diff --git a/Team_Projects/challenge_2/challenge_2_notebook.ipynb b/Team_Projects/challenge_2/challenge_2_notebook.ipynb index 701a73b..ca0178d 100644 --- a/Team_Projects/challenge_2/challenge_2_notebook.ipynb +++ b/Team_Projects/challenge_2/challenge_2_notebook.ipynb @@ -1143,6 +1143,96 @@ "\n" ] }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/markdown": [ + "**What this shows:** Topic scores unpack the pillars into specific regulatory frictions (permits, electricity, tax morale, skills). The overlay with TFP surfaces which bottlenecks line up with lagging productivity." + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Figure 2 – scatter plot comparing the 3 pillar types\n", + "topics_img = Path(\n", + " \"/Users/michaelnair/Desktop/world-bank-hackathon/DataDive25/Team_Projects/challenge_2/images/TFP and B-Ready Pillars.png\"\n", + ")\n", + "\n", + "if topics_img.exists():\n", + " display(Image(filename=str(topics_img), embed=True))\n", + " display(\n", + " Markdown(\n", + " \"**What this shows:** Topic scores unpack the pillars into specific regulatory frictions (permits, electricity, tax morale, skills). The overlay with TFP surfaces which bottlenecks line up with lagging productivity.\"\n", + " )\n", + " )\n", + "else:\n", + " print(f\"Missing image: {topics_img}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/markdown": [ + "**What this shows:** Topic scores unpack the pillars into specific regulatory frictions (permits, electricity, tax morale, skills). The overlay with TFP surfaces which bottlenecks line up with lagging productivity." + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Figure 4 – 3d plot comparing pillar and topic to TFP\n", + "topics_img = Path(\n", + " \"/Users/michaelnair/Desktop/world-bank-hackathon/DataDive25/Team_Projects/challenge_2/images/topic and pillar vs TFP.png\"\n", + ")\n", + "\n", + "if topics_img.exists():\n", + " display(Image(filename=str(topics_img), embed=True))\n", + " display(\n", + " Markdown(\n", + " \"**What this shows:** Topic scores unpack the pillars into specific regulatory frictions (permits, electricity, tax morale, skills). The overlay with TFP surfaces which bottlenecks line up with lagging productivity.\"\n", + " )\n", + " )\n", + "else:\n", + " print(f\"Missing image: {topics_img}\")" + ] + }, { "cell_type": "code", "execution_count": 19,