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@bzhr
Created March 25, 2015 17:37
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Line Plot, Stacked Bar and Heatmap
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"from pandas import DataFrame, Series\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import datetime as dt\n",
"sns.set(style=\"darkgrid\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"periods = pd.period_range('1986-01-01', periods=107, freq='Q')\n",
"tstamp = pd.to_datetime(pd.Series(periods))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"private_assets = pd.read_csv('/Users/bozhidarhristov/Documents/Magisterska/Data/Private_Assets.csv', header=None)\n",
"private_assets.index = tstamp"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"public_assets = pd.read_csv('/Users/bozhidarhristov/Documents/Magisterska/Data/Public_Assets.csv', header=None)\n",
"public_assets.index = tstamp\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"safe_assets = pd.read_csv('/Users/bozhidarhristov/Documents/Magisterska/Data/SafeAssets.csv')\n",
"safe_assets.index = tstamp"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.figure.Figure at 0x10875fc90>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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],
"text/plain": [
"<matplotlib.figure.Figure at 0x108780450>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(); safe_assets.plot();\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Stock of Safe Assets')\n",
"plt.title('Public, Private and The Sum of all Safe Assets in the U.S. Economy')\n",
"plt.tight_layout()\n",
"#plt.savefig('SafeAssets.png')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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],
"text/plain": [
"<matplotlib.figure.Figure at 0x108a4ce10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"public_private = resampled[['Private','Public']]\n",
"public_private.plot(kind='bar', stacked=True)\n",
"plt.xlabel('Year')\n",
"plt.ylabel('Stock of Safe Assets')\n",
"plt.title('Public vs. Private Safe Assets in the U.S. Economy')\n",
"plt.tight_layout()\n",
"#plt.savefig('SafeAssets_yearly_barplot.png')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"resampled = safe_assets.resample(rule='A', how='last', closed='left')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"data = pd.read_csv('/Users/bozhidarhristov/SafeAssetsHeatmap.csv', index_col=0)\n",
"data.index = tstamp\n",
"hmdata = data.resample(rule='A', how='last', closed='left')\n",
"cols = data.columns\n",
"yticks = hmdata.index\n",
"hmdata.to_csv('SAHeatmapYearly.csv')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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],
"text/plain": [
"<matplotlib.figure.Figure at 0x108676c10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(10, 30))\n",
"cmap = sns.diverging_palette(220, 10, as_cmap=True)\n",
"ticksx = plt.xticks(fontsize = 16, fontweight='bold')\n",
"#ticksy = plt.yticks(fontsize = 16, fontweight='bold')\n",
"title = plt.title('Differenced Safe Assets Heatmap. Red Values Indicate Increase, Blue Values Indicate Decrease', fontsize = 18, fontweight='bold')\n",
"\n",
"heatmap = sns.heatmap(hmdata, annot=False, ax=ax, square=True, cmap=cmap, yticklabels=True, cbar=False, xticklabels=False)\n",
"plt.tight_layout()\n",
"#plt.savefig('safeassetsheatmap.png')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.9"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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