{ "cells": [ { "cell_type": "markdown", "id": "d50783da-de2f-4fcb-b8ae-268c004a07c9", "metadata": {}, "source": [ "# Inflation annual growth rate" ] }, { "cell_type": "code", "execution_count": 1, "id": "2d123add-bfcf-436b-9344-b40640b1f1bc", "metadata": {}, "outputs": [], "source": [ "# Subscribe to api.insee.fr and get your credentials!\n", "# Save your credentials with init_conn function :\n", "# from pynsee.utils import init_conn\n", "# init_conn(insee_key=\"my_insee_key\", insee_secret=\"my_insee_secret\")\n", "\n", "# Beware : any change to the keys should be tested after having cleared the cache\n", "# Please do : from pynsee.utils import clear_all_cache; clear_all_cache()\"" ] }, { "cell_type": "code", "execution_count": 2, "id": "42eec508-299a-4af7-b0f6-0ce731b76ad1", "metadata": {}, "outputs": [], "source": [ "from pynsee.macrodata import get_series_list, get_series\n", "\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from textwrap import wrap" ] }, { "cell_type": "code", "execution_count": 3, "id": "1ac3f0ab-f39c-4e61-a3f4-3e25da5d2e4c", "metadata": {}, "outputs": [], "source": [ "import logging\n", "import sys\n", "logging.basicConfig(stream=sys.stdout,\n", " level=logging.INFO, \n", " format=\"%(message)s\")" ] }, { "cell_type": "code", "execution_count": 4, "id": "ccad1daf-1164-4c33-8618-c15bce58d1eb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Existing environment variables used, instead of locally saved credentials\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Getting datasets list: 100%|██████████| 201/201 [00:00<00:00, 1519.69it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Locally saved data has been used\n", "Set update=True to trigger an update\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n", "1/1 - Getting series: 100%|██████████| 13/13 [00:03<00:00, 3.62it/s]\n" ] } ], "source": [ "df_idbank = get_series_list(\"IPC-2015\")\n", "\n", "df_idbank = df_idbank.loc[(df_idbank.FREQ == \"M\") & # monthly\n", " (df_idbank.NATURE == \"INDICE\") & # index\n", " (df_idbank.PRIX_CONSO == \"SO\") & \n", " (df_idbank.MENAGES_IPC == \"ENSEMBLE\") & # all kinds of household\n", " (df_idbank.REF_AREA == \"FE\") & # all France including overseas departements\n", " (df_idbank.COICOP2016.str.match(\"^[0-9]{2}$\"))] # coicop aggregation level\n", "\n", "# get data\n", "data = get_series(df_idbank.IDBANK)\n", "\n", "# compute year over year growth rate by IDBANK\n", "data['pct_yoy'] = (data.OBS_VALUE/ data.groupby(['IDBANK']).OBS_VALUE.shift(12) - 1) * 100\n", "data.to_csv('ipc.csv')" ] }, { "cell_type": "code", "execution_count": 5, "id": "0d022842-811c-40df-99bf-32f4de18f322", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# select dates after 2018-01-01\n", "data = data.loc[data.DATE >= \"2018-01-01\"]\n", "\n", "def make_clean_label(string):\n", " return(\"\\n\".join(wrap(string, 40)))\n", "\n", "data['label'] = data['COICOP2016_label_en'].map(make_clean_label)\n", "\n", "# plot\n", "fig, axes = plt.subplots(3,4, figsize=(15,5), sharex=True)\n", "plt.suptitle(\"Inflation annual growth rate in percentage\", x = 0.05, y = 0.95,\n", " horizontalalignment= 'left', \n", " fontsize = 12, fontweight='bold')\n", "fig.tight_layout(pad = 2.5)\n", "for (title, group), ax in zip(data.groupby('label'), axes.flatten()):\n", " group.plot(x='DATE', y='pct_yoy',\n", " kind='line', ax=ax,\n", " marker='o', markersize=3,\n", " legend=False)\n", " ax.set_title(f'%s' % title,fontsize = 10)\n", " ax.xaxis.label.set_visible(False)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 5 }