Created
March 11, 2025 01:35
-
-
Save jjsantos01/e4515270e49f1bbc7e511e8c60a95745 to your computer and use it in GitHub Desktop.
Get data from Banxico SIE system https://www.banxico.org.mx/SieAPIRest/service/v1/
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
{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "e5efe79f-9cb3-4658-8692-e22e42bcefd3", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>$20</th>\n", | |
" <th>$50</th>\n", | |
" <th>$100</th>\n", | |
" <th>$200</th>\n", | |
" <th>$500</th>\n", | |
" <th>$1000</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Fecha</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>2008</th>\n", | |
" <td>298</td>\n", | |
" <td>20877</td>\n", | |
" <td>41931</td>\n", | |
" <td>67665</td>\n", | |
" <td>53792</td>\n", | |
" <td>17809</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2009</th>\n", | |
" <td>1004</td>\n", | |
" <td>10890</td>\n", | |
" <td>39076</td>\n", | |
" <td>96662</td>\n", | |
" <td>60502</td>\n", | |
" <td>20581</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2010</th>\n", | |
" <td>912</td>\n", | |
" <td>25657</td>\n", | |
" <td>50660</td>\n", | |
" <td>99411</td>\n", | |
" <td>69671</td>\n", | |
" <td>14108</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2011</th>\n", | |
" <td>438</td>\n", | |
" <td>86956</td>\n", | |
" <td>47993</td>\n", | |
" <td>92095</td>\n", | |
" <td>79437</td>\n", | |
" <td>9646</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2012</th>\n", | |
" <td>81</td>\n", | |
" <td>123646</td>\n", | |
" <td>44557</td>\n", | |
" <td>77239</td>\n", | |
" <td>98127</td>\n", | |
" <td>8975</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" $20 $50 $100 $200 $500 $1000\n", | |
"Fecha \n", | |
"2008 298 20877 41931 67665 53792 17809\n", | |
"2009 1004 10890 39076 96662 60502 20581\n", | |
"2010 912 25657 50660 99411 69671 14108\n", | |
"2011 438 86956 47993 92095 79437 9646\n", | |
"2012 81 123646 44557 77239 98127 8975" | |
] | |
}, | |
"execution_count": 1, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"import pandas as pd\n", | |
"series = [\"SM1249\", \"SM1250\", \"SM1251\", \"SM1252\", \"SM1253\", \"SM1254\"]\n", | |
"series_str = \"series=\" + \"&series=\".join(series)\n", | |
"url = f\"https://www.banxico.org.mx/SieInternet/consultarDirectorioInternetAction.do?accion=consultarSeries&{series_str}&anoInicial=2008&anoFinal=2025&tipoInformacion=4%2C1&formatoHorizontal=false&formatoHTML.x=31&formatoHTML.y=16\"\n", | |
"cols = [\"$20\", \"$50\", \"$100\", \"$200\", \"$500\", \"$1000\"]\n", | |
"df = pd.read_html(url, attrs={\"class\": \"tablaPeriodicidad\"}, header=2, index_col=\"Fecha\")[0]\n", | |
"df.columns = cols\n", | |
"df.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"id": "b7395ed0-195c-4b6a-913a-b099087edee1", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ax = df.plot(\n", | |
" title=\"Annual Counterfeit Banknotes per Denomination\",\n", | |
" ylabel=\"Number of Pieces\",\n", | |
" xlabel=\"year\"\n", | |
")" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python [conda env:py312]", | |
"language": "python", | |
"name": "conda-env-py312-py" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.12.3" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment