662 lines
238 KiB
Plaintext
662 lines
238 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Time Series Data\n",
|
|
"> Date can be set as ```index``` in Pandas. \n",
|
|
"> When **index** is date, ```parse_dates=True``` allows Python to parse the index as date. "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"%matplotlib inline\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"mcdon = pd.read_csv('mcdonalds.csv',index_col='Date',parse_dates=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"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>Adj. Close</th>\n",
|
|
" <th>Adj. Volume</th>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Date</th>\n",
|
|
" <th></th>\n",
|
|
" <th></th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>1970-01-02</th>\n",
|
|
" <td>0.209761</td>\n",
|
|
" <td>2825604.0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1970-01-05</th>\n",
|
|
" <td>0.213316</td>\n",
|
|
" <td>2210449.5</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1970-01-06</th>\n",
|
|
" <td>0.214501</td>\n",
|
|
" <td>1951168.5</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1970-01-07</th>\n",
|
|
" <td>0.213316</td>\n",
|
|
" <td>2728768.5</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1970-01-08</th>\n",
|
|
" <td>0.213316</td>\n",
|
|
" <td>2242404.0</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Adj. Close Adj. Volume\n",
|
|
"Date \n",
|
|
"1970-01-02 0.209761 2825604.0\n",
|
|
"1970-01-05 0.213316 2210449.5\n",
|
|
"1970-01-06 0.214501 1951168.5\n",
|
|
"1970-01-07 0.213316 2728768.5\n",
|
|
"1970-01-08 0.213316 2242404.0"
|
|
]
|
|
},
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"mcdon.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 37,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"ename": "AttributeError",
|
|
"evalue": "'AxesSubplot' object has no attribute 'xlabel'",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
|
|
"\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)",
|
|
"\u001b[1;32m<ipython-input-37-1bcfa99c7895>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0maxes\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmcdon\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Adj. Close'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mcolor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'blue'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[0maxes\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxlabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Date'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 5\u001b[0m \u001b[0maxes\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Adj. Close'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[0maxes\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_title\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Adj. Close'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
|
|
"\u001b[1;31mAttributeError\u001b[0m: 'AxesSubplot' object has no attribute 'xlabel'"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 576x144 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, axes = plt.subplots(1,2,figsize=(8,2))\n",
|
|
"\n",
|
|
"axes[0].plot(mcdon['Adj. Close'],color='blue')\n",
|
|
"axes[0].set_xlabel('Date')\n",
|
|
"axes[0].set_ylabel('Adj. Close')\n",
|
|
"axes[0].set_title('Adj. Close')\n",
|
|
"\n",
|
|
"axes[1].plot(mcdon['Adj. Volume']/1000000,color='red')\n",
|
|
"axes[1].set_xlabel('Date')\n",
|
|
"axes[1].set_ylabel('Adj. Volume')\n",
|
|
"axes[1].set_title('Adj. Volume (in Million)')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 39,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, 'Mcdonalds')"
|
|
]
|
|
},
|
|
"execution_count": 39,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 576x216 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(8,3))\n",
|
|
"\n",
|
|
"plt.plot(mcdon['Adj. Close'],color='blue')\n",
|
|
"plt.ylabel('Close Price')\n",
|
|
"plt.xlabel('Overwrite Date Index')\n",
|
|
"plt.title('Mcdonalds')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 40,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x19ae89f5f60>"
|
|
]
|
|
},
|
|
"execution_count": 40,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 576x216 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"mcdon['Adj. Close'].plot(figsize=(8,3),title='Adjusted Close (McDonalds)')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Formatting\n",
|
|
"> Date format: yyyy-mm-dd \n",
|
|
"> Format the date: https://help.plot.ly/date-format-and-time-series/ \n",
|
|
"> Color and Style: ```ls``` can be dashed '--', solid '-' and dashed-dot '-.'. \n",
|
|
"> Subsets can be done by ```xlim``` and ```ylim```. "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 56,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x19aea92afd0>"
|
|
]
|
|
},
|
|
"execution_count": 56,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"mcdon['Adj. Close'].plot(xlim=['2007-10-01','2008-12-01'],ylim=[35,50],ls='--',c='r')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## X Ticks\n",
|
|
"\n",
|
|
"This is where you will need the power of matplotlib to do heavy lifting if you want some serious customization!"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"import pandas as pd\n",
|
|
"import matplotlib.pyplot as plt \n",
|
|
"import matplotlib.dates as dates"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"idx = mcdon.loc['2007-01-01':'2007-05-01'].index\n",
|
|
"stock = mcdon.loc['2007-01-01':'2007-05-01']['Adj. Close']"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 60,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"DatetimeIndex(['2007-04-25', '2007-04-26', '2007-04-27', '2007-04-30',\n",
|
|
" '2007-05-01'],\n",
|
|
" dtype='datetime64[ns]', name='Date', freq=None)"
|
|
]
|
|
},
|
|
"execution_count": 60,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"idx[-5:]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Date\n",
|
|
"2007-01-03 31.662754\n",
|
|
"2007-01-04 31.424580\n",
|
|
"2007-01-05 31.424580\n",
|
|
"2007-01-08 31.547276\n",
|
|
"2007-01-09 31.605015\n",
|
|
"Name: Adj. Close, dtype: float64"
|
|
]
|
|
},
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"stock.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
" ## Overlapping Dates"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 81,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAD4CAYAAADrRI2NAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3deZwcVbn/8c/JZCdAEhIgQDLDKv5eaFjmBhcWA0E2BUW8LONFUQiLXlQuCNfoZfGOCgoCgheDLIGMV9llERCRCIgQBkjCptcA2VmSkECSyTYzz++PU+309PQ6XdVV3f19v179mpnqrupnqrufqn7OqXOcmSEiIvVjQNwBiIhIZSnxi4jUGSV+EZE6o8QvIlJnlPhFROrMwEo+2ZgxY6ypqamSTykiUvWef/75FWY2NqztVTTxNzU10d7eXsmnFBGpes65hWFuT6UeEZE6o8QvIlJnlPhFROqMEr+ISJ1R4hcRqTNK/CIiRWprg6YmGDDA/2xrizui/qlod04RkWrV1gZTp0JHh/974UL/N0BLS3xx9YfO+EVEijBtWk/ST+no8MurjRK/iEgRFi0qbTkktzSkxC8iUoQJE0pbnioNLVwIZj2loSQkfyV+EZEitLbC8OG9lw0f7pdnk+TSkBK/iEgRWlrgkENgxAj/9/bbw/TpuRt2+1MaqhQlfhGpGVHX1LfdFo49FrbcEi6+OH9vnlJLQ5Wk7pwiUhMq0d3yxhv9z40bYciQ/I9tbe0dD+QvDVWSzvhFpCZUsqZ+552Fv1m0tPhS0NhgFP3GxvyloUpyZlaxJ2tubjaNxy8iURgwwPeeyeQcdHeXv/1nnoHzzoPPfhYuuQTWr++5b/jwaJO6c+55M2sOa3s64xeRmpCrdm4WTr2/sxMGDoSf/7x30of83yxWr85+QIqTEr+I1IRs3S1TwuhDf8ABMGsWLFuW/f5svXXMfO+fCy/s//NGQYlfRGpCqqaeK/mHVe8vpbdOVxf8+Mfwmc+U/7xhUuIXkZrR0gLr1vm6fjYLF/b/rP8zn4Hzzy/tQq6BA+Fb34IDD+zfc0ZFiV9Eak6+vvL9LfnsvDPssEPPN4vGRn+AGT0afvnL7A2769bBihXhNC6HSb16RKRmdHT4BLz77nDddX27d6Y0NsKCBdHH8+tf+3heew323LP/21GvHhGRHNasgfnzYd99/Vl5LmEOm7BhA9x1l+/1k2m//eDqq2H8+PCeLwxK/CJSM7bbDl56CU480Z9pNzZmf1ypwybcfnvubwkPPwzHHw9//GPf+z70ITjnHNhii9KeL2pK/CJSs0odUTPbWD9tbT55L1oEBx3Ut33gqKPgD3+Aww7ru73Fi32NP2lU4xeRmnHvvXDzzTBjBowc6Ze1tflunIsWwVZb+dp/tobYzLF+AAYN8g24mzb1LCvlKt0pU/z2nn66vP9LNX4RkRzWrvXlmPSz/JYWv+zii32/+uOOy75utrF+Nm/unfQh+/UAmzfDZZfB3Xf3Xn7BBfC97/XjH4mYzvhFpC50dPgRNRsast+fa6yfbDLH/zGDvfaCyZPh2mvLj7Xv84V7xl9wWGbn3FDgCWBI8Pg7zewi59wtwMHA+8FDv2Jmc8IKTEQkTLmu6E2ZMMFf4FWMzMZh5+DZZ3smaQHfy+fll2GXXXyJKUmKKfVsBA4xs4nA3sARzrmPBfedb2Z7BzclfRGJ1dSp8N3v5r7/yivhZz/rvayzE558Mv9YP+lyNQ6nkn7qW8OyZbDPPr5HUNIUTPzmrQ3+HBTcEjbWnIiIT7r5yjV//jM89VTvZVddBQcfDB/9qG+03WabvuulhoAoNKb+tdf6vvvd3f6K3rvu8g28SVNUjd851wA8D+wGXGdmFwSlno/jvxE8BlxoZhuzrDsVmAowYcKE/RYW+11KRCRk3d2+lp+uowPuuacnmTc1ZS/5FHO17x13wH33+QPA1luHEbEXdo2/pMZd59xI4B7g34GVwNvAYGA68LqZXZpvfTXuikic0rt2brut74nz5S/3fkxYE7osWuT78E+cmLtBuVixduc0s9XALOAIM3srKANtBG4GJoUVlIhIqRYv9mWWP/wh+/1tbXD66f5s3gzeeQdOO63vBVlhTJK+ZAn84hfQ3Jy8SVigiMTvnBsbnOnjnBsGTAH+5pwbFyxzwOeAl6MMVEQkn82b/aQnuRpop03rO3NWZ2ffPvmlXu2bac4cf5AYMcKXfQYW7DtZecWENA6YEdT5BwC3m9kDzrk/OefGAg6YA5wZYZwiInntsgs8+GDu+3MNzJa5PFXrT5WEJkzwSb/Y+XQ/+lH413+F66/3PXtKXb8SdAGXiNSFchptS5Ft6IdyJ2PXkA0iIllcc40fjrmrK/v95ZZwipVt6Iewpn0MixK/iNSEMWNgjz1y96DJnDmrUJ/8/iq2pBQnlXpEREIURUlJpR4RkQSrVEmpHEr8IlL12tpg6FBfwklNoBKXSpWUypHAHqYiIsVL9aLZGAwYs3Ch/xviS7YtLclK9Jl0xi8iVa0aetEkjRK/iFS1auhFkzRK/CJS1bbfPvvyUsbWqTdK/CJS1S6/HAYP7r0sab1okkaJX0Sq2pe+BDfdlOxeNEmjXj0iUpXM4IQT/IBoSe9FkzQ64xeRqrRyJbz5Jrz/ftyRVB+d8YtIVRozBmbPTuZEJ0mnM34RqTpz5sC6db6mnzmHrhSmXSYiVWXTJjj6aN+oK/2jUo+IVJXBg+G3v4Vhw+KOpHop8YtI1TnggLgjqG4q9YhI4rW1+VE3nYORI+MdfbMW6IxfRBItcw7b99+Pf/TNaqczfhFJNI2+GT4lfhFJNI2+GT4lfhFJtFyjbGr0zf5T4heRRKuGOWyrjRK/iCRaNcxhW23Uq0dEEu/EE/2toSHuSGqDzvhFJPGefdZfsfvHP8YdSW1Q4heRxBs3znff3H33uCOpDSr1iEji7bwzXHpp3FHUDp3xi0jidXRAZ2fcUdQOJX4RSbzvfQ9GjYo7itqhUo+IJN5RR+mCrTAp8YtI4k2Z4m8SDpV6RCTxli+HjRvjjqJ2FEz8zrmhzrnZzrm5zrlXnHOXZNz/c+fc2uhCFJF6t99+cMYZcUdRO4op9WwEDjGztc65QcBTzrmHzOwZ51wzMDLaEEWk3l1yCYwfH3cUtaNg4jczA1Jn9IOCmznnGoCfACcDn48sQhGpe6eeGncEtaWoGr9zrsE5Nwd4F3jUzJ4FvgHcZ2ZvRRmgiNS3jRv92PubNsUdSe0oKvGbWZeZ7Q3sBExyzh0EfBH4eaF1nXNTnXPtzrn25cuXlxetiNSduXP9iJyPPBJ3JLWjpF49ZrYamAVMBnYD5jvnFgDDnXPzc6wz3cyazax57NixZYYrIvWmsRFuuAH22SfuSGpHwRq/c24ssNnMVjvnhgFTgMvMbPu0x6w1s90ijFNE6tR228Fpp8UdRW0pplfPOGBG0Jg7ALjdzB6INiwREe+dd/xYPU1NfiIWKV8xvXrmAXm/ZJnZiNAiEhFJc+WVcNVVsGFD3JHUDg3ZICKJdvLJvr6vs/3wKPGLSKJNnOhvEh6N1SMiifbyy7B0adxR1BYlfhFJtM99Ds4/P+4oaotKPSKSaNdfD1ttFXcUtUWJX0QSTePwh0+lHhFJrI4OeOopWLUq7khqixK/iCRSWxvsthsceCDssYf/W8KhUo+IJE5bG0yd6s/4AVas8H8DtLTEF1et0Bm/iCTOtGk9ST+lo8Mvl/Ip8YtI4ixaVNpyKY0Sv4jEpq3ND742YID/marjT5iQ/fG5lktpVOMXkVhk1vEXLuyp47e29r4PYPhwv1zKp8QvIrHIVcf/5jdhiy387w0N0NXlJ2NpbVXDbliU+EUkFrnq9StX+hv4pJ8601fSD49q/CISi2Lr9erNEz4lfhGJxSWX+LP5Yqg3T7iU+EWk4sz8rFqHHurr94WoN0+4VOMXkYrbuBGOOMLPrLV5M5x+Oqxfn/2x6s0TPiV+Eam4oUPhRz/yvzc15U766s0TDSV+EamoV1+FtWth0iT/d676vXOwYEHFwqorqvGLSEW1tvoyT+osX1fpVp4Sv4hU1PXXw/33w7Bh/u/W1r69e1TXj5YSv4hU1JZbwic/2fN3SwtMn+7r+c75n9Onq64fJSV+EamIZcv8NIrz5vW9r6XF1/O7u/1PJf1oKfFL4uUawVGqyxtvwOuvw4gRcUciSvySaKkRHBcu9Bf9LFwI//ZvviSgg0B1OeAAn/h32SXuSESJXxIpdZb/pS/1HcHRzP9MDeOr5J98b7zhyzgDlHESQS+DJE76WX4hGsAr+TZsgE98As46K+5IJEUXcEniZBunPR8N4JVsAwfCFVfArrvGHYmkKPFL4pSayMePjyYOCcfAgeqlkzQq9Uji5Lti07m+yw4+OLpYpDyPPgo33QSdnXFHIumU+CVxcl3JOXMm3HZb7wt9zjkHfvWreOKUwtra/GBs2Q7YEh8lfkmUtraeGn9Dg1+WfiVn5oU+V18NgwfDunWw774wbpz6+8ct/bqLxx/3c+imXktJBtX4JTFSvXlSDbulzLc6fTrMmdO3qyeovlxJma/hokVwwQUwapRehyRxlvqk5HqAc0OBJ4Ah+APFnWZ2kXPuRqAZcMD/AV8xs7X5ttXc3Gzt7e2hBC61p6kpexfOxsbCw/OWs66ER69DNJxzz5tZc2jbKyLxO2ALM1vrnBsEPAV8E3jVzD4IHnMl8K6Z/TjftpT4JZ8BA3rO2NM550s7Ua0r4dHrEI2wE3/BGr95qTP5QcHN0pK+A4YB+Y8gIgWMGZN9eTHjsmtM92TQ61Adimrcdc41OOfmAO8Cj5rZs8Hym4G3gT2Bn+dYd6pzrt051758+fKQwpZas25d7wbdlGLHZdeY7smg16E6FJX4zazLzPYGdgImOef2CpafCuwAvAackGPd6WbWbGbNY8eODSlsqTVbbAEvvABXXdW/cdk1pnsypF6H1Jg8eh2SqWCNv88Kzl0ErDOzn6YtOxg438w+k29d1fglm0WLwisFrF3ru3gedljPnK5SWV1dcOmlfv8ffXTc0dSGitf4nXNjnXMjg9+HAVOAvzvndguWOeCzwN/CCkrqx9y5sPvuMGNGONvr7obvfQ+efjqc7UnpGhrgkkuU9JOsmH7844AZzrkG/IHiduBB4Enn3Fb47pxzAY29JyXbYw/4znfgs58NZ3tbbgkbN/qLuiQe69bBkCF+jB5JppJLPeVQqUfSmelS/lo0bRr87GfwwQdK/mGpeKlHJApPPAH771/cmPuluvpqDdcQpylTfKlHST+59NJILNat87XgbbYJf9u33OJLSOpJEo/Jk/1NkkuJX2Jx5JFwxBHRlHpeeEElpLh0d/teWuPHa2C2JFOpRyrq4Yfh1lujre8r6cdn8WLYeWe48ca4I5F8lPilIlJD9R55JJx2mk/+UbnrLt+lUypvq638BVsq9SSbEr9ELnPy9M2b4eyzo2uA/etf4de/jmbb0lv62PtNTfD738Ppp/trMyS51J1TIqehemtT5tj76Robi5tHQYqj7pxSdXJNnl7qpOqSLKmZ0rJJTYSjbrXJpMQvkav0UL3PPQdnnAHvvhvN9sUrdODu6PAHB0keJX6JXKWH6n3rLfjd72Dlymi2L14xB259q0smJX6J3GGH+dEaJ0yozJDJxxwDb78NH/5wNNuvZpmNseWUYrId0DNpApZk0gVcErm2NjjvPFi6FHbYIe5o6ldmY2y5E9K3tMCyZX6QPfAH9fS+IpqAJbl0xi+R+/znfb/9SiX9996Dr34VZs2qzPMlSa4z+jffhAsu6NsY29EBX/5y3zP/Yr8ZnHACXHghzJ8Pt92miXCqhplV7LbffvuZ1LaZM80aG82c8z9nzqx8DCtXmu24o9mtt1b+ueM0c6bZ8OFm/rzb34YPN7vpJrMhQ3ovz7wNH97zWuXaThyvpXhAu4WYi9WPX0KTrV936uv/+PHwox/pDDBK+a6XuOIKOOccX5rJJXVdRSnXXSxbBttv3zPVokRD/fglsbL1606dVyxerH7dUct3vcQXvgCXX56/MTa1finXXeyzD5x5ZmlxSvyU+CU0SerX/e1vwzXXVOa5kqLQ9RKpidBzjZqZelyx1110d/tvcSefXHqsEi8lfglFW1txX/cr1a/71VejmeQlyVpb/ZSH6TJ71rS0+PmN811XccEFfbc9fDiccgps2tSzbMAA34j+qU+FEr5UkBJ/icrtBx1mP+qkSNX2u7oKP7ZS/bofecTXtetJS4uf+WrrrfP3rEmd+Wf2wAH/nvz61/02Ro3qub+1FX78Y7/9lDffzN9mIAkWZktxoVu19+rJ1dvhrLOK68lSq70lGhvz9xippf+1Fv3wh2YjRhR+ve64w2z1av97+ns5rt5b9YSQe/Uo8ZcgV4JzrrgEl2v9xsYK/yMhy/z/M/+3OLp2Xnut2amnVu75kmLRIrNNm4p//MyZZg0N+V+/TLfeajZwoA7qlRR24leppwS56tOW0SM2VyNmEkepDKP0tNNO2Zenuv91d/uflezKuXKl70lUb5qb4ayzin/8tGn5S3TZ3psXXACdnb2XaUC26qLEX4JS6tPZPjCVHqWykPQJUsz8zy99CcaMKe4AkDpoZEuwcV+u/1//BY8+Gt/zx8EMfvIT3whbrEInHdnem2+/3b9tSXIo8ZegtRUGD+69LNf8rtk+MJUepbKQXOOpr1xZuM995qxa0LMvdLl+PJzzSf+gg4pfJ99JR673ZtJOYKQfwqwbFbpVe43fzOz73zfbYgtft95xR7PTTzcbNqz4eucnPuHro3EOaZCSrzZfqO0h6e0Vjz5qNmWK2dtvxxdDpYeveOstszfeMOvqKn6dbB0OwGybbeqvk0KSocbdZGhv93vv9tvNDjrIf7hTH/CLLzbr7s6+3pVX+vV22KGi4WZVqDeOc7nXzXXQyLdOJT30kNnHP262YEE8zx9Hcrz4Yr//168vbb3+HKCSMCZTPVHij9G775qtWOF/7+w0O/lkf9bvnNnYsf7N//vf+7167725t/Paa2YvvliZmPPJdbaX7+y9u9vs9deTf8Yft0rsn8zke/nlZm1t4W1fkiPsxK8af5Ha2mD33X3D54QJ8O//Dvfe68eYN4Ply33Ne8UKuP56+PSn+26js9M/ds89Ye+9K/8/ZDrsMB/rNtv0vW/4cDjqqL49fn7wAx/7f/xHstorkibqHlzZGuYvvrhvDzORrMI8ihS6VesZf7Yz41yljnxndLff7i+UmT3b7O67fZ/rqOLN9zU8dT+YDRrk/05fNmSIvygtW6niZz8zu+IK/40nyV/3ly41+9Sn/DewOER9xp9r+zvtFM72JVlQqad8pSasYq9MTa9xP/202ZFHmq1b17Od9nazc84xmzvXP/aWW6L53/LVlgvdP3262fnnm02YEG3iitqKFWYHHmj2wAPxPH/UNf58DfNJOgBLOJT4y9SfD2Sh3i/ZEuOTT5rtvLPZSy/13d6mTWbPP2/2wQfh/2+5rsIcOdI/ptgz0aQ33hYS97eRri7/nBMmRBNDvpMR9bCpPUr8ZerPV/Dtt8+dBPN94DZv7r2dFSty9/YpV6GGWvCPKyahd3ebjR9f+n5KiiR0NzzjDLMTT4zv9a6G10mKF3bir7vG3VIa3cz8z5/+NHtD5pln5p9jdOBAfzn8c8/B5s0wbhxcdJG/789/hrvvLv//Scl1MVZKY6P/WczFNwceCGPHwtChvR9TLY232fZFpYcUGD/eN4g7568ivu22cLe/774wenTu+3UVreQV5lGk0K2azvjXrzc7/PCeOnx/Swff/a7Z4MFm//iH2dVX+9q/mdkXv2i2++7h/E9m+ctRpc6nesMN/u+jjur5NpC0xtt8klammjjR7OtfD3eb7e1mhx7quxPrjL/2UelSDzAUmA3MBV4BLgmWtwF/B14GbgIGFdpWEhJ/sWWAtWvNPv1psxkzynu+RYt8g25mrXfpUrPly8vbtlnv3jjZbg0NuXv1FOr145wvc1VLwk+J8xqDlSvNnnoq+udJSUJZS6IXR+J3wIjg90HAs8DHgKOC+xzwv8BZhbaVhMT/6qtml13mu72B2bhxvT8kXV1mGzf638Ooz0b5wSxU5+3P89RCIonzf/jv//bPN39+NNvP1mAcd0O2RK/iib/Xg2E48AKwf8bybwOthdZPQuJvaTEbPbpvw2vK2Wf7bpiljGmeT77+1ldfXd6QAvnO9PubAGrlityZM/3rDD5RVioZrltn9rvf9V42Y4bZueeWv+1aOChL/8SS+IEGYA6wFrgs475BwcHgwBzrTgXagfYJEyZEu3fySD8r2nbbng/L4sVma9b0PG76dLMLLwyvN0a+ejP4WY2i2HaSthmXe+4xO+kkX7aL0/nnm+27b/nbqZWDspQu7jP+kcDjwF5py24Aripm/bjO+HOdKR1/fO8z8CjOnHJ9WCdM8GP/lHOAiSIRKLn0z/r1ZsccE219v5YOylKasBN/Sd05zWw1MAs4AsA5dxEwFji3lO1UWq7ufXfd1fP3kiVw2mnhT36eawz+H/7Qd5nMNZ5/Odsup8tl0uYMqBZvvAEvvQQbN0b3HBoHX8JSMPE758Y650YGvw8DpgB/c86dBhwOnGRm3dGGWZ5ip0zcsCH8vt4tLb5/f2Z/f+hJ/P2d8jDXtsuZACWKbcZl1SrYddee/R2F1Cxke+3lr9l4662+j3n2WTjpJFi2rLznam2t3msrJGEKfSUAPgq8CMzDd938r2B5J/A6vvY/J7U83y2uUk9/xtqJUpiNdIsXm/3nf/rrBKS3ri4/dHZUA7UV+zo+8oi/ZuPVV8t/zv/5H7NRo9SDp96gIRtKF9bommEJs47+2GN+Rq/UhWGSW9jdHtUeIpUSduKviyEbWlrg/PNh6617yhdnnhlfLTvMsdoPOQTWr4dJk8qLqdZlG7++0LzChUQ95n428+bBe+9Ft32pD3WR+MEn/fXrfaPuggXwi1/EV8sOu5Fu4EBoaOh/PLXsG9+AiROjGb+n2NdxzRr44hfhvvv6/1wpRx8N55xT/nakvtVN4v/2t+GDD3o3jrW0+INAd7f/WakGzDB7zvzoR9E2Xla7j30Mjj02mrPz1lYYNqz3smyv4+DB8PLLvrG5HGZw001K/FI+Z5ldWyLU3Nxs7e3tFXu+JGtrg+9+FxYv9meIra39O/BMngw77BB+N9Ra09TkyzuZGhv9Qb+/Jk+GJ57wSbmc11EkH+fc82bWHNr26iHxr1vn67lnnw2f/GTFnz5yZuVdD1DrzGDmTDjjDF/uSxk+vPzy3ty5/oByzDHlx1nIvHk97Tl6vetL2Im/Lko9y5bBU0/5CdGTZNUqP2n5X/5S3naUBHJ77jlfjtluO7jhhvDbdCZOLC7pn3tu+deI/OQn8IUv6PWW8iU+8acukBkwoP8XOu2+uz8rO/bYsKMrjxn88pfw2mv9W/+vf4VTToGlS8ONq5ZMmOBr4jvtBB/+sL+Y6u234Te/KT/pr1kDjz3m244Kef/94h6XTeoz0NYGnZ0q60n5BsYdQD6pLnip3hipLnjQvw9t0s6URo+GtWv7v/6yZTBrFgwaFFpINWe77eDyy/3vO+8M//IvMGaMf2+tWuVPKPqrvR2mTIE//AEOOyz/Y2+8sX/PkfkZeOed8j4DIpDwGn8YDXJtbXDWWf7srLFRjW/1yMwnzhde8GWfIUN8X/gDDywv8X/wgS8lNTf77sJRiKpRWqpLXdX4y+2ClzpbWrPG/x3GRTtha2311xSUKowSWL3Yf3844QSf6Jub4SMfgYMPLi/pA2y1FRx6aHFJ/+abfQ+gUsVxkZjUvkQn/nIvdErCpNuFPP64rzuXIoqrUGvZWWfBhz4ETz7Zs+zpp30bSTkeeMD36imGc/4iu82bS3sOjcgpkQhz/IdCt1LH6unvYGaF5qGt9vHLNUZM6Y47zmzXXXv+/shH/GTy5Rg3zuwrXylvG4X84hdmw4aV/hmQ2kI9jdWTOUTwttsW7oKXfjacS7WfLenrf/Ha2vz75557/PUcqW9FJ53kz9bLKZU9/TR8//uhhtvHo4/Cllv692y1D5MtCRLmUaTQrZzROc8+22zEiMJz4RYagjlpZ0u332526qmlraMz/uLk+sZ41lnlDYvdn1E+X3zRbNIks9mzS1v/uefMbrutuLikdlGvwzL/4x9mL79ceKrCXMMtpxJjkpK+mdnll5vtsYcfO75YM2eaDR6c7ANaEuQ6QDY09P/A2d/y49/+Znb44WaXXlrc+mHN+Sy1IezEn+junP2x3Xbw7rt9l9da97epU+G22/xUfxojJrsBA/rOspaPc37AvnzK7V5Z7PrnnAOjRsEllxTeptS+uurOmemii2CbbfwHdODAnmkLv/MdnwQBrryyPuaMnT7dj9tS6ZFFq0mutpxcQ1gX0/ZTbvtKMet3d/suyOVc3CeSV5hfHwrdyin1zJzpZ5rK9hV9wACzXXbpKZeEPdNSlF56yez4481eeSXuSGpPFDX+ctpX9t/fbOTI4tcvpfwntY166tWTbto0P05JNt3dvn906oKcuMbZ749Nm+CVV/xYLsVatcqXBu64I7q4akGuieNTk/CkzvBHjSq+p0x/51Joa4OXXoLVq7MPHbJihR9KYsAAP65QW1v5F5iJ5BTmUaTQrZwz/nyNtrXQN78US5eatbSYPfFE3JFUvyOPNDvttNLW+elPe5+pF3NdSeY3jEI3NdZLOuq1cTdXo1hKrTXeSmV0dfVv2soNG3yKzpyBK5tC791c9J6WlLpt3M32FTulmhtvzeC44+CWW0pbR8KRSvql7tOhQ4tL+tD/C+t0QZ5EpWoSf3q9Fno+sNV+JaNzfqjdUmr8J54IRx4ZXUz15tJL/dy8xfrVr+C664p/fH+vFK/2K8wluRI9Hn+mlpbqTfD5lDoD18EH++EHJBxNTX7Uzk2b/MTohdx/v+9u+fWvF7f91tbeY+qDn0PBOf+c2VTzt1hJvqqp8YskSWenv5akWG1tvmfaokU9F9xBz7LRo/3f772nC/KkL022XoMuusjPpnXDDYUfm+rSWkrSkeKkkidxGQAAAAt4SURBVLJI0tRt424t6+zM/ZU/XVsb7LCDLxOMG6fx98N0882+veiNN/I/bt48+NrX4M03KxOXSBSU+BOgtRVmzMj/mNRw08uX+7/ffluTr4RpyhQ/3Eeh2bQWL4YHHyw8po9IkqnUUyU096pI/VKppwbde6+fF3b16tyP0eQr0du0CX7/e/9tSqSWKfEnwJAhfryYjRtzP2b8+OzL1RgZngUL4Oij4fbbe5alT2o/Zoy/cCs1KqzKbFKtlPgT4Mgj4eGH/VwCufzwh32vFFVf73DtsQf86U9wxhn+78xJ7Veu7Dk4a4J7qWZK/AnX0QFXXeWv1r3hhr4jTaqvd7gmT/bfwMD3sU+/6CpTR4d/jEi1UeJPgGuv9VeMZpv4+8474dxz4Zlnqmu46WrV2QnXXAP33Vdc+4naWKQaFUz8zrmhzrnZzrm5zrlXnHOXBMu/4Zyb75wz59yY6EOtTW1tfgaxzZt9OSGzhHDKKfDii/DJT8YbZ71oaPDj9d9/f3HtJ2pjkWpUzPWfG4FDzGytc24Q8JRz7iHgL8ADwKwI46t506b5KRTTdXT4hL98OXzrWzBxYjyx1SPn/LerkSP9RV2nn+6Hbs5GbSxSrQqe8QfzAKRm/xwU3MzMXjSzBVEGVw9ylQq6u+G889R4GIcHH/Qlt699zb8OW23lDwjbbNMz57PaWKSaFVXjd841OOfmAO8Cj5rZs9GGVT/ylQq6utR4WGmZPXnMfN3/ttv89IgrVqiNRapfUYnfzLrMbG9gJ2CSc26vYp/AOTfVOdfunGtfnhpvQP4p3wQzoMbDSsvWk0e9d6TWlNSrx8xW42v6R5SwznQzazaz5rFjx5YYXu1LTTCTa/o/NR5Wlq6QlnpQTK+esc65kcHvw4ApwN+iDqyetLT4Qdoyz/zVeFh5uQ60OgBLLSnmjH8c8Lhzbh7wHL7G/4Bz7hzn3BJ8+Weec+5XUQZa69KnllTjYXyyld50AJZao9E5RTJkmy1LB2CJU9ijc2oeJ5EMtTq3s0iKhmwQEakzSvwiInVGiV9EpM4o8YuI1BklfhGROlPR7pzOueVAlinD+xgDrIg4nFIkLZ5Ckhav4skvafEUkrR4kxZPNuXG2GhmoQ19UNHEXyznXHuYfVbLlbR4CklavIonv6TFU0jS4k1aPNkkLUaVekRE6owSv4hInUlq4p8edwAZkhZPIUmLV/Hkl7R4CklavEmLJ5tExZjIGr+IiEQnqWf8IiISESV+EZF6Y2YFb8B44HHgNeAV4JvB8tHAo8A/gp+jguUOuAaYD8wD9g2WTwbmpN02AJ/L8ZxfDrb7D+DLactbgWVAZ4F4ngnumx/EkopnIfA60A2cEVI8i4G1BfbfAmAz0JUR78vB/7IGeAk4Lar9BwwHHgy2uw7frzi2/VdiPG8AS4C1GftnMbAqeP75wKIyX8+HgVeDeFblieeF4Od84MK0eJYGMRlwbDn7Jy2euUEc1wMNOd5fbwXvow0Z8b5O7/fXUUT4+UyLZ0Wwfqz7L+3++4CX8+S0Z/Bzir9G75z24yCmOcByfO4JO6fNAv6eto1tc6y/X/Aapj6TqVL9F4P/oRtoLiqnF5n4x6X9o1sC/wf8P+By4MJg+YXAZcHvRwEPBW+wjwHPZtnmaOA9YHiO+94Ifo4Kfk8dVD4GTAQ6CsSzGLgtiKEdP4mMA07Ef5Bmpe+kMuMZR/7EPy540cfhE1d6vHcA11Zi/+ET7eQgjknAk8Bxce2/EuO5LthPazP2zw+At0N8f20VxLMvcBfwlcx4gAZgJT4RDw7WfyKI5xTgRfyBfkwY8QQ/XRDPiTneX18LYn41I94/AudRoc9ncP9Xg+2/TJbPZyX3X3D/ccCv6Z34M3PaYuAL+OSentOeCvZflDltFkUkbGA28PEghoeAI4PlHwY+VOx2zKzoydbfMrMXgt/X4I+KO+KPyDOCh80APhf8fixwq3nPACOdc+MyNns88JCZZUxtDcDh+Jm+3jOzVfgj7xHB8z9jZnPxR7es8QTPtQGYZH7PrAbeD+L5DTAU/4YLK563cu+9f+6/GWmPS4/3qWBZ5PvPzDrM7PEgntn4s65tiGn/FRtPsI3/Bg7L3D/4M9ohIb6/Pghep5eC/3F9lngm4c/6JpvZJnyyWBrsn1vxB7TMWZT7HU/wmIFBPH16YwT770Z80unOiHdO8LCKfD6dcyPwif8/gtiy5YuK7b8gnnPx75/MfZae014AhuEP/Ok5bc+o91kxgufaysz+GrzvbyV4Pc3sNTP7e7Hbgn7U+J1zTcA+wLPAdqlkFvzcNnjYjvgjaMqSYFm6E4H/zfE0xayfL54d8SWJVDzD8S9q+vaGRBFPEVx6vMD7+DONR4CdnXPji3y+suIN5lH+LH7+5Nj3X4F4Cr2/hgNPOOfuDPZfWfE45x7Bf+1fg/+mk23/vJ4Wz2B6HwiX0DdxhRXPnTm2kTKI3u+vtcA38O+vJufcqELPV2a8PwCuADqC2JuId//1iiebtBjnAAMz3nNb4PffSUBLsP8yn6PcGAFuds7Ncc593znncqy/JM/6JSkp8QdHz7uAb6WdiWR9aJZl/zxTCY5eH8G/GUtev4h4sq0feTyFBPEOpXe89wNNZvZRfBvAjELPV268zrmB+Dfo9cBVxLz/iogn3/buB/6C/9D9kZ5vLP2Ox8wOx5cChuNr7IX2jyPP+yHEeIYAh+R6niDeCRnx/g+wK7A3/tvAFYWer7/xOuf2BnYzs3uCZQMo7vMZyf7LEk+2bf8zh+APkpk24vffk/jy1BXpz1FujMHPFjP7CHBgcPu3EtcvWdGJ3zk3CL+D2szs7mDxO6mvO8HPd4PlS/CNJyk74RtFUv4VuMfMNgfr7h8c7eY4544pYv2Uu4A24HfOuTnAUOfclcH6jWnxdOC/sqdvb1ME8RCs35C2/qXBstT+60zff8BgM9sY7L8l+AacqPffdPwZ16EJ2X+F4sn5/jKzlfgzn2XADcH+C+P17MJ/4N8FnkuL5zvB+qn7wCeHzRnb6wpx/2BmG/ANlMc658anrX9msM1B+CS/OuP9NcDMuvBn/8vwZZao3l8fB/Zzzi3AlzD3BLaOcf9lxrOHc25W+v7DfxNJz2mdGTntnWD/LcG3dU0KeZ9hZkuDn2vwbRGTsuSQJcE6fdbvFyuucdfha0pXZSz/Cb0bQi4Pfj+a3g0hszPWewZf38v1fKOBN/GNIKOC30dnxLO5QDyZjZPt6fGQ1hBSbjzBY/I17v5z/6U/Loi3NW3/3RPEEtn+w9c67yri9azI/ishngvxjYNrM/bP0an9A3w+iKVf8QAj8GfWLvjf/w58IzMefL19JfBLehonn8zYPwsIGifLjSd4zEDgt+nxZHl/3UTvBszM99efgN9E+f5Ki+cuYEW217NS+y/jMU0Z+6ZPTgsek9m4e11aTnst2H+h7bNgX6T+z0H4Ut6ZObbxXPDcqcbdozLun0XIvXoOwH+tmEdPl6Oj8A1xj+G7Jz1Gz4fZ4XthvI5vJEvv/dGE7x41oMBzfhXfbWk+cGra8svxZwqGP+t8O0c8s4MX6nV8b5BUPAvxZ0Ibg59/DiGeJfiv0UuAi/Psv01pP9uCeBcEsazBv/n3jGr/4c8SLHhOw5/Fp7o/Vnz/lRjPwuB5Uvt5dhDPu8HPufjueYeWEc92+A/X/CCeFeR+v6e6j74OTEvbP8uC/dIZ/P6bEOKZh++u93N8DTrX+2tz2vvrqiDet9LeXw/Rc2CL5POZEc+GOPdfgcSfmdNW4RvHNwdxvxPE+ttgH83DJ+sFYe4zfBvC82mv8dVk6bIbPLYZ31Mq9ZlMdef8PP4zkfpMPlIop2vIBhGROqMrd0VE6owSv4hInVHiFxGpM0r8IiJ1RolfRKTOKPGLiNQZJX4RkTrz/wHVhKgZWadQZgAAAABJRU5ErkJggg==\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = plt.subplots()\n",
|
|
"\n",
|
|
"ax.plot_date(idx, stock, xdate=True, fmt='o:b')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Fix the overlap!"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 83,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = plt.subplots()\n",
|
|
"\n",
|
|
"ax.plot_date(idx, stock, xdate=True, fmt='o:b')\n",
|
|
"fig.autofmt_xdate() # Auto fixes the overlap!\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Customize grid"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 85,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAD+CAYAAAAkukJzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO2deZgU5bX/P4cBgWFEFGFENrcrKhrFMYar1wVEwSQmGqMxGderYsxVcSExv2BQo8QlJBqNxihGiYxiovGaq7kxEkeNxrjMVSFRMMaAuIG4sa9zfn+81U7TU9VdPb3U293n8zz1zHRt/e23uuvUe855zyuqimEYhmFE0S1pAYZhGIbfmKEwDMMwsmKGwjAMw8iKGQrDMAwjK2YoDMMwjKx0T1pAsdl22211hx12yLnfqlWr6NOnT+kFxcQ3PbnwTa/pyY2PmqLwTatveqIoRGdbW9syVR0QulFVq2ppamrSOLS2tsbar1z4picXvuk1PbnxUVMUvmn1TU8UhegEXtCI+6q5ngzDMIysmKEwDMMwsmKGwjAMw8iKGQrDMAwjK2YoDMMwPKKlBXbYAbp1c39bWpJWVIXpsYZhGJVKSwtMnAirV7vXixa51wDNzcnpsh6FYRiGJ0yZ0mEkUqxe7dYniRkKwzAMT3jzzfzWp0i5q8aOPaQk7iozFIZhGJ4wbFh+66HDXbVoEajKp+6qYhoLMxSGYRieMG0a1Ndvvq6+3q2PohzuKjMUhmEYeVKqzKTmZrjhho4eRO/ecOut2QPZXXVX5YNlPRmGYeRBqTOTXn4ZVq2CRx+FHXeEnXfOvv+wYU5D2PpiYT0KwzCMPCi1q+eLX4SpU2HJEjjssNy9lmnTXM8jnVzuqnwxQ2EYhpEHpXb1HHEE9O+fHqAma4C6uRluuw2GDwcRZfjw3O6qfDFDYRiGkQdRLp1u3QqPVWzYAAsXwve+l1+v5YgjnMvqsceeYOHC4g/OM0NhGIaRB2GZSQCbNhWelvrKKy4usXhx+PaoXsvkybDXXl1/31yYoTAMw8iD5mbn2qmr67yt0FjFoEHwi1/A9tuHb4/qzZx6Klx1VdffNxdmKAzDMPJk2DBobw/ftmhR11NmBw50vZJrrunca+nVKzpAPWZMaWtBmaEwDMPIk1/8wsUkoujq6OhXX4X33uvotbgANfToAZMmRRuDV16BlSvze698MENhGIaRJzfdBNOnh8cqUnTFDXXKKXDyye7/5mYX2G5vh/Xr4eqrw49ZvhxGjoSf/zy/98oHG3BnGIaRJ1ttBeefDwMGOGMQNuAN8k+Z/dGPXA8ijPZ2eOcdGDJk8/U9esA998Dee7uxF6XAehSGYRh5csMN0NbW8dQ/fHj4fmHB57DyH6l1Y8a4HkWYy+q442D8eDeuIp3eveGEE2D33Qv7TNmwHoVhGEYerFrl4gVXXQVNTW7dtGmbl/WA8NHRYeU/TjvN9SLWr+9YF1YS5Mwz4ZNPnKFI73W88w589BHstltxP2c61qMwDMPIg/p6d2M+++yOdang8+DB7iY+dGj46Oiw8h8bNnQYiRRh8Y0JE+BrX+scRL/jDthzz87nKCbWozAMw8gDEejXr/P65ubcKar5xCzC9l21yvVKjj7apdKCMx677da53lMx8aJHISK9ROQ5EXlZRP4uIpcH6+8UkX+JyEvBsk/SWg3DqG1efBF+/GOXbRTGq6/C/feHb8unomvYvosXw1lnwQMPdKzbZRc49tj45+0KXhgKYB0wVlX3BvYBJojI6GDbt1V1n2B5KTmJhmEY8MQTrmRG1IC7W2+FE090LqUUqnDppfDVr2ZPqU0RVf11t91g7tyOGAbAM8+4gHop8cJQqCM1XKRHsGiWQwzDMBJh0iT4+GOXIhvGBRfA/PnQPc2xv3Yt/P73sGZNx0C6KPr3z179da+9Ng9mH3NMcUuKhyGamWuVECJSB7QBuwA3qerFInIn8O+4HsefgO+q6rqQYycCEwEaGxubZs+enfP9Vq5cSUNDQ/E+QIH4picXvuk1PbnxUVMUvmktRE8qS2nNmjp69tz0aTD6hBNGs2RJr077NzauZfbsv2Y9529+M4SFC/vw7W8vYN68vjQ0bGTHHVcXpHPMmDFtqrpfxIdQrxagH9AK7AkMAgToCcwEpuY6vqmpSePQ2toaa79y4ZueXPim1/TkxkdNUfimNV3Pz36mes890fvOmqU6YIAqqPbrp3rAAaobNnTeT8Ttk7mI5NYzdarql77U+byFtBvwgkbcV71wPaWjqh8DjwMTVPXd4DOsA+4A9k9UnGEYNc9tt20eTE4nNU7i/ffd648/hmefdSOnM4kKbMcJeF92GTz4IHzwAfzhD9GB9WLhhaEQkQEi0i/4vzcwDpgvIoOCdQIcDfwtOZWGYRgu6+muu8K3hY2T2LQJvv/9zvuGzWsRdwpTEWeU9tgDjjzSBbkLnTQpG14YCpyLqVVE5gLPA4+q6kNAi4jMA+YB2wJXJqjRMAwDEdhii/Bt+UyTmlkhNp8pTFta4Iwz4MMP3et333U9mTlzBsb7EHnixYA7VZ0LjApZPzYBOYZhGKG8/bYr3Hfmma5iaybDhoUXCIxyJ8UZpBfGlCkukyqd1athxoyduLIEj9O+9CgMwzC8Z/FiuP326CqthbiT8iGq57J0ac/ivlGAGQrDMIyYjB4NK1a4Kq9hFOJOyoeoHsrAgZ1GDxQFMxSGYRgxSC8PvuOO0cHj9AmHFi4szRSlUT2XM854o/hvhhkKwzCMnMyZM5CJE138QbXrU50Wi6iey7hxS0vyfmYoDMMwcjBjxk6d0l67MtVpMSlHzyWFGQrDMIwcRAWJ853qtFIxQ2EYhpGDqCBxPmXDKxkzFIZhGDkYO7ZzPmwp0l59xQyFYRhGDr7+9cUcfbSb4rSUaa++4sXIbMMwDJ/ZcsuNkYUAawHrURiGYUTw1lvwpS/B2293njeiljBDYRiGEcGrr0JbG59ONlSr1PjHNwzDiObww+Ff/4JBg9bm3rmKMUNhGIaRwYYN8MgjbhR2VEnxWsIMhWEYRgZ33gkTJsAzzyStxA/MUBiGYbB50b8rr4TzzoN///ekVfmBGQrDMGqe1FzXqaJ/b74JM2bA3XcnrcwPzFAYhlHzhM11nXTRP58wQ2EYRs2Tz1zXtYgZCsMwap6o4n61UvQvF2YoDMOoeco113WlYobCMIyaJzVjXO/e7nWtFf3LhRUFNAzDwBmF11+HLbeECy9MWo1fmKEwDMMIuPTSpBX4ibmeDMMwjKyYoTAMw8ANttt6a/jNb5JW4h9mKAzDMIAePeDEE2GnnZJW4h8WozAMwwC23x5uvDFpFX5iPQrDMAxcjScjHDMUhmEYuIqx/fq5uSiMzfHCUIhILxF5TkReFpG/i8jlGdtvFJGVSekzDKP62X9/OOssF6swNseXGMU6YKyqrhSRHsBTIvK/qvpXEdkP6JewPsMwqpzx491idMaLHoU6Uj2GHsGiIlIH/Aj4TmLiDMOoCdavT1qBv4h6EsEJjEIbsAtwk6peLCKTgG6qep2IrFTVhohjJwITARobG5tmz56d8/1WrlxJQ0Po6RLBNz258E2v6cmNj5qiSELrSSftz+67L+d735vvhZ6uUIjOMWPGtKnqfqEbVdWrBedmagUOBp4CugfrV8Y5vqmpSePQ2toaa79y4ZueXPim1/TkxkdNUSSh9frrVe+/P3xbpbRdITqBFzTivupLjOJTVPVjEXkcGIPrXbwuIgD1IvK6qu6SpD7DMKqTSZOSVuAvXsQoRGSAiPQL/u8NjAPaVHU7Vd1BVXcAVpuRMAyjFGzYACstrzISLwwFMAhoFZG5wPPAo6r6UMKaDMOoEV580ZUXf/jhpJX4iReuJ1WdC4zKsY//kSTDMCqSQYPgmmtgr72SVuInXhgKwzCMJBk6FL5jSfiR+OJ6MgzDSIyPPoJPPklahb+YoTAMo+aZOhV22CFpFf5irifDMGqe446DffZJWoW/mKEwDKPmOfhgtxjhmOvJMIyapqUFBg+Gbt2c+6mlJWlF/mE9CsMwapaWFpg4EVavdq8XLXKvAZqbk9PlG9ajMAyjZpkypcNIpFi92q03OjBDYRhGVdPS4lxKYa6lN98MPyZqfa1ihsIwjKol5VpatMjNiZ1yLaWMxfbbhx83bFj5NFYCZigMw6haolxLkya53sXbb3c+pr4epk0ri7yKwQyFYRhVS5QL6YMPXO8ihZvJAIYPh1tvtUB2Jpb1ZBhG1TJs2OYGIQpVZyQWLiy5pIrEehSGYVQtl13mgthxsAB2NGYoDMOoWsaOhZ13hoEDnXupf/9ow2EB7GjMUBiGUbUMGwYLFsB778Fdd8GKFdDe3nk/C2BnxwyFYRhVyTPPuOlNRdwyZQqsX995v7o6C2DnwgyFYRhVx5o1cNRRcOaZHeuiYhDt7WYkcmFZT4ZhVB29e7v5rxvSJlCOyoCy2ERurEdhGEZV8rnPwciRHa+nTXOxiHQsNhEPMxSGYVQVV14Jl1zixkak09zsYhHDh7uYhQ2ui48ZCsMge+E4o7JYtMgNnEuNtk6nudlta293f81IxMMMhVHzhBWOO+kkd6Mxo1F53HYbzJyZtIrqwoLZRk3T0gKnnAKbNm2+PuW2sIlsKoelS13665AhLuXVKB7WozBqllRPItNIZGIT2VQGl18Oe+wBy5cnraT6sB6FUbOElaCOwuoA+c93vgMHHAB9+yatpPowQ2HULPnc/AcOLJ0OozgMH+4Wo/iY68moWYYOjbefCJx8cmm1GF1nwQKXfPDOO0krqV7MUBg1RyoVNqxHUV8PZ5+9ea79zJlw7bVu+x//6HLvLZU2eVLXcbfd4O674cEHk1ZUvZjryagpUgHs9NiESMfENdOmRWc3ffIJHH20y6xJBcAtKyoZMq9jeztMnuziE3Ydio8XPQoR6SUiz4nIyyLydxG5PFh/e7BurojcJyINuc5lGNkIC2Cnz26W7Saz1VZuycySsqyo8hM1F7Zdh9LghaEA1gFjVXVvYB9ggoiMBi5Q1b1V9TPAm8A5SYo0Kp+oAHbcwPaSJYUdbxSHQq+jkR9eGAp1rAxe9ggWVdXlACIiQG9AI05hGLGIqhQat4JooccbxcGuQ3kRzayclRAiUge0AbsAN6nqxcH6O4DPA68AX1DVTpnvIjIRmAjQ2NjYNHv27Jzvt3LlShoa/PFk+aYnF77pjaNn0ybhvvsGc8cdO7JuXcfQ3Z49NzF58gLGjVua833mzBnI9Okjch7vW/uAn5qiyKU17nUolx5fKETnmDFj2lR1v9CNqurVAvQDWoE909bVATcDp+U6vqmpSePQ2toaa79y4ZueXPimN46eK69U7d1b9brrVIcPVxVxf2fNyu+9Zs3Kfbxv7aPqp6Yo4mi97jrVoUO7fh2LrccHCtEJvKAR91Xvsp5U9WMReRyYAPwtWLdJRO4Fvg3ckaA8o4I5/XQ3kc2kSXD++V0/T3MzjBrlZlFraiqePiM/7rsvOs3ZKC5eGAoRGQBsCIxEb2AccK2I7KKqrwcxiqOA+YkKNSqS5cthyy1hu+2ckSgGF10Ey5bB888X53xG/kyd2nnOCaM0eGEogEHAzCBO0Q34NfAw8GcR6QsI8DJwdnISjUpk/Xo4/HDYe283UK5Y/PCHdpNKmiOOSFpB7eCFoVDVucCokE0HlluLUV107w5f+Qrsumtxzzsq7NtqlI1334X33oM994QePZJWU/14kR5rGKWgvd2V2bj4YjjmmOKe+8034eGH3XsY5efXv4Z994UPP0xaSW1ghsKoShYscO6ml18uzfnvvx+++EWb+yApjj3WBbOtqm95MENhVA3p816PGQOrVkH//qV5r+OPh2efhT59SnN+IztDhjhjETYvtlF8zFAYVcGcOQM3m/f63XdduY0nnijN+w0eDPvvb/7xJFCFBx6At99OWkntYIbCqApmzNiprEXiPvnElbW2m1V5SO8tDh3qEhR++9ukVdUOZiiMqmDp0p6h60s1GOutt1zJ8aeeKs35jQ5SJcVTvcWUcb70UpsLpFx4kR5rGIUycOA6lizp1Wl9qYrE7bwztLW5v0ZpiZrb/KOPbC6QcmE9CqMqOOOMN6iv33xdfb2biKgU9Orl0jO32qo05zc6yNYrtDkoyoMZCqMqGDduKSNGuFIdqSlMb721tE+av/udy3wyNic9nlCMqWJz9Qqt1lPpMUNhVAWqcPDBcNllbhBcrtnqisHZZ8Ntt5X2PSqNzHhCaqrYQozFtGnQMzwEBdgcFOXADIVRFYjA9dfDhReW7z0fewyuuqp87+cL2XoMUVOUnnJKZ2MRt+fR3Ay33x4+JqaU7kWjAzMURkWSeZN5+OHtyq5hxAgYMKDsb5soYT2GM8+EQw6B//3faDfQpk2b9yzy6XksXw7jx7tqvbNmObdiudyLhsMMhVFxhN1kpk8fQa9e5U2XfOopV3OolgjrMaxZA08/7YxENjdQeuA5qucRFpi+7z5nkP/xD2cUFi4sn3vRcJihMCqO8HRJYd26wv3h+XD77TB5cnneyxeiegzt7XDWWc4NlJl9FnZ81HnC1h94IEyfbqnISWKGwqgYUu6mRYui9ylnuuTVV8Nzz5XnvXwhqseQWt/c7NxBdXXZ98t1nnRGjHATRXWzu1ViWNN7SLHTC6uBdHdTLsqVLtnY6GbNqyXCegyZAeXmZpg5M3q/lhZYsaLzuevrXbxj1qyOdevXw1/+4txbRnKYofCMYqQXVqOhiRqdG0a50iVfew1+9rPwm1610twMV1wBfftmDyinehapwHNDg/s+n3ginHRS53kk+vd3+7/6qrvWa9Z0o6XFHX/gge6aVsP3uFIxQ+EZ2YJ8cQxAKfLYfSBuL6Gc6ZJtbXDuua7uUy3xb//mnvDnzcseUE4Fnu+6C9au7egVhE0h29Dg9v/lL+Hxx+Hpp7dl4kQ3ix24jKdq+B5XKmYoPCPqhpi64ecyAPlkk5SLYvRwonoJ/funnlq17OmSX/4yLF1a/GlWfeeoo9x3avfd4+0/ZQps3Jh9n9T3fostYMcdy18N2MiOGQrPiLoh1tXFMwD5ZJOUg7AezkknOXdEXKORzaf905+6p9bHHnui7OmS9fUubTMqcFvNdO8eP7gc57uX+b0vdzVgIztmKDwjLFjYu7cbsBRG5g8nn2ySchDWw0m5HuK4xVKGJsqnnWQe/YoVcN118NJLyWlIgnPPhXvvjb9/ru9emLtw4MB1XTqXURrMUHhGZhAQYNIk9zqMzB9OnKyUcpLrCTCXOyEqiJ3yaSfJ+vWuZMiTTyaro5zJC5s2wZw5Lugcl7DvZOq7HeUuLHc1YCM7Zig8pK0NJkyADRvcJC1XXQUnnOC6++n06tX5h5MyNEOH+lHmIM4TYDZj4psrLZ1ttnE9nXPOSU5DqZMXMo3Q7NnOSFx6afxzZD78DB/uAtyq0cHwceOWdjom6R5kLWOGwkO6d3dBvbo6aG11P9BrrnFPc/37ux9Ot27Q1BT+w7n/fhg1yo8yB9Om5Z5XOtOYqMK//uX+Hzo03jFJIAJbb53sQLBSJi9kM0KpHkFculJ6w8p1+IMZCo9IPb1Nn+7mOvjWt9wApNQgM1WXYnjXXfDMM/Doo+HnOfhgt1x9NTz0UOn1ZnN5fOEL7m9qgp/MG0x9PXz+85uf56ijYL/9XErkD3/olystkxkzkq33VMoeV5QROuus8BRXo3oxQ1Ei8vUbz5kzsNPT2y23dB6Rmnpa3H//jiD3uoy43/nnu5IHP/sZPPJIMT9Vdr2Z1UF32MG5Zxob4dpr3X533bW5O+GUU9wo3vTz/OlPzlhsvXW428InF8TPf+4+U1KUMnkhytisWpV/j8KocFS1qpampiaNQ2tra6z9usKsWar19aru1ueW+nq3PorGxjWb7Z9tEXHHrFmj2tSk+t3vdpxnzRrVjRvd/2vXluazDR+uCu2h2rbbLt7nf/ll1ba21Lk6L8OH56erlNczG6tXq7a3d15fLj35fNfy1RR1bVLXJ9v3uVCSup5R+KYnikJ0Ai9oxH3VehQloCt+46i88TBST4u9esHhh7tYRYrbbnMZQcuWZZ8VrCtsXm8p/JHyvffiff7jj4epU/0OVueipcUNOqurS6ZUyuLF8Pzz8OMfu15bsXtc2SrBVsuIfyMeZihKQL43vz/9Cfr3D88bD/Ppp/vnr7oKvvrVjtdNTXDBBS7o/fTTzp+8dm0e4rMQp95SY2O8z3/nnc5t49u4j7j4UCqltdU9GBx5pDPQxQ76Nje7WFfYzHJgI6VrCTMUJSCfm9/KlS71dcCAdaFB229+M7d/vr0d7rgDHn4YDjjABYBFXObQAw/AkiXF+Vy5nvLr693TbZzPP3q0y2j6r//q3PPxKVgdhQ+lUk4+2fUqhg93huLPfy7u+TdscCVKvvnN6JhEJfT8jMLxwlCISC8ReU5EXhaRv4vI5cH6FhFZICJ/E5FfikiOREs/yGfQW0MD/P73cO2180KDtjffnDtFsL3duXGOP94Fz4cPd0+2zc3uhx41WC8fWlqyp4GmG7E4n7+lxZW/+M53XDB+m238DFZHkbTLLFUsb5tt3N+ZM93Tf9wKu3Ho0cON6bn88srt+RnFwQtDAawDxqrq3sA+wAQRGQ20ALsBewG9gTOSkxif9EwdcDfEzJvfjBlwzz3u/89+FhoaNnY5b/zee+GDD9xNQtXdrCZOhLvvLs7nSblZwsqI1Ne7+QPS9ebKVEqdb9myjvOsXeuyhyolXz7JG2dbm+uNPfhgx7rjjnPp0pmDMrtC2CA730b8G+XFC0MRBN1XBi97BIuq6u/TIvLPAUMSExmD9B/Yt77lRq+quqf69Jvfpk1u33vuKU4+uqvfv/m6lBvkwgvdTbrQ84c9qdbVRT/9ZzN6PrhtCiXJG+fQoS4F+tBDO9bttBOMG+cGahZCVOwF/E5TNkqLqCcjZ0SkDmgDdgFuUtWL07b1AJ4FJqlqJ0+siEwEJgI0NjY2zZ49O+f7rVy5koaGhiKpd+MKpk8fwbp1HaVEe/bcxOTJC1i7tht33rkjH364BQMGrOPMM9/gwAM/oK6unS220IL1jB17CKqdncgiysiRy9ljj+WcffY/u/bBcpz/sceeSPx8UPzrGYc5cwZy66078f77PenbdyPnnvsPxo1bmoieNWu6MX9+X4YPX8U222wI3SeOphNOGM2SJb06rW9sXMvs2X8titY4JHE9s+GbnigK0TlmzJg2Vd0vdGNU3mxSC9APaAX2TFt3G3B9nOOTGkcRlXPev79qt26589wL0VOssQjlOn8p9CaV597eXr5xFO3tqhdfrPq3v3Xe9uqrrg3vvjv6+DiaRLKP3SkXvo1b8E1PFDUzjkJVPwYeByYAiMilwADgwgRl5SQqiPnBB879kk6x3SzZ3CDFqCwadv6ePTd12c1STf5ukdKPUk5dw7o6N8L9uus67zN8ODz2mHM/FYIFrY0wvDAUIjJARPoF//cGxgHzReQMYDzwdVVtz3aOpMn3h1TM7Jio4DHA6acXnuvf3AxXXuk+Y+r8kycv6LJ/2veyHPly++0weXJpzp0ZM1B1sa3Ma9i7N4wZ4xInCqGajLhRPLwwFMAgoFVE5gLPA4+q6kPALUAj8IyIvCQiU5MUmY2oH1jUYKViP6GFBY+nTOlcB6qrvZlp02D8+I7zp3zxxdRbqbzyihvcCB1P/2PHHlKU0dr5BP6ffNJlRBVCc7NLye7btzqMuFEcipBMVziqOhcYFbLeC31xSP2QpkxxvYVhwzqewiZO3PzHXq4ntGLl+re3w403Fmc8RjXy4x+7v6mnf3etZbOMoa7eaPO5hmecAfvu69JZC+GUU9xiGCkq5kZcCXzjG9E3hEwDUo4ntGHDOkqUZ67Ph27d4OtfL46maibb039Xr3c+1/Dee13F3UJZtsydpxbnAjfC8cX1VBW0tLin7sWLN1+flJulWP7mRYvgtddsDoIoFi50A95KMVo7n2s4apRzexXKccfBYYcVfh6jejBDUUQGD4aDDoJBg5JW4kgFjVO1lLrqb/7pT2Hvvc1QRNGjB8ybB9tuG769kHhUc7Nz+6UnEkRdw3nz4Le/7fp7pTj7bDdg1DBSmOupiIwZ4xafaG4uvAdz5pmujlCSU376zODBMH9+ZozCUYx41HvvucKOK1dGl/0G+NWv3GRVmaP08+X44ws73qg+7KdPccYaqBa3IJtP7L47HH100ir8Z/O0Xy1axtDBB7uij9mMBLiyHi+91PWeX0sLDBlS2O/AqE5qvkeR+RTY1UyVf/4TRoxwOe6+PZFdconzo8+alf+x69a5gVz77x+d6mu4Cqvvvuvm2Ghuhgce+AuLFx/IQQcVfu7/+A+35GLw4K6/R7F+B0Z1UvM9imIVqOvd292Q99mneNqKRc+ebja8rjB/Pnz+825yJSOaNWvcXNKnngpf+QqsWNGDSZMKnyNiwwZ4443Oo/vDWLLEuZ9SJcjzoRoKNRqlo+YNRTEyVVpa4MAD4Yor4Igj/Ouyf//7rqx5vrS0wFFHuSDqRRf597l84uqrXZn0vfZygf8hQ1bz1luFP43Pmwc77xwvSP2Pf7jxD3Pn5v8+Sc+vYfhNzbueCh1rUK1d9szP9dZb1fG5Sk2qlMfjjxfmCkoxZIib7vSAA3Lv29QEr7/ujsmXwYPdNc7EajwZYD2KLo81SAXATzzR/y77ww/DZz4D77wT/xhzReTHVVe5uSBSgeA5cwby4otwzjmFJTkMHOhGXG+/fe59e/d2vY/MqWXj8J//2Xmd1XgyUtS8ocgsUDdsWEdAMor0Qm1R+NRl33JLN7FN2Ax1UZgrIj4tLfCDH7h4Qqr44vTpI5gyxdVNamjoehbRCy+4ia/icuedru5Uvpl8l1/u5l2vlkKNRnGpeUMBHSOn58/PnasO0TO+peNTl/3gg+G//9vNjBYXKzcdnylT3FSu6axbV8cf/tBR8TXfyr2pG/1nP+uMfNzjLrrI3fTDZqmbM2dgp/3/+c+OKXNPPbV6CjUaxcUMRRo77QTHHpv7hprrqboauuxWbjo+Ud+HzPEMcV13mT3WVcqE4K4AABLvSURBVKviG5m5c90DT5jbcMaMnTrtf/31bhR2+vzlhpGJGYo0und33e3PfS58+0svuWBlNkPiY5d9+XIYORJ++cv4x6TKlG+zjbkicpFPLyuO666Q+FBUUBpg6dLOwYvrr4ennoouP2IYYIaiEy0tzhB06+Z+PNtu2+Hnve46l6d+0UXhT9uzZvnZZe/Tx42uzvdmsHEjfPSRe6L18XP5QljvC8KHR8cxKoXEh/74x+gKsgMHdkxO8tprzs1aVwd77pn7vEZtY4YijZYWV9forbec2+CDD9yS8vPed5+b6e288yprhra6Oqf9S1/K77jUiO7evUsiq2oIm7Hvy19+u8uuu67Gh1pa3GC/Dz/sPD1rfT2MHr3s0wD3yJHRPWfDyMQMRRpTpmQvqLZ6Nfzwh+7/apqhLYpu3Sx4HZfM78P557/eKZvuppvifU+6Eh9KxTVWrXKvVTc3Fps2wYMPDv40wL1xowtk2yBKIw5mKNKI07Wv1PTQ5mY45pj4+69bB9/9rovLGF0jZTzef9+158cfxz8u3x5rWFxD1cWYevRITYm7eTdj3TobF2PEo+ZHZqcTNUo7c59KZNQoWL8+/v4LF8JPfuLKUfhYv6qS6N/fDczce+/4x4wf78ZlHHkkNDbm3j/qAebDD7t2nGGkY4YijWnTOs8nkE4lp4emSkvEZcQI58aIU4zOyM306fnt/9xzcNppLiMpjqGI85ATdZxh5MJcT2lkdvn793dLJQSsS0GPHl0rB2GEs2wZPPtsvH3Hj4cFC1z9pjhExTWylYav5Acfo7yYocggPSi5bJlbqiFgffvt0K9ffD/5j34Et9xSWk21ximnuLlK4vTS6upg113jl4ePimv89KfhlQb696+9Bx+j65jrqUbYdVd3o8pFS4sLcC5a5G4wW25pN5NiccUVblBnnCllb77ZpbAeckj882eb9nbKFHjzTWXYMGHaNLumRn6YoagRDjqInLOtZZYWX73aSosXk333jbefKvy//wenn56foYgiZUAef/wJDj300MJPaNQc5nqqMbLNp2ylxUvPP/8JF1/cuYhgOiKuYuzUqeXTZRjZMENRI7z5pnMjzZyZfZ981hv588YbrhRMW1v2/Xr2dDElw/ABMxQ1Qv/+bgKc3XaL3sdKi5eesWPdnNYHHtixLn3uiG23hb59OwLSNnLa8AEzFDVCnz7uSXb06PDtqq62k5UWLy11dW60dIr0kuKp+mIrVrhtb76Z3xwWhlEqzFDUGBs2hK+fOtUNCrvuusopdliprFrlyqnMmJF7EiyLERk+YIaiRmhpcX7vLbYInxrziCPgqKNc9dxqL3aYNH36OAOwYUN11xczqgcv0mNFpBfwJNATp+k+Vb1URM4Bzgd2Bgaoqs3D1QVS7o1UrafU1JgAhx0G220XL33WKB6PPOL+XnNN9dYXM6oHX3oU64Cxqro3sA8wQURGA08D44AuVLExUkSlvZ54Igwa5NI1jfLT0uJmH8yGxYgMH/DCUKhjZfCyR7Coqr6oqguTU1Yd5HJd3HijBUzLTUuLGyn/0Uebr+/Tp7brixl+IpptBFYZEZE6oA3YBbhJVS9O27YQ2C/K9SQiE4GJAI2NjU2zZ8/O+X4rV66koaGhCMqLQyn1nHDCaJYsyV40qLFxLbNn/zX2OWup/bpCLj1R1yTf61BMTT7hm1bf9ERRiM4xY8a0qep+oRtV1asF6Ae0AnumrVsIbBvn+KamJo1Da2trrP3KRSn1zJqlWl+v6hIwwxeR/M5ZS+3XFXLpESnOdSimJp/wTatveqIoRCfwgkbcV71wPaWjqh8DjwMTEpZSNaRXFo3CAqblxQY3GpWEF4ZCRAaISL/g/964APb8ZFVVF6ny6bNm2aA6H+jKvNiGkRReGApgENAqInOB54FHVfUhETlPRN4ChgBzRWRGoiqrgK7Mx2wUH7sORiXhxTgKVZ0LjApZfwNwQ/kVVTfZ5i0wyoddB6NS8KVHYRiGYXiKGQrDMAwjK2YoDMMwjKyYoTAMwzCy4s3I7GIhIu8TrzbUtoBPRQZ905ML3/Santz4qCkK37T6pieKQnQOV9UBYRuqzlDERURe0Kjh6gngm55c+KbX9OTGR01R+KbVNz1RlEqnuZ4MwzCMrJihMAzDMLJSy4bi1qQFZOCbnlz4ptf05MZHTVH4ptU3PVGURGfNxigMwzCMeNRyj8IwDMOIgRkKwzAMIytmKAzDMIysmKEoIyIyVkT6JK2jUrH2y46I7CsiPZLWUalY+0VTlYZCRCaKyBXBJEiJIyLNItIGjAE2JK0nF9Z+OfVMFJFJwf/igZ5viMjLwHigPWk9ubD2y5/Ef5NRc6RW2gII0AM4GzfH9nzgoIQ1dQcmAx8Bo5NuI2u/gvX0AqYAbweadvBAz9XB9Tog83om3V7WfgXr8+Y3WRU9ChHZQh0bgP8Ddgd+AZwmIv2T0qWqG4F/ALOARSKyhYgcKyLbJ6UpDGu/7IhIXaBnLW4C+sHAbcCV5dSRSaBnKTATeFZEeovIESKypQZ3Gh+w9ssf336TFT+OQkQuBfYCHgJ+p6ofBut7Ab8Dbgd+o6pl6VKKyPeAP6nqs8HrgcDJwIm4J+SXgEbgcVWdJiLdyqUtQq+1X3Y9lwEDgMdU9f7U+wWxkpeAiaraWq7rKCLnAE+o6rzg9S7AWcA+wHbAAtyT6COqeqsH36/LsPbLV6NXv0mgsl1PwAXAo8BhwF3AT4FBadu/DjwI7FQGLYOA+4GPgX9kbPt34IfAkOD1nriud39rP3/bD7gM+D1wNPB40F7bpG0/F3iSMrgpgOHAE8B7uDnl07d9DbgeGBi8Hoe7CW+V8PfL2i9/nd78JjfTleQXqcAGrQN+BfxH8HpX4Crgmoz97gJOAz4LNJdQTz1wQvD/88CFadu6Az0z9r8HGGHt52f74XzDc4Ddg9eHAD8C/itjv6eBrwDDgC+UUM+WwMTg7yPAqWnbtgB6pb3ePri22yX4/bL2y1+jV7/J9KUiYxQiIqq6CVgCnB6sfh34LbCbiDSl7f4r4OZgW69SaVLV1cDDwcsLgCkiskXwul1V1wXae4jIjUBf4s2bUTCZmSVJt19YpkuS7RfSPt3U+YZfxT3BAfwFZ8D2EpFd03afDtyHezKuL5EeUdUVwF3B31uAc9JSOTeo87en4gFTcMb1/WLo6YJea78uaPbtnpZOxRgKEflUqwZmFRfcGSIiTer8dQtxX8Z9gmN2Aa7ABUNHqOrtpdCTpmtFcMGfwnVzbwnWtwfHfBl4BtgEHJf6cpaatPbKfJ1I+2XqSVvvRftph+/3IWCYiOwW3PjmActxT5wEP97v49pxD1X9TYn0aPB3TbDqQeA14PL07SJyMvACLoX49ODGUw4agvdPBa2Tbr9MPd61n4gMTn+d9G8yJ+XsWnWhK/YlAhcE0C1tfTft6DJeDNybtu0G3EUG2IYidh+z6BE6EgO6B38bgQ9xM06NxHWth1DGlEDgC8DdOF/xLmnr6xJqvyg93ZJoP2AC7qZxJbBfSPsMBX4AXJW27SHg2LTtQ8ug59P2SVvXBLThXCn/Fvwdmd6uJf5uCTAQF3u4N2Nb2dsvh55Pf59Jtx8u/tEGXJmxPpF7WtzFyx6FiHQXkYtxDTRdRPZRlymR+cSyFc5f119ELhGRnYERwMZgvw9V9b0y6FFVVREZgOuyoqpLcF3DpcCdQIOqvqWqCwvVE0NvLxG5BZiK8+XvCHxTRHYMtKWelMrVfrn0tJer/cTRS0TuBC7BZZA0AKeLSP80FwDACpw/e6SInBekJXYHVgUaF6vq4jLoSbVPv5S7RFXbgJdxxnQmLkj8d1V9vRA9cVF311obLJ8RkSODz9OjnO0XU48m2X7BNd5CRG7GudquUNVL0rbXlfueljfltkx5WN5jcP6384G/ZmyrA27EPX1th8uCmYbrNk5NSM8NwH8De+CeAE/CdRu/nVD7TSJ4WgN2Ax4jyJ7ABRrL3X659JS1/YLrmXryPRi4JW2b4HzAv8T1aD4L3IFznVyWkJ6bcDe0HYJ1FwCLE/x+dQuu1dXAl4Fn0rb1SKD9culJvP2C978sTe/eGdtvKudvMi/tSQtIa6Tzgot8fOripm37F/CNtNd7B1+8rTPO0dMXPcB+QL8E2u+44HXv4AbTM3j9KLBv8P8+ZWy/LukpdvtlXs+09cfhgpatON/vAcD+uF5Mup460jJjPNBzGGmppmX8fh2btq4frte3bfD3m8DOwbUrV/t1VU/J2y9N49eC1zsDf8L1Kl4C/gc30dChwA44Q1Ky32RBnyVxAe7mcQEuTe6ruEyJUwlymoN9jgHejji+zjM93T1pvwFp+wwNtvdNsP3i6ilq++W6nsGPdC+cS+RbwAygManvVww9vny/tsHdgKcG+03GuZT+J6HvV1w9JW+/CI2pGMO5uDjNCFxcZBIugN0v7fiitlkxlu4kjKqqiIwBLlE3QnMlcAQus+WuYJ8HAh/nZFWdLiKHq+qjQRpeUTMTiqBnYzH1dFHv+HS9uBvPAlVdLq78RaOqvljG9stHT1HbL4seBWaq6uOpfUVkHnAQsCpIsZQytk9cPT58vyYAa3A3wkNE5Pe4AW1PA28E2svZfvnoKXn7RWg8UkSOV9UbReQOVV0Z6HoR+BywoVRtVgwSDWanpZi+gPtBoKp/wNX3GSkiI9J2Pxu4VkTeI0iv0yIPYfdNTy6y6H0Np3dksH0AsFZEzsUFF4eUQm+F6dldNs/nB/dAsAZYo46q1pOLLHoXAJ/BuQwXA8+r6kjgBOBQERlc5vZLRE+eGucD+4rIiJSRCDgcWA2sTeIax6WshkJcvfdPC1qlNcrrwJYislfw+glc9H/L4Lh9cEXE7sf5tWdWo54S6E2VJD4a56/dBZigqv9jetgK6Btko5wkInNxT6HfLdYTnW96iqj3SdyAx/eBb6rqpcH+HwIHqurb1ainQI2Z95ATRORvuGv8PR97EemUxVCIyCgRmQM8Cx3uLgnSS4HncK6Jw0Wku6q+AgzG+RwBPgC+parHqeo71aanhHr3D7bfBRymqpOK8aOpIj1Nqroe9xR6tqqerKpLq01PCfT+HXeDG6Wqa0WkLnCbkPG0XBV6iqQx8x6yiDJe40IpqaEQkZ7i8udvw6XLPYkbdJXKHd4EoC53+XncE+Z3g8PXEZRoUJdvPa/a9JRB7xvB9t+qaqvpibyej6vq09Wmpwx6FwbbN6m6KGw16SmRxtQ1fkZV/1wKjaWg1MHsQbhRiOcHln5X3ECSTwM2IvIDnKW9Avg7zu/fhvPxPVLlekqt94+mp6b1VJpe3/SUQmO57yFFoeiGQkSOx5VbeFJVn8NZ3hR9cKV7VdwIyUNxucWXajDiVkS+gUth+7ga9VSaXtNTWXoqTa9veipVY8nR4uUO1+FKNLQBF+JGYX4l2JaqY9KE6x72CV73TDu+W7G0+Kin0vSansrSU2l6fdNTqRrL9v0pcsO2AIcG/38FN7p097TtQ3HD+psyjitJg/qmp9L0mp7K0lNpen3TU6kay7EUFMwWkZNF5BAR6ResWgJsHUT5f4vzzx0vHbnFq3DBnVTZ6FRmQlFyh33TU2l6TU9l6ak0vb7pqVSNSZC3oRDHIBFpBU4BmoGbRKQBWIYbddsQ7H4jzgo3wqd5zR8AY4PXxciU8EpPpek1PZWlp9L0+qanUjUmTp7dsFR1y12BWcH/3XFpYrfjinI9gqt+WR9svxc4L+0cner7dHXxTU+l6TU9laWn0vT6pqdSNfqwxMp6EpHuuAlI6sTVUemLG0yCqm4UkXNwk5b/BDcxzQm4NLJ7cXXUn02dS1WXx3nPStJTaXpNT2XpqTS9vumpVI0+kdP1JCKH4KL+W+OGpV+BmypwjIjsD5/64y4HfqSunMUfgZPFFbzqjssWKAq+6ak0vaansvRUml7f9FSqRu+I0TU7CDgp7fXNuIJ4pwJtwbpuuMk27qNjcprtgJ2K3QXyTU+l6TU9laWn0vT6pqdSNfq2xAlmtwG/lo4aJk8Dw1T1Tly37Vx11ncIsEGDqQ1V9T1VfSPG+fPFNz2Vptf0VJaeStPrm55K1egVOQ2Fqq5W1XXaUd3wcFyVRoDTcOWRH8LNhfx/pZHpr55c+KbX9FSWnlz4ptc3PZWq0Tdil/AIrK/i0sJ+F6xeAXwPN7/rv7SE5Xx915ML3/SansrSkwvf9PqmJ4xK0OgL+YyjaMdNUr4M+Exgcb8PtKvqUwk0qG96cuGbXtNTWXpy4Zte3/SEUQka/SCfgAYwGte4TxHMAZvk4pueStNreipLT6Xp9U1PpWr0YZGgsWIhIkOAk4CfqOq6fAxSKfBNTy5802t6KktPLnzT65ueMCpBow/kZSgMwzCM2qOsc2YbhmEYlYcZCsMwDCMrZigMwzCMrJihMAzDMLJihsIwDMPIihkKwzAMIytmKAzDMIys/H8g5eMUT4QAngAAAABJRU5ErkJggg==\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = plt.subplots()\n",
|
|
"\n",
|
|
"ax.plot_date(idx, stock, xdate=True, fmt='o:b')\n",
|
|
"\n",
|
|
"ax.yaxis.grid(True)\n",
|
|
"ax.xaxis.grid(True)\n",
|
|
"\n",
|
|
"fig.autofmt_xdate() # Auto fixes the overlap!\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Format dates on Major Axis"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 86,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAAD4CAYAAAAeugY9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3deXhU5dn48e+dyb6QPQHCmhA22UE2N0BULGrdbavWrbVatW5tbd/WWlr7a22tS32tfeteWxfckOIGIiiCguyLQMJOAlkhy2TPzPP740wgQJaZzCQzk9yf68plOHPOzJPbmXue86xijEEppVRwC/F3AZRSSnlPk7lSSnUDmsyVUqob0GSulFLdgCZzpZTqBjSZK6VUNxDqrxdOSUkxgwYNave8qqoqYmJiOr9A3ZTGr20aH+9o/DznbczWrVtXYoxJPfm435L5oEGDWLt2bbvnLV++nBkzZnR+gbopjV/bND7e0fh5ztuYicj+lo5rM4tSSnUDmsyVUqob0GSulFLdgCZzpZTqBjSZK6VUN6DJXCmlOuhQWY2/i3CMJnOllOqA9QeOMv1Pn/Ll7lJ/FwXQZK6UUh2yNb8cgIWbDvm5JBZN5kop1QF7iqsAWLytgEaH061r1uw9wlMbajuleUaTuVJKdcDuYjshAqVV9azZd8Sta3YWVLCu0EFoiPi8PJrMlVKqA/YUVzF7RDqRYSF8tLXArWsKKmoJEUiOjfB5eTSZK6W6tc7Y57im3kF+WQ2n9Y1nxtA0PtxagNPZ/uscLq8lIUKwac1cKaXct3DTIc58ZBkF5bU+fd69JVZ7eWZqDBeO7k1xZR3rDhxt97rCiloSI3yfyEGTuVKqG9t0sIz8shruf3OjWzVnd+0psQNWMp81PI3w0BA+3NJ+U0tBeS2JkZrMlVLKI4UVtdhChJW7Snlh5V6fPW/TSJbBKTHERYZxztBU/rv5EA3tjGoprKjTZK6UUp4qqqhj4sBEzhuZzp8/2sk3hyp88rx7iu30jY8kOtzaEuI7p/enuLKOJd8UtnpNZW0D9rpGTeZKKeWpwspa0ntF8qfLRxMfHcYP/7XWJ+3ne0qqyEyNPfbvGcPSyEiI4t9ftbhvhFWWCut1EyM6J+1qMldKdUvGGIoq6kiPiyA5NoIXbjidsup6vv/Casqq67163j3FVWSmHt/6zRYifHdyf1btLmV3sb3F6wrK6wC0Zq6UUp6orGukpsFBeq9IAEb3i+fZ709iX0k1N7/0NfWN7s3aPFlxZR32ukYyU07cx/Pq0/sTGiK8uvpAi9cVuGrmSZrMlVLKfUWu5JnW6/gEnelDUnj40lGsP1DGV3s6tkDW7uKmYYmxJxxPi4vkglG9eWtdHrUNjlOuKyi3pvAn6NBEpZRyX2GF1ayRFhd5wvE5o3sjAhsPlnXoeZsPSzzZdVMGUl7TwH9bWHyroKKWhOgwwm2azJVSym1NHY7pvU6cOt8rMoys1NiOJ/PiKiLDQugbH3XKY1MzkxiSFsu/W2hqKSivo3evyFOO+4omc6VUt1RU6aqZt5BAx/dPYMOBo21O9W90OHluxR52FZ3Yobmn2M6g5BhCWpiSLyJcO2UAmw6WHVsit0lhRS294zWZK6WURworaokJtxEbEXrKY+MHJHK0uoH9pdUtXutwGn721mYefn87983feCzpl1XXs27/UYb3jmv1dS+f0I+oMNspwxQPl9cGTs1cRCJFZI2IbBKRbSIyz3X8JRHZKyIbXT/jOqe4SinlnqKKumMjWU42fkACABsOnrqeitNpeODtzby7IZ8zh6SwOa+cD1xT9Z/4JBd7XSO3zchq9XXjo8K4ZGxf3tt4iIraBgAaHE5Kq1ovjy94WjOvA2YZY8YC44A5IjLV9djPjDHjXD8bfVpKpZTyUGFF7QkjWZobmh5HdLiNjQdObDd3Og2/WrCFt9blcfe52bx882SGpcfxl493sKOggle+2s93Jw9geO9ebb72dVMHUtPg4J11eYDV5GMMgdPMYixNDUhhrh/fry+plFJeKqpsvSZsCxHG9ktgQ7NOUGMMv1m4ldfWHOSOmVncMzsbW4jw8znD2FdazbXPriY6zMZ95w1t97VH94tnbL94/r36AMaYY7NOOzOZi6dr/YqIDVgHDAGeNsY8ICIvAdOwau5LgV8YY+pauPZW4FaA9PT0ia+//nq7r2e324mNjW33PNUyjV/bND7eCdT4GWO4dUk15w4I4zvDw1s8562cej7c28Azs6MJC4FXd9SzZH8jFw4O4+qhYYjIsef645paco46uWZYOBcODnOrDCvyGnh+az2/mBxJRb3h7xvr+P0ZUSRKtVcxmzlz5jpjzKSTj5/aM9AOY4wDGCciCcC7IjIK+CVQAIQD/wQeAH7XwrX/dD3OpEmTzIwZM9p9veXLl+POeaplGr+2aXy8E6jxK69uoOHjxUw6bQgzzsps8ZyGtEIW7VlLUtZYPt5WwJL9e7nlzMH8eu6IY4m8Sf/T7Ly1Lo/7zhtKeKh7DRpT6h28uesTttYmMn5AImz8hotmncmmr1d1Ssw8TuZNjDFlIrIcmGOMedR1uE5EXgR+6ovCKaVURxRWNs3+bL1ZY1x/qxP0F+9sYVeRnRunD2oxkQMMSYvlFxcO96gMUeE2rpzYn1e+2ke4LYSI0BASot2r1XeEp6NZUl01ckQkCpgN7BCRPq5jAlwKbPV1QZVSyl1Frtmf6XGt77WZGhdBv8QodhXZuXbKAB66eGSLidwb104dQIPD8N6mQ/SOj/T58zfnac28D/Cyq908BJhvjFkkIp+KSCogwEbgNh+XUyml3HZ89mfbHY4/njGEwopa7j43u1MSbVZqLNOzklm1u7RThyWCh8ncGLMZGN/C8Vk+K5FSSnnpeDNL6zVzgO9NGdDpZblu6kBW7S7t1AlDoDNAlVLdUFFFHXERocd2AvKn80amMzQ99thEpc7i/79UKaV8rKiy9QlDXS3MFsLH95zdqe3loDVzpVQ3VNjGVH5/6OxEDprMlVLdUGFFLWltjGTpjjSZK6W6lWN7fwZQzbwraDJXSnUrK3eVUu9wMijl1J2AujNN5kqpbqO+0clDC7cyICmay8Zn+Ls4XUqTuVKq23hx5V52F1fx0MUjiQyz+bs4XUqTuVKqWygor+VvS3M5d3ga545I93dxupwmc6VUt/D/PthOg9Pw0MWn+bsofqHJXCkV9L7cXcrCTYe47ZwsBiRH+7s4fqHJXCkV1BocVqdnv8QoftzG3pzdnSZzpVRQe3nVPnIK7fzmop7X6dmcJnOlVNAqqqjliU9ymTEslfNG9rxOz+Y0mSulgtYfP9xhjS2/+LQuWf8kkGkyV0oFpTV7j/Duhnx+ePZgBvew2Z4t0WSulAo6jQ4nv3lvK33jI7lj5hB/FycgaDJXSgWdf3+1nx0FlTx40ciA2IAiEGgyV0oFnTfX5TF+QAJzRvX2d1EChiZzpVTQKaqsY1h6XI/v9GxOk7lSKqg4nYYjVfWkxPaszSfao8lcKRVUjlbX43AaUmLD/V2UgKLJXCkVVErs9QCkxvWsnYTao8lcKRVUiivrALRmfhJN5kqpoFJidyXzHrZhc3s0mSulgsqxZK4doCfQZK6UCirF9jrCbSH0itTJQs1pMldKBZWSynpSYsN1jPlJNJkrpYJKsb2OVG0vP4Umc6VUUCmprNP28hZ4lMxFJFJE1ojIJhHZJiLzTnr8KRGx+7aISil1XIldk3lLPO1BqANmGWPsIhIGfCEiHxpjvhKRSUCC74uolFIWp9NQWlVPSpyOMT+ZRzVzY2mqeYe5foyI2IC/AD/3cfmUUuqYspoG11R+rZmfTIwxnl1gJe51wBDgaWPMAyJyNxBijHlcROzGmNhWrr0VuBUgPT194uuvv97u69ntdmJjW3w65QaNX9s0Pt7p6vjlVTr59coafjw2gsl9gnNoorcxmzlz5jpjzKRTHjDGdOgHq0llGXA28AUQ6jpud+f6iRMnGncsW7bMrfNUyzR+bdP4eKer4/dFbrEZ+MAi8+Xuki59XV/yNmbAWtNCTu3waBZjTBmwHJiJVUvfJSL7gGgR2dXR51VKqdbo7M/WeTqaJVVEEly/RwGzgXXGmN7GmEHGmEFAtTFGN+VTSvlc0yJbqZrMT+Fpo1Mf4GVXu3kIMN8Ys8j3xVJKqVOV2OutqfxRwdle3pk8iogxZjMwvp1ztDdJKdUpiivrdCp/K3QGqFIqaJTY63Tp21ZoMldKBQ2d/dk6TeZKqaBhJXOd/dkSTeZKqaDgdBpK7fVaM2+FJnOlVFAoq2mg0Wl0+dtWaDJXSgUFnTDUNk3mSqmgUFKpybwtmsyVUkEh72gNAKm6/G2LNJkrpQKeMYaXv9zH4JQYBqfovMSWaDJXSgW85TnFbDtUwe3nZGEL0dmfLdFkrpQKaMYY/vfTXWQkRHHp+Ax/FydgaTJXSgWE/LIaJvx+CYs2Hzrh+Fd7jrBu/1F+dE4m4aGaslqjkVFKBYSnluZypKqeP3+0kwaHE7Bq5U99mktqXARXT+rv5xIGNk3mSim/21dSxZvr8hjTL54DR6p5e10eAG+uy2PV7lLumJFFZJjNz6UMbJrMlVJ+9+TSXMJswnM3TGJs/wSe+nQXu4oqmbdwG9Myk/n+tEH+LmLA02SulPKr3MJKFmzM54bpg0iLi+S+84aSX1bDFc98iS1E+OvVYwnRESzt0mSulPKrxz/JISY8lNvOzgLg7OwUJg1MpLymgT9cNpq+CVF+LmFw0L2XlFJ+szW/nA+2FPCTc7NJjLFmdooIj18zjvUHjnLx2L5+LmHw0GSulPKbx5fkEB8Vxi1nDj7heP+kaPonRfupVMFJm1mUUn6x/sBRlu4o4tazM4mPCvN3cYKeJnOllF88tjiH5Jhwbpw+yN9F6RY0mSulutyXu0v5YlcJt8/IIiZCW3t9QZO5UqpLGWP46+KdpPeK4LqpA/1dnG5Dk7kKKsYYXl19gKeX7Tq284wKLp/lFLN2/1HunJWtszp9SO9vVNBodDiZ999veOWr/YA1a/DScX356QXDSIuL9HPplDusWnkO/RKjuEbXWvEprZmroFDb4OC2f6/jla/286NzMlly79lcPakf7208xNy/fcFXe0r9XUTlhsXfFLIlv5y7z83WFRB9TKOpgsLTy3bxyfYifv/t0/jlhSPITo/j4UtH896dZxAXEcr3nv2KZ5bvxuk0/i6qaoXTaXhscQ6ZKTFcpuuS+5wmcxXwiipqeW7FXi4a04frT1pwaXjvXiy860wuHN2HRz7awQ//tZby6gb/FFS1adGWw+wsrOSe84YSatPU42saURXwnlyaS4PDyU/PH9bi47ERofzvd8cz75LT+Dy3mLlPrWBzXlkXl1K1pdHh5IklOQxLj+Oi0X38XZxuSZO5Cmh7iu28/vVBvjdlAINSYlo9T0S4Yfog5v9oGsbAlc98yStf7ccYbXYJBO9uyGdPSRX3nT9UV0DsJB4lcxGJFJE1IrJJRLaJyDzX8eddxzaLyFsiottnK5/480c7iQgN4a5Z2W6dP35AIovuOpPpQ5J5cMFWHnh7cyeXULWnvtHJk0tzGZ0Rz/kj0/1dnG7L05p5HTDLGDMWGAfMEZGpwL3GmLHGmDHAAeBOH5dT9UBvrj3IR9sK+PGMLFLjIty+LjEmnBduOJ3vTh7A/LV5lOp4dL96f8sh8o7WcN/5QxHRWnln8SiZG4vd9c8w148xxlQAiPV/KgrQe1vlle2HK3jwva1Mz0rm9hlDPL4+JESYmpkEQFmNdoj606aD5USH2zgnO9XfRenWxNM2RRGxAeuAIcDTxpgHXMdfBL4FfAPMNcZUt3DtrcCtAOnp6RNff/31dl/PbrcTG6utNh0VjPGraTT8dlUNdQ6YNz2K+IiO1eY2Fzfy2Lo6fj0lkiGJLc80DMb4BBJ34vfnr2uoaYSHpukmE+D9e27mzJnrjDGTTnnAGNOhHyABWAaManbMBvwduKm96ydOnGjcsWzZMrfOUy0Ltvg5nU7z43+vM5m/fN98tbvEq+dav/+IGfjAIvPp9sJWzwm2+AQad+I36eEl5v75Gzu/MEHC2/ccsNa0kFM7PJrFGFMGLAfmNDvmAN4Arujo86qe7eVV+3h/y2F+dsEwpmQme/VcTWtkl9XU+6JoqgPKqusprqwjO03vfjqbp6NZUkUkwfV7FDAb2CkiQ1zHBLgY2OHrgqrub8OBo/zhg+3MHpHGrWdlev18CdHWNmQ6ich/cousLrah6XF+Lkn35+lCW32Al13t5iHAfOB9YIWI9AIE2ATc7tNSqm7vaFU9d/xnPem9IvnrVeN8Mha5V6T19tYOUP/JLbSS+RCtmXc6j5K5MWYzML6Fh87wTXFUT+R0Gu6dv5ESez1v3T6N+GjfbCEWagshLiKUck3mfpNTWEl0uI2MBO387Gw6A1T53d+X72L5zmIevHgkY/ol+PS5e0WFaTOLH+0qsjMkLVZnfXYBTebKr1btLuGxJTlcMrYv100Z4PPnT4gO05q5H+UUVpKdpu3lXUGTufKboopafvLaRjJTY/nj5aM7ZXZgfFSYtpn7SXl1A0WVdQxN1/byrqDJXPlFo8PJna9toKqukWeundBpm/pqzdx/cosqAcjWZN4ldNs45RePLs5hzd4jPH7NWLI7cdhafFQYZdpm7hc5rpEs2szSNbRmrrrctkPl/OOz3Xx38gAuG9+vU18rPiqcipoGXQrXD3KLKokK05EsXUWTuepyn24vAuCn5w/t9NeKjwqj3uGkpsHR6a+loLiyjuU7i6htcJBbaCc7XUeydBVtZlFdbsWuEk7r24vkWPeXte2oBNeY9fKaBqLD9e3e2f780Q7eXJdHdLiNRqfh4jF9/V2kHkNr5qpLVdU1suHAUc7MTumS1zu2Pou2m3eJDQfLGNsvnsvGZ5AWF8HM4brsbVfRqorqUqv3ltLgMJw1pGs+5AlRx2vmqnNV1jawu9jOvbOH8pNz3dsZSvmO1sxVl1qRW0JEaAiTBiV2yev10pp5ixxOw6aDZSzYkE9VXaNPnnNLfjnGwJh+8T55PuUZrZmrLvVFbgmTBycRGdbyZhG+1tRmXtHDa+ZOp2F7QQVf7i7lqz2lrN57hMpaK4mPyujFCzeeTlpcpFevsTmvHMDnSzIo92gyV12moLyW3CI7V07s3OGIzfX0Nc3f33yY/246xOq9pRx13Z0MSo7mojF9mJaVggA/f2szlz29ipduOr3VMf8rd5WQFhfR5pyAzXllDEiKJikmvDP+FNUOTeaqU+0rqeLVNQe4ZGxfdhZYMwK7qvMTIDYiFFuI9Mg28/pGJ/e8sYGE6HDOHZHO9KxkpmYm0/ekcd8Dk6O5+aW13Pji1yz/2QzCbCe2vh48Us0NL6wh1CY8fvU4Lhzdp8XX23SwnPEDtFbuL5rMVaeprm/kh/9aS26RnX9+voe4iFCSY8IZ0btXl5VBRHrsLNB9pVU0OAy/+tYILh2f0ep5Y/ol8KfLR/ODf63l420FXHTScMKnPs0lJEQYlh7H7f9Zz0/PH8odM4ecsJZOib2O/LIabpw+qLP+HNUO7QBVncIYw6/e3cquYjv/uG4Cv547gpS4CC4bn9Hlk0gSonrm+iy7itzfGGLW8DQGJkfzwhd7Tzi+r6SKt9fnc92Ugbzxo2lcOq4vjy7O4d43NlLbbCLW5rwyQDs//Ulr5qpTvLbmIO9uyOe+84YyZ5R1W/4DH2wF1xG9emgyzy20IwJZqe0n85AQ4cbpg5j332/YeLCMcf2t5pK/Lc0lzCbcNiOTyDAbj18zjiFpsTy6OIcDR6q5IctaJmHjwXJCBEZlaDL3F62Ze8nhNNQ16lTx5g6X1zDvv9s4e2gqd84c4u/i9NiVE3OLKumfGE1UuHsjh66a1J+4iFBeXGnVzrfklbNgYz7fnzbo2EgXEeHOWdk8c+0Evjlcwe++rGH74Qo255WRnRbXaatfqvZpMvfSw+9/w9y/fdGhhZyq6xu55aWv2eVaKrS7eGJJLsbAHy4dFRDrcvTUNvOmXX7cFRsRylWT+vP+5sPc/NLXXPL0F8RFhvGjs0+9o7pwdB/e/NF0HAaufGYVX+89ok0sfqbJ3AsOp2HhxkPsKrKz/kDZseNb88t56L2tNDicbV6/4UAZS3cUsXxncWcXtcvkFlby5rqDXD9tIP2Tov1dHKBntpk3OpzsKa4i28ONlG+cPggR2HSwjLtmZbPkvrNbXUNndL94HpoWSVZaLFX1Dsb015Es/qT3RF5Yu+8IpVXW+OVFmw8xcaA1q/HRxTtZvrOYAckx3HLm4Fav3364AoADR6o7v7BuMMbwylf7GZIay/QhHRs++OePdxITHsodAdC80iQ+KoyK2gacThMQdwpd4cCRauodTo9q5gADkqNZ9tMZpMRGuDWxKzEyhDduncbCTfl8e1zrI2ZU59OauRc+3lZIuC2EM4Yk88GWwzidhv2lVXyWU0xUmI0nluRQVFnb6vXbD1vNK4GSzDfnlfOb97bxvedWc8MLa9hRUOHR9at2lbDkm0Jum5EVUBNH4qPDMYZjMx57gqaRLB3Z+KNfYrRHM3Sjwm1cc/qALpvVq1qmybyDjDF8vK2AM7NTuHpSfwor6li7/yj/WX2AEBFevOl06hqd/OmDHa0+R6DVzOevPUhkWAg/nzOMjQfLuPzvq9za2b66vpE/frid77+whoyEKG46Y1DnF9YD8T1wsa1cD4Ylqu5Bk3kHbTtUQX5ZDeePTGf2iHQiw0J4e10e89ce5ILT0pmamcwPzx7MOxvy+XrfkVOub3A42VVkJ0Qg70gNTqd/d8KpbXCwcNMhvjWqDz+eMYT/u34i1fUO1rRQ9uY++aaQ8x77nP/7bA9XTOjHorvODLh1wxMCZEr/nmI7P3ltAzX1nT/6aVeRnb7xkcTq6JIeQ5N5By3eVkCIwOyR6cREhDJreBpvrD1IWXUD108dBMAdM4fQNz6SBxdspfGkztDdxXbqHU4mDUyi3uGksI3mmK7w8bYCKmsbuXKStW7KuP4JhIeGsHpPaYvnHyqr4UevrOUH/1pLTISNN2+bxiNXjiExgJpXmsRHB0bN/OH3t7Nw0yF2FnbO6KXm77HcokqGdOLeqirwaDLvoI+3FTJpYBIprp7+pinQQ9JimZqZBEB0eCgPXjSSHQWV/Pur/Sdc39TEcv5p6QAcKPVvU8v8tQfpnxTF1MHJAESG2ZgwIIHVe0+smTc6nDy3Yg/nPfYZn+UU88Cc4Sy66yxOH5Tkj2K7JSEAlsFdu+8In+6wtss7WuX7O4SiilrG/W4JL67ci9NprGGJbkwWUt2HJvMO+DynmJ2FlccSMcDMYWlkpcZwx8ysE9asmDOqN2dlp/DXJTkUV9YdO779cCXhthBmDEsDOr/dvKy6nvLqBmobHKeMiT94pJpVu0u5ckL/E0Z7TBmczLZD5VTUWkmwuLKOS/53JQ+/v53Jg5NYcu853D4ji/DQwH4b+bvN3BjDnz/aSWSYFaej1b5P5ku2F2Kva+QPrtp/bYOT7HRN5j2JNqhhrT/RPykamxvD1j7dUcht/17PsPQ4rprY/9jxqHAbS++fccr5IsJvLzmNOU98ziMf7eDRq8YCVs08Oz2WgcnRhIiVUDtDRb3hzlfXs2jz4WZlgshQG5FhIUSF2WhwtddfMfHEoWVTMpN4cqlVq5w1PJ3nVuxhZ2Elf792AheO6n3Cl1Yg6+XnZL48p5g1+47wswuG8ZePd3KkE2rmn3xTSEZCFLYQ4advbgLweIy5Cm49PpnvLali9mOf8eu5I7jpjNbHhIO1NvTdr29gRJ9e/OvmycfaYtuTlRrLLWdm8o/PdvPdyQOYODCR7YcrmTEslTBbCH3iozh4tMYXf84JPtxymP9ZUU29s5YfnZNJWlwktQ2OZj/WrvW1DQ5G9u1Fv8QTJ/lMGJBIuC2E1XuOMGVwMq+tOcCcUb35VitLoAaqyDDri8sfydzptGrl/ZOi+MFZg3lsSY7Pa+ZVdY2s3F3K9VMHctn4DC5/ZhU4jY5k6WF6fDJ/d30eDqfh/c2H20zmb6/L42dvbWLCgEReuOl0ekW6l8ib3DVrCO9tzOc3723lhRtPp8Rex4g+1lKwA5Kifd7Msm7/Ue54dT0De4XwfzefydAOdIZFhtkY1z+Br/Yeod/6PCpqG7k5wIYduishKrxT2qrbs2jLYbYfruDxa8YSEWojMTqcI1W+/VJZkVtCfaOT2SPSGZURz1+vGsvnOcUkRAdeZ7TqPB41dopIpIisEZFNIrJNROa5jv9HRHaKyFYReUFEPMt0fuJ0Gt7ZkI8IrDtw9IQ27eZe+Wo/97+5ielZKfzrlskeJ3KAmIhQfjV3BNsOVfCb97YCMKKPlWB9ncztdY3c+8ZG+iZE8fPTIzuUyJtMyUxia345z67Yy9h+8UwY0DV7d/paalwERa38/+0sDQ4njy3eybD0OC4ZazVhJUaHUebjmvkn2wuJjwo7tq/qxWP78hdXc57qOTztuaoDZhljxgLjgDkiMhX4DzAcGA1EAT/waSk7ydr9R8k7WsOtZ2VijPWhONmzn+/hwQVbOXd4Gs/dMMmrMdRzR/dhelYyH2+zXmdkU808OZriyjqfjT+et3AbeUereezqcUSFeteuPTUzGYfTcOBINTedMTho2slPlpEQRX6Z75uy2vLm2jz2lVbz0wuGHeuPSYwJ92mbucNp+HRHETNdTXaq5/Lo/76x2F3/DHP9GGPMB67HDLAG6LpNHr3wzvo8osNt3D07mwFJ0Xy8reDYY8YYnvwklz98sJ25Y/rwj+snej1dWUSYd8lphIYIfeIjj90GNy1IdfCo97XzT3cU8ua6PG6fkcXkwd4PF5wwIJEwm5AWFxF0beXN9U2I4lBZTYdWt+yI2gYHTy7NYcKABGaPSDt2PCk63Kdt5hsOHOVIVT2zR6a3f7Lq1jyuZoqIDVgHDAGeNsasbvZYGHA9cHcr194K3AqQnp7O8uXL2309u93u1nmeqncY3ttQzYS0UNas+oIRvepZmlPNh58sI9IGb+Y08MHeBs7oG8oVfcpZueJzn73293W8uUQAABnHSURBVIaH4TDOY39XSZlVI3//s9UcSvOuG+OVbXVEh8L4sMMsX17gk/hdnBlK72hY9YXvYtDVakobqK538P6S5cSGH7+76Kz31wd76ymsaOCm4cJnn3127HhteR2FZQ6fveb8nfXYBEIKd7J8eY5PntMTnRW/7qzTYmaM6dAPkAAsA0Y1O/Ys8IQ710+cONG4Y9myZW6d56mFG/PNwAcWmZW5xcYYY9bsLTUDH1hkFmzIMw8u2GIGPrDI/OrdzcbhcHbK6zdXaq8zAx9YZJ5fscfr57r6H6vM5X9feezfnRW/YPPhlkNm4AOLzJa8shOOd0Z8ymvqzdh5H5vrn199ymOPfLjdZP3yfeN0+uZ9dclTK8xV/1jlk+fqCH1/ec7bmAFrTQs5tcONbMaYMmA5MAdARB4CUoH7vPp26SIfbj1M716RTM20ZjxOGJBISmw4v3p3K//6cj+3np3J77/dNZsrJEaHERsR6pNO0N3FVWSlxvigVN1LRoLVlHWoC9rNn/18D2XVDfz8gmGnPJYUE06j01BZ5/0KjvWNTrYfrmS8riOu8Hw0S6qIJLh+jwJmAztE5AfABcB3jTFt78gQIDYdLGfSoMRjydoWIpw3sjf2ukbumZ3NLy8c3mWdfSJC/6RorycOlVc3UGKv0/HFLeibYG171tmdoMWVdTz/xV7mjunT4n6Yia5+El8Mk9xRUEG9w8lYTeYKz9vM+wAvu9rNQ4D5xphFItII7Ae+dCXAd4wxv/NtUX2nrLqe/LIarp828ITjv7hwOBeP7cP0rI5tzOCNAUlR7Cmu8uo5dhVbfdPubODb0yTFhBMZFtLpNfOnl+2irtHJ/ecNbfHxxBhrWOvR6gYGJnv3WpsOWrtb6XZtCjxM5saYzcD4Fo4H1eSjbYesRa5G9T3xQxAfFeaXRA5WM8CK3BKvnmO3rmHdKhGhbycPT6ysbeA/q/dz5YR+ZLbyherLmvmmvHKSY8LJSIjy+rlU8OuRA1O35pcDcFrfXn4uyXHJseFU11tT6ztqd7GdcFvIKdPylcUaa358qeH3Nx/ms4O+m425o6CSBodhzqjerZ7TtAOTL8aab84rY2z/hKAd+698q2cm80MVZCREBdTa2774kO8utjM4JcatBcN6ooyEKPKbrYHzt6W5vJ1b77Ox5ztcyxoP79P6jNumuQXejjW31zWSW2TXJhZ1TI9M5tvyyxmVETi1cjh+++1NMt9VZNcmljb0TYiixF5HbYODitoGcooqqaiHPB8tcra9oJL4qDB694ps9ZxekaHYQsTrZL41vxxjYGw/7fxUlh6XzO11jewpqeK0voFVo0mO9a7GVtfo4MCRah2W2IamtuWC8lo2HiijqUK+Ka/MJ8+/43AFw3vHtdnsISI+WWxrc552fqoT9bhk3rTDT3erme8rqcZpIEtr5q3q60rm+WU1rD9wFBEIFdh4wPtk7nQadhZUHlsJsy2J0WFed4BuOlhOv8Qokl07XSkVVKNQfKGp8/PkkSz+1tRm3tEP+W4dltiufonNk3kZw9LjaKyt8knNPO9oDVX1Dob3bn+FysQY79dn2ZRXpk0s6gRBVzM/VFbDlrzyDl+/Nb+C1LgI0tpo1/SH+KgwRDpeM28alpipzSytSu8ViYiVeDccOMr4AYlkxoewJb+cBod3c922FzR1frZfM/d2sa1Sex15R2u0iUWdIOiS+d2vb+B/3t3S4eu3HSpnVAANSWxiCxESosI40sEP+a5iOxkJUV4t0dvdhYeGkBYXwec5xVTWNjJhQAKZ8TZqG5zsLKj06rl3HK5EBIa6se9mYkyYV23mCzYeAmB8kK4trzpH0CXzs7NT2XqonFK75xsN1DY4yC2ytzjNOhAkxYRztIMf8t3Fdm0vd0NGQhQbXTMnJwxMJDPB+gh429Syo6CCQckxbn2ZJkaHU1bdsSGROYWVPPLRDmYNT+P0QZrM1XHBl8yHpmIMfLHL89mSCzbk43CagJos1FxSBzcucDoNu4t0gS13NHWCJkSHkZkSQ2qUkBQT7nUn6I6CSrfay6Hji23VNTq4+/WNxEWE8sgVY3SykDpB0CXzURnxJEaH8VlOsdvXGGN4etkufvHOFiYPTmLGsLT2L/KDxA62pR4qr6GmwaFjzN2Q4eoEHe+aOSkijO0X71XNvLq+kX2lVQzv7V4loaNT+h9bnMP2wxU8csUYUuN0FIs6UdAlc1uIcGZ2KityS9y6TS2vbuCnb27mLx/v5Nvj+vLKLZO93jGosyTFhFPagZp5bqHV+enNXp89RdNY8+Z7mY7tn0BukZ3K2o41ceUW2jEGhrlZM29abMuTu7BVu0v454o9fG/KAN1VSLUo6JI5wNnZKRRX1rH9cOudVsYYFmzI59zHlrNgYz4/OTebx68eR0RoYCZycA1Zq/K8LXVnoRWHoWmazNszOMVqijq92ZZ64/onYAwdHiW1wzWSZUQb0/ibS/RwSn95dQP3z9/E4OQYfj13RIfKqLq/4EzmQ1MB+Dy35aaWPcV2rnt+Nfe8sZGMxGgW3nkG9503tEs2mvBGcgfbUnMKK0nvFUF8dFgnlaz7OHNICm/dNo0pzZL5eNc+p5/uKOrQc24/XEl0uI3+bi5wdnxOQQO5hZWMnbeY5Ttbfm1jDL9asIXiyjqe+M44Ha2kWhWUyTy9VyTDe8fx+Unt5rUNDp74JIc5T6xgc145v790FO/cPj3gpu63pqNtqTmFldrE4iYRYdKgpBM6D+OjwpgxLI33Nh3C4fR8hMnOAiv+7lYWmi+29chHOymvaeCRj3bibOG1F2zMZ9Hmw9wzO5sxOklItSEokzlYtfO1+45S5arFrtxVwoVPruCJT3K5cHRvlt5/DtdPHRhUKwh2ZOVEh9Owq8iuydxLl43PoLiyjpUdGCWVW1TJMA/i37TY1uJvCvlkeyETByay/XAFH28rOOG8g0eq+c2CbUwamMjtM4Z4XC7VswRvMs9Opd7hZOr/W8qY337Mtc+txhjDK7dM5snvjCctLrBmeLojsQPJ/OCRamobnB4lE3WqWcPTiIsMZcGGfI+uK7XXUWKvJ9uNyUJNmhbbWrP3CGlxEbx882SyUmN4/JOcY3cGDqfh/vmbMMDj14wLqkqJ8o+gbYCbmpnEPbOzKau2RiD0S4ziuqkDA3akijuSO5DMc1ydn54kE3WqyDAbc0f3YeGmQzxc3+h223ROB0cSJUaHUWKv497zhhIbEco9s4dy12sbWLgpnymDk3l19QHW7DvCX68aS/8k3WxEtS9ok3moLYR7Zre8z2KwaqqZezLWPNe1Jku21sy9dtn4DF7/+iCLtxVy6fgMt65p+jJ1d1hik4zEKAxw1cR+AMwd3YenPs3l3jc2HTtn7pg+XD7BvXIoFbTJvDuKCbcRbgvxaN2OnQWVZCREERuh/yu9dfqgJDISonhnQ75HybxXZChpHk7ieezqcYBVKQEICREeu3oci78ppHevSPomRHLGkBSd5ancphkggIgIiTGerXVtjWTRJhZfCAkRLh3fl2eW76aostatfpecwkqGtbMhRUuSWtiycFRGfMCuG6QCX9B2gHZXidHuzwJtdDjZU1zFUA9v8VXrLhufgdPAQtfKhG0xxpBTaNcmLhUQNJkHmORY99dn2VdaTb3DqTM/fWhIWhyjM+JZsLH9US1FlXWU1zQwVNfEUQFAk3mASYwOd7uZJbeDnW+qbZeNz2BrfsWx+LamqfNT74xUINBkHmCSYsLd3qBiZ6G1IYJuFedbF4/tiy1EeLedMecdHZaoVGfQZB5grI0LGmhsZxuz8poGFm0+zOCUGKLCg3dsfSBKjYvgrOwU3tt4qMUp9k1yCipJjgknRTdVVgFAk3mAaRrlUFbT+vDEmnoHP3j5aw6UVvP7b4/qqqL1KJeNzyC/rIY1+460ek5OUaVO1lIBQ5N5gDm+ol7LTS0NDid3vrqetfuP8vg14zhjSEpXFq/HOH9kb2LCbby7vuWmFmMMuYW6Jo4KHDrOPMC0tdiW02n4xdtbWLqjiIcvHcXcMX26ung9RlS4jQtG9eaDLYeZ9+3Tji0TsXR7IWv2HaGuwYm9rlGTuQoYmswDTFsbF/zpox28vT6P+84bynVTB3Z10Xqcy8f34531+SzdXsTcMX04WlXPXa9toL7RiS1ESIgOO2FddKX8yaNkLiKRwOdAhOvat4wxD4nIncA9QBaQaozxfB1RBRyvmZ88cegfn+3mn5/v4YZpA7lrli6H2hWmZSWT3iuCdzfkM3dMH15cuZfqegeL7z1ba+Qq4HjaZl4HzDLGjAXGAXNEZCqwEpgN7Pdx+Xqcpv0hd7kW0AKY//VB/vThDi4Z25eHLj5N1+voIrYQ4dvjMli+s4gDpdW8uGofc07rrYlcBSSPaubG2pyyKcuEuX6MMWYDoEnGByJCbcwansaLK/dR1+hkelYyv3hnM2dlp/DoVWMDfuu77ubScRn88/M93PLy11TWNnLHTL0rUoFJPN08WERswDpgCPC0MeaBZo/tAya11swiIrcCtwKkp6dPfP3119t9PbvdTmxszxr+5XAa3s5t4IO91vDEzPgQfn56JJGhnifynhg/T7gTn19/UU2e3TA6xcb9k4Jv05POpO8vz3kbs5kzZ64zxkw65QFjTId+gARgGTCq2bF9QIo710+cONG4Y9myZW6d1x0t2VZg7n5tvTlir+vwc/Tk+LnDnfj887PdZuADi8yavaWdX6Ago+8vz3kbM2CtaSGndng0izGmTESWA3OArR19HtW62SPTmT0y3d/F6PFuPGMQUzKTdENlFdA86gAVkVQRSXD9HoXV6bmjMwqmVKAIs4VoIlcBz9PRLH2AZSKyGfgaWGKMWSQiPxGRPKAfsFlEnvN1QZVSSrXO09Esm4HxLRz/G/A3XxVKKaWUZ3RtFqWU6gY0mSulVDegyVwppboBTeZKKdUNeDwD1GcvLFKMe2u5pAC6cFfHafzapvHxjsbPc97GbKAxJvXkg35L5u4SkbWmpamryi0av7ZpfLyj8fNcZ8VMm1mUUqob0GSulFLdQDAk83/6uwBBTuPXNo2PdzR+nuuUmAV8m7lSSqn2BUPNXCmlVDs0mSulVDfQZclcdE851QVERCsoHaSf0eDW6W98sYSYZo3z+oHznMasba73mRhjnP4uS7BxbQWJ0Q60DgmUz2anFqIpiRtjnCIyQkRuEZFI/cC5T0SSATRmbWvaUktEBorImyJygb/LFCyMMQ4AETlHRB4VkSR/lymYuPJbrIj08Wc5OjWZu/7ISBG5GXgZuB54REQmg97WtUdEsoHXRWSg69+/EZFbmxJ8T9dUo3T9LiLyLeDvwEJjzMf+K1nga6pNiohNROJF5A3gPOBDY8wR/5YuKD0B3A7+q6n79EVP/iNcH7angHuMMZOBC4Fy4EIRidPbupY1+5I7AqwEHhaRt7DWdPgW8FsRme6v8vlb0/usqUbpEoq109UEYJvrvA7vcdtdNYudU0RsxhiHMaYcmAqMMMYsFZEw/5YyMJ1c+RSRzGYVireB4f5s6vNpMm/6I0QkW0QSXB+2+cAgEckwxtRgJacErFqAaubk/gVjTCnwLtAXKDLG/AS4E2vf1Sua10x7gqb9Z5u9z2aLyGIRuR0YBbwEvIlVacAY0+inogasZrH7MbBQRH7u2s/3CqzN2THGNOhd84lcX3zN+/2GAv8B7nI1SxUBB1xNfcFZMxeRx0TkQdfvQ0VkPtYMp1dEZLIxZgnwGvAb1yUrgHzgfBHp6+3rdyfN+heyXM0pY40xm4DFwBTXOXlYq03GA92+bdP1BRchIm8D/3ElHlzvuV8DfwR6AY8ZY+qBRcBgETnLdV5AdE75i4jMFJHBzf49RERexPryexIYC/wZ2ISV3P/hOrVHx605V23bISIxIvKQiJwD7AOuBPoDj7tOvciffYK++B/2LnCPiMQC9wCLjTEzgTjgUREJB/4ETBSRqcaYauAz4A1jzCEfvH7QcrVX/kFEzmh27HasmEYAL4jIFcB7WBtl3+c6bQ9Wk8LRri5zV3N9wdVhfXFlAze4HnofmAWMBK4GkkTkN8aYxcBe4HoRCe3JHceuGuOrwMuufiuAEcA1wAJXrB7Gas67GrgDuFlEhp3UhNXjiMiPReSPYL0HReR7wCogEjgbeN4Yk2+MuR+oxIpfNNaXo194lcxdTQIrsJLzo8aYHwMbRGQVsAGIAn5ijNkL/Bd4BMAY87UxZpl3RQ9uIvID4BMgC9jqOiZABjAXWIqVsJOxktP7wDwR+TXwf8BXgOmut8MicpGIjHb9Ho0Vj1eBuSKSZYxZD1yL1YcwDfgZcKOIpAMfYjXndcvYeMABrMe6M/6hiFwLfIH1/vkOgDFmO1acBrs6Pp+khU3be6CfYVUILnT9ux6r+e4VYCYwS0RudD32K+BTrHgb8M/gDq/WZnHdfhjX6Iq9wBjgIiDVGPOQiNwGPAqcBhQD/Y0xO31Q7qAmImlAATDGGNOUyHsB4cBfsWqbR4B5xphVrqaCeKxY2oFnm67rjlwJ+TDwOfA9Y8whEXkYq5NzPzDSGHOXiPweOGSMeUZEbgD+B3jJGPNHvxU+QDT7bL4CbAaWAz/Eah74HLgPeN0YM19E/gaUGmPm+au8/iYiqYDTGFPq6ov6H2AQkAhcZ4ypFpG5WHcy9wNpWAn/9Gb9EM8ABf6Ko1c186bGfldH3d+At4BGINLVTtcPWA3EGGOqjTE7u2tN0hPGmCLgBaxbXlwfuF9iJXAbsMwYc4ErkY8Bfot1K/eAMebu7pzIAYwxhVjtuFnAxSJyHfAs1odrC9DfVWvfDswQkaXA5cDlmshP8S4QZoz5GusO8F6sIcI7sZpBn8dqvnoNjtcoe9LnVEQygUKOtxw4sAZpfIP1frvHdeow4P+MMZ8CTmAIVtJvEgfkdFGxT+HTVRNFZCfWbdwurPa3vxhjnnTjugnAfteXQo8gIjFAGVZC+g/whDGmTkQuwhpZYICDWEnqDWPMw208V7eLn6ujsxA4B5iH9cGqBx7DajcfZ4y5Sayx+DOMMc+28VzdLj7uEpHrgYuxks9o4C/At7FqliHAu8aYP7fzHN0+fiLyOTAYeAjYCIRhNZ88jlUTvxm4BSuB78VqbXgLWGqMKRORicD3sO6mK/wSM2OM1z9AiOu/lwM5rt8Tmz1ua+W68Vjtxg1Aui/KEkw/wE3A2y0cHwL8APg9MKCN67t1/IDbsJJPKrAAq5YUhVWTXAic08713To+bsYwEauj/KlmxzKx+hquxhpdltjKtT0mflitCEeAs7BGj10B/BwYiDVi6rdYX37XAG8AU066vqli7LeY+TIYTQn9E+Aq1++2pj/ypHMjgH8Aa11fAEuBm5sHpSf8uN4ceVht52DdDrtzXY+Inys++a7kLcAMrH6FcCClp8fHzRgKVu3yPNe/bc0eS8eqbcY1j0tPjR/wHFYNfCZWx/EWVw6bhNWhPq2F2DYlcb/HzGcz5Iw1PjoOqAJ2u461NrypD7AOa2ZoretWObmp08ZXZQp0rphdhTUuf6oxpsHNS3tE/FzxuRL4lzFmGlYnXpO2djfvEfHxQBZWP5ac9JksMsY838L5PTV+d2M1ofTDqoHPxhpuuB24zxizuulEV19h82Gvfo+Zr6c7T8KafLDp5AdE5GpgAPC5MWYNVodWk1gg3hhjxDXF2MflCljGmC9FxCkiY4wxm1s7r6fGzxUfo/HpGNfffKNpYb2V5klG4wfGmCqxJqM9bYz5oYjsN9ZENLAGcjQ/1xlwMfPxbUpLTSo2rNmf67CGQ23BGnUAx5tmJmINmYruituRQPuhlT4FjZ/Gx8dx1M9n+zEKwRqYkNXGOQEZM5/WzI3rrzjpmENEhgH3G2OWi8g+4E4R2W6sCQtgjUH/FBiO1VbVo5g2vrU1fhofX9HPZ/uMVeMeaowpaq2JJFBj1inrL4jI98VaGznBdagQSBRrevU7WMPMrpbj62bYsUZw+G32VCDR+LVN4+MdjV/bjDUP5IQvv2CImc+SuVj6iMgyrHHA1wJPi7VmSwnWGNdY1+lPYfX4pgMYqz2vFGutjRZrEN2dxq9tGh/vaPw8F3Qx81E7k83136HAv12/h2JtFPA81myqj7EWqIl2Pf4G1rotTc/Rq6valgLtR+On8dH4BdZPMMbMqzZzsRb//x1gE5EPsJYidYC1lrSI3Im1BsljWIskfQdrCM8bWNP+j/UQG2MqvClLMNL4tU3j4x2Nn+eCOWYdbmYRa03fdVgzzHZhzVZsAGaKa1s4Y43DnIc1rf9lrJlV3xeRDVjfclu8K37w0vi1TePjHY2f54I9Zh1em0Wsxf8HGWNecf3771h/SA1wlzFmoqszIA34X+BeY8xBEemNdVuyxyd/QZDS+LVN4+MdjZ/ngj1m3nSArgPmy/Gty1ZirSPyEtYtyl2ub7F+QIMx5iCAMabA3390gND4tU3j4x2Nn+eCOmYdTubGWtK2zhwfA3we1thKsBaQGiEii7CW1uzWY1M7QuPXNo2PdzR+ngv2mHk9acj1LWawhuQsdB2uxFrndxSw1xiT7+3rdFcav7ZpfLyj8fNcsMbMF+PMnVhr/5YAY1zfXA9i7drxRSD+0QFG49c2jY93NH6eC8qY+WRzChGZirXZ6SrgRdPySmyqFRq/tml8vKPx81wwxsxXybwf1lZUjxlrJ3XlAY1f2zQ+3tH4eS4YY+bTbeOUUkr5R6cstKWUUqpraTJXSqluQJO5Ukp1A5rMlVKqG9BkrpRS3YAmc6WU6gY0mSulVDfw/wH/mtBN3258JAAAAABJRU5ErkJggg==\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = plt.subplots()\n",
|
|
"ax.plot(idx, stock,'-')\n",
|
|
"\n",
|
|
"# Grids\n",
|
|
"ax.yaxis.grid(True)\n",
|
|
"ax.xaxis.grid(True)\n",
|
|
"\n",
|
|
"# Major Axis\n",
|
|
"ax.xaxis.set_major_locator(dates.MonthLocator())\n",
|
|
"ax.xaxis.set_major_formatter(dates.DateFormatter('%b\\n%Y'))\n",
|
|
"\n",
|
|
"fig.autofmt_xdate()\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 87,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = plt.subplots()\n",
|
|
"\n",
|
|
"ax.plot_date(idx, stock, xdate=True, fmt='o:b')\n",
|
|
"\n",
|
|
"# Grids\n",
|
|
"ax.yaxis.grid(True)\n",
|
|
"ax.xaxis.grid(True)\n",
|
|
"\n",
|
|
"# Major Axis\n",
|
|
"ax.xaxis.set_major_locator(dates.MonthLocator())\n",
|
|
"ax.xaxis.set_major_formatter(dates.DateFormatter('\\n\\n\\n\\n%Y--%B'))\n",
|
|
"\n",
|
|
"fig.autofmt_xdate() \n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Minor Axis"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 88,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = plt.subplots()\n",
|
|
"ax.plot(idx, stock,'-')\n",
|
|
"\n",
|
|
"\n",
|
|
"# Major Axis\n",
|
|
"ax.xaxis.set_major_locator(dates.MonthLocator())\n",
|
|
"ax.xaxis.set_major_formatter(dates.DateFormatter('\\n\\n%Y--%B'))\n",
|
|
"\n",
|
|
"# Minor Axis\n",
|
|
"ax.xaxis.set_minor_locator(dates.WeekdayLocator())\n",
|
|
"ax.xaxis.set_minor_formatter(dates.DateFormatter('%d'))\n",
|
|
"\n",
|
|
"# Grids\n",
|
|
"ax.yaxis.grid(True)\n",
|
|
"ax.xaxis.grid(True)\n",
|
|
"\n",
|
|
"fig.autofmt_xdate() \n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 89,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = plt.subplots(figsize=(10,8))\n",
|
|
"ax.plot_date(idx, stock,'-')\n",
|
|
"\n",
|
|
"\n",
|
|
"# Major Axis\n",
|
|
"ax.xaxis.set_major_locator(dates.WeekdayLocator(byweekday=1))\n",
|
|
"ax.xaxis.set_major_formatter(dates.DateFormatter('%B-%d-%a'))\n",
|
|
"# Grids\n",
|
|
"ax.yaxis.grid(True)\n",
|
|
"ax.xaxis.grid(True)\n",
|
|
"\n",
|
|
"fig.autofmt_xdate() # Auto fixes the overlap!\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Activity 1\n",
|
|
"> Scrape the data using \n",
|
|
"```python\n",
|
|
"goyal = pd.read_excel(io='http://www.hec.unil.ch/agoyal/docs/PredictorData2018.xlsx', sheet_name='Monthly')\n",
|
|
"```\n",
|
|
"> Convert **index** in the format of **yyyymm** to datetime using \n",
|
|
"```python\n",
|
|
"goyal['Date'] = pd.to_datetime(goyal['yyyymm'], format='%Y%m') \n",
|
|
"```\n",
|
|
"> Plot the SP500 **Index** for the whole period. \n",
|
|
"> Plot the SP500 **Index** from '2006-01-01' to '2018-12-01'. \n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"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": "3.11.0"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|