Skip to content

Instantly share code, notes, and snippets.

@ryxcommar
Last active February 20, 2024 12:36
Show Gist options
  • Star 5 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save ryxcommar/9fd529b72d734eb1b2c372fcb182d2ca to your computer and use it in GitHub Desktop.
Save ryxcommar/9fd529b72d734eb1b2c372fcb182d2ca to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import statsmodels.api as sm\n",
"\n",
"from cycler import cycler\n",
"from fredapi import Fred"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"plt.style.use('ggplot')\n",
"colors = ['#6a728a', '#e07a5f', '#006d77', '#dbb043']\n",
"mpl.rcParams['axes.prop_cycle'] = cycler(color=colors)\n",
"mpl.rcParams['axes.facecolor'] = '#faf9f9'"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def get_series(s: str) -> pd.Series:\n",
" return fred.get_series(s).rename(s)\n",
"\n",
"fred = Fred(api_key=os.environ['FRED_API_KEY'])\n",
"df = pd.concat([\n",
" get_series('MSPNE'),\n",
" get_series('MSPW'),\n",
" get_series('MSPS'),\n",
" get_series('MSPMW')\n",
"], axis=1)\n",
"\n",
"df_log_diff = np.log(df).diff()\n",
"df_log_diff = df_log_diff.loc[df_log_diff.index >= pd.to_datetime('1980-01-01'), :]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"names = {\n",
" 'MSPNE': 'Northeast',\n",
" 'MSPW': 'West',\n",
" 'MSPS': 'South',\n",
" 'MSPMW': 'Midwest'\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_log_diff.groupby(df_log_diff.index.year).sum().plot.line()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.groupby(df.index.year).mean().plot.line()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0.01, \"Source: FRED; author's calculations.\")"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(6, 6), dpi=100)\n",
"\n",
"_d = df.loc[\n",
" df.index >= pd.to_datetime('2015-01-01')\n",
"]\n",
"\n",
"_d.columns = [names[i] for i in _d.columns]\n",
"_d.groupby(_d.index.year).mean().plot.line(ax=ax)\n",
"ax.set_title(\"U.S. median home sale price\\n(Quarterly regional data; 2015-present)\")\n",
"ax.set_xlabel(\"Year\")\n",
"ax.set_ylabel(\"Median price (USD)\")\n",
"ax.yaxis.set_major_formatter(mpl.ticker.FuncFormatter(lambda x, p: format(int(x), ',')))\n",
"fig.text(0.5, 0.01, \"Source: FRED; author's calculations.\", size=10, color='#888')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>MSPNE</th>\n",
" <th>MSPW</th>\n",
" <th>MSPS</th>\n",
" <th>MSPMW</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>MSPNE</th>\n",
" <td>1.000000</td>\n",
" <td>-0.048689</td>\n",
" <td>-0.054991</td>\n",
" <td>-0.031484</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MSPW</th>\n",
" <td>-0.048689</td>\n",
" <td>1.000000</td>\n",
" <td>0.223310</td>\n",
" <td>0.110302</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MSPS</th>\n",
" <td>-0.054991</td>\n",
" <td>0.223310</td>\n",
" <td>1.000000</td>\n",
" <td>0.140911</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MSPMW</th>\n",
" <td>-0.031484</td>\n",
" <td>0.110302</td>\n",
" <td>0.140911</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" MSPNE MSPW MSPS MSPMW\n",
"MSPNE 1.000000 -0.048689 -0.054991 -0.031484\n",
"MSPW -0.048689 1.000000 0.223310 0.110302\n",
"MSPS -0.054991 0.223310 1.000000 0.140911\n",
"MSPMW -0.031484 0.110302 0.140911 1.000000"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Quarterly correlations\n",
"df_log_diff.corr()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>MSPNE</th>\n",
" <th>MSPW</th>\n",
" <th>MSPS</th>\n",
" <th>MSPMW</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>MSPNE</th>\n",
" <td>1.000000</td>\n",
" <td>0.268387</td>\n",
" <td>0.309288</td>\n",
" <td>0.075963</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MSPW</th>\n",
" <td>0.268387</td>\n",
" <td>1.000000</td>\n",
" <td>0.410624</td>\n",
" <td>0.322667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MSPS</th>\n",
" <td>0.309288</td>\n",
" <td>0.410624</td>\n",
" <td>1.000000</td>\n",
" <td>0.257307</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MSPMW</th>\n",
" <td>0.075963</td>\n",
" <td>0.322667</td>\n",
" <td>0.257307</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" MSPNE MSPW MSPS MSPMW\n",
"MSPNE 1.000000 0.268387 0.309288 0.075963\n",
"MSPW 0.268387 1.000000 0.410624 0.322667\n",
"MSPS 0.309288 0.410624 1.000000 0.257307\n",
"MSPMW 0.075963 0.322667 0.257307 1.000000"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Annual correlations\n",
"# (obviously they're correlated-- line go up)\n",
"df_log_diff.groupby(df_log_diff.index.year).sum().corr()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 500x900 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(4, 1, figsize=(5, 9), dpi=100)\n",
"\n",
"get_data = lambda s: [s]\n",
"\n",
"for i, c in enumerate(df.columns):\n",
" # sm.graphics.tsa.plot_pacf(df_log_diff[c], ax=axes[i], color=colors[i])\n",
" df_log_diff[c].plot.line(ax=axes[i], linewidth=1, color=colors[i])\n",
" axes[i].set_title(f'Median home sale prices in {names[c]} Census region', size=10)\n",
"\n",
"fig.text(0.5, -0.02, \"Source: FRED; author's calculations.\", size=10, color=\"#888\")\n",
"fig.suptitle('Monthly log first diffs')\n",
"fig.tight_layout()\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, \"Source: FRED; author's calculations.\")"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(6, 6), dpi=100)\n",
"\n",
"_d = df_log_diff.groupby(df_log_diff.index.month).mean()\n",
"# Geometric mean, technically\n",
"_d = (np.exp(_d) - 1) * 100\n",
"_d.index = ['1st', '2nd', '3rd', '4th']\n",
"_d.columns = [names[i] for i in _d.columns]\n",
"_d.plot.bar(ax=ax, label=names)\n",
"ax.set_xlabel('Quarter')\n",
"ax.set_ylabel('Quarterly average rate of change in median sale price')\n",
"ax.yaxis.set_major_formatter(mpl.ticker.PercentFormatter(decimals=1))\n",
"ax.set_title('Seasonality in housing price movements\\n(1980-present)')\n",
"fig.text(0.5, 0, \"Source: FRED; author's calculations.\", size=10, color='#888')"
]
},
{
"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": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment