl3KrWG7RxhzWqqvpbu19rDnpCKzDzztYppQVqpT/vl/SWQb83w8w7O7e/t0zSRSmlA9UaQfn4MN+fIeaNrVNK26slCXhS3WfniHlj6/bnL8X//mdK6QBJ+0iatUnPfZhPtr63/d/jq6r6XbuvH1NrIOTIAb4/k8wnO5NXqfWD9uYhvzeTzBtbt393nC/pM5Ke3v7OyWplNN5Z9/1ZYN7YuqqqpSmlv1crLr9LrYGQM9R6YRqKJibxV13/v1itALdtVVUPa/97aNWahFb6ztvV0uLvWLUmFu/S3p4Kn+8+3lJJj8W2jST9ZohzmBTmta1T6w74nFrysRdXVbW0if2OwLy2s8NCSZvN0L7rmM+23k2t1PttKaU7JL1D0otTSpc3sO9RmM+29qjQr9lm3tq6qqq71ZKN9Tv+bDFv7dzFqyT9Z8P7HJb5bOtHqCXz/URVVUuqqvqDpFPUGgCZC+azrVVV1VVVVe1aVdXaVVXtJWlTST8edj9NvMD8XtKGKaUHtTu2XNKJko5JKa0nSSmlDVJKe/XZx1pqXZx7UkqPkPT/nWO4tanbb5JnSPq3lNJaKaXHSnqbpEbKlaaUFqaUVlPrTXcqpbTaHFZ4mNe2lvQptdK4z6+q6t66D88g89bOKaX12uVP10wpTbXP4QC19NVzwby1taTPqvViuH3736clnSOp37nMJPPW1imlh6WU9rL4nFJ6hVoP7PPH3feIzFtbtzlF0qHtePJwSYerNUl4tpnvdlZK6elqjXzPdfWxeWvrqqoWqzUR/U3t+PEwtWSoV4677xGZt7aWpJTSdu1YvUZK6R1qSVE/P+x+mniBuVDSNZLuSCktbm97l1qT+y5JKf1JrfkM/UpaHqvWpKPFki6RdF7X34+T9JLUqs/tyVwOVUsf+Cu1KiN8UQOWPU4pvTeldG6fj7xPLSd4t6QD2+33DbLvGWDe2rp9gxyi1g+9O9J03ftXDLLvhpm3dlZr1OVNao2g3q1WFZHDq6r6xiD7ngHmra2rqvpbVVV32D+1Ji7eV1XVXYPsewaYt7ZWS0t9tKYn8R8q6e+rqprVtWDAfLa1JB2lVlnw69Wq3nSFWpWNZpv5bmep9UP6q1VV/XmQfc4g893WL1JLbnWXWuf0gKS3DrLvGWC+2/qValU/vVPScyTtWVXV0BIyqxgQBEEQBEEQBEGwwjPnC1kGQRAEQRAEQRAMSrzABEEQBEEQBEEwMcQLTBAEQRAEQRAEE0O8wARBEARBEARBMDHEC0wQBEEQBEEQBBND3/VMUkpjlSibmppeJHTZsrqFP/uzcKHf1QceeGDgYy1Y0HpfW758ec82kqZXOh2234urqlp3mC/gmLNWDm611VbL7aVLp9eKHPcazTITYWv61xh+1Qij3o9VVY28GOBsxhDal3Zf0W1t/a6qamRbz6ZP085kwipaTkT8mNRYTR+pqmoibD2pTKKtZypWN/mb06OJWN3ez5zYesJidKZk6xldkPFhD3tYbv/hD38Ya19rr712bvOC3HHHHZKkhzzkIXnb3Xff7e5jzTVbi5b+6U9/yttWX3313Dbn58vS//7v/w7TzVuH+fCojOKQDBKbbjq9dpHZTxr6XOeaWbH1KDCIrrrqqrnNHyNzYWveI7wH+EJv/mT3gA0QzBVrrbVWbt9zzz09f+e9Sh+3e10a3Nb8Pm0yDHZv0tZ//vP08g3cr7WbsjUfrv0Y5SFfsjO5//77B9pXE/3yBqOGZKz4MaitR/Ep2nqzzTbL7d/97ne5PW78qLM1/+59jn3sFz8kaenSpbMSq5u4f2eaQf2GzKatZ8uv+f0HP/jBuV367TYoD33oQ3O77h4xHx/Fr5t4Ls6Wrfl7kYMggzJIXK47F8/WTRASsiAIgiAIgiAIJoYZzcDwzZFvxn/84x8lSeuvv37exjdaL1vz+9//fuBjcdTWGw3n6PNf//rXvvudRPj2bXblm/u11147631a0eg3YsARC/rPoKMuHGX429/+5rbngmFGt+Y682Lwvn74wx+e23Yu7OcjHvGI3Obo27gjXfQHu7dKI1l2jGFsPcqomIf1fxipnbdtlVVWyW3LqgziD3V2rhu9HGZ0bq5H2PudK+3n9dPzJ2naD2ifa665ZvzOOpRkgAbjnpdZq/OHpnxa6p9tG9fWTVIa9aatrL912co11lgjt/ncYBb/vvvuk9TsucyWX5NxM7fDwGeEwWfFXPi1F/dmytajUIoVfF5aH0rX0jtHqlOWLFkyUt8iAxMEQRAEQRAEwcTQNwMzNTWVsxme/pxviRwZMM0339zYXmeddSTVZ12GoXQs9tHeTjm6ZH1hf9gXZok4KnHnnXeO1V8P67f9t6Q197SZ/Kw3Kt3knAsvw9MEdVrPJifodY80cd88tnec0kj/MMzEdRmGki3NLk1pfaempvJ8ENv3qOfMrIbNr2Nc4n5Lc1CMuuIdxPMNZoMso8y/l74/k7buhvcpY5d37qU+DjPXxBu9LcUlD8bq7n124430lc63e66RNP5Iane/Splaby5JKdbUjQ5TxWD7aCJ+2LmUfMCLVaVngF1v7mtFsfUwzwyvaBCP5c1DLRVp8frA+cHebyvajH2xrIs0Oba2WMltVMFwvqIpYkoxxO4X73fdsHhZpkH9eiYUCnUxuPTZYbLR9Dt7bpVs7fl1XfGFUubQo3SPDDM3NDIwQRAEQRAEQRBMDPECEwRBEARBEATBxJD6TWytq1XNtA9Tb3UTctZbbz1JnenQv/zlL7nNksnWv8WLF7v78qQkZN11p0ui33XXXT1/p4TMm6BLOdkjH/nI3LZzZCrzzjvvvKyqqqe6Halh4cKFlZ2LNxGY8gLvmvH8mSa0tP8gqfQ6WZP9nccqpS89WQIlEAbt60kopOLE6LFsbX2xc2U6lPbjMT27e+u8lCZwjthXd7uX9i2l0seVqzVd774kFayTVXj7GESi5J1/6Xp7/WJsMmnaTEn/RrX1ggULKpPx3nvvvZI67z1K6mgnk9fRzygHNhnAIHY2+QClA15xFcq/rK/dfTSJCfvF4izGGGVXG40ftDX9yYsZlM/wnM3nh5Hd1VEque/FWkotGUsGfS6Qrs/OmK29Z4o0fa48J9q60M+RsOtdknx717t03FHKLHfRiK3t+Ox7ydZ2LrxXR/VrOwZlufRhk6PRPqPGANvXqN8f57lIW9vvMT5nhrE146LZbRBbe6WNPVsT7otxfpTnYuk3rXc9SraODEwQBEEQBEEQBBNDvMAEQRAEQRAEQTAx9K1CtnDhwpzm8apuUX5Vt04LqavgxfrQv/71r3v+zspgw1RgMGlESbpmKbMHPehBeds//dM/5faJJ57Y00euZD8u3Wlj/n8p/W+pQm7zUnDDVGApSbksPViqDETpn1dVzttGOcCjHvWo3Oaq0yY5pBxgHGnFsmXL8rnUyR8oETQb0ue22Wab3L766qt79tmk1Mir7MJj1FVmYdp5q622yu3f/va3PftqQMrQQ8mvDN6Ldi5bbrll3sa+3H777ZI6JQ7jHp+U1pUaxdb0ca463S1fHGdtk6qqshzL4helWrxfGP/4fcNbg2CQvnlVZxhLrQ+UjRHvWjLWjCr1MPvzmo5TrcmLH7zPS7JYO5fNN988b6OseRhbDyoLLd2/3ve8KnDSdL9Lcc3bV0m6NiyerUv78yRwjM/s02233TZyn7r3ZderJCEbJn7YuQ3zDBllpfZBKf1u8Co7lp7Jw/i1V93M+x3E49OWdeu60dYWT/h92pIVteyzTT4XuyuglmzNuGefLa1TNoytTfZVksmb3/G3hnd9+Nm65yL/zuc9n1Xd8TqqkAVBEARBEARBMC+IF5ggCIIgCIIgCCaGvlXIVllllcrSR5bqNjmP1Jluq5NSsYKXwZRZqdoSpUT9YL+GWWSSVcosdTWILMzkUkyJ3XHHHSNXAKmr+EYe97jH5fb1118/9LHqpF51ErJBsH3wuvK6NLCQY6O25jmXFiasSxubL1AmVKqmNW4FFDJAFaCxGLcK2UzI0bxqNcPILigPsH6VpE2UgNg1Ztp+3EV4yai2TilV3VI0VgKivGvcylaUFDThvx7W92EkgkMyVvzoJ/ujbI6+Y35W55u0L5+xdX42ahyw7zXh04W43qiteZ70j3H9uu65yOpyXnWzQe6Fumu0oj0X6Yv0D69//Cyfe+b3jEf8XTDM/VBn47rqkivKc3HhwoVVP79h3+njddIwizeexK9EqRqY3U+D7Mvs7lXA9fondfoAbWC/n2xR03a/ogpZEARBEARBEASTTd9J/NL0W3ddTWhOrLcJ/aVJ2RtttJGkzok7pUyL7aP0d8vsMGvC43qjvpxcxFEF24eXLeqmycn7JTjR+he/+EVuD5N12X777SVJ11xzTd5WmmRq2Si+GfMaP/rRj+7pC/vIa2SjBt7aDdJoIyFNTlbszgpwlGGYggdkzTXXlNQ5cvD4xz8+tzlZ3nyME9m8yZ4czfX6z33Y8ZugiYnlRret6yb6DYLFI05IL/mU+XNpfR6zW+m6P+Yxj8ltu++bzAw0Zevu4hrMKI06Or366qtL6rxmpVFQ81XGXPqk3Rf8O/vM4i1eoYE6eK/QlnbuTU0s796X1Fls4pe//GVuM64MekzGDz4jvVj9q1/9Km/jc8tsweOzz7wuFtetCEkJrk2x4YYb5jbjvreuVtMTy0vFXLwiBHVrY/GalLJO9lnGamLXi/5H+zIu2We51hKpK67gnc9M2nqYDGvps2Y/+nVpLR87F36WbYOxwiuMIk1fL95D49JUrF62bFmPvfi7q24dtBKWaafCgNl3ZkgsXtx00015m7e+HP3PKxggTd+Hdc/FQbI5dr0HsXVkYIIgCIIgCIIgmBjiBSYIgiAIgiAIgomhr4TsgQce6JkQz8nyixcv7rvzPffcM7d/8IMf5LalrG+99da8jbIvygdsHzvuuGPe9o//+I89x6KE7fnPf35uf/azn+3bxzpKUjHawRimeMAgcI2AOl7wghfktsnGJGnvvfeWJJ1//vl52wUXXJDbtp6G1Cl98LAUOWVjlB1QLmXp+NKaKltssUXPMSnh8SZkN5Uen5qaymnrUaRsBxxwQG4z/f3sZz+7Z5+nnXZabnsSDUoC+D3P1ldddVVu09a2X9qnJKcxSpIiSzGPmsLuZmpqaqhJrt2Y/0rSZpttlts77LCDJOnyyy/P25j+/t73vpfbtpYUU+me9IzXksUBbrnlltw26QevG21tffAmQ5ZoSqZn/SgVI+iH2VOSHvvYx+a2xRX6HmVL9FmTlnIbr7nZzpMpSJ1SEU86yW2eLKROKtJkEYlBZabsk/Xf4oTUeX+bLIbyoosuuii3uXaJxU3a5Nprr81tk5BQqsP1Zyhn9eKSF194T7DtMVuxulS4w541tDWfi09+8pMldT7/vvvd7+Y217Wz3wC8lpQwGUuWLHH7Ujdx3/PrYQrpNC0bGxWuC/j6178+t01uyPv7rLPOym36on2mdC+bhIkxipJ6zx8YYyjTqpte4NGkrfsVXeFxvGfxHnvskdt8Lu6yyy6SpJ/+9Kd5289//vPc5lQCi9f0ZfqwbadsjFNJ+NvYK0rkPRdJE7aODEwQBEEQBEEQBBNDvMAEQRAEQRAEQTAx9F0HxqsL7lUb68aqG3RXajEsrV1KEXkSA6Z/mXo64YQTJHVWxmKqnGm5N7/5zZKkH//4x3mbydmk6bTbIOdYYFbWgfG4+OKLc5vrxFgatVQxjrIDS/nxs7S7SQmYZuQ13mabbXL7q1/9qqTOlO4xxxyT25dccomkTtkOr/sA0q6Rbb1w4cKKx+13PEowTDZCqcGmm26a21Z5xs5dknbdddfcpt1NlkT7sUKIHYvVfniNeV1OP/30nv1/6lOfyu3vf//7kjrvhZKtvXUImqp3b+c6jK1/+MMf5m0mO5SmpQbmR5L0vOc9z92vSVWZ/qZ00eIF5SRPfeq0a/EY2223nSTpRz/6Ud72D//wD7lt984gVb+8tPuotp6amqqsGo/FzJLMx6syeOaZZ+ZtT3ziE3PbpKCMudtuu21uU5Zn16QkRbW4dOONN+ZtW2+9dW6zGo7JIq688sq87fDDD89tk1VQCliSJBTWRpizWH3hhRfm9hOe8ITc9s6J0mrKaky+QVkOr6tt5/f5LHva056W21/60pckdd4ftLUnSRxGIqUxbW1xwa5jSd7qyYe+/e1v522ML1bFjb5KW1KSzXhuMNZ4cnJK5ilhsmcnffWII47IbbsHhlnTqotG1tyxWF1aB82L1ccee2ze9spXvjK3TQr/k5/8JG+j33Mqgl0XysoYS63a3wYbbJC3XXrppblt8VmSvvnNb0qSbrjhhryN19JsPUis9qTV466PZjYcpeopf4M86UlPym2bKsCqiOzzM5/5zNy282cVt5/97Ge5bc8ByrRLVWU32WQTSdJ1112Xt731rW/NbZO/0u9L6/t48TrWgQmCIAiCIAiCYOIZOgMzCDbJmW++fKPefffdJXXWquZkRWZFLJvDCYyctHTyySdL6qxFzzdqruFg8LNvf/vbc9tGolhPn2+BfFO1EYqudWRGHv1YsGBBZZOmbO2F0sq33ogXsx///d//ndsvfelLJXWOonGCHUf9n/KUp0jqrIdvIyLS9KQu65/UWRufb9E2KsURro9+9KO5/YUvfKHnXNiXm2++ObfNDhzJeuCBBxodQS1NmvTg6BEnI77sZS+TJO200055G0fyOVJi58pRCJtsLk2PQtAHODLrjfrRV4866qjc/shHPtL3fDiaZpitH3jgAS1fvnyskaZ+f6+zu/mkJJ199tm5vddee0nqnPDM0bcjjzwyt22E6ze/+U3eRvtZm77MLCNHsCzLRV/88pe/nNuve93r+p4Pbd0dQ8axtWfnUlECxl3LujKrwlhsmT76vPm5JD3nOc/JbcsQcFIoY4WNtHKyL58/nGxqmUeO2J133nm5fdBBB6kbrr3Be8WOwWu2dOnSsTK4dizv3mGs9tarYPbDRoklaZ999pHU6fO8LoyPNpLKmMvnosV7Pgs5ms4Yb6PZLELzrW99K7ff//7395wXYebHYNwax9Yppcr2742Ul9Yss1jAZ/lnPvOZ3H7ta18rqTM+s5AFY7jdL1Qr8Ht2XI6k895j0QvLiNHv7VkoSW984xt7zpEx0ltno0lb9zt2HaXfIBarWcTH7C91ZgXM1owbvJfteUn/5fmzv3YP8Lfjhz70odw+5ZRT+p7PTMXq9n76Phf5u4B+Zf5+8MEH5208p5133llSpwqHhXCYOTQf5HOR94vFad73vBaMp/Y9/m47/vjjc5vqG49RbR0ZmCAIgiAIgiAIJoZ4gQmCIAiCIAiCYGLouw7MMHCyoNXo5gRkpsROPfVUSZ0pX07sZK3qyy67TFJnyvYlL3lJblu9ekqkKDtg+u2www6T1DlZl7IFps8MTuxju2kWLFjQIe3o7g/TeF4NeRYmYP1tkyhwGyV0PH+T0nD9GaYc7RivfvWr8zZOsmbtcUvx0ge82u6l8yKWTuaE4aYwv6StKRUgZkNO6qYcxtYe4bWgrIMTkk1mSfnRfvvtl9t2jI033jhv41pI55xzTm7bWke8Rzhh3yjJLbxJhKNMLKzDJDCUiNLW7J+lp2lr+vCiRYskdUp0OJmTaXVLoVMatdtuu/Ucl3XtKfHg9pNOOklSpwyIscskDJTzleLRTFF3v3C7yYpYBIWYz9J36Xu8Z23SJ9fN4TonZmduo6yJk0W/8pWvSOqUQnBCtkFZCiWAlJN5fx8XkzzY+VM+Q5tQimjXhWty0adNdsP4y3NmrLb10ThZfKONNsptkzpSXkO7mx9L07Gashz6dB1erBllfa067FwoG6XUyFuTiBJmxlKL1bQ1rwv9nTJqg377rGc9S1JnQRfe85/4xCdy21sLi1J7kw5761TNBfxdx99l3iR++60m+bGaz8oPfOADuU1b2+8NruNFyar9hqAsjPc11zSy4jWUFnuSOMaQ0vpeFru6CoGMjLe+EY9HyS99zXyfEj1iz0s+V7mG1/7775/bJlllQQCbciBNPwPp//y9xwn/9kzhZ+nXRsnWoz4XIwMTBEEQBEEQBMHEEC8wQRAEQRAEQRBMDENLyCi1obSCUpkPfvCDkjrTj6xCYOnd4447Lm+jVITyD6vqc+655+ZtrJpg1Ya4FgPlIUyFW51yVhhhitlSWpRyMSXGdDPX3DCGXDOmg2XLlvWkipmuZOqNsgqDsjCrGiNNp0wp22FFOFYXYhUsgxVxLKVYqijB2uMG5STf+c53ev7OlC59i/XETYZRSj+Og6X0Kavhcby1jFiN7pOf/GRum5yR6X/a1KsKZZXvpM4qQ5YWZ418SvQoV1h77bU7viN1rjVhlNK0rCbSvQ7AIDXyB8WqeVFWw7Q5/drsRmkoKyOZ3/C68Vqx4tsVV1whSfr617+et/3Lv/xLbls84nUjrGdvMj1+lusfWH9pU+L5QL8qS6NgfaBt2SZ2HvR5Vgs0KRb7RimoF1d4HViVxiS4lB6QZzzjGblt/s31dihhMUpVNOk3di1oA0/OOgrmh7zepeOYr/LvfNZZ/KCcj1I4u8+labkX4yelVRY/+UyhhPLlL395z7nQlqzQ5K27Qn+h3MWufVOxempqqkeiRqmct44Z4bOca4DUVdfy1mHhs9LWlpKmZXzf+MY33H3xt5HZmFKnE088Mbftme9VduvGPtNVhaz2e8NAGRDtS383GS+fSUcffXRumy0pJ6csis898zWeE6+xxQA+QwjXn7FrT+nlpz/96Z7vlGIIj2F2Nb9u8rloMnZWmCutkWjPcPoPJWBmy5J9uI6L+Rptzd8jFk9Kz8UDDzwwt+0a8fce2/abif3iPcYY013ZsZ+tIwMTBEEQBEEQBMHEEC8wQRAEQRAEQRBMDH0XspyamsoLdll6i5VMKJlidQ2TjnGRM1Y4MSkBZWNMj1MO1b1PqbMK2aGHHiqpM9XOlCNlTf/+7/8uqVP2w/SZHcM7fjcmIeuSjTWyiJSl1tg3ypa8qi9M9fKzBqUeJUwCUpKb2XZK+NhHXmNLu7/pTW/K284444zaPniYPbokdo0u2MU0P32ZtjC/YHqXC6XadqY8KbPkdpN7MX1OLN1OKQHljKwiZBIO3hfXX3+9u1+DcgAvXW0SgaVLl87ogl1vjxy1AAAew0lEQVSUIrCSk/Wf8cb7HiWiTD2zOpFdT0psNtlkk9y2e4fpbcYNputNjlBna94XlNN48dY+O46tPTt70gyp0zbWH8YMXhOTzVJ6wMpvlDjaZ7wKRWzT32gnSj3sefCe97wnb/PkH+wr7xXa2VvI8v777x9rIUtKAaXO5xPvecpCzKcYUz3Yd1tkspubbrpJUmfc8mCsphz49NNP7/kMK0NRSmLwnqBPU4Y9G7bmc4C/G4j5GP2P0jPzUfoq4zN/A9jvlc033zxvozzG7idK6RhfKYc2WdPb3va2vK1uQcUSJj3qqmw2YwtZ0u6s7GU2plyadjW7M07SlpSZmj8zrnsxk/cFFwrlMUwiRVkZK3IZjEGl52K3X4/7XKzza/aDsdn8hxVxea/Zc40y1C222CK3aR87Phew5f1k15W/6/js4DHsOWALy0vSCSecoH7wHPvF6362jgxMEARBEARBEAQTQ9+ZYsuXL88jSDb6y1EGjmh6lGpVG4NMpLQROE4AYw1wm/jLETCOEPLt3jIvdWu/cBvfzjmZaZwJ+3XYm7itpyN1jm5wNNQmtZVGSmxiaGnUj5+1fXCCIgsJ2Gdtn5I/GVSqv7b2ps+3+xKzUQffRjS7oV9ZXzlywFEI80WOaNBvOZJvo8XMHNIW9lmOrnDUjtebI4sG112ykRSOBnvrZEizv+ZAabKi+Q/jDX3RsiWc+P2Tn/wktzkKbiNYzJZ5E8ltHRNJet/73pfbnBhrWQ36t5fp4IhSydb2GW9tiFEwXzGbMuvCEXOOStt5MLbxsxZLeT6lCaJewQtv3QTeP4cffnhue9kEFl7g/r3MEUd9vYnnTeEVXCndN97E8tJnvVjNNr9n16X0d4Nx4JBDDslt2s3UBPRpb5I7n3kzaV/i2bqU9edzyWDMZTbK7gHGThbpYdtszfXjGEutzazEvvvum9ue+oHr9/Aa2bkNEoebihvEjm/3F/vBDCd/j9hnGAf5PTt/Zl34XGOMsMwLs31cX8ZgtoxrqTGzbr9jtt1227yNGRjrL325FNuaps6veS9SmWDPLV4Lfs+yfYw7/D3Hojd2jfnc41pcBmMFFTW8d6zNNXuoFLJ7xPN19kUazq8jAxMEQRAEQRAEwcQQLzBBEARBEARBEEwMfSfxL1y4sLI0kEkMOPGI8g9v4mZ3PWfDJlV9+MMfzts4EZDrPfzHf/xHz/c52fC5z31uz995TkzfbrzxxpI6JVhMMRtMhVKOxvP1Jgnec889jU6gK+FNXKTsjRMQvVR06ZpbnXumbJmKNJkV63//z//8T25T7vPSl75UUmeNcvqOTUJjKrg02dna9KdxJoZ6ti6lM73t22+/fd5GOaP9nT5BmxDzQa7t4qXNOcHT1leSOuWbz3/+8yVJ5513Xt5Gv/XS4qV1Giw13eQk/m5ZAuUDvKe8dS4oC/HuVVLya7O1J2eSptPuXEuKdqf0wVLkXJdqRbB1SqnqlpCVJtN78iCuIUTfsmtHPy7Z2aRy3BexWLTnnnvmbbQji1S88IUvlNS5tgb75a1NULKzbaffLVmypJGJ5XZOJZ+2Z440PfG7bg0Sxuy6WE05NDFf5/Nx0aJFuU1/2HvvvSV1ypooK7nyyit79l9n6y45TKOxumRr+rtNXKbUpiSNNkaNH4atESV1yuc5Id3WrTv//PPztrr4UXo2dccPaXxbd8eQkq09H+ZvLcrtvGdgydZWtIXSbI+dd945txlDKJF67WtfK6nT1uPGkCYKrrT3M7Bfe9v5u4wSZfNR9n3UeG0ytt133z1v41pSlN1bwS7eY3V+zXPg70C7jwexdWRggiAIgiAIgiCYGOIFJgiCIAiCIAiCiaFvFbJly5b1VAS49957xz4opWMG5TPEW5vloIMOKn5Okt773vfmtslrpM70Vj+YZmQ1oxUFptssPTtINS/DqxYkTct1mPrz+NCHPpTb9A+riCZ1yhG6+ypNp78pK2Oq1KtEQdlD07A6Bmuse5V5vApWJUq2NmlmaZ0T493vfndu0z5cQ4nVt4xSdS+DMkqPpqqRTU1NqVtuQ2h3z4frZGOkzq9Lfze4XsCmm26a21x/5OKLL+753opi67p+GJRZeDKKugqCdT5dZ+fDDjsst9dbb73cvvTSS3Ob0jHDk1VwG2UTpLR9VFhBqE4OxvVChqkw1f2dbry1wjwowWa1JUpfvVjNtdS6JaBSp0/zfJq2tUep2hX7Z5Ugm7C1Ha/O1lybi7Gav5koZzLq7ltWc6p7Ro7LoDGEdjVfaCJWm6ypztYf//jHe74jSWeddVZue7bmbwjPr2crhnjwt1Dp2tp9zz7X+fi4z8Vjjz02tykFY7VVe6bwec5z8KrOlqoeDlOdMzIwQRAEQRAEQRBMDH0zMMQmWHIEoG4tFE4s5xujZRCYNeHbe2lCusG3NZtQzglBXJn1ox/9aG7bxPIzzzyzb7+ZdeEIId8+LUvBt9Bx8UYEPJjJsDdevkXzzdW2c4JjKdtlq7Ry4rS3zgBtwmzN29/+9tz2Jm1xknZdnXmP0gS7UegewS2NYtDfrc/0P45qmq35nZKtvf1z4qLdb1y7gWsPsPa9l7ngCKk3wjJMxq4p6karvcmK/I43GZR+bevwdGN+basYS53+abZ+1atelbfxs7S114cVxdZmCxtl5GhjacV6q/HP+6kuA8ORQmaD7XvMYDM+2Egys+Kc7MviLB5cj8BgrONIbGliahMwq2gwftAH6ibg0tbe6vAln7Y1Tby1T6TpzA9jNa8L15Ty4Ei8PWMGKS4wE3T7dcnWzMwYJVt7cB0XLxPBdS8Yq+3eYREQrlh+6KGH9j2ul6HlOTJjyn4VJvH3PVYd3bbm8Whrtr1nsXcP0K/ZZjyyte943fjb0HzRilhInff6McccUzizFnW2XlGoe1bWxTfe61xHZvHixbltdmWhEf7ett9rVlBF6nz+HXzwwbnNdZM87HuMm6UiM8MobSIDEwRBEARBEATBxBAvMEEQBEEQBEEQTAwDS8jqUkQelBcwdWWUpBV1k4qY8tt1110lSTvttFPexkmJr3nNa3KbE4wGhbXfvQIGTcoW+knIKJ9iis2b6ET7WQqYqeDSZDtLW5rkRuo8v69+9auSOlOK3/ve93KbqW7216A00Cb8M31Mf/FociJdt4/x/4extZcG5XfqbF0qGPCkJz2p55j8LCfxW7qdfkNfHEZWYOl++2/dNamDE54NpsdLEkJP2jeurTfccMO87aqrrsrtpzzlKZKkHXfcMW879dRTc5s28GxdNymeeNIK2zaurW0/3f+VOm3rxak6+SYprW1ktuFxec3e8Y53SOqUVVKGfMEFF/Tsi3j3Cu9VnhdlNZ60c5xY4vk0YZ8YP+07pftxGJ+2ZxljNfdrRRBMkiN1Fkng+jEmQ6NPsyCLSff4LGRcmklbc5/e8Up+a7Yu/d2kLPRlxgRi8YPrnNDWf/d3f9ez7Yorrshtrpdh0L/p1yZtLcmlGTstRlLGPC6D2pq/JyzmlSRmnl+XMFttvfXWeRvlvM985jMlda6585WvfKXnWJIfQ7znYsnWXqxu6rnoUZq07k2ML62xaPA5dPnll/fdr1doRJKOOOIISdI666yTt9lvQKlzqoVna2K25rOStvZiiF2XfraODEwQBEEQBEEQBBNDvMAEQRAEQRAEQTAxpH7VRFJKjZUaYTUUL828wQYb5DZTuV66/YADDsjtL37xi5I664Kz9j3r3Y8C02d1ciJJl1VV9VTvD3WklKruCiBME3prIAzyWUuVM83MyjUlCYKx33775bbZmim93XbbLbd//etf57aXwmcVMqveRv8r1RAvMJatrV92Luwn+8SUqvdZ2tqqLNHWrMLE/Xq2Zlr8wgsv7Nn/DjvskNuUdJq0g/tnRR5PqllX5aSr4lB/TWcfvBgyiISs7rqYreknw9iaMkiTi/H+fslLXpLblDaZnIH75DoNnrSIFYnY9r4zqq0XLFgwsE97KXnKKPh3L36U5AJ1Pv21r31N0nTVN0nadtttc5vVI62/JXmHnRvvj0HXsGgzcvygreuO3V2tTOqULfHv3rOY8iJWJDOJyI033pi3UeJkVcouuuiivI3VsPhctOPyWF4MpP0p6+H3CsxKrPYkSiWJssUg3nvDxA/Gh8997nOSOn3g5S9/eW5/5zvf6fk+/Zr3g0kqvSpw3f0t0Iitvd8VwzwXvTWDRo0hVj1Wmv6dxzj69Kc/Pbcpa7J+UfpPH7Zzo62Hqa437nOx+/deCa+SIW3N75tklXLPYWz9xCc+MbdNcsrPPfnJT85t/q4waVhpXa6ZsnVkYIIgCIIgCIIgmBjiBSYIgiAIgiAIgomhb+mZqampLI+wlBWlK8NU4Kpb8NFbsFKarlzF1CClBgYXMGLqipWvLO3JY3lyFqbnvOppM4G3OBqlBiXJj6XhvMUtpem0Lc+pVNnGgwspWtr729/+dt523XXX5Tbt/pjHPEZSueqE4S1u2U13BRBpvCog9GsvJe/JPkqfpVTLrgHlAd6CnmT99dfP7fe85z25bWl3qwQidVaz8dLO9BFPNsZ+laQIlurtlm00SenYdcfidbFFPYextfmkJJ1wwgm5bXGMMtTLLrvM3Qf92aiTdVDCwOow5s+DVFsZBNufdx95C7jxs/Qnft/kQbRzXVU7Lox29tln57b5+rHHHpu3eRWaCGU9XvygfM9bVFaa9um6xfcGZcGCBT325CKzJUmh3Z/sB/9uNubfaWsvbvNYn/rUp3r+fs455+T2z372M+90tPnmm0vqlGN6C8iWpEwzaWvGavNLymNKsboO28cw8YMV3T72sY/ltvXPKr9JvmyM0H+4WLTZj/dgSbrlPRebsrXFLO5vmOdiXawepjLmcccdl9tmi0WLFuVt1157bd/vlyTLxih+3cRz0WKu7ZO/0UoxwPsdyD7b82VUW3/961/PbXvW/ehHP8rbKFn1mG1bRwYmCIIgCIIgCIKJoW8GZtmyZX0nUzPrwkl99ubG0SG+EdqbJtcAIEceeWRu26jd0572tLyNkxVvuOGGnn1567WU8N4S+cbH4gN1kwRL5zMo3evAlCZ38Y3aRpKYySCWIeAIIT/LDJVNjDvssMPyNqu7Lk3b1dZzkMojPrfffruk+swRMwUcSSJDTs6thes4WP84ykWfYJ/MluwPP2ujCxwh5Plz9N4KKZx++ul5G9cpMU477bSOfnvUTcg3SoUguN2bvDkudo9465OUsm42Qln6rP2dMahu9Oe8887Lbc9vOapXinve+kbeZEX2tZQ5HGZ9hDqqqsojyJa14Igyz8dbT4d4vsGJoIx53JfZ/5Of/KS7f4tBRx11VO352L1Uug5mR8a1UiETb5Jx0/BZV1oHx/NJ/t18mvGDsfpRj3pUbt98882SOrNZu+yyS25feeWVkjrjR4lbb721Zxv76j1bZsvWjNXmE7yH6taJqituwwIEjB/e2iz8XeKtKfeWt7yl9nzqYnX3qLzU6eN1nx0H77nI+75ka4P25X1r9waff7QDY7j9tqPKg+dnCqA3v/nNtefjFWrgdfPsNqhfDzMB3SOllPdlzw+vSEl3n8wXeA8wXq+22mqSOjP9dX5NW7OYlv39gx/8YO35mF1pM/qO/WZllrwJW0cGJgiCIAiCIAiCiSFeYIIgCIIgCIIgmBgay6lzQv+DH/xgSZ1SJ0qFOHHZ48QTT8xtk2wwjbXRRhvl9r/+679K6pSNMdXOCfteQYA66ooPNMWyZcvciddG6W9emq1u4ij3xfY222wjSdp3333zNtZb33vvvSV12oRpQkr7zB84yb9OVlAnFWtaSib5so5SPXtLf9KWPH/zQaZ0mTJl/y3Fy7Q697Xzzjv3fJ8TmolNmjbZSPe+7LjsV93EviZkTVLnxFDbJ9PY3toMkn9d+HeTKPA8aSuy3XbbSeqMG7TFa17zGkmdUhpKYhlbNt10U0mdxUzqijuQAdZxGBk7J28yMqVv3qRg2oOpfc9P6P88ll2f5z73uXkb5S977rmnpE4bML7w/jCb161DUddX0lRBCkptDPpmadJ1t0RY8qU4w8Rqrstg8hFpepI51zHjOl1cC8xiNKVilPV4Eo7ShG777ADreA2M2aNun3W29tY6Kkm16Ctmq9e//vXucZ/xjGdIKq8pQyxWc607xjBPgjdbfi1N28OLU3UxpPRZKwLB82TRIW8dky222CJvoy32339/SZ1+bWseSWW7G3U+VJL4eZLVcaiqqkfGPIh9zVaM17SPbR/Er+25uMcee7h9MEnqz3/+87yNMYZ9tHjNa+kVnGjaryMDEwRBEARBEATBxBAvMEEQBEEQBEEQTAxDS8hYlYtSomGkVnXVunbffffc/vCHPyypM9X+pS99KbfPPfdcSZ2pL2+tBqmzMoOHpR8payjt19KhTIuOU4WM68DUyUxoC0uzlb5j6cMtt9zS/TtlCddcc03Pvt75znf27Is17JkmpOzGbF2qwORJ3+rq2ddVTxqGbolBXT9L/aDsxdLflF/ws6zwYWlZq6InSUcffXRuX3LJJZKkrbbaKm9j+pu+eMUVV/T01ZPbldK7nkRkJtaBMVtwn6W68JbK5zl7f6cdvIpYkvRf//VfPX/nOjCf//znJXXeyyXpyS233CKpUzpFu3vrC9VJJ5uydbeUw4sT3f3xJGSeP5TWJaCU6Gtf+5qkzjjItY1+/OMfS+q0J+V5noSQn6X/Wn/p56X44K2zMO56Gd0SqlL85Tl5a3LVVTPi+VPqYZWDKJs866yzctvWJKF9TTIi+XbjZ0uVFg2eg+e3dX8fhu5YXScrJKVqi3av05f5fcrpbH2dyy+/PG+74IILcvviiy+WNC3rkzrvAVb6tLV4Sj5g50b/rXvuzaStS89krxpjydYmp2Ws5mc5pcB+21HOy0p63//+93uO78mlh4HXvST5Npp8LnbHMK8aqFRv67p7gNvWXXfd3P7CF74gqdO/TE4tTf82oSzPW7eK/S359TDx2hjE1pGBCYIgCIIgCIJgYhg6A8NMC0eX+DZmb3zeiJk0PTrByfZ8W7MJzJI/yfGLX/xibtukWr7ZlbICBjMsfLuzycV8C+dIGycfs90EXg32EnUTyWgzszuLGdDWJ510Us/3eS25JoFNPCyNFHgjFl7tfWk6k0d/8iZZsr9NTYDmCKr1v7R2C6lbM8gmJpayQzvttFPPNo4+XX/99bltox7cRluyjzbCxXPguhTmL7R/nS1ncsIz/ZMZFs/vGDd4X1uWqzQR8NnPfnZuW1ERjuqdcsopuW225nUrZSzsM6WCA3U+4tHUaJ7FOi8DzaIC3tospdEwG90srVLOdUhs1Jq24SrOtq9SdsuzHYvD0P/tHJkNLk3QteONk3UhXqweJmaUbO2t8UBe97rX5bZluG+77ba8zTIF0nQ2hbb+xS9+kdu0q7UZP7zR9lIWzqOp+MFYbefCCeB1xTK8CdDcB7fRl2hLWwuNCo5XvOIVuW2x9pe//GXexljLZ6832s5YbddgmDW/ZuK56Nm6zsdpa15/i9Uln3jWs56V27YWGv3vy1/+cm7bbzfGo9Jz0X7HMUND5rJgAovbWCzjOQ9ja/qKZ2ue/8knn5zblpFltvCiiy7KbfPF0vpxvF+sX4w33tqQ3nckvwjKIIVAIgMTBEEQBEEQBMHEEC8wQRAEQRAEQRBMDANLyCy1yAk9pTSnpZy4VkLd2i+Ujb3oRS/KbVtbZNddd83bmOaz9Gwpfcl0va3/wgl6nMRusqbSJHXWwB5nwr6HN4m/lEZketomQZdq0Nv5cY0WnofV+pamJWI8Z0qYrBAAU528xpyseO2110rqnNjorb9TSiNye0km0ATmH6XJf0yhG0z5E5MVMmXL4gmcOG4SDx6Xk0S33nrrjs9JnRIFT+7B49J+do7cxsnzTa7Z0A87pmfTbiy2lK6LnSt9meu8nHHGGT3foTTUk7dy7YHf/va3uc2iDNYfbitJFIw6WUITLF++PPuE+SelprzGjIneZxn/vMInL3vZy3J7n332yW27vlxvxJvI6a37IHXKcr21P9gvY5jJzjMJfYvxc9ttt81tK5LinYc07VNco4XyGsoiPTkeY43Fks0226zn+FLn8+Dqq6/u2KfU+Yw0WQ+/T0aVfwyCJ9crFRjw5OZ1tqaEkW0WEjJKRYDsuCWJLq+nbacUh3hFHUqFTnjvNI35MG3Nvnky9jpb8++M1ZSI2e+50rp31i/ahP1iXO7+juRPIp+J9eXqWLZsWb5H7FxKBWu84jQlibOdP5+Ltn6fJO233365bfJT3r/87WjHLfmZZ2tPUk9KcYHna5LvQYgMTBAEQRAEQRAEE0O8wARBEARBEARBMDEMLCGz1FJpvRdKxLzPMM1nUiNW53jDG96Q25ayJj/4wQ9ye4cddshtS38zPUl5DWVNBlPF/LtJnChZKlVB6vf9UWCq3FJoJXkV06teqpX9tHOlFOxtb3tbbq+zzjq5bSlFrvVDqYGlBFkBhH2kLbwUND/LY9Rh8gxet3EqCtHWTJmWPtsNz4m+Zr5C+1ACwtSoVVOh9IS2Nn8vVX/iNfbWDvA+y++w7dXvNzlJU5WbJD99TNkFZQkWL7yqMvw7K53stddeuc1KXPYZVmGihMGkeZSNlerdm30Yz2gjb32J2aauSmGdFISyRfMN2oCx1ruPGT+57oDZl5IE+gQlTJ7f8V4z2QT771XClKZlDdx/U9enrgJU3Tov/L71z55pknTkkUfmNu8FswXjuq2RweN6z6zufnnrM/HvFldKFZgoqbV1kubC1nVSIPqK2YXx4/jjj89tSujM1ldeeaXbF/NVT1IjdUp/6/BkTaVYbcdrytZ8Lnqy2JIUy8OLn5RCUbpOrDLtb37zm7xt8803z23zr7pjsY/sqxerS884T5I6W89FMsyaTHaNKHfk7zI+Q+0ZyLjBysA33XRTz7FKtva2eT5cqmBLW3fbuJ+tIwMTBEEQBEEQBMHEEC8wQRAEQRAEQRBMDH0lZFxsx9I9TK0y7eNV5WJ61pOVMV11ww035Pbznve83D7kkEN6vnf77bf37KNUtcKTdTEVShmbwTRbCbPDOLKxEt4imXXpc6YRS1WyjMWLF+c25SJWMYdSHKYX6/AqlpQWPvWkFaVztO95C5GNiyfRqrM1rw8lUAbPbauttspt3g/f/e53JUkHHnhg3laSZxq0H+UQdYsrerKnQW0909Wc2CevYhVlQ5Qm2We9xQ2lTr8+77zzJHVKJ7mopVGyCftl8qdSxbdh7GX7sr42betSVS5P/sHUP8/N9kF/e8ITnuAez3z6la98Zd7mPRdKskj2y9q8v3jPe+dQOkeL901JmfhctH2zb5TYWTVGUqowZBJTSuwuvfTS3N5///17PnvEEUfkbZ5PUxbJ+EBZU138qJMksuqcMRMSMusfbc1r7j1TSov72vnxPE877bTcfsELXpDbP/zhDyV1ytzrYjUpVecyKM0zuUxJouVtpzS5KVt7+6l7LtLWxDunkizo3HPPldRZ3dCjFEPoA1bdi7/3vFg9SIyxfZldxl3QcsGCBVlGbrGX9qvza8Zrr0oYZWmsrslnqD0XDz744LyN0j2vL4TX0J7X7KtXDbiucnF33+uIDEwQBEEQBEEQBBND6jfJMKWU/2iTNfkGVcp62MRwjvRzkr+NyjEDs8kmm7j7sjfe7bffPm876aSTctv6xcltzIrwGJZt2XffffO2c845J7dtslMpq+Lta7fddsvbFi1adFlVVU91v1wDbe1RyrB4db85+vy4xz1OUmcN/7rRMb7dc20BjuYZHPXmxDHbR6m4gucj/Kw32sN6+ldfffWM2bo0YdlsTV/j/eCN9JZsbaOJnPjp/b20vg8zoWZDjsR4+y2dl2dr86clS5Zo+fLl/kzgARjG1t7kbvo1bWm+VrI17xfzUR6Lf7eRMMIsG0f77Bh1tmZf+NmZsjXtbMcujRJytMt8iqOU3n1cGjH1CoaU/m7nyX7x/uFxPTsTywpwX7w/+Fyza0Jfuu+++xqJH96kXp4zRzy9dV5uvvnm3Dafoz/S97zrUpqkb/c3n9F8bnC/ZquST1txEcb/0nUx/95uu+3ytquuumpWbM2RdLMlYzWvv8WEUvzw7ln+nfu1zHppEj9HwO05TF/lvuzZzWPxfvWySF3FbWbsucg+UU1QZ0vs390vfbHOrz2/K/0GWVFjtTScXzMeWLzzivhwH7wWXXEvt83v+H36omX26H/8bem9OzAbyOti17hkaz4H7Bz5DK6qyrV1ZGCCIAiCIAiCIJgY4gUmCIIgCIIgCIKJoU5Cdpek3pmBQYnHVlW1bv3HeglbD03YenYY2c5S2HpIwqdnj7D17BG2nj3C1rNDPBdnj6Kt+77ABEEQBEEQBEEQrEiEhCwIgiAIgiAIgokhXmCCIAiCIAiCIJgY4gUmCIIgCIIgCIKJIV5ggiAIgiAIgiCYGOIFJgiCIAiCIAiCieH/AElwid21sORRAAAAAElFTkSuQmCC\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -467,7 +467,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Explanation took 4.409 sec\n" + "Explanation took 4.563 sec\n" ] } ], @@ -500,12 +500,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Counterfactual prediction: 1 with probability 0.9997615218162537\n" + "Counterfactual prediction: 1 with probability 0.9983848333358765\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -538,7 +538,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP8AAAD8CAYAAAC4nHJkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAADk9JREFUeJzt3W+IXfWdx/HP18mfC0keRGLMYKN2iywNhU3LEFdcFkux2LIQy1BpHpQUwqaDVbZQoZIn9cmClP5TWBumTWiE1rYwVfNA2kRZ0EIpjhJqanatSLZNMyajKclEucn8+e6DOWmn8d7fubnn3535vl8wzL3nd+493zn3fuace3/nnJ+5uwDEc13TBQBoBuEHgiL8QFCEHwiK8ANBEX4gKMIPBEX4gaAIPxDUqjoX1mq1fMOGDXUuEjnMLNnOEaDLy8zMjNrtdvpFzRQKv5ndI+kxSUOSfujuj6bm37Bhg0ZHR4ssEiUj/CvLxMREz/P2vdtvZkOS/kvSZyRtk7TLzLb1+3wA6lXkM/8OSW+6+1vuflnSTyXtLKcsAFUrEv6bJP1pyf1T2bS/Y2Z7zWzSzCbb7XaBxQEoU5Hwd/qw+IEPiO4+7u4j7j7SarUKLA5AmYqE/5SkrUvuf0jS6WLlAKhLkfC/LOk2M/uwma2R9AVJh8spC0DV+u7qc/c5M3tA0q+02NV30N1/X1plqAVdeXEV6ud39+ckPVdSLQBqxOG9QFCEHwiK8ANBEX4gKMIPBEX4gaBqPZ8fKw+nBC9fbPmBoAg/EBThB4Ii/EBQhB8IivADQdHVF1zRrrrHH3882f7ggw9ec02oB1t+ICjCDwRF+IGgCD8QFOEHgiL8QFCEHwiKfv7gip5yu3r16pIqQd3Y8gNBEX4gKMIPBEX4gaAIPxAU4QeCIvxAUIX6+c3spKQZSfOS5tx9pIyiMDjyzvfH8lXGQT6fdPd3SngeADVitx8Iqmj4XdIRM3vFzPaWURCAehTd7b/T3U+b2WZJR83sf9z9xaUzZP8U9krS+vXrCy4OQFkKbfnd/XT2+6ykpyXt6DDPuLuPuPtIq9UqsjgAJeo7/Ga2zsw2XLkt6dOSjpdVGIBqFdntv1HS01lX0CpJP3H3X5ZSFYDK9R1+d39L0j+VWMuKxTDWuFrqPVHX+4GuPiAowg8ERfiBoAg/EBThB4Ii/EBQXLq7R9dd1/3/5OzsbKHnzrv89cLCQrK9SLdRXjfkqlXVvUWq7gIdHh7u2jY1NVXoufPs378/2f7QQw91bbt48WLZ5XTElh8IivADQRF+ICjCDwRF+IGgCD8QFOEHgqKfv0epvvbUMQCSdO7cuWT7xo0bk+1HjhxJtp8/f75r2x133JF87M0335xsf/fdd5Pt999/f7L9pZde6to2MzOTfOzatWuT7bfcckuyPfW65L1mecdW5BkbGyv0+Dqw5QeCIvxAUIQfCIrwA0ERfiAowg8ERfiBoOjnz+SdW57qc7506VLysZs2bSq07Ntvvz3ZfvTo0a5tb7zxRvKxW7ZsSba//fbbyfb33nsv2f766693bRsaGko+Nq+vfdu2bcn2d97pPnh03rEVEYYmZ8sPBEX4gaAIPxAU4QeCIvxAUIQfCIrwA0FZD9d1Pyjp3ySddfePZdOul/QzSbdKOinpPnf/S97CbrjhBh8dHS1Y8spTZZ9y3uubd878unXrku155/un/ra8c+rXrFmTbL9w4UKyfXp6umtb6pr+Un5tg2piYkLT09M9vaF6+Qt/JOmeq6Y9LOkFd79N0gvZfQDLSG743f1FSVdfimanpEPZ7UOS7i25LgAV63ff5kZ3n5Kk7Pfm8koCUIfKP9iY2V4zmzSzyXa7XfXiAPSo3/CfMbNhScp+n+02o7uPu/uIu4+0Wq0+FwegbP2G/7Ck3dnt3ZKeLaccAHXJDb+ZPSXpN5L+0cxOmdkeSY9KutvM/iDp7uw+gGUk93x+d9/VpelTJddSqarHgh/UZefJuxZBXnuRYxTyztfPW3beMQqpvvy8Ywjm5uaS7SvB8jySAUBhhB8IivADQRF+ICjCDwRF+IGgwly6u8nutCaXPcjyugnzugLHx8eT7alhsiN05eVhyw8ERfiBoAg/EBThB4Ii/EBQhB8IivADQYXp50czUpfALnp57D179iTb5+fnK1v2SsAaAIIi/EBQhB8IivADQRF+ICjCDwRF+IGg6OdHpYaGhrq2zc7OJh+bdz5/6rmlaoc+XwnY8gNBEX4gKMIPBEX4gaAIPxAU4QeCIvxAULnhN7ODZnbWzI4vmfaImf3ZzI5lP5+ttkwsV/Pz811/8gwNDRX6QVovW/4fSbqnw/Tvuvv27Oe5cssCULXc8Lv7i5LO1VALgBoV+cz/gJn9LvtYsLG0igDUot/wf1/SRyRtlzQl6dvdZjSzvWY2aWaT7Xa7z8UBKFtf4Xf3M+4+7+4Lkn4gaUdi3nF3H3H3kVar1W+dAErWV/jNbHjJ3c9JOt5tXgCDKfeUXjN7StJdkjaZ2SlJ35B0l5ltl+SSTkr6coU1AqhAbvjdfVeHyQcqqKVReed+u3tNlSwvede/T623vHWadz4/194vhrUHBEX4gaAIPxAU4QeCIvxAUIQfCIpLd6OQVavSb6HLly93bSvSTYji2PIDQRF+ICjCDwRF+IGgCD8QFOEHgiL8QFArpp+/6Cm59Cn359KlS8n21CW0WefNYssPBEX4gaAIPxAU4QeCIvxAUIQfCIrwA0Etq37+VF8+fcad5R3/kKfK9cpr1iy2/EBQhB8IivADQRF+ICjCDwRF+IGgCD8QVG4/v5ltlfSkpC2SFiSNu/tjZna9pJ9JulXSSUn3uftfqiu1WL9w3jXin3jiib6f+8CB9Ijlk5OTyfYq+7vz+vnn5+eT7UWHwZ6dne3aljrXH9Xr5ZWdk/Q1d/+opH+W9BUz2ybpYUkvuPttkl7I7gNYJnLD7+5T7v5qdntG0glJN0naKelQNtshSfdWVSSA8l3TPp2Z3Srp45J+K+lGd5+SFv9BSNpcdnEAqtNz+M1svaQJSV919wvX8Li9ZjZpZpPtdrufGgFUoKfwm9lqLQb/x+7+i2zyGTMbztqHJZ3t9Fh3H3f3EXcfabVaZdQMoAS54bfFr4sPSDrh7t9Z0nRY0u7s9m5Jz5ZfHoCq9HJK752SvijpNTM7lk3bJ+lRST83sz2S/ijp89WU+DdFTk/N604bGxvr+7kH2cLCQrK96CXP84bo3r9/f9e2lbrOl4vc8Lv7ryV1e4d8qtxyANSFI/yAoAg/EBThB4Ii/EBQhB8IivADQS2rS3en+pzz+qv37duXbN+6dWtfNfWi6v7s1N+e18+fd8pu0VOCU3976hiAMnAcQRpbfiAowg8ERfiBoAg/EBThB4Ii/EBQhB8IyuocJnnz5s0+OjratZ0hm8s3yEN0r2RFr5PQr4mJCU1PT/f0orPlB4Ii/EBQhB8IivADQRF+ICjCDwRF+IGgaj2f393pN+7DmjVrku3vv/9+17a8YbBTQ2hL0tq1a5PtvJ6dLYf1wpYfCIrwA0ERfiAowg8ERfiBoAg/EBThB4LK7ec3s62SnpS0RdKCpHF3f8zMHpH075Kms1n3uftzVRUa2eXLl5Ptq1ev7tqWd93+vGMI8q7Ln3fd/6iaOp//WvRykM+cpK+5+6tmtkHSK2Z2NGv7rrt/q7ryAFQlN/zuPiVpKrs9Y2YnJN1UdWEAqnVN+2xmdqukj0v6bTbpATP7nZkdNLONXR6z18wmzWyy3W4XKhZAeXoOv5mtlzQh6avufkHS9yV9RNJ2Le4ZfLvT49x93N1H3H2k1WqVUDKAMvQUfjNbrcXg/9jdfyFJ7n7G3efdfUHSDyTtqK5MAGXLDb8tfm15QNIJd//OkunDS2b7nKTj5ZcHoCq9fNt/p6QvSnrNzI5l0/ZJ2mVm2yW5pJOSvlxJhcjtFkp1561alX6J87rq5ubmku3oLO81KzI8+TPPPNO17fnnn+/5eXr5tv/Xkjp1WtKnDyxjHKEBBEX4gaAIPxAU4QeCIvxAUIQfCKrWS3c3aTmcYtlNXu2p9rxTevPaUY2xsbFKnvf8+fM9z8uWHwiK8ANBEX4gKMIPBEX4gaAIPxAU4QeCsjr7t81sWtL/LZm0SdI7tRVwbQa1tkGtS6K2fpVZ2y3ufkMvM9Ya/g8s3GzS3UcaKyBhUGsb1LokautXU7Wx2w8ERfiBoJoO/3jDy08Z1NoGtS6J2vrVSG2NfuYH0Jymt/wAGtJI+M3sHjP7XzN708webqKGbszspJm9ZmbHzGyy4VoOmtlZMzu+ZNr1ZnbUzP6Q/e44TFpDtT1iZn/O1t0xM/tsQ7VtNbP/NrMTZvZ7M/uPbHqj6y5RVyPrrfbdfjMbkvSGpLslnZL0sqRd7v56rYV0YWYnJY24e+N9wmb2r5IuSnrS3T+WTfumpHPu/mj2j3Oju399QGp7RNLFpkduzgaUGV46srSkeyV9SQ2uu0Rd96mB9dbEln+HpDfd/S13vyzpp5J2NlDHwHP3FyWdu2ryTkmHstuHtPjmqV2X2gaCu0+5+6vZ7RlJV0aWbnTdJepqRBPhv0nSn5bcP6XBGvLbJR0xs1fMbG/TxXRwYzZs+pXh0zc3XM/VckdurtNVI0sPzLrrZ8TrsjUR/k7XnBqkLoc73f0Tkj4j6SvZ7i1609PIzXXpMLL0QOh3xOuyNRH+U5K2Lrn/IUmnG6ijI3c/nf0+K+lpDd7ow2euDJKa/T7bcD1/NUgjN3caWVoDsO4GacTrJsL/sqTbzOzDZrZG0hckHW6gjg8ws3XZFzEys3WSPq3BG334sKTd2e3dkp5tsJa/MygjN3cbWVoNr7tBG/G6kYN8sq6M70kaknTQ3f+z9iI6MLN/0OLWXlq8svFPmqzNzJ6SdJcWz/o6I+kbkp6R9HNJN0v6o6TPu3vtX7x1qe0uLe66/nXk5iufsWuu7V8kvSTpNUlXLk+8T4ufrxtbd4m6dqmB9cYRfkBQHOEHBEX4gaAIPxAU4QeCIvxAUIQfCIrwA0ERfiCo/wc3qnTvaM6m2AAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ]