Created
August 4, 2021 10:37
-
-
Save alonsosilvaallende/3346dff8ded4b7e5c4899881c0606390 to your computer and use it in GitHub Desktop.
Gini-vs-GDP-mundo.ipynb
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"nbformat": 4, | |
"nbformat_minor": 0, | |
"metadata": { | |
"colab": { | |
"name": "Gini-vs-GDP-mundo.ipynb", | |
"provenance": [], | |
"collapsed_sections": [], | |
"authorship_tag": "ABX9TyOJ0ZG4WYKx4o1x+Poo7IhY", | |
"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/3346dff8ded4b7e5c4899881c0606390/gini-vs-gdp-mundo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "GkfbVXTpq0ZO" | |
}, | |
"source": [ | |
"!pip install -q wbdata" | |
], | |
"execution_count": 1, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "nHyfCs6bq4BV", | |
"outputId": "24504d52-7edb-417f-f30b-fef324778b0e" | |
}, | |
"source": [ | |
"!pip install -q adjustText" | |
], | |
"execution_count": 2, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": [ | |
" Building wheel for adjustText (setup.py) ... \u001b[?25l\u001b[?25hdone\n" | |
], | |
"name": "stdout" | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "dH0pkwu1q-Hd" | |
}, | |
"source": [ | |
"import numpy as np\n", | |
"import pandas as pd\n", | |
"import matplotlib.pyplot as plt\n", | |
"plt.rcParams.update({'xtick.labelsize' : 14,\n", | |
" 'ytick.labelsize' : 14})" | |
], | |
"execution_count": 3, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "yWSG0JGYrSBj" | |
}, | |
"source": [ | |
"import wbdata\n", | |
"import seaborn as sns\n", | |
"from scipy import stats\n", | |
"from adjustText import adjust_text" | |
], | |
"execution_count": 4, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "oQQBdIYHrgof" | |
}, | |
"source": [ | |
"indicators = {'SI.POV.GINI':'Gini Index', 'NY.GDP.PCAP.PP.KD':'GDP per capita (constant 2010 US$)'}" | |
], | |
"execution_count": 5, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "g8LkpZ0ero8P" | |
}, | |
"source": [ | |
"data = wbdata.get_dataframe(indicators=indicators)" | |
], | |
"execution_count": 6, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "8ZbOmX87rtae" | |
}, | |
"source": [ | |
"data = data.reset_index()" | |
], | |
"execution_count": 7, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "CO5-dgjfrw6O" | |
}, | |
"source": [ | |
" df = pd.DataFrame(columns= ['Country','Gini','GDP'], index=None)\n", | |
" for country in data[\"country\"].unique():\n", | |
" if data[data[\"country\"]==country]['Gini Index'].notna().sum() != 0 and data[data[\"country\"]==country]['GDP per capita (constant 2010 US$)'].notna().sum() != 0:\n", | |
" gini = [data[data[\"country\"]==country]['Gini Index'].iloc[i] for i in range(len(data[data[\"country\"]==country])) if data[data[\"country\"]==country]['Gini Index'].notna().iloc[i]]\n", | |
" gdp = [data[data[\"country\"]==country]['GDP per capita (constant 2010 US$)'].iloc[i] for i in range(len(data[data[\"country\"]==country])) if data[data[\"country\"]==country]['GDP per capita (constant 2010 US$)'].notna().iloc[i]]\n", | |
" df = df.append({'Country':country,\n", | |
" 'Gini':gini[0],\n", | |
" 'GDP':gdp[0]}, ignore_index=True)" | |
], | |
"execution_count": 8, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "0w-SC3i2r8NG" | |
}, | |
"source": [ | |
"df = df.set_index(\"Country\")" | |
], | |
"execution_count": 9, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "oR2d7b9PsDnU", | |
"outputId": "d9d25f73-b32e-4fe3-f956-321f53a029e5" | |
}, | |
"source": [ | |
"slope, intercept, r_value, p_value, std_err = stats.linregress(np.log10(df[\"GDP\"]), df[\"Gini\"])\n", | |
"slope, intercept, r_value, p_value, std_err" | |
], | |
"execution_count": 10, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"(-6.161114963024122,\n", | |
" 62.781972383145074,\n", | |
" -0.3788231073023736,\n", | |
" 6.151978699393198e-07,\n", | |
" 1.186238007740407)" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 10 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "Sb7-iaq6sHQm" | |
}, | |
"source": [ | |
"sa = [\"Argentina\", \"Bolivia\", \"Brazil\", \"Colombia\", \"Ecuador\", \"Paraguay\", \"Peru\", \"Uruguay\"]" | |
], | |
"execution_count": 11, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 668 | |
}, | |
"id": "SMMX9e40sJbi", | |
"outputId": "a824251b-999b-4e9d-d600-b5f6e89eea64" | |
}, | |
"source": [ | |
"fig, ax = plt.subplots(figsize=(10,10))\n", | |
"ax = sns.regplot(x=np.log10(df[\"GDP\"]), y=df[\"Gini\"], color = '#092CDB', line_kws={'label':f'$Gini={slope:.2f}*log10(PIB)+{intercept:.1f}$'}, scatter_kws={'s':20});\n", | |
"ax.plot(np.log10(df.loc[\"Chile\",\"GDP\"]),df.loc[\"Chile\",\"Gini\"], marker=\"*\", color=\"C3\")\n", | |
"for c in sa:\n", | |
" ax.plot(np.log10(df.loc[c,\"GDP\"]), df.loc[c,\"Gini\"], marker='o', color=\"green\")\n", | |
"plt.arrow(4.7,60,0.2,0, length_includes_head=True, head_width=0.5, head_length=0.02, color=\"black\")\n", | |
"plt.arrow(4.55,58,0,-3.5, length_includes_head=True, head_width=0.02, head_length=0.5, color=\"black\")\n", | |
"plt.annotate(\"Mayor riqueza\",(4.8,61), va='bottom', ha='center', fontsize=12)\n", | |
"plt.annotate(\"Menor desigualdad\",(4.8,56), va='bottom', ha='center', fontsize=12)\n", | |
"texts = [plt.annotate(txt, (np.log10(df.iloc[i,1]), df.iloc[i,0]), textcoords=\"offset points\", xytext=(-1,2), fontsize=\"medium\") for i, txt in enumerate(df.index)]\n", | |
"adjust_text(texts)\n", | |
"ax.set_xticks([np.log10(10**3), np.log10(5000), np.log10(10**4), np.log10(50000), np.log10(10**5)])\n", | |
"ax.set_xticklabels([\"1.000\",\"5.000\",\"10.000\",\"50.000\",\"100.000\"])\n", | |
"ax.set_xlabel(f'PIB per cápita (USD ajustados por inflación a valor 2010) (escala logarítmica)', fontsize='x-large')\n", | |
"ax.set_ylabel(f\"Índice de Gini\", fontsize=\"x-large\")\n", | |
"ax.legend(loc='lower left')\n", | |
"plt.annotate('Fuente: Elaboración propia en base a datos del Banco mundial\\nAutor: @alonsosilva', (0,0), (-40,-60), xycoords='axes fraction', textcoords='offset points', va='top', fontsize=15)\n", | |
"plt.savefig(f\"{pd.to_datetime('today').strftime('%Y-%m-%d')}-Gini-PIB-mundo.svg\", bbox_inches='tight', format='svg')\n", | |
"#plt.show()" | |
], | |
"execution_count": 12, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 720x720 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 17 | |
}, | |
"id": "jQro7DW8sPjr", | |
"outputId": "7c6620d5-54ac-4bd3-f714-46c5ecd81dff" | |
}, | |
"source": [ | |
"from google.colab import files\n", | |
"files.download(f\"{pd.to_datetime('today').strftime('%Y-%m-%d')}-Gini-PIB-mundo.svg\")" | |
], | |
"execution_count": 13, | |
"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_8e5fb171-3ba3-46b1-ae9a-962345c6a279\", \"2021-08-04-Gini-PIB.svg\", 198589)" | |
], | |
"text/plain": [ | |
"<IPython.core.display.Javascript object>" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "BJMvyLrRu-VF" | |
}, | |
"source": [ | |
"" | |
], | |
"execution_count": null, | |
"outputs": [] | |
} | |
] | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment