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July 5, 2021 21:35
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GBTT_vs_GATT.ipynb
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{ | |
"nbformat": 4, | |
"nbformat_minor": 0, | |
"metadata": { | |
"colab": { | |
"name": "GBTT_vs_GATT.ipynb", | |
"provenance": [], | |
"authorship_tag": "ABX9TyMSmC6WsfZN7IOSO+33pgBO", | |
"include_colab_link": true | |
}, | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3" | |
}, | |
"language_info": { | |
"name": "python" | |
} | |
}, | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "view-in-github", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"<a href=\"https://colab.research.google.com/gist/alonsosilvaallende/94d08b9d6c2d678313dcc00b5760e092/gbtt_vs_gatt.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "hvqpV_nXkWx0" | |
}, | |
"source": [ | |
"import numpy as np \n", | |
"import pandas as pd\n", | |
"import matplotlib.pyplot as plt\n", | |
"plt.rcParams['xtick.labelsize']=15\n", | |
"plt.rcParams['ytick.labelsize']=15" | |
], | |
"execution_count": 1, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "EvHPqQC_ka8m" | |
}, | |
"source": [ | |
"df = pd.read_csv(\"https://raw.githubusercontent.com/owid/owid-datasets/master/datasets/Gini%20Coefficients%20%E2%80%93%20OECD%20(2016)/Gini%20Coefficients%20%E2%80%93%20OECD%20(2016).csv\")" | |
], | |
"execution_count": 2, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "rnR8bawokfNg", | |
"outputId": "43f5b15f-d8a8-4489-8e44-cf0d5d51f295" | |
}, | |
"source": [ | |
"df.columns" | |
], | |
"execution_count": 3, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"Index(['Entity', 'Year',\n", | |
" 'Gini coefficient (income after taxes and transfers) (OECD Income Distribution Database (2016))',\n", | |
" 'Gini coefficient (before taxes and transfers) (OECD Income Distribution Database (2016))'],\n", | |
" dtype='object')" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 3 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "qYvVu_MQkhfi" | |
}, | |
"source": [ | |
"data = pd.DataFrame()\n", | |
"data[\"País\"] = [country for country in df[\"Entity\"].unique()]\n", | |
"data[\"GATT\"] = [100*np.round(df.loc[df[\"Entity\"]==f'{country}'].iloc[-1,2], decimals=3) for country in df[\"Entity\"].unique()]\n", | |
"data[\"GBTT\"] = [100*np.round(df.loc[df[\"Entity\"]==f'{country}'].iloc[-1,3], decimals=3) for country in df[\"Entity\"].unique()]" | |
], | |
"execution_count": 4, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "d1xGQmoPkk8i" | |
}, | |
"source": [ | |
"data = data.set_index(\"País\")" | |
], | |
"execution_count": 5, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "8zddw5LCknBm" | |
}, | |
"source": [ | |
"data = data.sort_values(by=\"GBTT\", ascending=True)" | |
], | |
"execution_count": 6, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 651 | |
}, | |
"id": "WpvxwyeUko2S", | |
"outputId": "3399f040-3dce-4e2a-b864-c66cf1295eec" | |
}, | |
"source": [ | |
"fig, ax = plt.subplots(figsize=(8,10))\n", | |
"for i in np.arange(1,len(data)):\n", | |
" ax.hlines(xmin=0, xmax=data[\"GBTT\"].iloc[i], y=i, linewidth=2, color=\"C3\")\n", | |
" ax.plot(data[\"GBTT\"].iloc[i], i, marker='X', color=\"C3\")\n", | |
" ax.hlines(xmin=0, xmax=data[\"GATT\"].iloc[i], y=i, linewidth=2, color=\"C0\")\n", | |
" ax.plot(data[\"GATT\"].iloc[i], i, marker='D', color=\"C0\")\n", | |
"ax.hlines(xmin=0, xmax=data[\"GBTT\"].iloc[0], y=0, linewidth=2, color='C3', label=\"Gini antes de impuestos\\ny subvenciones\")\n", | |
"ax.hlines(xmin=0, xmax=data[\"GATT\"].iloc[0], y=0, linewidth=2, color='C0', label=\"Gini después de impuestos\\ny subvenciones\")\n", | |
"ax.plot(data[\"GBTT\"].iloc[0], 0, marker='X', color=\"C3\")\n", | |
"ax.plot(data[\"GATT\"].iloc[0], 0, marker='D', color=\"C0\")\n", | |
"ax.plot(-2,23, marker=\"*\", color=\"C3\")\n", | |
"ax.set_yticks(np.arange(len(data)))\n", | |
"ax.set_yticklabels(data.index)\n", | |
"ax.legend(loc=\"upper left\", fontsize=13)\n", | |
"plt.annotate('Fuente: Elaboración propia en base a datos de OECD\\nIncome Distribution Database (2016)\\nAutor: @alonsosilva', (0,0), (-40,-30), xycoords='axes fraction', textcoords='offset points', va='top', fontsize=\"x-large\")\n", | |
"plt.savefig(\"ginis.svg\", bbox_inches='tight', format='svg')\n", | |
"# plt.show()" | |
], | |
"execution_count": 7, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 576x720 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 17 | |
}, | |
"id": "fP0efPfgks10", | |
"outputId": "5b79ce85-da10-4a42-b0cf-75467dbbaa40" | |
}, | |
"source": [ | |
"from google.colab import files\n", | |
"files.download(\"ginis.svg\")" | |
], | |
"execution_count": 8, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"application/javascript": [ | |
"\n", | |
" async function download(id, filename, size) {\n", | |
" if (!google.colab.kernel.accessAllowed) {\n", | |
" return;\n", | |
" }\n", | |
" const div = document.createElement('div');\n", | |
" const label = document.createElement('label');\n", | |
" label.textContent = `Downloading \"${filename}\": `;\n", | |
" div.appendChild(label);\n", | |
" const progress = document.createElement('progress');\n", | |
" progress.max = size;\n", | |
" div.appendChild(progress);\n", | |
" document.body.appendChild(div);\n", | |
"\n", | |
" const buffers = [];\n", | |
" let downloaded = 0;\n", | |
"\n", | |
" const channel = await google.colab.kernel.comms.open(id);\n", | |
" // Send a message to notify the kernel that we're ready.\n", | |
" channel.send({})\n", | |
"\n", | |
" for await (const message of channel.messages) {\n", | |
" // Send a message to notify the kernel that we're ready.\n", | |
" channel.send({})\n", | |
" if (message.buffers) {\n", | |
" for (const buffer of message.buffers) {\n", | |
" buffers.push(buffer);\n", | |
" downloaded += buffer.byteLength;\n", | |
" progress.value = downloaded;\n", | |
" }\n", | |
" }\n", | |
" }\n", | |
" const blob = new Blob(buffers, {type: 'application/binary'});\n", | |
" const a = document.createElement('a');\n", | |
" a.href = window.URL.createObjectURL(blob);\n", | |
" a.download = filename;\n", | |
" div.appendChild(a);\n", | |
" a.click();\n", | |
" div.remove();\n", | |
" }\n", | |
" " | |
], | |
"text/plain": [ | |
"<IPython.core.display.Javascript object>" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"application/javascript": [ | |
"download(\"download_6cd4d45f-e892-4509-9956-8dd769124a52\", \"ginis.svg\", 115973)" | |
], | |
"text/plain": [ | |
"<IPython.core.display.Javascript object>" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
} | |
} | |
] | |
} | |
] | |
} |
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