diff --git a/docs/source/example_notebooks/gcm_falsify_dag.ipynb b/docs/source/example_notebooks/gcm_falsify_dag.ipynb index ced222255..c423f83d0 100644 --- a/docs/source/example_notebooks/gcm_falsify_dag.ipynb +++ b/docs/source/example_notebooks/gcm_falsify_dag.ipynb @@ -24,7 +24,7 @@ "import pandas as pd\n", "import networkx as nx\n", "from sklearn.ensemble import GradientBoostingRegressor\n", - "from dowhy.gcm.falsify import FalsifyConst, falsify_graph, plot_local_insights, validate_graph, apply_suggestions\n", + "from dowhy.gcm.falsify import FalsifyConst, falsify_graph, plot_local_insights, run_validations, apply_suggestions\n", "from dowhy.gcm.independence_test.generalised_cov_measure import generalised_cov_based\n", "from dowhy.gcm.util import plot\n", "from dowhy.gcm.util.general import set_random_seed\n", @@ -99,12 +99,12 @@ "name": "stderr", "output_type": "stream", "text": [ - "Test permutations of given graph: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 120/120 [00:32<00:00, 3.68it/s]\n" + "Test permutations of given graph: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 120/120 [00:33<00:00, 3.57it/s]\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -211,12 +211,12 @@ "name": "stderr", "output_type": "stream", "text": [ - "Test permutations of given graph: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 120/120 [00:33<00:00, 3.53it/s]\n" + "Test permutations of given graph: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 120/120 [00:35<00:00, 3.42it/s]\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -374,12 +374,12 @@ "name": "stderr", "output_type": "stream", "text": [ - "Test permutations of given graph: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [04:02<00:00, 2.43s/it]\n" + "Test permutations of given graph: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [04:07<00:00, 2.48s/it]\n" ] }, { "data": { - "image/png": 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", + "image/png": 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UAjB+/Hjc3NwwMzOjatWqTJkyhfT09DzjGDVqlMay7t274+fnp/6cmppKUFAQlSpVwtzcnGbNmhVKY+z+/fsTHh6usSw8PJz+/ftrLDt27Bhz5swhODiYhQsX4unpibOzM+3bt2fz5s1a5QvLpUuX2LlzJ9988w3NmjWjZcuWfPHFF0RGRnLnzp0ct3nW9nTx4sW0bduWxo0bEx4ezuHDhzly5AiQPchdaGgorVu3pmrVqvTp04cBAwawZcuWIjkP8WKlKlFITk7m2rVr2Nvb07hxYwwNDdm7d696fWxsLHFxcXh4eJRglEIIIYQoSmvWrMHAwIBjx44RGhrK4sWL+eabb3Isa2VlRefOnVm/fr3G8nXr1tG9e3fMzMwAsLS0JCIigosXLxIaGsqqVasICQl5qTgDAgKIjo4mMjKSs2fP8tFHH9GhQweuXLnyUvvt2rUrf//9N4cOHQLg0KFD/P3333Tp0kWj3Lp167CwsGDo0KE57uff1befV7t2bSwsLHKd3nvvvVy3jY6OpkyZMjRp0kS9zMvLCz09PY4ePZrjNgVte5qYmIiNjU2u60XRKtFej4KCgujSpQtVqlThzp07TJs2DX19fXr37o21tTX+/v4EBgZiY2ODlZUVw4cPx8PDo1h7PBJCCCFE8XJ0dCQkJASFQkGNGjU4d+4cISEhDBo0KMfyvr6+9O3bF6VSiZmZGUlJSWzfvp2tW7eqy0yePFk97+zsTFBQEJGRkYwbN65AMcbFxREeHk5cXBwODg5A9n3Nzp07CQ8PZ86cOQXaL4ChoSF9+vRh9erVtGzZktWrV9OnTx8MDQ01yl25coWqVatqLc+PHTt25PlGxdTUNNd1CQkJVKigOdK6gYEBNjY2ubYjLUjb08OHD7Nhwwa2b9+eayyiaJVoonDr1i169+7NgwcPsLW1pWXLlhw5cgRbW1sAQkJC0NPTo0ePHqSmpuLt7c2KFSuKPU5jA32+H9RcPS9EoTMwgf7/98+8EEK8wZo3b45CoVB/9vDwIDg4mMzMTObPn69xE37x4kU6duyIoaEhP/30E7169WLz5s1YWVlpPL3esGEDS5cu5dq1ayQnJ5ORkfFS1ZPPnTtHZmYmbm5uGstTU1MpV65cgff7zMCBA/H09GTOnDls2rSJ6OhoMjIyNMrkVh0rP6pUqfKyIRap8+fP061bN6ZNm8a7775b0uG8sUo0UYiMjMxzvYmJCcuXL2f58uXFFFHO9PUUeFR7+f/0QuRKTx9cWpV0FEIIUep98skn+Pj4qD87ODhgYGDAhx9+yPr16+nVqxfr16+nZ8+e6kFco6Oj8fX1ZcaMGXh7e2NtbU1kZCTBwcG5HkdPT0/rRvz5J/DJycno6+tz8uRJ9PU1HyJaWFi89HnWrVsXd3d3evfuTc2aNalTpw4xMTEaZdzc3Dh06BDp6ek6v1WoXbs2//3vf3Nd36pVK612H8/Y2dlx7949jWUZGRk8fPgw13akz7c9ff6tQk5tTy9evEi7du0YPHiwxpsgUfxKfMA1IYQQQojn/bue+5EjR3B1dUVfXx8bG5sc66z7+vrSvn17Lly4wG+//cbs2bPV6w4fPkyVKlWYNGmSelleN8kAtra2xMfHqz9nZmZy/vx53nnnHQAaNmxIZmYm9+7do1WronnQM3DgQIYOHcrKlStzXP/xxx+zdOlSVqxYwciRI7XW//um/HkvU/XIw8ODR48ecfLkSRo3bgzAb7/9RlZWFs2aNctxm+fbnvbo0QPIue3phQsXaNu2Lf379+fzzz/PNQZRPCRRyIf0zCy+P5Y9EFzvpk4Y6peqNuDidZCZDicjsucb+4G+7vVNhRDidREXF0dgYCBDhgzh1KlTfPHFF3k+/Qd4++23sbOzw9fXFxcXF40bVldXV+Li4oiMjOStt97Sar+Qk7Zt2xIYGMj27dupVq0aixcv1uiJ0c3NDV9fX/r160dwcDANGzbkr7/+Yu/evdSrV49OnTrluu/bt29rvR3IqSrQoEGD+Oijj3K92W/WrBnjxo1jzJgx3L59m/fffx8HBweuXr3Kl19+ScuWLXNMIHI7Xn7VrFmTDh06MGjQIL788kvS09MJCAigV69e6vYat2/fpl27dqxdu5amTZvmq+3p+fPnadu2Ld7e3gQGBqrbLujr66urpYviJYlCPqRnZjH1xwsAfNi4siQKovBlpsGOoOz5Bh9LoiCEeKP169ePp0+f0rRpU/T19Rk5cuQL++hXKBT07t2bBQsWMHXqVI11Xbt2ZfTo0QQEBJCamkqnTp2YMmUK06dPz3V/AwcO5MyZM/Tr1w8DAwNGjx6tfpvwTHh4OLNnz1bfqJcvX57mzZvTuXPnPGNdtGgRixYt0lj27bff0rJlS41lBgYGlC9fPs99zZ8/n8aNG7N8+XK+/PJLsrKyqFatGh9++GGRdY8K2T0uBQQE0K5dO3V70qVLl6rXp6enExsbq+6eFl7c9vSHH37gr7/+4rvvvuO7775TL69SpYrWIHOieChUL9MS5hWQlJSEtbU1iYmJBW60pEzLoNbUXQBcnOmNmZHkV6KQpT2BOdlPYfjsDhiZl2w8QhSS+Ph4Js8NwcmzK1blKuRYJunBPeIO/8TsiaOxt7cv8pgK4+/C81JSUrhx4wYuLi6YmEhnBC+rTZs2NGjQINfRi4UQLy+/v7fk0bgQQgghhBBCiyQKQgghhBBCCC1Sh0YIIYQQpcb+/ftLOgQhxP/IGwUhhBBCCCGEFkkUhBBCCCGEEFqk6lE+GOnrsdqviXpeiEKnbwwfb/xnXgghhBCihEmikA8G+nq0da9Y0mGI15m+Abh5l3QUQgghhBBq8nhcCCGEEEIIoUXeKORDemYW207fBqB7w0oyMrMofJnpcPZ/VY/q+cjIzEIIIYQocZIo5EN6ZhZjfzgLQKd69pIoiMKXmQY/Ds2er91dEgUhhBBClDi54xVCCCGEEEJokURBCCGEEEIIoUUSBSGEEEIIIYQWSRSEEEIIIYQQWiRREEIIIYQQQmiRREEIIYQQQgihRbpHzQcjfT2Wf9xIPS9EodM3ho8i/pkXQgghhChhkijkg4G+Hp3q2Zd0GOJ1pm8Atd8v6SiEEEIIIdTk8bgQQgghhBBCi7xRyIeMzCx2XbgLgHftihhI9SNR2DIz4I+fs+fdu2S/YRBCCCGEKEFyN5IPaZlZDFt/CoCLM70lURCFLzMVNvllz392RxIFIYQQQpQ4ueMVQgghhBBCaJFEQQghhBBCCKFFEgUhhBBCCCGEFkkUhBBCCCGEEFpKTaIwb948FAoFo0aNUi9LSUlh2LBhlCtXDgsLC3r06MHdu3dLLkghhBAinxITE4mPjy+2KTExsdDPYfr06TRo0CDf5W/evIlCoSAmJualjltY+ylqCQkJtG/fHnNzc8qUKVPS4ehEqVTSo0cPrKysUCgUPHr0qKRDKnUiIiJeuZ9rYdO5a5WnT5+iUqkwMzMD4L///S9bt26lVq1avPvuuwUK4vjx43z11VfUq1dPY/no0aPZvn07mzZtwtramoCAAD744AOioqIKdBwhhBCiOCQmJvL5ghAePFYW2zHLWZoxadxorK2tX1i2S5cupKens3PnTq11Bw8e5O233+bMmTMEBQUxfPjwoghXzc/Pj0ePHrFt2zb1MkdHR+Lj4ylfvnyRHvtlhYSEEB8fT0xMTI7X3dnZmf/+97+5bt+/f38iIiJQKBTqZVZWVtSpU4dZs2bRtm3bIokbYM2aNRw8eJDDhw9Tvnz5fH1vXgURERGMGjWq2BKf5392ZmZmODg40KJFC4YPH07jxo21yt+6dYuqVavi5ubG+fPntdarVCq++eYbVq9ezYULF8jKyqJKlSp4eXkxfPhwqlevXqTn8286JwrdunXjgw8+4JNPPuHRo0c0a9YMQ0ND7t+/z+LFi/n000912l9ycjK+vr6sWrWK2bNnq5cnJiYSFhbG+vXr1f9RwsPDqVmzJkeOHKF58+a6hl5ghvp6LPywnnpeiEKnbwTdVvwzL4R4pSmVSh48VmJTuyUW1jZFfrzkxIc8uHAIpVKZrxs+f39/evTowa1bt6hcubLGuvDwcJo0aaJ+eGdhYVEkMedFX18fOzu7Yj+urq5du0bjxo1xdXXNcf3x48fJzMwE4PDhw/To0YPY2FisrKwAMDU1VZcNDw+nQ4cO3L9/n0mTJtG5c2fOnz9P1apViyz2mjVrUqdOnSLZf17S09MxNDQs9uMWlWc/u5SUFC5fvszXX39Ns2bNWL16Nf369dMoGxERgY+PD7///jtHjx6lWbNm6nUqlYqPP/6Ybdu28dlnnxESEoKDgwN37txh69atzJ49m4iIiGI9N53vek+dOkWrVq0A+OGHH6hYsSL//e9/Wbt2LUuXLtU5gGHDhtGpUye8vLw0lp88eZL09HSN5e7u7jg5OREdHa3zcV6Gob4eHzVx5KMmjpIoiKKhbwgNfbMn/dfnl6cQbzoLaxusylUo8knXZKRz587Y2tpq3XQkJyezadMm/P39Ae2qR1lZWcycOZPKlStjbGxMgwYNcnwr8UxmZib+/v64uLhgampKjRo1CA0NVa+fPn06a9as4ccff0ShUKBQKNi/f3+OVY8OHDhA06ZNMTY2xt7engkTJpCRkaFe36ZNG0aMGMG4ceOwsbHBzs6O6dOnq9erVCqmT5+Ok5MTxsbGODg4MGLEiDyv08qVK6lWrRpGRkbUqFGDb7/9Vr3O2dmZzZs3s3btWhQKBX5+flrb29raYmdnh52dHTY22T+jChUqqJc9n9SVKVMGOzs76tSpw8qVK3n69Cm7d+/mwYMH9O7dm0qVKmFmZkbdunX5/vvv84wbYPPmzdSuXRtjY2OcnZ0JDg7WuFbBwcH8/vvvKBQK2rRpk+M+nv38v/rqKxwdHTEzM8PHx0ermts333xDzZo1MTExwd3dnRUrVqjXPftZbtiwgdatW2NiYsK6devw8/Oje/fuzJkzh4oVK1KmTBlmzpxJRkYGY8eOxcbGhsqVKxMeHq7e1/79+7WqScXExKBQKLh58yb79+9nwIABJCYmqr9Pz74DqampBAUFUalSJczNzWnWrBn79+/XOI+IiAicnJwwMzPj/fff58GDBy+8zvDPz87Z2Zl3332XH374AV9fXwICAvj777/V5VQqFeHh4fTt25ePP/6YsLAwjf1s2LCByMhINmzYwJQpU2jevDlOTk40b96c+fPna12Lpk2bqqu9tWjRIs+3VwWl812vUqnE0tISgF9//ZUPPvgAPT09mjdvrnOAkZGRnDp1irlz52qtS0hIwMjISKtuWMWKFUlISMh1n6mpqSQlJWlMQgghhPiHgYEB/fr1IyIiApVKpV6+adMmMjMz6d27d47bhYaGEhwczKJFizh79ize3t507dqVK1eu5Fg+KyuLypUrs2nTJi5evMjUqVP57LPP2LhxIwBBQUH4+PjQoUMHdVsLT09Prf3cvn2bjh078tZbb3HmzBlWrlxJWFiYRk0EyK5OY25uztGjR1mwYAEzZ85k9+7dQPaNc0hICF999RVXrlxh27Zt1K1bN9drtHXrVkaOHMmYMWM4f/48Q4YMYcCAAezbtw/IflvQoUMHfHx8iI+P10iAXtazNw1paWmkpKTQuHFjtm/fzvnz5xk8eDB9+/bl2LFjuW5/8uRJfHx86NWrF+fOnWP69OlMmTJFnRhu2bKFQYMG4eHhQXx8PFu2bMl1X1evXmXjxo38/PPP7Ny5k9OnTzN06FD1+nXr1jF16lQ+//xzLl26xJw5c5gyZQpr1qzR2M+ECRMYOXIkly5dwtvbG4DffvuNO3fu8Pvvv7N48WKmTZtG586dKVu2LEePHuWTTz5hyJAh3Lp1K1/XzdPTkyVLlmBlZaX+PgUFBQEQEBBAdHQ0kZGRnD17lo8++ogOHTqov7tHjx7F39+fgIAAYmJieOedd7S+X7oYPXo0jx8/Vn//APbt24dSqcTLy4s+ffoQGRnJkydP1Ou///57atSoQdeuXXPc57NqThkZGXTv3p3WrVtz9uxZoqOjGTx4sEY1qMKic6JQvXp1tm3bxp9//smuXbvU7RLu3bunfpWWH3/++ScjR45k3bp1mJiY6BpGrubOnYu1tbV6cnR0fOl9ZmRm8dsfd/ntj7tkZGYVQpRC/EtmBlzelT1lZry4vBBCvKSBAwdy7do1Dhw4oF4WHh5Ojx49cq2+tGjRIsaPH0+vXr2oUaMG8+fPp0GDBixZsiTH8oaGhsyYMYMmTZrg4uKCr68vAwYMUCcKFhYWmJqaYmxsrH7KbmSkXf1yxYoVODo6smzZMtzd3enevTszZswgODiYrKx//i7Xq1ePadOm4erqSr9+/WjSpAl79+4FIC4uDjs7O7y8vHBycqJp06YMGjQo1+uzaNEi/Pz8GDp0KG5ubgQGBvLBBx+waNEiIPttgbGxMaamplpvB16GUqlk8uTJ6Ovr07p1aypVqkRQUBANGjSgatWqDB8+nA4dOqivYU4WL15Mu3btmDJlCm5ubvj5+REQEMDChQsBsLGxwczMDCMjI423HTlJSUlh7dq1NGjQgLfffpsvvviCyMhI9UPbadOmERwczAcffICLiwsffPABo0eP5quvvtLYz6hRo9Rl7O3t1XEsXbqUGjVqMHDgQGrUqIFSqeSzzz7D1dWViRMnYmRkxKFDh/J17YyMjLC2tkahUKi/TxYWFsTFxREeHs6mTZto1aoV1apVIygoiJYtW6qf0oeGhtKhQwfGjRuHm5sbI0aMUCc0BeHu7g5kv1F5JiwsjF69eqGvr0+dOnWoWrUqmzZtUq+/fPkyNWrU0LpuFhYWWFhYqKsJJiUlkZiYSOfOnalWrRo1a9akf//+ODk5FTje3OicKEydOpWgoCCcnZ1p1qwZHh4eQPbbhYYNG+Z7PydPnuTevXs0atQIAwMDDAwMOHDgAEuXLsXAwICKFSuSlpam1Rjl7t27edZbnDhxIomJierpzz//1PUUtaRlZjEw4gQDI06QJomCKAqZqbDeJ3vKTC3paIQQbwB3d3c8PT1ZvXo1kP3k+ODBg+pqR/+WlJTEnTt3aNGihcbyFi1acOnSpVyPs3z5cho3boytrS0WFhZ8/fXXxMXF6RTrpUuX8PDw0Hhi2qJFC5KTkzWeNv+7UxR7e3vu3bsHwEcffcTTp0+pWrUqgwYNYuvWrRpVl3I6pq7n+jJ69+6NhYUFlpaWbN68mbCwMOrVq0dmZiazZs2ibt262NjYYGFhwa5du/K8hrnFfuXKFXWbifxycnKiUqVK6s8eHh5kZWURGxvLkydPuHbtGv7+/uqbWQsLC2bPns21a9c09tOkSROtfdeuXRs9vX9uRStWrKjxlkdfX59y5cqpf4YFde7cOTIzM3Fzc9OI88CBA+o4L126pNFe4Nm5FtSzN3XPvrOPHj1iy5Yt9OnTR12mT58+WtWP/m3SpEnExMQwdepUkpOTgewEy8/PD29vb7p06UJoaCjx8fEFjjUvOjdm/vDDD2nZsiXx8fHUr19fvbxdu3a8//77+d5Pu3btOHfunMayAQMG4O7uzvjx43F0dMTQ0JC9e/fSo0cPAGJjY4mLi8vzB2dsbIyxsbGOZyWEEEK8efz9/Rk+fDjLly8nPDycatWq0bp160Lbf2RkJEFBQQQHB+Ph4YGlpSULFy7k6NGjhXaM5/27gaxCoVC/cXB0dCQ2NpY9e/awe/duhg4dysKFCzlw4ECpaFgbEhKCl5cX1tbW2NraqpcvXLiQ0NBQlixZQt26dTE3N2fUqFGkpaWVYLTZnt24rlq1SusmW19fX+Ozubm51vY5/bzy+hk+Syqery6Xnp6erzj19fU5efKkVlxF1Vj/WULp4uICwPr160lJSdFqvJyVlcXly5dxc3PD1dWV2NhYjf3Y2tpia2tLhQoVNJaHh4czYsQIdu7cyYYNG5g8eTK7d+8u9M5+CtQy187OjoYNG2pkgU2bNlW/ZskPS0tL6tSpozGZm5tTrlw56tSpg7W1Nf7+/gQGBrJv3z5OnjzJgAED8PDwKNYej4QQQojXlY+PD3p6eqxfv561a9cycODAXOs5W1lZ4eDgoNVFeVRUFLVq1cpxm6ioKDw9PRk6dCgNGzakevXqWk+ajYyMXviUu2bNmkRHR2vcIEZFRWFpaanVa1NeTE1N6dKlC0uXLmX//v1ER0drPbR8/pi6nOvLsrOzo3r16hpJwrNjduvWjT59+lC/fn2qVq3K5cuX89xXbrG7ublp3Si/SFxcHHfu3FF/PnLkCHp6etSoUYOKFSvi4ODA9evXqV69usb07Aa5MD27Ns8/Pf/3WBs5fZ8aNmxIZmYm9+7d04rzWS2VmjVraiWwR44cKXCsz9pKPOuUJywsjDFjxhATE6Oezpw5Q6tWrdRv9Xr37k1sbCw//vhjvo7RsGFDJk6cyOHDh6lTpw7r168vcLy50fmNwpMnT5g3bx579+7l3r17GnUDAa5fv15owYWEhKCnp0ePHj1ITU3F29tboyW9EEIIIQrOwsKCnj17MnHiRJKSknLsued5Y8eOZdq0aVSrVo0GDRoQHh5OTEwM69aty7G8q6sra9euZdeuXbi4uPDtt99y/PhxjZtIZ2dndu3aRWxsLOXKlcuxrv/QoUNZsmQJw4cPJyAggNjYWKZNm0ZgYKDGQ8u8REREkJmZSbNmzTAzM+O7777D1NSUKlWq5HquPj4+NGzYEC8vL37++We2bNnCnj178nW8wuLq6soPP/zA4cOHKVu2LIsXL+bu3bt5JixjxozhrbfeYtasWfTs2ZPo6GiWLVtWoHsoExMT+vfvz6JFi0hKSmLEiBH4+Piob7BnzJjBiBEjsLa2pkOHDqSmpnLixAn+/vtvAgMDC3zeOalevTqOjo5Mnz6dzz//nMuXL2v05gTZ36fk5GT27t1L/fr1MTMzw83NDV9fX/r160dwcDANGzbkr7/+Yu/evdSrV49OnToxYsQIWrRowaJFi+jWrRu7du3Ks0ev5z169IiEhARSU1O5fPkyX331Fdu2bWPt2rWUKVOGmJgYTp06xbp167Qeqvfu3ZuZM2cye/ZsevXqxZYtW+jVqxcTJ07E29tb3bvohg0b1EnejRs3+Prrr+natSsODg7ExsZy5coVra5YC4POicJ//vMfDhw4QN++fbG3ty/UFtb/7qbKxMSE5cuXs3z58kI7hhBCCFFckhMflvrj+Pv7ExYWRseOHXFwcMiz7IgRI0hMTGTMmDHcu3ePWrVq8dNPP+U6jsCQIUM4ffo0PXv2RKFQ0Lt3b4YOHcovv/yiLjNo0CD2799PkyZNSE5OZt++fTg7O2vsp1KlSuzYsYOxY8dSv359bGxs8Pf3Z/Lkyfk+zzJlyjBv3jwCAwPJzMykbt26/Pzzz5QrVy7H8t27dyc0NJRFixYxcuRIXFxcCA8Pz7Ur0aIyefJkrl+/jre3N2ZmZgwePJju3bvnORJ3o0aN2LhxI1OnTmXWrFnY29szc+bMFyaCOalevToffPABHTt25OHDh3Tu3Fkj4fjPf/6DmZkZCxcuZOzYsZibm1O3bl1GjRpVgLPNm6GhId9//z2ffvop9erV46233mL27Nl89NFH6jKenp588skn9OzZkwcPHjBt2jSmT59OeHg4s2fPZsyYMdy+fZvy5cvTvHlzOnfuDEDz5s1ZtWoV06ZNY+rUqXh5eTF58mRmzZr1wrgGDBgAZN+3VqpUiZYtW3Ls2DEaNWoEZL9NqFWrVo41b95//30CAgLYsWMHXbt2ZcOGDaxatYrw8HAWLFhAeno6lStXpl27dixevBjIHtjtjz/+YM2aNTx48AB7e3uGDRvGkCFDXvoa/5tC9fx7vHwoU6YM27dv12okU1olJSVhbW1NYmKiTr0yPU+ZlkGtqbsAuDjTGzMjnfMrIfKW9gTm/O8P9Gd3wEi7LqcQr6L4+Hgmzw3BybMrVuUq5Fgm6cE94g7/xOyJo9W9oRSlwvi78LyUlBRu3LiBi4uLuhe/0j4ysxD5MX36dLZt26ZVvUe8+nL6vZUTne94y5Ytm2c3WkIIIcSbztramknjRqNUFl+iYGZmJkmCEKJQ6ZwozJo1i6lTp7JmzRrMzMyKIqZSx1Bfj5ndaqvnhSh0+kbQcdE/80KIV96z8XyEEOJVpXOiEBwczLVr16hYsSLOzs5a3VidOnWq0IIrLQz19ejn4VzSYYjXmb4hNM194B8hhBCiuE2fPp3p06eXdBiiBOmcKHTv3r0IwhBCCCGEEEKUJjonCtOmTSuKOEq1zCwVx25k9yjR1MUGfb3C6+lJCACyMuG/h7Pnq3iCnm79XAshhBBCFLYCd99z8uRJ9ahztWvXpmHDhoUWVGmTmpFJ71XZg25Ir0eiSGSkwJrsLtqk1yMhhBBClAY63/Heu3ePXr16sX//fsqUKQNkDzTxzjvvEBkZqTWioBBCCCGEEOLVo3MXPsOHD+fx48dcuHCBhw8f8vDhQ86fP68erU8IIYQQQgjx6tP5jcLOnTvZs2cPNWvWVC+rVasWy5cv59133y3U4IQQQgghhBAlQ+dEISsrS6tLVMgeVjsrK6tQghJCCCFedYmJia/8gGu6jsx78+ZNXFxcOH36NA0aNCjwcQtrP0UtISGBvn37cvjwYQwNDXn06FFJh/RSoqKi+OSTT/jjjz/o1KkT27ZtK+mQSp02bdrQoEEDlixZUtKhFAudE4W2bdsycuRIvv/+exwcHAC4ffs2o0ePpl27doUeoBBCCPGqSUxMZNnC2aQ/vl9sxzS0LE/A2Mn5Sha6dOlCeno6O3fu1Fp38OBB3n77bc6cOUNQUBDDhw8vinDV/Pz8ePTokcZNqaOjI/Hx8ZQvX75Ij/2yQkJCiI+PJyYmJtfr/qJkq02bNhw4cIC5c+cyYcIEjXWdOnVix44dTJs2TWM8g6tXr/L555+ze/du/vrrLxwcHGjevDljxoyhSZMmBT6fwMBAGjRowC+//IKFhUWB91PaFOfNfUREBAMGDABAT08PKysr3Nzc6NSpEyNHjszxezJ37lwmT57MvHnzGDt2rNb6hIQE5s6dy/bt27l16xbW1tZUr16dPn360L9//yIdAFnnRGHZsmV07doVZ2dnHB0dAfjzzz+pU6cO3333XaEHKIQQQrxqlEol6Y/v80FdS2zLFH0vZn89esKWc/dRKpX5ShT8/f3p0aMHt27donLlyhrrwsPDadKkCfXq1QMokRtGfX197Ozsiv24urp27RqNGzfG1dX1pfbj6OhIRESERqJw+/Zt9u7di729vUbZEydO0K5dO+rUqcNXX32Fu7s7jx8/5scff2TMmDEcOHCgwHFcu3aNTz75ROs7UdTS0tIwMjIq1mMWJSsrK2JjY1GpVDx69IjDhw8zd+5cwsPDiYqKUj9of2b16tWMGzeO1atXayUK169fp0WLFpQpU4Y5c+ZQt25djI2NOXfuHF9//TWVKlWia9euRXYuOjdmdnR05NSpU2zfvp1Ro0YxatQoduzYwalTp4r9i1VcDPT0mPieOxPfc8dAT+dLJsSL6RlC+5nZk5521T4hxKvJtow59uWsinzSNRnp3Lkztra2REREaCxPTk5m06ZN+Pv7A9lPw5+v+pOVlcXMmTOpXLkyxsbGNGjQIMe3Es9kZmbi7++Pi4sLpqam1KhRg9DQUPX66dOns2bNGn788UcUCgUKhYL9+/dz8+ZNFAqFxlP4AwcO0LRpU4yNjbG3t2fChAlkZGSo17dp04YRI0Ywbtw4bGxssLOz03gKr1KpmD59Ok5OThgbG+Pg4PDCTlhWrlxJtWrVMDIyokaNGnz77bfqdc7OzmzevJm1a9eiUCjw8/PLc1956dy5M/fv3ycqKkq9bM2aNbz77rtUqFBB4xz8/PxwdXXl4MGDdOrUiWrVqtGgQQOmTZvGjz/+mOsxUlNTGTFiBBUqVMDExISWLVty/PhxAPX1fvDgAQMHDkShUGh9N54/71mzZtG7d2/Mzc2pVKkSy5cv1yjz6NEj/vOf/2Bra4uVlRVt27blzJkz6vXPvlfffPMNLi4umJiYAKBQKPjqq6/o3LkzZmZm1KxZk+joaK5evUqbNm0wNzfH09OTa9euqffl5+enNRjwqFGjaNOmjXr9gQMHCA0NVX/Hbt68CcD58+d57733sLCwoGLFivTt25f79/95C/jkyRP69euHhYUF9vb2BAcH53p9n6dQKLCzs8Pe3p6aNWvi7+/P4cOHSU5OZty4cRplDxw4wNOnT5k5cyZJSUkcPnxYY/3QoUMxMDDgxIkT+Pj4ULNmTapWrUq3bt3Yvn07Xbp0AQr2/c6PAt31KhQK2rdvz/Dhwxk+fDheXl4vHUhpZmSgx5DW1RjSuhpGBpIoiCJgYAQtRmZPBq/PUxUhROlkYGBAv379iIiIQKVSqZdv2rSJzMxMevfuneN2oaGhBAcHs2jRIs6ePYu3tzddu3blypUrOZbPysqicuXKbNq0iYsXLzJ16lQ+++wzNm7cCEBQUBA+Pj506NCB+Ph44uPj8fT01NrP7du36dixI2+99RZnzpxh5cqVhIWFMXv2bI1ya9aswdzcnKNHj7JgwQJmzpzJ7t27Adi8eTMhISF89dVXXLlyhW3btlG3bt1cr9HWrVsZOXIkY8aM4fz58wwZMoQBAwawb98+AI4fP06HDh3w8fEhPj5eIwHSlZGREb6+voSHh6uXRUREMHDgQI1yMTExXLhwgTFjxqCXw4PLZ93W52TcuHFs3ryZNWvWcOrUKapXr463tzcPHz5UV/WysrJiyZIlxMfH07Nnz1z3tXDhQurXr8/p06eZMGECI0eOVF9ngI8++oh79+7xyy+/cPLkSRo1akS7du14+PChuszVq1fZvHkzW7Zs0UgIZ82aRb9+/YiJicHd3Z2PP/6YIUOGMHHiRE6cOIFKpSIgICCvy6khNDQUDw8PBg0apP6OOTo68ujRI9q2bUvDhg05ceIEO3fu5O7du/j4+Ki3HTt2LAcOHODHH3/k119/Zf/+/Zw6dSrfx35ehQoV8PX15aeffiIzM1O9PCwsjN69e2NoaEjv3r0JCwtTr3vw4AG//vorw4YNw9w854cBCkX2IMC6fr/zK19Vj5YuXcrgwYMxMTFh6dKleZaVLlKFEEKI0m/gwIEsXLiQAwcOqJ++hoeH06NHj1yrLy1atIjx48fTq1cvAObPn8++fftYsmSJ1lNlyO7oZMaMGerPLi4uREdHs3HjRnx8fLCwsMDU1JTU1NQ8qxqtWLECR0dHli1bhkKhwN3dnTt37jB+/HimTp2qvmmuV68e06ZNA8DV1ZVly5axd+9e2rdvT1xcHHZ2dnh5eWFoaIiTkxNNmzbN9ZiLFi3Cz8+PoUOHAtn1948cOcKiRYt45513sLW1xdjYGFNT00KpJjVw4EBatWpFaGgoJ0+eJDExkc6dO2u8FXmWkLm7u+u07ydPnrBy5UoiIiJ47733AFi1ahW7d+8mLCyMsWPHYmdnh0KhwNra+oXn06JFC3U1KTc3N6KioggJCaF9+/YcOnSIY8eOce/ePYyNjYHsa7lt2zZ++OEHBg8eDGRXN1q7dq3W+FsDBgxQ36yPHz8eDw8PpkyZgre3NwAjR45UtwHID2tra4yMjDAzM9M4r2XLltGwYUPmzJmjXrZ69WocHR25fPkyDg4OhIWF8d1336nb4K5Zs+alas88qyb24MEDKlSoQFJSEj/88APR0dEA9OnTR/0dsLCw4OrVq6hUKmrUqKGxn/Lly5OSkgLAsGHDmD9/vs7f7/zKV6IQEhKCr68vJiYmhISE5FpOoVC8lolCZpaK87cTAahTyRp9PUUJRyReO1mZEB+TPW/fAPT0SzIaIcQbwN3dHU9PT1avXk2bNm24evUqBw8eZObMmTmWT0pK4s6dO7Ro0UJjeYsWLTSqlfzb8uXLWb16NXFxcTx9+pS0tDSdezK6dOkSHh4e6qenz46bnJzMrVu3cHJyAlC3q3jG3t6ee/fuAdlPuZcsWULVqlXp0KEDHTt2pEuXLhgY5HwrdOnSJfVN7fPHfJk3B3mpX78+rq6u/PDDD+zbt4++fftqxfb82x9dXLt2jfT0dI2fnaGhIU2bNuXSpUs678/Dw0Pr87OGwmfOnCE5OZly5cpplHn69KlGlaEqVarkOEjv8z/DihUrAmg8Ga9YsSIpKSkkJSVhZWWlc+zPnDlzhn379uXYBufatWvq72qzZs3Uy21sbLRu2nXx7Of37Hv8/fffU61aNerXrw9AgwYNqFKlChs2bFBX/8vJsWPHyMrKwtfXl9TUVED373d+5WvrGzdu5Dj/pkjNyKTb8ux6gxdnemNm9HIXXQgtGSmwqm32/Gd3wKjoGz8KIYS/vz/Dhw9n+fLlhIeHU61aNVq3bl1o+4+MjCQoKIjg4GA8PDywtLRk4cKFHD16tNCO8bx/d9+uUCjUXbc7OjoSGxvLnj172L17N0OHDlW/Ucmp2/eSMHDgQJYvX87Fixc5duyY1no3NzcA/vjjDxo2bFjc4eVLcnIy9vb27N+/X2vd81WjcqtK8/zP4tkNdU7Lnv1c9fT0tBKo9PT0fMXZpUsX5s+fr7XO3t6eq1evvnAfurp06RJWVlbqJCosLIwLFy5o3MxnZWWxevVq/P39qV69OgqFgtjYWI39VK1aFQBTU1P1sqL6futc4X7mzJk59gv9rCGGEEIIIV4NPj4+6OnpsX79etauXatuyJoTKysrHBwcNBrcQnbf+7Vq1cpxm6ioKDw9PRk6dCgNGzakevXqGk+VIbt+/vN1tnPyrFHr8zeEUVFRWFpa6lQVxNTUlC5durB06VL2799PdHQ0586dy/WYupxrYfj44485d+4cderUyfE4DRo0oFatWgQHB+c4dlVu4zg8a5D9/Pmkp6dz/PjxAp3PkSNHtD4/G4i3UaNGJCQkYGBgQPXq1TWmouju1tbWlvj4eI1l/+6KNqfvWKNGjbhw4QLOzs5acZqbm1OtWjUMDQ01ktq///6by5cvFyjOe/fusX79erp3746enh7nzp3jxIkT7N+/n5iYGPX07Hv5xx9/UK5cOdq3b8+yZct48uTJC4+hy/c7v3ROFGbMmEFycrLWcqVSqVEPUQghhBClm4WFBT179mTixInEx8e/sOeesWPHMn/+fDZs2EBsbCwTJkwgJiaGkSNH5lje1dWVEydOsGvXLi5fvsyUKVPUPe084+zszNmzZ4mNjeX+/fs5Pg0eOnQof/75J8OHD+ePP/7gxx9/ZNq0aQQGBubYqDcnERERhIWFcf78ea5fv853332HqakpVapUyfVcIyIiWLlyJVeuXGHx4sVs2bKFoKCgfB3veU+fPtW4GYyJidFKmADKli1LfHw8e/fuzXE/CoWC8PBwLl++TKtWrdixYwfXr1/n7NmzfP7553Tr1i3H7czNzfn0008ZO3YsO3fu5OLFiwwaNAilUplnFZfcREVFsWDBAi5fvszy5cvZtGmT+jvg5eWFh4cH3bt359dff+XmzZscPnyYSZMmceLECZ2P9SJt27blxIkTrF27litXrjBt2jTOnz+vUcbZ2ZmjR49y8+ZN7t+/T1ZWFsOGDePhw4f07t2b48ePc+3aNXbt2sWAAQPIzMzEwsICf39/xo4dy2+//cb58+fx8/PL1/dNpVKRkJBAfHw8ly5dYvXq1Xh6emJtbc28efOA7LcJTZs25e2336ZOnTrq6e233+att95SN2pesWIFGRkZNGnShA0bNnDp0iViY2P57rvv+OOPP9DXz66qrOv3O790rkOjUqlyfNpw5swZbGxsXioYIYQQ4nXy16MXPwUs6eP4+/sTFhZGx44dtfp3/7cRI0aQmJjImDFjuHfvHrVq1eKnn37KdRyBIUOGcPr0aXr27IlCoaB3794MHTqUX375RV1m0KBB7N+/nyZNmpCcnMy+fftwdnbW2E+lSpXYsWMHY8eOpX79+tjY2ODv78/kyZPzfZ5lypRh3rx5BAYGkpmZSd26dfn555+16tI/0717d0JDQ1m0aBEjR47ExcWF8PBwdcNvXVy+fFmrqlC7du3Ys2dPjnHmpWnTppw4cYLPP/+cQYMGcf/+fezt7fH09MxzQLF58+aRlZVF3759efz4MU2aNGHXrl2ULVtW5/MZM2YMJ06cYMaMGVhZWbF48WJ1Y2OFQsGOHTuYNGkSAwYM4K+//sLOzo63335b3eagMHl7ezNlyhTGjRtHSkoKAwcOpF+/fhpP0oOCgujfvz+1atXi6dOn3LhxA2dnZ6Kiohg/fjzvvvsuqampVKlShQ4dOqiTgYULF6qrKFlaWjJmzBgSExNfGFNSUhL29vYoFAqsrKyoUaMG/fv3Z+TIkVhZWZGWlsZ3333H+PHjc9y+R48eBAcHM2fOHKpVq8bp06eZM2cOEydO5NatWxgbG1OrVi2CgoLUje11/X7nl0KVz5YxZcuWRaFQkJiYiJWVlUaykJmZSXJyMp988kmOvR6UpKSkJKytrdVxF4QyLYNaU3cB0kZBFJG0JzDnf3+gpY2CeI3Ex8czeW4ITp5dsSpXIccySQ/uEXf4J2ZPHK01uFRRKIy/C89LSUnhxo0bGv3Bl/aRmYUoKGdnZ/U4WuLVldPvrZzk+453yZIlqFQqBg4cyIwZMzR+ERkZGeHs7KzVCl4IIYR4E1lbWxMwdnKObfqKipmZmSQJQohCle9EoX///kB2H8ienp6lpocAIYQQojSytraWG3chxCtN5zo0z3eblpKSQlpamsb6wniNW9oY6Okxsp2rel6IQqdnCK0n/DMvhBBClEI3b94s6RBEMdI5UVAqlYwbN46NGzfy4MEDrfUv6uLsVWRkoMfo9m4lHYZ4nRkYwTsTSzoKIYQQQgg1nR+PP+smauXKlRgbG/PNN98wY8YMHBwcWLt2bVHEKIQQQgghhChmOr9R+Pnnn1m7di1t2rRhwIABtGrViurVq1OlShXWrVuHr69vUcRZorKyVFz9K3vsiOq2Fujp5TwYjRAFlpUF9/838mL5GiBV3IQQQghRwnS+G3n48KF66GgrKysePnwIQMuWLfn9998LN7pSIiUjk3dDfufdkN9JyXj9qlaJUiDjKaxonj1lPC3paIQQQgghdE8Uqlatyo0bNwBwd3dn48aNQPabhhcNEiKEEEIIIYR4NeicKAwYMIAzZ84AMGHCBJYvX46JiQmjR49m7NixOu1r5cqV1KtXDysrK6ysrPDw8NAYrTElJYVhw4ZRrlw5LCws6NGjB3fv3tU1ZCGEEEIIIYSOdE4URo8ezYgRIwDw8vLijz/+YP369Zw+fZqRI0fqtK/KlSszb948Tp48yYkTJ2jbti3dunXjwoUL6mP9/PPPbNq0iQMHDnDnzh0++OADXUMWQgghRAFMnz6dBg0a5Lv8zZs3USgUxMTEvNRxC2s/RS0hIYH27dtjbm7+ytWqUCqV9OjRAysrKxQKBY8ePSrQfvz8/OjevXuhxiZKD50ThbVr15Kamqr+XKVKFT744APc3d117vWoS5cudOzYEVdXV9zc3Pj888+xsLDgyJEjJCYmEhYWxuLFi2nbti2NGzcmPDycw4cPc+TIEV3DFkIIIcT/dOnShQ4dOuS47uDBgygUCs6ePUtQUBB79+4t0lhyutF0dHQkPj6eOnXqFOmxX1ZISAjx8fHExMRw+fJlrfXOzs4oFIpcJz8/PwCNZdbW1rRo0YLffvutSGNfs2YNBw8e5PDhw8THxxd4cMDQ0FAiIiIKN7gCaNOmjfoaGhsbU6lSJbp06cKWLVty3cbd3R1jY2MSEhJyXL9v3z46d+6Mra0tJiYmVKtWjZ49e762bXJzUqCqR4mJiVrLHz9+zIABAwocSGZmJpGRkTx58gQPDw9OnjxJeno6Xl5e6jLu7u44OTkRHR1d4OMIIYQQbzp/f392797NrVu3tNaFh4fTpEkT6tWrh4WFBeXKlSv2+PT19bGzs8PAQOfOGYvVtWvXaNy4Ma6urlSoUEFr/fHjx4mPjyc+Pp7NmzcDEBsbq14WGhqqLhseHk58fDxRUVGUL1+ezp07c/369SKNvWbNmtSpUwc7OzsUioL16GhtbV1q3qYMGjSI+Ph4rl27xubNm6lVqxa9evVi8ODBWmUPHTrE06dP+fDDD1mzZo3W+hUrVtCuXTvKlSvHhg0biI2NZevWrXh6ejJ69OjiOJ1SQedEQaVS5fhlunXrVoGy0XPnzmFhYYGxsTGffPIJW7dupVatWiQkJGBkZKT15atYsWKumR9AamoqSUlJGpMQQggh/vHsKem/nwQnJyezadMm/P39Ae2qR1lZWcycOZPKlStjbGxMgwYN2LlzZ67HyczMxN/fHxcXF0xNTalRo4bGzfH06dNZs2YNP/74o/pp8P79+3OsenTgwAGaNm2KsbEx9vb2TJgwgYyMDPX6Nm3aMGLECMaNG4eNjQ12dnZMnz5dvV6lUjF9+nScnJwwNjbGwcFBXZU6NytXrqRatWoYGRlRo0YNvv32W/U6Z2dnNm/ezNq1azXeDjzP1tYWOzs77OzssLGxAaBChQrqZc/fN5UpUwY7Ozvq1KnDypUrefr0Kbt37+bBgwf07t2bSpUqYWZmRt26dfn+++/zjBtg8+bN1K5dG2NjY5ydnQkODta4VsHBwfz+++8oFAratGmT635mz55NhQoVsLS05D//+Q8TJkzQ+E48/0bo66+/xsHBgaysLI19dOvWjYEDB6o///jjjzRq1AgTExOqVq3KjBkzNH6WCoWCb775hvfffx8zMzNcXV356aefXnjOZmZm2NnZUblyZZo3b878+fP56quvWLVqFXv27NEoGxYWxscff0zfvn1ZvXq1xrq4uDhGjRrFqFGjWLNmDW3btqVKlSrUq1ePkSNHcuLEiRfG8rrId6LQsGFDGjVqhEKhoF27djRq1Eg91a9fn1atWmk8/c+vGjVqEBMTw9GjR/n000/p378/Fy9e1Hk/z8ydOxdra2v15OjoWOB9PWOgp8fgt6sy+O2qGEj/9qIo6BmC5/DsSc+wpKMRQhQCZVpGrlNKemahl9WFgYEB/fr1IyIiApVKpV6+adMmMjMz6d27d47bhYaGEhwczKJFizh79ize3t507dqVK1eu5Fg+KyuLypUrs2nTJi5evMjUqVP57LPP1D0mBgUF4ePjQ4cOHdRP2T09PbX2c/v2bTp27Mhbb73FmTNnWLlyJWFhYcyePVuj3Jo1azA3N+fo0aMsWLCAmTNnsnv3biD7xjkkJISvvvqKK1eusG3bNurWrZvrNdq6dSsjR45kzJgxnD9/niFDhjBgwAD27dsHZL8t6NChAz4+PlpvB16WqakpAGlpaaSkpNC4cWO2b9/O+fPnGTx4MH379uXYsWO5bn/y5El8fHzo1asX586dY/r06UyZMkWdGG7ZsoVBgwbh4eFBfHx8rtVz1q1bx+eff878+fM5efIkTk5OrFy5MtfjfvTRRzx48EB9jSC7W/2dO3eqx9k6ePAg/fr1Y+TIkVy8eJGvvvqKiIgIPv/8c419zZgxAx8fH86ePUvHjh3x9fVVd8mvi/79+1O2bFmNc3z8+DGbNm2iT58+tG/fnsTERA4ePKhev3nzZtLT0xk3blyO+yzo25dXUb7f6T3LFmNiYvD29sbCwkK9zsjICGdnZ3r06KFzAEZGRlSvXh2Axo0bc/z4cUJDQ+nZsydpaWk8evRI463C3bt3sbOzy3V/EydOJDAwUP05KSnppZMFIwM9PutY86X2IUSeDIzg3dkvLieEeGXUmror13Xv1LAlfEBT9efGs/bwND3ncXqaudiwYYiH+nPL+ft4+CRNq9zNeZ10im/gwIEsXLiQAwcOqJ8oh4eH06NHj1xrCCxatIjx48fTq1cvAObPn8++fftYsmQJy5cv1ypvaGjIjBkz1J9dXFyIjo5m48aN+Pj4YGFhgampKampqXn+bV+xYgWOjo4sW7YMhUKBu7s7d+7cYfz48UydOhW9/z3Eq1evHtOmTQPA1dWVZcuWsXfvXtq3b09cXBx2dnZ4eXlhaGiIk5MTTZs2zfWYixYtws/Pj6FDhwIQGBjIkSNHWLRoEe+88w62trYYGxtjamqaZ+y6UiqVTJ48GX19fVq3bk2lSpUICgpSrx8+fDi7du1i48aNuca/ePFi2rVrx5QpUwBwc3Pj4sWLLFy4ED8/P2xsbDAzM8PIyCjP2L/44gv8/f3VVcunTp3Kr7/+SnJyco7ly5Yty3vvvcf69etp164dAD/88APly5fnnXfeAbITgAkTJtC/f38gu9v9WbNmMW7cOPXPDrLfVDxLWOfMmcPSpUs5duxYrm1rcqOnp4ebmxs3b95UL4uMjMTV1ZXatWsD0KtXL8LCwmjVqhUAly9fxsrKSuPabN68WR0zQHR0dJ6J5usi34nCsx+es7MzPXv2xMTEpEgCysrKIjU1lcaNG2NoaMjevXvVCUhsbCxxcXF4eHjkur2xsTHGxsZFEpsQQgjxunB3d8fT05PVq1fTpk0brl69ysGDB5k5c2aO5ZOSkrhz5w4tWrTQWN6iRQt1t+k5Wb58OatXryYuLo6nT5+SlpamU09KAJcuXcLDw0PjSW6LFi1ITk7m1q1bODk5AdmJwvPs7e25d+8ekP20e8mSJVStWpUOHTrQsWNHunTpkms7iEuXLmnVbW/RokWhvjl4Xu/evdHX1+fp06fY2toSFhZGvXr1yMzMZM6cOWzcuJHbt2+TlpZGamoqZmZmue7r0qVLdOvWTSv2JUuWkJmZib6+fr5iio2NVSdKzzRt2jTPhta+vr4MGjSIFStWYGxszLp16+jVq5c6mTtz5gxRUVEabxAyMzNJSUlBqVSqz+v5n6W5uTlWVlbqn6Wu/l1tfvXq1fTp00f9uU+fPrRu3ZovvvgCS0tLQPutgbe3NzExMdy+fZs2bdqQmflmDMCrcyuh57OplzVx4kTee+89nJycePz4MevXr2f//v3s2rULa2tr/P39CQwMxMbGBisrK4YPH46HhwfNmzcvtBjyIytLxe1H2aPlVipjip7em/PKSRSTrCxI/DN73toRpIqbEK+8izO9c12n96+bkJNTcq+6+++yh8a/83KBPcff35/hw4ezfPlywsPDqVatGq1bty60/UdGRhIUFERwcDAeHh5YWlqycOFCjh49WmjHeJ6hoWbVTYVCoa4v7+joSGxsLHv27GH37t0MHTpU/Ubl39uVhJCQELy8vLC2tsbW1la9fOHChYSGhrJkyRLq1q2Lubk5o0aNIi1N+61SadClSxdUKhXbt2/nrbfe4uDBg4SEhKjXJycnM2PGjBy7u3/+IXReP0tdZGZmcuXKFd566y0ALl68yJEjRzh27Bjjx4/XKBcZGcmgQYNwdXUlMTGRhIQE9VsFCwsLqlevXuob2Bc2ne9G9PT00NfXz3XSxb179+jXrx81atSgXbt2HD9+nF27dtG+fXsg+z9N586d6dGjB2+//TZ2dnZ5dnNVVFIyMmm1YB+tFuwjJePNyCBFMct4CqH1sqeMpyUdjRCiEJgZGeQ6mRjqF3rZgvDx8UFPT4/169ezdu1aBg4cmGv9aysrKxwcHIiKitJYHhUVRa1atXLcJioqCk9PT4YOHUrDhg2pXr06165d0yhjZGT0wqezNWvWJDo6WqM9RVRUFJaWllSuXDk/pwpk1/3v0qULS5cuZf/+/URHR3Pu3Llcj6nLub4sOzs7qlevrpEkPDtmt27d6NOnD/Xr16dq1ao5dsX6vNxid3Nz0+lerUaNGhw/flxj2b8//5uJiQkffPAB69at4/vvv6dGjRo0atRIvb5Ro0bExsZSvXp1rUmvCB6SrVmzhr///ltdOyUsLIy3336bM2fOEBMTo54CAwMJCwsD4MMPP8TQ0JD58+cXejyvGp1/s2zZskXjl0h6ejqnT59mzZo1GvUQ8+PZDyQ3JiYmLF++PMd6j0IIIYR4ORYWFvTs2ZOJEyeSlJSUY889zxs7dizTpk2jWrVqNGjQgPDwcGJiYli3bl2O5V1dXVm7di27du3CxcWFb7/9luPHj+Pi4qIu4+zszK5du4iNjaVcuXI5to8YOnQoS5YsYfjw4QQEBBAbG8u0adMIDAzM981lREQEmZmZNGvWDDMzM7777jtMTU2pUqVKrufq4+NDw4YN8fLy4ueff2bLli1avecUNVdXV3744QcOHz5M2bJlWbx4MXfv3s0zYRkzZgxvvfUWs2bNomfPnkRHR7Ns2TJWrFih07GHDx/OoEGDaNKkCZ6enmzYsIGzZ89StWrVPLfz9fWlc+fOXLhwQaOKD2S3c+jcuTNOTk58+OGH6OnpcebMGc6fP6/VOF1XSqWShIQEMjIyuHXrFlu3biUkJIRPP/2Ud955h/T0dL799ltmzpypNUbHf/7zHxYvXsyFCxeoXbs2wcHBjBw5kocPH+Ln54eLiwsPHz7ku+++A9D54firSudEIafR9z788ENq167Nhg0b1F2qCSGEEKL08/f3JywsjI4dO+Lg4JBn2REjRpCYmMiYMWO4d+8etWrV4qeffsLV1TXH8kOGDOH06dP07NkThUJB7969GTp0KL/88ou6zKBBg9i/fz9NmjQhOTmZffv24ezsrLGfSpUqsWPHDsaOHUv9+vWxsbHB39+fyZMn5/s8y5Qpw7x58wgMDCQzM5O6devy888/5zpORPfu3QkNDWXRokWMHDkSFxcXwsPD8+xKtChMnjyZ69ev4+3tjZmZGYMHD6Z79+45jmn1TKNGjdi4cSNTp05l1qxZ2NvbM3PmzBcmgv/m6+vL9evXCQoKIiUlBR8fH/z8/PLscQmgbdu22NjYEBsby8cff6yxztvbm//7v/9j5syZzJ8/H0NDQ9zd3fnPf/6jU2w5WbVqFatWrcLIyIhy5crRuHFjNmzYwPvvvw/ATz/9xIMHD9Sfn1ezZk1q1qypHux3+PDh1KxZk8WLF/Phhx+SlJREuXLl8PDwYOfOnW9EQ2YAher593gv4fr169SrVy/XlvAlJSkpCWtraxITE7GysirQPpRpGereKy7O9C7wK14hcpX2BOb87w/0Z3fAyLxk4xGikMTHxzN5bghOnl2xKqc9IBVA0oN7xB3+idkTR2Nvb1/kMRXG34XnpaSkcOPGDVxcXIqsow8hSov27dtjZ2enMaaEePXk9/dWodzxPn36lKVLl1KpUqXC2J0QQgghhChhSqWSL7/8Em9vb/T19fn+++/VjcHFm0HnRKFs2bIabRRUKhWPHz9W1/cTQgghhBCvPoVCwY4dO/j8889JSUmhRo0abN68uUAD7IpXk86JwpIlSzQ+6+npYWtrS7NmzShbtmxhxSWEEEIIIUqQqalpsTfeFqVLiY6j8KrQ11PQt3kV9bwQhU7PAN76zz/zQgghhBAlrEB3JCkpKZw9e5Z79+5pDX7RtWvXQgmsNDE20GdW9zovLihEQRkYQ6fgko5CCCGEEEJN50Rh586d9O3blwcPHmitUygUb8yQ1kIIIYQQQrzOdB4Cb/jw4fj4+BAfH09WVpbG9LomCSqVigfJqTxITqWQepMVQpNKBU/uZ0/yHRNCCCFEKaDzG4W7d+8SGBhIxYoViyKeUulpeiaNZ2c35pFxFESRSFfCwmrZ8zKOgtBRYmIiSqXyheXMzMxyHPVWCCGEyInOd7wffvgh+/fvp1q1akURjxBCCB0kJiaybOFs0h/ff2FZQ8vyBIydLMmCEEKIfNE5UVi2bBkfffQRBw8epG7duhgaGmqsHzFiRKEFJ4QQIm9KpZL0x/f5oK4ltmVyfxP116MnbDl3H6VSKYmCyLfp06ezbds2YmJi8lX+5s2buLi4cPr0aRo0aFDg4xbWfopaQkICffv25fDhwxgaGvLo0aOSDumlREVF8cknn/DHH3/QqVMntm3bVqD9KBQKtm7dSvfu3Qs1PlH8dG6j8P333/Prr7+yefNmvvjiC0JCQtTTv8dYEEIIUTxsy5hjX84q1ymvJEK8ebp06UKHDh1yXHfw4EEUCgVnz54lKCiIvXv3Fmksfn5+WjeUjo6OxMfHU6dO6e5xMCQkhPj4eGJiYrh8+XKOZaZPn55nstOmTRsUCgXz5s3TWtepUycUCgXTp0/XWH716lUGDBhA5cqVMTY2xsXFhd69e3PixImXOR0CAwNp0KABN27cICIiosD7iY+P57333nupWF7WzZs3USgU6snS0pLatWszbNgwrly5kuM20dHR6Ovr06lTpxzXp6WlsXDhQho1aoS5uTnW1tbUr1+fyZMnc+fOnaI8nRKjc6IwadIkZsyYQWJiIjdv3uTGjRvq6fr160URoxBCCCEKkb+/P7t37+bWrVta68LDw2nSpAn16tXDwsKCcuXKFXt8+vr62NnZYWBQutsEXrt2jcaNG+Pq6kqFChUKvB9HR0etG/Pbt2+zd+9e7O3tNZafOHGCxo0bc/nyZb766isuXrzI1q1bcXd3Z8yYMQWOAbLPp23btlSuXJkyZcoUeD92dnYYGxu/VCyFZc+ePcTHx3PmzBnmzJnDpUuXqF+/fo4JcFhYGMOHD+f333/XuvFPTU2lffv2zJkzBz8/P37//XfOnTvH0qVLuX//Pl988UVxnVKx0jlRSEtLo2fPnujp6bypEEIIIUqBzp07Y2trq3VzmpyczKZNm/D39we0n4ZnZWUxc+ZM9ZPsBg0asHPnzlyPk5mZib+/Py4uLpiamlKjRg1CQ0PV66dPn86aNWv48ccf1U9+9+/fr34a/HyVpwMHDtC0aVOMjY2xt7dnwoQJZGRkqNe3adOGESNGMG7cOGxsbLCzs9N4Eq9SqZg+fTpOTk4YGxvj4ODwwurSK1eupFq1ahgZGVGjRg2+/fZb9TpnZ2c2b97M2rVrUSgU+Pn55bmvvHTu3Jn79+8TFRWlXrZmzRreffddjQREpVLh5+eHq6srBw8epFOnTlSrVo0GDRowbdo0fvzxx1yPkZqayogRI6hQoQImJia0bNmS48ePA/88fX/w4AEDBw5EoVDk+kYhPj6eTp06YWpqiouLC+vXr8fZ2VmjVolCoVBXW/L09GT8+PEa+/jrr78wNDTk999/V8cWFBREpUqVMDc3p1mzZuzfv19dPiIigjJlyrBr1y5q1qyJhYUFHTp0ID4+/oXXtly5ctjZ2VG1alW6devGnj17aNasGf7+/hq9dSYnJ7NhwwY+/fRTOnXqpHX+ISEhHDp0iN9++40RI0bQuHFjnJycaN26NV9++SVz5sx5YSyvIp3v9vv378+GDRuKIhYhhBDi9ZH2JPcpPUWHsk/zV1YHBgYG9OvXj4iICI1uvzdt2kRmZia9e/fOcbvQ0FCCg4NZtGgRZ8+exdvbm65du+ZalSMrK4vKlSuzadMmLl68yNSpU/nss8/YuHEjAEFBQfj4+Khv+uLj4/H09NTaz+3bt+nYsSNvvfUWZ86cYeXKlYSFhTF79myNcmvWrMHc3JyjR4+yYMECZs6cye7duwHYvHkzISEhfPXVV1y5coVt27ZRt27dXK/R1q1bGTlyJGPGjOH8+fMMGTKEAQMGsG/fPgCOHz9Ohw4d1F3GP58A6crIyAhfX1/Cw8PVyyIiIhg4cKBGuZiYGC5cuMCYMWNyfGCb11uAcePGsXnzZtasWcOpU6eoXr063t7ePHz4UF3Vy8rKiiVLlhAfH0/Pnj1z3E+/fv24c+cO+/fvZ/PmzXz99dfcu3cv1+P6+voSGRmp8T3bsGEDDg4OtGrVCoCAgACio6OJjIzk7NmzfPTRR3To0EHje6VUKlm0aBHffvstv//+O3FxcQQFBeV63Nzo6ekxcuRI/vvf/3Ly5En18o0bN+Lu7k6NGjXo06cPq1ev1oj5+++/p3379jRs2DDH/SoUCp1jeRXo/E4vMzOTBQsWsGvXLurVq6fVmHnx4sWFFlxpoa+noEejyup5IQqdngHU//ifeSHEq2+OQ+7rXN8F303/fF5YPbub5JxUaQkDtv/zeUldUGoPesr0RJ3CGzhwIAsXLuTAgQO0adMGyK521KNHj1wbvC9atIjx48fTq1cvAObPn8++fftYsmQJy5cv1ypvaGjIjBkz1J9dXFyIjo5m48aN+Pj4YGFhgampKampqdjZ2eUa64oVK3B0dGTZsmUoFArc3d25c+cO48ePZ+rUqeqb5nr16jFt2jQAXF1dWbZsGXv37qV9+/bExcVhZ2eHl5cXhoaGODk50bRp01yPuWjRIvz8/Bg6dCiQXX//yJEjLFq0iHfeeQdbW1uMjY0xNTXNM/b8GjhwIK1atSI0NJSTJ0+SmJhI586dNd6KPLtxdnd312nfT548YeXKlURERKjbDqxatYrdu3cTFhbG2LFjsbOzQ6FQYG1tnev5/PHHH+zZs4fjx4/TpEkTAL755htcXV1zPbaPjw+jRo3i0KFD6sRg/fr19O7dG4VCQVxcHOHh4cTFxeHgkP1/JigoiJ07dxIeHq5+Up+ens6XX36p7nUzICCAmTNn6nQdnnl2/W7evKn+DoSFhdGnTx8AOnToQGJiosb/jcuXL6vnn3n//ffViWi9evU4fPhwgeIpzXR+o3Du3DkaNmyInp4e58+f5/Tp0+opv70ivGqMDfQJ9qlPsE99jA30Szoc8ToyMIb3V2ZPBqWjXqcQ4vXm7u6Op6cnq1evBrIbyB48eFBd7ejfkpKSuHPnDi1atNBY3qJFCy5dupTrcZYvX07jxo2xtbXFwsKCr7/+mri4OJ1ivXTpEh4eHhpPbVu0aEFycrJGO4t69eppbGdvb69+2v3RRx/x9OlTqlatyqBBg9i6datG1aWcjqnrub6M+vXr4+rqyg8//MDq1avp27evVhuNgg76eu3aNdLT0zXOx9DQkKZNm+p0PrGxsRgYGNCoUSP1surVq1O2bNlct7G1teXdd99l3bp1ANy4cYPo6Gh8fX2B7PvKzMxM3NzcsLCwUE8HDhzg2rVr6v2YmZlpdM3//M9WV8+u47PvU2xsLMeOHVO/STMwMKBnz56EhYXluZ8VK1YQExPDwIED8zWWzatIp0eXmZmZzJgxg7p16+b5pRBCCCHeeJ/l0QuK4l8PncZezaPsv57pjTpX8Jj+xd/fn+HDh7N8+XLCw8OpVq0arVu3LrT9R0ZGEhQURHBwMB4eHlhaWrJw4UKOHj1aaMd43r9rOSgUCrKysoDsBsOxsbHs2bOH3bt3M3ToUPUblX9vV1IGDhzI8uXLuXjxIseOHdNa7+bmBmQ/2c+tCkxp5Ovry4gRI/jiiy9Yv349devWVVf7Sk5ORl9fn5MnT6Kvr/n/wsLCQj2f08+2oInTs+TIxcUFyH6bkJGRoX6jAdnJhLGxMcuWLcPa2hpXV1diY2M19vOsobmNjU2B4ngV6PRGQV9fn3ffffeV7ydYVyqVCmVaBsq0jAJ/KYXIk0r1Tz1j+Y4J8XowMs99MjTRoaxp/soWgI+PD3p6eqxfv561a9eqG7LmxMrKCgcHB40Gt5Dd936tWrVy3CYqKgpPT0+GDh1Kw4YNqV69usZTYsiun/98o9Kc1KxZk+joaI2/wVFRUVhaWlK5cuX8nCoApqamdOnShaVLl7J//36io6M5dy7nxKtmzZo6nWth+Pjjjzl37hx16tTJ8TgNGjSgVq1aBAcHqxOg5+V2f/asQfbz55Oens7x48d1Op8aNWqQkZHB6dOn1cuuXr3K33//ned23bp1IyUlhZ07d7J+/Xr12wSAhg0bkpmZyb1796hevbrGVBhVuv4tKyuLpUuX4uLiQsOGDcnIyGDt2rUEBwcTExOjns6cOYODgwPff/89AL1792b37t0a5/4m0LkydJ06dbh+/bo6C3sTPE3PpNbUXQBcnOmNmZHUIReFLF35T33mz+4U+I++EELowsLCgp49ezJx4kSSkpJe2HPP2LFjmTZtmrqnnfDwcGJiYtTVSv7N1dWVtWvXsmvXLlxcXPj22285fvy4xj2Es7Mzu3btIjY2lnLlyuXYPmLo0KEsWbKE4cOHExAQQGxsLNOmTSMwMDDfvTBGRESQmZlJs2bNMDMz47vvvsPU1JQqVarkeq4+Pj40bNgQLy8vfv75Z7Zs2cKePXvydbznPX36VKt6tqWlpUZVGoCyZcsSHx+f6xsOhUJBeHg4Xl5etGrVikmTJuHu7k5ycjI///wzv/76KwcOHNDaztzcnE8//ZSxY8diY2ODk5MTCxYsQKlU5lrVLCfu7u54eXkxePBgVq5ciaGhIWPGjMHU1DTPxrzm5uZ0796dKVOmcOnSJY3G8m5ubvj6+tKvXz+Cg4Np2LAhf/31F3v37qVevXq5jmmQXw8ePCAhIQGlUsn58+dZsmQJx44dY/v27ejr67Nt2zb+/vtv/P39tb57PXr0ICwsjE8++YTRo0ezfft22rVrx7Rp02jVqhVly5bl8uXL/PLLL1pvQ14XOt/xzp49m6CgIGbNmkXjxo0xN9e8obGysiq04IQQQghRtPz9/QkLC6Njx44aVS9yMmLECBITExkzZgz37t2jVq1a/PTTT7k2Zh0yZAinT5+mZ8+eKBQKevfuzdChQ/nll1/UZQYNGsT+/ftp0qQJycnJ7Nu3D2dnZ439VKpUiR07djB27Fjq16+PjY0N/v7+TJ48Od/nWaZMGebNm0dgYCCZmZnUrVuXn3/+OddxIrp3705oaCiLFi1i5MiRuLi4EB4ertWgNT8uX76sVVWoXbt2OSYdLxq/oGnTppw4cYLPP/+cQYMGcf/+fezt7fH09Mxz4Nt58+aRlZVF3759efz4MU2aNGHXrl06VyVfu3Yt/v7+vP3229jZ2TF37lwuXLiAiYlJntv5+vrSsWNH3n77bZycnDTWhYeHM3v2bMaMGcPt27cpX748zZs3p3PnzjrFlhMvLy8gu41DlSpVeOedd/j666+pXr06kF3tyMvLK8cEtUePHixYsICzZ89Sr1499u7dy5IlSwgPD2fixIlkZWXh4uLCe++9x+jRo1861tJIodKxLs3zmfvz2aNKpUKhULzw9WFxS0pKwtramsTExAInMcq0DHmjIIpW2hN5oyAKJD4+nq/mfcaQVnbYl8v9d1z8gyS+OpjAkAlztAZwKur4Js8NwcmzK1blch6QKunBPeIO/8TsiaOLJbbC+LvwvJSUFG7cuIGLi8sLb5aEeN3cunULR0dH9uzZQ7t27Uo6HJFP+f29pfMd77P+g4UQQgghxJvlt99+Izk5mbp16xIfH8+4ceNwdnbm7bffLunQRBHQOVEozN4QhBBCCCHEqyM9PZ3PPvuM69evY2lpiaenJ+vWrSs1PUeJwlWgOjQHDx7kq6++4vr162zatIlKlSrx7bff4uLiQsuWLQs7RiGEEEIIUQp4e3vj7e1d0mGIYqLzgGubN2/G29sbU1NTTp06RWpqKgCJiYnq0fOEEEIIIYQQrzadE4XZs2fz5ZdfsmrVKo3XTC1atODUqVOFGlxpoadQ0LGuHR3r2qGXR/dfQhSYQh9qdcue/j0QkxBCCCFECdC56lFsbGyODVasra1f24HYTAz1WeHbuKTDEK8zQxPwWVvSUQghXoIMyCmEeFXkNGBfTnROFOzs7Lh69apWH8eHDh2iatWquu5OCCGEeKUZGhqiUCj466+/sLW1zXPgKSGEKEkqlYq0tDT++usv9PT0MDIyyrO8zonCoEGDGDlyJKtXr0ahUHDnzh2io6MJCgpiypQpOu1r7ty5bNmyhT/++ANTU1M8PT2ZP38+NWrUUJdJSUlhzJgxREZGkpqaire3NytWrKBixYq6hi6EEEIUOn19fSpXrsytW7e4efNmSYcjhBAvZGZmhpOT0wtHNtc5UZgwYQJZWVm0a9cOpVLJ22+/jbGxMUFBQQwfPlynfR04cIBhw4bx1ltvkZGRwWeffca7777LxYsX1SM+Pxsye9OmTVhbWxMQEMAHH3xAVFSUrqEXmAy4JoqcDLgmxCvNwsICV1dX0tPTSzoUIYTIk76+PgYGBvl6+6nzHa9CoWDSpEmMHTuWq1evkpycTK1atbCwsNA50J07d2p8joiIoEKFCpw8eZK3336bxMREwsLCWL9+PW3btgWyh/muWbMmR44coXnz5jofUwghhCgK+vr66OtLZwRCiNdHvhOFJ0+eEBQUxE8//URaWhrt2rXjiy++oFatWoUWTGJiIgA2NjYAnDx5kvT0dLy8vNRl3N3dcXJyIjo6OsdEITU1Vd1lK0BSUlKhxSeEEK+bxMRElErlC8uZmZlhbW1dDBEJIYQoLfKdKEyZMoVvv/0WX19fTExM+P777xk8eDBbt24tlECysrIYNWoULVq0oE6dOgAkJCRgZGREmTJlNMpWrFiRhISEHPczd+5cZsyYUSgxCSHE6ywxMZHPF4Tw4PGLE4VylmZMGjdakgUhhHiD5DtR2Lp1K+Hh4Xz00UcA9OvXj+bNm5ORkYGBwcvX2R82bBjnz5/n0KFDL7WfiRMnEhgYqP6clJSEo6Pjy4YnhBCvHaVSyYPHSmxqt8TC2ibXcsmJD3lw4RBKpVISBSGEeIPk+w7/1q1btGjRQv25cePGGBoacufOHZycnF4qiICAAP7v//6P33//ncqVK6uX29nZkZaWxqNHjzTeKty9exc7O7sc92VsbIyxsfFLxSOEEG8SC2sbrMpVyLPMw2KKRQghROmR75GZs7KyNEZiBjAwMCAzM7PAB1epVAQEBLB161Z+++03XFxcNNY/S0b27t2rXhYbG0tcXBweHh4FPq4QQgghhBAib/l+o6BSqWjXrp1GNSOlUkmXLl00Bms4depUvg8+bNgw1q9fz48//oilpaW63YG1tTWmpqZYW1vj7+9PYGAgNjY2WFlZMXz4cDw8PIq1xyM9hYJ3atiq54UodAp9cH33n3khhBBCiBKW70Rh2rRpWsu6dev2UgdfuXIlAG3atNFYHh4ejp+fHwAhISHo6enRo0cPjQHXipOJoT7hA5oW6zHFG8bQBHw3lXQUQgghhBBqL5UovCyVSvXCMiYmJixfvpzly5cX+vGFEEIIIYQQOZMhhoUQogjJOAVCCCFeVZIo5IMyLYPGs/YAcHKKF2ZGctlEIUt7AgurZ8+PvQpG5iUbjygUiYmJLFs4m/TH919Y1tCyPAFjJ0uyIIQQotSQO958eppe8N6dhMiX9Bc/dRavFqVSSfrj+3xQ1xLbMrknf389esKWc/dlnAIhhBCliiQKQghRxGzLmGNfzuoFpR4XSyxCCCFEfuV7HAUhhBBCCCHEm6NAiUJAQAAPH8o4nUIIIYQQQryu8p0o3Lp1Sz2/fv16kpOTAahbty5//vln4UcmhBBCCCGEKDH5bqPg7u5OuXLlaNGiBSkpKfz55584OTlx8+ZN0tPTizJGIYQQQgghRDHL9xuFR48esWnTJho3bkxWVhYdO3bEzc2N1NRUdu3axd27d4syzhKlp1DQzMWGZi426CkUJR2OeB0p9KBKy+xJIU2HhBBCCFHy8n1Hkp6eTtOmTRkzZgympqacPn2a8PBw9PX1Wb16NS4uLtSoUaMoYy0xJob6bBjiwYYhHpgY6pd0OOJ1ZGgKA7ZnT4amJR2NEEIIIUT+qx6VKVOGBg0a0KJFC9LS0nj69CktWrTAwMCADRs2UKlSJY4fP16UsQohhBBCCCGKSb7fKNy+fZvJkydjbGxMRkYGjRs3plWrVqSlpXHq1CkUCgUtW7YsyliFEEIIIYQQxSTfiUL58uXp0qULc+fOxczMjOPHjzN8+HAUCgVBQUFYW1vTunXrooy1xCjTMmg0azeNZu1GmZZR0uGI11HaE1hQNXtKe1LS0QghhBBCFHxkZmtra3x8fPD39+e3337DzMyMAwcOFGZspcrDJ2klHYJ43SkflHQEb5zExESUSuULy5mZmWFtbV0MEQkhhBClR4EShbNnz1KpUiUAqlSpgqGhIXZ2dvTs2bNQgxNCiKKSmJjIsoWzSX98/4VlDS3LEzB2siQLQggh3igFShQcHR3V8+fPny+0YIQQorgolUrSH9/ng7qW2JYxz7XcX4+esOXcfZRKpSQKQggh3igFrnokhBCvA9sy5tiXs3pBqcfFEosQQghRmsjITkIIIYQQQggtkigIIYQQQgghtEjVo3zQUyioV9laPS9EoVPogUPDf+aFEEIIIUqYJAr5YGKoz08BMpicKEKGpjB4f0lHIYQQQgihJomCEKLUys84BzLGgRBCCFE0JFEQQpRK+R3nQMY4EEIIIYqGJAr58DQtE6/F2aNO7wlsjamRfglHJF47aUpY3ix7fthRMDIr2XhKgfyMcyBjHAghhBBFRxKFfFCh4vajp+p5IQqfChLj/pkXai8e50DGOBBCCCGKgiQKQghRSuWnjcbdu3dJS08vpoiEEEK8SSRREEKIUigxMZHPF4Tw4HHeiYLySTKPr1wgpWWFYopMCCHEm0ISBSGEKIWUSiUPHiuxqd0SC2ubXMslxF3l/sVDZKRnFGN0Qggh3gSSKAghRClmYW2DVbnc3xY8/jvvXqGEEEKIgirRIWB///13unTpgoODAwqFgm3btmmsV6lUTJ06FXt7e0xNTfHy8uLKlSslE6wQQgghhBBvkBJNFJ48eUL9+vVZvnx5jusXLFjA0qVL+fLLLzl69Cjm5uZ4e3uTkpJSrHEqUOBawQLXChYoUBTrscWbQgG27tmTfMeEEEIIUQqUaNWj9957j/feey/HdSqViiVLljB58mS6desGwNq1a6lYsSLbtm2jV69exRanqZE+uwNbF9vxxBvIyCx7/AQhhBBCiFKiRN8o5OXGjRskJCTg5eWlXmZtbU2zZs2Ijo4uwciEEEIIIYR4/ZXaxswJCQkAVKxYUWN5xYoV1etykpqaSmpqqvpzUlJS0QQohBBvkLTUVO7evfvCcmZmZjJKthBCvCZKbaJQUHPnzmXGjBmFus+naZl0XXYIgJ8CWmJqpF+o+xeCNCWseid7ftC+7KpIQpQSKcpkbp6LZv2Ku5iZmuZZ1tCyPAFjJ0uyIIQQr4FSmyjY2dkB2aOO2tvbq5ffvXuXBg0a5LrdxIkTCQwMVH9OSkrC0dHxpWJRoeLKvWT1vBCFTwV//fHPvBClSHpqCiaqFN6vY4Gzg22u5f569IQt5+6jVColURBCiNdAqU0UXFxcsLOzY+/everEICkpiaNHj/Lpp5/mup2xsTHGxsbFFKUQQrw5ylubYV/O6gWlHhdLLEIIIYpeiSYKycnJXL16Vf35xo0bxMTEYGNjg5OTE6NGjWL27Nm4urri4uLClClTcHBwoHv37iUXtBCvgMTERJRK5QvLSX1yIYQQQuSmRBOFEydO8M4776g/P6sy1L9/fyIiIhg3bhxPnjxh8ODBPHr0iJYtW7Jz505MTExKKmQhSr3ExESWLZxN+uMXj9gr9cmFEEIIkZsSTRTatGmDSpV7fWyFQsHMmTOZOXNmMUYlxKtNqVSS/vg+H9S1xLaMea7lpD65EEIIIfJSatsoCCFejm0Zc6lPLoQQQogCk0QhHxQoqFTGVD0vROFTgLXTP/NCCCGEECVMEoV8MDXSJ2pC25IOQ7zOjMxg9LmSjkIIIYQQQk2vpAMQQgghhBBClD6SKAghhBBCCCG0SNWjfEhJz8Tnq2gANg7xwMRQv4QjEq+d9KcQ/l72/IBfwNC0ZOPJh5cZqyE/2969e5e09PSXilEIIYQQBSeJQj5kqVScvZWonhei0Kmy4M7pf+ZLuZcZqyExMZHPF4Tw4HHeiYLySTKPr1wgpWWFQolZCCGEELqRREEIobOXGatBqVTy4LESm9otsbC2yXXbhLir3L94iIz0jEKPXwghhBAvJomCEKLAXmasBgtrG6zK5f624PHfL35bIYQQQoiiI42ZhRBCCCGEEFokURBCCCGEEEJokURBCCGEEEIIoUXaKOSTjblRSYcgXndm5Uo6AiGEEEIINUkU8sHMyIBTU9qXdBjidWZkDuOul3QUrw0Zp0EIIYR4eZIoCCFeKzJOgxBCCFE4JFEQQrxWZJwGIYQQonBIopAPKemZ9F99DIA1A5tiYqhfwhGJ1076U/juw+z5Pj+AoWnJxvMakHEahBBCiJcjiUI+ZKlUHL3xUD0vRKFTZcF/D/0zL4QQQghRwqR7VCGEEEIIIYQWSRSEEEIIIYQQWiRREEIIIYQQQmiRREEIIYQQQgihRRIFIYQQQgghhBbp9SifTKVLVFHUDM1KOgIhhBBCCDVJFPLBzMiAS7M6lHQY4nVmZA6T4ks6CiGEEEIINal6JIQQQgghhNAibxSEEBoSExNRKpV5lrl79y5p6enFFJEQQgghSoIkCvmQkp7Jp9+dBGBln8aYSHsFUdjSU2Bj3+x5n2/B0KREwkhMTOTzBSE8eJx3oqB8kszjKxdIaVmhmCITQgghRHGTRCEfslQq9sX+pZ4XotCpMuHKr//MlxClUsmDx0psarfEwtom13IJcVe5f/EQGekZxRidEEIIIYqTJApCCC0W1jZYlcv9bcHjv+8XYzRCCCGEKAmvRKKwfPlyFi5cSEJCAvXr1+eLL76gadOmJR2WeA3lp34+gJmZGdbW1oV2DEW6Erv/zSckJKAyNMvxGNJ+QAghhBDFpdQnChs2bCAwMJAvv/ySZs2asWTJEry9vYmNjaVCBakfLQpPYmIiyxbOJv3xi5+WG1qWJ2DsZJ2ThdyOYUgGk8pmz4cFTycdA61jSPsBIYQQQhSnUp8oLF68mEGDBjFgwAAAvvzyS7Zv387q1auZMGFCCUcnXidKpZL0x/f5oK4ltmXMcy3316MnbDl3H6VSqXOikNsxFFnpcDF73r9FRe4lpWkdQ9oPCCGEEKI4lepEIS0tjZMnTzJx4kT1Mj09Pby8vIiOji7ByMTrzLaMOfblrF5Q6nHhHiMzTT1rZ2OJSi8l12NI+wEhhBBCFIdSnSjcv3+fzMxMKlasqLG8YsWK/PHHHzluk5qaSmpqqvpzYmIiAElJSQWOQ5mWQVaqUr2fDKNSfdlEDh4/fsyTJ0/yLHPv3j2SlUpuxP/NY2VqruXuJypJTU3j8ePHmJv/81bgZY6hyEqnYmp2j1p3b93nr8fpWsd4/PgxaWmpPEi4RYoy9+P8/Vc8GRmZ/PfuI1SK3L+rOZ3Hq3aMkjqHZ8cpyu/Uq/azeJljPEn6myfJj7l27RqPH+edhJubm2NpaZlnmRd59vdAJb3YCSFEnhSqUvyb8s6dO1SqVInDhw/j4eGhXj5u3DgOHDjA0aNHtbaZPn06M2bMKM4whRBCvIL+/PNPKleuXNJhCCFEqVWqH42XL18efX197t69q7H87t272NnZ5bjNxIkTCQwMVH/Oysri4cOHlCtXDoVCUeBYkpKScHR05M8//8TK6kXVUt4scm3yJtcnd3JtcifXJm8vc31UKhWPHz/GwcGhiKITQojXQ6lOFIyMjGjcuDF79+6le/fuQPaN/969ewkICMhxG2NjY4yNjTWWlSlTptBisrKykj/auZBrkze5PrmTa5M7uTZ5K+j1KWj3xkII8SYp1YkCQGBgIP3796dJkyY0bdqUJUuW8OTJE3UvSEIIIYQQQojCV+oThZ49e/LXX38xdepUEhISaNCgATt37tRq4CyEEEIIIYQoPKU+UQAICAjItapRcTE2NmbatGla1ZqEXJsXkeuTO7k2uZNrkze5PkIIUfRKda9HQgghhBBCiJKhV9IBCCGEEEIIIUofSRSEEEIIIYQQWiRREEIIIYQQQmiRROE5y5cvx9nZGRMTE5o1a8axY8fyLL9p0ybc3d0xMTGhbt267Nixo5giLX66XJtVq1bRqlUrypYtS9myZfHy8nrhtXyV6fq9eSYyMhKFQqEeI+R1pev1efToEcOGDcPe3h5jY2Pc3Nxe2/9bul6bJUuWUKNGDUxNTXF0dGT06NGkpKQUU7TF5/fff6dLly44ODigUCjYtm3bC7fZv38/jRo1wtjYmOrVqxMREVHkcQohxGtPJVQqlUoVGRmpMjIyUq1evVp14cIF1aBBg1RlypRR3b17N8fyUVFRKn19fdWCBQtUFy9eVE2ePFllaGioOnfuXDFHXvR0vTYff/yxavny5arTp0+rLl26pPLz81NZW1urbt26VcyRFz1dr80zN27cUFWqVEnVqlUrVbdu3Yon2BKg6/VJTU1VNWnSRNWxY0fVoUOHVDdu3FDt379fFRMTU8yRFz1dr826detUxsbGqnXr1qlu3Lih2rVrl8re3l41evToYo686O3YsUM1adIk1ZYtW1SAauvWrXmWv379usrMzEwVGBiounjxouqLL75Q6evrq3bu3Fk8AQshxGtKEoX/adq0qWrYsGHqz5mZmSoHBwfV3Llzcyzv4+Oj6tSpk8ayZs2aqYYMGVKkcZYEXa/Nv2VkZKgsLS1Va9asKaoQS0xBrk1GRobK09NT9c0336j69+//WicKul6flStXqqpWrapKS0srrhBLjK7XZtiwYaq2bdtqLAsMDFS1aNGiSOMsaflJFMaNG6eqXbu2xrKePXuqvL29izAyIYR4/UnVIyAtLY2TJ0/i5eWlXqanp4eXlxfR0dE5bhMdHa1RHsDb2zvX8q+qglybf1MqlaSnp2NjY1NUYZaIgl6bmTNnUqFCBfz9/YsjzBJTkOvz008/4eHhwbBhw6hYsSJ16tRhzpw5ZGZmFlfYxaIg18bT05OTJ0+qqyddv36dHTt20LFjx2KJuTR7U34fCyFEcXslBlwravfv3yczM1NrtOeKFSvyxx9/5LhNQkJCjuUTEhKKLM6SUJBr82/jx4/HwcFB6w/5q64g1+bQoUOEhYURExNTDBGWrIJcn+vXr/Pbb7/h6+vLjh07uHr1KkOHDiU9PZ1p06YVR9jFoiDX5uOPP+b+/fu0bNkSlUpFRkYGn3zyCZ999llxhFyq5fb7OCkpiadPn2JqalpCkQkhxKtN3iiIIjVv3jwiIyPZunUrJiYmJR1OiXr8+DF9+/Zl1apVlC9fvqTDKZWysrKoUKECX3/9NY0bN6Znz55MmjSJL7/8sqRDK3H79+9nzpw5rFixglOnTrFlyxa2b9/OrFmzSjo0IYQQryl5owCUL18efX197t69q7H87t272NnZ5biNnZ2dTuVfVQW5Ns8sWrSIefPmsWfPHurVq1eUYZYIXa/NtWvXuHnzJl26dFEvy8rKAsDAwIDY2FiqVatWtEEXo4J8d+zt7TE0NERfX1+9rGbNmiQkJJCWloaRkVGRxlxcCnJtpkyZQt++ffnPf/4DQN26dXny5AmDBw9m0qRJ6Om9uc99cvt9bGVlJW8ThBDiJby5f1meY2RkROPGjdm7d696WVZWFnv37sXDwyPHbTw8PDTKA+zevTvX8q+qglwbgAULFjBr1ix27txJkyZNiiPUYqfrtXF3d+fcuXPExMSop65du/LOO+8QExODo6NjcYZf5Ary3WnRogVXr15VJ1AAly9fxt7e/rVJEqBg10apVGolA88SKpVKVXTBvgLelN/HQghR7Eq6NXVpERkZqTI2NlZFRESoLl68qBo8eLCqTJkyqoSEBJVKpVL17dtXNWHCBHX5qKgolYGBgWrRokWqS5cuqaZNm/Zad4+qy7WZN2+eysjISPXDDz+o4uPj1dPjx49L6hSKjK7X5t9e916PdL0+cXFxKktLS1VAQIAqNjZW9X//93+qChUqqGbPnl1Sp1BkdL0206ZNU1laWqq+//571fXr11W//vqrqlq1aiofH5+SOoUi8/jxY9Xp06dVp0+fVgGqxYsXq06fPq3673//q1KpVKoJEyao+vbtqy7/rHvUsWPHqi5duqRavny5dI8qhBCFQBKF53zxxRcqJycnlZGRkapp06aqI0eOqNe1bt1a1b9/f43yGzduVLm5uamMjIxUtWvXVm3fvr2YIy4+ulybKlWqqACtadq0acUfeDHQ9XvzvNc9UVCpdL8+hw8fVjVr1kxlbGysqlq1qurzzz9XZWRkFHPUxUOXa5Oenq6aPn26qlq1aioTExOVo6OjaujQoaq///67+AMvYvv27cvxd8iz69G/f39V69attbZp0KCBysjISFW1alVVeHh4sccthBCvG4VK9Ya/sxZCCCGEEEJokTYKQgghhBBCCC2SKAghhBBCCCG0SKIghBBCCCGE0CKJghBCCCGEEEKLJApCCCGEEEIILZIoCCGEEEIIIbRIoiCEEEIIIYTQIomCEEIIIYQQQoskCkIUkf3796NQKHj06FFJh0JUVBR169bF0NCQ7t27F2gffn5+Om1bWOdfmq6jEEII8SaRREG8dvz8/FAoFFrT1atXi+yYbdq0YdSoURrLPD09iY+Px9rausiOm1+BgYE0aNCAGzduEBERUaB9hIaGFnjb/Crt11EIIYR4kxiUdABCFIUOHToQHh6usczW1larXFpaGkZGRkUSg5GREXZ2dkWyb11du3aNTz75hMqVKxd4HyV1o16arqMQQgjxJpE3CuK1ZGxsjJ2dncakr69PmzZtCAgIYNSoUZQvXx5vb28AFi9eTN26dTE3N8fR0ZGhQ4eSnJyssc+oqCjatGmDmZkZZcuWxdvbm7///hs/Pz8OHDhAaGio+u3FzZs3c6wys3nzZmrXro2xsTHOzs4EBwdrHMPZ2Zk5c+YwcOBALC0tcXJy4uuvv87zXFNTUxkxYgQVKlTAxMSEli1bcvz4cQBu3ryJQqHgwYMHDBw4EIVCkeNbgc8++4xmzZppLa9fvz4zZ84EtKse5XXcnDx48IDevXtTqVIlzMzMqFu3Lt9//716fXFex7S0NAICArC3t8fExIQqVaowd+7cPK+zEEII8aaRREG8cdasWYORkRFRUVF8+eWXAOjp6bF06VIuXLjAmjVr+O233xg3bpx6m5iYGNq1a0etWrWIjo7m0KFDdOnShczMTEJDQ/Hw8GDQoEHEx8cTHx+Po6Oj1nFPnjyJj48PvXr14ty5c0yfPp0pU6Zo3bgHBwfTpEkTTp8+zdChQ/n000+JjY3N9XzGjRvH5s2bWbNmDadOnaJ69ep4e3vz8OFDHB0diY+Px8rKiiVLlhAfH0/Pnj219uHr68uxY8e4du2aetmFCxc4e/YsH3/8sc7HzUlKSgqNGzdm+/btnD9/nsGDB9O3b1+OHTsGUKzXcenSpfz0009s3LiR2NhY1q1bh7Ozc67XWAghhHgjqYR4zfTv31+lr6+vMjc3V08ffvihSqVSqVq3bq1q2LDhC/exadMmVbly5dSfe/furWrRokWu5Vu3bq0aOXKkxrJ9+/apANXff/+tUqlUqo8//ljVvn17jTJjx45V1apVS/25SpUqqj59+qg/Z2VlqSpUqKBauXJljsdNTk5WGRoaqtatW6delpaWpnJwcFAtWLBAvcza2loVHh6ea/wqlUpVv3591cyZM9WfJ06cqGrWrJn6c//+/VXdunXL93H/ff456dSpk2rMmDHqz8V1HYcPH65q27atKisrK48rIoQQQrzZ5I2CeC298847xMTEqKelS5eq1zVu3Fir/J49e2jXrh2VKlXC0tKSvn378uDBA5RKJfDPG4WXcenSJVq0aKGxrEWLFly5coXMzEz1snr16qnnFQoFdnZ23Lt3L8d9Xrt2jfT0dI39Ghoa0rRpUy5duqRTfL6+vqxfvx4AlUrF999/j6+vb6EdNzMzk1mzZlG3bl1sbGywsLBg165dxMXF6RRnYVxHPz8/YmJiqFGjBiNGjODXX3/VKQYhhBDiTSCJgngtmZubU716dfVkb2+vse55N2/epHPnztSrV4/Nmzdz8uRJli9fDmTXZQcwNTUtttgNDQ01PisUCrKysor8uL179yY2NpZTp05x+PBh/vzzzxyrKRXUwoULCQ0NZfz48ezbt4+YmBi8vb3V17iw5XUdGzVqxI0bN5g1axZPnz7Fx8eHDz/8sEjiEEIIIV5VkiiIN97JkyfJysoiODiY5s2b4+bmxp07dzTK1KtXj7179+a6DyMjI42n2TmpWbMmUVFRGsuioqJwc3NDX1+/QLFXq1ZN3d7imfT0dI4fP06tWrV02lflypVp3bo169atY926dbRv354KFSoU2nGjoqLo1q0bffr0oX79+lStWpXLly9rlCnO62hlZUXPnj1ZtWoVGzZsYPPmzbm2rxBCCCHeRNI9qnjjVa9enfT0dL744gu6dOmi0cj5mYkTJ1K3bl2GDh3KJ598gpGREfv27eOjjz6ifPnyODs7c/ToUW7evImFhQU2NjZaxxkzZgxvvfUWs2bNomfPnkRHR7Ns2TJWrFhR4NjNzc359NNPGTt2LDY2Njg5ObFgwQKUSiX+/v4678/X15dp06aRlpZGSEhIoR7X1dWVH374gcOHD1O2bFkWL17M3bt3NRKL4rqOixcvxt7enoYNG6Knp8emTZuws7OjTJky+d6HEEII8bqTNwrijVe/fn0WL17M/PnzqVOnDuvWrdPqKtPNzY1ff/2VM2fO0LRpUzw8PPjxxx8xMMjOtYOCgtDX16dWrVrY2trmWO++UaNGbNy4kcjISOrUqcPUqVOZOXMmfn5+LxX/vHnz6NGjB3379qVRo0b/394d2zAIAwEUvdBT0DEHgp6OBRiHCRgIybtQsIlTJc0VEU2S4r0BbMuFpW/JcpznGaWU6Lru9ljrur7fZnz6hfnuvNu2xTAMsSxLzPMcfd+nOb61j23bxr7vMY5jTNMU13XFcRzRNI5EAHh51FrrrxcBAAD8F9dnAABAIhQAAIBEKAAAAIlQAAAAEqEAAAAkQgEAAEiEAgAAkAgFAAAgEQoAAEAiFAAAgEQoAAAAiVAAAACSJ6sH3fokhlUiAAAAAElFTkSuQmCC", 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", 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", 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" ] @@ -538,14 +538,6 @@ "# Plot pruned DAG\n", "plot(g_given_pruned)" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "dec567c8", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/dowhy/gcm/falsify.py b/dowhy/gcm/falsify.py index df840c2fc..415b13677 100644 --- a/dowhy/gcm/falsify.py +++ b/dowhy/gcm/falsify.py @@ -6,6 +6,7 @@ import warnings from dataclasses import dataclass, field from enum import Enum, auto from functools import partial +from inspect import getfullargspec from itertools import permutations from typing import Any, Callable, Dict, FrozenSet, List, Optional, Set, Tuple, Union @@ -50,7 +51,7 @@ class FalsifyConst(Enum): FALSIFY_METHODS = { FalsifyConst.VALIDATE_LMC: "LMC", FalsifyConst.VALIDATE_PD: "Faithfulness", - FalsifyConst.VALIDATE_TPA: "tPa", + FalsifyConst.VALIDATE_TPA: "TPa", FalsifyConst.VALIDATE_CM: "Causal Minimality", } @@ -179,7 +180,6 @@ def validate_tpa( causal_graph: DirectedGraph, causal_graph_reference: DirectedGraph, include_unconditional: bool = True, - data: Optional[pd.DataFrame] = None, ) -> Dict[str, int]: """ Graphical criterion to evaluate which pairwise parental d-separations (parental triples) in `causal_graph` are @@ -191,7 +191,6 @@ def validate_tpa( :param causal_graph: Causal graph for which to evaluate parental d-separations (G') :param causal_graph_reference: Causal graph where we test if d-separation holds (G) :param include_unconditional: Test also unconditional independencies of root nodes. - :param data: IGNORED! No data is needed for this validation method and thus the data argument is ignored! :return: Validation summary with number of d-separations implied by `causal_graph` and number of times these are violated in the graph `causal_graph_reference`. """ @@ -380,7 +379,7 @@ def validate_cm( return validation_summary -def validate_graph( +def run_validations( causal_graph: DirectedGraph, data: pd.DataFrame, methods: Optional[Union[Callable, Tuple[Callable, ...], List[Callable]]] = partial( @@ -391,7 +390,7 @@ def validate_graph( Validate a given causal graph using observational data and some given methods. If methods are provided, they must be wrapped in a partial object, with their respective parameters. E.g., if one wants to test the local Markov conditions and the pairwise dependencies (unconditional faithfulness), then call - validate_graph(G, data, methods=( + run_validations(G, data, methods=( partial(validate_lmc, independence_test=..., conditional_independence_test=...), partial(validate_pd, independence_test=...), ) @@ -402,7 +401,7 @@ def validate_graph( :param methods: Method functions wrapped in wrap_partial. E.g. wrap_partial(validate_lmc, data=data, independence_test=..., conditional_independence_test=...). If no methods are provided we run validate_lmc with optional keyword arguments provided to - validate_graph. + run_validations. :return: Validation summary as dict. """ @@ -412,7 +411,9 @@ def validate_graph( validation_summary = dict() for m in methods: - m_summary = m(causal_graph=causal_graph, data=data) + if "data" in getfullargspec(m).args: + m = partial(m, data=data) + m_summary = m(causal_graph=causal_graph) m_name = m_summary.pop(FalsifyConst.METHOD) validation_summary[m_name] = m_summary @@ -510,8 +511,6 @@ class EvaluationResult: def falsify_graph( causal_graph: DirectedGraph, data: pd.DataFrame, - methods: Optional[Union[Callable, Tuple[Callable, ...]]] = None, - suggestion_methods: Optional[Union[Callable, Tuple[Callable, ...]]] = None, suggestions: bool = False, independence_test: Callable[[np.ndarray, np.ndarray], float] = kernel_based, conditional_independence_test: Callable[[np.ndarray, np.ndarray, np.ndarray], float] = kernel_based, @@ -543,22 +542,22 @@ def falsify_graph( By default, we only run 1 / `significance_level` permutations as those are enough to falsify a graph with type I error probability `significance_level` at some given `significance_level`. If you are interested in a more exact - estimate of the p-value of whish to plot a histogram to see how the given DAG compares to random node permutations, + estimate of the p-value or wish to plot a histogram to see how the given DAG compares to random node permutations, you should set `n_permutations` to some larger value (e.g. 100 or 1000). If `n_permutations=-1` we test on all - n_nodes! permutations. + n_nodes! permutations (the default if plot_histogram=True). - `methods` and `suggestion_methods` must be wrapped in partial(method, **kwargs) (c.f. `validate_graph`). + Additionally, this method allows to return suggestions to the user (suggestions=True). This is done by testing for + violations of causal minimality via `validate_cm`. Related paper: - Eulig, E., Mastakouri, A. A., Blöbaum, P., Hardt, M., & Janzing, D. (2023). - Toward Falsifying Causal Graphs Using a Permutation-Based Test. - https://arxiv.org/abs/2305.09565 + Eulig, E., Mastakouri, A. A., Blöbaum, P., Hardt, M., & Janzing, D. (2023). + Toward Falsifying Causal Graphs Using a Permutation-Based Test. + https://arxiv.org/abs/2305.09565 :param causal_graph: A directed acyclic graph (DAG). :param data: Observations of variables in the DAG. - :param methods: Validation methods to perform. - :param suggestion_methods: Methods to run on the given graph to provide additional suggestions. - :param suggestions: Provide suggestions generated using the `suggestion_methods`. + :param suggestions: Provide suggestions to the user. At the moment the only source of suggestions comes from + validating causal minimality (using validate_cm). :param independence_test: Independence test to use for checking pairwise independencies. :param conditional_independence_test: Conditional independence test to use. :param significance_level: Significance level for the permutation test. @@ -580,28 +579,19 @@ def falsify_graph( if not plot_kwargs: plot_kwargs = {} - # If no methods are provided, use default ones: validate_lmc, validate_tpa - if not methods: - methods = ( - partial( - validate_lmc, - independence_test=independence_test, - conditional_independence_test=conditional_independence_test, - significance_level=significance_ci, - p_values_memory=p_values_memory, - n_jobs=n_jobs, - ), - partial(validate_tpa, causal_graph_reference=causal_graph), - ) - elif isinstance(methods, Callable): - methods = (methods,) + methods = ( + partial( + validate_lmc, + independence_test=independence_test, + conditional_independence_test=conditional_independence_test, + significance_level=significance_ci, + p_values_memory=p_values_memory, + n_jobs=n_jobs, + ), + partial(validate_tpa, causal_graph_reference=causal_graph), + ) - # If no suggestion methods are provided, but suggestions=True, use default ones: validate_cm - if not suggestions: - suggestion_methods = tuple() - elif suggestions and isinstance(suggestion_methods, Callable): - suggestion_methods = (suggestion_methods,) - elif suggestions: + if suggestions: suggestion_methods = ( partial( validate_cm, @@ -612,8 +602,10 @@ def falsify_graph( n_jobs=n_jobs, ), ) + else: + suggestion_methods = tuple() - summary_given = validate_graph( + summary_given = run_validations( causal_graph, data, methods=methods + suggestion_methods, @@ -902,7 +894,7 @@ def _permutation_based( perm_gen = _PermuteNodes(causal_graph, n_permutations=n_permutations, exclude_original_order=exclude_original_order) validation_summary = {FalsifyConst.PERM_GRAPHS: []} for permuted_graph in tqdm(perm_gen, desc="Test permutations of given graph", disable=not show_progress_bar): - res = validate_graph( + res = run_validations( causal_graph=permuted_graph, data=data, methods=methods, diff --git a/tests/gcm/test_falsify.py b/tests/gcm/test_falsify.py index 7a6413ffd..350e3b16f 100644 --- a/tests/gcm/test_falsify.py +++ b/tests/gcm/test_falsify.py @@ -11,8 +11,8 @@ from dowhy.datasets import generate_random_graph from dowhy.gcm.falsify import ( FalsifyConst, _PermuteNodes, + run_validations, validate_cm, - validate_graph, validate_lmc, validate_pd, validate_tpa, @@ -39,7 +39,7 @@ def _generate_simple_non_linear_data() -> pd.DataFrame: @flaky(max_runs=1) def test_given_exclude_original_order_when_generating_permutations_then_return_correct_permutations(): - num_nodes = np.random.randint(1, 10) + num_nodes = np.random.randint(2, 10) perms = set() G = generate_random_graph(n=num_nodes) perm_gen = _PermuteNodes(G, exclude_original_order=True, n_permutations=-1) @@ -52,7 +52,7 @@ def test_given_exclude_original_order_when_generating_permutations_then_return_c @flaky(max_runs=1) def test_given_not_exclude_original_order_when_generating_permutations_then_return_correct_permutations(): - num_nodes = np.random.randint(1, 10) + num_nodes = np.random.randint(2, 10) found_orig_perm = False perms = set() G = generate_random_graph(n=num_nodes) @@ -74,7 +74,7 @@ def test_given_correct_collider_when_validating_graph_then_report_no_violations( Y = np.random.normal(size=500) Z = 2 * X + 3 * Y + np.random.normal(size=500) data = pd.DataFrame(data=dict(X=X, Y=Y, Z=Z)) - summary = validate_graph( + summary = run_validations( true_dag, data, methods=( @@ -101,7 +101,7 @@ def test_given_wrong_collider_when_validating_graph_then_report_violations(): Y = np.random.normal(size=500) Z = 2 * X + 3 * Y + np.random.normal(size=500) data = pd.DataFrame(data=dict(X=X, Y=Y, Z=Z)) - summary = validate_graph( + summary = run_validations( dag, data, methods=( @@ -127,7 +127,7 @@ def test_given_correct_chain_when_validating_graph_then_report_no_violations(): Y = 0.6 * X + np.random.normal(size=500) Z = Y + np.random.normal(size=500) data = pd.DataFrame(data=dict(X=X, Y=Y, Z=Z)) - summary = validate_graph( + summary = run_validations( true_dag, data, methods=( @@ -154,7 +154,7 @@ def test_given_wrong_chain_when_validating_graph_then_report_violations(): Y = 0.6 * X + np.random.normal(size=500) Z = Y + np.random.normal(size=500) data = pd.DataFrame(data=dict(X=X, Y=Y, Z=Z)) - summary = validate_graph( + summary = run_validations( dag, data, methods=( @@ -177,7 +177,7 @@ def test_given_empty_DAG_and_data_when_validating_graph_then_report_no_violation # Empty graph dag = nx.DiGraph() data = pd.DataFrame() - summary = validate_graph( + summary = run_validations( dag, data, methods=( @@ -203,7 +203,7 @@ def test_given_correct_full_DAG_when_validating_graph_then_report_no_violations( X2 = 1.2 * X0 + 0.7 * X1 + np.random.normal(size=500) X3 = 0.6 * X0 + 0.8 * X1 + 1.3 * X2 + np.random.normal(size=500) data = pd.DataFrame(data=dict(X0=X0, X1=X1, X2=X2, X3=X3)) - summary = validate_graph( + summary = run_validations( dag, data, methods=( @@ -227,7 +227,7 @@ def test_given_correct_single_node_when_validating_graph_then_report_no_violatio dag = nx.DiGraph() dag.add_node("X") data = pd.DataFrame(data=dict(X=np.random.normal(size=500))) - summary = validate_graph( + summary = run_validations( dag, data, methods=( @@ -252,7 +252,7 @@ def test_given_correct_single_edge_when_validating_graph_then_report_no_violatio X0 = np.random.normal(size=500) X1 = 2 * X0 + np.random.normal(size=500) data = pd.DataFrame(data=dict(X0=X0, X1=X1)) - summary = validate_graph( + summary = run_validations( dag, data, methods=( @@ -280,7 +280,7 @@ def test_given_wrong_single_edge_when_validating_graph_then_report_violations(): X0 = np.random.normal(size=500) X1 = 2 * X0 + np.random.normal(size=500) data = pd.DataFrame(data=dict(X0=X0, X1=X1)) - summary = validate_graph( + summary = run_validations( dag, data, methods=( @@ -304,7 +304,7 @@ def test_given_correct_categorical_when_validating_graph_then_report_no_violatio dag = nx.DiGraph([("X", "Z"), ("Z", "Y")]) X, Y, Z = _generate_categorical_data() data = pd.DataFrame(data=dict(X=X, Y=Y, Z=Z)) - summary = validate_graph( + summary = run_validations( dag, data, methods=( @@ -334,7 +334,7 @@ def test_given_non_minimal_DAG_when_validating_causal_minimality_then_report_vio X2 = np.random.normal(size=500) Y = 2 * X0 + 3 * X1 + np.random.normal(size=500) data = pd.DataFrame(data=dict(X0=X0, X1=X1, X2=X2, Y=Y)) - summary = validate_graph( + summary = run_validations( given_dag, data, methods=partial(validate_cm, independence_test=_gcm_linear, conditional_independence_test=_gcm_linear), @@ -352,7 +352,7 @@ def test_given_minimal_DAG_when_validating_causal_minimality_then_report_no_viol X2 = np.random.normal(size=500) Y = 2 * X0 + 3 * X1 + np.random.normal(size=500) data = pd.DataFrame(data=dict(X0=X0, X1=X1, X2=X2, Y=Y)) - summary = validate_graph( + summary = run_validations( dag, data, methods=partial(validate_cm, independence_test=_gcm_linear, conditional_independence_test=_gcm_linear),