{
"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 seaborn as sns\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1.25"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# supply curve equation\n",
"y = 0.5*0.5 + 1\n",
"\n",
"y"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Quantity | \n",
" Price | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
" | 1 | \n",
" 4 | \n",
" 3 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Quantity Price\n",
"0 0 1\n",
"1 4 3"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# creating supply curve\n",
"df_housing_supply = pd.DataFrame(np.array([[0,1], [4, 3]]), \n",
" columns=['Quantity', 'Price'])\n",
"df_housing_supply"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Quantity | \n",
" Price | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 0.00 | \n",
" 1.750 | \n",
"
\n",
" \n",
" | 1 | \n",
" 3.75 | \n",
" 3.625 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Quantity Price\n",
"0 0.00 1.750\n",
"1 3.75 3.625"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# creating supply curve decrease\n",
"df_housing_supply_decrease = pd.DataFrame(np.array([[0,1.75], [3.75,3.625]]), \n",
" columns=['Quantity', 'Price'])\n",
"df_housing_supply_decrease\n",
"\n",
"#3 = 3.75*0.5 +1.75"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1.45"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# demand curve equation\n",
"y = -0.5*3.1 + 3\n",
"\n",
"y"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Quantity | \n",
" Price | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 0.0 | \n",
" 3.0 | \n",
"
\n",
" \n",
" | 1 | \n",
" 3.6 | \n",
" 1.2 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Quantity Price\n",
"0 0.0 3.0\n",
"1 3.6 1.2"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#creating demand curve\n",
"df_housing_demand = pd.DataFrame(np.array([[0,3], [3.6,1.2]]), \n",
" columns=['Quantity', 'Price'])\n",
"\n",
"df_housing_demand"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2.0"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# demand curve increase equation\n",
"y = -0.5*4 + 4\n",
"\n",
"y"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Quantity | \n",
" Price | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 0.4 | \n",
" 3.8 | \n",
"
\n",
" \n",
" | 1 | \n",
" 4.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Quantity Price\n",
"0 0.4 3.8\n",
"1 4.0 2.0"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# creating demand curve increase\n",
"df_housing_demand_increase = pd.DataFrame(np.array([[0.4,3.8], [4, 2]]), \n",
" columns=['Quantity', 'Price'])\n",
"\n",
"df_housing_demand_increase"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" xx | \n",
" yy | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 0 | \n",
" 2 | \n",
"
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" \n",
" | 1 | \n",
" 2 | \n",
" 2 | \n",
"
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" \n",
" | 2 | \n",
" 2 | \n",
" 0 | \n",
"
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" \n",
"
\n",
"
"
],
"text/plain": [
" xx yy\n",
"0 0 2\n",
"1 2 2\n",
"2 2 0"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# data for plumb lines of first equilibrium\n",
"dotted_one = pd.DataFrame(np.array([[0,2], [2,2], [2,0]]), \n",
" columns=['xx', 'yy'])\n",
"dotted_one"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" xx | \n",
" yy | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 0.0 | \n",
" 2.5 | \n",
"
\n",
" \n",
" | 1 | \n",
" 3.0 | \n",
" 2.5 | \n",
"
\n",
" \n",
" | 2 | \n",
" 3.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" xx yy\n",
"0 0.0 2.5\n",
"1 3.0 2.5\n",
"2 3.0 0.0"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# data for plumb lines of second equilibrium\n",
"dotted_two = pd.DataFrame(np.array([[0,2.5], [3,2.5], [3,0]]), \n",
" columns=['xx', 'yy'])\n",
"dotted_two"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# set figure size and style\n",
"fig = plt.figure(figsize=(9,6))\n",
"sns.set_style('darkgrid')\n",
"\n",
"# plot axes\n",
"plt.axvline(ymin=0.065, ymax=0.93, color='black')\n",
"plt.axhline(xmin=0.065, xmax=0.93, color='black')\n",
"\n",
"# plot supply and demand curves\n",
"plt.plot('Quantity', 'Price', data=df_housing_supply, label='Supply', \n",
" color='tomato', zorder=1, lw=2)\n",
"\n",
"plt.plot('Quantity', 'Price', data=df_housing_demand, label='Demand', \n",
" color='lightseagreen', zorder=1, lw=2)\n",
"\n",
"plt.plot('Quantity', 'Price', data=df_housing_demand_increase, \n",
" label='Demand increase', color='lightseagreen', linestyle='dashed',\n",
" zorder=1, lw=2)\n",
"\n",
"# plot equilibria and plumb lines\n",
"plt.scatter(x=2, y=2, zorder=2, color='grey', s=60, label='Old equilibrium')\n",
"plt.plot('xx', 'yy', data=dotted_one, linestyle='dotted', color='grey', label='', lw=3)\n",
"\n",
"plt.scatter(x=3, y=2.5, zorder=2, color='royalblue', s=60, label='New equilibrium')\n",
"plt.plot('xx', 'yy', data=dotted_two, linestyle='dotted', color='royalblue', label='', lw=3)\n",
"\n",
"# plot arrows\n",
"plt.arrow(0.75, 2.625, 0.18, 0.4, width=0.015, head_width=0.13, head_length=0.13, fc='k', ec='k')\n",
"plt.arrow(3.1, 1.45, 0.18, 0.4, width=0.015, head_width=0.13, head_length=0.13, fc='k', ec='k')\n",
"# label axes\n",
"plt.xlabel('Quantity', fontsize=16)\n",
"plt.ylabel('Price', fontsize=16)\n",
"\n",
"# set axes limits\n",
"plt.xlim([-0.3, 4.3])\n",
"plt.ylim([-0.3, 4.3])\n",
"\n",
"# title and legend\n",
"plt.title('St. Ives Housing Market', fontsize=20, pad=30)\n",
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, prop={'size': 13})\n",
"plt.tight_layout()\n",
"fig.savefig('st-ives-housing-market.png', dpi=180);"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2.25"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# demand curve increase equation\n",
"#y = -0.5*x + 4\n",
"\n",
"# supply curve decrease equation\n",
"#y = 0.5*x + 1.75\n",
"\n",
"#5.75/2\n",
"(2.875 - 1.75)/0.5"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" xx | \n",
" yy | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 0.00 | \n",
" 2.875 | \n",
"
\n",
" \n",
" | 1 | \n",
" 2.25 | \n",
" 2.875 | \n",
"
\n",
" \n",
" | 2 | \n",
" 2.25 | \n",
" 0.000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" xx yy\n",
"0 0.00 2.875\n",
"1 2.25 2.875\n",
"2 2.25 0.000"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# data for plumb lines of third equilibrium\n",
"dotted_three = pd.DataFrame(np.array([[0,2.875], [2.25,2.875], [2.25,0]]), \n",
" columns=['xx', 'yy'])\n",
"dotted_three"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# set figure size and style\n",
"fig = plt.figure(figsize=(12,8))\n",
"sns.set_style('darkgrid')\n",
"\n",
"# ----- FIRST SUBPLOT ------\n",
"plt.subplot(1, 2, 1)\n",
"\n",
"# plot axes\n",
"plt.axvline(ymin=0.065, ymax=0.93, color='black')\n",
"plt.axhline(xmin=0.065, xmax=0.93, color='black')\n",
"\n",
"# plot supply and demand curves\n",
"plt.plot('Quantity', 'Price', data=df_housing_supply, label='Supply #1', \n",
" color='tomato', zorder=1, lw=2)\n",
"\n",
"plt.plot('Quantity', 'Price', data=df_housing_demand, label='Demand #1', \n",
" color='lightseagreen', zorder=1, lw=2)\n",
"\n",
"plt.plot('Quantity', 'Price', data=df_housing_demand_increase, \n",
" label='Demand #2 (increase)', color='lightseagreen', linestyle='dashed',\n",
" zorder=1, lw=2)\n",
"\n",
"# plot equilibria and plumb lines\n",
"plt.scatter(x=2, y=2, zorder=2, color='grey', s=60, label='Old equilibrium')\n",
"plt.plot('xx', 'yy', data=dotted_one, linestyle='dotted', color='grey', label='', lw=3)\n",
"\n",
"plt.scatter(x=3, y=2.5, zorder=2, color='royalblue', s=60, label='New equilibrium')\n",
"plt.plot('xx', 'yy', data=dotted_two, linestyle='dotted', color='royalblue', label='', lw=3)\n",
"\n",
"# plot arrows\n",
"plt.arrow(0.75, 2.625, 0.18, 0.4, width=0.015, head_width=0.13, head_length=0.13, fc='k', ec='k')\n",
"plt.arrow(3.1, 1.45, 0.18, 0.4, width=0.015, head_width=0.13, head_length=0.13, fc='k', ec='k')\n",
"\n",
"# label axes\n",
"plt.xlabel('Quantity', fontsize=16)\n",
"plt.ylabel('Price', fontsize=16)\n",
"\n",
"# set axes limits\n",
"plt.xlim([-0.3, 4.3])\n",
"plt.ylim([-0.3, 4.3])\n",
"\n",
"# title and legend\n",
"plt.title('Situation for Locals: Increase in Demand', fontsize=18, pad=20)\n",
"plt.legend(bbox_to_anchor=(0.5, -0.4), loc=8, prop={'size': 13}, ncol=2)\n",
"plt.tight_layout()\n",
"\n",
"# ----- SECOND SUBPLOT -----\n",
"plt.subplot(1, 2, 2)\n",
"\n",
"# plot axes\n",
"plt.axvline(ymin=0.065, ymax=0.93, color='black')\n",
"plt.axhline(xmin=0.065, xmax=0.93, color='black')\n",
"\n",
"# plot supply and demand curves\n",
"plt.plot('Quantity', 'Price', data=df_housing_supply, label='Supply #1', \n",
" color='tomato', zorder=1, lw=2)\n",
"\n",
"plt.plot('Quantity', 'Price', data=df_housing_supply_decrease, \n",
" label='Supply #2 (decrease)', color='tomato', zorder=1, linestyle='dashed', lw=2)\n",
"\n",
"plt.plot('Quantity', 'Price', data=df_housing_demand_increase, \n",
" label='Demand #2', color='lightseagreen', linestyle='dashed',\n",
" zorder=1, lw=2)\n",
"\n",
"# plot equilibria and plumb lines\n",
"plt.scatter(x=3, y=2.5, zorder=2, color='grey', s=60, label='Old equilibria')\n",
"plt.plot('xx', 'yy', data=dotted_two, linestyle='dotted', color='grey', label='', lw=3)\n",
"\n",
"plt.scatter(x=2.25, y=2.875, zorder=2, color='royalblue', s=60, label='New equilibrium')\n",
"plt.plot('xx', 'yy', data=dotted_three, linestyle='dotted', color='royalblue', label='', lw=3)\n",
"\n",
"# plot arrows\n",
"plt.arrow(0.5, 1.25, -0.15, 0.3, width=0.015, head_width=0.13, head_length=0.13, fc='k', ec='k')\n",
"plt.arrow(3.5, 2.75, -0.15, 0.3, width=0.015, head_width=0.13, head_length=0.13, fc='k', ec='k')\n",
"\n",
"# axes labels\n",
"plt.xlabel('Quantity', fontsize=16)\n",
"plt.ylabel('Price', fontsize=16)\n",
"\n",
"# axes limits\n",
"plt.xlim([-0.3, 4.3])\n",
"plt.ylim([-0.3, 4.3])\n",
"\n",
"# title and legend\n",
"plt.title('Response by Locals: Decrease in Supply', fontsize=18, pad=20)\n",
"plt.legend(bbox_to_anchor=(0.5, -0.4), loc=8, prop={'size': 13}, ncol=2)\n",
"plt.tight_layout()\n",
"\n",
"# ----- End of second subplot -----\n",
"\n",
"# figure title\n",
"plt.subplots_adjust(top=0.84)\n",
"fig.suptitle('St. Ives Housing Market: Pre-Legislation', fontsize=20)\n",
"fig.savefig('st-ives-housing-market-pre-legislation.png', dpi=180);"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Quantity | \n",
" Price | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 0.5 | \n",
" 4.00 | \n",
"
\n",
" \n",
" | 1 | \n",
" 4.0 | \n",
" 2.25 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Quantity Price\n",
"0 0.5 4.00\n",
"1 4.0 2.25"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# creating second demand curve increase\n",
"df_housing_demand_increase2 = pd.DataFrame(np.array([[0.5,4], [4,2.25]]), \n",
" columns=['Quantity', 'Price'])\n",
"\n",
"df_housing_demand_increase2"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3.125"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# demand curve increase2 equation\n",
"#y = -0.5*x + 4\n",
"\n",
"# supply curve decrease equation\n",
"#y = 0.5*x + 1.75\n",
"\n",
"(4.5+1.75)/2"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" xx | \n",
" yy | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 0.0 | \n",
" 3.0 | \n",
"
\n",
" \n",
" | 1 | \n",
" 2.5 | \n",
" 3.0 | \n",
"
\n",
" \n",
" | 2 | \n",
" 2.5 | \n",
" 0.0 | \n",
"
\n",
" \n",
"
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"
"
],
"text/plain": [
" xx yy\n",
"0 0.0 3.0\n",
"1 2.5 3.0\n",
"2 2.5 0.0"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# data for plumb lines of forth equilibrium\n",
"dotted_four = pd.DataFrame(np.array([[0,3], [2.5,3], [2.5,0]]), \n",
" columns=['xx', 'yy'])\n",
"dotted_four"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# set figure size and style\n",
"fig = plt.figure(figsize=(12,8))\n",
"sns.set_style('darkgrid')\n",
"\n",
"# ----- FIRST SUBPLOT -----\n",
"plt.subplot(1, 2, 1)\n",
"\n",
"# plot axes\n",
"plt.axvline(ymin=0.065, ymax=0.93, color='black')\n",
"plt.axhline(xmin=0.065, xmax=0.93, color='black')\n",
"\n",
"# plot supply and demand curves\n",
"plt.plot('Quantity', 'Price', data=df_housing_supply, label='Supply #1', \n",
" color='tomato', zorder=1, lw=2)\n",
"\n",
"plt.plot('Quantity', 'Price', data=df_housing_supply_decrease, \n",
" label='Supply #2 (decrease)', color='tomato', zorder=1, linestyle='dashed', lw=2)\n",
"\n",
"plt.plot('Quantity', 'Price', data=df_housing_demand_increase, \n",
" label='Demand #2', color='lightseagreen', linestyle='dashed',\n",
" zorder=1, lw=2)\n",
"\n",
"# plot equilibria and plumb lines\n",
"plt.scatter(x=3, y=2.5, zorder=2, color='grey', s=60, label='Old equilibria')\n",
"plt.plot('xx', 'yy', data=dotted_two, linestyle='dotted', color='grey', label='', lw=3)\n",
"\n",
"plt.scatter(x=2.25, y=2.875, zorder=2, color='royalblue', s=60, label='New equilibrium')\n",
"plt.plot('xx', 'yy', data=dotted_three, linestyle='dotted', color='royalblue', label='', lw=3)\n",
"\n",
"# plot arrows\n",
"plt.arrow(0.5, 1.25, -0.15, 0.3, width=0.015, head_width=0.13, head_length=0.13, fc='k', ec='k')\n",
"plt.arrow(3.5, 2.75, -0.15, 0.3, width=0.015, head_width=0.13, head_length=0.13, fc='k', ec='k')\n",
"\n",
"# axes labels\n",
"plt.xlabel('Quantity', fontsize=16)\n",
"plt.ylabel('Price', fontsize=16)\n",
"\n",
"# axes limits\n",
"plt.xlim([-0.3, 4.3])\n",
"plt.ylim([-0.3, 4.3])\n",
"\n",
"# title and legend\n",
"plt.title('Situation for Non-residents: Decrease in Supply', fontsize=16, pad=20)\n",
"plt.legend(bbox_to_anchor=(0.5, -0.4), loc=8, prop={'size': 13}, ncol=2)\n",
"plt.tight_layout()\n",
"\n",
"# ----- SECOND SUBPLOT -----\n",
"plt.subplot(1, 2, 2)\n",
"\n",
"# plot axes\n",
"plt.axvline(ymin=0.065, ymax=0.93, color='black')\n",
"plt.axhline(xmin=0.065, xmax=0.93, color='black')\n",
"\n",
"# plot supply and demand curves\n",
"plt.plot('Quantity', 'Price', data=df_housing_supply_decrease, \n",
" label='Supply #2', color='tomato', zorder=1, linestyle='dashed', lw=2)\n",
"\n",
"plt.plot('Quantity', 'Price', data=df_housing_demand_increase,\n",
" label='Demand #2', color='lightseagreen', linestyle='dashed',\n",
" zorder=1, lw=2)\n",
"plt.plot('Quantity', 'Price', data=df_housing_demand_increase2,\n",
" label='Demand #3 (increase)', color='lightseagreen', zorder=1,\n",
" linestyle='dashdot', lw=2)\n",
"\n",
"# plot equilibria and plumb lines\n",
"plt.scatter(x=3, y=2.5, zorder=2, color='grey', s=60)\n",
"\n",
"plt.scatter(x=2.25, y=2.875, zorder=2, color='grey', s=60, label='Old equilibria')\n",
"plt.plot('xx', 'yy', data=dotted_three, linestyle='dotted', color='grey', label='', lw=3)\n",
"\n",
"plt.scatter(x=2.5, y=3, zorder=2, color='royalblue', s=60, label='New equilibrium')\n",
"plt.plot('xx', 'yy', data=dotted_four, linestyle='dotted', color='royalblue', label='', lw=3)\n",
"\n",
"# plot arrows\n",
"plt.arrow(0.5, 3.75, 0.03, 0.07, width=0.015, head_width=0.13, head_length=0.13, fc='k', ec='k')\n",
"plt.arrow(3.5, 2.25, 0.03, 0.07, width=0.015, head_width=0.13, head_length=0.13, fc='k', ec='k')\n",
"\n",
"# axes labels\n",
"plt.xlabel('Quantity', fontsize=16)\n",
"plt.ylabel('Price', fontsize=16)\n",
"\n",
"# axes limits\n",
"plt.xlim([-0.3, 4.3])\n",
"plt.ylim([-0.3, 4.3])\n",
"\n",
"# title and legend\n",
"plt.title('Response by All: Increase in Demand', fontsize=18, pad=20)\n",
"plt.legend(bbox_to_anchor=(0.5, -0.4), loc=8, prop={'size': 13}, ncol=2)\n",
"plt.tight_layout()\n",
"\n",
"# ----- End of second subplot -----\n",
"\n",
"# figure title\n",
"plt.subplots_adjust(top=0.83)\n",
"fig.suptitle('St. Ives Housing Market: Post-Legislation', fontsize=20)\n",
"fig.savefig('st-ives-housing-market-post-legislation.png', dpi=180);"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"# real data on St. Ives, from Financial Times\n",
"# numbers rounded to nearest thousand British pound\n",
"# https://www.ft.com/content/6abb85e8-c349-11e9-ae6e-a26d1d0455f4\n",
"df_dots_2016 = pd.DataFrame(np.array([[310,0], [310,323], [0,323]]), \n",
" columns=['xx', 'yy'])\n",
"\n",
"df_dots_2018 = pd.DataFrame(np.array([[270,0], [270,352], [0,352]]), \n",
" columns=['xx', 'yy'])"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# set figure size and style\n",
"fig = plt.figure(figsize=(12,8))\n",
"sns.set_style('darkgrid')\n",
"\n",
"# ----- FIRST SUBPLOT ------\n",
"plt.subplot(1, 2, 1)\n",
"\n",
"# plot axes\n",
"plt.axvline(ymin=0.065, ymax=0.93, color='black')\n",
"plt.axhline(xmin=0.065, xmax=0.93, color='black')\n",
"\n",
"# plot supply and demand curves\n",
"plt.plot('Quantity', 'Price', data=df_housing_supply, color='tomato',\n",
" zorder=1, lw=2, label='')\n",
"\n",
"plt.plot('Quantity', 'Price', data=df_housing_demand_increase, \n",
" color='lightseagreen', linestyle='dashed', zorder=1, lw=2, label='')\n",
"\n",
"plt.plot('Quantity', 'Price', data=df_housing_supply_decrease, color='tomato',\n",
" zorder=1, linestyle='dashed', lw=2, label='')\n",
"\n",
"plt.plot('Quantity', 'Price', data=df_housing_demand_increase2,\n",
" color='lightseagreen', zorder=1, linestyle='dashdot', lw=2, label='')\n",
"\n",
"\n",
"# plot equilibria and plumb lines\n",
"plt.scatter(x=3, y=2.5, zorder=2, color='grey', s=60, label='Pre-legislation equilibrium')\n",
"plt.plot('xx', 'yy', data=dotted_two, linestyle='dotted', color='grey', \n",
" label='', lw=3)\n",
"\n",
"plt.scatter(x=2.5, y=3, zorder=2, color='royalblue', s=60, label='Post-legislation equilibrium')\n",
"plt.plot('xx', 'yy', data=dotted_four, linestyle='dotted', \n",
" color='royalblue', label='', lw=3)\n",
"\n",
"# axes labels\n",
"plt.xlabel('Quantity', fontsize=16)\n",
"plt.ylabel('Price', fontsize=16)\n",
"\n",
"# axes limits\n",
"plt.xlim([-0.3, 4.3])\n",
"plt.ylim([-0.3, 4.3])\n",
"\n",
"# title and legend\n",
"plt.title('Theory', fontsize=18, pad=20)\n",
"plt.legend(bbox_to_anchor=(0.5, -0.4), loc=8, prop={'size': 13})\n",
"plt.tight_layout()\n",
"\n",
"# ----- SECOND SUBPLOT -----\n",
"plt.subplot(1, 2, 2)\n",
"\n",
"# plot axes\n",
"plt.axvline(ymin=0.07, ymax=0.95, color='black')\n",
"plt.axhline(xmin=0.07, xmax=0.95, color='black')\n",
"\n",
"# plot equilibria and plumb lines\n",
"plt.scatter(x=310, y=323, zorder=2, color='grey', s=60, label='2016 equilibrium, pre-legislation')\n",
"plt.plot('xx', 'yy', data=df_dots_2016, linestyle='dotted', color='grey', label='', lw=3)\n",
"\n",
"plt.scatter(x=270, y=352, zorder=2, color='royalblue', s=60, label='2018 equilibrium, post-legislation')\n",
"plt.plot('xx', 'yy', data=df_dots_2018, linestyle='dotted', color='royalblue', label='', lw=3)\n",
"\n",
"# axes labels\n",
"plt.xlabel('Quantity', fontsize=16)\n",
"plt.ylabel('Price in thousands of pounds', fontsize=16)\n",
"\n",
"# axes limits\n",
"plt.xlim([-38, 500])\n",
"plt.ylim([-38, 500])\n",
"\n",
"# title and legend\n",
"plt.title('Reality', fontsize=18, pad=20)\n",
"plt.legend(bbox_to_anchor=(0.5, -0.4), loc=8, prop={'size': 13})\n",
"plt.tight_layout()\n",
"\n",
"# ----- End of second subplot -----\n",
"\n",
"# figure title\n",
"plt.subplots_adjust(top=0.83)\n",
"fig.suptitle('St. Ives Housing Market: Before & After Legislation', fontsize=20)\n",
"fig.savefig('st-ives-housing-market-theoretical-and-real.png', dpi=180);"
]
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