Last active
March 1, 2025 14:20
-
-
Save MarcoBuster/04e6e35c6722382d3fce6883ce87bfb9 to your computer and use it in GitHub Desktop.
Analysis of the esoteric italian taxation. Could be inaccurate, do not use in production ;)
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": 12, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import matplotlib.pyplot as plt\n", | |
"import numpy as np\n", | |
"import pandas as pd\n", | |
"import seaborn as sns\n", | |
"\n", | |
"sns.set_theme(rc={\"figure.figsize\": (11.7, 8.27)})\n", | |
"r = lambda x: np.round(x, 2)\n", | |
"vec = np.vectorize" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Impostazioni\n", | |
"Alcuni calcoli cambiano in base al **numero delle mensilità** (sgravio contributivo), al **numero dei giorni lavorati** e **tipo di contratto** (detrazioni da lavoro dipendente)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"mensilita = 13\n", | |
"days = 365\n", | |
"permanent = True" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Calcolo dell'imposta\n", | |
"\n", | |
"Le addizionali regionali e comunali IRPEF sono calcolate su un lavoratore residente a Milano.\n", | |
"\n", | |
"Tutte le altre deduzioni e detrazioni diverse da quelle da lavoro dipendente che un lavoratore può aver diritto non sono considerate per ovvia soggettività." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"INPS_RATE = 0.0919\n", | |
"IRPEF = [\n", | |
" (28_000, 0.23),\n", | |
" (50_000, 0.35),\n", | |
" (float(\"inf\"), 0.43),\n", | |
"]\n", | |
"IRPEF_REGIONAL = [\n", | |
" (15_000, 0.0123),\n", | |
" (28_000, 0.0158),\n", | |
" (50_000, 0.0172),\n", | |
" (float(\"inf\"), 0.0173),\n", | |
"]\n", | |
"IRPEF_COMUNAL = 0.009\n", | |
"\n", | |
"\n", | |
"def f_brackets(x, brackets):\n", | |
" ret = prev = 0\n", | |
" for bracket, rate in brackets:\n", | |
" if x <= prev:\n", | |
" break\n", | |
" taxable_income = min(x, bracket) - prev\n", | |
" ret += taxable_income * rate\n", | |
" prev = bracket\n", | |
" return ret\n", | |
"\n", | |
"f_inps = vec(lambda x: x * INPS_RATE)\n", | |
"f_irpef = vec(lambda x: f_brackets(x, IRPEF))\n", | |
"f_irpef_regional = vec(lambda x: f_brackets(x, IRPEF_REGIONAL))\n", | |
"f_irpef_comunal = vec(lambda x: x * IRPEF_COMUNAL)\n", | |
"\n", | |
"\n", | |
"# \"Bonus Renzi\"\n", | |
"@np.vectorize\n", | |
"def f_irpef_bonus(x, irpef, detractions):\n", | |
" if detractions > irpef:\n", | |
" return 0\n", | |
"\n", | |
" if x <= 15_000:\n", | |
" return 1200\n", | |
" if x <= 28_000:\n", | |
" return 0\n", | |
" return 0\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Regole 2024\n", | |
"\n", | |
"- Bonus INPS (_\"taglio cuneo fiscale\"_)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"@np.vectorize\n", | |
"def f_inps_bonus_24(x):\n", | |
" if (x / mensilita) <= 1923:\n", | |
" return x * 0.07\n", | |
" elif 1923 < (x / mensilita) <= 2692:\n", | |
" return x * 0.06\n", | |
" return 0\n", | |
"\n", | |
"\n", | |
"@np.vectorize\n", | |
"def f_worker_detractions_24(x):\n", | |
" ret = 0\n", | |
" if x <= 15_000:\n", | |
" ret = 1955\n", | |
" elif x <= 28_000:\n", | |
" ret = 1910 + 1190 * (28_000 - x) / 13_000\n", | |
" elif x <= 50_000:\n", | |
" ret = 1910 * (50_000 - x) / 22_000\n", | |
"\n", | |
" if 25_000 <= x <= 35_000:\n", | |
" ret += 65\n", | |
"\n", | |
" ret *= days / 365\n", | |
" if x <= 15_000:\n", | |
" ret = max(ret, 690 if permanent else 1380)\n", | |
"\n", | |
" return ret\n", | |
"\n", | |
"\n", | |
"@np.vectorize\n", | |
"def f_net_24(x):\n", | |
" inps = r(f_inps(x)) - f_inps_bonus_24(x)\n", | |
"\n", | |
" taxable = r(x - inps)\n", | |
" irpef = f_irpef(taxable)\n", | |
" irpef_regional = f_irpef_regional(taxable)\n", | |
" irpef_comunal = f_irpef_comunal(taxable)\n", | |
" detractions = f_worker_detractions_24(x)\n", | |
" irpef_bonus = f_irpef_bonus(x, irpef, detractions)\n", | |
"\n", | |
" tax = max(0, r(irpef + irpef_regional + irpef_comunal - detractions - irpef_bonus))\n", | |
"\n", | |
" return r(x - inps - tax)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Regole 2025\n", | |
"\n", | |
"- Rimosso Bonus INPS\n", | |
"- Aggiunta somma esentasse aggiuntiva per i redditi <= 20k\n", | |
"- Aggiunte detrazioni lavoratore dipendente aggiuntive redditi 20k <= x <= 40k" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"@np.vectorize\n", | |
"def f_exempt_bonus_25(x):\n", | |
" if x <= 8_500:\n", | |
" return 0.071 * x\n", | |
" elif x <= 15_000:\n", | |
" return 0.053 * x\n", | |
" elif x < 20_000:\n", | |
" return 0.048 * x\n", | |
" return 0\n", | |
"\n", | |
"\n", | |
"@np.vectorize\n", | |
"def f_worker_detractions_25(x):\n", | |
" ret = f_worker_detractions_24(x)\n", | |
"\n", | |
" if 20_000 <= x < 32_000:\n", | |
" ret += 1000\n", | |
" if 32_000 <= x <= 40_000:\n", | |
" ret += 1000 * (40_000 - x) / 8_000\n", | |
"\n", | |
" return ret\n", | |
"\n", | |
"\n", | |
"@np.vectorize\n", | |
"def f_net_25(x):\n", | |
" inps = r(f_inps(x))\n", | |
"\n", | |
" taxable = r(x - inps)\n", | |
" irpef = f_irpef(taxable)\n", | |
" irpef_regional = f_irpef_regional(taxable)\n", | |
" irpef_comunal = f_irpef_comunal(taxable)\n", | |
" detractions = f_worker_detractions_25(x)\n", | |
" irpef_bonus = f_irpef_bonus(x, irpef, detractions)\n", | |
" exempt_bonus = f_exempt_bonus_25(x)\n", | |
"\n", | |
" tax = max(0, r(irpef + irpef_regional + irpef_comunal - detractions - irpef_bonus))\n", | |
"\n", | |
" return r(x - inps - tax + exempt_bonus)\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Analisi" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"tick = 500\n", | |
"ral_min = 10_000\n", | |
"ral_max = 45_000\n", | |
"\n", | |
"gross = np.arange(ral_min, ral_max, tick)\n", | |
"net24 = f_net_24(gross)\n", | |
"net25 = f_net_25(gross)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Lordo -> Netto" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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", | |
"text/plain": [ | |
"<Figure size 1170x827 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.title(\"Tassazione sui redditi da lavoro dipendente\")\n", | |
"plt.xlabel(\"Retribuzione Annua Lorda\")\n", | |
"plt.ylabel(\"Netto\")\n", | |
"plt.plot(gross, net24, label=\"2024\")\n", | |
"plt.plot(gross, net25, label=\"2025\")\n", | |
"plt.plot(gross, list(map(lambda x: x, gross)), label=\"Lordo\")\n", | |
"plt.legend()\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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", | |
"text/plain": [ | |
"<Figure size 1170x827 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"marginal_tax24 = 100 * (1 - np.diff(net24) / np.diff(gross))\n", | |
"for i in range(len(marginal_tax24)):\n", | |
" if marginal_tax24[i] >= 100:\n", | |
" plt.annotate(\n", | |
" f\"{marginal_tax24[i]:.0f}%\",\n", | |
" (gross[i + 1], 94),\n", | |
" textcoords=\"offset points\",\n", | |
" xytext=(50, 0),\n", | |
" ha=\"right\",\n", | |
" color=\"red\",\n", | |
" )\n", | |
"\n", | |
"marginal_tax25 = 100 * (1 - np.diff(net25) / np.diff(gross))\n", | |
"\n", | |
"\n", | |
"plt.plot(gross[1:], marginal_tax24, label=\"2024\")\n", | |
"plt.plot(gross[1:], marginal_tax25, label=\"2025\")\n", | |
"plt.ylim(0, 105)\n", | |
"plt.ylabel(\"Aliquota marginale effettiva INPS + IRPEF (%)\")\n", | |
"plt.xlabel(\"Retribuzione Annua Lorda\")\n", | |
"plt.yticks(np.arange(0, 110, 10))\n", | |
"plt.axhline(100, color=\"red\")\n", | |
"plt.title(\"Tassazione sui redditi da lavoro dipendente\")\n", | |
"plt.legend()\n", | |
"plt.show()" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "venv", | |
"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": "3.12.7" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment