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@anaderi
Last active November 17, 2020 19:59
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.colors as mcolors\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"pp = np.linspace(0, 200) # percent\n",
"cc = np.linspace(0, 10) # mln\n",
"xpp, ycc = np.meshgrid(pp, cc)\n",
"z = xpp / 100 * ycc * 0.25"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"norm = mcolors.DivergingNorm(vmin=0, \n",
" vmax = 5, \n",
" vcenter=2\n",
" )\n",
"cmap = plt.get_cmap('RdBu_r')\n",
"cs = plt.contour(xpp, ycc, z, levels=np.arange(0.5, 5, 0.5), cmap=cmap, norm=norm)\n",
"plt.clabel(cs, inline=True, fontsize=8)\n",
"plt.colorbar(label=\"yearly income (M)\")\n",
"plt.title(\"Total income\")\n",
"plt.xlabel(\"yearly return (%)\")\n",
"plt.ylabel(\"capital (M)\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Option 1\n",
"Split income evenly before `el`, and then 0.8 + 0.2"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"True\n",
"Umid: 0.34, Mmid: 0.97\n",
"Umax: 1.08, Mmax: 3.93\n"
]
}
],
"source": [
"el = 0.25 # even_limit\n",
"z = xpp / 100 * ycc * 0.25\n",
"\n",
"def z_1(z, el, c1, c2):\n",
" z_ = c1 * z * (z <= el) \\\n",
" + (el * c1 + (z - el) * c2) * (el < z)\n",
" return z_\n",
"z_u = z_1(z, el, 0.5, 0.2)\n",
"z_m = z_1(z, el, 0.5, 0.8)\n",
"\n",
"print(f\"{np.max(np.abs(z - z_u - z_m) / (z+0.00001)) < 0.0001}\")\n",
"lmid = int(z.shape[0]/2)\n",
"print(f\"Umid: {z_u[lmid, lmid]:.2f}, Mmid: {z_m[lmid, lmid]:.2f}\")\n",
"print(f\"Umax: {z_u[-1, -1]:.2f}, Mmax: {z_m[-1, -1]:.2f}\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x288 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"norm = mcolors.DivergingNorm(vmin=0, \n",
" vmax = 4, \n",
" vcenter=1\n",
" )\n",
"cmap = plt.get_cmap('RdBu_r')\n",
"\n",
"plt.figure(figsize=(12,4))\n",
"plt.subplot(121)\n",
"cs = plt.contour(xpp, ycc, z_u, levels=[0.1, 0.2, 0.3, 0.5, 0.6, 0.7, 0.8, 0.9, 1.4, 2, 3, 3.5, 3.8], \n",
" cmap=cmap, norm=norm)\n",
"plt.clabel(cs, inline=True, fontsize=8)\n",
"plt.colorbar()\n",
"plt.title(\"U income\")\n",
"plt.subplot(122)\n",
"cs = plt.contour(xpp, ycc, z_m, levels=[0.1, 0.2, 0.5, 0.6, 0.7, 0.8, 0.9, 1.4, 2, 3, 3.5, 3.8], \n",
" cmap=cmap, norm=norm)\n",
"plt.clabel(cs, inline=True, fontsize=8)\n",
"plt.title(\"M income\")\n",
"plt.colorbar();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Option 2\n",
"Split evenly before `el`, then 0.4 + 0.6 before `el2` (i.e. 0.4 for each + 0.2 for added capital), then 0.2 + 0.8"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"True\n",
"Umid2: 0.57, Mmid2: 0.73\n",
"Umax2: 1.45, Mmax2: 3.55\n"
]
}
],
"source": [
"el = 0.5\n",
"el2 = 2\n",
"def z_2(z, el, el2, c1, c2, c3):\n",
" z_ = c1 * z * (z <= el) + (c1 * el + (z - el) * c2) * np.bitwise_and(el < z, z <= el2) \\\n",
" + (el * c1 + (el2 - el) * c2 + (z - el2) * c3) * (z > el2)\n",
" return z_\n",
"z_u2 = z_2(z, el, el2, 0.5, 0.4, 0.2)\n",
"z_m2 = z_2(z, el, el2, 0.5, 0.6, 0.8)\n",
"print(f\"{np.max(np.abs(z - z_u2 - z_m2) / (z+0.00001)) < 0.0001}\")\n",
"print(f\"Umid2: {z_u2[lmid, lmid]:.2f}, Mmid2: {z_m2[lmid, lmid]:.2f}\")\n",
"print(f\"Umax2: {z_u2[-1, -1]:.2f}, Mmax2: {z_m2[-1, -1]:.2f}\")"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x288 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,4))\n",
"plt.subplot(121)\n",
"cs = plt.contour(xpp, ycc, z_u2, levels=[0.1, 0.2, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.4, 2, 3, 3.5, 3.8], \n",
" cmap=cmap, norm=norm)\n",
"plt.clabel(cs, inline=True, fontsize=8)\n",
"plt.title(\"U income (2)\")\n",
"plt.colorbar()\n",
"plt.subplot(122)\n",
"cs = plt.contour(xpp, ycc, z_m2, levels=[0.1, 0.2, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.4, 2, 3, 3.5, 3.8], \n",
" cmap=cmap, norm=norm)\n",
"plt.clabel(cs, inline=True, fontsize=8)\n",
"plt.title(\"M income (2)\")\n",
"plt.colorbar();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Option 3\n",
"Split evenly before `el`, then 0.4 + 0.6 before `el2`, then 0.3 + 0.7 before `el3`, then 0.2 + 0.8\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"True\n",
"Umid2: 0.54, Mmid2: 0.76\n",
"Umax2: 1.35, Mmax2: 3.65\n"
]
}
],
"source": [
"el = 0.5\n",
"el2 = 1\n",
"el3 = 2\n",
"def z_3(z, el, el2, el3, c1, c2, c3, c4): \n",
" z_ = c1 * z * (z <= el) + (c1 * el + (z - el) * c2) * np.bitwise_and(el < z, z <= el2) \\\n",
" + (el * c1 + (el2 - el) * c2 + (z - el2) * c3) * np.bitwise_and(el2 < z, z <= el3) \\\n",
" + (el * c1 + (el2 - el) * c2 + (el3 - el2) * c3 + (z - el3) * c4) * (el3 < z)\n",
" return z_\n",
"z_u3 = z_3(z, el, el2, el3, 0.5, 0.4, 0.3, 0.2)\n",
"z_m3 = z_3(z, el, el2, el3, 0.5, 0.6, 0.7, 0.8)\n",
"print(f\"{np.max(np.abs(z - z_u3 - z_m3) / (z+0.00001)) < 0.0001}\")\n",
"print(f\"Umid2: {z_u3[lmid, lmid]:.2f}, Mmid2: {z_m3[lmid, lmid]:.2f}\")\n",
"print(f\"Umax2: {z_u3[-1, -1]:.2f}, Mmax2: {z_m3[-1, -1]:.2f}\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x288 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,4))\n",
"plt.subplot(121)\n",
"cs = plt.contour(xpp, ycc, z_u3, levels=[0.1, 0.2, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.4, 2, 3, 3.5, 3.8], \n",
" cmap=cmap, norm=norm)\n",
"plt.clabel(cs, inline=True, fontsize=8)\n",
"plt.title(\"U income (3)\")\n",
"plt.colorbar()\n",
"plt.subplot(122)\n",
"cs = plt.contour(xpp, ycc, z_m3, levels=[0.1, 0.2, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.4, 2, 3, 3.5, 3.8], \n",
" cmap=cmap, norm=norm)\n",
"plt.clabel(cs, inline=True, fontsize=8)\n",
"plt.title(\"M income (3)\")\n",
"plt.colorbar();"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.6.12"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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