update

abdullahau · Feb 16, 2025 · c3e1194 · c3e1194
1 parent d243a55
commit c3e1194
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Showing 7 changed files with 66,891 additions and 348,696 deletions.
diff --git a/01 - The Garden of Forking Data.ipynb b/01 - The Garden of Forking Data.ipynb
@@ -167,104 +167,43 @@
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   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
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JE8hXggp8sbGxSveP4QlCFPCQ++abb6SRGG48tCc48jniwqAUZTzyk7pY1hL+FKMuwINgNeL+mKEy8vPge/PNN2VCQoJ0hYMHD8q///3v9Fs6depEfcRoTDEemmSDhNKCaxBMtmLFijxPX+EpsWHDBiqlCO82OiySuBol/R4GqxH3wgqVkZch97hx46hIOB6EkZGRpM7zev9kZGRQ1ChKkOK3oOg5/Clm/Z4C+I8wEaQsRB7I2bNnU1IVZCFDiQQtmQrK4mGtDOLwsXwYNUOwtPnXX3+l7yKr0ksvvSSeeeYZKk9oB7B6EmUEsNRZA4uPoqOjRcOGDS1tm7fz888/i9atWzuVJ8BCTtSqQe0aO5CWlkbpBtEnkNoCi0wbNGhAfQL/Yjk+yljg/sc6LaQkRJ/AZ7GWLDw8XERFRVF9nLwW5FKB6cbDEfx4LR8jXkjc45i6DVXDateuTScRLyRAwb92zUeKU4kUcSNHjnTajvcTJ060TeUwTweZuJDzAgsjHZk5cyZ1MjvfP3v37qWiWFqfQPZ0xy6KhZ4wfugHyMnRtm1by5JdWWo8cgIrioRCsLCwoEiV5q4djtWI+biDysgveJiiT+A3QZHgpWRFrApMGRx5Mewb8T5fhrdgK+Xh6bAaUYcnqgx3w71LkbsZVatWpdqvSNP/8ccf0zZk2IajGOPwN954w7USFl7gyxg+fDidK2SH0wwHfBk4p3Cqs+EwD1YeFsNq5OGwyrAnrDwshtVI7rDKsD+sPGyIN6sRVhnuAysPG+JtaoRVhnvCysNN8EQ1wirDvWHl4SZ4ihphleE5sPJwY9xJjbDK8DxYebgxdlcjrDI8G1YeHoYd1AirDO+AlYeHYZUaYZXhfbDy8AKMVCOsMrwXVh5egGo1wiqDAaw8vBQ9aoRVBuMIKw8vJa9qhFUGcz9YeTAPVCOOsMpgHGHlwWRTqVIl0blz5/v+HYalQoUKpraJsS+sPJgH+jIwdLE6boSxJ6w8vJS8+jLsHsXKWAcrDy9DxYyJHaJYGeth5eEFqJ4xYTXCAFYeHoyZcRmsRrwPVh4ehlVxGaxGvA9WHh6CHaM/WY14Nqw83Bi7R3+yGvFsWHm4IXZUGXnl1KlTFIjGasT9YeXhJthdZeSVatWqZauRyZMn0zZWI+4JKw+b484qI6+wGnFPWHnYEE9RGXmF1Yh7wsrDRniDysgrrEbsDysPi/E2lZFXWI3YH1YeFsEqI/+wGrEXrDxMhFWGa7AasResPEyAVYZxsBqxDlYeBsEqwxxYjXip8khJSRH79u0TMTEx9EKHSk1NFbdu3RKFChUSAQEBIjQ0VISFhdGrWbNmIjg4WNgZVhnW485q5NKlS2Lv3r10H6FPHDp0SKSnp9P9VLhwYREYGCgaNGggmjRpQn0CD6YSJUp4h/HA4XByZs+eLb799lsyFLiwjRs3pqdFmTJl6CThZMG4xMbG0km8evWq8PX1Fd26dRNRUVGiffv29GSxi8oYMWKEmDFjhtN2qAy01S7t9DZwr02ZMoXUhyMjR44UEydOFH5+fsIOZGVliU2bNlGfWLt2Lb0PCgoi41C/fn0yGAULFqQ+kZSUJA4cOCD2798vrl+/LooUKSL69etH9xk+byrSRL7//nvZuHFjGCsZEhIiJ02aJI8cOSIzMzMf+L2srCx56tQpOXPmTFm3bl36/mOPPSaXLFlCf7OKffv2yUKFClF7tFe9evXkuXPnLGsTkzsnT56UNWvWdLpWxYsXlwcOHLCsTVlZWXLBggWyevXq1J769evLOXPmyDNnzjz0vkafOXz4sPzggw9k5cqV6ftNmzaVP/74o2ntN8V4pKSkyIEDB9IPDA8Pl2vXrpV3797VtS+c1G3btslu3brR/rp37y4vXLggzeL27dvylVdecboJ8YJhs9KQMXkD12jy5Mn3XL+RI0fKO3fumNaOhIQE2aVLFzp2z5495Y4dO3TfP2j36tWrZatWrWh/w4YNk9euXZNubzy2bNkiK1WqJAMCAuS8efOUdrAVK1bIsmXLytKlS8vly5dLI2GV4XlYpUaWLl0qAwMDZfny5eWaNWuU7RdqZMaMGbJo0aKk7H/66SfptsZj5cqV1OHatWtHUswILl++TJa7QIECctasWUr3zSrDOzBTjXzyySe07379+skrV65IIzhx4oRs3bq19Pf3J5XvdsZj1apV0tfXV/bp00feunVLGgks7muvvUYXZfbs2S7vj1WG92KkGvnkT8MxZswYwx8+N27coKG9n5+fXL9+vfsYD4zf0Pl69eql27eRX3AxYECgQPQMYVhlMPlRIxkZGbJNmzayR48eMjEx8aH7g3NfMxxmgXu6a9euskiRIvRAtL3xuH79OnmP4bwxWnHkpkAwhIEPJK9OVFYZjB41Iv58QV1DmXz11Vf3fcjgXipRooR89tlnTX8QQYE0adJE1q5dm/7f1sZj+PDhZOmOHTsmrQA+kODgYJqFud+FYpXBqFQj4s9Xhw4d7vHt4TsRERGyYsWKMjk52ZJ2Hzx4kB6Qo0ePtq/xiI6OppM4depUaSUYtqAd8Go7wiqDUUFcXFyuxgP+BTw48RDSYpe++OIL+tu6dessbfOHH34ofXx85J49e+xpPGB5w8LCHhr0ZQYY6yGQDEMnVhmMShDY6OvrS/cRfGwwGjnvr5YtW1IQV5UqVWjSwGrgpwkNDZV/+9vf7Gc8cEJx0hYtWiTtwNatW++5oKwyGJWBj9HR0RRXMWjQINmwYcN7VK1mYFQ+7V1h/vz5ZOxOnz5tL+OBmY6goCDlThm9QFVoTi5WGYxZT/dDhw7RcBn+BfQHPO3tcu9hMgOOW1UzPkLVSStZsqQcNWqUtBMwGrD+ly5dsropjJeRkJBAT/nPP/9c2glMaCAqW4VBU5LPIz4+nlbAdunSxaX9hIeH0wrUZcuWOW3HatWKFSvme39PPvmkyMzMpGX/DGMmu3fvplW9rvYJgBQPQ4YMUdIu9Aks+z958qTL+1JiPLBkHmBJvV5worHUuEKFCmLFihX37B9L9vWUOyxVqlR2+xjGLGJiYuiBh/vZFbA8H2kp9Nz/uaEt21fRJ5QZj8cee8ylpCRI3IIMUGPHjhXr168XGRkZ2X9D7gI9uQqgYvA9Nh6MKpBT47fffqOH3YPAPaciv8bRo0cpGZAq44FkWkhKZRvjcfDgQcpu5Ar4Mf7+/mLQoEFkhGBAwM2bN2lYpPfkIXMU2scwKujZs6d49NFHKWlVRESEGDdunFi1atU9BkVFn9AenEhahKRAqlDVJ5SkUkJGo5o1a7p8knCCkH6wR48eYvny5XShINmQg1Kv8UAWpsuXL4t33nnHpfYxDECmL5CcnEzZvzZv3pydIxVDZKQFRLpM+ABLlizp8vHQL+rUqUMPVlWgT5w9e9YexgNSDp3e1ZOkGYjIyEh6IUUhtmtSSw9oV1pamnj//fddah/D5ERK6ZRcGQZl48aN9MKQ2dU+kbNfqALtcsyxa6nxQM5RdHRXTxJyMYJ27dpRzsYNGzbodpZqoF2QmEuXLnWpfQwDunbtmn2v+/n5ZRsP/D+SdTdv3px8Hchp62qfAL/88gspcJWgXeiztjAekEFXrlxxKds1ZJ5mJHAhcJEw6xIXF0fTS3pBu2A8OnXqpHsfDKOBB9zixYudDAUymdetW9dJaUyYMMGlPgEwnerYL1SBdqnIuK7EeMBXsXLlSt3fh7rAiccF0YC17d+/P826vP3227r3jelfFY4rhgFffvmlmDdv3kOHJOgTuPdcVeMAVQMcHZw4NmY3XQmJwMSELWZbYH3PnDmj29LiJMFwOF6Qjh07UoAXxmZ6LS/myPVO8zJMbuTVlxH2Z4iAK5VNNOPRokULqv2jvQYOHKh7n4mJieL3339X0ydULorbuHGjtBPx8fHUrk2bNlndFMbLWLNmDd17RuXu1QuyrKNdZ8+edXlfSpQHpmnLlSsnVq9eLewE2gPHEKbPGMZMWrRoQb47O/aJKlWqKKleqMR4+Pj4iMGDB4uFCxdSlKgdwJBnzpw5om/fvuTQZRgzCQ4OpnADVIGzSy15VF3ErCPWyaioYqis0DUahDBaeKLtACJUEQiDMnwMYwVRUVEUXo5AMjuwYMECeqi64jMxrFYtLC0K86JgtYp5ZL3gJyFWBMYMK2q5Vixj1X0YGhoqKlWqJL7//ntL70PMWmI6uVWrVmLJkiVqdioVEhsbKwsWLCjffvttaSVz584lpxBq4zKMlaxatYruxa+//trSdrz++uuycOHCNIlg2+zp48ePpwQ8RtSJyAtIsYbSlkgNxzB24Nlnn6VkWefPn7fk+Cg7icREyPyuEqXDFnDnzh3yNGM17K5du5REsuUVxIRgpSMi8xBUY+axGeZBjkoMGRA4tm7dOpqFMQust0EkbFBQkNi+fTsFnClDGgDyOMLStm3bVqanp0szQGW63r17UxJaJD9mGDuxYcMGyrLev39/06oLXLt2TbZo0UKWKVPGkDpKhtWqRclJVOuGAUlNTZVGcvPmTfn000/TcAnFtRnGjixbtoyGDxjGoPCYkaCINgwHqtkZ5UIwzHhoBiQwMFDWqVPHsB8Ai4rSlnAGwTnFMHbmu+++o0mF8PBwKmNpBLt27aKaRVAcRvoeDTUe2hCmcePGpAreeustUgmqhimoOu7v7y9r1KhBhoph3IGtW7fKkJAQWaxYMafqcq6C4tsoxI3KcM2aNZNHjx6VRmK48QCQaO+//z5ZXFjEWbNmybS0NF37Ql2YhQsXkkGCBHz11VdN86swjEp/xLBhw2gaFx19yZIluh+sKEA1ffp0KjAPBT5p0iQqh2I0phgPxziQyMhIUiGYTo2KiiJHUlJS0gO/B5/Jli1bqC4MpBhOeMeOHeX27dtNazvDGMHmzZtl+/bt6Z5GgXYUZNq2bdtDH64o6I44piFDhpBvEc7YXr16kdI3C+VTtXkhISFBzJ8/X3z22Wfi4sWLtA2LdVC6AYl7EJ2KadfU1FTKpITM6gA5IQcMGCCGDh2qO58Bw9iR+Ph4MXfuXAohR9pMRKPiHkcuGoQcIA0AMoAlJSVRPo5z587R91De4cUXX6T8HHpqG7mCJcbDMd/GiRMnKO8BXkh2jBOHk4STFRAQQOG9yD2AV61atUydI2cYs7l79644fPhwdp/Acg8ss8DDFA9VLPKEQdEymFWrVo0WplqBpcaDYRj3xRqTxTCM28PGg2EYXbDxYBhGF2w8GIbRBRsPhmF0wcaDYRhdsPFgGEYXbDwYhtEFGw+GYXTBxoNhGF2w8WAYRhdsPBiG0QUbD4ZhdMHGg2EYXbDxYBhGF2w8GIYRevgfFzm6zBgCUlQAAAAASUVORK5CYII=",
       "text/plain": [
-       "<graphviz.graphs.Digraph at 0x12fb25be0>"
+       "<Figure size 251.969x133.858 with 1 Axes>"
       ]
      },
-     "execution_count": 2,
      "metadata": {},
-     "output_type": "execute_result"
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "utils.draw_causal_graph(\n",
-    "    edge_list=[\n",
-    "        (\"p\", \"W\"),\n",
-    "        (\"p\", \"L\"),\n",
-    "        (\"N\", \"L\"),\n",
-    "        (\"N\", \"W\")\n",
-    "    ],\n",
-    "    graph_direction=\"LR\",\n",
-    "    node_props={\n",
-    "        \"p\": {\"color\": \"red\"}\n",
-    "    },\n",
-    "    edge_props={\n",
-    "        (\"p\", \"W\"): {\"label\": \"influence\"}\n",
-    "    }\n",
-    ")"
+    "import daft\n",
+    "\n",
+    "pgm = daft.PGM()\n",
+    "\n",
+    "# Add Nodes\n",
+    "pgm.add_node('p', r'$p$', 0.5, 2, label_params={'color': 'red'})\n",
+    "pgm.add_node('N', r'$N$', 0.5, 1)\n",
+    "pgm.add_node('W', r'$W$', 3, 2)\n",
+    "pgm.add_node('L', r'$L$', 3, 1)\n",
+    "\n",
+    "# Add Edges Between Nodes\n",
+    "pgm.add_edge('p', 'W', label='Influence')\n",
+    "pgm.add_edge('p', 'L')\n",
+    "pgm.add_edge('N', 'W')\n",
+    "pgm.add_edge('N', 'L')\n",
+    "\n",
+    "pgm.render();"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -608,8 +547,6 @@
     }
    ],
    "source": [
-    "import daft\n",
-    "\n",
     "pgm = daft.PGM()\n",
     "\n",
     "# Add Nodes\n",