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@FRidh
Last active August 29, 2015 14:07
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{
"metadata": {
"name": "",
"signature": "sha256:992928663d486cf940958a7be6336287046ba30fde579f4d90bbcd420f3e11b8"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Belastingschijven in Nederland"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Scriptje om de loonbelasting te berekenen."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from collections import namedtuple\n",
"\n",
"Schijf = namedtuple('Schijf', ['start', 'stop', 'loonbelasting', 'premies'])\n",
"\n",
"schijven = [Schijf( 0., 19645., 0.0585, 0.3115),\n",
" Schijf(19645., 33363., 0.1085, 0.3115),\n",
" Schijf(33363., 55991., 0.4200, 0.0000),\n",
" Schijf(55991., float('+inf'), 0.5200, 0.0000)]\n",
"\n",
"\n",
"def salaris(bruto):\n",
" \"\"\"Bereken netto salaris en heffingen.\n",
" \"\"\"\n",
" bruto = np.asarray(bruto)\n",
" netto = np.copy(bruto)\n",
" \n",
" belastbaar = np.zeros((len(bruto), len(schijven)))\n",
" belasting = np.zeros_like(belastbaar)\n",
" premies = np.zeros_like(belastbaar)\n",
" heffing = np.zeros_like(belastbaar)\n",
"\n",
" for i, schijf in enumerate(schijven):\n",
" belastbaar_temp = np.nan_to_num((schijf.stop-schijf.start)*(bruto >= schijf.stop)) + (bruto - schijf.start)*(bruto < schijf.stop)\n",
" belastbaar[:,i] = belastbaar_temp * (belastbaar_temp>=0.0)\n",
" premies[:,i] = belastbaar[:,i] * schijf.premies\n",
" belasting[:,i] = belastbaar[:,i] * schijf.loonbelasting\n",
" heffing[:,i] = premies[:,i] + belasting[:,i]\n",
" netto -= heffing[:,i] \n",
" return netto, belastbaar, belasting, premies, heffing\n",
" "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bruto = np.logspace(1, 5, 10000)\n",
"out = salaris(bruto)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": [
"-c:26: RuntimeWarning: invalid value encountered in multiply\n"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure()\n",
"ax = fig.add_subplot(111)\n",
"ax.loglog(bruto, out[0])\n",
"ax.set_xlabel('Bruto loon')\n",
"ax.set_ylabel('Netto loon')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 3,
"text": [
"<matplotlib.text.Text at 0x7f8ea1e9db70>"
]
},
{
"metadata": {},
"output_type": "display_data",
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k+mfBYQi1trbS1NREsVikWCxmHY6kLpYtW8Y+++yTdRiSemB+qhE1UjeDOSrl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\nTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7f8ec101f5f8>"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure()\n",
"ax = fig.add_subplot(111)\n",
"ax.loglog(bruto, out[1])\n",
"ax.set_xlabel('Bruto loon')\n",
"ax.set_ylabel('Belastbaar inkomen per schijf')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 4,
"text": [
"<matplotlib.text.Text at 0x7f8e9fe5cb00>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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fZNHqRVx9ytX5WLcBCms3fPe7cOaZsOeeqdOU9OL69dy3ahXvcnRDr6q+yGGM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\n",
"text": [
"<matplotlib.figure.Figure at 0x7f8e9fb21ac8>"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure()\n",
"ax = fig.add_subplot(111)\n",
"ax.loglog(bruto, out[2])\n",
"ax.set_xlabel('Bruto loon')\n",
"ax.set_ylabel('Af te dragen belastingen per schijf')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 5,
"text": [
"<matplotlib.text.Text at 0x7f8e9f12a8d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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GnDUhjiIa9TBufQe6+1xgFbBNjPuJiIiIiIjIhqSyEmpq4K67IGFbX7o7dy1Y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\nSZJ64v8Ah8QInHDyRI4AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7f8e9f0e95c0>"
]
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure()\n",
"ax = fig.add_subplot(111)\n",
"ax.loglog(bruto, out[3])\n",
"ax.set_xlabel('Bruto loon')\n",
"ax.set_ylabel('Af te dragen premies per schijf')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 6,
"text": [
"<matplotlib.text.Text at 0x7f8ea0078240>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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O2WdvuJbm4sWL6e7uZtGiRRscP/fccznppJM2OLZ8+XK6u7tZuHDhBsdLpdKw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\n9rYAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7f8ea0127fd0>"
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure()\n",
"ax = fig.add_subplot(111)\n",
"ax.loglog(bruto, out[4])\n",
"ax.set_xlabel('Bruto loon')\n",
"ax.set_ylabel('Totaal af te dragen per schijf')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 7,
"text": [
"<matplotlib.text.Text at 0x7f8e9f3e87b8>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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d6juCiCSh+hSJtmyoUY1mSE1VdRXff/77PPLeI3Rr381vGOd4NF5G5dZKzh5V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w8Z0W5JI6Z/zXJM6jW2UGYujDNu8tAZIb3Xo/o2+3dhNokkSTuUBQdJkqbTksbr/8zwGs0b+0OH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\nSZIkSZLUuv8D8UJiJZRVkjMAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7f8e9face438>"
]
}
],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Het volgende figuur toont de totale loonheffing als functie van bruto loon."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure()\n",
"ax = fig.add_subplot(111)\n",
"ax.plot(bruto, (bruto-out[0])/bruto)\n",
"ax.set_ylabel('Loonheffing in %')\n",
"ax.set_xlabel('Bruto loon')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 8,
"text": [
"<matplotlib.text.Text at 0x7f8e9feb4390>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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+Gx6SJEmSetUrr8DIkbDddjBvHtx9N9x1FwwalHdlkuqJDQ9JvWrUqFF5lyDV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"text": [
"<matplotlib.figure.Figure at 0x7f8e9ed74438>"
]
}
],
"prompt_number": 8
}
],
"metadata": {}
}
]
}
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