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@knowsuchagency
Created May 17, 2017 06:55
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consumer_producer_stuff
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{
"cells": [
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-05-17T06:51:34.555937Z",
"end_time": "2017-05-17T06:51:34.565271Z"
},
"trusted": true
},
"cell_type": "code",
"source": "from sympy import sympify, solve, init_printing, integrate, symbols, plot, sqrt\nfrom IPython.display import display, Image\nfrom functools import partial\nfrom mpmath import e\nprint = partial(print, end='\\n\\n')\ninit_printing()",
"execution_count": 30,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## First, make sure the supply and demand functions are in terms of quantity\n\nFor example if given:\n \n demand curve is q = 100 - 2p\n \nChange it to\n\n demand curve is p = q/2 - 5"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-05-17T06:46:03.797879Z",
"end_time": "2017-05-17T06:46:03.849859Z"
},
"trusted": true
},
"cell_type": "code",
"source": "q, p = symbols('q, p')\n\n# put demand function in terms of quantity\n\ndemand = 100 - 2*p\nprint(f\"original demand function: {demand}\")\n\ndemand, *_ = solve(demand - q, p)\nprint(f\"demand function in terms of quantity: {demand}\")\n\nsupply = 3*p - 60\nprint(f'original supply function: {supply}')\nsupply, *_ = solve(supply - q, p)\nprint(f'supply function in terms of quantity: {supply}')",
"execution_count": 20,
"outputs": [
{
"output_type": "stream",
"text": "original demand function: -2*p + 100\n\ndemand function in terms of quantity: -q/2 + 50\n\noriginal supply function: 3*p - 60\n\nsupply function in terms of quantity: q/3 + 20\n\n",
"name": "stdout"
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-05-17T06:46:40.381354Z",
"end_time": "2017-05-17T06:46:40.385534Z"
}
},
"cell_type": "markdown",
"source": "## Set the demand and supply functions equal to one another to find the equilibrium"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-05-17T06:47:12.806933Z",
"end_time": "2017-05-17T06:47:12.813152Z"
},
"trusted": true
},
"cell_type": "code",
"source": "equilibrium = demand-supply\nprint(f'equilibrium function: {equilibrium}')",
"execution_count": 23,
"outputs": [
{
"output_type": "stream",
"text": "equilibrium function: -5*q/6 + 30\n\n",
"name": "stdout"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Use the equilibrium function to solve for q, that gives us q*"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-05-17T06:47:55.489894Z",
"end_time": "2017-05-17T06:47:55.498094Z"
},
"trusted": true
},
"cell_type": "code",
"source": "q_star, *_ = solve(equilibrium)\nprint(f'q*: {q_star}')",
"execution_count": 25,
"outputs": [
{
"output_type": "stream",
"text": "q*: 36\n\n",
"name": "stdout"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Plug q\\* into either the original supply or demand equation to get p*"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-05-17T06:48:33.873100Z",
"end_time": "2017-05-17T06:48:33.879306Z"
},
"trusted": true
},
"cell_type": "code",
"source": "p_star = demand.subs(q, q_star)\nprint(f'p*: {p_star}')",
"execution_count": 27,
"outputs": [
{
"output_type": "stream",
"text": "p*: 32\n\n",
"name": "stdout"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## To find the consumer surplus, subtract the product of p\\* and q\\* from the definite integral of the demand function between 0 and q\\*\n\n## To find the demand surplus, subract the definite integral of the supply function between 0 and q\\* from the product of q\\* and p\\*"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-05-17T06:48:37.001794Z",
"end_time": "2017-05-17T06:48:37.013104Z"
},
"trusted": true
},
"cell_type": "code",
"source": "producer_surplus = integrate(demand, (q, 0, q_star)) - q_star*p_star\nprint(f'producer surplus: {producer_surplus}')\n\nconsumer_surplus = q_star*p_star - integrate(supply, (q, 0, q_star))\nprint(f'consumer surplus: {consumer_surplus}')",
"execution_count": 28,
"outputs": [
{
"output_type": "stream",
"text": "producer surplus: 324\n\nconsumer surplus: 216\n\n",
"name": "stdout"
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-05-17T06:52:20.704540Z",
"end_time": "2017-05-17T06:52:20.714810Z"
},
"trusted": true
},
"cell_type": "code",
"source": "display(Image('/Users/stephanfitzpatrick/Dropbox/Screenshots/Screenshot 2017-05-16 23.51.53.png'))",
"execution_count": 31,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<IPython.core.display.Image object>",
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H4tvh72CzeilWgRfrtL/s7RADZMn6NO2nN5P/tgj9eo/GZntjecjEeIEESIAE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},
"metadata": {}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-05-17T06:52:53.329417Z",
"end_time": "2017-05-17T06:52:53.337279Z"
},
"trusted": true
},
"cell_type": "code",
"source": "display(Image('/Users/stephanfitzpatrick/Dropbox/Screenshots/Screenshot 2017-05-16 23.52.37.png'))",
"execution_count": 32,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<IPython.core.display.Image object>",
"image/png": 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8HVePeRTfDEnU416WB/xyDu3BFz8kyQOFFrncJAESIAESIAESIAES+McRsMmD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\nvf8JNsKGlIY90bZWsF+h+1d/iK9W5+KQ5OsY6z8fkFlI5ra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},
"metadata": {}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-05-17T06:53:30.274639Z",
"end_time": "2017-05-17T06:53:30.282305Z"
},
"trusted": true
},
"cell_type": "code",
"source": "display(Image('/Users/stephanfitzpatrick/Dropbox/Screenshots/Screenshot 2017-05-16 23.53.13.png'))",
"execution_count": 33,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<IPython.core.display.Image object>",
"image/png": 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8JYmxpu7uKGF3von0+cs3pQLrHA+yPBRsPs2HrROftwVuzkGNNifa+xtuRp70rS2Pz0O1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\nqClY3kd+G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},
"metadata": {}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-05-17T06:54:44.346661Z",
"end_time": "2017-05-17T06:54:44.363844Z"
},
"trusted": true
},
"cell_type": "code",
"source": "display(Image('/Users/stephanfitzpatrick/Dropbox/Screenshots/Screenshot 2017-05-16 23.53.58.png'))\ndisplay(Image('/Users/stephanfitzpatrick/Dropbox/Screenshots/Screenshot 2017-05-16 23.54.33.png'))",
"execution_count": 35,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<IPython.core.display.Image object>",
"image/png": 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Dljj+hpfQXZZbNzuli+1OlN2WwsDZhmA/lP+L/W4bXd4TzboMQeML+pvXe2R5vc+E5e+z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\n6GSaiAACCCC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},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<IPython.core.display.Image object>",
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K7MOXMcp2EKNxHYZjRwUHUcK6lOdEWWUodd6Lj5MGYXlWNehj5alnjQzrxab/HoQ1uafO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\n68TPM8WuIgAAAABJRU5ErkJggg==\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"hide_input": false,
"language_info": {
"name": "python",
"version": "3.6.1",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"gist": {
"id": "",
"data": {
"description": "consumer_producer_stuff",
"public": true
}
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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